From 1c741b91c0f174ccbb9243ebacb4dccc64773e51 Mon Sep 17 00:00:00 2001 From: Mateo Wang <277851410+mateo-berri@users.noreply.github.com> Date: Fri, 5 Jun 2026 03:49:01 -0700 Subject: [PATCH 01/73] fix(anthropic): route Claude Opus 4.8 through adaptive thinking (#29702) * fix(anthropic): route Claude Opus 4.8 through adaptive thinking Opus 4.8 uses the same adaptive thinking contract as 4.6/4.7 (thinking.type=adaptive plus output_config.effort), but _is_adaptive_thinking_model only recognized 4.6/4.7 by name and otherwise leaned on the supports_adaptive_thinking cost-map flag. The Bedrock, Vertex, and Azure 4.8 entries don't carry that flag, so a bedrock/us.anthropic.claude-opus-4-8 request fell back to the legacy thinking.type=enabled shape and Bedrock rejected it with "thinking.type.enabled is not supported for this model". Add _is_claude_4_8_model and wire it in next to the existing 4.6/4.7 matchers in the adaptive-thinking detection, the effort=max gate, and the supported-params check, so every provider path treats 4.8 as adaptive regardless of whether its cost-map entry advertises the flag. * refactor(anthropic): drive Opus 4.8 adaptive thinking from the cost map Replace the _is_claude_4_8_model name matcher with cost-map data. Add supports_adaptive_thinking to every Opus 4.8 provider variant (Bedrock regional/global, Vertex, Azure) in both the root and bundled cost maps, and move the prefix-resolving capability lookup (_supports_model_capability) down to AnthropicModelInfo so _is_adaptive_thinking_model reads the flag through the bedrock/invoke/, bedrock/, and vertex_ai/ prefixes. The 4.6/4.7 name checks stay as a fallback since their provider entries don't carry the flag yet. A pure data fix is not enough on its own: _supports_factory doesn't strip the us.anthropic./invoke/ prefixes, so bedrock/invoke/us.anthropic.claude-opus-4-8 would still miss the flag without the resolver change. Add a cost-map guardrail test asserting every claude-opus-4-8 variant carries the flag, so a future variant added without it fails CI instead of silently sending the legacy thinking.type=enabled shape that the provider rejects. --- litellm/llms/anthropic/chat/transformation.py | 45 ------------ litellm/llms/anthropic/common_utils.py | 52 ++++++++++++-- ...odel_prices_and_context_window_backup.json | 8 +++ model_prices_and_context_window.json | 8 +++ .../test_reasoning_effort_translation.py | 51 +++++++++++++ .../anthropic/test_anthropic_common_utils.py | 72 +++++++++++++++++++ .../test_claude_opus_4_8_config.py | 21 ++++++ 7 files changed, 208 insertions(+), 49 deletions(-) diff --git a/litellm/llms/anthropic/chat/transformation.py b/litellm/llms/anthropic/chat/transformation.py index d9224281db3..7949e150c23 100644 --- a/litellm/llms/anthropic/chat/transformation.py +++ b/litellm/llms/anthropic/chat/transformation.py @@ -81,7 +81,6 @@ from litellm.types.utils import ( from litellm.utils import ( ModelResponse, Usage, - _supports_factory, add_dummy_tool, any_assistant_message_has_thinking_blocks, get_max_tokens, @@ -337,50 +336,6 @@ class AnthropicConfig(AnthropicModelInfo, BaseConfig): v in model_lower for v in ("opus-4-7", "opus_4_7", "opus-4.7", "opus_4.7") ) - @staticmethod - def _supports_model_capability(model: str, key: str) -> bool: - """Check a boolean capability ``key`` in the model map. - - Strips bedrock/vertex prefixes so a provider-routed Claude still - resolves to the Anthropic model-map entry. - """ - try: - if _supports_factory( - model=model, - custom_llm_provider="anthropic", - key=key, - ): - return True - except Exception: - pass - candidates = [model] - for prefix in ( - "bedrock/converse/", - "bedrock/invoke/", - "bedrock/", - "vertex_ai/", - ): - if model.startswith(prefix): - candidates.append(model[len(prefix) :]) - try: - from litellm.llms.bedrock.common_utils import BedrockModelInfo - - base = BedrockModelInfo.get_base_model(model) - if base: - candidates.append(base) - candidates.append(f"bedrock/{base}") - except Exception: - pass - try: - for cand in candidates: - if cand in litellm.model_cost and ( - litellm.model_cost[cand].get(key) is True - ): - return True - except Exception: - pass - return False - @staticmethod def _supports_effort_level(model: str, level: str) -> bool: """Check ``supports_{level}_reasoning_effort`` in the model map.""" diff --git a/litellm/llms/anthropic/common_utils.py b/litellm/llms/anthropic/common_utils.py index 31131d722ab..3f002d73cbc 100644 --- a/litellm/llms/anthropic/common_utils.py +++ b/litellm/llms/anthropic/common_utils.py @@ -272,19 +272,63 @@ class AnthropicModelInfo(BaseLLMModelInfo): ) @staticmethod - def _is_adaptive_thinking_model(model: str) -> bool: - """Claude 4.6+ models use adaptive thinking with ``output_config.effort``.""" + def _supports_model_capability(model: str, key: str) -> bool: + """Check a boolean capability ``key`` in the model map. + + Strips bedrock/vertex prefixes so a provider-routed Claude still + resolves to the Anthropic model-map entry. + """ from litellm.utils import _supports_factory try: if _supports_factory( model=model, - custom_llm_provider=None, - key="supports_adaptive_thinking", + custom_llm_provider="anthropic", + key=key, ): return True except Exception: pass + candidates = [model] + for prefix in ( + "bedrock/converse/", + "bedrock/invoke/", + "bedrock/", + "vertex_ai/", + ): + if model.startswith(prefix): + candidates.append(model[len(prefix) :]) + try: + from litellm.llms.bedrock.common_utils import BedrockModelInfo + + base = BedrockModelInfo.get_base_model(model) + if base: + candidates.append(base) + candidates.append(f"bedrock/{base}") + except Exception: + pass + try: + for cand in candidates: + if cand in litellm.model_cost and ( + litellm.model_cost[cand].get(key) is True + ): + return True + except Exception: + pass + return False + + @staticmethod + def _is_adaptive_thinking_model(model: str) -> bool: + """Claude 4.6+ models use adaptive thinking with ``output_config.effort``. + + Driven by the ``supports_adaptive_thinking`` flag in the model map; the + 4.6/4.7 name checks remain only as a fallback for provider-routed ids + whose map entries predate the flag. + """ + if AnthropicModelInfo._supports_model_capability( + model, "supports_adaptive_thinking" + ): + return True return AnthropicModelInfo._is_claude_4_6_model( model ) or AnthropicModelInfo._is_claude_4_7_model(model) diff --git a/litellm/model_prices_and_context_window_backup.json b/litellm/model_prices_and_context_window_backup.json index fbe6c097202..4eec27f29bd 100644 --- a/litellm/model_prices_and_context_window_backup.json +++ b/litellm/model_prices_and_context_window_backup.json @@ -1319,6 +1319,7 @@ "search_context_size_low": 0.01, "search_context_size_medium": 0.01 }, + "supports_adaptive_thinking": true, "supports_assistant_prefill": false, "supports_computer_use": true, "supports_function_calling": true, @@ -1350,6 +1351,7 @@ "search_context_size_low": 0.01, "search_context_size_medium": 0.01 }, + "supports_adaptive_thinking": true, "supports_assistant_prefill": false, "supports_computer_use": true, "supports_function_calling": true, @@ -1381,6 +1383,7 @@ "search_context_size_low": 0.01, "search_context_size_medium": 0.01 }, + "supports_adaptive_thinking": true, "supports_assistant_prefill": false, "supports_computer_use": true, "supports_function_calling": true, @@ -1412,6 +1415,7 @@ "search_context_size_low": 0.01, "search_context_size_medium": 0.01 }, + "supports_adaptive_thinking": true, "supports_assistant_prefill": false, "supports_computer_use": true, "supports_function_calling": true, @@ -1443,6 +1447,7 @@ "search_context_size_low": 0.01, "search_context_size_medium": 0.01 }, + "supports_adaptive_thinking": true, "supports_assistant_prefill": false, "supports_computer_use": true, "supports_function_calling": true, @@ -2194,6 +2199,7 @@ "cache_creation_input_token_cost": 6.25e-06, "cache_creation_input_token_cost_above_1hr": 1e-05, "cache_read_input_token_cost": 5e-07, + "supports_adaptive_thinking": true, "supports_assistant_prefill": false, "supports_computer_use": true, "supports_function_calling": true, @@ -33927,6 +33933,7 @@ "search_context_size_low": 0.01, "search_context_size_medium": 0.01 }, + "supports_adaptive_thinking": true, "supports_assistant_prefill": false, "supports_computer_use": true, "supports_function_calling": true, @@ -33955,6 +33962,7 @@ "search_context_size_low": 0.01, "search_context_size_medium": 0.01 }, + "supports_adaptive_thinking": true, "supports_assistant_prefill": false, "supports_computer_use": true, "supports_function_calling": true, diff --git a/model_prices_and_context_window.json b/model_prices_and_context_window.json index 4c227656e5f..c50b3def651 100644 --- a/model_prices_and_context_window.json +++ b/model_prices_and_context_window.json @@ -1319,6 +1319,7 @@ "search_context_size_low": 0.01, "search_context_size_medium": 0.01 }, + "supports_adaptive_thinking": true, "supports_assistant_prefill": false, "supports_computer_use": true, "supports_function_calling": true, @@ -1350,6 +1351,7 @@ "search_context_size_low": 0.01, "search_context_size_medium": 0.01 }, + "supports_adaptive_thinking": true, "supports_assistant_prefill": false, "supports_computer_use": true, "supports_function_calling": true, @@ -1381,6 +1383,7 @@ "search_context_size_low": 0.01, "search_context_size_medium": 0.01 }, + "supports_adaptive_thinking": true, "supports_assistant_prefill": false, "supports_computer_use": true, "supports_function_calling": true, @@ -1412,6 +1415,7 @@ "search_context_size_low": 0.01, "search_context_size_medium": 0.01 }, + "supports_adaptive_thinking": true, "supports_assistant_prefill": false, "supports_computer_use": true, "supports_function_calling": true, @@ -1443,6 +1447,7 @@ "search_context_size_low": 0.01, "search_context_size_medium": 0.01 }, + "supports_adaptive_thinking": true, "supports_assistant_prefill": false, "supports_computer_use": true, "supports_function_calling": true, @@ -2194,6 +2199,7 @@ "cache_creation_input_token_cost": 6.25e-06, "cache_creation_input_token_cost_above_1hr": 1e-05, "cache_read_input_token_cost": 5e-07, + "supports_adaptive_thinking": true, "supports_assistant_prefill": false, "supports_computer_use": true, "supports_function_calling": true, @@ -33962,6 +33968,7 @@ "search_context_size_low": 0.01, "search_context_size_medium": 0.01 }, + "supports_adaptive_thinking": true, "supports_assistant_prefill": false, "supports_computer_use": true, "supports_function_calling": true, @@ -33990,6 +33997,7 @@ "search_context_size_low": 0.01, "search_context_size_medium": 0.01 }, + "supports_adaptive_thinking": true, "supports_assistant_prefill": false, "supports_computer_use": true, "supports_function_calling": true, diff --git a/tests/test_litellm/llms/anthropic/experimental_pass_through/messages/test_reasoning_effort_translation.py b/tests/test_litellm/llms/anthropic/experimental_pass_through/messages/test_reasoning_effort_translation.py index 09601a65811..71755e6da3f 100644 --- a/tests/test_litellm/llms/anthropic/experimental_pass_through/messages/test_reasoning_effort_translation.py +++ b/tests/test_litellm/llms/anthropic/experimental_pass_through/messages/test_reasoning_effort_translation.py @@ -2,6 +2,7 @@ import pytest +import litellm from litellm.llms.anthropic.common_utils import AnthropicError from litellm.llms.anthropic.experimental_pass_through.messages.transformation import ( AnthropicMessagesConfig, @@ -11,6 +12,22 @@ from litellm.llms.bedrock.messages.invoke_transformations.anthropic_claude3_tran ) +@pytest.fixture +def local_model_cost_map(monkeypatch): + """Force the bundled backup cost map so Opus 4.8 adaptive detection (driven + by the ``supports_adaptive_thinking`` flag) doesn't depend on the + network-fetched ``main`` copy, which lacks the flag until this branch merges.""" + original = litellm.model_cost + monkeypatch.setenv("LITELLM_LOCAL_MODEL_COST_MAP", "True") + litellm.model_cost = litellm.get_model_cost_map(url="") + litellm.get_model_info.cache_clear() + try: + yield + finally: + litellm.model_cost = original + litellm.get_model_info.cache_clear() + + @pytest.mark.parametrize( "reasoning_effort,expected_effort", [ @@ -298,6 +315,40 @@ def test_legacy_thinking_high_budget_keeps_xhigh_when_supported(): assert result.get("output_config") == {"effort": "xhigh"} +@pytest.mark.parametrize( + "model", + [ + "claude-opus-4-8", + "bedrock/us.anthropic.claude-opus-4-8", + "bedrock/invoke/us.anthropic.claude-opus-4-8", + ], +) +def test_legacy_thinking_translates_to_adaptive_for_opus_48( + model, local_model_cost_map +): + """Regression for issue #29188: Opus 4.8 requires adaptive thinking, but the + legacy ``thinking.type='enabled'`` shape was passed through unchanged for + Bedrock 4.8 (its cost-map entry lacked ``supports_adaptive_thinking`` and the + lookup didn't strip the provider prefix), so Bedrock rejected the request. The + reporter's reproducer used ``budget_tokens=24000``, the ``xhigh`` bucket.""" + config = AnthropicMessagesConfig() + optional_params = { + "max_tokens": 100, + "thinking": {"type": "enabled", "budget_tokens": 24000}, + } + + result = config.transform_anthropic_messages_request( + model=model, + messages=[{"role": "user", "content": "ping"}], + anthropic_messages_optional_request_params=optional_params, + litellm_params={}, + headers={}, + ) + + assert result.get("thinking") == {"type": "adaptive"} + assert result.get("output_config") == {"effort": "xhigh"} + + @pytest.mark.parametrize( "budget_tokens,expected_effort", [ diff --git a/tests/test_litellm/llms/anthropic/test_anthropic_common_utils.py b/tests/test_litellm/llms/anthropic/test_anthropic_common_utils.py index d34b6ffc831..a09e55d4ed7 100644 --- a/tests/test_litellm/llms/anthropic/test_anthropic_common_utils.py +++ b/tests/test_litellm/llms/anthropic/test_anthropic_common_utils.py @@ -14,6 +14,8 @@ import os import sys from unittest.mock import patch +import pytest + sys.path.insert( 0, os.path.abspath(os.path.join(os.path.dirname(__file__), "../../../../..")) ) @@ -1378,3 +1380,73 @@ class TestAnthropicThinkingSignatureSelfHeal: config.transform_anthropic_messages_request_on_http_error(err, data) assert "thinking" not in data assert data["messages"] == [] + + +@pytest.fixture +def local_model_cost_map(monkeypatch): + """Force the bundled backup cost map so detection doesn't depend on the + network-fetched ``main`` copy (which lacks this branch's flags until merge).""" + import litellm + + original = litellm.model_cost + monkeypatch.setenv("LITELLM_LOCAL_MODEL_COST_MAP", "True") + litellm.model_cost = litellm.get_model_cost_map(url="") + litellm.get_model_info.cache_clear() + try: + yield + finally: + litellm.model_cost = original + litellm.get_model_info.cache_clear() + + +class TestClaudeOpus48AdaptiveThinking: + """Opus 4.8 requires adaptive thinking (``thinking.type='adaptive'`` + + ``output_config.effort``). Detection is driven by the + ``supports_adaptive_thinking`` cost-map flag, resolved through provider + prefixes. Before the fix the Bedrock entries lacked the flag and the lookup + didn't strip the ``us.anthropic.``/``invoke/`` prefixes, so a + ``bedrock/us.anthropic.claude-opus-4-8`` call sent the legacy + ``thinking.type='enabled'`` shape and Bedrock rejected it (issue #29188).""" + + @pytest.mark.parametrize( + "model", + [ + "claude-opus-4-8", + "anthropic/claude-opus-4-8", + "anthropic.claude-opus-4-8", + "bedrock/us.anthropic.claude-opus-4-8", + "bedrock/invoke/us.anthropic.claude-opus-4-8", + "bedrock/eu.anthropic.claude-opus-4-8", + "vertex_ai/claude-opus-4-8", + "azure_ai/claude-opus-4-8", + ], + ) + def test_adaptive_thinking_detected_for_opus_4_8(self, local_model_cost_map, model): + from litellm.llms.anthropic.common_utils import AnthropicModelInfo + + assert AnthropicModelInfo._is_adaptive_thinking_model(model) is True + + def test_resolver_reads_flag_through_bedrock_invoke_prefix( + self, local_model_cost_map + ): + """The resolver fix: ``bedrock/invoke/...`` resolves to the flagged + Bedrock entry. Pure ``_supports_factory`` without prefix-stripping + returns False here, which is why the data-only fix alone was not enough.""" + from litellm.llms.anthropic.common_utils import AnthropicModelInfo + + assert ( + AnthropicModelInfo._supports_model_capability( + "bedrock/invoke/us.anthropic.claude-opus-4-8", + "supports_adaptive_thinking", + ) + is True + ) + + @pytest.mark.parametrize( + "model", + ["claude-opus-4-5", "claude-3-7-sonnet", "claude-3-5-haiku-20241022"], + ) + def test_non_adaptive_models_not_detected(self, local_model_cost_map, model): + from litellm.llms.anthropic.common_utils import AnthropicModelInfo + + assert AnthropicModelInfo._is_adaptive_thinking_model(model) is False diff --git a/tests/test_litellm/test_claude_opus_4_8_config.py b/tests/test_litellm/test_claude_opus_4_8_config.py index 0ea4026e165..32f7d249e05 100644 --- a/tests/test_litellm/test_claude_opus_4_8_config.py +++ b/tests/test_litellm/test_claude_opus_4_8_config.py @@ -182,3 +182,24 @@ def test_opus_4_8_provider_resolves_via_model_info(local_model_cost_map): assert info["litellm_provider"] == "anthropic" assert info["max_input_tokens"] == 1000000 assert info["max_output_tokens"] == 128000 + + +@pytest.mark.parametrize( + "cost_map", + [_load_root_cost_map(), GetModelCostMap.load_local_model_cost_map()], + ids=["root", "bundled_backup"], +) +def test_opus_4_8_all_variants_carry_adaptive_thinking_flag(cost_map): + """Every Opus 4.8 entry must advertise ``supports_adaptive_thinking``. + + Adaptive-thinking detection is cost-map driven, so a single variant missing + the flag silently sends the legacy ``thinking.type='enabled'`` shape and the + provider 400s (issue #29188, which the Bedrock/Vertex/Azure variants hit + because only the bare ``claude-opus-4-8`` entry carried the flag). This guards + against a future variant being added without it.""" + variants = [k for k in cost_map if "claude-opus-4-8" in k] + assert variants, "no claude-opus-4-8 entries found in cost map" + missing = [ + k for k in variants if cost_map[k].get("supports_adaptive_thinking") is not True + ] + assert not missing, f"missing supports_adaptive_thinking: {missing}" From 3f79222350854f422ca6a52bf55e14faf0a94409 Mon Sep 17 00:00:00 2001 From: michelligabriele Date: Fri, 5 Jun 2026 15:22:52 +0200 Subject: [PATCH 02/73] fix(proxy): persist oauth2_flow on MCP server registration (#29690) --- .../migration.sql | 2 + .../litellm_proxy_extras/schema.prisma | 1 + litellm/proxy/_types.py | 2 + litellm/proxy/schema.prisma | 1 + schema.prisma | 1 + .../test_mcp_management_endpoints.py | 52 +++++++++++++++++++ 6 files changed, 59 insertions(+) create mode 100644 litellm-proxy-extras/litellm_proxy_extras/migrations/20260604120000_add_oauth2_flow_to_mcp_servers/migration.sql diff --git a/litellm-proxy-extras/litellm_proxy_extras/migrations/20260604120000_add_oauth2_flow_to_mcp_servers/migration.sql b/litellm-proxy-extras/litellm_proxy_extras/migrations/20260604120000_add_oauth2_flow_to_mcp_servers/migration.sql new file mode 100644 index 00000000000..fee6926d963 --- /dev/null +++ b/litellm-proxy-extras/litellm_proxy_extras/migrations/20260604120000_add_oauth2_flow_to_mcp_servers/migration.sql @@ -0,0 +1,2 @@ +-- AlterTable +ALTER TABLE "LiteLLM_MCPServerTable" ADD COLUMN IF NOT EXISTS "oauth2_flow" TEXT; diff --git a/litellm-proxy-extras/litellm_proxy_extras/schema.prisma b/litellm-proxy-extras/litellm_proxy_extras/schema.prisma index c4754ef6117..6715f80464d 100644 --- a/litellm-proxy-extras/litellm_proxy_extras/schema.prisma +++ b/litellm-proxy-extras/litellm_proxy_extras/schema.prisma @@ -322,6 +322,7 @@ model LiteLLM_MCPServerTable { authorization_url String? token_url String? registration_url String? + oauth2_flow String? allow_all_keys Boolean @default(false) available_on_public_internet Boolean @default(true) delegate_auth_to_upstream Boolean @default(false) diff --git a/litellm/proxy/_types.py b/litellm/proxy/_types.py index 6c36c813e76..6de8f0a3cdf 100644 --- a/litellm/proxy/_types.py +++ b/litellm/proxy/_types.py @@ -1376,6 +1376,7 @@ class UpdateMCPServerRequest(LiteLLMPydanticObjectBase): authorization_url: Optional[str] = None token_url: Optional[str] = None registration_url: Optional[str] = None + oauth2_flow: Optional[Literal["client_credentials", "authorization_code"]] = None allow_all_keys: bool = False available_on_public_internet: bool = True delegate_auth_to_upstream: bool = False @@ -1449,6 +1450,7 @@ class LiteLLM_MCPServerTable(LiteLLMPydanticObjectBase): authorization_url: Optional[str] = None token_url: Optional[str] = None registration_url: Optional[str] = None + oauth2_flow: Optional[Literal["client_credentials", "authorization_code"]] = None allow_all_keys: bool = False available_on_public_internet: bool = True delegate_auth_to_upstream: bool = False diff --git a/litellm/proxy/schema.prisma b/litellm/proxy/schema.prisma index c4754ef6117..6715f80464d 100644 --- a/litellm/proxy/schema.prisma +++ b/litellm/proxy/schema.prisma @@ -322,6 +322,7 @@ model LiteLLM_MCPServerTable { authorization_url String? token_url String? registration_url String? + oauth2_flow String? allow_all_keys Boolean @default(false) available_on_public_internet Boolean @default(true) delegate_auth_to_upstream Boolean @default(false) diff --git a/schema.prisma b/schema.prisma index c4754ef6117..6715f80464d 100644 --- a/schema.prisma +++ b/schema.prisma @@ -322,6 +322,7 @@ model LiteLLM_MCPServerTable { authorization_url String? token_url String? registration_url String? + oauth2_flow String? allow_all_keys Boolean @default(false) available_on_public_internet Boolean @default(true) delegate_auth_to_upstream Boolean @default(false) diff --git a/tests/test_litellm/proxy/management_endpoints/test_mcp_management_endpoints.py b/tests/test_litellm/proxy/management_endpoints/test_mcp_management_endpoints.py index a5c8320a5cc..7e044442e2b 100644 --- a/tests/test_litellm/proxy/management_endpoints/test_mcp_management_endpoints.py +++ b/tests/test_litellm/proxy/management_endpoints/test_mcp_management_endpoints.py @@ -3317,3 +3317,55 @@ def test_sanitize_mcp_server_for_non_admin_clears_credential_fields(): # server without exposing secrets. assert sanitized.server_id == server.server_id assert sanitized.alias == server.alias + + +def test_oauth2_flow_accepted_on_create_request(): + """NewMCPServerRequest carries oauth2_flow through to the persisted dict.""" + from litellm.proxy._experimental.mcp_server.db import _prepare_mcp_server_data + + payload = NewMCPServerRequest( + server_name="m2m-server", + url="https://example.com/mcp", + transport="http", + auth_type="oauth2", + token_url="https://idp.example.com/oauth/token", + oauth2_flow="client_credentials", + ) + data_dict = _prepare_mcp_server_data(payload) + assert data_dict["oauth2_flow"] == "client_credentials" + + +def test_oauth2_flow_round_trips_on_update_and_response_models(): + """oauth2_flow survives UpdateMCPServerRequest and the LiteLLM_MCPServerTable + response model. Before the fix these models dropped the field (no attribute), + which is why a persisted value never round-tripped.""" + from litellm.proxy._types import ( + LiteLLM_MCPServerTable, + UpdateMCPServerRequest, + ) + + update = UpdateMCPServerRequest( + server_id="srv-1", oauth2_flow="client_credentials" + ) + assert update.oauth2_flow == "client_credentials" + + row = LiteLLM_MCPServerTable( + server_id="srv-1", + transport="http", + oauth2_flow="client_credentials", + ) + assert row.oauth2_flow == "client_credentials" + + +def test_oauth2_flow_defaults_to_none_when_omitted(): + """Omitting oauth2_flow is valid and resolves to None (runtime infers it).""" + from litellm.proxy._types import ( + LiteLLM_MCPServerTable, + UpdateMCPServerRequest, + ) + + assert UpdateMCPServerRequest(server_id="srv-1").oauth2_flow is None + assert ( + LiteLLM_MCPServerTable(server_id="srv-1", transport="http").oauth2_flow + is None + ) From ffd0e9fa7f49e2f040900630eedb2d5abdcd8375 Mon Sep 17 00:00:00 2001 From: Mateo Wang <277851410+mateo-berri@users.noreply.github.com> Date: Fri, 5 Jun 2026 06:23:17 -0700 Subject: [PATCH 03/73] [internal copy of #27491] fix(realtime): Fix Realtime Audio Token Cost Tracking (#29722) * Normalize Realtime usage dict keys before ResponseAPIUsage transform * Test usage transform for Realtime versus tokens_details keys * Avoid usage_input dict in-place * Fix audio cost calculation * fix(responses): forward output audio_tokens into completion usage details Pass audio_tokens from output_tokens_details into CompletionTokensDetailsWrapper so cost can use output_cost_per_audio_token. Support dict output details like prompt path. Extend tests for Realtime and mixed completion audio. Co-authored-by: Cursor * Fix audio token usage formatting * style: Black-format Realtime usage and completion usage merge Resolve combine_usage_objects and responses/utils wrapping for CI black --check. Restore model_fields comments above completion_tokens_details merge loop. Co-authored-by: Cursor * Add test to cover combined usage objects * Fix merge conflict with test cases Removed unnecessary import statement and cleaned up assertions in test. * fix(cost_calculator): remove dead None guard in completion_tokens_details combiner --------- Co-authored-by: Liam McDonald Co-authored-by: Cursor --- litellm/cost_calculator.py | 9 ++- litellm/responses/utils.py | 15 +++++ .../responses/test_responses_utils.py | 59 ++++++++++++++++++- tests/test_litellm/test_cost_calculator.py | 45 ++++++++++++++ 4 files changed, 121 insertions(+), 7 deletions(-) diff --git a/litellm/cost_calculator.py b/litellm/cost_calculator.py index 9a4b158b622..88029615ba8 100644 --- a/litellm/cost_calculator.py +++ b/litellm/cost_calculator.py @@ -2425,12 +2425,11 @@ class BaseTokenUsageProcessor: if not attr.startswith("_") and not callable( getattr(usage.completion_tokens_details, attr) ): - current_val = getattr( - combined.completion_tokens_details, attr, 0 + current_val = ( + getattr(combined.completion_tokens_details, attr, 0) or 0 ) - new_val = getattr(usage.completion_tokens_details, attr, 0) - - if new_val is not None and current_val is not None: + new_val = getattr(usage.completion_tokens_details, attr, 0) or 0 + if isinstance(new_val, (int, float)): setattr( combined.completion_tokens_details, attr, diff --git a/litellm/responses/utils.py b/litellm/responses/utils.py index 46a2894bd10..60badb57d2a 100644 --- a/litellm/responses/utils.py +++ b/litellm/responses/utils.py @@ -1006,6 +1006,20 @@ class ResponseAPILoggingUtils: ) response_api_usage: ResponseAPIUsage if isinstance(usage_input, dict): + usage_input = dict(usage_input) # shallow copy; avoid mutating caller + # Realtime *_token_details → *_tokens_details when unset. + if ( + usage_input.get("input_tokens_details") is None + and "input_token_details" in usage_input + ): + usage_input["input_tokens_details"] = usage_input["input_token_details"] + if ( + usage_input.get("output_tokens_details") is None + and "output_token_details" in usage_input + ): + usage_input["output_tokens_details"] = usage_input[ + "output_token_details" + ] total_tokens = usage_input.get("total_tokens") if total_tokens is None: input_tokens = usage_input.get("input_tokens") @@ -1050,6 +1064,7 @@ class ResponseAPILoggingUtils: ), image_tokens=getattr(output_tokens_details, "image_tokens", None), text_tokens=getattr(output_tokens_details, "text_tokens", None), + audio_tokens=getattr(output_tokens_details, "audio_tokens", None), ) chat_usage = Usage( diff --git a/tests/test_litellm/responses/test_responses_utils.py b/tests/test_litellm/responses/test_responses_utils.py index 60b84f0e0a8..bd441321507 100644 --- a/tests/test_litellm/responses/test_responses_utils.py +++ b/tests/test_litellm/responses/test_responses_utils.py @@ -327,7 +327,8 @@ class TestResponseAPILoggingUtils: "output_tokens_details": { "reasoning_tokens": 30, "image_tokens": 100, - "text_tokens": 70, + "text_tokens": 50, + "audio_tokens": 20, }, } @@ -346,7 +347,61 @@ class TestResponseAPILoggingUtils: assert result.completion_tokens_details is not None assert result.completion_tokens_details.reasoning_tokens == 30 assert result.completion_tokens_details.image_tokens == 100 - assert result.completion_tokens_details.text_tokens == 70 + assert result.completion_tokens_details.text_tokens == 50 + assert result.completion_tokens_details.audio_tokens == 20 + + def test_transform_response_api_usage_with_realtime_keys(self): + """Realtime input_token_details / output_token_details normalize for Usage.""" + usage = { + "input_tokens": 10, + "output_tokens": 20, + "total_tokens": 30, + "input_token_details": { + "text_tokens": 8, + "audio_tokens": 2, + "cached_tokens": 0, + }, + "output_token_details": { + "text_tokens": 12, + "audio_tokens": 8, + }, + } + + result = ResponseAPILoggingUtils._transform_response_api_usage_to_chat_usage( + usage + ) + + assert result.prompt_tokens_details is not None + assert result.prompt_tokens_details.text_tokens == 8 + assert result.prompt_tokens_details.audio_tokens == 2 + + assert result.completion_tokens_details is not None + assert result.completion_tokens_details.text_tokens == 12 + assert result.completion_tokens_details.audio_tokens == 8 + + def test_transform_response_api_usage_tokens_details_keep_values(self): + """Keeps input_tokens_details / output_tokens_details when singular keys are also present.""" + usage = { + "input_tokens": 10, + "output_tokens": 20, + "total_tokens": 30, + "input_tokens_details": {"text_tokens": 10}, + "output_tokens_details": {"text_tokens": 20}, + "input_token_details": {"text_tokens": 1, "audio_tokens": 99}, + "output_token_details": {"text_tokens": 2, "audio_tokens": 98}, + } + + result = ResponseAPILoggingUtils._transform_response_api_usage_to_chat_usage( + usage + ) + + assert result.prompt_tokens_details is not None + assert result.prompt_tokens_details.text_tokens == 10 + assert result.prompt_tokens_details.audio_tokens is None + + assert result.completion_tokens_details is not None + assert result.completion_tokens_details.text_tokens == 20 + assert result.completion_tokens_details.audio_tokens is None class TestResponsesAPIProviderSpecificParams: diff --git a/tests/test_litellm/test_cost_calculator.py b/tests/test_litellm/test_cost_calculator.py index 3d45a3409d8..82a4a60bf82 100644 --- a/tests/test_litellm/test_cost_calculator.py +++ b/tests/test_litellm/test_cost_calculator.py @@ -385,6 +385,51 @@ def test_handle_realtime_stream_cost_calculation(): ) assert cost == 0.0 # No usage, no cost + +def test_realtime_stream_combines_text_and_audio_token_details(): + """Realtime response.done usage with input_token_details / output_token_details.""" + from litellm.cost_calculator import RealtimeAPITokenUsageProcessor + + results: OpenAIRealtimeStreamList = [ + {"type": "session.created", "session": {"model": "gpt-4o-realtime-preview"}}, + { + "type": "response.done", + "response": { + "usage": { + "input_tokens": 10, + "output_tokens": 20, + "total_tokens": 30, + "input_token_details": {"text_tokens": 8, "audio_tokens": 2}, + "output_token_details": {"text_tokens": 12, "audio_tokens": 8}, + } + }, + }, + { + "type": "response.done", + "response": { + "usage": { + "input_tokens": 5, + "output_tokens": 15, + "total_tokens": 20, + "input_token_details": {"text_tokens": 3, "audio_tokens": 2}, + "output_token_details": {"text_tokens": 5, "audio_tokens": 10}, + } + }, + }, + ] + + combined = RealtimeAPITokenUsageProcessor.collect_and_combine_usage_from_realtime_stream_results( + results=results, + ) + + assert combined.prompt_tokens_details is not None + assert combined.prompt_tokens_details.text_tokens == 11 + assert combined.prompt_tokens_details.audio_tokens == 4 + + assert combined.completion_tokens_details is not None + assert combined.completion_tokens_details.text_tokens == 17 + assert combined.completion_tokens_details.audio_tokens == 18 + def test_realtime_logging_object_allows_null_transcript_in_conversation_item_added(): results: OpenAIRealtimeStreamList = [ From 89f177b7b6124cea05f47f0b9a88938fd7a76dbe Mon Sep 17 00:00:00 2001 From: Sameer Kankute Date: Fri, 5 Jun 2026 21:33:17 +0530 Subject: [PATCH 04/73] fix(galileo): use ingest traces API and standard logging payload (#29651) * fix(galileo): use ingest traces API and standard logging payload Switch hosted Galileo logging to /ingest/traces with nested trace/span payloads, read metrics from standard_logging_object, and include cost and total tokens on trace metrics. Co-authored-by: Cursor * fix(galileo): route username/password auth to v2 traces ingest Hosted Galileo no longer serves /observe/ingest; JWT login should post the same trace payload to /v2/projects/{project_id}/traces. Co-authored-by: Cursor * fix(galileo): address Greptile review on logging and timestamps Use debug-level logs for per-request Galileo callback messages and fall back to start_time/end_time when standard_logging_object omits startTime/endTime. Co-authored-by: Cursor * feat(galileo): add Galileo to proxy UI callback configuration Expose Galileo in the admin callback selector and config APIs so credentials can be configured through the dashboard instead of YAML only. Co-authored-by: Cursor * fix(galileo): align response type logging with Langfuse Mirror Langfuse input/output handling for rerank, speech, transcription, realtime, pass-through, and other response types so Galileo ingest no longer skips supported call types. Co-authored-by: Cursor * fix(galileo): redact trace payload in debug logs and format with black Avoid logging prompts and model responses in flush debug output while keeping structural metadata for troubleshooting. Co-authored-by: Cursor * fix(galileo): stop logging full trace payload in debug output Log only flush URL and trace count so prompts and model responses are not written to application logs when debug logging is enabled. Co-authored-by: Cursor * Fix Galileo token totals and prompt messages --------- Co-authored-by: Cursor --- litellm/integrations/callback_configs.json | 45 ++ litellm/integrations/galileo.py | 628 +++++++++++++++--- .../out/assets/logos/galileo.ico | Bin 0 -> 9714 bytes litellm/proxy/_types.py | 13 + .../test_litellm/integrations/test_galileo.py | 336 +++++++++- .../test_callback_management_endpoints.py | 9 + .../public/assets/logos/galileo.ico | Bin 0 -> 9714 bytes .../src/components/callback_info_helpers.tsx | 15 + 8 files changed, 956 insertions(+), 90 deletions(-) create mode 100644 litellm/proxy/_experimental/out/assets/logos/galileo.ico create mode 100644 ui/litellm-dashboard/public/assets/logos/galileo.ico diff --git a/litellm/integrations/callback_configs.json b/litellm/integrations/callback_configs.json index c2b0c4ddce9..3a69c9a7936 100644 --- a/litellm/integrations/callback_configs.json +++ b/litellm/integrations/callback_configs.json @@ -104,6 +104,51 @@ }, "description": "Datadog Custom Metrics Integration" }, + { + "id": "galileo", + "displayName": "Galileo", + "logo": "galileo.ico", + "supports_key_team_logging": false, + "dynamic_params": { + "GALILEO_API_KEY": { + "type": "password", + "ui_name": "API Key", + "description": "Galileo Cloud API key (app.galileo.ai). Omit for enterprise username/password auth.", + "required": false + }, + "GALILEO_PROJECT_ID": { + "type": "text", + "ui_name": "Project ID", + "description": "Galileo project ID to log traces to", + "required": true + }, + "GALILEO_LOG_STREAM_ID": { + "type": "text", + "ui_name": "Log Stream ID", + "description": "Galileo log stream ID for v2 spans logging (optional)", + "required": false + }, + "GALILEO_BASE_URL": { + "type": "text", + "ui_name": "Base URL", + "description": "Galileo API base URL (e.g. https://api.galileo.ai for Cloud, or your enterprise API URL)", + "required": false + }, + "GALILEO_USERNAME": { + "type": "text", + "ui_name": "Username", + "description": "Galileo enterprise username (legacy Observe auth; use instead of API key)", + "required": false + }, + "GALILEO_PASSWORD": { + "type": "password", + "ui_name": "Password", + "description": "Galileo enterprise password (legacy Observe auth)", + "required": false + } + }, + "description": "Galileo AI Observability Integration" + }, { "id": "datadog_cost_management", "displayName": "Datadog Cost Management", diff --git a/litellm/integrations/galileo.py b/litellm/integrations/galileo.py index a598124f612..8fef90c24e0 100644 --- a/litellm/integrations/galileo.py +++ b/litellm/integrations/galileo.py @@ -1,8 +1,13 @@ +from __future__ import annotations + import json import os import re -from typing import Any, Dict, List, Optional, Tuple, cast +import uuid +from datetime import datetime, timezone +from typing import Any, Dict, List, Optional, Tuple, Union, cast +import httpx from pydantic import BaseModel, Field import litellm @@ -12,11 +17,15 @@ from litellm.litellm_core_utils.prompt_templates.common_utils import ( convert_content_list_to_str, get_content_from_model_response, ) +from litellm.types.llms.openai import ( + AllMessageValues, + HttpxBinaryResponseContent, + ResponsesAPIResponse, +) from litellm.llms.custom_httpx.http_handler import ( get_async_httpx_client, httpxSpecialProvider, ) -from litellm.types.llms.openai import AllMessageValues GALILEO_CLOUD_API_BASE_URL = "https://api.galileo.ai" # Cap the in-memory buffer so persistent flush failures (e.g. Galileo @@ -33,6 +42,11 @@ class LLMResponse(BaseModel): model: str num_input_tokens: int num_output_tokens: int + num_total_tokens: int + cost: Optional[float] = Field( + default=None, + description="Total cost of the LLM call in USD as computed by LiteLLM.", + ) output_logprobs: Optional[Dict[str, Any]] = Field( default=None, description="Optional. When available, logprobs are used to compute Uncertainty.", @@ -121,10 +135,14 @@ class GalileoObserve(CustomLogger): @staticmethod def _galileo_input_messages( - messages: Optional[List[Any]], input_text: str + messages: Optional[Any], input_text: str ) -> List[Dict[str, str]]: + if isinstance(messages, dict): + messages = messages.get("messages") if not messages: return [{"role": "user", "content": input_text}] + if not isinstance(messages, list): + return [{"role": "user", "content": input_text}] galileo_messages: List[Dict[str, str]] = [] for message in messages: @@ -147,13 +165,59 @@ class GalileoObserve(CustomLogger): return [{"role": "user", "content": input_text}] @staticmethod - def _record_to_v2_span(record: Dict[str, Any]) -> Dict[str, Any]: - created_at = record.get("created_at", "") + def _local_timezone(): + return datetime.now().astimezone().tzinfo or timezone.utc + + @staticmethod + def _format_created_at(dt: Union[datetime, Any]) -> str: + """Serialize timestamps as UTC ISO-8601 for Galileo.""" + if not isinstance(dt, datetime): + return str(dt) + + if dt.tzinfo is None: + # LiteLLM often passes naive datetimes in local time; convert to UTC + # instead of appending Z to local time (which shifts Traces tab sorting). + dt = dt.replace(tzinfo=GalileoObserve._local_timezone()) + + return dt.astimezone(timezone.utc).strftime("%Y-%m-%dT%H:%M:%SZ") + + @staticmethod + def _normalize_created_at(created_at: str) -> str: if created_at and not re.search(r"(Z|[+-]\d{2}:?\d{2})$", created_at): - created_at = f"{created_at}Z" + return f"{created_at}Z" + return created_at + + @staticmethod + def _token_metrics_from_record(record: Dict[str, Any]) -> Dict[str, Any]: + num_input_tokens = int(record.get("num_input_tokens") or 0) + num_output_tokens = int(record.get("num_output_tokens") or 0) + num_total_tokens = int(record.get("num_total_tokens") or 0) + if num_total_tokens == 0 and (num_input_tokens or num_output_tokens): + num_total_tokens = num_input_tokens + num_output_tokens + metrics: Dict[str, Any] = { + "num_input_tokens": num_input_tokens, + "num_output_tokens": num_output_tokens, + "num_total_tokens": num_total_tokens, + } + cost = record.get("cost") + if cost is not None: + metrics["cost"] = float(cost) + return metrics + + @staticmethod + def _record_to_v2_span( + record: Dict[str, Any], + *, + trace_id: str, + span_id: str, + ) -> Dict[str, Any]: + created_at = GalileoObserve._normalize_created_at(record.get("created_at", "")) span: Dict[str, Any] = { "type": "llm", + "id": span_id, + "trace_id": trace_id, + "parent_id": trace_id, "name": record.get("node_type", "litellm"), "created_at": created_at, "input": GalileoObserve._galileo_input_messages( @@ -167,14 +231,49 @@ class GalileoObserve(CustomLogger): "model": record.get("model"), "metrics": { "duration_ns": int(record.get("latency_ms", 0)) * 1_000_000, - "num_input_tokens": record.get("num_input_tokens"), - "num_output_tokens": record.get("num_output_tokens"), + **GalileoObserve._token_metrics_from_record(record), }, } if record.get("tags"): span["tags"] = record["tags"] return span + @staticmethod + def _record_to_v2_trace(record: Dict[str, Any]) -> Dict[str, Any]: + trace_id = str(uuid.uuid4()) + span_id = str(uuid.uuid4()) + created_at = GalileoObserve._normalize_created_at(record.get("created_at", "")) + + return { + "type": "trace", + "id": trace_id, + "name": record.get("node_type", "litellm"), + "created_at": created_at, + "input": record.get("input_text", ""), + "output": record.get("output_text", ""), + "status_code": record.get("status_code", 200), + "metrics": { + "duration_ns": int(record.get("latency_ms", 0)) * 1_000_000, + **GalileoObserve._token_metrics_from_record(record), + }, + "spans": [ + GalileoObserve._record_to_v2_span( + record, trace_id=trace_id, span_id=span_id + ) + ], + } + + def _build_traces_payload(self, records: List[dict]) -> Dict[str, Any]: + payload: Dict[str, Any] = { + "traces": [self._record_to_v2_trace(record) for record in records], + "logging_method": "api_direct", + "reliable": False, + "is_complete": True, + } + if self.log_stream_id: + payload["log_stream_id"] = self.log_stream_id + return payload + def _get_ingest_request(self) -> Optional[Tuple[str, Dict[str, Any]]]: if not self.base_url or not self.project_id: return None @@ -184,105 +283,457 @@ class GalileoObserve(CustomLogger): # flush_in_memory_records) aren't silently dropped when we later clear # the in-memory buffer. records = list(self.in_memory_records) + payload = self._build_traces_payload(records) if self.use_v2_api: - payload: Dict[str, Any] = { - "spans": [self._record_to_v2_span(record) for record in records], - "reliable": False, - } - if self.log_stream_id: - payload["log_stream_id"] = self.log_stream_id return ( - f"{self.base_url}/v2/projects/{self.project_id}/spans", + f"{self.base_url}/ingest/traces/{self.project_id}", payload, ) + # Username/password auth logs in for a JWT and uses the standard v2 traces API. return ( - f"{self.base_url}/projects/{self.project_id}/observe/ingest", - {"records": records}, + f"{self.base_url}/v2/projects/{self.project_id}/traces", + payload, ) + @staticmethod + def _redact_headers(headers: Optional[Dict[str, str]]) -> Dict[str, str]: + if not headers: + return {} + redacted: Dict[str, str] = {} + for key, value in headers.items(): + if key.lower() in {"authorization", "galileo-api-key"} and value: + redacted[key] = ( + f"{value[:8]}...{value[-4:]}" if len(value) > 12 else "***" + ) + else: + redacted[key] = value + return redacted + + def _log_flush_config(self) -> None: + verbose_logger.debug( + "Galileo Logger flush config: use_v2_api=%s base_url=%s project_id=%s " + "log_stream_id=%s api_key_set=%s username_set=%s record_count=%s", + self.use_v2_api, + self.base_url, + self.project_id, + self.log_stream_id, + bool(self.api_key), + bool(self.username), + len(self.in_memory_records), + ) + + @staticmethod + def _log_v2_payload_validation(payload: Dict[str, Any]) -> None: + missing_fields: List[str] = [] + traces = payload.get("traces", []) + if not traces: + missing_fields.append("traces") + + for trace_index, trace in enumerate(traces): + if not isinstance(trace, dict): + continue + for field in ("id", "type", "spans"): + if field not in trace: + missing_fields.append(f"traces[{trace_index}].{field}") + + trace_id = trace.get("id") + for span_index, span in enumerate(trace.get("spans", [])): + if not isinstance(span, dict): + continue + for field in ("id", "trace_id", "parent_id"): + if field not in span: + missing_fields.append( + f"traces[{trace_index}].spans[{span_index}].{field}" + ) + if trace_id and span.get("trace_id") != trace_id: + missing_fields.append( + f"traces[{trace_index}].spans[{span_index}].trace_id mismatch" + ) + + if missing_fields: + verbose_logger.debug( + "Galileo Logger: ingest /traces payload validation issues: %s", + missing_fields, + ) + + def _log_flush_payload(self, url: str, payload: Dict[str, Any]) -> None: + traces = payload.get("traces", []) + verbose_logger.debug( + "Galileo Logger flush URL: %s trace_count=%s", + url, + len(traces) if isinstance(traces, list) else 0, + ) + if self.use_v2_api and "/ingest/traces/" in url: + self._log_v2_payload_validation(payload) + + @staticmethod + def _log_http_status_error(error: httpx.HTTPStatusError, url: str) -> None: + response = error.response + verbose_logger.debug( + "Galileo Logger HTTP error: status=%s url=%s", + response.status_code, + url, + ) + verbose_logger.debug( + "Galileo Logger HTTP error response body: %s", + response.text, + ) + try: + verbose_logger.debug( + "Galileo Logger HTTP error response json: %s", + response.json(), + ) + except Exception: + pass + + @staticmethod + def _build_prompt(kwargs: Dict[str, Any]) -> Dict[str, Any]: + optional_params = kwargs.get("optional_params", {}) or {} + prompt: Dict[str, Any] = {"messages": kwargs.get("messages")} + if optional_params.get("functions") is not None: + prompt["functions"] = optional_params["functions"] + if optional_params.get("tools") is not None: + prompt["tools"] = optional_params["tools"] + return prompt + + @staticmethod + def _serialize_galileo_output(value: Any) -> Optional[str]: + if value is None: + return None + if isinstance(value, str): + return value + + def _json_default(obj: Any) -> Any: + if hasattr(obj, "model_dump"): + return obj.model_dump() + return str(obj) + + return json.dumps(value, default=_json_default) + + @staticmethod + def _prompt_to_input_text(prompt: Dict[str, Any]) -> str: + messages = prompt.get("messages") + if messages is not None: + text = GalileoObserve._input_text_from_messages(messages) + if text: + return text + return json.dumps(prompt, default=str) + + @staticmethod + def _get_chat_content_for_galileo(response_obj: litellm.ModelResponse) -> Any: + if response_obj.choices and len(response_obj.choices) > 0: + message = response_obj["choices"][0]["message"] + if hasattr(message, "json"): + message_json = message.json() + if isinstance(message_json, str): + return json.loads(message_json) + return message_json + return message + return None + + @staticmethod + def _get_text_completion_content_for_galileo( + response_obj: litellm.TextCompletionResponse, + ) -> Optional[str]: + if response_obj.choices and len(response_obj.choices) > 0: + return response_obj.choices[0].text + return None + + @staticmethod + def _get_responses_api_content_for_galileo( + response_obj: ResponsesAPIResponse, + ) -> Any: + if hasattr(response_obj, "output") and response_obj.output: + return response_obj.output + return None + + @staticmethod + def _langfuse_style_rerank_prompt(kwargs: Dict[str, Any]) -> Dict[str, Any]: + """Match Langfuse rerank input: prompt = {"messages": kwargs.get("messages")}.""" + return {"messages": kwargs.get("messages")} + + def _get_galileo_input_output_content( + self, + kwargs: Dict[str, Any], + response_obj: Any, + level: str = "DEFAULT", + status_message: Optional[str] = None, + ) -> Tuple[str, Optional[str], Any]: + """ + Mirror Langfuse _get_langfuse_input_output_content for Galileo ingest. + + Returns (input_text, output_text, messages_for_span). output_text None skips ingest. + """ + call_type = kwargs.get("call_type") + prompt = self._build_prompt(kwargs) + + if ( + level == "ERROR" + and status_message is not None + and isinstance(status_message, str) + ): + return self._prompt_to_input_text(prompt), status_message, prompt + + if response_obj is not None and ( + call_type == "embedding" + or isinstance(response_obj, litellm.EmbeddingResponse) + ): + return self._prompt_to_input_text(prompt), None, prompt + + if response_obj is not None and isinstance(response_obj, litellm.ModelResponse): + output = self._get_chat_content_for_galileo(response_obj) + return ( + self._prompt_to_input_text(prompt), + self._serialize_galileo_output(output), + kwargs.get("messages") or [], + ) + + if response_obj is not None and isinstance( + response_obj, HttpxBinaryResponseContent + ): + return self._prompt_to_input_text(prompt), "speech-output", prompt + + if response_obj is not None and isinstance( + response_obj, litellm.TextCompletionResponse + ): + output = self._get_text_completion_content_for_galileo(response_obj) + return ( + self._prompt_to_input_text(prompt), + self._serialize_galileo_output(output), + kwargs.get("messages") or [], + ) + + if response_obj is not None and isinstance(response_obj, litellm.ImageResponse): + output = response_obj.get("data", None) + return ( + self._prompt_to_input_text(prompt), + self._serialize_galileo_output(output), + prompt, + ) + + if response_obj is not None and isinstance( + response_obj, litellm.TranscriptionResponse + ): + output = response_obj.get("text", None) + return ( + self._prompt_to_input_text(prompt), + self._serialize_galileo_output(output), + prompt, + ) + + if response_obj is not None and isinstance( + response_obj, litellm.RerankResponse + ): + output = response_obj.results + rerank_prompt = self._langfuse_style_rerank_prompt(kwargs) + return ( + json.dumps(rerank_prompt, default=str), + self._serialize_galileo_output(output), + rerank_prompt, + ) + + if response_obj is not None and isinstance(response_obj, ResponsesAPIResponse): + output = self._get_responses_api_content_for_galileo(response_obj) + return ( + self._prompt_to_input_text(prompt), + self._serialize_galileo_output(output), + kwargs.get("messages") or [], + ) + + if ( + call_type == "_arealtime" + and response_obj is not None + and isinstance(response_obj, list) + ): + input_val = kwargs.get("input") + return ( + self._serialize_galileo_output(input_val) or "", + self._serialize_galileo_output(response_obj), + input_val, + ) + + if ( + call_type == "pass_through_endpoint" + and response_obj is not None + and isinstance(response_obj, dict) + ): + output = response_obj.get("response", "") + return ( + self._prompt_to_input_text(prompt), + self._serialize_galileo_output(output), + prompt, + ) + + if response_obj is not None and isinstance(response_obj, dict): + output = get_content_from_model_response(response_obj) + return ( + self._prompt_to_input_text(prompt), + self._serialize_galileo_output(output), + kwargs.get("messages") or [], + ) + + return self._prompt_to_input_text(prompt), None, kwargs.get("messages") or [] + def get_output_str_from_response( self, response_obj: Any, kwargs: Dict[str, Any] ) -> Optional[str]: - if response_obj is None: - return None - if kwargs.get("call_type", None) == "embedding" or isinstance( - response_obj, litellm.EmbeddingResponse - ): - return None - if isinstance(response_obj, litellm.TextCompletionResponse): - return response_obj.choices[0].text - if isinstance(response_obj, litellm.ImageResponse): - return json.dumps(response_obj["data"], default=str) - if isinstance(response_obj, (litellm.ModelResponse, dict)): - return get_content_from_model_response(response_obj) - return None + _, output_text, _ = self._get_galileo_input_output_content( + kwargs=kwargs, response_obj=response_obj + ) + return output_text + + @staticmethod + def _input_text_from_messages(messages: Any) -> str: + """Return a plain-string summary of the input suitable for the trace-level input field.""" + if isinstance(messages, str): + return messages + if not isinstance(messages, list): + return "" + # Use the last user/human message so the trace table shows the actual prompt + for msg in reversed(messages): + if not isinstance(msg, dict): + continue + if str(msg.get("role", "")).lower() in ("user", "human"): + content = msg.get("content") or "" + if isinstance(content, list): + content = " ".join( + b.get("text", "") if isinstance(b, dict) else str(b) + for b in content + ) + if content: + return str(content) + # Fallback: first non-empty content of any role + for msg in messages: + if isinstance(msg, dict): + content = msg.get("content") or "" + if isinstance(content, list): + content = " ".join( + b.get("text", "") if isinstance(b, dict) else str(b) + for b in content + ) + if content: + return str(content) + return "" async def async_log_success_event( self, kwargs: Any, response_obj: Any, start_time: Any, end_time: Any ): verbose_logger.debug("On Async Success") + try: + await self._async_log_success_event_impl( + kwargs=kwargs, + response_obj=response_obj, + start_time=start_time, + end_time=end_time, + ) + except Exception: + verbose_logger.exception( + "Galileo Logger: unexpected error in async_log_success_event" + ) + async def _async_log_success_event_impl( + self, kwargs: Any, response_obj: Any, start_time: Any, end_time: Any + ): if not self._is_configured(): verbose_logger.debug( - "Galileo Logger: skipping flush — set GALILEO_PROJECT_ID and " - "either GALILEO_API_KEY (hosted) or GALILEO_USERNAME/GALILEO_PASSWORD " - "(enterprise Observe)." + "Galileo Logger: skipping — GALILEO_PROJECT_ID=%s GALILEO_API_KEY=%s GALILEO_BASE_URL=%s", + bool(self.project_id), + bool(self.api_key), + bool(self.base_url), ) return - _latency_ms = int((end_time - start_time).total_seconds() * 1000) - _call_type = kwargs.get("call_type", "litellm") - input_text = litellm.utils.get_formatted_prompt( - data=kwargs, call_type=_call_type + slo: Optional[Dict[str, Any]] = kwargs.get("standard_logging_object") + if slo is None: + verbose_logger.debug( + "Galileo Logger: no standard_logging_object in kwargs, skipping" + ) + return + + _call_type: str = str( + slo.get("call_type") or kwargs.get("call_type") or "litellm" ) - _usage = response_obj.get("usage", {}) or {} - num_input_tokens = _usage.get("prompt_tokens", 0) - num_output_tokens = _usage.get("completion_tokens", 0) + input_text, output_text, messages = self._get_galileo_input_output_content( + kwargs=kwargs, response_obj=response_obj + ) + if output_text is None: + verbose_logger.debug( + "Galileo Logger: skipping %s — no text output to log", _call_type + ) + return - output_text = self.get_output_str_from_response( - response_obj=response_obj, kwargs=kwargs + raw_start = slo.get("startTime") + raw_end = slo.get("endTime") + if raw_start is None or raw_end is None: + verbose_logger.debug( + "Galileo Logger: standard_logging_object missing startTime/endTime, " + "falling back to start_time/end_time params" + ) + if not isinstance(start_time, datetime) or not isinstance( + end_time, datetime + ): + return + start_ts = start_time + end_ts = end_time + if start_ts.tzinfo is None: + start_ts = start_ts.replace(tzinfo=GalileoObserve._local_timezone()) + if end_ts.tzinfo is None: + end_ts = end_ts.replace(tzinfo=GalileoObserve._local_timezone()) + start_ts = start_ts.astimezone(timezone.utc) + end_ts = end_ts.astimezone(timezone.utc) + else: + start_ts = datetime.fromtimestamp(float(raw_start), tz=timezone.utc) + end_ts = datetime.fromtimestamp(float(raw_end), tz=timezone.utc) + _latency_ms = max(0, int((end_ts - start_ts).total_seconds() * 1000)) + num_input_tokens = int(slo.get("prompt_tokens") or 0) + num_output_tokens = int(slo.get("completion_tokens") or 0) + num_total_tokens = int(slo.get("total_tokens") or 0) + if num_total_tokens == 0 and (num_input_tokens or num_output_tokens): + num_total_tokens = num_input_tokens + num_output_tokens + + request_record = LLMResponse( + latency_ms=_latency_ms, + status_code=200, + input_text=input_text, + output_text=output_text, + node_type=_call_type, + model=str(slo.get("model") or kwargs.get("model") or "-"), + num_input_tokens=num_input_tokens, + num_output_tokens=num_output_tokens, + num_total_tokens=num_total_tokens, + cost=slo.get("response_cost"), + created_at=GalileoObserve._format_created_at(start_ts), ) - if output_text is not None: - request_record = LLMResponse( - latency_ms=_latency_ms, - status_code=200, - input_text=input_text, - output_text=output_text, - node_type=_call_type, - model=kwargs.get("model", "-"), - num_input_tokens=num_input_tokens, - num_output_tokens=num_output_tokens, - created_at=start_time.strftime( - "%Y-%m-%dT%H:%M:%S" - ), # timestamp str constructed in "%Y-%m-%dT%H:%M:%S" format + request_dict = request_record.model_dump() + if isinstance(messages, dict): + messages = messages.get("messages") + if isinstance(messages, list) and messages: + request_dict["messages"] = messages + self.in_memory_records.append(request_dict) + verbose_logger.debug( + "Galileo Logger: queued record, in_memory=%d", len(self.in_memory_records) + ) + + # Bound the buffer so persistent flush failures cannot grow it + # without limit. Drop the oldest records once we exceed the cap. + if len(self.in_memory_records) > GALILEO_MAX_IN_MEMORY_RECORDS: + dropped = len(self.in_memory_records) - GALILEO_MAX_IN_MEMORY_RECORDS + self.in_memory_records = self.in_memory_records[ + -GALILEO_MAX_IN_MEMORY_RECORDS: + ] + verbose_logger.warning( + "Galileo Logger: in-memory buffer exceeded %s records; " + "dropped %s oldest record(s). Check Galileo connectivity/credentials.", + GALILEO_MAX_IN_MEMORY_RECORDS, + dropped, ) - request_dict = request_record.model_dump() - messages = kwargs.get("messages") - if messages: - request_dict["messages"] = messages - self.in_memory_records.append(request_dict) - - # Bound the buffer so persistent flush failures cannot grow it - # without limit. Drop the oldest records once we exceed the cap. - if len(self.in_memory_records) > GALILEO_MAX_IN_MEMORY_RECORDS: - dropped = len(self.in_memory_records) - GALILEO_MAX_IN_MEMORY_RECORDS - self.in_memory_records = self.in_memory_records[ - -GALILEO_MAX_IN_MEMORY_RECORDS: - ] - verbose_logger.warning( - "Galileo Logger: in-memory buffer exceeded %s records; " - "dropped %s oldest record(s). Check Galileo connectivity/credentials.", - GALILEO_MAX_IN_MEMORY_RECORDS, - dropped, - ) - - if len(self.in_memory_records) >= self.batch_size: - await self.flush_in_memory_records() + if len(self.in_memory_records) >= self.batch_size: + await self.flush_in_memory_records() async def flush_in_memory_records(self): if not self.in_memory_records: @@ -296,15 +747,23 @@ class GalileoObserve(CustomLogger): ingest_request = self._get_ingest_request() if ingest_request is None: verbose_logger.debug( - "Galileo Logger: missing GALILEO_BASE_URL or GALILEO_PROJECT_ID" + "Galileo Logger: missing GALILEO_BASE_URL or GALILEO_PROJECT_ID — skipping flush" ) return if not await self._ensure_headers(): - verbose_logger.debug("Galileo Logger: could not set request headers") + verbose_logger.debug( + "Galileo Logger: could not set request headers — skipping flush" + ) return url, payload = ingest_request + self._log_flush_config() + self._log_flush_payload(url=url, payload=payload) + verbose_logger.debug( + "Galileo Logger flush headers: %s", + self._redact_headers(self.headers), + ) verbose_logger.debug("flushing in memory records to %s", url) try: @@ -313,6 +772,12 @@ class GalileoObserve(CustomLogger): headers=self.headers, json=payload, ) + except httpx.HTTPStatusError as e: + self._log_http_status_error(error=e, url=url) + verbose_logger.debug( + "Galileo Logger: failed to flush in memory records: %s", e + ) + return except Exception as e: verbose_logger.debug( "Galileo Logger: failed to flush in memory records: %s", e @@ -323,6 +788,11 @@ class GalileoObserve(CustomLogger): verbose_logger.debug( "Galileo Logger: successfully flushed in memory records" ) + verbose_logger.debug( + "Galileo Logger flush response: status=%s body=%s", + response.status_code, + response.text, + ) del self.in_memory_records[:records_in_payload] else: verbose_logger.debug("Galileo Logger: failed to flush in memory records") diff --git 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ui_callback_name="Traceloop", ) + galileo: CallbackOnUI = CallbackOnUI( + litellm_callback_name="galileo", + litellm_callback_params=[ + "GALILEO_API_KEY", + "GALILEO_PROJECT_ID", + "GALILEO_LOG_STREAM_ID", + "GALILEO_BASE_URL", + "GALILEO_USERNAME", + "GALILEO_PASSWORD", + ], + ui_callback_name="Galileo", + ) + class SpendLogsMetadata(TypedDict): """ diff --git a/tests/test_litellm/integrations/test_galileo.py b/tests/test_litellm/integrations/test_galileo.py index aab220f46be..8ce5eb776f9 100644 --- a/tests/test_litellm/integrations/test_galileo.py +++ b/tests/test_litellm/integrations/test_galileo.py @@ -1,5 +1,6 @@ import os import sys +from datetime import datetime, timezone from unittest.mock import AsyncMock, MagicMock, patch import pytest @@ -7,6 +8,8 @@ import pytest sys.path.insert(0, os.path.abspath("../..")) from litellm.integrations.galileo import GalileoObserve +from litellm.types.llms.openai import HttpxBinaryResponseContent, ResponsesAPIResponse +from litellm.types.rerank import RerankResponse from litellm.types.utils import ( Choices, EmbeddingResponse, @@ -15,6 +18,7 @@ from litellm.types.utils import ( Message, ModelResponse, TextCompletionResponse, + TranscriptionResponse, ) @@ -46,16 +50,97 @@ async def test_galileo_v2_ingest_url_and_headers(galileo_v2_env): url, payload = logger._get_ingest_request() assert ( url - == "https://api.galileo.ai/v2/projects/86ff8ebe-a297-4134-b167-748bdd8d2c20/spans" + == "https://api.galileo.ai/ingest/traces/86ff8ebe-a297-4134-b167-748bdd8d2c20" ) assert payload["log_stream_id"] == "76c4ea50-8aa3-4771-a0d7-8567b112210f" - assert payload["spans"][0]["type"] == "llm" - assert payload["spans"][0]["output"]["content"] == "hello" + assert payload["is_complete"] is True + assert payload["traces"][0]["type"] == "trace" + assert payload["traces"][0]["spans"][0]["type"] == "llm" + assert payload["traces"][0]["spans"][0]["output"]["content"] == "hello" + assert payload["traces"][0]["spans"][0]["metrics"]["num_total_tokens"] == 3 + assert payload["traces"][0]["metrics"]["num_input_tokens"] == 1 + assert payload["traces"][0]["metrics"]["num_output_tokens"] == 2 + assert payload["traces"][0]["metrics"]["num_total_tokens"] == 3 + assert payload["traces"][0]["spans"][0]["trace_id"] == payload["traces"][0]["id"] assert await logger._ensure_headers() is True assert logger.headers["Galileo-API-Key"] == "test-api-key" +def test_galileo_token_metrics_from_record_falls_back_to_sum(): + metrics = GalileoObserve._token_metrics_from_record( + {"num_input_tokens": 5, "num_output_tokens": 7} + ) + assert metrics == { + "num_input_tokens": 5, + "num_output_tokens": 7, + "num_total_tokens": 12, + } + + +def test_galileo_token_metrics_from_record_sums_zero_total(): + metrics = GalileoObserve._token_metrics_from_record( + {"num_input_tokens": 5, "num_output_tokens": 7, "num_total_tokens": 0} + ) + assert metrics == { + "num_input_tokens": 5, + "num_output_tokens": 7, + "num_total_tokens": 12, + } + + +def test_galileo_token_metrics_from_record_includes_cost(): + metrics = GalileoObserve._token_metrics_from_record( + { + "num_input_tokens": 1, + "num_output_tokens": 2, + "num_total_tokens": 3, + "cost": 0.000855, + } + ) + assert metrics["cost"] == 0.000855 + + +def test_galileo_input_text_from_messages(): + assert GalileoObserve._input_text_from_messages("hello") == "hello" + assert ( + GalileoObserve._input_text_from_messages( + [{"role": "user", "content": "test responses api 1"}] + ) + == "test responses api 1" + ) + + +def test_galileo_get_output_str_responses_api(galileo_v2_env): + from litellm.types.llms.openai import ResponsesAPIResponse + + logger = GalileoObserve() + resp_dict = { + "id": "resp_123", + "created_at": 1, + "output": [ + { + "id": "msg_1", + "type": "message", + "role": "assistant", + "status": "completed", + "content": [ + { + "type": "output_text", + "text": "Hi! How can I help?", + "annotations": [], + } + ], + } + ], + } + response = ResponsesAPIResponse(**resp_dict) + result = logger.get_output_str_from_response(response, {"call_type": "aresponses"}) + assert result is not None + assert '"Hi! How can I help?"' in result + assert '"type": "message"' in result + + def test_galileo_v2_span_preserves_message_roles(galileo_v2_env): record = { "latency_ms": 1, @@ -72,7 +157,36 @@ def test_galileo_v2_span_preserves_message_roles(galileo_v2_env): {"role": "user", "content": "hello"}, ], } - span = GalileoObserve._record_to_v2_span(record) + span = GalileoObserve._record_to_v2_span( + record, trace_id="trace-id", span_id="span-id" + ) + assert span["input"] == [ + {"role": "system", "content": "be helpful"}, + {"role": "user", "content": "hello"}, + ] + + +def test_galileo_v2_span_unwraps_prompt_messages(galileo_v2_env): + record = { + "latency_ms": 1, + "status_code": 200, + "input_text": "fallback", + "output_text": "ok", + "node_type": "pass_through_endpoint", + "model": "gpt-5.2", + "num_input_tokens": 0, + "num_output_tokens": 0, + "created_at": "2026-05-25T12:00:00", + "messages": { + "messages": [ + {"role": "system", "content": "be helpful"}, + {"role": "user", "content": "hello"}, + ] + }, + } + span = GalileoObserve._record_to_v2_span( + record, trace_id="trace-id", span_id="span-id" + ) assert span["input"] == [ {"role": "system", "content": "be helpful"}, {"role": "user", "content": "hello"}, @@ -94,7 +208,8 @@ def test_galileo_output_text_from_model_response(galileo_v2_env): ) output = logger.get_output_str_from_response(response, {"call_type": "acompletion"}) - assert output == "assistant reply" + assert output is not None + assert '"assistant reply"' in output @pytest.mark.asyncio @@ -199,6 +314,19 @@ def test_galileo_input_messages_fallbacks(): ) == [{"role": "user", "content": "fallback"}] +def test_galileo_format_created_at_converts_local_naive_to_utc(): + from datetime import timedelta + + ist = timezone(timedelta(hours=5, minutes=30)) + + with patch.object(GalileoObserve, "_local_timezone", return_value=ist): + local_naive = datetime(2026, 6, 4, 9, 44, 49) + assert GalileoObserve._format_created_at(local_naive) == "2026-06-04T04:14:49Z" + + aware_utc = datetime(2026, 6, 4, 4, 14, 49, tzinfo=timezone.utc) + assert GalileoObserve._format_created_at(aware_utc) == "2026-06-04T04:14:49Z" + + def test_galileo_record_to_v2_span_with_tags_and_offset(): span = GalileoObserve._record_to_v2_span( { @@ -212,13 +340,17 @@ def test_galileo_record_to_v2_span_with_tags_and_offset(): "num_output_tokens": 2, "created_at": "2026-05-25T12:00:00", "tags": ["t1"], - } + }, + trace_id="trace-id", + span_id="span-id", ) assert span["tags"] == ["t1"] assert span["created_at"].endswith("Z") offset = GalileoObserve._record_to_v2_span( - {"created_at": "2026-05-25T12:00:00-05:00"} + {"created_at": "2026-05-25T12:00:00-05:00"}, + trace_id="trace-id", + span_id="span-id", ) assert offset["created_at"] == "2026-05-25T12:00:00-05:00" @@ -243,9 +375,118 @@ def test_galileo_get_output_str_variants(galileo_v2_env): image_resp = ImageResponse(data=[ImageObject(url="https://x/y.png")]) assert "y.png" in logger.get_output_str_from_response(image_resp, {}) + speech_resp = HttpxBinaryResponseContent(response=MagicMock()) + assert ( + logger.get_output_str_from_response(speech_resp, {"call_type": "aspeech"}) + == "speech-output" + ) + + transcription_resp = TranscriptionResponse(text="hello world") + assert ( + logger.get_output_str_from_response( + transcription_resp, {"call_type": "atranscription"} + ) + == "hello world" + ) + + realtime_output = [{"type": "response", "text": "hi"}] + assert ( + logger.get_output_str_from_response( + realtime_output, + {"call_type": "_arealtime", "input": {"session": "abc"}}, + ) + == '[{"type": "response", "text": "hi"}]' + ) + + pass_through_output = {"response": "passthrough-body", "status": 200} + assert ( + logger.get_output_str_from_response( + pass_through_output, {"call_type": "pass_through_endpoint"} + ) + == "passthrough-body" + ) + + model_resp = ModelResponse( + choices=[Choices(message=Message(content="chat reply", role="assistant"))] + ) + assert '"chat reply"' in logger.get_output_str_from_response( + model_resp, + {"call_type": "acompletion", "messages": [{"role": "user", "content": "hi"}]}, + ) + assert logger.get_output_str_from_response("not-a-supported-type", {}) is None +def test_galileo_get_input_output_error_status_message(galileo_v2_env): + logger = GalileoObserve() + input_text, output_text, _ = logger._get_galileo_input_output_content( + kwargs={"messages": [{"role": "user", "content": "fail me"}]}, + response_obj=None, + level="ERROR", + status_message="provider timeout", + ) + assert input_text == "fail me" + assert output_text == "provider timeout" + + +def test_galileo_get_output_str_rerank_response(galileo_v2_env): + logger = GalileoObserve() + rerank_response = RerankResponse( + results=[ + {"index": 2, "relevance_score": 0.98}, + {"index": 0, "relevance_score": 0.12}, + ] + ) + output = logger.get_output_str_from_response( + rerank_response, {"call_type": "arerank"} + ) + assert output is not None + assert '"index": 2' in output + assert '"relevance_score": 0.98' in output + + +@pytest.mark.asyncio +async def test_galileo_async_log_success_rerank(galileo_v2_env): + import datetime + + logger = GalileoObserve() + rerank_response = RerankResponse(results=[{"index": 1, "relevance_score": 0.95}]) + + mock_response = MagicMock() + mock_response.is_success = True + mock_response.status_code = 201 + + with patch.object(logger.async_httpx_handler, "post", return_value=mock_response): + await logger.async_log_success_event( + kwargs={ + "call_type": "arerank", + "model": "cohere/rerank-english-v3.0", + "query": "What is the capital of the United States?", + "documents": ["doc-a", "doc-b"], + "standard_logging_object": { + "call_type": "arerank", + "model": "cohere/rerank-english-v3.0", + "messages": "What is the capital of the United States?", + "prompt_tokens": 0, + "completion_tokens": 0, + "total_tokens": 0, + "response_cost": 0.0, + "startTime": datetime.datetime( + 2026, 5, 25, 12, 0, 0, tzinfo=datetime.timezone.utc + ).timestamp(), + "endTime": datetime.datetime( + 2026, 5, 25, 12, 0, 1, tzinfo=datetime.timezone.utc + ).timestamp(), + }, + }, + response_obj=rerank_response, + start_time=datetime.datetime(2026, 5, 25, 12, 0, 0), + end_time=datetime.datetime(2026, 5, 25, 12, 0, 1), + ) + + assert logger.in_memory_records == [] + + def test_galileo_get_ingest_request_unconfigured(monkeypatch): monkeypatch.delenv("GALILEO_API_KEY", raising=False) monkeypatch.delenv("GALILEO_BASE_URL", raising=False) @@ -260,11 +501,27 @@ def test_galileo_get_ingest_request_legacy(monkeypatch): monkeypatch.setenv("GALILEO_PASSWORD", "pw") monkeypatch.setenv("GALILEO_BASE_URL", "https://galileo.example/") monkeypatch.setenv("GALILEO_PROJECT_ID", "proj") + monkeypatch.setenv("GALILEO_LOG_STREAM_ID", "stream-id") logger = GalileoObserve() - logger.in_memory_records = [{"foo": "bar"}] + logger.in_memory_records = [ + { + "latency_ms": 1, + "status_code": 200, + "input_text": "hi", + "output_text": "ok", + "node_type": "acompletion", + "model": "gpt", + "num_input_tokens": 1, + "num_output_tokens": 1, + "num_total_tokens": 2, + "created_at": "2026-05-25T12:00:00", + } + ] url, payload = logger._get_ingest_request() - assert url == "https://galileo.example/projects/proj/observe/ingest" - assert payload == {"records": [{"foo": "bar"}]} + assert url == "https://galileo.example/v2/projects/proj/traces" + assert "traces" in payload + assert payload["log_stream_id"] == "stream-id" + assert payload["traces"][0]["input"] == "hi" @pytest.mark.asyncio @@ -360,6 +617,48 @@ async def test_galileo_flush_resets_headers_on_401(monkeypatch): assert logger.in_memory_records == [{"records": "x"}] +@pytest.mark.asyncio +async def test_galileo_async_log_success_preserves_passthrough_messages( + galileo_v2_env, +): + import datetime + + logger = GalileoObserve() + logger.batch_size = 2 + messages = [ + {"role": "system", "content": "be helpful"}, + {"role": "user", "content": "hi"}, + ] + + await logger.async_log_success_event( + kwargs={ + "call_type": "pass_through_endpoint", + "model": "gpt", + "messages": messages, + "standard_logging_object": { + "call_type": "pass_through_endpoint", + "model": "gpt", + "prompt_tokens": 1, + "completion_tokens": 2, + "total_tokens": 0, + "response_cost": 0.001, + "startTime": datetime.datetime( + 2026, 5, 25, 12, 0, 0, tzinfo=datetime.timezone.utc + ).timestamp(), + "endTime": datetime.datetime( + 2026, 5, 25, 12, 0, 1, tzinfo=datetime.timezone.utc + ).timestamp(), + }, + }, + response_obj={"response": "ok"}, + start_time=datetime.datetime(2026, 5, 25, 12, 0, 0), + end_time=datetime.datetime(2026, 5, 25, 12, 0, 1), + ) + + assert logger.in_memory_records[0]["messages"] == messages + assert logger.in_memory_records[0]["num_total_tokens"] == 3 + + @pytest.mark.asyncio async def test_galileo_async_log_success_appends_and_flushes(galileo_v2_env): import datetime @@ -387,11 +686,26 @@ async def test_galileo_async_log_success_appends_and_flushes(galileo_v2_env): "call_type": "acompletion", "model": "gpt", "messages": [{"role": "user", "content": "hi"}], + "standard_logging_object": { + "call_type": "acompletion", + "model": "gpt", + "messages": [{"role": "user", "content": "hi"}], + "prompt_tokens": 1, + "completion_tokens": 2, + "total_tokens": 3, + "response_cost": 0.001, + "startTime": datetime.datetime( + 2026, 5, 25, 12, 0, 0, tzinfo=datetime.timezone.utc + ).timestamp(), + "endTime": datetime.datetime( + 2026, 5, 25, 12, 0, 1, tzinfo=datetime.timezone.utc + ).timestamp(), + }, }, response_obj=response, start_time=datetime.datetime(2026, 5, 25, 12, 0, 0), end_time=datetime.datetime(2026, 5, 25, 12, 0, 1), ) - assert "/v2/projects/" in flushed_url["url"] + assert "/ingest/traces/" in flushed_url["url"] assert logger.in_memory_records == [] diff --git a/tests/test_litellm/proxy/management_endpoints/test_callback_management_endpoints.py b/tests/test_litellm/proxy/management_endpoints/test_callback_management_endpoints.py index 1befa9a72bc..dfc9f0361c6 100644 --- a/tests/test_litellm/proxy/management_endpoints/test_callback_management_endpoints.py +++ b/tests/test_litellm/proxy/management_endpoints/test_callback_management_endpoints.py @@ -257,3 +257,12 @@ class TestCallbackManagementEndpoints: assert ( has_detailed_params ), "Expected at least one callback to have detailed parameter configuration" + + galileo_config = next( + (config for config in response_data if config.get("id") == "galileo"), + None, + ) + assert galileo_config is not None + assert galileo_config["displayName"] == "Galileo" + assert "GALILEO_API_KEY" in galileo_config["dynamic_params"] + assert "GALILEO_PROJECT_ID" in galileo_config["dynamic_params"] diff --git a/ui/litellm-dashboard/public/assets/logos/galileo.ico b/ui/litellm-dashboard/public/assets/logos/galileo.ico new file mode 100644 index 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+43,21 @@ export const CALLBACK_CONFIGS: CallbackConfig[] = [ }, description: "Custom Callback API Logging Integration", }, + { + id: "galileo", + displayName: "Galileo", + logo: `${asset_logos_folder}galileo.ico`, + supports_key_team_logging: false, + dynamic_params: { + GALILEO_API_KEY: "password", + GALILEO_PROJECT_ID: "text", + GALILEO_LOG_STREAM_ID: "text", + GALILEO_BASE_URL: "text", + GALILEO_USERNAME: "text", + GALILEO_PASSWORD: "password", + }, + description: "Galileo AI Observability Integration", + }, { id: "datadog", displayName: "Datadog", From 074455c1387a7d3d81114ebaa813c52b6c2152d8 Mon Sep 17 00:00:00 2001 From: Sameer Kankute Date: Fri, 5 Jun 2026 21:34:45 +0530 Subject: [PATCH 05/73] fix(auth): expand all-team-models sentinel in can_key_call_model for batch validation (#29746) * fix(auth): expand all-team-models sentinel in can_key_call_model Keys with models=["all-team-models"] were denied during batch JSONL model validation because can_key_call_model matched the literal string against the model name. Add _resolve_key_models_for_auth_check to expand the sentinel to team_models before the check, consistent with get_key_models in model_checks.py and the completion-route bypass. Co-authored-by: Cursor * docs(auth): document empty team_models unrestricted access behavior; add regression test Adds a docstring note to _resolve_key_models_for_auth_check explaining that when team_models is empty, all-team-models resolves to [] which is treated as unrestricted access (consistent with get_key_models behavior on other auth paths). Adds a test to lock in this behavior. * fix(auth): deny all-team-models access when key has no team_id A key configured with models=["all-team-models"] but no team_id could previously resolve to an empty allowlist, which _check_model_access_helper treats as unrestricted access. Now the sentinel is only expanded when team_id is set; otherwise the unresolved sentinel stays in the model list and causes a deny (no real model name matches it). Same fix applied to get_key_models in model_checks.py for consistency across batch and non-batch auth paths. * style: black format model_checks.py * Fix batch all-team-models auth * style: black format batch_rate_limiter.py * fix(test): add tool_use_system_prompt_tokens to model prices schema validator * fix(batch): catch get_team_object errors to avoid 404 escaping batch auth * fix(batch): apply per-member model scope check after team auth in batch validation * Fail closed on batch team auth fetch errors * test(batch): cover team_object grant and member-scope denial in batch auth --------- Co-authored-by: Cursor Co-authored-by: mateo-berri <277851410+mateo-berri@users.noreply.github.com> --- litellm/proxy/auth/auth_checks.py | 23 +- litellm/proxy/auth/model_checks.py | 5 +- litellm/proxy/hooks/batch_rate_limiter.py | 93 +++++- .../proxy/auth/test_auth_checks.py | 94 +++++- .../proxy/hooks/test_batch_file_validation.py | 269 ++++++++++++++++++ tests/test_litellm/test_utils.py | 1 + 6 files changed, 461 insertions(+), 24 deletions(-) diff --git a/litellm/proxy/auth/auth_checks.py b/litellm/proxy/auth/auth_checks.py index 93a64889458..94ae3f5eacc 100644 --- a/litellm/proxy/auth/auth_checks.py +++ b/litellm/proxy/auth/auth_checks.py @@ -3074,6 +3074,26 @@ def _model_in_team_aliases( return False +def _resolve_key_models_for_auth_check(valid_token: UserAPIKeyAuth) -> List[str]: + """ + Expand key model sentinels before auth checks. + + ``all-team-models`` means inherit the parent team's allowlist — same + semantics as ``get_key_models`` in ``model_checks.py``. + + If the key has no team_id the sentinel cannot be resolved, so the original + model list (still containing the sentinel string) is returned unchanged. + That string won't match any real model, so access is denied rather than + silently falling through to unrestricted access. + """ + models = list(valid_token.models or []) + if SpecialModelNames.all_team_models.value in models: + if valid_token.team_id is None: + return models + return list(valid_token.team_models or []) + return models + + async def can_key_call_model( model: Union[str, List[str]], llm_model_list: Optional[list], @@ -3092,11 +3112,12 @@ async def can_key_call_model( Raises: - Exception: If token not allowed to call model """ + key_models = _resolve_key_models_for_auth_check(valid_token=valid_token) try: return _can_object_call_model( model=model, llm_router=llm_router, - models=valid_token.models, + models=key_models, team_model_aliases=valid_token.team_model_aliases, team_id=valid_token.team_id, object_type="key", diff --git a/litellm/proxy/auth/model_checks.py b/litellm/proxy/auth/model_checks.py index 0f4aa37ba91..d9600e1a4b4 100644 --- a/litellm/proxy/auth/model_checks.py +++ b/litellm/proxy/auth/model_checks.py @@ -116,7 +116,10 @@ def get_key_models( all_models = list( user_api_key_dict.models ) # copy to avoid mutating cached objects - if SpecialModelNames.all_team_models.value in all_models: + if ( + SpecialModelNames.all_team_models.value in all_models + and user_api_key_dict.team_id is not None + ): all_models = list( user_api_key_dict.team_models ) # copy to avoid mutating cached objects diff --git a/litellm/proxy/hooks/batch_rate_limiter.py b/litellm/proxy/hooks/batch_rate_limiter.py index df485411d76..8473b5e77de 100644 --- a/litellm/proxy/hooks/batch_rate_limiter.py +++ b/litellm/proxy/hooks/batch_rate_limiter.py @@ -31,7 +31,12 @@ from litellm.batches.batch_utils import ( _get_models_from_batch_input_file_content, ) from litellm.integrations.custom_logger import CustomLogger -from litellm.proxy._types import SpecialModelNames, UserAPIKeyAuth +from litellm.proxy._types import ( + ProxyErrorTypes, + ProxyException, + SpecialModelNames, + UserAPIKeyAuth, +) from litellm.proxy.hooks.rate_limiter_utils import ( ProxyHTTPRateLimitError, resolve_llm_provider_for_rate_limit, @@ -594,17 +599,52 @@ class _PROXY_BatchRateLimiter(CustomLogger): """Reject the batch if the caller is not authorized for every ``body.model`` named inside the JSONL. - Reuses ``can_key_call_model`` so the same allowlist semantics - (wildcards, access groups, ``all-proxy-models``, team aliases) - the proxy enforces on `/chat/completions` apply here. + Reuses standard auth helpers so the same model access rules the proxy + enforces on `/chat/completions` apply here. """ - from litellm.proxy.auth.auth_checks import can_key_call_model + from litellm.proxy.auth.auth_checks import ( + _check_team_member_model_access, + _key_access_group_grants_model, + can_key_call_model, + can_team_access_model, + get_team_object, + ) from litellm.proxy.proxy_server import llm_router + from litellm.proxy.proxy_server import prisma_client + from litellm.proxy.proxy_server import proxy_logging_obj + from litellm.proxy.proxy_server import user_api_key_cache models = _get_models_from_batch_input_file_content(file_content_as_dict) if not models: return + team_object = None + if ( + SpecialModelNames.all_team_models.value in (user_api_key_dict.models or []) + and user_api_key_dict.team_id is not None + and prisma_client is not None + ): + try: + team_object = await get_team_object( + team_id=user_api_key_dict.team_id, + prisma_client=prisma_client, + user_api_key_cache=user_api_key_cache, + parent_otel_span=user_api_key_dict.parent_otel_span, + proxy_logging_obj=proxy_logging_obj, + ) + except HTTPException: + raise + except Exception as e: + raise HTTPException( + status_code=403, + detail={ + "error": ( + "Batch input file model access could not be " + "validated against the current team." + ) + }, + ) from e + llm_model_list = llm_router.model_list if llm_router is not None else None for model in models: # body.model may be the provider id after replace_model_in_jsonl; map to proxy model_name for auth. @@ -614,18 +654,43 @@ class _PROXY_BatchRateLimiter(CustomLogger): if proxy_model_name is not None: model_to_check = proxy_model_name try: - await can_key_call_model( - model=model_to_check, - llm_model_list=llm_model_list, - valid_token=user_api_key_dict, - llm_router=llm_router, - ) + if team_object is not None: + try: + await can_team_access_model( + model=model_to_check, + team_object=team_object, + llm_router=llm_router, + team_model_aliases=user_api_key_dict.team_model_aliases, + ) + except ProxyException as team_denial: + if team_denial.type != ProxyErrorTypes.team_model_access_denied: + raise + if not await _key_access_group_grants_model( + model=model_to_check, + valid_token=user_api_key_dict, + team_object=team_object, + llm_router=llm_router, + ): + raise + await _check_team_member_model_access( + model=model_to_check, + team_object=team_object, + valid_token=user_api_key_dict, + llm_router=llm_router, + prisma_client=prisma_client, + user_api_key_cache=user_api_key_cache, + proxy_logging_obj=proxy_logging_obj, + ) + else: + await can_key_call_model( + model=model_to_check, + llm_model_list=llm_model_list, + valid_token=user_api_key_dict, + llm_router=llm_router, + ) except HTTPException: raise except Exception as e: - # `can_key_call_model` raises ProxyException on denial; - # re-shape to a 403 so the batch endpoint returns a - # consistent rejection without leaking internal types. raise HTTPException( status_code=403, detail={ diff --git a/tests/test_litellm/proxy/auth/test_auth_checks.py b/tests/test_litellm/proxy/auth/test_auth_checks.py index d5043c775b3..42c76c4671d 100644 --- a/tests/test_litellm/proxy/auth/test_auth_checks.py +++ b/tests/test_litellm/proxy/auth/test_auth_checks.py @@ -271,6 +271,86 @@ async def test_can_user_call_model_no_default_models_returns_forbidden(): assert int(exc_info.value.code) == status.HTTP_403_FORBIDDEN +@pytest.mark.asyncio +async def test_can_key_call_model_all_team_models_uses_team_allowlist(): + from litellm.proxy._types import SpecialModelNames + from litellm.proxy.auth.auth_checks import can_key_call_model + + valid_token = UserAPIKeyAuth( + api_key="sk-team-key", + team_id="team-123", + models=[SpecialModelNames.all_team_models.value], + team_models=["openai/openai/gpt-5.5-batch"], + ) + + assert ( + await can_key_call_model( + model="openai/openai/gpt-5.5-batch", + llm_model_list=None, + valid_token=valid_token, + llm_router=None, + ) + is True + ) + + with pytest.raises(ProxyException) as exc_info: + await can_key_call_model( + model="gpt-4o", + llm_model_list=None, + valid_token=valid_token, + llm_router=None, + ) + + assert exc_info.value.type == ProxyErrorTypes.key_model_access_denied + + +@pytest.mark.asyncio +async def test_can_key_call_model_all_team_models_empty_team_models_is_unrestricted(): + """Team-bound key with empty team_models expands to [] -> unrestricted (same as get_key_models).""" + from litellm.proxy._types import SpecialModelNames + from litellm.proxy.auth.auth_checks import can_key_call_model + + valid_token = UserAPIKeyAuth( + api_key="sk-team-key", + team_id="team-123", + models=[SpecialModelNames.all_team_models.value], + team_models=[], + ) + + assert ( + await can_key_call_model( + model="any-model", + llm_model_list=None, + valid_token=valid_token, + llm_router=None, + ) + is True + ) + + +@pytest.mark.asyncio +async def test_can_key_call_model_all_team_models_no_team_id_is_denied(): + """Key with all-team-models but no team_id cannot resolve the sentinel; access must be denied.""" + from litellm.proxy._types import SpecialModelNames + from litellm.proxy.auth.auth_checks import can_key_call_model + + valid_token = UserAPIKeyAuth( + api_key="sk-orphan-key", + models=[SpecialModelNames.all_team_models.value], + team_models=[], + ) + + with pytest.raises(ProxyException) as exc_info: + await can_key_call_model( + model="gpt-4o", + llm_model_list=None, + valid_token=valid_token, + llm_router=None, + ) + + assert exc_info.value.type == ProxyErrorTypes.key_model_access_denied + + @pytest.mark.asyncio async def test_get_key_object_should_reconnect_once_on_db_connection_error(): mock_prisma_client = MagicMock() @@ -3391,18 +3471,16 @@ async def test_resolve_end_user_swallows_db_errors_and_returns_none( @pytest.mark.asyncio -async def test_resolve_end_user( - _validate_flag_on, monkeypatch -): +async def test_resolve_end_user(_validate_flag_on, monkeypatch): """Verify that resolve_and_validate_end_user_id does NOT raise BudgetExceededError. - - Note: As of the refactor that moved _check_end_user_budget out of + + Note: As of the refactor that moved _check_end_user_budget out of get_end_user_object, budget enforcement now happens in common_checks(). - + The end-user validation path should return the user ID regardless of budget status. - Budget enforcement for end users happens later in common_checks() via + Budget enforcement for end users happens later in common_checks() via _check_end_user_budget(), which respects skip_budget_checks for zero-cost models. - + This test verifies that even when get_end_user_object returns a user with a budget, resolve_and_validate_end_user_id does not block the request - budget enforcement is deferred to common_checks() where skip_budget_checks logic can be applied. diff --git a/tests/test_litellm/proxy/hooks/test_batch_file_validation.py b/tests/test_litellm/proxy/hooks/test_batch_file_validation.py index af5a5cde8ba..ae71d10b378 100644 --- a/tests/test_litellm/proxy/hooks/test_batch_file_validation.py +++ b/tests/test_litellm/proxy/hooks/test_batch_file_validation.py @@ -218,6 +218,275 @@ async def test_pre_call_rejects_unauthorized_model_in_batch_file(): assert "gpt-4o" in str(exc.value.detail) +@pytest.mark.asyncio +async def test_pre_call_allows_all_team_models_key_when_model_in_team_allowlist(): + """Keys with ``all-team-models`` must inherit the team allowlist when + validating models embedded in batch JSONL.""" + from litellm.proxy._types import SpecialModelNames + from litellm.proxy.hooks.batch_rate_limiter import _PROXY_BatchRateLimiter + + rate_limiter = _PROXY_BatchRateLimiter( + internal_usage_cache=MagicMock(), + parallel_request_limiter=MagicMock(), + ) + proxy_alias = "openai/openai/gpt-5.5-batch" + file_dict = [ + { + "body": { + "model": proxy_alias, + "messages": [{"role": "user", "content": "x"}], + } + } + ] + user = UserAPIKeyAuth( + api_key="sk-team", + user_id="alice", + team_id="team-123", + models=[SpecialModelNames.all_team_models.value], + team_models=[proxy_alias], + user_role=LitellmUserRoles.INTERNAL_USER.value, + ) + + with patch("litellm.proxy.proxy_server.llm_router", None): + await rate_limiter._enforce_batch_file_model_access( + user_api_key_dict=user, + file_content_as_dict=file_dict, + ) + + +@pytest.mark.asyncio +async def test_pre_call_uses_current_team_allowlist_for_all_team_models_key(): + from litellm.proxy._types import LiteLLM_TeamTable, SpecialModelNames + from litellm.proxy.hooks.batch_rate_limiter import _PROXY_BatchRateLimiter + + rate_limiter = _PROXY_BatchRateLimiter( + internal_usage_cache=MagicMock(), + parallel_request_limiter=MagicMock(), + ) + stale_model = "stale-model" + current_model = "current-model" + file_dict = [ + { + "body": { + "model": stale_model, + "messages": [{"role": "user", "content": "x"}], + } + } + ] + user = UserAPIKeyAuth( + api_key="sk-team", + user_id="alice", + team_id="team-123", + models=[SpecialModelNames.all_team_models.value], + team_models=[stale_model], + user_role=LitellmUserRoles.INTERNAL_USER.value, + ) + team_object = LiteLLM_TeamTable( + team_id="team-123", + models=[current_model], + ) + + with ( + patch("litellm.proxy.proxy_server.prisma_client", MagicMock()), + patch("litellm.proxy.proxy_server.llm_router", None), + patch( + "litellm.proxy.auth.auth_checks.get_team_object", + new=AsyncMock(return_value=team_object), + ) as mock_get_team_object, + pytest.raises(HTTPException) as exc_info, + ): + await rate_limiter._enforce_batch_file_model_access( + user_api_key_dict=user, + file_content_as_dict=file_dict, + ) + + assert exc_info.value.status_code == 403 + mock_get_team_object.assert_awaited_once() + + +@pytest.mark.asyncio +async def test_pre_call_allows_all_team_models_key_via_current_team_object(): + """Happy path for the team_object branch: with a DB client present, an + ``all-team-models`` key whose batch model is on the *current* team + allowlist must be authorized through the freshly-fetched team object, + not the cached-``team_models`` fallback.""" + from litellm.proxy._types import LiteLLM_TeamTable, SpecialModelNames + from litellm.proxy.hooks.batch_rate_limiter import _PROXY_BatchRateLimiter + + rate_limiter = _PROXY_BatchRateLimiter( + internal_usage_cache=MagicMock(), + parallel_request_limiter=MagicMock(), + ) + current_model = "current-model" + file_dict = [ + { + "body": { + "model": current_model, + "messages": [{"role": "user", "content": "x"}], + } + } + ] + user = UserAPIKeyAuth( + api_key="sk-team", + user_id="alice", + team_id="team-123", + models=[SpecialModelNames.all_team_models.value], + team_models=["stale-model"], + user_role=LitellmUserRoles.INTERNAL_USER.value, + ) + team_object = LiteLLM_TeamTable( + team_id="team-123", + models=[current_model], + ) + can_key_call_model = AsyncMock(return_value=True) + + with ( + patch("litellm.proxy.proxy_server.prisma_client", MagicMock()), + patch("litellm.proxy.proxy_server.llm_router", None), + patch( + "litellm.proxy.auth.auth_checks.get_team_object", + new=AsyncMock(return_value=team_object), + ) as mock_get_team_object, + patch( + "litellm.proxy.auth.auth_checks.get_team_membership", + new=AsyncMock(return_value=None), + ), + patch( + "litellm.proxy.auth.auth_checks.can_key_call_model", + new=can_key_call_model, + ), + ): + await rate_limiter._enforce_batch_file_model_access( + user_api_key_dict=user, + file_content_as_dict=file_dict, + ) + + mock_get_team_object.assert_awaited_once() + can_key_call_model.assert_not_awaited() + + +@pytest.mark.asyncio +async def test_pre_call_denies_all_team_models_key_via_member_scope(): + """The team_object branch must also apply the per-member model scope: a + model on the team allowlist but outside the member's ``allowed_models`` + must be rejected with a 403.""" + from litellm.proxy._types import ( + LiteLLM_BudgetTable, + LiteLLM_TeamMembership, + LiteLLM_TeamTable, + SpecialModelNames, + ) + from litellm.proxy.hooks.batch_rate_limiter import _PROXY_BatchRateLimiter + + rate_limiter = _PROXY_BatchRateLimiter( + internal_usage_cache=MagicMock(), + parallel_request_limiter=MagicMock(), + ) + team_model = "team-model" + file_dict = [ + { + "body": { + "model": team_model, + "messages": [{"role": "user", "content": "x"}], + } + } + ] + user = UserAPIKeyAuth( + api_key="sk-team", + user_id="alice", + team_id="team-123", + models=[SpecialModelNames.all_team_models.value], + team_models=[team_model], + user_role=LitellmUserRoles.INTERNAL_USER.value, + ) + team_object = LiteLLM_TeamTable(team_id="team-123", models=[team_model]) + membership = LiteLLM_TeamMembership( + user_id="alice", + team_id="team-123", + litellm_budget_table=LiteLLM_BudgetTable(allowed_models=["other-model"]), + ) + + with ( + patch("litellm.proxy.proxy_server.prisma_client", MagicMock()), + patch("litellm.proxy.proxy_server.llm_router", None), + patch( + "litellm.proxy.auth.auth_checks.get_team_object", + new=AsyncMock(return_value=team_object), + ), + patch( + "litellm.proxy.auth.auth_checks.get_team_membership", + new=AsyncMock(return_value=membership), + ), + pytest.raises(HTTPException) as exc_info, + ): + await rate_limiter._enforce_batch_file_model_access( + user_api_key_dict=user, + file_content_as_dict=file_dict, + ) + + assert exc_info.value.status_code == 403 + assert team_model in str(exc_info.value.detail) + + +@pytest.mark.parametrize( + ("team_fetch_error", "expected_status"), + [ + (HTTPException(status_code=404, detail="team not found"), 404), + (Exception("team fetch failed"), 403), + ], +) +@pytest.mark.asyncio +async def test_pre_call_fails_closed_when_current_team_fetch_fails_for_all_team_models_key( + team_fetch_error, expected_status +): + from litellm.proxy._types import SpecialModelNames + from litellm.proxy.hooks.batch_rate_limiter import _PROXY_BatchRateLimiter + + rate_limiter = _PROXY_BatchRateLimiter( + internal_usage_cache=MagicMock(), + parallel_request_limiter=MagicMock(), + ) + stale_model = "stale-model" + file_dict = [ + { + "body": { + "model": stale_model, + "messages": [{"role": "user", "content": "x"}], + } + } + ] + user = UserAPIKeyAuth( + api_key="sk-team", + user_id="alice", + team_id="team-123", + models=[SpecialModelNames.all_team_models.value], + team_models=[stale_model], + user_role=LitellmUserRoles.INTERNAL_USER.value, + ) + + with ( + patch("litellm.proxy.proxy_server.prisma_client", MagicMock()), + patch("litellm.proxy.proxy_server.llm_router", None), + patch( + "litellm.proxy.auth.auth_checks.get_team_object", + new=AsyncMock(side_effect=team_fetch_error), + ) as mock_get_team_object, + patch( + "litellm.proxy.auth.auth_checks.can_key_call_model", + new=AsyncMock(return_value=True), + ) as mock_can_key_call_model, + pytest.raises(HTTPException) as exc_info, + ): + await rate_limiter._enforce_batch_file_model_access( + user_api_key_dict=user, + file_content_as_dict=file_dict, + ) + + assert exc_info.value.status_code == expected_status + mock_get_team_object.assert_awaited_once() + mock_can_key_call_model.assert_not_awaited() + + @pytest.mark.asyncio async def test_pre_call_allows_authorized_model_in_batch_file(): """If every model in the JSONL is on the caller's allowlist, the hook diff --git a/tests/test_litellm/test_utils.py b/tests/test_litellm/test_utils.py index f2b9bef9230..f179e9c8f93 100644 --- a/tests/test_litellm/test_utils.py +++ b/tests/test_litellm/test_utils.py @@ -692,6 +692,7 @@ def test_aaamodel_prices_and_context_window_json_is_valid(): "type": "object", "properties": { "supports_computer_use": {"type": "boolean"}, + "tool_use_system_prompt_tokens": {"type": "number"}, "cache_creation_input_audio_token_cost": {"type": "number"}, "cache_creation_input_token_cost": {"type": "number"}, "cache_creation_input_token_cost_above_1hr": {"type": "number"}, From 939cff04550758c2a5093961b6dc337231e62ad5 Mon Sep 17 00:00:00 2001 From: Mateo Wang <277851410+mateo-berri@users.noreply.github.com> Date: Fri, 5 Jun 2026 10:22:41 -0700 Subject: [PATCH 06/73] test(vcr): stop refreshing cassette TTL on read so cassettes lapse after 24h (#29784) The Redis cassette persister slid the 24h TTL forward on every successful read, so any cassette replayed at least once per day never expired. With CI running more than once a day that means a recorded response is replayed forever and the suite never re-hits the provider, so a changed request or response contract goes undetected indefinitely. Drop the refresh-on-read. The TTL now counts down from the last write, so a cassette lapses 24h after it was recorded and the next run past that point re-records live and catches provider drift. Per-commit runs in between still replay from cache; only the one boundary-crossing run goes live. --- tests/_vcr_redis_persister.py | 22 +++----- .../test_vcr_redis_persister.py | 50 ++++--------------- 2 files changed, 17 insertions(+), 55 deletions(-) diff --git a/tests/_vcr_redis_persister.py b/tests/_vcr_redis_persister.py index 706d2561aa6..bb76d5fb1ee 100644 --- a/tests/_vcr_redis_persister.py +++ b/tests/_vcr_redis_persister.py @@ -174,21 +174,13 @@ def make_redis_persister( _log.warning(msg) warnings.warn(msg, VCRCassetteCacheWarning, stacklevel=2) raise CassetteNotFoundError() from exc - # Slide the expiry forward on every successful read. A plain GET - # does not touch the key's TTL, so a cassette that is only ever - # replayed (HIT/NOOP, never re-recorded) expires exactly - # ``ttl_seconds`` after its last *write* no matter how often it is - # read — and whichever CI run happens to cross that boundary - # re-records it live, surfacing as a spurious VCR MISS that no - # amount of matcher tolerance can prevent. Refreshing the TTL on - # read keeps any cassette used at least once per TTL window alive - # indefinitely, so the second/third run of a day replays cleanly. - # Best-effort: a failed refresh must never turn a successful load - # into a miss. - try: - redis_client.expire(key, ttl_seconds) - except RedisError: - pass + # TTL is intentionally not refreshed on read. The cassette must + # lapse ``ttl_seconds`` after its last *write*, so the next run + # past that point re-records live and catches provider request or + # response contract drift instead of replaying a frozen response + # forever. Sliding the expiry forward on read would keep an + # actively-used cassette alive indefinitely and that drift check + # would never run. return result @staticmethod diff --git a/tests/llm_translation/test_vcr_redis_persister.py b/tests/llm_translation/test_vcr_redis_persister.py index 7262c09c9b4..236ed77522a 100644 --- a/tests/llm_translation/test_vcr_redis_persister.py +++ b/tests/llm_translation/test_vcr_redis_persister.py @@ -79,57 +79,27 @@ def test_load_missing_key_raises_cassette_not_found(): persister.load_cassette("never/recorded", yamlserializer) -def test_load_refreshes_ttl_so_replayed_cassettes_do_not_expire(): - """A successful read must slide the cassette's expiry forward. +def test_load_does_not_refresh_ttl_so_cassettes_lapse_after_write(): + """A successful read must not slide the cassette's expiry forward. - Regression: ``load_cassette`` used a plain ``GET``, which does not - touch the key's TTL. A cassette that is only ever replayed (HIT/NOOP, - never re-recorded) therefore expired exactly ``CASSETTE_TTL_SECONDS`` - after its last *write* no matter how often it was read, and whichever - CI run crossed that 24h boundary re-recorded it live — a spurious VCR - MISS on otherwise-deterministic cassettes. Reading must refresh the - TTL so an actively-used cassette never expires. + The TTL deliberately counts down from the last *write*: a cassette that + is only ever replayed must still lapse ``CASSETTE_TTL_SECONDS`` after it + was recorded, so the next run past that point re-records live and catches + provider request/response contract drift. Refreshing the TTL on read + would keep an actively-used cassette alive forever and that drift check + would never run. """ fake, persister = _persister_with_fake_redis() - cassette_id = "tests/llm_translation/test_x/test_ttl_refresh" + cassette_id = "tests/llm_translation/test_x/test_ttl_no_refresh" key = redis_key_for(cassette_id) persister.save_cassette(cassette_id, _sample_cassette_dict(), yamlserializer) # Simulate a cassette written ~most-of-a-day ago: only a little TTL left. fake.expire(key, 60) - assert fake.ttl(key) <= 60 persister.load_cassette(cassette_id, yamlserializer) - refreshed = fake.ttl(key) - assert CASSETTE_TTL_SECONDS - 5 <= refreshed <= CASSETTE_TTL_SECONDS - - -def test_load_ttl_refresh_failure_does_not_break_load(): - """A failed TTL refresh must never turn a successful load into a miss.""" - - class _RefreshFailsRedis: - def __init__(self, inner): - self._inner = inner - - def get(self, *args, **kwargs): - return self._inner.get(*args, **kwargs) - - def set(self, *args, **kwargs): - return self._inner.set(*args, **kwargs) - - def expire(self, *args, **kwargs): - raise RedisConnectionError("simulated outage") - - client = _RefreshFailsRedis(fakeredis.FakeStrictRedis()) - persister = make_redis_persister(client=client) - cassette_id = "tests/llm_translation/test_x/test_ttl_refresh_fail" - - persister.save_cassette(cassette_id, _sample_cassette_dict(), yamlserializer) - requests, responses = persister.load_cassette(cassette_id, yamlserializer) - - assert len(requests) == 1 - assert len(responses) == 1 + assert fake.ttl(key) <= 60 def test_redis_key_normalizes_path_passed_by_pytest_recording(): From 84247d954d028df2de713128d02680d85eeb0ae3 Mon Sep 17 00:00:00 2001 From: Mateo Wang <277851410+mateo-berri@users.noreply.github.com> Date: Fri, 5 Jun 2026 10:27:23 -0700 Subject: [PATCH 07/73] test(ci): record/replay OpenAI image gen so the spend E2E isn't outage-bound (#29787) * test(ci): record/replay OpenAI image gen so the spend E2E isn't outage-bound The dockerized spend test test_key_info_spend_values_image_generation curls the proxy for a gpt-image-1 image, which wildcard-routes to real api.openai.com on every commit; an OpenAI outage then reddens unrelated PRs and each run pays for an image. Add an in-repo record/replay reverse proxy (tests/_openai_record_replay_proxy.py) that sits between the proxy and OpenAI. The first run, and the first after the recording lapses, records live; subsequent runs replay from the shared Redis cassette store. The proxy keeps its real separate-process HTTP topology; only the image model's api_base is pointed at the recorder in CI via IMAGE_GEN_RECORDER_BASE_URL, which is unset elsewhere so it falls back to api.openai.com. Recordings lapse 24h after write and are never refreshed on read, matching the VCR persister contract, so provider drift is still caught. Replayed responses drop upstream framing/server headers (content-length, transfer-encoding, content-encoding, date, server) so the re-serving layer recomputes them, honoring the Bedrock content-length lesson. * test(ci): close recorder http client on app shutdown Add a Starlette lifespan that closes the self-created httpx.AsyncClient on teardown, and leave caller-injected clients untouched so reuse across create_app calls is not broken. Covers the unclosed-client ResourceWarning raised in review. --- .circleci/config.yml | 20 ++ proxy_server_config.yaml | 9 + tests/_openai_record_replay_proxy.py | 238 ++++++++++++++++++ .../test_openai_record_replay_proxy.py | 216 ++++++++++++++++ 4 files changed, 483 insertions(+) create mode 100644 tests/_openai_record_replay_proxy.py create mode 100644 tests/llm_translation/test_openai_record_replay_proxy.py diff --git a/.circleci/config.yml b/.circleci/config.yml index 599c58a40e2..e1872ff00ea 100644 --- a/.circleci/config.yml +++ b/.circleci/config.yml @@ -1625,6 +1625,25 @@ jobs: command: | zstd -d litellm-docker-database.tar.zst --stdout | docker load docker tag litellm-docker-database:ci my-app:latest + - run: + name: Start OpenAI image record/replay proxy + background: true + command: | + CASSETTE_REDIS_URL="$CASSETTE_REDIS_URL" \ + RECORDER_UPSTREAM_BASE_URL="https://api.openai.com" \ + uv run --no-sync python tests/_openai_record_replay_proxy.py --host 0.0.0.0 --port 8090 + - run: + name: Wait for record/replay proxy + command: | + for i in $(seq 1 30); do + if curl -sf http://localhost:8090/__recorder_health >/dev/null 2>&1; then + echo "record/replay proxy is up" + exit 0 + fi + sleep 1 + done + echo "record/replay proxy did not become ready" >&2 + exit 1 - run: name: Run Docker container command: | @@ -1655,6 +1674,7 @@ jobs: -e LANGFUSE_PROJECT2_PUBLIC=$LANGFUSE_PROJECT2_PUBLIC \ -e LANGFUSE_PROJECT1_SECRET=$LANGFUSE_PROJECT1_SECRET \ -e LANGFUSE_PROJECT2_SECRET=$LANGFUSE_PROJECT2_SECRET \ + -e IMAGE_GEN_RECORDER_BASE_URL=http://host.docker.internal:8090/v1 \ --add-host host.docker.internal:host-gateway \ --name my-app \ -v $(pwd)/proxy_server_config.yaml:/app/config.yaml \ diff --git a/proxy_server_config.yaml b/proxy_server_config.yaml index da37eb34289..7883a15e5a9 100644 --- a/proxy_server_config.yaml +++ b/proxy_server_config.yaml @@ -44,6 +44,15 @@ model_list: - model_name: openai-dall-e-3 # dall-e-3 deprecated 2026-05-12; underlying now gpt-image-1 litellm_params: model: gpt-image-1 + # In CI, IMAGE_GEN_RECORDER_BASE_URL points this at the record/replay proxy + # (tests/_openai_record_replay_proxy.py) so the image spend E2E doesn't depend + # on OpenAI's uptime every commit. Unset elsewhere, so it resolves to None and + # falls back to api.openai.com. + - model_name: gpt-image-1 + litellm_params: + model: openai/gpt-image-1 + api_key: os.environ/OPENAI_API_KEY + api_base: os.environ/IMAGE_GEN_RECORDER_BASE_URL - model_name: fake-openai-endpoint litellm_params: model: openai/gpt-5-mini diff --git a/tests/_openai_record_replay_proxy.py b/tests/_openai_record_replay_proxy.py new file mode 100644 index 00000000000..60832188a75 --- /dev/null +++ b/tests/_openai_record_replay_proxy.py @@ -0,0 +1,238 @@ +"""Record/replay reverse proxy for the dockerized image-gen spend E2E. + +The spend-accuracy test ``tests/test_keys.py:: +test_key_info_spend_values_image_generation`` runs the litellm proxy in its own +container and curls it over real HTTP, then asserts the proxy tracked a nonzero +spend for a ``gpt-image-1`` call. That call wildcard-routes to ``openai/*`` on +the real key, so every commit run hit api.openai.com for a paid image and was +exposed to OpenAI outages (the 401 that started this). + +This process sits between the proxy and api.openai.com. The proxy points only +its image model's ``api_base`` here; nothing else about the topology changes. +The first request (or the first after a recording lapses) is forwarded live to +OpenAI and recorded; subsequent requests within the TTL replay the recorded +response, so the per-commit run no longer depends on OpenAI being up. + +Recordings live in the same Redis cassette store as the VCR persister +(``CASSETTE_REDIS_URL``) and expire ``CASSETTE_TTL_SECONDS`` after their last +write, never refreshed on read. A recording therefore goes stale a day after +capture and the next run past that point re-records live and catches provider +contract drift, exactly matching the lapse-after-write contract in +``tests/_vcr_redis_persister.py``. +""" + +from __future__ import annotations + +import base64 +import hashlib +import json +import os +from typing import Awaitable, Callable, List, Optional, Tuple + +CASSETTE_TTL_SECONDS = 24 * 60 * 60 +RECORD_KEY_PREFIX = "litellm:openai:record:" +RECORDER_REDIS_URL_ENV = "CASSETTE_REDIS_URL" +UPSTREAM_BASE_URL_ENV = "RECORDER_UPSTREAM_BASE_URL" +DEFAULT_UPSTREAM_BASE_URL = "https://api.openai.com" + +Headers = List[Tuple[str, str]] +UpstreamResult = Tuple[int, Headers, bytes] +FetchUpstream = Callable[[], Awaitable[UpstreamResult]] + +# Headers the re-serving layer owns and must set itself. Replaying an upstream +# framing header verbatim onto a freshly built response is the same class of bug +# as the Bedrock content-length: 0 regression (#29549): a stale header rides +# along and contradicts the real body. The serving server recomputes +# content-length and sets its own date/server; the stored body is already +# content-decoded so content-encoding must not claim otherwise. +_STRIPPED_RESPONSE_HEADERS = frozenset( + { + "content-length", + "content-encoding", + "transfer-encoding", + "connection", + "keep-alive", + "proxy-authenticate", + "proxy-authorization", + "te", + "trailer", + "upgrade", + "date", + "server", + } +) + + +def _canonical_body(body: bytes) -> bytes: + if not body: + return b"" + try: + return json.dumps(json.loads(body), sort_keys=True, separators=(",", ":")).encode("utf-8") + except (ValueError, TypeError): + return body + + +def _sanitize_headers(headers: Headers) -> Headers: + return [(k, v) for (k, v) in headers if k.lower() not in _STRIPPED_RESPONSE_HEADERS] + + +class OpenAIRecordReplay: + """Record-once / replay-from-Redis for upstream OpenAI HTTP calls. + + ``redis_client`` is injected so the process wiring and the tests share one + code path; pass ``None`` to run as a pure live passthrough (local dev with + no cassette Redis). + """ + + def __init__( + self, + redis_client, + *, + upstream_base_url: str = DEFAULT_UPSTREAM_BASE_URL, + ttl_seconds: int = CASSETTE_TTL_SECONDS, + ) -> None: + self._redis = redis_client + self.upstream_base_url = upstream_base_url.rstrip("/") + self._ttl_seconds = ttl_seconds + + @staticmethod + def record_key(method: str, path: str, body: bytes) -> str: + digest = hashlib.sha256( + b"\n".join( + [ + method.upper().encode("utf-8"), + path.encode("utf-8"), + _canonical_body(body), + ] + ) + ).hexdigest() + return f"{RECORD_KEY_PREFIX}{digest}" + + async def handle(self, method: str, path: str, body: bytes, fetch_upstream: FetchUpstream) -> UpstreamResult: + key = self.record_key(method, path, body) + cached = self._cache_get(key) + if cached is not None: + return cached + + status, headers, resp_body = await fetch_upstream() + sanitized = _sanitize_headers(headers) + if 200 <= status < 300: + self._cache_set(key, status, sanitized, resp_body) + return status, sanitized, resp_body + + def _cache_get(self, key: str) -> Optional[UpstreamResult]: + if self._redis is None: + return None + try: + raw = self._redis.get(key) + except Exception: + return None + if raw is None: + return None + try: + payload = json.loads(raw) + status = int(payload["status"]) + headers = [(str(k), str(v)) for k, v in payload["headers"]] + resp_body = base64.b64decode(payload["body_b64"]) + except Exception: + return None + return status, headers, resp_body + + def _cache_set(self, key: str, status: int, headers: Headers, body: bytes) -> None: + if self._redis is None: + return + payload = json.dumps( + { + "status": status, + "headers": [[k, v] for (k, v) in headers], + "body_b64": base64.b64encode(body).decode("ascii"), + } + ) + try: + self._redis.set(key, payload, ex=self._ttl_seconds) + except Exception: + pass + + +def _build_default_redis_client(): + url = os.environ.get(RECORDER_REDIS_URL_ENV) + if not url: + return None + import redis + + return redis.Redis.from_url( + url, + socket_timeout=5, + socket_connect_timeout=5, + decode_responses=False, + ) + + +def create_app(recorder: Optional[OpenAIRecordReplay] = None, http_client=None): + import contextlib + + import httpx + from starlette.applications import Starlette + from starlette.responses import PlainTextResponse, Response + from starlette.routing import Route + + if recorder is None: + recorder = OpenAIRecordReplay( + redis_client=_build_default_redis_client(), + upstream_base_url=os.environ.get(UPSTREAM_BASE_URL_ENV, DEFAULT_UPSTREAM_BASE_URL), + ) + owns_client = http_client is None + client = http_client or httpx.AsyncClient(timeout=httpx.Timeout(120.0)) + + @contextlib.asynccontextmanager + async def lifespan(_app): + try: + yield + finally: + if owns_client: + await client.aclose() + + async def health(_request): + return PlainTextResponse("ok") + + async def proxy(request): + body = await request.body() + path = request.url.path + full_path = f"{path}?{request.url.query}" if request.url.query else path + + async def fetch_upstream() -> UpstreamResult: + fwd_headers = {k: v for k, v in request.headers.items() if k.lower() != "host"} + upstream = await client.request( + request.method, + f"{recorder.upstream_base_url}{full_path}", + content=body, + headers=fwd_headers, + ) + return ( + upstream.status_code, + list(upstream.headers.items()), + upstream.content, + ) + + status, headers, resp_body = await recorder.handle(request.method, full_path, body, fetch_upstream) + return Response(content=resp_body, status_code=status, headers=dict(headers)) + + return Starlette( + routes=[ + Route("/__recorder_health", health, methods=["GET"]), + Route("/{path:path}", proxy, methods=["GET", "POST", "PUT", "PATCH", "DELETE"]), + ], + lifespan=lifespan, + ) + + +if __name__ == "__main__": + import argparse + + import uvicorn + + parser = argparse.ArgumentParser(description=__doc__) + parser.add_argument("--host", default="0.0.0.0") + parser.add_argument("--port", type=int, default=8090) + args = parser.parse_args() + uvicorn.run(create_app(), host=args.host, port=args.port) diff --git a/tests/llm_translation/test_openai_record_replay_proxy.py b/tests/llm_translation/test_openai_record_replay_proxy.py new file mode 100644 index 00000000000..5e34621d019 --- /dev/null +++ b/tests/llm_translation/test_openai_record_replay_proxy.py @@ -0,0 +1,216 @@ +from __future__ import annotations + +import asyncio +import os +import sys + +import fakeredis + +sys.path.insert(0, os.path.abspath(os.path.join(os.path.dirname(__file__), "..", ".."))) + +from tests._openai_record_replay_proxy import ( # noqa: E402 + CASSETTE_TTL_SECONDS, + RECORD_KEY_PREFIX, + OpenAIRecordReplay, +) + +_OK_BODY = b'{"data":[{"b64_json":"aW1n"}],"usage":{"total_tokens":42}}' + + +class _Upstream: + """Stub live upstream; counts calls so replays can be proven offline.""" + + def __init__(self, status=200, headers=None, body=_OK_BODY): + self.calls = 0 + self._status = status + self._headers = headers if headers is not None else [("content-type", "application/json")] + self._body = body + + async def __call__(self): + self.calls += 1 + return self._status, list(self._headers), self._body + + +def _recorder(client=None): + return OpenAIRecordReplay(client if client is not None else fakeredis.FakeStrictRedis()) + + +def _run(coro): + return asyncio.run(coro) + + +def test_miss_forwards_to_upstream_and_records(): + fake = fakeredis.FakeStrictRedis() + recorder = _recorder(fake) + upstream = _Upstream() + + status, headers, body = _run( + recorder.handle("POST", "/v1/images/generations", b'{"model":"gpt-image-1"}', upstream) + ) + + assert upstream.calls == 1 + assert status == 200 + assert body == _OK_BODY + key = OpenAIRecordReplay.record_key("POST", "/v1/images/generations", b'{"model":"gpt-image-1"}') + assert key.startswith(RECORD_KEY_PREFIX) + assert fake.get(key) is not None + + +def test_hit_replays_without_calling_upstream(): + recorder = _recorder() + upstream = _Upstream() + body_in = b'{"model":"gpt-image-1","prompt":"otter"}' + + first = _run(recorder.handle("POST", "/v1/images/generations", body_in, upstream)) + second = _run(recorder.handle("POST", "/v1/images/generations", body_in, upstream)) + + assert upstream.calls == 1 + assert first == second + assert second[2] == _OK_BODY + + +def test_different_body_is_a_separate_recording(): + recorder = _recorder() + upstream = _Upstream() + + _run(recorder.handle("POST", "/v1/images/generations", b'{"prompt":"otter"}', upstream)) + _run(recorder.handle("POST", "/v1/images/generations", b'{"prompt":"seal"}', upstream)) + + assert upstream.calls == 2 + + +def test_record_key_ignores_json_key_order(): + a = OpenAIRecordReplay.record_key("POST", "/v1/images/generations", b'{"model":"x","prompt":"y"}') + b = OpenAIRecordReplay.record_key("POST", "/v1/images/generations", b'{"prompt":"y","model":"x"}') + assert a == b + + +def test_ttl_set_on_write_and_not_refreshed_on_read(): + """A replay must not slide the recording's expiry forward. + + The recording counts down from its last write so it lapses + ``CASSETTE_TTL_SECONDS`` after capture and the next run re-records live, + catching provider drift. Refreshing the TTL on a replay would keep an + actively-replayed recording alive forever and that drift check would never + run. This mirrors the VCR persister's lapse-after-write contract. + """ + fake = fakeredis.FakeStrictRedis() + recorder = _recorder(fake) + upstream = _Upstream() + body_in = b'{"model":"gpt-image-1"}' + key = OpenAIRecordReplay.record_key("POST", "/v1/images/generations", body_in) + + _run(recorder.handle("POST", "/v1/images/generations", body_in, upstream)) + assert CASSETTE_TTL_SECONDS - 5 <= fake.ttl(key) <= CASSETTE_TTL_SECONDS + + fake.expire(key, 60) + _run(recorder.handle("POST", "/v1/images/generations", body_in, upstream)) + + assert fake.ttl(key) <= 60 + + +def test_replay_drops_framing_headers_so_server_recomputes(): + fake = fakeredis.FakeStrictRedis() + recorder = _recorder(fake) + upstream = _Upstream( + headers=[ + ("content-type", "application/json"), + ("content-length", "9999"), + ("transfer-encoding", "chunked"), + ("content-encoding", "gzip"), + ("date", "Mon, 01 Jan 2024 00:00:00 GMT"), + ("server", "cloudflare"), + ("x-request-id", "req_abc"), + ] + ) + body_in = b'{"model":"gpt-image-1"}' + + _, live_headers, _ = _run(recorder.handle("POST", "/v1/images/generations", body_in, upstream)) + _, replay_headers, _ = _run(recorder.handle("POST", "/v1/images/generations", body_in, upstream)) + + for headers in (live_headers, replay_headers): + names = {k.lower() for k, _ in headers} + assert names.isdisjoint( + { + "content-length", + "transfer-encoding", + "content-encoding", + "date", + "server", + } + ) + assert ("content-type", "application/json") in headers + assert ("x-request-id", "req_abc") in headers + + +def test_non_2xx_response_is_not_cached(): + fake = fakeredis.FakeStrictRedis() + recorder = _recorder(fake) + upstream = _Upstream(status=500, body=b'{"error":"boom"}') + body_in = b'{"model":"gpt-image-1"}' + key = OpenAIRecordReplay.record_key("POST", "/v1/images/generations", body_in) + + status, _, _ = _run(recorder.handle("POST", "/v1/images/generations", body_in, upstream)) + assert status == 500 + assert fake.get(key) is None + + _run(recorder.handle("POST", "/v1/images/generations", body_in, upstream)) + assert upstream.calls == 2 + + +class _BoomRedis: + def get(self, *args, **kwargs): + raise ConnectionError("redis offline") + + def set(self, *args, **kwargs): + raise ConnectionError("redis offline") + + +def test_redis_outage_degrades_to_live_passthrough(): + recorder = _recorder(_BoomRedis()) + upstream = _Upstream() + body_in = b'{"model":"gpt-image-1"}' + + first = _run(recorder.handle("POST", "/v1/images/generations", body_in, upstream)) + second = _run(recorder.handle("POST", "/v1/images/generations", body_in, upstream)) + + assert first[0] == 200 and second[0] == 200 + assert upstream.calls == 2 + + +def test_passthrough_when_no_redis_client_configured(): + recorder = OpenAIRecordReplay(None) + upstream = _Upstream() + body_in = b'{"model":"gpt-image-1"}' + + _run(recorder.handle("POST", "/v1/images/generations", body_in, upstream)) + _run(recorder.handle("POST", "/v1/images/generations", body_in, upstream)) + + assert upstream.calls == 2 + + +class _StubClient: + def __init__(self): + self.closed = False + + async def aclose(self): + self.closed = True + + +def test_app_lifespan_leaves_injected_http_client_open(): + """The app must only close the client it created, never a caller's. + + A caller that injects its own client owns that client's lifecycle; the + app closing it would break reuse across multiple ``create_app`` calls. + """ + from starlette.testclient import TestClient + + from tests._openai_record_replay_proxy import create_app + + client = _StubClient() + app = create_app(recorder=_recorder(), http_client=client) + + with TestClient(app): + pass + + assert client.closed is False From a4f57032e090435df9b4e1e22e428e394e6097e3 Mon Sep 17 00:00:00 2001 From: tin-berri Date: Fri, 5 Jun 2026 10:51:46 -0700 Subject: [PATCH 08/73] fix(ui): route MCP playground auth by oauth2 mode instead of token_url (#29714) Interactive PKCE and OBO servers were mislabeled as M2M, so passthrough never showed the Authorize gate; classify by oauth2_flow + delegate_auth_to_upstream instead. --- .../components/mcp_tools/mcp_server_view.tsx | 2 + .../components/mcp_tools/mcp_tools.test.tsx | 91 +++++++++++++++++++ .../src/components/mcp_tools/mcp_tools.tsx | 33 ++++--- .../src/components/mcp_tools/types.test.tsx | 71 ++++++++++++++- .../src/components/mcp_tools/types.tsx | 34 ++++++- 5 files changed, 209 insertions(+), 22 deletions(-) create mode 100644 ui/litellm-dashboard/src/components/mcp_tools/mcp_tools.test.tsx diff --git a/ui/litellm-dashboard/src/components/mcp_tools/mcp_server_view.tsx b/ui/litellm-dashboard/src/components/mcp_tools/mcp_server_view.tsx index 1ae9ca1f394..cafecdafd45 100644 --- a/ui/litellm-dashboard/src/components/mcp_tools/mcp_server_view.tsx +++ b/ui/litellm-dashboard/src/components/mcp_tools/mcp_server_view.tsx @@ -185,6 +185,8 @@ export const MCPServerView: React.FC = ({ serverId={mcpServer.server_id} accessToken={accessToken} auth_type={mcpServer.auth_type} + oauth2_flow={mcpServer.oauth2_flow} + delegate_auth_to_upstream={mcpServer.delegate_auth_to_upstream} tokenUrl={mcpServer.token_url} userRole={userRole} userID={userID} diff --git a/ui/litellm-dashboard/src/components/mcp_tools/mcp_tools.test.tsx b/ui/litellm-dashboard/src/components/mcp_tools/mcp_tools.test.tsx new file mode 100644 index 00000000000..4917f1fcf1d --- /dev/null +++ b/ui/litellm-dashboard/src/components/mcp_tools/mcp_tools.test.tsx @@ -0,0 +1,91 @@ +import { render, screen, waitFor } from "@testing-library/react"; +import { QueryClient, QueryClientProvider } from "@tanstack/react-query"; +import { describe, expect, it, vi, beforeEach } from "vitest"; +import MCPToolsViewer from "./mcp_tools"; +import { listMCPTools } from "../networking"; +import { isTokenValid, getToken } from "@/utils/mcpTokenStore"; + +vi.mock("../networking", () => ({ + listMCPTools: vi.fn(), + callMCPTool: vi.fn(), +})); + +vi.mock("@/utils/mcpTokenStore", () => ({ + isTokenValid: vi.fn(), + getToken: vi.fn(), + removeToken: vi.fn(), +})); + +vi.mock("@/hooks/useToolsOAuthFlow", () => ({ + useToolsOAuthFlow: () => ({ startOAuthFlow: vi.fn(), status: "idle", error: null }), +})); + +const GATE_TEXT = "Authentication required"; +// Realistic interactive servers carry a token endpoint; the old heuristic +// (`oauth2 && !tokenUrl`) mislabeled exactly these as M2M. Setting it here is +// what makes the passthrough cases fail on the pre-fix code. +const TOKEN_URL = "https://slack.com/api/oauth.v2.user.access"; + +const renderViewer = (props: Record) => + render( + + + , + ); + +describe("MCPToolsViewer auth gate routing", () => { + beforeEach(() => { + vi.mocked(listMCPTools).mockReset().mockResolvedValue({ tools: [], error: null }); + vi.mocked(isTokenValid).mockReset().mockReturnValue(false); + vi.mocked(getToken) + .mockReset() + .mockReturnValue(undefined as any); + }); + + it("shows the Authorize gate for a passthrough server with a token endpoint and does not list tools", async () => { + renderViewer({ oauth2_flow: null, delegate_auth_to_upstream: true }); + + expect(await screen.findByText(GATE_TEXT)).toBeInTheDocument(); + expect(screen.getByRole("button", { name: "Authorize" })).toBeInTheDocument(); + expect(vi.mocked(listMCPTools)).not.toHaveBeenCalled(); + }); + + it("forwards the session token via the x-mcp header for a passthrough server that has one", async () => { + vi.mocked(isTokenValid).mockReturnValue(true); + vi.mocked(getToken).mockReturnValue({ access_token: "slack-tok" } as any); + + renderViewer({ oauth2_flow: null, delegate_auth_to_upstream: true }); + + await waitFor(() => + expect(vi.mocked(listMCPTools)).toHaveBeenCalledWith( + "litellm-key", + "srv-1", + expect.objectContaining({ "x-mcp-slack-authorization": "Bearer slack-tok" }), + ), + ); + expect(screen.queryByText(GATE_TEXT)).not.toBeInTheDocument(); + }); + + it("does not gate an OBO server with a token endpoint; lists with the LiteLLM key and no x-mcp header", async () => { + renderViewer({ oauth2_flow: null, delegate_auth_to_upstream: false }); + + await waitFor(() => expect(vi.mocked(listMCPTools)).toHaveBeenCalledWith("litellm-key", "srv-1", undefined)); + expect(screen.queryByText(GATE_TEXT)).not.toBeInTheDocument(); + }); + + it("does not gate an M2M server; lists with the LiteLLM key", async () => { + renderViewer({ oauth2_flow: "client_credentials", delegate_auth_to_upstream: false }); + + await waitFor(() => expect(vi.mocked(listMCPTools)).toHaveBeenCalledWith("litellm-key", "srv-1", undefined)); + expect(screen.queryByText(GATE_TEXT)).not.toBeInTheDocument(); + }); +}); diff --git a/ui/litellm-dashboard/src/components/mcp_tools/mcp_tools.tsx b/ui/litellm-dashboard/src/components/mcp_tools/mcp_tools.tsx index 459c5181d6d..5ec9a3d683a 100644 --- a/ui/litellm-dashboard/src/components/mcp_tools/mcp_tools.tsx +++ b/ui/litellm-dashboard/src/components/mcp_tools/mcp_tools.tsx @@ -1,7 +1,7 @@ import React, { useEffect, useState } from "react"; import { useQuery, useMutation } from "@tanstack/react-query"; import { ToolTestPanel } from "./ToolTestPanel"; -import { MCPTool, MCPToolsViewerProps, MCPContent, CallMCPToolResponse } from "./types"; +import { MCPTool, MCPToolsViewerProps, MCPContent, CallMCPToolResponse, getMcpOAuthMode } from "./types"; import { listMCPTools, callMCPTool } from "../networking"; import { isTokenValid, getToken, removeToken } from "@/utils/mcpTokenStore"; import { sanitizeMcpAliasForHeader } from "@/utils/mcpHeaderUtils"; @@ -15,7 +15,8 @@ const MCPToolsViewer = ({ serverId, accessToken, auth_type, - tokenUrl, + oauth2_flow, + delegate_auth_to_upstream, userRole, userID, serverAlias, @@ -30,26 +31,23 @@ const MCPToolsViewer = ({ const [passthroughHeaders, setPassthroughHeaders] = useState>({}); const [showHeaderInput, setShowHeaderInput] = useState(false); - // OAuth session token (sessionStorage-backed, cleared on tab/browser close). - // Only the interactive (authorization_code/PKCE) flow needs a user-facing - // auth gate. M2M (client_credentials) servers are also `auth_type === "oauth2"`, - // but the backend fetches their token internally — gating tool listing on - // them would force users through a non-existent authorization endpoint. - // We detect M2M via the presence of `tokenUrl`, matching the heuristic in - // `mcp_server_edit.tsx`. - const isOAuth = auth_type === "oauth2" && !tokenUrl; + // Only PKCE passthrough uses a browser-held session token (sessionStorage, + // cleared on tab/browser close) and a user-facing auth gate. OBO uses the + // backend-stored per-user token and M2M uses the backend's own service token, + // so neither needs a gate — they list tools with just the LiteLLM key. + const isPassthrough = getMcpOAuthMode({ auth_type, oauth2_flow, delegate_auth_to_upstream }) === "passthrough"; const [oauthToken, setOauthToken] = useState(() => - isOAuth && isTokenValid(serverId, userID) ? getToken(serverId, userID)?.access_token ?? null : null, + isPassthrough && isTokenValid(serverId, userID) ? getToken(serverId, userID)?.access_token ?? null : null, ); // Re-sync token when serverId/userID changes (useState initializer only runs on mount). useEffect(() => { - if (!isOAuth) { + if (!isPassthrough) { setOauthToken(null); return; } setOauthToken(isTokenValid(serverId, userID) ? getToken(serverId, userID)?.access_token ?? null : null); - }, [serverId, userID, isOAuth]); + }, [serverId, userID, isPassthrough]); const { startOAuthFlow, @@ -75,7 +73,8 @@ const MCPToolsViewer = ({ // The backend's _get_mcp_server_auth_headers_from_headers() picks up the // x-mcp-{alias}-{header} pattern and forwards it to the upstream MCP server. // When no alias is available, fall back to x-mcp-auth (legacy but still supported). - if (oauthToken) { + // Passthrough only: OBO/M2M tokens are attached server-side, not from the browser. + if (isPassthrough && oauthToken) { if (serverAlias) { const safeAlias = sanitizeMcpAliasForHeader(serverAlias); if (safeAlias) { @@ -137,7 +136,7 @@ const MCPToolsViewer = ({ return result; }, // For OAuth servers, block the query until a session token is available - enabled: !!accessToken && (!isOAuth || oauthToken !== null), + enabled: !!accessToken && (!isPassthrough || oauthToken !== null), staleTime: 30000, // Consider data fresh for 30 seconds retry: (failureCount, error: any) => { // Don't retry on 401 — token is invalid, user must re-authenticate @@ -289,7 +288,7 @@ const MCPToolsViewer = ({ {/* OAuth Auth Gate — shown when token is absent for OAuth servers */} - {isOAuth && !oauthToken && ( + {isPassthrough && !oauthToken && (

Authentication required

@@ -308,7 +307,7 @@ const MCPToolsViewer = ({ )} {/* Search Bar — only shown when tools are loaded */} - {!isOAuth || oauthToken ? ( + {!isPassthrough || oauthToken ? ( <> {toolsData.length > 0 && (
diff --git a/ui/litellm-dashboard/src/components/mcp_tools/types.test.tsx b/ui/litellm-dashboard/src/components/mcp_tools/types.test.tsx index 155abe27ae2..6f050d22fb4 100644 --- a/ui/litellm-dashboard/src/components/mcp_tools/types.test.tsx +++ b/ui/litellm-dashboard/src/components/mcp_tools/types.test.tsx @@ -1,5 +1,13 @@ import { describe, it, expect } from "vitest"; -import { AUTH_TYPE, OAUTH_FLOW, TRANSPORT, handleTransport, handleAuth } from "./types"; +import { + AUTH_TYPE, + OAUTH_FLOW, + MCP_OAUTH2_FLOW_M2M, + TRANSPORT, + handleTransport, + handleAuth, + getMcpOAuthMode, +} from "./types"; describe("handleTransport", () => { it("should default to SSE when transport is null", () => { @@ -56,4 +64,65 @@ describe("constants", () => { expect(OAUTH_FLOW.INTERACTIVE).toBe("interactive"); expect(OAUTH_FLOW.M2M).toBe("m2m"); }); + + it("should define the backend M2M flow value", () => { + expect(MCP_OAUTH2_FLOW_M2M).toBe("client_credentials"); + }); +}); + +describe("getMcpOAuthMode", () => { + it("returns null for non-OAuth2 servers", () => { + expect(getMcpOAuthMode({ auth_type: AUTH_TYPE.API_KEY })).toBeNull(); + expect(getMcpOAuthMode({ auth_type: AUTH_TYPE.NONE })).toBeNull(); + expect(getMcpOAuthMode({})).toBeNull(); + }); + + it("classifies client_credentials as m2m", () => { + expect(getMcpOAuthMode({ auth_type: AUTH_TYPE.OAUTH2, oauth2_flow: MCP_OAUTH2_FLOW_M2M })).toBe("m2m"); + }); + + it("treats m2m as m2m even when delegate_auth_to_upstream is true", () => { + expect( + getMcpOAuthMode({ + auth_type: AUTH_TYPE.OAUTH2, + oauth2_flow: MCP_OAUTH2_FLOW_M2M, + delegate_auth_to_upstream: true, + }), + ).toBe("m2m"); + }); + + it("classifies an interactive server with delegate_auth_to_upstream as passthrough", () => { + expect(getMcpOAuthMode({ auth_type: AUTH_TYPE.OAUTH2, oauth2_flow: null, delegate_auth_to_upstream: true })).toBe( + "passthrough", + ); + }); + + it("classifies an interactive server without delegation as obo", () => { + expect(getMcpOAuthMode({ auth_type: AUTH_TYPE.OAUTH2, oauth2_flow: null, delegate_auth_to_upstream: false })).toBe( + "obo", + ); + }); + + it("defaults to obo when delegate_auth_to_upstream is undefined", () => { + expect(getMcpOAuthMode({ auth_type: AUTH_TYPE.OAUTH2 })).toBe("obo"); + }); + + it("treats explicit authorization_code as interactive, not m2m", () => { + expect( + getMcpOAuthMode({ + auth_type: AUTH_TYPE.OAUTH2, + oauth2_flow: "authorization_code", + delegate_auth_to_upstream: false, + }), + ).toBe("obo"); + }); + + // Regression: the old heuristic labeled any OAuth2 server with a token endpoint + // as M2M. getMcpOAuthMode ignores token_url, so an interactive server that + // legitimately carries one is classified by oauth2_flow + delegate, never M2M. + it("does not treat an interactive server with a token endpoint as m2m", () => { + expect(getMcpOAuthMode({ auth_type: AUTH_TYPE.OAUTH2, oauth2_flow: null, delegate_auth_to_upstream: false })).toBe( + "obo", + ); + }); }); diff --git a/ui/litellm-dashboard/src/components/mcp_tools/types.tsx b/ui/litellm-dashboard/src/components/mcp_tools/types.tsx index 3fa27afe1b2..d4a3e6ff18c 100644 --- a/ui/litellm-dashboard/src/components/mcp_tools/types.tsx +++ b/ui/litellm-dashboard/src/components/mcp_tools/types.tsx @@ -47,6 +47,28 @@ export const OAUTH_FLOW = { M2M: "m2m", }; +// Backend value of `oauth2_flow` that marks a machine-to-machine server. Distinct +// from the UI-local OAUTH_FLOW.M2M ("m2m"); this is what the API actually returns. +export const MCP_OAUTH2_FLOW_M2M = "client_credentials"; + +export type McpOAuthMode = "m2m" | "passthrough" | "obo"; + +// Classify an OAuth2 MCP server into the mode that decides how the tool list is +// authenticated: M2M (backend service token), PKCE passthrough (browser-held +// session token), or OBO (backend-stored per-user token). `token_url` is +// intentionally not consulted: every OAuth2 grant that exchanges for a token +// carries one (interactive PKCE and client_credentials alike), so it cannot +// distinguish the modes; `oauth2_flow` is the authoritative M2M signal. +export function getMcpOAuthMode(s: { + auth_type?: string | null; + oauth2_flow?: string | null; + delegate_auth_to_upstream?: boolean | null; +}): McpOAuthMode | null { + if (s.auth_type !== AUTH_TYPE.OAUTH2) return null; + if (s.oauth2_flow === MCP_OAUTH2_FLOW_M2M) return "m2m"; + return s.delegate_auth_to_upstream ? "passthrough" : "obo"; +} + export const TRANSPORT = { SSE: "sse", HTTP: "http", @@ -164,11 +186,14 @@ export interface MCPToolsViewerProps { serverId: string; accessToken: string | null; auth_type?: string | null; + /** Backend OAuth2 grant; `client_credentials` marks an M2M server. */ + oauth2_flow?: string | null; + /** When true (interactive OAuth2), the server uses PKCE passthrough. */ + delegate_auth_to_upstream?: boolean | null; /** - * When set, indicates the server uses the OAuth2 M2M (client_credentials) - * flow — the backend handles token acquisition internally, so the UI must - * not gate tool listing behind an interactive PKCE authorization. Mirrors - * the heuristic used in `mcp_server_edit.tsx` (`token_url` set => M2M). + * Connection field present on every OAuth2 flow (interactive and M2M alike), + * so it does not indicate the mode. Retained for callers/other uses; not read + * for mode detection — see getMcpOAuthMode. */ tokenUrl?: string | null; userRole: string | null; @@ -190,6 +215,7 @@ export interface MCPServer { spec_path?: string | null; transport?: string | null; auth_type?: string | null; + oauth2_flow?: string | null; authorization_url?: string | null; token_url?: string | null; registration_url?: string | null; From 4a5644d51e3235eb5355ea0d86016b6a45936d89 Mon Sep 17 00:00:00 2001 From: ryan-crabbe-berri Date: Fri, 5 Jun 2026 11:53:26 -0700 Subject: [PATCH 09/73] refactor(ui): centralize proxy base URL resolution into tested resolver (#29793) * refactor(ui): centralize proxy base URL resolution into tested resolver The API base URL join logic was hand-rolled inside networking.tsx and re-derived inline at hundreds of call sites, with no test coverage and a latent double-slash bug when the base carried a trailing slash. This pulls the join into a single pure resolveApiBase() with full unit coverage and routes the existing resolution through it, also de-duplicating the env precedence ladder that was copied in two places. * test(ui): assert root-path redirect joins prefix exactly once The existing toContain check accepts a doubled separator; tighten it to a strict prefix match plus a no-double-slash assertion so a regression in the resolveApiBase origin+SERVER_ROOT_PATH join is caught end-to-end. --- .../login/serverRootPathRedirect.spec.ts | 8 +- .../src/components/networking.tsx | 39 +++------ .../src/lib/http/resolveApiBase.test.ts | 84 +++++++++++++++++++ .../src/lib/http/resolveApiBase.ts | 35 ++++++++ 4 files changed, 138 insertions(+), 28 deletions(-) create mode 100644 ui/litellm-dashboard/src/lib/http/resolveApiBase.test.ts create mode 100644 ui/litellm-dashboard/src/lib/http/resolveApiBase.ts diff --git a/ui/litellm-dashboard/e2e_tests/tests/login/serverRootPathRedirect.spec.ts b/ui/litellm-dashboard/e2e_tests/tests/login/serverRootPathRedirect.spec.ts index bdef8f85c4e..37fea73961f 100644 --- a/ui/litellm-dashboard/e2e_tests/tests/login/serverRootPathRedirect.spec.ts +++ b/ui/litellm-dashboard/e2e_tests/tests/login/serverRootPathRedirect.spec.ts @@ -28,5 +28,11 @@ test("unauth redirect preserves SERVER_ROOT_PATH prefix", async ({ page }) => { await page.waitForURL((url) => url.pathname.includes("/ui/login"), { timeout: 15_000 }); - expect(page.url()).toContain(`${ROOT_PATH}/ui/login`); + // The redirect target is built by joining proxyBaseUrl (assembled by + // resolveApiBase from the origin + SERVER_ROOT_PATH) with "/ui/login". A + // regression in that join surfaces as a doubled separator, which the loose + // toContain above would still accept, so assert the prefix joins exactly once. + const { pathname } = new URL(page.url()); + expect(pathname.startsWith(`${ROOT_PATH}/ui/login`)).toBe(true); + expect(pathname).not.toContain("//"); }); diff --git a/ui/litellm-dashboard/src/components/networking.tsx b/ui/litellm-dashboard/src/components/networking.tsx index 601840cc257..05034908234 100644 --- a/ui/litellm-dashboard/src/components/networking.tsx +++ b/ui/litellm-dashboard/src/components/networking.tsx @@ -77,6 +77,7 @@ import { EmailEventSettingsResponse, EmailEventSettingsUpdateRequest } from "./e import { jsonFields } from "./common_components/check_openapi_schema"; import NotificationsManager from "./molecules/notifications_manager"; import { createApiClient, deriveErrorMessage } from "@/lib/http/client"; +import { resolveApiBase } from "@/lib/http/resolveApiBase"; export { deriveErrorMessage }; export { ApiError } from "@/lib/http/client"; @@ -84,11 +85,13 @@ export { ApiError } from "@/lib/http/client"; const isLocal = process.env.NODE_ENV === "development"; // In dev, if NEXT_PUBLIC_USE_REWRITES=true the Next.js dev server proxies API calls // to the backend — use relative URLs (null) so rewrites can intercept them. -const defaultProxyBaseUrl = process.env.NEXT_PUBLIC_BASE_URL - ? process.env.NEXT_PUBLIC_BASE_URL - : isLocal && process.env.NEXT_PUBLIC_USE_REWRITES !== "true" - ? "http://localhost:4000" - : null; +const resolveDefaultBase = (fallback: string | null): string | null => + process.env.NEXT_PUBLIC_BASE_URL + ? process.env.NEXT_PUBLIC_BASE_URL + : isLocal && process.env.NEXT_PUBLIC_USE_REWRITES !== "true" + ? "http://localhost:4000" + : fallback; +const defaultProxyBaseUrl = resolveDefaultBase(null); const defaultServerRootPath = "/"; export let serverRootPath = defaultServerRootPath; const WORKER_URL_KEY = "litellm_worker_url"; @@ -128,28 +131,10 @@ const updateProxyBaseUrl = (serverRootPath: string, receivedProxyBaseUrl: string if (typeof window !== "undefined" && window.localStorage.getItem(WORKER_URL_KEY)) { return; } - const browserLocation = getWindowLocation(); - const resolvedDefaultProxyBaseUrl = process.env.NEXT_PUBLIC_BASE_URL - ? process.env.NEXT_PUBLIC_BASE_URL - : isLocal && process.env.NEXT_PUBLIC_USE_REWRITES !== "true" - ? "http://localhost:4000" - : browserLocation?.origin ?? null; - let initialProxyBaseUrl = receivedProxyBaseUrl || resolvedDefaultProxyBaseUrl; - console.log("proxyBaseUrl:", proxyBaseUrl); - console.log("serverRootPath:", serverRootPath); - - if (!initialProxyBaseUrl) { - proxyBaseUrl = proxyBaseUrl ?? null; - console.log("Updated proxyBaseUrl:", proxyBaseUrl); - return; - } - - if (serverRootPath.length > 0 && !initialProxyBaseUrl.endsWith(serverRootPath) && serverRootPath != "/") { - initialProxyBaseUrl += serverRootPath; - } - - proxyBaseUrl = initialProxyBaseUrl; - console.log("Updated proxyBaseUrl:", proxyBaseUrl); + proxyBaseUrl = resolveApiBase({ + explicitBase: receivedProxyBaseUrl || resolveDefaultBase(getWindowLocation()?.origin ?? null), + serverRootPath, + }); }; const updateServerRootPath = (receivedServerRootPath: string) => { diff --git a/ui/litellm-dashboard/src/lib/http/resolveApiBase.test.ts b/ui/litellm-dashboard/src/lib/http/resolveApiBase.test.ts new file mode 100644 index 00000000000..988b88cf07d --- /dev/null +++ b/ui/litellm-dashboard/src/lib/http/resolveApiBase.test.ts @@ -0,0 +1,84 @@ +import { describe, expect, it } from "vitest"; +import { resolveApiBase } from "./resolveApiBase"; + +describe("resolveApiBase", () => { + describe("same-origin (no explicit base)", () => { + it("returns an empty base so requests stay relative", () => { + expect(resolveApiBase({})).toBe(""); + expect(resolveApiBase({ explicitBase: null, serverRootPath: "/" })).toBe(""); + expect(resolveApiBase({ explicitBase: "", serverRootPath: undefined })).toBe(""); + }); + + it("prefixes a relative base with the server root path", () => { + expect(resolveApiBase({ serverRootPath: "/litellm" })).toBe("/litellm"); + }); + }); + + describe("explicit base (split-origin / dev)", () => { + it("uses the explicit base verbatim when root path is mounted at /", () => { + expect(resolveApiBase({ explicitBase: "http://localhost:4000", serverRootPath: "/" })).toBe( + "http://localhost:4000", + ); + }); + + it("appends the server root path to the explicit base", () => { + expect(resolveApiBase({ explicitBase: "http://localhost:4000", serverRootPath: "/litellm" })).toBe( + "http://localhost:4000/litellm", + ); + }); + }); + + describe("dedup — base already includes the root path", () => { + it("does not double the root path", () => { + expect(resolveApiBase({ explicitBase: "http://localhost:4000/litellm", serverRootPath: "/litellm" })).toBe( + "http://localhost:4000/litellm", + ); + }); + }); + + describe("normalization", () => { + it("trims a trailing slash from the explicit base before appending", () => { + expect(resolveApiBase({ explicitBase: "http://localhost:4000/", serverRootPath: "/litellm" })).toBe( + "http://localhost:4000/litellm", + ); + }); + + it("trims a trailing slash from the explicit base when there is no root path", () => { + expect(resolveApiBase({ explicitBase: "http://localhost:4000/", serverRootPath: "/" })).toBe( + "http://localhost:4000", + ); + }); + + it("adds a leading slash to a root path that lacks one", () => { + expect(resolveApiBase({ explicitBase: "http://localhost:4000", serverRootPath: "litellm" })).toBe( + "http://localhost:4000/litellm", + ); + }); + + it("trims a trailing slash from the root path", () => { + expect(resolveApiBase({ explicitBase: "http://localhost:4000", serverRootPath: "/litellm/" })).toBe( + "http://localhost:4000/litellm", + ); + }); + + it("ignores whitespace around inputs", () => { + expect(resolveApiBase({ explicitBase: " http://localhost:4000 ", serverRootPath: " /litellm " })).toBe( + "http://localhost:4000/litellm", + ); + }); + }); + + describe("multi-segment root paths", () => { + it("appends a nested root path", () => { + expect(resolveApiBase({ explicitBase: "http://localhost:4000", serverRootPath: "/team/litellm" })).toBe( + "http://localhost:4000/team/litellm", + ); + }); + + it("dedups a nested root path", () => { + expect( + resolveApiBase({ explicitBase: "http://localhost:4000/team/litellm", serverRootPath: "/team/litellm" }), + ).toBe("http://localhost:4000/team/litellm"); + }); + }); +}); diff --git a/ui/litellm-dashboard/src/lib/http/resolveApiBase.ts b/ui/litellm-dashboard/src/lib/http/resolveApiBase.ts new file mode 100644 index 00000000000..8294ab315f4 --- /dev/null +++ b/ui/litellm-dashboard/src/lib/http/resolveApiBase.ts @@ -0,0 +1,35 @@ +export interface ApiBaseInputs { + /** + * Absolute API origin to target instead of same-origin. Comes from the + * NEXT_PUBLIC_BASE_URL build env (dev / split-origin) or the proxy_base_url + * the backend reports in its UI config. Empty/unset means same-origin. + */ + explicitBase?: string | null; + /** + * The proxy's mount path when it sits under a sub-path (e.g. "/litellm" + * behind a reverse proxy). "/" or empty means mounted at the root. + */ + serverRootPath?: string | null; +} + +const normalizeRootPath = (serverRootPath: string | null | undefined): string => { + const trimmed = (serverRootPath ?? "").trim(); + if (trimmed === "" || trimmed === "/") return ""; + const withLeadingSlash = trimmed.startsWith("/") ? trimmed : `/${trimmed}`; + return withLeadingSlash.replace(/\/+$/, ""); +}; + +/** + * Resolve the single API base string that every request is prefixed with. + * + * Same-origin is represented as "" so requests stay relative and work behind + * any domain or reverse proxy without hardcoding an origin. An explicit base is + * used verbatim (trailing slash trimmed). The server root path is appended + * unless the base already ends with it. + */ +export const resolveApiBase = ({ explicitBase, serverRootPath }: ApiBaseInputs): string => { + const base = (explicitBase ?? "").trim().replace(/\/+$/, ""); + const rootPath = normalizeRootPath(serverRootPath); + if (rootPath === "" || base.endsWith(rootPath)) return base; + return `${base}${rootPath}`; +}; From d671a09c204ac26d4678b0a0c48714d3d2b921bb Mon Sep 17 00:00:00 2001 From: Sameer Kankute Date: Sat, 6 Jun 2026 02:21:51 +0530 Subject: [PATCH 10/73] Litellm oss staging 050626 (#29774) MIME-Version: 1.0 Content-Type: text/plain; charset=UTF-8 Content-Transfer-Encoding: 8bit * Mark xAI models retiring on 2026-05-15 (#28788) Per https://docs.x.ai/developers/migration/may-15-retirement, xAI is retiring the following slugs on 2026-05-15 (auto-redirect to grok-4.3 with various reasoning efforts; callers continuing to use the old slugs will be billed at grok-4.3 pricing): grok-4-1-fast-reasoning{,-latest} -> grok-4.3 (low effort) grok-4-1-fast-non-reasoning{,-latest} -> grok-4.3 (none) grok-4-fast-reasoning -> grok-4.3 (low effort) grok-4-fast-non-reasoning -> grok-4.3 (none) grok-4-0709 -> grok-4.3 (low effort) grok-code-fast-1{,-0825} -> grok-build-0.1 grok-3 -> grok-4.3 (none) Only the direct xai/ slugs are tagged; third-party hosts (azure_ai, oci, vercel_ai_gateway, perplexity/xai) run their own schedules. The grok-3 retirement list explicitly names only the base grok-3 slug — the -mini / -fast / -beta / -latest variants are not listed, so they remain untouched. * feat(moonshot): advertise json_schema response support on live models (#29683) litellm.responses() already routes Moonshot through the responses->chat-completions bridge, and Moonshot honors response_format json_schema on chat completions. The cost-map entries left supports_response_schema unset, so discovery layers that gate on that flag dropped Moonshot from structured-output / responses listings even though the capability works end to end. Set supports_response_schema on the nine models currently live on api.moonshot.ai: kimi-k2.5, kimi-k2.6, the moonshot-v1 8k/32k/128k text and vision-preview variants, and moonshot-v1-auto. Verified against the live API that each honors json_schema and that litellm.responses() returns schema-valid structured output through the bridge. * chore(moonshot): mark models retired from api.moonshot.ai as deprecated (#29685) Thirteen Moonshot/Kimi models in the cost map no longer resolve on api.moonshot.ai (all return 404). Stamp each with its deprecation_date from platform.kimi.ai/docs/models rather than deleting the entries, so historical cost calculation keeps resolving the names while tooling can surface the retirement. Dates: kimi-thinking-preview 2025-11-11; kimi-latest and its 8k/32k/128k context variants 2026-01-28; the kimi-k2 preview/turbo/thinking series 2026-05-25; the moonshot-v1 -0430 snapshots use their own 2024-04-30 snapshot date (Moonshot publishes no discontinuation date for them). * fix(moonshot): drop temperature for reasoning models (kimi-k2.5/k2.6) (#29687) Kimi reasoning models reject every temperature except 1; a request with temperature=0.2 returns "invalid temperature: only 1 is allowed for this model". litellm only clamped temperature into [0.3, 1], so any value below 1 still 400'd. Drop the temperature param entirely for reasoning models (gated on supports_reasoning, the same signal transform_request already uses) so the model default is used; the non-reasoning moonshot-v1 models keep the existing clamp. Co-authored-by: Sameer Kankute * feat(mcp): add per-server timeout configuration (#29672) * feat(mcp): add per-server timeout configuration * fix(mcp): address timeout field review comments - use is not None guard instead of or for 0.0 edge case - copy timeout in both LiteLLM_MCPServerTable constructions (health check path + _build_mcp_server_table) - add timeout Float? column to all three schema.prisma files - extend round-trip test to cover _build_mcp_server_table direction - add test for zero timeout not treated as falsy * fix(mcp): forward timeout in _build_temporary_mcp_server_record * fix(mcp): return 504 instead of 500 when per-server timeout fires * test(mcp): add 504 timeout regression test; fix black formatting * Add jp. Bedrock cross-region inference profile for claude-opus-4-7 (#28567) * fix(thinking): handle None thinking param in is_thinking_enabled (#28598) Squash-merged by litellm-agent from Terrajlz's PR. * feat(helm): support tpl rendering in podAnnotations (#28609) Squash-merged by litellm-agent from devauxbr's PR. * Forward custom_llm_provider through the Responses API bridge (Fixes #28505) (#28575) * Forward custom_llm_provider through the Responses API bridge (Fixes #28505) When a Chat Completions request to a GPT-5.4+ model contains both `tools` and `reasoning_effort`, `completion()` auto-routes through `responses_api_bridge`. The bridge handler called `litellm.responses()` / `litellm.aresponses()` without forwarding the already-resolved `custom_llm_provider`, so the downstream call re-invoked `get_llm_provider()` with `custom_llm_provider=None` and stripped a second provider prefix from a `provider/provider/model` deployment string. For a deployment configured as `openai/openai/openai/gpt-5.5`, the bridge flow sent `openai/gpt-5.5` to the upstream API instead of the correct `openai/openai/gpt-5.5`. Upstream APIs that enforce model-name allow-lists rejected this as `key_model_access_denied`. Fix: pass the locally-resolved `custom_llm_provider` into both the sync `responses()` and async `aresponses()` calls so the downstream `_resolve_model_provider_for_responses` sees an explicit provider and skips the second prefix-strip. New regression test `tests/test_litellm/completion_extras/test_responses_bridge_provider_propagation.py` pins both call sites: each must forward `custom_llm_provider`. * fix(28505): set custom_llm_provider on request_data instead of as duplicate kwarg Greptile flagged that the previous patch passed custom_llm_provider as an explicit kwarg to responses()/aresponses() while request_data already carried it via the spread of sanitized_litellm_params, which would raise TypeError: got multiple values for keyword argument on every real bridge call. Switches to assigning request_data['custom_llm_provider'] before the call so the resolved provider wins over whatever sanitized_litellm_params spread in, without duplicating the kwarg. Updates the regression test to seed request_data with a sentinel custom_llm_provider so it actually exercises the overwrite path (the previous test mocked transform_request with a minimal dict and never hit the conflict). * chore: trigger shin-agent re-eval on retargeted staging base * chore: trigger shin-agent re-eval against updated Greptile state * Add jp. Bedrock cross-region inference profile for claude-opus-4-7 AWS Bedrock documents jp.anthropic.claude-opus-4-7 alongside the existing us./eu./au./global. profiles for Claude Opus 4.7 (ap-northeast-1 Tokyo / ap-northeast-3 Osaka), but the entry is missing from model_prices_and_context_window.json. Tokyo-region users currently get an "unknown model" error when routing through the JP geo profile. Adds the entry to both the canonical file and the bundled backup, mirroring the recent pattern for sonnet-4-6 (#27831). Pricing matches the other regional profiles (10% premium over base/global). Regression test pins all six documented profiles (base, global, us, eu, au, jp) and asserts pricing parity between jp. and au. variants. Source: https://docs.aws.amazon.com/bedrock/latest/userguide/model-card-anthropic-claude-opus-4-7.html --------- Co-authored-by: Terrajlz Co-authored-by: Bruno Devaux Co-authored-by: Sameer Kankute * feat(soniox): add soniox audio transcription integration (#29508) * feat(openmeter): add OPENMETER_TRUST_REQUEST_USER to prevent forged attribution (#29650) The OpenMeter callback resolves the CloudEvent subject from kwargs["user"] first, then falls back to the key-bound user_api_key_user_id. For multi-tenant proxy deployments, a client can set `"user": "..."` in the request body and cause their usage to be attributed to that arbitrary string — a billing-attribution forgery risk. Adds OPENMETER_TRUST_REQUEST_USER env var (default "true" for backward compatibility). When set to "false", the request-supplied `user` field is ignored and the subject is resolved solely from user_api_key_user_id. Matches the existing env-var-driven config pattern in this file (OPENMETER_API_KEY, OPENMETER_API_ENDPOINT, OPENMETER_EVENT_TYPE). * feat(search): add you_com as a search provider (#28370) * feat(search): add you_com as a search provider Registers You.com Search API as a first-class `search_provider` in the `search_tools` registry, alongside Tavily, Exa, Perplexity, etc. - New adapter: litellm/llms/you_com/search/transformation.py - POSTs to https://ydc-index.io/v1/search - Auth: X-API-Key from YOUCOM_API_KEY (or explicit api_key) - Maps Perplexity unified spec: max_results -> count, search_domain_filter -> include_domains, country -> country - Flattens results.web + results.news into a single SearchResult list; snippet prefers snippets[0], falls back to description; page_age -> date - Registry: SearchProviders.YOU_COM in litellm/types/utils.py and wired into ProviderConfigManager.get_provider_search_config() - Pricing entry: model_prices_and_context_window.json (placeholder $0.0; happy to adjust to maintainers' preferred public number) - Docs: example router config snippet and example proxy yaml updated - Tests: tests/search_tests/test_you_com_search.py - 5 mocked tests (payload shape, domain filter mapping, snippet fallback, news flattening, missing-api-key error) Refs upstream expansion signal: #15942 * review fixups: normalize api_base, lowercase country, scope env-var to test Addresses Greptile inline review comments on #28370: - get_complete_url: strip trailing slashes from api_base *before* the endswith("/v1/search") check, so a custom base like ".../v1/search/" doesn't become ".../v1/search/v1/search". - transform_search_request: .lower() country before sending, matching Tavily's convention so callers using the unified spec form ("US") get consistent behavior across providers. - Tests: replace direct os.environ writes with an autouse monkeypatch fixture so YOUCOM_API_KEY is set per-test and removed afterwards. The missing-key test now uses monkeypatch.delenv. New test asserts the trailing-slash normalization above. Reverts the ARCHITECTURE.md / example yaml edits per the reviewer note that documentation changes belong in the litellm-docs repo. * support keyless free tier (api.you.com/v1/agents/search) as default You.com offers an IP-throttled keyless endpoint that returns the same response shape as the keyed one (~100 queries/day, no signup). This is a significant onboarding lever - mirrors the keyless DuckDuckGo/SearXNG providers already in the search_tools registry. Behavior: - YOUCOM_API_KEY set -> keyed: POST https://ydc-index.io/v1/search (X-API-Key header) - no key -> free: POST https://api.you.com/v1/agents/search (no auth) - YOUCOM_API_BASE override -> honored as-is Tests: - New: test_you_com_search_keyless_free_tier - asserts URL + absence of X-API-Key when no key is configured. - New: test_you_com_search_validate_environment_keyless - asserts the config no longer raises when the key is absent. - Removed: test_you_com_search_raises_without_api_key (the precondition no longer holds). - Existing payload/domain-filter/etc tests still cover keyed mode via the autouse YOUCOM_API_KEY fixture. Verified both endpoints accept POST + return identical JSON shape: results.web[] / results.news[] with title, url, snippets, description, page_age. * register you_com in provider_endpoints_support.json Adding `litellm/llms/you_com/` requires a corresponding entry in provider_endpoints_support.json or the code-quality/check_provider_folders_documented CI check fails. Follows the compact tavily/serper pattern - endpoints: { search: true }. Local run of the check now reports "All 114 provider folders are documented". * move tests under tests/test_litellm/llms/ so CI exercises them The litellm CI workflows scope unit tests to `tests/test_litellm/...` (see test-unit-llm-providers.yml: `tests/test_litellm/llms` path), so tests living under `tests/search_tests/` are never run in CI - which is why codecov reports 0% patch coverage for the new adapter even though the unit tests exist and pass locally. Move test_you_com_search.py into `tests/test_litellm/llms/you_com/` so the test-unit-llm-providers job picks it up. 7/7 tests still pass at the new location. (Sibling search-only providers - tavily, exa_ai, brave, etc. - still live only in `tests/search_tests/` and would benefit from the same move, but that is out of scope for this PR.) * fix(you_com): pin Accept-Encoding: identity to dodge keyless gzip bug The keyless free-tier endpoint (api.you.com/v1/agents/search) advertises Content-Encoding: gzip but returns a body that httpx's decoder rejects with `zlib.error: Error -3 while decompressing data: incorrect header check`, surfacing as litellm.APIConnectionError in user code. curl works because it doesn't request compression by default. Pin Accept-Encoding: identity in validate_environment so the upstream server skips compression entirely. Harmless on the keyed endpoint (ydc-index.io/v1/search) which negotiates content-encoding correctly. The header uses setdefault so a caller-supplied Accept-Encoding still takes precedence. (Server-side bug has been flagged to the You.com team separately - once fixed there, this workaround can be removed.) New unit test: test_you_com_search_pins_identity_accept_encoding. --------- Co-authored-by: Sameer Kankute * docs: fix README typo (#29419) Correct clear spelling mistakes in documentation without changing behavior. Confidence: high Scope-risk: narrow Tested: git diff --check; uvx codespell on changed files Not-tested: Full docs build not run; text-only changes * Fix(langfuse): pass httpx_client to Langfuse in langfuse_prompt_management to respect SSL_VERIFY (#29480) * fix(langfuse): pass ssl_verify to Langfuse httpx client * fix_langfuse_ * add unit tests * addressed comments --------- Co-authored-by: shin-berri Co-authored-by: yuneng-jiang * feat(models): add minimax/MiniMax-M3 to model cost map (#29412) Add MiniMax's new flagship MiniMax-M3 to the native minimax provider: 512K context, 128K max output, native multimodal (supports_vision), reasoning, prompt caching. Pricing (USD/M tokens): input 0.6 / output 2.4 / cache read 0.12. M3 has no active prompt-cache-write tier, so cache_creation_input_token_cost is omitted. Updated both the root model_prices_and_context_window.json (remote source) and the bundled litellm/model_prices_and_context_window_backup.json (local fallback), keeping them in sync. * fix(logging): handle ResponseCompletedEvent in anthropic_messages streaming spend log (#29394) * fix(logging): handle ResponseCompletedEvent in anthropic_messages streaming spend log * fix(logging): extend terminal event handling to ResponseIncompleteEvent and ResponseFailedEvent; fix return type annotation * feat(provider): Add Neosantara provider as OpenAI Compatible (#29646) * Add Neosantara provider * Register Neosantara provider enum * Address Neosantara provider review feedback * Add Neosantara packaged endpoint support --------- Co-authored-by: shin-berri Co-authored-by: yuneng-jiang * fix: address greptile and veria review feedback - langfuse: guard httpx_client injection behind version check (>= 2.7.3) - soniox: propagate audio_transcription_duration in _hidden_params for spend tracking - soniox: give SONIOX_API_BASE env var priority over caller-supplied api_base - mcp: replace CancelledError catch with asyncio.wait_for + TimeoutError * chore(mcp): add migration for per-server timeout column * fix(test): add tool_use_system_prompt_tokens to model prices schema validator * fix: mcp timeout test uses real asyncio.wait_for timeout; you_com get_complete_url respects resolved api_key * fix: forward resolved api_key into you_com endpoint selection and apply timeout to soniox polling GETs The search flow resolves api_key in validate_environment but never passed it into get_complete_url, so a programmatic api_key (with no YOUCOM_API_KEY in the env) set the X-API-Key header yet still selected the keyless free-tier endpoint. Forward api_key through both the search entrypoint and the http handler so the keyed endpoint is chosen. HTTPHandler.get/AsyncHTTPHandler.get had no timeout parameter, so the Soniox poll and transcript-fetch GETs silently used the client global default instead of the caller timeout. Add a per-request timeout to get() and forward the configured timeout from the Soniox handler. * fix(soniox): price stt-async-v4 per second so transcriptions are billed The handler stores audio_transcription_duration in _hidden_params, but the model carried only token cost fields and the response has no token usage, so the transcription cost path fell through to cost_per_second and returned $0. An authenticated caller could transcribe Soniox audio without decrementing their budget. Switch the entry to output_cost_per_second at Soniox's published $0.10/hour async rate so the stored duration produces a real charge. * fix(langfuse): use a dedicated httpx client for the SDK injection The httpx_client handed to the Langfuse SDK came from _get_httpx_client(), which returns LiteLLM's globally cached HTTPHandler. If Langfuse closed that client on teardown it would invalidate the shared client used by every other LiteLLM HTTP call. Build a dedicated httpx.Client instead, still resolving SSL verification and client certificate from LiteLLM's configuration. * fix(soniox): prefer caller-supplied api_base over SONIOX_API_BASE env var * fix(cohere): support max_completion_tokens on cohere v2 chat (default route) (#29779) * fix(cohere): support max_completion_tokens on cohere v2 chat The default cohere_chat route resolves to CohereV2ChatConfig, which did not list or map max_completion_tokens, so get_optional_params raised UnsupportedParamsError for the standard OpenAI parameter (the modern replacement for the deprecated max_tokens). The v1 config already maps it to cohere's max_tokens; mirror that in v2 and add v2 regression tests. * fix(cohere): make max_completion_tokens take precedence over max_tokens on v2 When both max_tokens and max_completion_tokens are supplied, prefer max_completion_tokens explicitly rather than relying on dict iteration order, and cover both orderings with a regression test. --------- Co-authored-by: Daniel Yudelevich <4537920+yudelevi@users.noreply.github.com> Co-authored-by: hectorc98 Co-authored-by: Filippo Menghi <113345637+Cyberfilo@users.noreply.github.com> Co-authored-by: Terrajlz Co-authored-by: Bruno Devaux Co-authored-by: Dan Lemon Co-authored-by: Saswat Co-authored-by: Brian Sparker Co-authored-by: Zhao73 <156770117+Zhao73@users.noreply.github.com> Co-authored-by: Urain Ahmad Shah <60431964+urainshah@users.noreply.github.com> Co-authored-by: shin-berri Co-authored-by: yuneng-jiang Co-authored-by: kape <168134658+kapelame@users.noreply.github.com> Co-authored-by: danisalvaa <159898202+danisalvaa@users.noreply.github.com> Co-authored-by: Just R Co-authored-by: mateo-berri <277851410+mateo-berri@users.noreply.github.com> Co-authored-by: abhay23-AI --- README.md | 2 +- .../migration.sql | 3 + .../litellm_proxy_extras/schema.prisma | 1 + litellm/__init__.py | 5 + litellm/_lazy_imports_registry.py | 5 + litellm/experimental_mcp_client/client.py | 4 +- .../langfuse/langfuse_prompt_management.py | 12 + litellm/integrations/openmeter.py | 10 +- .../websearch_interception/ARCHITECTURE.md | 3 + .../get_llm_provider_logic.py | 5 + .../get_supported_openai_params.py | 5 + litellm/litellm_core_utils/litellm_logging.py | 13 +- litellm/llms/cohere/chat/v2_transformation.py | 8 +- litellm/llms/custom_httpx/http_handler.py | 9 +- litellm/llms/custom_httpx/llm_http_handler.py | 2 + litellm/llms/moonshot/chat/transformation.py | 10 +- litellm/llms/openai_like/providers.json | 9 + litellm/llms/soniox/__init__.py | 1 + .../soniox/audio_transcription/__init__.py | 1 + .../soniox/audio_transcription/handler.py | 802 ++++++++++++ .../audio_transcription/transformation.py | 281 +++++ litellm/llms/soniox/common_utils.py | 274 ++++ litellm/llms/you_com/__init__.py | 0 litellm/llms/you_com/search/__init__.py | 7 + litellm/llms/you_com/search/transformation.py | 193 +++ litellm/main.py | 31 +- ...odel_prices_and_context_window_backup.json | 112 +- .../provider_endpoints_support_backup.json | 17 + .../mcp_server/mcp_server_manager.py | 28 +- litellm/proxy/_types.py | 3 + .../websearch_interception_config.yaml | 4 + .../mcp_management_endpoints.py | 1 + .../provider_create_fields.json | 18 + litellm/proxy/schema.prisma | 1 + litellm/search/main.py | 1 + .../types/mcp_server/mcp_server_manager.py | 1 + litellm/types/utils.py | 3 + litellm/utils.py | 8 + model_prices_and_context_window.json | 114 +- provider_endpoints_support.json | 37 + schema.prisma | 1 + .../test_langfuse_prompt_management.py | 43 +- .../integrations/test_openmeter.py | 70 ++ .../test_litellm_logging.py | 41 + .../cohere/chat/test_cohere_transformation.py | 68 + .../llms/custom_httpx/test_http_handler.py | 53 + .../test_moonshot_chat_transformation.py | 95 +- .../llms/neosantara/test_neosantara.py | 100 ++ tests/test_litellm/llms/soniox/__init__.py | 1 + .../soniox/audio_transcription/__init__.py | 1 + ...test_soniox_audio_transcription_handler.py | 1099 +++++++++++++++++ ...niox_audio_transcription_transformation.py | 495 ++++++++ .../test_soniox_provider_registration.py | 42 + tests/test_litellm/llms/you_com/__init__.py | 0 .../llms/you_com/test_you_com_search.py | 384 ++++++ .../mcp_server/test_mcp_server_manager.py | 137 +- .../public/assets/logos/soniox.svg | 1 + .../src/components/provider_info_helpers.tsx | 3 + 58 files changed, 4615 insertions(+), 63 deletions(-) create mode 100644 litellm-proxy-extras/litellm_proxy_extras/migrations/20260605182307_add_timeout_to_mcp_server_table/migration.sql create mode 100644 litellm/llms/soniox/__init__.py create mode 100644 litellm/llms/soniox/audio_transcription/__init__.py create mode 100644 litellm/llms/soniox/audio_transcription/handler.py create mode 100644 litellm/llms/soniox/audio_transcription/transformation.py create mode 100644 litellm/llms/soniox/common_utils.py create mode 100644 litellm/llms/you_com/__init__.py create mode 100644 litellm/llms/you_com/search/__init__.py create mode 100644 litellm/llms/you_com/search/transformation.py create mode 100644 tests/test_litellm/llms/neosantara/test_neosantara.py create mode 100644 tests/test_litellm/llms/soniox/__init__.py create mode 100644 tests/test_litellm/llms/soniox/audio_transcription/__init__.py create mode 100644 tests/test_litellm/llms/soniox/audio_transcription/test_soniox_audio_transcription_handler.py create mode 100644 tests/test_litellm/llms/soniox/audio_transcription/test_soniox_audio_transcription_transformation.py create mode 100644 tests/test_litellm/llms/soniox/test_soniox_provider_registration.py create mode 100644 tests/test_litellm/llms/you_com/__init__.py create mode 100644 tests/test_litellm/llms/you_com/test_you_com_search.py create mode 100644 ui/litellm-dashboard/public/assets/logos/soniox.svg diff --git a/README.md b/README.md index 9924aeb5829..d600f3952c6 100644 --- a/README.md +++ b/README.md @@ -407,7 +407,7 @@ Support for more providers. Missing a provider or LLM Platform, raise a [feature ### Run in Developer Mode #### Services 1. Setup .env file in root -2. Run dependant services `docker-compose up db prometheus` +2. Run dependent services `docker-compose up db prometheus` #### Backend 1. (In root) create virtual environment `python -m venv .venv` diff --git a/litellm-proxy-extras/litellm_proxy_extras/migrations/20260605182307_add_timeout_to_mcp_server_table/migration.sql b/litellm-proxy-extras/litellm_proxy_extras/migrations/20260605182307_add_timeout_to_mcp_server_table/migration.sql new file mode 100644 index 00000000000..845ad017cbf --- /dev/null +++ b/litellm-proxy-extras/litellm_proxy_extras/migrations/20260605182307_add_timeout_to_mcp_server_table/migration.sql @@ -0,0 +1,3 @@ +-- AlterTable +ALTER TABLE "LiteLLM_MCPServerTable" ADD COLUMN "timeout" DOUBLE PRECISION; + diff --git a/litellm-proxy-extras/litellm_proxy_extras/schema.prisma b/litellm-proxy-extras/litellm_proxy_extras/schema.prisma index 6715f80464d..b51da83a632 100644 --- a/litellm-proxy-extras/litellm_proxy_extras/schema.prisma +++ b/litellm-proxy-extras/litellm_proxy_extras/schema.prisma @@ -331,6 +331,7 @@ model LiteLLM_MCPServerTable { byok_description String[] @default([]) byok_api_key_help_url String? source_url String? + timeout Float? // BYOM submission lifecycle approval_status String? @default("active") submitted_by String? diff --git a/litellm/__init__.py b/litellm/__init__.py index e49f4a4699d..8139cf8d6b5 100644 --- a/litellm/__init__.py +++ b/litellm/__init__.py @@ -612,6 +612,7 @@ cerebras_models: Set = set() galadriel_models: Set = set() nvidia_nim_models: Set = set() nvidia_riva_models: Set = set() +soniox_models: Set = set() sambanova_models: Set = set() sambanova_embedding_models: Set = set() novita_models: Set = set() @@ -844,6 +845,8 @@ def add_known_models(model_cost_map: Optional[Dict] = None): nvidia_nim_models.add(key) elif value.get("litellm_provider") == "nvidia_riva": nvidia_riva_models.add(key) + elif value.get("litellm_provider") == "soniox": + soniox_models.add(key) elif value.get("litellm_provider") == "sambanova": sambanova_models.add(key) elif value.get("litellm_provider") == "sambanova-embedding-models": @@ -1009,6 +1012,7 @@ model_list = list( | galadriel_models | nvidia_nim_models | nvidia_riva_models + | soniox_models | sambanova_models | azure_text_models | novita_models @@ -1109,6 +1113,7 @@ models_by_provider: dict = { "galadriel": galadriel_models, "nvidia_nim": nvidia_nim_models, "nvidia_riva": nvidia_riva_models, + "soniox": soniox_models, "sambanova": sambanova_models | sambanova_embedding_models, "novita": novita_models, "nebius": nebius_models | nebius_embedding_models, diff --git a/litellm/_lazy_imports_registry.py b/litellm/_lazy_imports_registry.py index 5df8db7317d..bace54ffad1 100644 --- a/litellm/_lazy_imports_registry.py +++ b/litellm/_lazy_imports_registry.py @@ -321,6 +321,7 @@ LLM_CONFIG_NAMES = ( "LemonadeChatConfig", "SnowflakeEmbeddingConfig", "AmazonNovaChatConfig", + "SonioxAudioTranscriptionConfig", ) # Types that support lazy loading via _lazy_import_types @@ -1195,6 +1196,10 @@ _LLM_CONFIGS_IMPORT_MAP = { ".llms.amazon_nova.chat.transformation", "AmazonNovaChatConfig", ), + "SonioxAudioTranscriptionConfig": ( + ".llms.soniox.audio_transcription.transformation", + "SonioxAudioTranscriptionConfig", + ), } # Import map for utils module lazy imports diff --git a/litellm/experimental_mcp_client/client.py b/litellm/experimental_mcp_client/client.py index 0bc81ece5f0..aed00c060ca 100644 --- a/litellm/experimental_mcp_client/client.py +++ b/litellm/experimental_mcp_client/client.py @@ -556,7 +556,9 @@ class MCPClient: ) return tool_result except asyncio.CancelledError: - verbose_logger.warning("MCP client tool call was cancelled") + verbose_logger.warning( + f"MCP client tool call timed out after {self.timeout}s for {self.server_url}" + ) raise except Exception as e: import traceback diff --git a/litellm/integrations/langfuse/langfuse_prompt_management.py b/litellm/integrations/langfuse/langfuse_prompt_management.py index b7a565512c6..cae59295634 100644 --- a/litellm/integrations/langfuse/langfuse_prompt_management.py +++ b/litellm/integrations/langfuse/langfuse_prompt_management.py @@ -102,6 +102,18 @@ def langfuse_client_init( if Version(langfuse.version.__version__) >= Version("2.6.0"): parameters["sdk_integration"] = "litellm" + if Version(langfuse.version.__version__) >= Version("2.7.3"): + import httpx + + import litellm + + from ...llms.custom_httpx.http_handler import get_ssl_configuration + + parameters["httpx_client"] = httpx.Client( + verify=get_ssl_configuration(), + cert=os.getenv("SSL_CERTIFICATE", litellm.ssl_certificate), + ) + client = Langfuse(**parameters) return client diff --git a/litellm/integrations/openmeter.py b/litellm/integrations/openmeter.py index 5a8ab4bcc9f..b234ab11ddb 100644 --- a/litellm/integrations/openmeter.py +++ b/litellm/integrations/openmeter.py @@ -65,7 +65,15 @@ class OpenMeterLogger(CustomLogger): "total_tokens": response_obj["usage"].get("total_tokens"), } - user_param = kwargs.get("user", None) # end-user passed in via 'user' param + # OPENMETER_TRUST_REQUEST_USER (default "true"): when set to "false", + # the request-supplied `user` field is ignored and the subject is + # resolved solely from the key-bound user_api_key_user_id. Proxies + # serving multi-tenant traffic enable this to prevent clients from + # forging attribution by setting `user` in the request body. + trust_request_user = ( + os.getenv("OPENMETER_TRUST_REQUEST_USER", "true").lower() != "false" + ) + user_param = kwargs.get("user", None) if trust_request_user else None # If no user provided directly, try to get it from token user_id if user_param is None: diff --git a/litellm/integrations/websearch_interception/ARCHITECTURE.md b/litellm/integrations/websearch_interception/ARCHITECTURE.md index 3aa0a1558d7..ce7f01c5a2a 100644 --- a/litellm/integrations/websearch_interception/ARCHITECTURE.md +++ b/litellm/integrations/websearch_interception/ARCHITECTURE.md @@ -244,6 +244,9 @@ search_tools: - search_tool_name: "my-tavily-tool" litellm_params: search_provider: "tavily" + - search_tool_name: "my-you-com-tool" + litellm_params: + search_provider: "you_com" ``` --- diff --git a/litellm/litellm_core_utils/get_llm_provider_logic.py b/litellm/litellm_core_utils/get_llm_provider_logic.py index a71000f00f8..de65ed93312 100644 --- a/litellm/litellm_core_utils/get_llm_provider_logic.py +++ b/litellm/litellm_core_utils/get_llm_provider_logic.py @@ -659,6 +659,11 @@ def _get_openai_compatible_provider_info( # noqa: PLR0915 or get_secret_str("NVIDIA_RIVA_API_KEY") or get_secret_str("NVIDIA_NIM_API_KEY") ) + elif custom_llm_provider == "soniox": + api_base = ( + api_base or get_secret_str("SONIOX_API_BASE") or "https://api.soniox.com" + ) + dynamic_api_key = api_key or get_secret_str("SONIOX_API_KEY") elif custom_llm_provider == "cerebras": api_base = ( api_base or get_secret("CEREBRAS_API_BASE") or "https://api.cerebras.ai/v1" diff --git a/litellm/litellm_core_utils/get_supported_openai_params.py b/litellm/litellm_core_utils/get_supported_openai_params.py index 7c4f9941523..23b51faafc7 100644 --- a/litellm/litellm_core_utils/get_supported_openai_params.py +++ b/litellm/litellm_core_utils/get_supported_openai_params.py @@ -341,6 +341,11 @@ def get_supported_openai_params( # noqa: PLR0915 return ElevenLabsAudioTranscriptionConfig().get_supported_openai_params( model=model ) + elif custom_llm_provider == "soniox": + if request_type == "transcription": + return litellm.SonioxAudioTranscriptionConfig().get_supported_openai_params( + model=model + ) elif custom_llm_provider in litellm._custom_providers: if request_type == "chat_completion": provider_config = litellm.ProviderConfigManager.get_provider_chat_config( diff --git a/litellm/litellm_core_utils/litellm_logging.py b/litellm/litellm_core_utils/litellm_logging.py index abc22713be4..f20b66790c4 100644 --- a/litellm/litellm_core_utils/litellm_logging.py +++ b/litellm/litellm_core_utils/litellm_logging.py @@ -3503,7 +3503,9 @@ class Logging(LiteLLMLoggingBaseClass): else: return None - def _handle_anthropic_messages_response_logging(self, result: Any) -> ModelResponse: + def _handle_anthropic_messages_response_logging( + self, result: Any + ) -> Union[ModelResponse, ResponsesAPIResponse]: """ Handles logging for Anthropic messages responses. @@ -3522,6 +3524,15 @@ class Logging(LiteLLMLoggingBaseClass): return result elif isinstance(result, ModelResponse): return result + elif isinstance( + result, + (ResponseCompletedEvent, ResponseIncompleteEvent, ResponseFailedEvent), + ): + # anthropic_messages() can route to OpenAI Responses API; in that path + # the assembled streaming result is one of these terminal events rather than + # a ModelResponse. Return the inner response so downstream handlers + # (_transform_usage_objects, normalize_logging_result) can process it. + return result.response httpx_response = self.model_call_details.get("httpx_response", None) if httpx_response and isinstance(httpx_response, httpx.Response): diff --git a/litellm/llms/cohere/chat/v2_transformation.py b/litellm/llms/cohere/chat/v2_transformation.py index 190491adfc7..9aa8c114907 100644 --- a/litellm/llms/cohere/chat/v2_transformation.py +++ b/litellm/llms/cohere/chat/v2_transformation.py @@ -120,6 +120,7 @@ class CohereV2ChatConfig(OpenAIGPTConfig): "stream", "temperature", "max_tokens", + "max_completion_tokens", "top_p", "frequency_penalty", "presence_penalty", @@ -143,7 +144,12 @@ class CohereV2ChatConfig(OpenAIGPTConfig): optional_params["stream"] = value if param == "temperature": optional_params["temperature"] = value - if param == "max_tokens": + if ( + param == "max_tokens" + and "max_completion_tokens" not in non_default_params + ): + optional_params["max_tokens"] = value + if param == "max_completion_tokens": optional_params["max_tokens"] = value if param == "n": optional_params["num_generations"] = value diff --git a/litellm/llms/custom_httpx/http_handler.py b/litellm/llms/custom_httpx/http_handler.py index e11d8532dbf..01c94476431 100644 --- a/litellm/llms/custom_httpx/http_handler.py +++ b/litellm/llms/custom_httpx/http_handler.py @@ -589,6 +589,7 @@ class AsyncHTTPHandler: params: Optional[dict] = None, headers: Optional[dict] = None, follow_redirects: Optional[bool] = None, + timeout: Optional[Union[float, httpx.Timeout]] = None, ): # Set follow_redirects to UseClientDefault if None _follow_redirects = ( @@ -599,7 +600,11 @@ class AsyncHTTPHandler: params.update(HTTPHandler.extract_query_params(url)) response = await self.client.get( - url, params=params, headers=headers, follow_redirects=_follow_redirects # type: ignore + url, + params=params, + headers=headers, # type: ignore + follow_redirects=_follow_redirects, # type: ignore + timeout=timeout if timeout is not None else USE_CLIENT_DEFAULT, ) return response @@ -1115,6 +1120,7 @@ class HTTPHandler: params: Optional[dict] = None, headers: Optional[dict] = None, follow_redirects: Optional[bool] = None, + timeout: Optional[Union[float, httpx.Timeout]] = None, ): # Set follow_redirects to UseClientDefault if None _follow_redirects = ( @@ -1128,6 +1134,7 @@ class HTTPHandler: params=params, headers=headers, follow_redirects=_follow_redirects, + timeout=timeout if timeout is not None else USE_CLIENT_DEFAULT, ) return response diff --git a/litellm/llms/custom_httpx/llm_http_handler.py b/litellm/llms/custom_httpx/llm_http_handler.py index eedab7fc36c..31c772510ba 100644 --- a/litellm/llms/custom_httpx/llm_http_handler.py +++ b/litellm/llms/custom_httpx/llm_http_handler.py @@ -1751,6 +1751,7 @@ class BaseLLMHTTPHandler: api_base=api_base, optional_params=optional_params, data=data, + api_key=api_key, ) ## LOGGING @@ -1833,6 +1834,7 @@ class BaseLLMHTTPHandler: api_base=api_base, optional_params=optional_params, data=data, + api_key=api_key, ) ## LOGGING diff --git a/litellm/llms/moonshot/chat/transformation.py b/litellm/llms/moonshot/chat/transformation.py index 4eb00fd81d6..da8687bce72 100644 --- a/litellm/llms/moonshot/chat/transformation.py +++ b/litellm/llms/moonshot/chat/transformation.py @@ -134,11 +134,15 @@ class MoonshotChatConfig(OpenAIGPTConfig): ########################################## # temperature limitations - # 1. `temperature` on KIMI API is [0, 1] but OpenAI is [0, 2] - # 2. If temperature < 0.3 and n > 1, KIMI will raise an exception. + # 1. reasoning models (kimi-k2.5, kimi-k2.6, ...) reject every temperature + # except 1, so the param is dropped and the model's default is used + # 2. `temperature` on KIMI API is [0, 1] but OpenAI is [0, 2] + # 3. If temperature < 0.3 and n > 1, KIMI will raise an exception. # If we enter this condition, we set the temperature to 0.3 as suggested by Moonshot AI ########################################## - if "temperature" in optional_params: + if supports_reasoning(model=model, custom_llm_provider="moonshot"): + optional_params.pop("temperature", None) + elif "temperature" in optional_params: if optional_params["temperature"] > 1: optional_params["temperature"] = 1 if optional_params["temperature"] < 0.3 and optional_params.get("n", 1) > 1: diff --git a/litellm/llms/openai_like/providers.json b/litellm/llms/openai_like/providers.json index c9257677fd1..49b3801c82f 100644 --- a/litellm/llms/openai_like/providers.json +++ b/litellm/llms/openai_like/providers.json @@ -115,6 +115,15 @@ "max_completion_tokens": "max_tokens" } }, + "neosantara": { + "base_url": "https://api.neosantara.xyz/v1", + "api_key_env": "NEOSANTARA_API_KEY", + "api_base_env": "NEOSANTARA_API_BASE", + "param_mappings": { + "max_completion_tokens": "max_tokens" + }, + "supported_endpoints": ["/v1/chat/completions", "/v1/responses"] + }, "tensormesh": { "base_url": "https://serverless.tensormesh.ai/v1", "api_key_env": "TENSORMESH_INFERENCE_API_KEY", diff --git a/litellm/llms/soniox/__init__.py b/litellm/llms/soniox/__init__.py new file mode 100644 index 00000000000..778211a2a53 --- /dev/null +++ b/litellm/llms/soniox/__init__.py @@ -0,0 +1 @@ +"""Soniox LLM provider implementation.""" diff --git a/litellm/llms/soniox/audio_transcription/__init__.py b/litellm/llms/soniox/audio_transcription/__init__.py new file mode 100644 index 00000000000..3da6032ce65 --- /dev/null +++ b/litellm/llms/soniox/audio_transcription/__init__.py @@ -0,0 +1 @@ +"""Soniox audio transcription implementation.""" diff --git a/litellm/llms/soniox/audio_transcription/handler.py b/litellm/llms/soniox/audio_transcription/handler.py new file mode 100644 index 00000000000..d4774fea460 --- /dev/null +++ b/litellm/llms/soniox/audio_transcription/handler.py @@ -0,0 +1,802 @@ +""" +Handler for Soniox async speech-to-text transcription. + +Soniox's async transcription API requires multiple HTTP calls: + 1. (optional) POST /v1/files — upload a local audio file + 2. POST /v1/transcriptions — create a transcription job + 3. GET /v1/transcriptions/{id} — poll until status == "completed" + 4. GET /v1/transcriptions/{id}/transcript — fetch the transcript + 5. (optional) DELETE /v1/transcriptions/{id} — cleanup + 6. (optional) DELETE /v1/files/{id} — cleanup + +Because this does not fit the single-request shape of +`base_llm_http_handler.audio_transcriptions`, the dispatch in +`litellm.main.transcription()` routes Soniox requests directly to this +handler (analogous to the OpenAI / Azure transcription handlers). +""" + +import asyncio +import math +import time +from typing import ( + TYPE_CHECKING, + Any, + Coroutine, + Dict, + List, + Optional, + Tuple, + Union, +) + +import httpx + +from litellm.litellm_core_utils.audio_utils.utils import ( + get_audio_file_name, + process_audio_file, +) +from litellm.llms.custom_httpx.http_handler import ( + AsyncHTTPHandler, + HTTPHandler, + _get_httpx_client, + get_async_httpx_client, +) +from litellm.llms.soniox.audio_transcription.transformation import ( + SonioxAudioTranscriptionConfig, +) +from litellm.llms.soniox.common_utils import ( + SONIOX_DEFAULT_CLEANUP, + SONIOX_DEFAULT_MAX_POLL_ATTEMPTS, + SONIOX_DEFAULT_POLL_INTERVAL, + SONIOX_MAX_POLL_ATTEMPTS, + SONIOX_MAX_POLL_INTERVAL, + SONIOX_MIN_POLL_INTERVAL, + SONIOX_SECRET_FIELDS, + SonioxException, + get_soniox_api_base, +) +from litellm.types.utils import FileTypes, TranscriptionResponse + +if TYPE_CHECKING: + from litellm.litellm_core_utils.litellm_logging import ( + Logging as LiteLLMLoggingObj, + ) +else: + LiteLLMLoggingObj = Any + + +class SonioxAudioTranscriptionHandler: + """Orchestrates the Soniox async transcription flow.""" + + # ------------------------------------------------------------------ + # Public entry points + # ------------------------------------------------------------------ + + def audio_transcriptions( + self, + model: str, + audio_file: Optional[FileTypes], + optional_params: dict, + litellm_params: dict, + model_response: TranscriptionResponse, + timeout: float, + max_retries: int, + logging_obj: LiteLLMLoggingObj, + api_key: Optional[str], + api_base: Optional[str], + client: Optional[Union[HTTPHandler, AsyncHTTPHandler]] = None, + atranscription: bool = False, + headers: Optional[Dict[str, Any]] = None, + provider_config: Optional[SonioxAudioTranscriptionConfig] = None, + ) -> Union[TranscriptionResponse, Coroutine[Any, Any, TranscriptionResponse]]: + """Sync/async dispatch for Soniox transcription requests. + + Note: ``max_retries`` is accepted for signature compatibility with + ``litellm.transcription`` but is **not yet implemented** for the Soniox + async pipeline. Transient HTTP failures during upload, create, poll, + or fetch will surface immediately. Wrap calls with the standard + ``litellm.Router`` / ``num_retries`` mechanism for retry behaviour. + """ + config = provider_config or SonioxAudioTranscriptionConfig() + + if atranscription is True: + return self._async_audio_transcriptions( + model=model, + audio_file=audio_file, + optional_params=optional_params, + litellm_params=litellm_params, + model_response=model_response, + timeout=timeout, + logging_obj=logging_obj, + api_key=api_key, + api_base=api_base, + client=client if isinstance(client, AsyncHTTPHandler) else None, + headers=headers or {}, + provider_config=config, + ) + + return self._sync_audio_transcriptions( + model=model, + audio_file=audio_file, + optional_params=optional_params, + litellm_params=litellm_params, + model_response=model_response, + timeout=timeout, + logging_obj=logging_obj, + api_key=api_key, + api_base=api_base, + client=client if isinstance(client, HTTPHandler) else None, + headers=headers or {}, + provider_config=config, + ) + + # ------------------------------------------------------------------ + # Helpers shared between sync and async paths + # ------------------------------------------------------------------ + + def _prepare( + self, + audio_file: Optional[FileTypes], + optional_params: dict, + litellm_params: dict, + api_key: Optional[str], + api_base: Optional[str], + provider_config: SonioxAudioTranscriptionConfig, + headers: Dict[str, Any], + ) -> Tuple[ + Dict[str, str], # auth headers + str, # api_base (no trailing slash) + Dict[str, Any], # body for POST /v1/transcriptions (without file_id/audio_url) + Dict[str, Any], # handler-only options (poll interval, cleanup, ...) + ]: + # Validate env -> auth headers. + auth_headers = provider_config.validate_environment( + headers=headers, + model="", # unused + messages=[], + optional_params=optional_params, + litellm_params=litellm_params, + api_key=api_key, + api_base=api_base, + ) + + base_url = get_soniox_api_base(api_base) + + # Operate on a local copy so we don't mutate the caller's dict + # (the caller may reuse `optional_params` for retries or logging). + params = dict(optional_params) + + # Pull handler-only kwargs out of params so they aren't sent + # to Soniox. + poll_interval = float( + params.pop("soniox_polling_interval", SONIOX_DEFAULT_POLL_INTERVAL) + ) + try: + max_attempts = int( + params.pop( + "soniox_max_polling_attempts", SONIOX_DEFAULT_MAX_POLL_ATTEMPTS + ) + ) + except (ValueError, OverflowError): + max_attempts = SONIOX_DEFAULT_MAX_POLL_ATTEMPTS + cleanup_raw = params.pop("soniox_cleanup", SONIOX_DEFAULT_CLEANUP) + if cleanup_raw is None: + cleanup: List[str] = [] + elif isinstance(cleanup_raw, str): + cleanup = [cleanup_raw] + else: + cleanup = list(cleanup_raw) + filename_override = params.pop("filename", None) + + # Server-side clamps. Caller-supplied poll settings (from request kwargs) + # are bounded so an authenticated caller cannot force a worker into a + # tight poll loop (zero interval) or pin it indefinitely (huge attempt + # count). Total polling time is bounded by + # SONIOX_MAX_POLL_ATTEMPTS * SONIOX_MAX_POLL_INTERVAL. + if not math.isfinite(poll_interval): + poll_interval = SONIOX_DEFAULT_POLL_INTERVAL + clamped_poll_interval = max( + SONIOX_MIN_POLL_INTERVAL, min(poll_interval, SONIOX_MAX_POLL_INTERVAL) + ) + clamped_max_attempts = max(1, min(max_attempts, SONIOX_MAX_POLL_ATTEMPTS)) + + handler_opts: Dict[str, Any] = { + "poll_interval": clamped_poll_interval, + "max_attempts": clamped_max_attempts, + "cleanup": cleanup, + "filename_override": filename_override, + "audio_url": params.pop("audio_url", None), + "file_id": params.pop("file_id", None), + } + + # Soniox does not accept `language` directly; map_openai_params should + # already have translated it, but drop any leftover to be safe. + params.pop("language", None) + + # response_format is handled by LiteLLM post-processing, not Soniox. + handler_opts["response_format"] = params.pop("response_format", None) + + return auth_headers, base_url, params, handler_opts + + def _build_create_body( + self, + model: str, + optional_params: dict, + handler_opts: Dict[str, Any], + file_id: Optional[str], + ) -> Dict[str, Any]: + body: Dict[str, Any] = {"model": model} + # Soniox-native passthrough fields + for key, value in optional_params.items(): + if value is None: + continue + body[key] = value + + if handler_opts.get("audio_url"): + body["audio_url"] = handler_opts["audio_url"] + if file_id: + body["file_id"] = file_id + + return body + + @staticmethod + def _redact_body_for_logging(body: Dict[str, Any]) -> Dict[str, Any]: + """Return a shallow copy of ``body`` with secret fields redacted. + + Soniox's create-transcription body can include + ``webhook_auth_header_value`` (a shared secret used to authenticate + webhook callbacks). Forwarding that value to logging callbacks would + let anyone with read access to those sinks forge webhook requests, so + we replace any value of a known secret-bearing field with the literal + ``"[REDACTED]"`` before logging. Non-secret fields are passed through + unchanged. + """ + if not body: + return body + redacted = dict(body) + for field in SONIOX_SECRET_FIELDS: + if field in redacted and redacted[field] is not None: + redacted[field] = "[REDACTED]" + return redacted + + @staticmethod + def _safe_log_pre_call( + logging_obj: LiteLLMLoggingObj, + api_key: Optional[str], + api_base: str, + body: Dict[str, Any], + ) -> None: + try: + logging_obj.pre_call( + input=None, + api_key=api_key, + additional_args={ + "api_base": f"{api_base}/v1/transcriptions", + "atranscription": True, + "complete_input_dict": SonioxAudioTranscriptionHandler._redact_body_for_logging( + body + ), + }, + ) + except Exception: + # Logging hooks are best-effort: a misbehaving callback or third-party + # observability integration must never break a real Soniox call. + pass + + @staticmethod + def _safe_log_post_call( + logging_obj: LiteLLMLoggingObj, + audio_file: Optional[FileTypes], + api_key: Optional[str], + body: Dict[str, Any], + original_response: Any, + ) -> None: + try: + logging_obj.post_call( + input=get_audio_file_name(audio_file) if audio_file else None, + api_key=api_key, + additional_args={ + "complete_input_dict": SonioxAudioTranscriptionHandler._redact_body_for_logging( + body + ) + }, + original_response=original_response, + ) + except Exception: + # Logging hooks are best-effort: a misbehaving callback or third-party + # observability integration must never break a real Soniox call. + pass + + @staticmethod + def _raise_for_response( + response: httpx.Response, + provider_config: SonioxAudioTranscriptionConfig, + action: str, + ) -> None: + if response.status_code >= 400: + try: + payload = response.json() + message = ( + payload.get("error_message") + or payload.get("error") + or response.text + ) + except Exception: + message = response.text + raise provider_config.get_error_class( + error_message=f"Soniox {action} failed (HTTP {response.status_code}): {message}", + status_code=response.status_code, + headers=response.headers, + ) + + # ------------------------------------------------------------------ + # Sync flow + # ------------------------------------------------------------------ + + def _sync_audio_transcriptions( + self, + model: str, + audio_file: Optional[FileTypes], + optional_params: dict, + litellm_params: dict, + model_response: TranscriptionResponse, + timeout: float, + logging_obj: LiteLLMLoggingObj, + api_key: Optional[str], + api_base: Optional[str], + client: Optional[HTTPHandler], + headers: Dict[str, Any], + provider_config: SonioxAudioTranscriptionConfig, + ) -> TranscriptionResponse: + auth_headers, base_url, opt_params, handler_opts = self._prepare( + audio_file=audio_file, + optional_params=optional_params, + litellm_params=litellm_params, + api_key=api_key, + api_base=api_base, + provider_config=provider_config, + headers=headers, + ) + + http_client = ( + client + if isinstance(client, HTTPHandler) + else ( + _get_httpx_client( + params={"ssl_verify": litellm_params.get("ssl_verify", None)}, + ) + ) + ) + + file_id = handler_opts.get("file_id") + uploaded_file_id: Optional[str] = None + transcription_id: Optional[str] = None + + try: + if not file_id and not handler_opts.get("audio_url"): + if audio_file is None: + raise SonioxException( + message=( + "Soniox transcription requires one of: a file argument, " + "an `audio_url` kwarg, or a `file_id` kwarg." + ), + status_code=400, + headers=None, + ) + uploaded_file_id = self._sync_upload_file( + http_client=http_client, + base_url=base_url, + auth_headers=auth_headers, + audio_file=audio_file, + filename_override=handler_opts.get("filename_override"), + timeout=timeout, + provider_config=provider_config, + ) + file_id = uploaded_file_id + + body = self._build_create_body(model, opt_params, handler_opts, file_id) + self._safe_log_pre_call(logging_obj, api_key, base_url, body) + + create_resp = http_client.post( + url=f"{base_url}/v1/transcriptions", + headers=auth_headers, + json=body, + timeout=timeout, + ) + self._raise_for_response( + create_resp, provider_config, "create transcription" + ) + transcription_id = create_resp.json()["id"] + + transcription_meta = self._sync_poll_until_completed( + http_client=http_client, + base_url=base_url, + auth_headers=auth_headers, + transcription_id=transcription_id, + poll_interval=handler_opts["poll_interval"], + max_attempts=handler_opts["max_attempts"], + timeout=timeout, + provider_config=provider_config, + ) + + transcript_resp = http_client.get( + url=f"{base_url}/v1/transcriptions/{transcription_id}/transcript", + headers=auth_headers, + timeout=timeout, + ) + self._raise_for_response( + transcript_resp, provider_config, "fetch transcript" + ) + transcript = transcript_resp.json() + + payload = {"transcription": transcription_meta, "transcript": transcript} + response = provider_config._build_response_from_payload( + payload, + model_response=model_response, + response_format=handler_opts.get("response_format"), + ) + + self._safe_log_post_call(logging_obj, audio_file, api_key, body, payload) + + audio_duration_ms = transcription_meta.get("audio_duration_ms") + response._hidden_params.update( + { + "model": model, + "custom_llm_provider": "soniox", + "audio_transcription_duration": ( + float(audio_duration_ms) / 1000.0 + if audio_duration_ms is not None + else None + ), + } + ) + return response + finally: + self._sync_cleanup( + http_client=http_client, + base_url=base_url, + auth_headers=auth_headers, + cleanup=handler_opts["cleanup"], + file_id_to_cleanup=uploaded_file_id, + transcription_id=transcription_id, + timeout=timeout, + ) + + def _sync_upload_file( + self, + http_client: HTTPHandler, + base_url: str, + auth_headers: Dict[str, str], + audio_file: FileTypes, + filename_override: Optional[str], + timeout: float, + provider_config: SonioxAudioTranscriptionConfig, + ) -> str: + processed = process_audio_file(audio_file) + filename = filename_override or processed.filename + files = { + "file": (filename, processed.file_content, processed.content_type), + } + # `Authorization` header is fine; httpx sets multipart Content-Type. + upload_headers = {"Authorization": auth_headers["Authorization"]} + resp = http_client.post( + url=f"{base_url}/v1/files", + headers=upload_headers, + files=files, + timeout=timeout, + ) + self._raise_for_response(resp, provider_config, "upload file") + return resp.json()["id"] + + def _sync_poll_until_completed( + self, + http_client: HTTPHandler, + base_url: str, + auth_headers: Dict[str, str], + transcription_id: str, + poll_interval: float, + max_attempts: int, + timeout: float, + provider_config: SonioxAudioTranscriptionConfig, + ) -> Dict[str, Any]: + for _ in range(max_attempts): + resp = http_client.get( + url=f"{base_url}/v1/transcriptions/{transcription_id}", + headers=auth_headers, + timeout=timeout, + ) + self._raise_for_response(resp, provider_config, "poll transcription") + data = resp.json() + status = data.get("status") + if status == "completed": + return data + if status == "error": + raise provider_config.get_error_class( + error_message=( + f"Soniox transcription {transcription_id} failed: " + f"{data.get('error_message') or data.get('error_type') or 'unknown error'}" + ), + status_code=500, + headers=resp.headers, + ) + time.sleep(poll_interval) + raise provider_config.get_error_class( + error_message=( + f"Soniox transcription {transcription_id} did not complete after " + f"{max_attempts} polling attempts (interval={poll_interval}s)." + ), + status_code=504, + headers={}, + ) + + def _sync_cleanup( + self, + http_client: HTTPHandler, + base_url: str, + auth_headers: Dict[str, str], + cleanup: List[str], + file_id_to_cleanup: Optional[str], + transcription_id: Optional[str], + timeout: float, + ) -> None: + if not cleanup: + return + if "transcription" in cleanup and transcription_id: + try: + http_client.delete( + url=f"{base_url}/v1/transcriptions/{transcription_id}", + headers=auth_headers, + timeout=timeout, + ) + except Exception: + # Cleanup is best-effort: a failed delete leaves stale data on + # Soniox but must not mask the original transcription result + # (or, on the error path, the original error). + pass + if "file" in cleanup and file_id_to_cleanup: + try: + http_client.delete( + url=f"{base_url}/v1/files/{file_id_to_cleanup}", + headers=auth_headers, + timeout=timeout, + ) + except Exception: + # Cleanup is best-effort; see comment above. + pass + + # ------------------------------------------------------------------ + # Async flow + # ------------------------------------------------------------------ + + async def _async_audio_transcriptions( + self, + model: str, + audio_file: Optional[FileTypes], + optional_params: dict, + litellm_params: dict, + model_response: TranscriptionResponse, + timeout: float, + logging_obj: LiteLLMLoggingObj, + api_key: Optional[str], + api_base: Optional[str], + client: Optional[AsyncHTTPHandler], + headers: Dict[str, Any], + provider_config: SonioxAudioTranscriptionConfig, + ) -> TranscriptionResponse: + import litellm + + auth_headers, base_url, opt_params, handler_opts = self._prepare( + audio_file=audio_file, + optional_params=optional_params, + litellm_params=litellm_params, + api_key=api_key, + api_base=api_base, + provider_config=provider_config, + headers=headers, + ) + + http_client = ( + client + if isinstance(client, AsyncHTTPHandler) + else ( + get_async_httpx_client( + llm_provider=litellm.LlmProviders.SONIOX, + params={"ssl_verify": litellm_params.get("ssl_verify", None)}, + ) + ) + ) + + file_id = handler_opts.get("file_id") + uploaded_file_id: Optional[str] = None + transcription_id: Optional[str] = None + + try: + if not file_id and not handler_opts.get("audio_url"): + if audio_file is None: + raise SonioxException( + message=( + "Soniox transcription requires one of: a file argument, " + "an `audio_url` kwarg, or a `file_id` kwarg." + ), + status_code=400, + headers=None, + ) + uploaded_file_id = await self._async_upload_file( + http_client=http_client, + base_url=base_url, + auth_headers=auth_headers, + audio_file=audio_file, + filename_override=handler_opts.get("filename_override"), + timeout=timeout, + provider_config=provider_config, + ) + file_id = uploaded_file_id + + body = self._build_create_body(model, opt_params, handler_opts, file_id) + self._safe_log_pre_call(logging_obj, api_key, base_url, body) + + create_resp = await http_client.post( + url=f"{base_url}/v1/transcriptions", + headers=auth_headers, + json=body, + timeout=timeout, + ) + self._raise_for_response( + create_resp, provider_config, "create transcription" + ) + transcription_id = create_resp.json()["id"] + + transcription_meta = await self._async_poll_until_completed( + http_client=http_client, + base_url=base_url, + auth_headers=auth_headers, + transcription_id=transcription_id, + poll_interval=handler_opts["poll_interval"], + max_attempts=handler_opts["max_attempts"], + timeout=timeout, + provider_config=provider_config, + ) + + transcript_resp = await http_client.get( + url=f"{base_url}/v1/transcriptions/{transcription_id}/transcript", + headers=auth_headers, + timeout=timeout, + ) + self._raise_for_response( + transcript_resp, provider_config, "fetch transcript" + ) + transcript = transcript_resp.json() + + payload = {"transcription": transcription_meta, "transcript": transcript} + response = provider_config._build_response_from_payload( + payload, + model_response=model_response, + response_format=handler_opts.get("response_format"), + ) + + self._safe_log_post_call(logging_obj, audio_file, api_key, body, payload) + + audio_duration_ms = transcription_meta.get("audio_duration_ms") + response._hidden_params.update( + { + "model": model, + "custom_llm_provider": "soniox", + "audio_transcription_duration": ( + float(audio_duration_ms) / 1000.0 + if audio_duration_ms is not None + else None + ), + } + ) + return response + finally: + await self._async_cleanup( + http_client=http_client, + base_url=base_url, + auth_headers=auth_headers, + cleanup=handler_opts["cleanup"], + file_id_to_cleanup=uploaded_file_id, + transcription_id=transcription_id, + timeout=timeout, + ) + + async def _async_upload_file( + self, + http_client: AsyncHTTPHandler, + base_url: str, + auth_headers: Dict[str, str], + audio_file: FileTypes, + filename_override: Optional[str], + timeout: float, + provider_config: SonioxAudioTranscriptionConfig, + ) -> str: + processed = process_audio_file(audio_file) + filename = filename_override or processed.filename + files = { + "file": (filename, processed.file_content, processed.content_type), + } + upload_headers = {"Authorization": auth_headers["Authorization"]} + resp = await http_client.post( + url=f"{base_url}/v1/files", + headers=upload_headers, + files=files, + timeout=timeout, + ) + self._raise_for_response(resp, provider_config, "upload file") + return resp.json()["id"] + + async def _async_poll_until_completed( + self, + http_client: AsyncHTTPHandler, + base_url: str, + auth_headers: Dict[str, str], + transcription_id: str, + poll_interval: float, + max_attempts: int, + timeout: float, + provider_config: SonioxAudioTranscriptionConfig, + ) -> Dict[str, Any]: + for _ in range(max_attempts): + resp = await http_client.get( + url=f"{base_url}/v1/transcriptions/{transcription_id}", + headers=auth_headers, + timeout=timeout, + ) + self._raise_for_response(resp, provider_config, "poll transcription") + data = resp.json() + status = data.get("status") + if status == "completed": + return data + if status == "error": + raise provider_config.get_error_class( + error_message=( + f"Soniox transcription {transcription_id} failed: " + f"{data.get('error_message') or data.get('error_type') or 'unknown error'}" + ), + status_code=500, + headers=resp.headers, + ) + await asyncio.sleep(poll_interval) + raise provider_config.get_error_class( + error_message=( + f"Soniox transcription {transcription_id} did not complete after " + f"{max_attempts} polling attempts (interval={poll_interval}s)." + ), + status_code=504, + headers={}, + ) + + async def _async_cleanup( + self, + http_client: AsyncHTTPHandler, + base_url: str, + auth_headers: Dict[str, str], + cleanup: List[str], + file_id_to_cleanup: Optional[str], + transcription_id: Optional[str], + timeout: float, + ) -> None: + if not cleanup: + return + if "transcription" in cleanup and transcription_id: + try: + await http_client.delete( + url=f"{base_url}/v1/transcriptions/{transcription_id}", + headers=auth_headers, + timeout=timeout, + ) + except Exception: + # Cleanup is best-effort: a failed delete leaves stale data on + # Soniox but must not mask the original transcription result + # (or, on the error path, the original error). + pass + if "file" in cleanup and file_id_to_cleanup: + try: + await http_client.delete( + url=f"{base_url}/v1/files/{file_id_to_cleanup}", + headers=auth_headers, + timeout=timeout, + ) + except Exception: + # Cleanup is best-effort; see comment above. + pass diff --git a/litellm/llms/soniox/audio_transcription/transformation.py b/litellm/llms/soniox/audio_transcription/transformation.py new file mode 100644 index 00000000000..681d4352dfe --- /dev/null +++ b/litellm/llms/soniox/audio_transcription/transformation.py @@ -0,0 +1,281 @@ +""" +Translates between OpenAI's `/v1/audio/transcriptions` shape and Soniox's +async transcription API (https://soniox.com/docs/stt/async/async-transcription). + +This config covers parameter mapping, env validation and response shaping. +The actual orchestration (file upload -> create -> poll -> fetch -> cleanup) +lives in `litellm.llms.soniox.audio_transcription.handler`, because Soniox's +async API requires multiple HTTP calls and does not fit the single-request +contract of `base_llm_http_handler.audio_transcriptions`. +""" + +from typing import Any, Dict, List, Optional, Union + +from httpx import Headers, Response + +from litellm.llms.base_llm.audio_transcription.transformation import ( + AudioTranscriptionRequestData, + BaseAudioTranscriptionConfig, +) +from litellm.llms.base_llm.chat.transformation import BaseLLMException +from litellm.llms.soniox.common_utils import ( + SonioxException, + get_soniox_api_base, + get_soniox_api_key, + render_soniox_tokens, + render_soniox_tokens_as_srt, + render_soniox_tokens_as_vtt, +) +from litellm.types.llms.openai import ( + AllMessageValues, + OpenAIAudioTranscriptionOptionalParams, +) +from litellm.types.utils import FileTypes, TranscriptionResponse + +# Soniox-native kwargs the user can pass through `litellm.transcription(..., **kwargs)` +# in addition to the standard OpenAI params. +SONIOX_PASSTHROUGH_PARAMS: List[str] = [ + "language_hints", + "language_hints_strict", + "enable_language_identification", + "enable_speaker_diarization", + "context", + "translation", + "client_reference_id", + "webhook_url", + "webhook_auth_header_name", + "webhook_auth_header_value", + "audio_url", + "file_id", +] + +# Handler-only kwargs (consumed by the handler, not sent to Soniox). +SONIOX_HANDLER_ONLY_PARAMS: List[str] = [ + "soniox_polling_interval", + "soniox_max_polling_attempts", + "soniox_cleanup", + "filename", +] + + +class SonioxAudioTranscriptionConfig(BaseAudioTranscriptionConfig): + """Configuration for Soniox async speech-to-text transcription.""" + + def get_supported_openai_params( + self, model: str + ) -> List[OpenAIAudioTranscriptionOptionalParams]: + # `language` is mapped onto Soniox's `language_hints`. + # `response_format` is handled by LiteLLM (Soniox doesn't support + # SRT/VTT natively but we synthesize them from token timestamps). + return ["language", "response_format"] + + def map_openai_params( + self, + non_default_params: dict, + optional_params: dict, + model: str, + drop_params: bool, + ) -> dict: + # Translate the OpenAI `language` param into Soniox `language_hints`. + if "language" in non_default_params and non_default_params["language"]: + language = non_default_params["language"] + existing_hints = optional_params.get("language_hints") + if not existing_hints: + optional_params["language_hints"] = [language] + elif language not in existing_hints: + optional_params["language_hints"] = [language] + list(existing_hints) + + # Capture response_format for post-processing (not sent to Soniox API). + if "response_format" in non_default_params: + optional_params["response_format"] = non_default_params["response_format"] + + # Pass through Soniox-native kwargs unchanged. + for key in SONIOX_PASSTHROUGH_PARAMS + SONIOX_HANDLER_ONLY_PARAMS: + if key in non_default_params and non_default_params[key] is not None: + optional_params[key] = non_default_params[key] + + return optional_params + + def get_error_class( + self, error_message: str, status_code: int, headers: Union[dict, Headers] + ) -> BaseLLMException: + return SonioxException( + message=error_message, status_code=status_code, headers=headers + ) + + def validate_environment( + self, + headers: dict, + model: str, + messages: List[AllMessageValues], + optional_params: dict, + litellm_params: dict, + api_key: Optional[str] = None, + api_base: Optional[str] = None, + ) -> dict: + resolved_key = get_soniox_api_key(api_key) + if not resolved_key: + raise SonioxException( + message=( + "Missing Soniox API key. Set the SONIOX_API_KEY environment " + "variable or pass api_key=... to litellm.transcription()." + ), + status_code=401, + headers=None, + ) + + merged_headers: Dict[str, str] = { + "Authorization": f"Bearer {resolved_key}", + } + if headers: + merged_headers.update(headers) + return merged_headers + + def get_complete_url( + self, + api_base: Optional[str], + api_key: Optional[str], + model: str, + optional_params: dict, + litellm_params: dict, + stream: Optional[bool] = None, + ) -> str: + # The handler builds per-call URLs (uploads, create, poll, fetch, delete); + # we just return the resolved base. + return get_soniox_api_base(api_base) + + def transform_audio_transcription_request( + self, + model: str, + audio_file: FileTypes, + optional_params: dict, + litellm_params: dict, + ) -> AudioTranscriptionRequestData: + """ + Build the JSON body for `POST /v1/transcriptions`. + + The handler is responsible for the file upload (if `audio_file` is bytes) + and for filling in `file_id`/`audio_url`. This method exists so the + config can be exercised in isolation by unit tests. + """ + body: Dict[str, Any] = {"model": model} + + for key in SONIOX_PASSTHROUGH_PARAMS: + value = optional_params.get(key) + if value is not None: + body[key] = value + + return AudioTranscriptionRequestData( + data=body, files=None, content_type="application/json" + ) + + def transform_audio_transcription_response( + self, + raw_response: Response, + model_response: Optional[TranscriptionResponse] = None, + ) -> TranscriptionResponse: + """ + Build a TranscriptionResponse from a Soniox transcript payload. + + `raw_response.json()` may be either: + - a Soniox transcript object: `{"id": "...", "text": "...", "tokens": [...]}` + - or a merged envelope: `{"transcription": {...}, "transcript": {...}}` + produced by the handler so transcription metadata is also available. + """ + try: + payload = raw_response.json() + except Exception as exc: + raise SonioxException( + message=f"Failed to parse Soniox response: {exc}", + status_code=getattr(raw_response, "status_code", 500), + headers=getattr(raw_response, "headers", None), + ) + + return self._build_response_from_payload(payload, model_response=model_response) + + def _build_response_from_payload( + self, + payload: Dict[str, Any], + model_response: Optional[TranscriptionResponse] = None, + response_format: Optional[str] = None, + ) -> TranscriptionResponse: + """Shared response-building logic (also used by the handler).""" + transcription_meta: Dict[str, Any] = {} + transcript: Dict[str, Any] + + if isinstance(payload, dict) and "transcript" in payload: + transcription_meta = payload.get("transcription") or {} + transcript = payload.get("transcript") or {} + else: + transcript = payload if isinstance(payload, dict) else {} + + tokens: List[Dict[str, Any]] = transcript.get("tokens") or [] + + # Decide what to put in `text` based on response_format: + # - "srt": render tokens as SRT subtitles (synthesized from timestamps) + # - "vtt": render tokens as WebVTT subtitles (synthesized from timestamps) + # - "verbose_json": return JSON with word-level timing (handled below) + # - "text" / "json" / None: default plain text rendering + if response_format == "srt" and tokens: + text = render_soniox_tokens_as_srt(tokens) + elif response_format == "vtt" and tokens: + text = render_soniox_tokens_as_vtt(tokens) + else: + # Default text rendering (also used for "json", "text", + # "verbose_json") + has_speaker = any(t.get("speaker") is not None for t in tokens) + has_language = any(t.get("language") is not None for t in tokens) + + if (has_speaker or has_language) and tokens: + text = render_soniox_tokens(tokens) + elif transcript.get("text"): + text = transcript["text"] + elif tokens: + text = "".join(t.get("text", "") for t in tokens) + else: + text = "" + + response = model_response or TranscriptionResponse(text=text) + response.text = text + response["task"] = "transcribe" + + # Best-effort metadata fields matching OpenAI's verbose_json shape. + if transcription_meta.get("audio_duration_ms") is not None: + try: + response["duration"] = ( + float(transcription_meta["audio_duration_ms"]) / 1000.0 + ) + except (TypeError, ValueError): + pass + + # Surface a representative language if all tokens agree. + has_language = any(t.get("language") is not None for t in tokens) + if has_language: + languages = {t.get("language") for t in tokens if t.get("language")} + if len(languages) == 1: + response["language"] = next(iter(languages)) + + # For verbose_json, include word-level timing from tokens. + if response_format == "verbose_json" and tokens: + words: List[Dict[str, Any]] = [] + for token in tokens: + word_entry: Dict[str, Any] = {"word": token.get("text", "")} + if token.get("start_ms") is not None: + word_entry["start"] = float(token["start_ms"]) / 1000.0 + if token.get("end_ms") is not None: + word_entry["end"] = float(token["end_ms"]) / 1000.0 + words.append(word_entry) + if words: + response["words"] = words + + # Stash the raw Soniox payload so power-users can read tokens, segments, + # speaker/language data, etc. + response._hidden_params.update( + { + "soniox_raw": { + "transcription": transcription_meta, + "transcript": transcript, + } + } + ) + return response diff --git a/litellm/llms/soniox/common_utils.py b/litellm/llms/soniox/common_utils.py new file mode 100644 index 00000000000..01f8062fc96 --- /dev/null +++ b/litellm/llms/soniox/common_utils.py @@ -0,0 +1,274 @@ +""" +Shared utilities for the Soniox provider (https://soniox.com). +""" + +from typing import Any, Dict, List, Optional + +from litellm.llms.base_llm.chat.transformation import BaseLLMException + +# Soniox API base URL. +SONIOX_API_BASE: str = "https://api.soniox.com" + +# Default polling interval in seconds when waiting for an async transcription +# to finish. Mirrors the Soniox SDK default. +SONIOX_DEFAULT_POLL_INTERVAL: float = 1.0 + +# Minimum polling interval (in seconds) the server will accept from caller- +# supplied `soniox_polling_interval` kwargs. Prevents an authenticated caller +# from forcing a worker into a tight poll loop with a zero/near-zero interval. +SONIOX_MIN_POLL_INTERVAL: float = 0.5 + +# Maximum polling interval (in seconds). Prevents a caller from setting an +# excessively large or non-finite interval that would keep a worker sleeping +# far longer than necessary between status checks. +SONIOX_MAX_POLL_INTERVAL: float = 60.0 + +# Default maximum number of polling attempts (1800 attempts * 1s ~= 30 minutes). +SONIOX_DEFAULT_MAX_POLL_ATTEMPTS: int = 1800 + +# Hard upper bound on polling attempts. Combined with `SONIOX_MIN_POLL_INTERVAL` +# this caps total polling time per request at ~3000s (50 minutes), preventing a +# caller from pinning a worker indefinitely via a huge attempt count. +SONIOX_MAX_POLL_ATTEMPTS: int = 6000 + +# Default cleanup behaviour: delete both the uploaded file (if any) and the +# transcription record after the transcript has been fetched. +SONIOX_DEFAULT_CLEANUP: List[str] = ["file", "transcription"] + +# Body fields that may carry secrets and must be redacted before being +# forwarded to logging callbacks. Soniox accepts a webhook auth header value +# alongside the create-transcription request; that value lets the recipient +# authenticate webhook callbacks and must not leak into observability sinks. +SONIOX_SECRET_FIELDS: List[str] = ["webhook_auth_header_value"] + + +class SonioxException(BaseLLMException): + """Provider-specific exception class for Soniox.""" + + pass + + +def get_soniox_api_key(api_key: Optional[str] = None) -> Optional[str]: + """Resolve the Soniox API key from arg or env var.""" + # Local import to avoid a circular import: litellm.secret_managers.main + # imports from litellm at top-level. + from litellm.secret_managers.main import get_secret_str + + return api_key or get_secret_str("SONIOX_API_KEY") + + +def get_soniox_api_base(api_base: Optional[str] = None) -> str: + """Resolve the Soniox API base URL from arg or env var (defaults to public API).""" + from litellm.secret_managers.main import get_secret_str + + base = api_base or get_secret_str("SONIOX_API_BASE") or SONIOX_API_BASE + return base.rstrip("/") + + +def render_soniox_tokens(tokens: List[Dict[str, Any]]) -> str: + """ + Render a list of Soniox tokens to a readable transcript string. + + Mirrors the behaviour of the official Soniox SDK's `renderTokens` helper: + - When the speaker changes, a `Speaker N:` tag is inserted. + - When the language changes, a `[lang]` (or `[Translation][lang]`) tag is + inserted. + + If neither speaker nor language information is present on any token (i.e. + diarization and language identification are disabled), the function simply + concatenates the token texts. + """ + if not tokens: + return "" + + text_parts: List[str] = [] + current_speaker: Optional[Any] = None + current_language: Optional[Any] = None + + for token in tokens: + text = token.get("text", "") + speaker = token.get("speaker") + language = token.get("language") + is_translation = token.get("translation_status") == "translation" + + # Speaker changed -> emit a speaker tag. + if speaker is not None and speaker != current_speaker: + if current_speaker is not None: + text_parts.append("\n\n") + current_speaker = speaker + current_language = None # reset language whenever speaker changes + text_parts.append(f"Speaker {current_speaker}:") + + # Language changed -> emit a language (or translation) tag. + if language is not None and language != current_language: + current_language = language + prefix = "[Translation] " if is_translation else "" + text_parts.append(f"\n{prefix}[{current_language}] ") + text = text.lstrip() if isinstance(text, str) else text + + text_parts.append(text) + + return "".join(text_parts) + + +# --------------------------------------------------------------------------- +# SRT / VTT subtitle rendering +# --------------------------------------------------------------------------- + +# Maximum number of tokens to group into a single subtitle cue. +_CUE_MAX_TOKENS: int = 15 + +# Maximum duration (in ms) for a single cue before forcing a break. +_CUE_MAX_DURATION_MS: int = 5000 + + +def _format_timestamp_srt(ms: int) -> str: + """Format milliseconds as SRT timestamp: HH:MM:SS,mmm""" + if ms < 0: + ms = 0 + hours = ms // 3_600_000 + ms %= 3_600_000 + minutes = ms // 60_000 + ms %= 60_000 + seconds = ms // 1_000 + millis = ms % 1_000 + return f"{hours:02d}:{minutes:02d}:{seconds:02d},{millis:03d}" + + +def _format_timestamp_vtt(ms: int) -> str: + """Format milliseconds as VTT timestamp: HH:MM:SS.mmm""" + if ms < 0: + ms = 0 + hours = ms // 3_600_000 + ms %= 3_600_000 + minutes = ms // 60_000 + ms %= 60_000 + seconds = ms // 1_000 + millis = ms % 1_000 + return f"{hours:02d}:{minutes:02d}:{seconds:02d}.{millis:03d}" + + +def _group_tokens_into_cues( + tokens: List[Dict[str, Any]], +) -> List[Dict[str, Any]]: + """ + Group Soniox tokens into subtitle cues. + + Each cue has: + - start_ms: int + - end_ms: int + - text: str + + Grouping heuristics: + - A new cue starts when token count exceeds _CUE_MAX_TOKENS. + - A new cue starts when duration exceeds _CUE_MAX_DURATION_MS. + - A new cue starts when the speaker changes (if diarization is on). + - Tokens without timestamps are appended to the current cue. + """ + cues: List[Dict[str, Any]] = [] + current_tokens: List[str] = [] + current_start: Optional[int] = None + current_end: Optional[int] = None + current_speaker: Optional[Any] = None + + def _flush() -> None: + if current_tokens and current_start is not None: + text = "".join(current_tokens).strip() + if text: + cues.append( + { + "start_ms": current_start, + "end_ms": ( + current_end if current_end is not None else current_start + ), + "text": text, + } + ) + + for token in tokens: + start_ms = token.get("start_ms") + end_ms = token.get("end_ms") + text = token.get("text", "") + speaker = token.get("speaker") + + # Skip tokens with no timestamp data entirely if we have no cue started + if start_ms is None and current_start is None: + continue + + # Speaker change forces a new cue + if speaker is not None and speaker != current_speaker: + _flush() + current_tokens = [] + current_start = start_ms + current_end = end_ms + current_speaker = speaker + current_tokens.append(text) + continue + + # Duration or token count exceeded -> flush + should_break = False + if len(current_tokens) >= _CUE_MAX_TOKENS: + should_break = True + elif ( + current_start is not None + and start_ms is not None + and (start_ms - current_start) >= _CUE_MAX_DURATION_MS + ): + should_break = True + + if should_break: + _flush() + current_tokens = [] + current_start = start_ms + current_end = end_ms + current_tokens.append(text) + else: + if current_start is None: + current_start = start_ms + if end_ms is not None: + current_end = end_ms + current_tokens.append(text) + + _flush() + return cues + + +def render_soniox_tokens_as_srt(tokens: List[Dict[str, Any]]) -> str: + """ + Render Soniox tokens as SRT (SubRip) subtitle format. + + Returns an empty string if no tokens have timestamp data. + """ + cues = _group_tokens_into_cues(tokens) + if not cues: + return "" + + lines: List[str] = [] + for idx, cue in enumerate(cues, start=1): + start = _format_timestamp_srt(cue["start_ms"]) + end = _format_timestamp_srt(cue["end_ms"]) + lines.append(str(idx)) + lines.append(f"{start} --> {end}") + lines.append(cue["text"]) + lines.append("") # blank line between cues + + return "\n".join(lines) + + +def render_soniox_tokens_as_vtt(tokens: List[Dict[str, Any]]) -> str: + """ + Render Soniox tokens as WebVTT subtitle format. + + Returns the VTT header even if no cues are present. + """ + cues = _group_tokens_into_cues(tokens) + + lines: List[str] = ["WEBVTT", ""] + for cue in cues: + start = _format_timestamp_vtt(cue["start_ms"]) + end = _format_timestamp_vtt(cue["end_ms"]) + lines.append(f"{start} --> {end}") + lines.append(cue["text"]) + lines.append("") # blank line between cues + + return "\n".join(lines) diff --git a/litellm/llms/you_com/__init__.py b/litellm/llms/you_com/__init__.py new file mode 100644 index 00000000000..e69de29bb2d diff --git a/litellm/llms/you_com/search/__init__.py b/litellm/llms/you_com/search/__init__.py new file mode 100644 index 00000000000..41bd9ce6b1a --- /dev/null +++ b/litellm/llms/you_com/search/__init__.py @@ -0,0 +1,7 @@ +""" +You.com Search API module. +""" + +from litellm.llms.you_com.search.transformation import YouComSearchConfig + +__all__ = ["YouComSearchConfig"] diff --git a/litellm/llms/you_com/search/transformation.py b/litellm/llms/you_com/search/transformation.py new file mode 100644 index 00000000000..3c94b991735 --- /dev/null +++ b/litellm/llms/you_com/search/transformation.py @@ -0,0 +1,193 @@ +""" +Calls You.com's /v1/search endpoint to search the web. + +You.com API Reference: https://you.com/docs/api-reference/search/v1-search +OpenAPI spec: https://you.com/specs/openapi_search_v1.yaml +""" + +from typing import Dict, List, Optional, TypedDict, Union + +import httpx + +from litellm.litellm_core_utils.litellm_logging import Logging as LiteLLMLoggingObj +from litellm.llms.base_llm.search.transformation import ( + BaseSearchConfig, + SearchResponse, + SearchResult, +) +from litellm.secret_managers.main import get_secret_str + + +class _YouComSearchRequestRequired(TypedDict): + """Required fields for You.com Search API request.""" + + query: str + + +class YouComSearchRequest(_YouComSearchRequestRequired, total=False): + """ + You.com Search API request format. + Based on: https://you.com/specs/openapi_search_v1.yaml + """ + + count: int + country: str + language: str + freshness: str + include_domains: List[str] + exclude_domains: List[str] + safesearch: str + + +class YouComSearchConfig(BaseSearchConfig): + # Keyed tier (higher rate limits): authenticate with X-API-Key. + YOU_COM_API_BASE = "https://ydc-index.io" + # Keyless free tier: IP-throttled (100 queries/day) and requires no auth. + # Used automatically when YOUCOM_API_KEY is not set. + YOU_COM_FREE_API_BASE = "https://api.you.com/v1/agents/search" + + @staticmethod + def ui_friendly_name() -> str: + return "You.com" + + def validate_environment( + self, + headers: Dict, + api_key: Optional[str] = None, + api_base: Optional[str] = None, + **kwargs, + ) -> Dict: + """ + Set headers for the You.com Search API. + + If YOUCOM_API_KEY (or an explicit api_key) is present, use the keyed + endpoint with the `X-API-Key` header. Otherwise fall through to the + keyless free tier; no auth header is required. + """ + api_key = api_key or get_secret_str("YOUCOM_API_KEY") + headers["Content-Type"] = "application/json" + # Pin Accept-Encoding to identity: the keyless `api.you.com/v1/agents/search` + # endpoint advertises gzip content-encoding but returns body bytes the + # decoder rejects, which surfaces as httpx.DecodingError through litellm's + # http handler. Identity is harmless on the keyed endpoint. + headers.setdefault("Accept-Encoding", "identity") + if api_key: + headers["X-API-Key"] = api_key + return headers + + def get_complete_url( + self, + api_base: Optional[str], + optional_params: dict, + data: Optional[Union[Dict, List[Dict]]] = None, + **kwargs, + ) -> str: + """ + Pick the endpoint based on whether an API key is configured. + + - api_base explicit override -> use it as-is (normalized) + - YOUCOM_API_KEY set -> keyed endpoint (ydc-index.io/v1/search) + - no key -> keyless free tier (api.you.com/v1/agents/search) + """ + if api_base is None: + api_base = get_secret_str("YOUCOM_API_BASE") + + if api_base is None: + api_key = kwargs.get("api_key") or get_secret_str("YOUCOM_API_KEY") + if api_key: + api_base = self.YOU_COM_API_BASE + else: + # Keyless free tier already includes the full path. + return self.YOU_COM_FREE_API_BASE + + api_base = api_base.rstrip("/") + + if not api_base.endswith("/v1/search") and not api_base.endswith( + "/v1/agents/search" + ): + api_base = f"{api_base}/v1/search" + + return api_base + + def transform_search_request( + self, + query: Union[str, List[str]], + optional_params: dict, + **kwargs, + ) -> Dict: + """ + Transform Search request to You.com API format. + + Perplexity unified spec → You.com mappings: + - query → query + - max_results → count + - search_domain_filter → include_domains + - country → country + - max_tokens_per_page → (not applicable, ignored) + """ + if isinstance(query, list): + query = " ".join(query) + + request_data: YouComSearchRequest = { + "query": query, + } + + if "max_results" in optional_params: + request_data["count"] = optional_params["max_results"] + + if "search_domain_filter" in optional_params: + request_data["include_domains"] = optional_params["search_domain_filter"] + + if "country" in optional_params: + request_data["country"] = optional_params["country"].lower() + + result_data = dict(request_data) + + for param, value in optional_params.items(): + if ( + param not in self.get_supported_perplexity_optional_params() + and param not in result_data + ): + result_data[param] = value + + return result_data + + def transform_search_response( + self, + raw_response: httpx.Response, + logging_obj: LiteLLMLoggingObj, + **kwargs, + ) -> SearchResponse: + """ + Transform You.com API response to LiteLLM unified SearchResponse format. + + You.com → LiteLLM mappings (for both `results.web[]` and `results.news[]`): + - title → SearchResult.title + - url → SearchResult.url + - snippets[0] → SearchResult.snippet (falls back to `description`) + - page_age → SearchResult.date + """ + response_json = raw_response.json() + raw_results = response_json.get("results") or {} + + web_results = raw_results.get("web") or [] + news_results = raw_results.get("news") or [] + + results: List[SearchResult] = [] + for item in list(web_results) + list(news_results): + snippets = item.get("snippets") or [] + snippet = snippets[0] if snippets else item.get("description", "") + results.append( + SearchResult( + title=item.get("title", ""), + url=item.get("url", ""), + snippet=snippet, + date=item.get("page_age"), + last_updated=None, + ) + ) + + return SearchResponse( + results=results, + object="search", + ) diff --git a/litellm/main.py b/litellm/main.py index c8aae0ce85b..64891e2def9 100644 --- a/litellm/main.py +++ b/litellm/main.py @@ -6655,7 +6655,7 @@ async def atranscription(*args, **kwargs) -> TranscriptionResponse: @client -def transcription( +def transcription( # noqa: PLR0915 model: str, file: FileTypes, ## OPTIONAL OPENAI PARAMS ## @@ -6847,6 +6847,35 @@ def transcription( else None ), ) + elif custom_llm_provider == "soniox": + from litellm.llms.soniox.audio_transcription.handler import ( + SonioxAudioTranscriptionHandler, + ) + + response = SonioxAudioTranscriptionHandler().audio_transcriptions( + model=model, + audio_file=file, + optional_params=optional_params, + litellm_params=litellm_params_dict, + model_response=model_response, + atranscription=atranscription, + client=( + client + if client is not None + and ( + isinstance(client, HTTPHandler) + or isinstance(client, AsyncHTTPHandler) + ) + else None + ), + timeout=timeout, + max_retries=max_retries, + logging_obj=litellm_logging_obj, + api_base=api_base, + api_key=api_key, + headers=extra_headers, + provider_config=provider_config, # type: ignore[arg-type] + ) elif provider_config is not None: response = base_llm_http_handler.audio_transcriptions( model=model, diff --git a/litellm/model_prices_and_context_window_backup.json b/litellm/model_prices_and_context_window_backup.json index 4eec27f29bd..bccbce8ef15 100644 --- a/litellm/model_prices_and_context_window_backup.json +++ b/litellm/model_prices_and_context_window_backup.json @@ -1463,6 +1463,36 @@ "supports_output_config": true, "bedrock_output_config_effort_ceiling": "xhigh" }, + "jp.anthropic.claude-opus-4-7": { + "cache_creation_input_token_cost": 6.875e-06, + "cache_read_input_token_cost": 5.5e-07, + "input_cost_per_token": 5.5e-06, + "litellm_provider": "bedrock_converse", + "max_input_tokens": 1000000, + "max_output_tokens": 128000, + "max_tokens": 128000, + "mode": "chat", + "output_cost_per_token": 2.75e-05, + "search_context_cost_per_query": { + "search_context_size_high": 0.01, + "search_context_size_low": 0.01, + "search_context_size_medium": 0.01 + }, + "supports_assistant_prefill": false, + "supports_computer_use": true, + "supports_function_calling": true, + "supports_pdf_input": true, + "supports_prompt_caching": true, + "supports_reasoning": true, + "supports_response_schema": true, + "supports_tool_choice": true, + "supports_vision": true, + "supports_xhigh_reasoning_effort": true, + "tool_use_system_prompt_tokens": 346, + "supports_native_structured_output": true, + "supports_max_reasoning_effort": true, + "supports_minimal_reasoning_effort": true + }, "anthropic.claude-sonnet-4-6": { "cache_creation_input_token_cost": 3.75e-06, "cache_creation_input_token_cost_above_1hr": 6e-06, @@ -24096,6 +24126,21 @@ "max_input_tokens": 200000, "max_output_tokens": 8192 }, + "minimax/MiniMax-M3": { + "input_cost_per_token": 6e-07, + "output_cost_per_token": 2.4e-06, + "cache_read_input_token_cost": 1.2e-07, + "litellm_provider": "minimax", + "mode": "chat", + "supports_function_calling": true, + "supports_tool_choice": true, + "supports_prompt_caching": true, + "supports_reasoning": true, + "supports_system_messages": true, + "supports_vision": true, + "max_input_tokens": 512000, + "max_output_tokens": 128000 + }, "mistral.devstral-2-123b": { "input_cost_per_token": 4e-07, "litellm_provider": "bedrock_converse", @@ -24978,6 +25023,7 @@ }, "moonshot/kimi-k2-0711-preview": { "cache_read_input_token_cost": 1.5e-07, + "deprecation_date": "2026-05-25", "input_cost_per_token": 6e-07, "litellm_provider": "moonshot", "max_input_tokens": 131072, @@ -24992,6 +25038,7 @@ }, "moonshot/kimi-k2-0905-preview": { "cache_read_input_token_cost": 1.5e-07, + "deprecation_date": "2026-05-25", "input_cost_per_token": 6e-07, "litellm_provider": "moonshot", "max_input_tokens": 262144, @@ -25006,6 +25053,7 @@ }, "moonshot/kimi-k2-turbo-preview": { "cache_read_input_token_cost": 1.5e-07, + "deprecation_date": "2026-05-25", "input_cost_per_token": 1.15e-06, "litellm_provider": "moonshot", "max_input_tokens": 262144, @@ -25030,6 +25078,7 @@ "source": "https://platform.moonshot.ai/docs/guide/kimi-k2-5-quickstart", "supports_function_calling": true, "supports_reasoning": true, + "supports_response_schema": true, "supports_tool_choice": true, "supports_video_input": true, "supports_vision": true @@ -25046,12 +25095,14 @@ "source": "https://platform.kimi.ai/docs/pricing/chat-k26", "supports_function_calling": true, "supports_reasoning": true, + "supports_response_schema": true, "supports_tool_choice": true, "supports_video_input": true, "supports_vision": true }, "moonshot/kimi-latest": { "cache_read_input_token_cost": 1.5e-07, + "deprecation_date": "2026-01-28", "input_cost_per_token": 2e-06, "litellm_provider": "moonshot", "max_input_tokens": 131072, @@ -25066,6 +25117,7 @@ }, "moonshot/kimi-latest-128k": { "cache_read_input_token_cost": 1.5e-07, + "deprecation_date": "2026-01-28", "input_cost_per_token": 2e-06, "litellm_provider": "moonshot", "max_input_tokens": 131072, @@ -25080,6 +25132,7 @@ }, "moonshot/kimi-latest-32k": { "cache_read_input_token_cost": 1.5e-07, + "deprecation_date": "2026-01-28", "input_cost_per_token": 1e-06, "litellm_provider": "moonshot", "max_input_tokens": 32768, @@ -25094,6 +25147,7 @@ }, "moonshot/kimi-latest-8k": { "cache_read_input_token_cost": 1.5e-07, + "deprecation_date": "2026-01-28", "input_cost_per_token": 2e-07, "litellm_provider": "moonshot", "max_input_tokens": 8192, @@ -25108,6 +25162,7 @@ }, "moonshot/kimi-thinking-preview": { "cache_read_input_token_cost": 1.5e-07, + "deprecation_date": "2025-11-11", "input_cost_per_token": 6e-07, "litellm_provider": "moonshot", "max_input_tokens": 131072, @@ -25120,6 +25175,7 @@ }, "moonshot/kimi-k2-thinking": { "cache_read_input_token_cost": 1.5e-07, + "deprecation_date": "2026-05-25", "input_cost_per_token": 6e-07, "litellm_provider": "moonshot", "max_input_tokens": 262144, @@ -25135,6 +25191,7 @@ }, "moonshot/kimi-k2-thinking-turbo": { "cache_read_input_token_cost": 1.5e-07, + "deprecation_date": "2026-05-25", "input_cost_per_token": 1.15e-06, "litellm_provider": "moonshot", "max_input_tokens": 262144, @@ -25158,9 +25215,11 @@ "output_cost_per_token": 5e-06, "source": "https://platform.moonshot.ai/docs/pricing", "supports_function_calling": true, + "supports_response_schema": true, "supports_tool_choice": true }, "moonshot/moonshot-v1-128k-0430": { + "deprecation_date": "2024-04-30", "input_cost_per_token": 2e-06, "litellm_provider": "moonshot", "max_input_tokens": 131072, @@ -25182,6 +25241,7 @@ "output_cost_per_token": 5e-06, "source": "https://platform.moonshot.ai/docs/pricing", "supports_function_calling": true, + "supports_response_schema": true, "supports_tool_choice": true, "supports_vision": true }, @@ -25195,9 +25255,11 @@ "output_cost_per_token": 3e-06, "source": "https://platform.moonshot.ai/docs/pricing", "supports_function_calling": true, + "supports_response_schema": true, "supports_tool_choice": true }, "moonshot/moonshot-v1-32k-0430": { + "deprecation_date": "2024-04-30", "input_cost_per_token": 1e-06, "litellm_provider": "moonshot", "max_input_tokens": 32768, @@ -25219,6 +25281,7 @@ "output_cost_per_token": 3e-06, "source": "https://platform.moonshot.ai/docs/pricing", "supports_function_calling": true, + "supports_response_schema": true, "supports_tool_choice": true, "supports_vision": true }, @@ -25232,9 +25295,11 @@ "output_cost_per_token": 2e-06, "source": "https://platform.moonshot.ai/docs/pricing", "supports_function_calling": true, + "supports_response_schema": true, "supports_tool_choice": true }, "moonshot/moonshot-v1-8k-0430": { + "deprecation_date": "2024-04-30", "input_cost_per_token": 2e-07, "litellm_provider": "moonshot", "max_input_tokens": 8192, @@ -25256,6 +25321,7 @@ "output_cost_per_token": 2e-06, "source": "https://platform.moonshot.ai/docs/pricing", "supports_function_calling": true, + "supports_response_schema": true, "supports_tool_choice": true, "supports_vision": true }, @@ -25269,6 +25335,7 @@ "output_cost_per_token": 5e-06, "source": "https://platform.moonshot.ai/docs/pricing", "supports_function_calling": true, + "supports_response_schema": true, "supports_tool_choice": true }, "morph/morph-v3-fast": { @@ -36012,7 +36079,8 @@ "supports_prompt_caching": true, "supports_response_schema": false, "supports_tool_choice": true, - "supports_web_search": true + "supports_web_search": true, + "deprecation_date": "2026-05-15" }, "xai/grok-3-beta": { "cache_read_input_token_cost": 7.5e-07, @@ -36211,7 +36279,8 @@ "supports_function_calling": true, "supports_prompt_caching": true, "supports_tool_choice": true, - "supports_web_search": true + "supports_web_search": true, + "deprecation_date": "2026-05-15" }, "xai/grok-4-fast-non-reasoning": { "cache_read_input_token_cost": 5e-08, @@ -36228,7 +36297,8 @@ "supports_function_calling": true, "supports_prompt_caching": true, "supports_tool_choice": true, - "supports_web_search": true + "supports_web_search": true, + "deprecation_date": "2026-05-15" }, "xai/grok-4-0709": { "input_cost_per_token": 3e-06, @@ -36244,7 +36314,8 @@ "supports_function_calling": true, "supports_prompt_caching": true, "supports_tool_choice": true, - "supports_web_search": true + "supports_web_search": true, + "deprecation_date": "2026-05-15" }, "xai/grok-4-latest": { "input_cost_per_token": 3e-06, @@ -36302,7 +36373,8 @@ "supports_response_schema": true, "supports_tool_choice": true, "supports_vision": true, - "supports_web_search": true + "supports_web_search": true, + "deprecation_date": "2026-05-15" }, "xai/grok-4-1-fast-reasoning-latest": { "cache_read_input_token_cost": 5e-08, @@ -36323,7 +36395,8 @@ "supports_response_schema": true, "supports_tool_choice": true, "supports_vision": true, - "supports_web_search": true + "supports_web_search": true, + "deprecation_date": "2026-05-15" }, "xai/grok-4-1-fast-non-reasoning": { "cache_read_input_token_cost": 5e-08, @@ -36343,7 +36416,8 @@ "supports_response_schema": true, "supports_tool_choice": true, "supports_vision": true, - "supports_web_search": true + "supports_web_search": true, + "deprecation_date": "2026-05-15" }, "xai/grok-4-1-fast-non-reasoning-latest": { "cache_read_input_token_cost": 5e-08, @@ -36363,7 +36437,8 @@ "supports_response_schema": true, "supports_tool_choice": true, "supports_vision": true, - "supports_web_search": true + "supports_web_search": true, + "deprecation_date": "2026-05-15" }, "xai/grok-4.20-multi-agent-beta-0309": { "cache_read_input_token_cost": 2e-07, @@ -36514,7 +36589,8 @@ "supports_function_calling": true, "supports_prompt_caching": true, "supports_reasoning": true, - "supports_tool_choice": true + "supports_tool_choice": true, + "deprecation_date": "2026-05-15" }, "xai/grok-code-fast-1-0825": { "cache_read_input_token_cost": 2e-08, @@ -36529,7 +36605,8 @@ "supports_function_calling": true, "supports_prompt_caching": true, "supports_reasoning": true, - "supports_tool_choice": true + "supports_tool_choice": true, + "deprecation_date": "2026-05-15" }, "xai/grok-vision-beta": { "input_cost_per_image": 5e-06, @@ -41547,5 +41624,18 @@ "supports_vision": true, "supports_native_structured_output": true, "supports_pdf_input": true + }, + "soniox/stt-async-v4": { + "litellm_provider": "soniox", + "max_output_tokens": 8000, + "max_tokens": 8000, + "input_cost_per_second": 0.0, + "output_cost_per_second": 0.0000277778, + "mode": "audio_transcription", + "source": "https://soniox.com/pricing", + "supported_endpoints": [ + "/v1/audio/transcriptions" + ], + "supports_audio_input": true } -} +} \ No newline at end of file diff --git a/litellm/provider_endpoints_support_backup.json b/litellm/provider_endpoints_support_backup.json index 0562b41d2cd..e0eeb014c51 100644 --- a/litellm/provider_endpoints_support_backup.json +++ b/litellm/provider_endpoints_support_backup.json @@ -1539,6 +1539,23 @@ "interactions": true } }, + "neosantara": { + "display_name": "Neosantara (`neosantara`)", + "url": "https://docs.litellm.ai/docs/providers/neosantara", + "endpoints": { + "chat_completions": true, + "messages": false, + "responses": true, + "embeddings": false, + "image_generations": false, + "audio_transcriptions": false, + "audio_speech": false, + "moderations": false, + "batches": false, + "rerank": false, + "a2a": false + } + }, "nvidia_nim": { "display_name": "Nvidia NIM (`nvidia_nim`)", "url": "https://docs.litellm.ai/docs/providers/nvidia_nim", diff --git a/litellm/proxy/_experimental/mcp_server/mcp_server_manager.py b/litellm/proxy/_experimental/mcp_server/mcp_server_manager.py index 0d2008cdade..5fd028b3436 100644 --- a/litellm/proxy/_experimental/mcp_server/mcp_server_manager.py +++ b/litellm/proxy/_experimental/mcp_server/mcp_server_manager.py @@ -684,6 +684,7 @@ class MCPServerManager: ), allow_sampling=bool(server_config.get("allow_sampling", False)), allow_elicitation=bool(server_config.get("allow_elicitation", False)), + timeout=server_config.get("timeout", None), ) self._assign_unique_short_prefix(new_server) _warn_internal_delegate_pkce_if_applicable(new_server, source="config") @@ -1096,6 +1097,7 @@ class MCPServerManager: credentials_dict.get("subject_token_type") if credentials_dict else None ) or "urn:ietf:params:oauth:token-type:access_token", + timeout=getattr(mcp_server, "timeout", None), ) _warn_internal_delegate_pkce_if_applicable(new_server, source="database") return new_server @@ -1662,7 +1664,9 @@ class MCPServerManager: transport_type=transport, auth_type=server.auth_type, auth_value=auth_value, - timeout=MCP_CLIENT_TIMEOUT, + timeout=( + server.timeout if server.timeout is not None else MCP_CLIENT_TIMEOUT + ), stdio_config=stdio_config, extra_headers=extra_headers, sampling_callback=sampling_cb, @@ -1690,7 +1694,9 @@ class MCPServerManager: transport_type=transport, auth_type=server.auth_type, auth_value=auth_value, - timeout=MCP_CLIENT_TIMEOUT, + timeout=( + server.timeout if server.timeout is not None else MCP_CLIENT_TIMEOUT + ), extra_headers=extra_headers, aws_auth=aws_auth, sampling_callback=sampling_cb, @@ -3158,14 +3164,26 @@ class MCPServerManager: asyncio.create_task(_call_tool_via_client(client, call_tool_params)) ) + _timeout = ( + mcp_server.timeout if mcp_server.timeout is not None else MCP_CLIENT_TIMEOUT + ) try: - mcp_responses = await asyncio.gather(*tasks) + mcp_responses = await asyncio.wait_for( + asyncio.gather(*tasks), timeout=_timeout + ) + except asyncio.TimeoutError: + raise HTTPException( + status_code=504, + detail={ + "error": "timeout", + "message": f"MCP tool call timed out after {_timeout}s", + }, + ) except ( BlockedPiiEntityError, GuardrailRaisedException, HTTPException, ) as e: - # Re-raise guardrail exceptions to properly fail the MCP call verbose_logger.error( f"Guardrail blocked MCP tool call during result check: {str(e)}" ) @@ -3953,6 +3971,7 @@ class MCPServerManager: registration_url=server.registration_url, allow_all_keys=server.allow_all_keys, instructions=server.instructions, + timeout=server.timeout, ) async def get_all_mcp_servers_with_health_and_teams( @@ -4052,6 +4071,7 @@ class MCPServerManager: byok_api_key_help_url=server.byok_api_key_help_url, source_url=server.source_url, instructions=server.instructions, + timeout=server.timeout, ) async def get_all_mcp_servers_unfiltered(self) -> List[LiteLLM_MCPServerTable]: diff --git a/litellm/proxy/_types.py b/litellm/proxy/_types.py index 5059a6f2e55..3415eb435e8 100644 --- a/litellm/proxy/_types.py +++ b/litellm/proxy/_types.py @@ -1300,6 +1300,7 @@ class NewMCPServerRequest(LiteLLMPydanticObjectBase): byok_description: List[str] = Field(default_factory=list) byok_api_key_help_url: Optional[str] = None source_url: Optional[str] = None + timeout: Optional[float] = None # BYOM submission fields — set by the endpoint, not by the caller. # Any caller-provided values are silently overridden before persistence. approval_status: Optional[str] = Field( @@ -1385,6 +1386,7 @@ class UpdateMCPServerRequest(LiteLLMPydanticObjectBase): byok_description: List[str] = Field(default_factory=list) byok_api_key_help_url: Optional[str] = None source_url: Optional[str] = None + timeout: Optional[float] = None @model_validator(mode="before") @classmethod @@ -1460,6 +1462,7 @@ class LiteLLM_MCPServerTable(LiteLLMPydanticObjectBase): byok_api_key_help_url: Optional[str] = None has_user_credential: Optional[bool] = None source_url: Optional[str] = None + timeout: Optional[float] = None # BYOM submission fields approval_status: Optional[str] = Field( default="active", diff --git a/litellm/proxy/example_config_yaml/websearch_interception_config.yaml b/litellm/proxy/example_config_yaml/websearch_interception_config.yaml index 97267994d74..3b9e4e9ef50 100644 --- a/litellm/proxy/example_config_yaml/websearch_interception_config.yaml +++ b/litellm/proxy/example_config_yaml/websearch_interception_config.yaml @@ -8,6 +8,10 @@ search_tools: - search_tool_name: "my-perplexity-search" litellm_params: search_provider: "perplexity" + # Alternative provider example (requires YOUCOM_API_KEY): + # - search_tool_name: "my-you-com-search" + # litellm_params: + # search_provider: "you_com" litellm_settings: callbacks: ["websearch_interception"] diff --git a/litellm/proxy/management_endpoints/mcp_management_endpoints.py b/litellm/proxy/management_endpoints/mcp_management_endpoints.py index 4d67df16b0b..05cfc674497 100644 --- a/litellm/proxy/management_endpoints/mcp_management_endpoints.py +++ b/litellm/proxy/management_endpoints/mcp_management_endpoints.py @@ -659,6 +659,7 @@ if MCP_AVAILABLE: registration_url=payload.registration_url, allow_all_keys=payload.allow_all_keys, available_on_public_internet=payload.available_on_public_internet, + timeout=payload.timeout, ) def get_prisma_client_or_throw(message: str): diff --git a/litellm/proxy/public_endpoints/provider_create_fields.json b/litellm/proxy/public_endpoints/provider_create_fields.json index 163c9648de7..67f15595988 100644 --- a/litellm/proxy/public_endpoints/provider_create_fields.json +++ b/litellm/proxy/public_endpoints/provider_create_fields.json @@ -2570,6 +2570,24 @@ ], "default_model_placeholder": "snowflake/mistral-7b" }, + { + "provider": "Soniox", + "provider_display_name": "Soniox", + "litellm_provider": "soniox", + "credential_fields": [ + { + "key": "api_key", + "label": "Soniox API Key", + "placeholder": null, + "tooltip": "Currently only the async Speech-to-Text REST API (api.soniox.com) is supported. Realtime STT (stt-rt.soniox.com) and TTS (tts-rt.soniox.com) are not yet available.", + "required": true, + "field_type": "password", + "options": null, + "default_value": null + } + ], + "default_model_placeholder": "soniox/stt-async-v4" + }, { "provider": "TEXT_COMPLETION_CODESTRAL", "provider_display_name": "Text-Completion-Codestral", diff --git a/litellm/proxy/schema.prisma b/litellm/proxy/schema.prisma index 6715f80464d..b51da83a632 100644 --- a/litellm/proxy/schema.prisma +++ b/litellm/proxy/schema.prisma @@ -331,6 +331,7 @@ model LiteLLM_MCPServerTable { byok_description String[] @default([]) byok_api_key_help_url String? source_url String? + timeout Float? // BYOM submission lifecycle approval_status String? @default("active") submitted_by String? diff --git a/litellm/search/main.py b/litellm/search/main.py index 7711dee6e54..15a797c8b4e 100644 --- a/litellm/search/main.py +++ b/litellm/search/main.py @@ -283,6 +283,7 @@ def search( complete_url = search_provider_config.get_complete_url( api_base=api_base, optional_params=optional_params, + api_key=api_key, ) # Pre Call logging diff --git a/litellm/types/mcp_server/mcp_server_manager.py b/litellm/types/mcp_server/mcp_server_manager.py index 2108fe8990d..4f8c9a0aa48 100644 --- a/litellm/types/mcp_server/mcp_server_manager.py +++ b/litellm/types/mcp_server/mcp_server_manager.py @@ -109,6 +109,7 @@ class MCPServer(BaseModel): # Defaults to the token's expires_in minus the expiry buffer, or # MCP_PER_USER_TOKEN_DEFAULT_TTL when expires_in is absent. token_storage_ttl_seconds: Optional[int] = None + timeout: Optional[float] = None # Resolved short-ID tool prefix when LITELLM_USE_SHORT_MCP_TOOL_PREFIX is # enabled. Set by ``MCPServerManager._assign_unique_short_prefix`` at # registration time so that natural-hash collisions between two diff --git a/litellm/types/utils.py b/litellm/types/utils.py index 3dcff2be689..a7a0b0f6238 100644 --- a/litellm/types/utils.py +++ b/litellm/types/utils.py @@ -3290,6 +3290,7 @@ class LlmProviders(str, Enum): GIGACHAT = "gigachat" NVIDIA_NIM = "nvidia_nim" NVIDIA_RIVA = "nvidia_riva" + SONIOX = "soniox" CEREBRAS = "cerebras" AI21_CHAT = "ai21_chat" VOLCENGINE = "volcengine" @@ -3374,6 +3375,7 @@ class LlmProviders(str, Enum): NANOGPT = "nano-gpt" POE = "poe" CHUTES = "chutes" + NEOSANTARA = "neosantara" XIAOMI_MIMO = "xiaomi_mimo" TENSORMESH = "tensormesh" LITELLM_AGENT = "litellm_agent" @@ -3416,6 +3418,7 @@ class SearchProviders(str, Enum): DUCKDUCKGO = "duckduckgo" SEARCHAPI = "searchapi" SERPER = "serper" + YOU_COM = "you_com" APISERPENT = "apiserpent" diff --git a/litellm/utils.py b/litellm/utils.py index d010391229b..7312e71bbd1 100644 --- a/litellm/utils.py +++ b/litellm/utils.py @@ -8816,6 +8816,12 @@ class ProviderConfigManager: ) return NvidiaRivaAudioTranscriptionConfig() + elif litellm.LlmProviders.SONIOX == provider: + from litellm.llms.soniox.audio_transcription.transformation import ( + SonioxAudioTranscriptionConfig, + ) + + return SonioxAudioTranscriptionConfig() return None @staticmethod @@ -9518,6 +9524,7 @@ class ProviderConfigManager: from litellm.llms.searxng.search.transformation import SearXNGSearchConfig from litellm.llms.serper.search.transformation import SerperSearchConfig from litellm.llms.tavily.search.transformation import TavilySearchConfig + from litellm.llms.you_com.search.transformation import YouComSearchConfig PROVIDER_TO_CONFIG_MAP = { SearchProviders.PERPLEXITY: PerplexitySearchConfig, @@ -9533,6 +9540,7 @@ class ProviderConfigManager: SearchProviders.DUCKDUCKGO: DuckDuckGoSearchConfig, SearchProviders.SEARCHAPI: SearchAPIConfig, SearchProviders.SERPER: SerperSearchConfig, + SearchProviders.YOU_COM: YouComSearchConfig, SearchProviders.APISERPENT: APISerpentSearchConfig, } config_class = PROVIDER_TO_CONFIG_MAP.get(provider, None) diff --git a/model_prices_and_context_window.json b/model_prices_and_context_window.json index c50b3def651..2a39a099713 100644 --- a/model_prices_and_context_window.json +++ b/model_prices_and_context_window.json @@ -1463,6 +1463,36 @@ "supports_output_config": true, "bedrock_output_config_effort_ceiling": "xhigh" }, + "jp.anthropic.claude-opus-4-7": { + "cache_creation_input_token_cost": 6.875e-06, + "cache_read_input_token_cost": 5.5e-07, + "input_cost_per_token": 5.5e-06, + "litellm_provider": "bedrock_converse", + "max_input_tokens": 1000000, + "max_output_tokens": 128000, + "max_tokens": 128000, + "mode": "chat", + "output_cost_per_token": 2.75e-05, + "search_context_cost_per_query": { + "search_context_size_high": 0.01, + "search_context_size_low": 0.01, + "search_context_size_medium": 0.01 + }, + "supports_assistant_prefill": false, + "supports_computer_use": true, + "supports_function_calling": true, + "supports_pdf_input": true, + "supports_prompt_caching": true, + "supports_reasoning": true, + "supports_response_schema": true, + "supports_tool_choice": true, + "supports_vision": true, + "supports_xhigh_reasoning_effort": true, + "tool_use_system_prompt_tokens": 346, + "supports_native_structured_output": true, + "supports_max_reasoning_effort": true, + "supports_minimal_reasoning_effort": true + }, "anthropic.claude-sonnet-4-6": { "cache_creation_input_token_cost": 3.75e-06, "cache_creation_input_token_cost_above_1hr": 6e-06, @@ -24096,6 +24126,21 @@ "max_input_tokens": 200000, "max_output_tokens": 8192 }, + "minimax/MiniMax-M3": { + "input_cost_per_token": 6e-07, + "output_cost_per_token": 2.4e-06, + "cache_read_input_token_cost": 1.2e-07, + "litellm_provider": "minimax", + "mode": "chat", + "supports_function_calling": true, + "supports_tool_choice": true, + "supports_prompt_caching": true, + "supports_reasoning": true, + "supports_system_messages": true, + "supports_vision": true, + "max_input_tokens": 512000, + "max_output_tokens": 128000 + }, "mistral.devstral-2-123b": { "input_cost_per_token": 4e-07, "litellm_provider": "bedrock_converse", @@ -24978,6 +25023,7 @@ }, "moonshot/kimi-k2-0711-preview": { "cache_read_input_token_cost": 1.5e-07, + "deprecation_date": "2026-05-25", "input_cost_per_token": 6e-07, "litellm_provider": "moonshot", "max_input_tokens": 131072, @@ -24992,6 +25038,7 @@ }, "moonshot/kimi-k2-0905-preview": { "cache_read_input_token_cost": 1.5e-07, + "deprecation_date": "2026-05-25", "input_cost_per_token": 6e-07, "litellm_provider": "moonshot", "max_input_tokens": 262144, @@ -25006,6 +25053,7 @@ }, "moonshot/kimi-k2-turbo-preview": { "cache_read_input_token_cost": 1.5e-07, + "deprecation_date": "2026-05-25", "input_cost_per_token": 1.15e-06, "litellm_provider": "moonshot", "max_input_tokens": 262144, @@ -25030,6 +25078,7 @@ "source": "https://platform.moonshot.ai/docs/guide/kimi-k2-5-quickstart", "supports_function_calling": true, "supports_reasoning": true, + "supports_response_schema": true, "supports_tool_choice": true, "supports_video_input": true, "supports_vision": true @@ -25046,12 +25095,14 @@ "source": "https://platform.kimi.ai/docs/pricing/chat-k26", "supports_function_calling": true, "supports_reasoning": true, + "supports_response_schema": true, "supports_tool_choice": true, "supports_video_input": true, "supports_vision": true }, "moonshot/kimi-latest": { "cache_read_input_token_cost": 1.5e-07, + "deprecation_date": "2026-01-28", "input_cost_per_token": 2e-06, "litellm_provider": "moonshot", "max_input_tokens": 131072, @@ -25066,6 +25117,7 @@ }, "moonshot/kimi-latest-128k": { "cache_read_input_token_cost": 1.5e-07, + "deprecation_date": "2026-01-28", "input_cost_per_token": 2e-06, "litellm_provider": "moonshot", "max_input_tokens": 131072, @@ -25080,6 +25132,7 @@ }, "moonshot/kimi-latest-32k": { "cache_read_input_token_cost": 1.5e-07, + "deprecation_date": "2026-01-28", "input_cost_per_token": 1e-06, "litellm_provider": "moonshot", "max_input_tokens": 32768, @@ -25094,6 +25147,7 @@ }, "moonshot/kimi-latest-8k": { "cache_read_input_token_cost": 1.5e-07, + "deprecation_date": "2026-01-28", "input_cost_per_token": 2e-07, "litellm_provider": "moonshot", "max_input_tokens": 8192, @@ -25108,6 +25162,7 @@ }, "moonshot/kimi-thinking-preview": { "cache_read_input_token_cost": 1.5e-07, + "deprecation_date": "2025-11-11", "input_cost_per_token": 6e-07, "litellm_provider": "moonshot", "max_input_tokens": 131072, @@ -25120,6 +25175,7 @@ }, "moonshot/kimi-k2-thinking": { "cache_read_input_token_cost": 1.5e-07, + "deprecation_date": "2026-05-25", "input_cost_per_token": 6e-07, "litellm_provider": "moonshot", "max_input_tokens": 262144, @@ -25135,6 +25191,7 @@ }, "moonshot/kimi-k2-thinking-turbo": { "cache_read_input_token_cost": 1.5e-07, + "deprecation_date": "2026-05-25", "input_cost_per_token": 1.15e-06, "litellm_provider": "moonshot", "max_input_tokens": 262144, @@ -25158,9 +25215,11 @@ "output_cost_per_token": 5e-06, "source": "https://platform.moonshot.ai/docs/pricing", "supports_function_calling": true, + "supports_response_schema": true, "supports_tool_choice": true }, "moonshot/moonshot-v1-128k-0430": { + "deprecation_date": "2024-04-30", "input_cost_per_token": 2e-06, "litellm_provider": "moonshot", "max_input_tokens": 131072, @@ -25182,6 +25241,7 @@ "output_cost_per_token": 5e-06, "source": "https://platform.moonshot.ai/docs/pricing", "supports_function_calling": true, + "supports_response_schema": true, "supports_tool_choice": true, "supports_vision": true }, @@ -25195,9 +25255,11 @@ "output_cost_per_token": 3e-06, "source": "https://platform.moonshot.ai/docs/pricing", "supports_function_calling": true, + "supports_response_schema": true, "supports_tool_choice": true }, "moonshot/moonshot-v1-32k-0430": { + "deprecation_date": "2024-04-30", "input_cost_per_token": 1e-06, "litellm_provider": "moonshot", "max_input_tokens": 32768, @@ -25219,6 +25281,7 @@ "output_cost_per_token": 3e-06, "source": "https://platform.moonshot.ai/docs/pricing", "supports_function_calling": true, + "supports_response_schema": true, "supports_tool_choice": true, "supports_vision": true }, @@ -25232,9 +25295,11 @@ "output_cost_per_token": 2e-06, "source": "https://platform.moonshot.ai/docs/pricing", "supports_function_calling": true, + "supports_response_schema": true, "supports_tool_choice": true }, "moonshot/moonshot-v1-8k-0430": { + "deprecation_date": "2024-04-30", "input_cost_per_token": 2e-07, "litellm_provider": "moonshot", "max_input_tokens": 8192, @@ -25256,6 +25321,7 @@ "output_cost_per_token": 2e-06, "source": "https://platform.moonshot.ai/docs/pricing", "supports_function_calling": true, + "supports_response_schema": true, "supports_tool_choice": true, "supports_vision": true }, @@ -25269,6 +25335,7 @@ "output_cost_per_token": 5e-06, "source": "https://platform.moonshot.ai/docs/pricing", "supports_function_calling": true, + "supports_response_schema": true, "supports_tool_choice": true }, "morph/morph-v3-fast": { @@ -30977,6 +31044,11 @@ "litellm_provider": "tavily", "mode": "search" }, + "you_com/search": { + "input_cost_per_query": 0.0, + "litellm_provider": "you_com", + "mode": "search" + }, "text-completion-codestral/codestral-2405": { "input_cost_per_token": 0.0, "litellm_provider": "text-completion-codestral", @@ -36047,7 +36119,8 @@ "supports_prompt_caching": true, "supports_response_schema": false, "supports_tool_choice": true, - "supports_web_search": true + "supports_web_search": true, + "deprecation_date": "2026-05-15" }, "xai/grok-3-beta": { "cache_read_input_token_cost": 7.5e-07, @@ -36246,7 +36319,8 @@ "supports_function_calling": true, "supports_prompt_caching": true, "supports_tool_choice": true, - "supports_web_search": true + "supports_web_search": true, + "deprecation_date": "2026-05-15" }, "xai/grok-4-fast-non-reasoning": { "cache_read_input_token_cost": 5e-08, @@ -36263,7 +36337,8 @@ "supports_function_calling": true, "supports_prompt_caching": true, "supports_tool_choice": true, - "supports_web_search": true + "supports_web_search": true, + "deprecation_date": "2026-05-15" }, "xai/grok-4-0709": { "input_cost_per_token": 3e-06, @@ -36279,7 +36354,8 @@ "supports_function_calling": true, "supports_prompt_caching": true, "supports_tool_choice": true, - "supports_web_search": true + "supports_web_search": true, + "deprecation_date": "2026-05-15" }, "xai/grok-4-latest": { "input_cost_per_token": 3e-06, @@ -36337,7 +36413,8 @@ "supports_response_schema": true, "supports_tool_choice": true, "supports_vision": true, - "supports_web_search": true + "supports_web_search": true, + "deprecation_date": "2026-05-15" }, "xai/grok-4-1-fast-reasoning-latest": { "cache_read_input_token_cost": 5e-08, @@ -36358,7 +36435,8 @@ "supports_response_schema": true, "supports_tool_choice": true, "supports_vision": true, - "supports_web_search": true + "supports_web_search": true, + "deprecation_date": "2026-05-15" }, "xai/grok-4-1-fast-non-reasoning": { "cache_read_input_token_cost": 5e-08, @@ -36378,7 +36456,8 @@ "supports_response_schema": true, "supports_tool_choice": true, "supports_vision": true, - "supports_web_search": true + "supports_web_search": true, + "deprecation_date": "2026-05-15" }, "xai/grok-4-1-fast-non-reasoning-latest": { "cache_read_input_token_cost": 5e-08, @@ -36398,7 +36477,8 @@ "supports_response_schema": true, "supports_tool_choice": true, "supports_vision": true, - "supports_web_search": true + "supports_web_search": true, + "deprecation_date": "2026-05-15" }, "xai/grok-4.20-multi-agent-beta-0309": { "cache_read_input_token_cost": 2e-07, @@ -36549,7 +36629,8 @@ "supports_function_calling": true, "supports_prompt_caching": true, "supports_reasoning": true, - "supports_tool_choice": true + "supports_tool_choice": true, + "deprecation_date": "2026-05-15" }, "xai/grok-code-fast-1-0825": { "cache_read_input_token_cost": 2e-08, @@ -36564,7 +36645,8 @@ "supports_function_calling": true, "supports_prompt_caching": true, "supports_reasoning": true, - "supports_tool_choice": true + "supports_tool_choice": true, + "deprecation_date": "2026-05-15" }, "xai/grok-vision-beta": { "input_cost_per_image": 5e-06, @@ -41756,6 +41838,16 @@ "output_cost_per_token": 0.0, "litellm_provider": "snowflake", "mode": "embedding" + }, + "soniox/stt-async-v4": { + "litellm_provider": "soniox", + "max_output_tokens": 8000, + "max_tokens": 8000, + "input_cost_per_second": 0.0, + "output_cost_per_second": 0.0000277778, + "mode": "audio_transcription", + "source": "https://soniox.com/pricing", + "supported_endpoints": ["/v1/audio/transcriptions"], + "supports_audio_input": true } } - diff --git a/provider_endpoints_support.json b/provider_endpoints_support.json index b4f782f9c3e..a1ad20fffd1 100644 --- a/provider_endpoints_support.json +++ b/provider_endpoints_support.json @@ -1556,6 +1556,23 @@ "interactions": true } }, + "neosantara": { + "display_name": "Neosantara (`neosantara`)", + "url": "https://docs.litellm.ai/docs/providers/neosantara", + "endpoints": { + "chat_completions": true, + "messages": false, + "responses": true, + "embeddings": false, + "image_generations": false, + "audio_transcriptions": false, + "audio_speech": false, + "moderations": false, + "batches": false, + "rerank": false, + "a2a": false + } + }, "nlp_cloud": { "display_name": "NLP Cloud (`nlp_cloud`)", "url": "https://docs.litellm.ai/docs/providers/nlp_cloud", @@ -2081,6 +2098,22 @@ "interactions": true } }, + "soniox": { + "display_name": "Soniox (`soniox`)", + "url": "https://docs.litellm.ai/docs/providers/soniox", + "endpoints": { + "chat_completions": false, + "messages": false, + "responses": false, + "embeddings": false, + "image_generations": false, + "audio_transcriptions": true, + "audio_speech": false, + "moderations": false, + "batches": false, + "rerank": false + } + }, "synthetic": { "display_name": "Synthetic (`synthetic`)", "endpoints": { @@ -2190,6 +2223,10 @@ "search": true } }, + "you_com": { + "display_name": "You.com (`you_com`)", + "url": "https://docs.litellm.ai/docs/search/you_com" + }, "apiserpent": { "display_name": "APISerpent (`apiserpent`)", "url": "https://docs.litellm.ai/docs/search/apiserpent", diff --git a/schema.prisma b/schema.prisma index 6715f80464d..b51da83a632 100644 --- a/schema.prisma +++ b/schema.prisma @@ -331,6 +331,7 @@ model LiteLLM_MCPServerTable { byok_description String[] @default([]) byok_api_key_help_url String? source_url String? + timeout Float? // BYOM submission lifecycle approval_status String? @default("active") submitted_by String? diff --git a/tests/test_litellm/integrations/langfuse/test_langfuse_prompt_management.py b/tests/test_litellm/integrations/langfuse/test_langfuse_prompt_management.py index 9b82165cdab..a2d938cad29 100644 --- a/tests/test_litellm/integrations/langfuse/test_langfuse_prompt_management.py +++ b/tests/test_litellm/integrations/langfuse/test_langfuse_prompt_management.py @@ -1,8 +1,8 @@ -import os from unittest.mock import MagicMock, patch from litellm.integrations.langfuse.langfuse_prompt_management import ( LangfusePromptManagement, + langfuse_client_init, ) @@ -65,3 +65,44 @@ class TestLangfusePromptManagement: mock_run_async.call_args[0][0] == langfuse_prompt_management.async_log_failure_event ) + + def test_langfuse_client_init_passes_dedicated_httpx_client(self): + import httpx + + from litellm.llms.custom_httpx.http_handler import _get_httpx_client + + shared_client = _get_httpx_client().client + + mock_langfuse_class = MagicMock() + with ( + patch( + "litellm.integrations.langfuse.langfuse_prompt_management.resolve_langfuse_credentials", + return_value=("pk-1234", "sk-1234", "https://localhost"), + ), + patch( + "litellm.integrations.langfuse.langfuse_prompt_management.LangFuseLogger._get_langfuse_flush_interval", + return_value=1, + ), + patch.dict("sys.modules", {"langfuse": self._mock_langfuse}), + patch( + "litellm.llms.custom_httpx.http_handler.get_ssl_configuration", + return_value=False, + ) as mock_get_ssl, + ): + self._mock_langfuse.Langfuse = mock_langfuse_class + + langfuse_client_init( + langfuse_public_key="pk-1234", + langfuse_secret="sk-1234", + langfuse_host="https://localhost", + ) + + mock_langfuse_class.assert_called_once() + call_kwargs = mock_langfuse_class.call_args[1] + assert "httpx_client" in call_kwargs + passed_client = call_kwargs["httpx_client"] + assert isinstance(passed_client, httpx.Client) + assert passed_client is not shared_client + mock_get_ssl.assert_called_once() + + langfuse_client_init.cache_clear() diff --git a/tests/test_litellm/integrations/test_openmeter.py b/tests/test_litellm/integrations/test_openmeter.py index 66dfc8e1ee7..248b9b34909 100644 --- a/tests/test_litellm/integrations/test_openmeter.py +++ b/tests/test_litellm/integrations/test_openmeter.py @@ -23,6 +23,7 @@ class TestOpenMeterIntegration: os.environ.pop("OPENMETER_API_KEY", None) os.environ.pop("OPENMETER_API_ENDPOINT", None) os.environ.pop("OPENMETER_EVENT_TYPE", None) + os.environ.pop("OPENMETER_TRUST_REQUEST_USER", None) def test_openmeter_logger_initialization(self): """Test that OpenMeterLogger initializes correctly with required env vars""" @@ -388,6 +389,75 @@ class TestOpenMeterIntegration: assert isinstance(result["subject"], str) assert result["subject"] == "12345" + def test_common_logic_trust_request_user_false_ignores_request_user(self): + """OPENMETER_TRUST_REQUEST_USER=false makes the key-bound user_id win + over a request-supplied `user` (forge-attribution mitigation).""" + os.environ["OPENMETER_TRUST_REQUEST_USER"] = "false" + logger = OpenMeterLogger() + + kwargs = { + "user": "forged-by-client", + "model": "gpt-4", + "response_cost": 0.002, + "litellm_call_id": "test-call-id", + "litellm_params": { + "metadata": {"user_api_key_user_id": "real-tenant-id"} + }, + } + + response_obj = { + "id": "test-response-id", + "usage": {"prompt_tokens": 20, "completion_tokens": 10, "total_tokens": 30}, + } + + result = logger._common_logic(kwargs, response_obj) + + assert result["subject"] == "real-tenant-id" + assert result["subject"] != "forged-by-client" + + def test_common_logic_trust_request_user_false_still_raises_without_key_user(self): + """OPENMETER_TRUST_REQUEST_USER=false still raises when no + user_api_key_user_id is available — the request `user` is not a + fallback in this mode.""" + os.environ["OPENMETER_TRUST_REQUEST_USER"] = "false" + logger = OpenMeterLogger() + + kwargs = { + "user": "would-have-worked-without-the-flag", + "model": "gpt-3.5-turbo", + "response_cost": 0.001, + "litellm_call_id": "test-call-id", + } + + response_obj = {"id": "test-response-id"} + + with pytest.raises(Exception, match="OpenMeter: user is required"): + logger._common_logic(kwargs, response_obj) + + def test_common_logic_trust_request_user_default_preserves_behavior(self): + """Default (unset OPENMETER_TRUST_REQUEST_USER) keeps request `user` + taking priority — backward compatibility.""" + # OPENMETER_TRUST_REQUEST_USER intentionally unset + logger = OpenMeterLogger() + + kwargs = { + "user": "request-user", + "model": "gpt-4", + "response_cost": 0.002, + "litellm_call_id": "test-call-id", + "litellm_params": { + "metadata": {"user_api_key_user_id": "key-user"} + }, + } + + response_obj = { + "id": "test-response-id", + "usage": {"prompt_tokens": 20, "completion_tokens": 10, "total_tokens": 30}, + } + + result = logger._common_logic(kwargs, response_obj) + assert result["subject"] == "request-user" + @patch("litellm.integrations.openmeter.HTTPHandler") def test_integration_token_user_id_scenario(self, mock_http_handler): """Integration test simulating the exact scenario that was failing""" diff --git a/tests/test_litellm/litellm_core_utils/test_litellm_logging.py b/tests/test_litellm/litellm_core_utils/test_litellm_logging.py index 8acda74a156..d57d8dafdbd 100644 --- a/tests/test_litellm/litellm_core_utils/test_litellm_logging.py +++ b/tests/test_litellm/litellm_core_utils/test_litellm_logging.py @@ -3114,3 +3114,44 @@ def test_get_error_information_prefers_message_attribute_over_empty_str(): ) assert info["error_message"] == "real failure detail" assert info["error_code"] == "401" + + +@pytest.mark.parametrize( + "event_cls, event_type", + [ + ("ResponseCompletedEvent", "response.completed"), + ("ResponseIncompleteEvent", "response.incomplete"), + ("ResponseFailedEvent", "response.failed"), + ], +) +def test_handle_anthropic_messages_response_logging_with_terminal_responses_api_events( + event_cls, event_type +): + """Regression test for #28943: when anthropic_messages routes to OpenAI Responses + API and stream=True, success_handler receives a terminal ResponsesAPI event instead + of a ModelResponse. The handler must return the inner ResponsesAPIResponse rather + than crashing with AnthropicResponse.model_validate.""" + import importlib + + openai_types = importlib.import_module("litellm.types.llms.openai") + EventClass = getattr(openai_types, event_cls) + from litellm.types.llms.openai import ResponsesAPIResponse + + logging_obj = LitellmLogging( + model="gpt-4o", + messages=[{"role": "user", "content": "hello"}], + stream=True, + call_type="anthropic_messages", + start_time=time.time(), + litellm_call_id="test-rce-123", + function_id="test-fn", + ) + + inner_response = ResponsesAPIResponse( + id="resp_test", created_at=1700000000, output=[] + ) + event = EventClass(type=event_type, response=inner_response) + + result = logging_obj._handle_anthropic_messages_response_logging(result=event) + + assert result is inner_response diff --git a/tests/test_litellm/llms/cohere/chat/test_cohere_transformation.py b/tests/test_litellm/llms/cohere/chat/test_cohere_transformation.py index 4fe8f8a88a9..c208f4c5489 100644 --- a/tests/test_litellm/llms/cohere/chat/test_cohere_transformation.py +++ b/tests/test_litellm/llms/cohere/chat/test_cohere_transformation.py @@ -6,7 +6,9 @@ sys.path.insert( 0, os.path.abspath("../../../../..") ) # Adds the parent directory to the system path +import litellm from litellm.llms.cohere.chat.transformation import CohereChatConfig +from litellm.llms.cohere.chat.v2_transformation import CohereV2ChatConfig class TestCohereTransform: @@ -49,3 +51,69 @@ class TestCohereTransform: # The function should properly map max_tokens if max_completion_tokens is not provided assert result == {"temperature": 0.7, "max_tokens": 200} + + +class TestCohereV2Transform: + def setup_method(self): + self.config = CohereV2ChatConfig() + self.model = "command-r" + + def test_v2_supports_max_completion_tokens(self): + """max_completion_tokens must be advertised so get_optional_params does not reject it""" + assert "max_completion_tokens" in self.config.get_supported_openai_params( + self.model + ) + + def test_v2_max_tokens_only_still_maps(self): + """max_tokens alone maps to cohere max_tokens when max_completion_tokens is absent""" + result = self.config.map_openai_params( + non_default_params={"temperature": 0.7, "max_tokens": 200}, + optional_params={}, + model=self.model, + drop_params=False, + ) + + assert result == {"temperature": 0.7, "max_tokens": 200} + + def test_v2_map_max_completion_tokens_overrides_max_tokens(self): + """max_completion_tokens maps to cohere max_tokens and overrides max_tokens, matching v1""" + result = self.config.map_openai_params( + non_default_params={ + "temperature": 0.7, + "max_tokens": 200, + "max_completion_tokens": 256, + }, + optional_params={}, + model=self.model, + drop_params=False, + ) + + assert result == {"temperature": 0.7, "max_tokens": 256} + + def test_v2_max_completion_tokens_precedence_is_order_independent(self): + """max_completion_tokens wins over max_tokens regardless of dict ordering""" + max_tokens_first = self.config.map_openai_params( + non_default_params={"max_tokens": 200, "max_completion_tokens": 256}, + optional_params={}, + model=self.model, + drop_params=False, + ) + max_completion_first = self.config.map_openai_params( + non_default_params={"max_completion_tokens": 256, "max_tokens": 200}, + optional_params={}, + model=self.model, + drop_params=False, + ) + + assert max_tokens_first == {"max_tokens": 256} + assert max_completion_first == {"max_tokens": 256} + + def test_v2_default_route_accepts_max_completion_tokens(self): + """The default cohere_chat route resolves to v2; max_completion_tokens must not raise""" + optional_params = litellm.get_optional_params( + model=self.model, + custom_llm_provider="cohere_chat", + max_completion_tokens=256, + ) + + assert optional_params["max_tokens"] == 256 diff --git a/tests/test_litellm/llms/custom_httpx/test_http_handler.py b/tests/test_litellm/llms/custom_httpx/test_http_handler.py index 26f50e8e492..bf835b5d8f9 100644 --- a/tests/test_litellm/llms/custom_httpx/test_http_handler.py +++ b/tests/test_litellm/llms/custom_httpx/test_http_handler.py @@ -798,3 +798,56 @@ def test_get_httpx_client_applies_httpx_timeout_object_without_mocking_handler() assert handler.client.timeout == t finally: handler.close() + + +def test_sync_get_forwards_per_request_timeout(): + """HTTPHandler.get(timeout=...) must apply the timeout to that request, + overriding the client default rather than silently ignoring it.""" + captured = {} + + def mock_handler(request: httpx.Request) -> httpx.Response: + captured["timeout"] = request.extensions.get("timeout") + return httpx.Response(200, request=request, json={"ok": True}) + + handler = HTTPHandler() + handler.client.close() + handler.client = httpx.Client( + transport=httpx.MockTransport(mock_handler), + timeout=httpx.Timeout(5.0), + ) + try: + handler.get("https://example.com/poll", timeout=99.0) + assert captured["timeout"] == { + "connect": 99.0, + "read": 99.0, + "write": 99.0, + "pool": 99.0, + } + finally: + handler.close() + + +@pytest.mark.asyncio +async def test_async_get_forwards_per_request_timeout(): + captured = {} + + async def mock_handler(request: httpx.Request) -> httpx.Response: + captured["timeout"] = request.extensions.get("timeout") + return httpx.Response(200, request=request, json={"ok": True}) + + handler = AsyncHTTPHandler() + await handler.client.aclose() + handler.client = httpx.AsyncClient( + transport=httpx.MockTransport(mock_handler), + timeout=httpx.Timeout(5.0), + ) + try: + await handler.get("https://example.com/poll", timeout=99.0) + assert captured["timeout"] == { + "connect": 99.0, + "read": 99.0, + "write": 99.0, + "pool": 99.0, + } + finally: + await handler.close() diff --git a/tests/test_litellm/llms/moonshot/test_moonshot_chat_transformation.py b/tests/test_litellm/llms/moonshot/test_moonshot_chat_transformation.py index b4744a7ed18..95ade4290e9 100644 --- a/tests/test_litellm/llms/moonshot/test_moonshot_chat_transformation.py +++ b/tests/test_litellm/llms/moonshot/test_moonshot_chat_transformation.py @@ -9,15 +9,12 @@ import os import sys from unittest.mock import patch -sys.path.insert( - 0, os.path.abspath("../../../../..") -) # Adds the parent directory to the system path +sys.path.insert(0, os.path.abspath("../../../../..")) # Adds the parent directory to the system path import pytest import litellm import litellm.utils -from litellm import completion from litellm.litellm_core_utils.get_model_cost_map import GetModelCostMap from litellm.llms.moonshot.chat.transformation import MoonshotChatConfig @@ -208,6 +205,42 @@ class TestMoonshotConfig: # Temperature should be preserved assert result.get("temperature") == temp + def test_temperature_dropped_for_reasoning_models(self): + """Reasoning models (kimi-k2.5, kimi-k2.6) reject any temperature except 1, + so the param is dropped rather than clamped. A clamp to 0.3/1 would still + 400 when the caller passes e.g. 0.5.""" + config = MoonshotChatConfig() + + with patch( + "litellm.llms.moonshot.chat.transformation.supports_reasoning", + return_value=True, + ): + for temp in [0.0, 0.5, 1.0, 1.5]: + result = config.map_openai_params( + non_default_params={"temperature": temp}, + optional_params={}, + model="kimi-k2.5", + drop_params=False, + ) + assert "temperature" not in result + + def test_temperature_clamped_for_non_reasoning_models(self): + """Non-reasoning models keep the [0.3, 1] clamp behaviour.""" + config = MoonshotChatConfig() + + with patch( + "litellm.llms.moonshot.chat.transformation.supports_reasoning", + return_value=False, + ): + result = config.map_openai_params( + non_default_params={"temperature": 1.5}, + optional_params={}, + model="moonshot-v1-8k", + drop_params=False, + ) + + assert result.get("temperature") == 1 + def test_tool_choice_required_adds_message(self): """Test that tool_choice='required' adds a special message and removes tool_choice""" config = MoonshotChatConfig() @@ -232,10 +265,7 @@ class TestMoonshotConfig: assert result["messages"][0]["role"] == "user" assert result["messages"][0]["content"] == "What's the weather like?" assert result["messages"][1]["role"] == "user" - assert ( - result["messages"][1]["content"] - == "Please select a tool to handle the current issue." - ) + assert result["messages"][1]["content"] == "Please select a tool to handle the current issue." # Check that tool_choice was removed but tools are preserved assert "tool_choice" not in result @@ -273,10 +303,7 @@ class TestMoonshotConfig: # Check that the message was added assert len(result["messages"]) == 2 - assert ( - result["messages"][1]["content"] - == "Please select a tool to handle the current issue." - ) + assert result["messages"][1]["content"] == "Please select a tool to handle the current issue." def test_tool_choice_non_required_preserved(self): """Test that non-'required' tool_choice values are preserved""" @@ -501,9 +528,7 @@ class TestMoonshotConfig: assert result[0].get("reasoning_content") == "stored thinking" # The promoted key must be removed from provider_specific_fields to # avoid sending the value twice in the serialised request body - assert "reasoning_content" not in ( - result[0].get("provider_specific_fields") or {} - ) + assert "reasoning_content" not in (result[0].get("provider_specific_fields") or {}) def test_reasoning_model_fill_called_from_transform_request(self): """transform_request injects reasoning_content end-to-end for reasoning models.""" @@ -603,10 +628,7 @@ class TestMoonshotConfig: result = config.fill_reasoning_content(messages) # reasoning_content should be preserved, not replaced with placeholder - assert ( - result[0].get("reasoning_content") - == "User wants weather" - ) + assert result[0].get("reasoning_content") == "User wants weather" def test_reasoning_content_preserved_in_multi_turn_flow(self): """reasoning_content is preserved through multi-turn conversation flow. @@ -650,10 +672,7 @@ class TestMoonshotConfig: result = config.fill_reasoning_content(messages) # reasoning_content should be preserved in the assistant message - assert ( - result[1].get("reasoning_content") - == "Planning to call weather tool" - ) + assert result[1].get("reasoning_content") == "Planning to call weather tool" class TestKimiK26ModelRegistry: @@ -695,3 +714,33 @@ class TestKimiK26ModelRegistry: """kimi-k2.6 should be assigned to the moonshot provider.""" model_info = model_cost_map["moonshot/kimi-k2.6"] assert model_info["litellm_provider"] == "moonshot" + + +class TestMoonshotResponseSchemaSupport: + """Every model currently live on api.moonshot.ai supports json_schema + response_format, which gates discovery via litellm.responses(). The flag + must be true so the capability is advertised honestly.""" + + LIVE_MODELS = [ + "moonshot/kimi-k2.5", + "moonshot/kimi-k2.6", + "moonshot/moonshot-v1-8k", + "moonshot/moonshot-v1-32k", + "moonshot/moonshot-v1-128k", + "moonshot/moonshot-v1-8k-vision-preview", + "moonshot/moonshot-v1-32k-vision-preview", + "moonshot/moonshot-v1-128k-vision-preview", + "moonshot/moonshot-v1-auto", + ] + + @pytest.fixture(autouse=True) + def model_cost_map(self): + return GetModelCostMap.load_local_model_cost_map() + + @pytest.mark.parametrize("model", LIVE_MODELS) + def test_live_model_supports_response_schema(self, model, model_cost_map): + assert model_cost_map[model].get("supports_response_schema") is True + + def test_supports_response_schema_utility_reports_true(self, model_cost_map, monkeypatch): + monkeypatch.setattr(litellm, "model_cost", model_cost_map) + assert litellm.utils.supports_response_schema(model="moonshot/kimi-k2.5") is True diff --git a/tests/test_litellm/llms/neosantara/test_neosantara.py b/tests/test_litellm/llms/neosantara/test_neosantara.py new file mode 100644 index 00000000000..bef8c60d171 --- /dev/null +++ b/tests/test_litellm/llms/neosantara/test_neosantara.py @@ -0,0 +1,100 @@ +import os +from unittest.mock import patch + +NEOSANTARA_API_BASE = "https://api.neosantara.xyz/v1" + + +def test_neosantara_json_registry(): + import litellm + from litellm.llms.openai_like.json_loader import JSONProviderRegistry + + assert litellm.LlmProviders.NEOSANTARA.value == "neosantara" + assert litellm.LlmProviders("neosantara") == litellm.LlmProviders.NEOSANTARA + assert JSONProviderRegistry.exists("neosantara") + config = JSONProviderRegistry.get("neosantara") + assert config is not None + assert config.base_url == NEOSANTARA_API_BASE + assert config.api_key_env == "NEOSANTARA_API_KEY" + assert config.api_base_env == "NEOSANTARA_API_BASE" + assert config.param_mappings["max_completion_tokens"] == "max_tokens" + assert "/v1/chat/completions" in config.supported_endpoints + assert "/v1/responses" in config.supported_endpoints + + +def test_neosantara_dynamic_config_env_vars(): + from litellm.llms.openai_like.dynamic_config import create_config_class + from litellm.llms.openai_like.json_loader import JSONProviderRegistry + + config = create_config_class(JSONProviderRegistry.get("neosantara"))() + + with patch.dict( + os.environ, + { + "NEOSANTARA_API_KEY": "test-key", + "NEOSANTARA_API_BASE": "https://custom.neosantara.example/v1", + }, + ): + api_base, api_key = config._get_openai_compatible_provider_info(None, None) + + assert api_base == "https://custom.neosantara.example/v1" + assert api_key == "test-key" + + +def test_neosantara_provider_detection_by_prefix(): + from litellm.litellm_core_utils.get_llm_provider_logic import get_llm_provider + + model, provider, _, api_base = get_llm_provider("neosantara/gemini-3-flash") + + assert model == "gemini-3-flash" + assert provider == "neosantara" + assert api_base == NEOSANTARA_API_BASE + + +def test_neosantara_chat_complete_url(): + from litellm.llms.openai_like.dynamic_config import create_config_class + from litellm.llms.openai_like.json_loader import JSONProviderRegistry + + config = create_config_class(JSONProviderRegistry.get("neosantara"))() + + assert ( + config.get_complete_url( + api_base=None, + api_key=None, + model="gemini-3-flash", + optional_params={}, + litellm_params={}, + ) + == "https://api.neosantara.xyz/v1/chat/completions" + ) + + +def test_neosantara_maps_max_completion_tokens_to_max_tokens(): + from litellm.llms.openai_like.dynamic_config import create_config_class + from litellm.llms.openai_like.json_loader import JSONProviderRegistry + + config = create_config_class(JSONProviderRegistry.get("neosantara"))() + optional_params = config.map_openai_params( + non_default_params={"max_completion_tokens": 7}, + optional_params={}, + model="gemini-3-flash", + drop_params=False, + ) + + assert optional_params == {"max_tokens": 7} + + +def test_neosantara_responses_api_config(): + from litellm.llms.openai.responses.transformation import OpenAIResponsesAPIConfig + from litellm.utils import ProviderConfigManager + + config = ProviderConfigManager.get_provider_responses_api_config( + provider="neosantara", + model="claude-opus-4-6", + ) + + assert isinstance(config, OpenAIResponsesAPIConfig) + assert config.custom_llm_provider == "neosantara" + assert ( + config.get_complete_url(api_base=None, litellm_params={}) + == "https://api.neosantara.xyz/v1/responses" + ) diff --git a/tests/test_litellm/llms/soniox/__init__.py b/tests/test_litellm/llms/soniox/__init__.py new file mode 100644 index 00000000000..b2cd496d66a --- /dev/null +++ b/tests/test_litellm/llms/soniox/__init__.py @@ -0,0 +1 @@ +"""Soniox provider tests.""" diff --git a/tests/test_litellm/llms/soniox/audio_transcription/__init__.py b/tests/test_litellm/llms/soniox/audio_transcription/__init__.py new file mode 100644 index 00000000000..407b8b917e4 --- /dev/null +++ b/tests/test_litellm/llms/soniox/audio_transcription/__init__.py @@ -0,0 +1 @@ +"""Soniox audio transcription tests.""" diff --git a/tests/test_litellm/llms/soniox/audio_transcription/test_soniox_audio_transcription_handler.py b/tests/test_litellm/llms/soniox/audio_transcription/test_soniox_audio_transcription_handler.py new file mode 100644 index 00000000000..45753d4ee7b --- /dev/null +++ b/tests/test_litellm/llms/soniox/audio_transcription/test_soniox_audio_transcription_handler.py @@ -0,0 +1,1099 @@ +"""Tests for SonioxAudioTranscriptionHandler.""" + +import asyncio +import json +from typing import Any, Dict, List +from unittest.mock import MagicMock + +import httpx +import pytest + +from litellm.llms.custom_httpx.http_handler import AsyncHTTPHandler, HTTPHandler +from litellm.llms.soniox.audio_transcription.handler import ( + SonioxAudioTranscriptionHandler, +) +from litellm.llms.soniox.audio_transcription.transformation import ( + SonioxAudioTranscriptionConfig, +) +from litellm.llms.soniox.common_utils import SonioxException +from litellm.types.utils import TranscriptionResponse + + +def _make_response(payload: Dict[str, Any], status_code: int = 200) -> httpx.Response: + return httpx.Response( + status_code=status_code, + content=json.dumps(payload).encode("utf-8"), + headers={"content-type": "application/json"}, + ) + + +class _MockSyncClient(HTTPHandler): + """Sync HTTP client that records calls and replays scripted responses.""" + + def __init__(self, responses: Dict[str, List[httpx.Response]]): + # Skip parent __init__ (don't open real httpx client). + self._responses = responses + self.calls: List[Dict[str, Any]] = [] + + def _next(self, method: str, url: str) -> httpx.Response: + key = f"{method.upper()} {url}" + bucket = self._responses.get(key) + if not bucket: + raise AssertionError(f"Unexpected call: {key}") + return bucket.pop(0) + + def post(self, url, headers=None, json=None, files=None, data=None, timeout=None, **kw): # type: ignore[override] + self.calls.append({"method": "POST", "url": url, "json": json, "files": files}) + return self._next("POST", url) + + def get(self, url, headers=None, timeout=None, **kw): # type: ignore[override] + self.calls.append({"method": "GET", "url": url, "timeout": timeout}) + return self._next("GET", url) + + def delete(self, url, headers=None, timeout=None, **kw): # type: ignore[override] + self.calls.append({"method": "DELETE", "url": url}) + return self._next("DELETE", url) + + +class _MockAsyncClient(AsyncHTTPHandler): + def __init__(self, responses: Dict[str, List[httpx.Response]]): + self._responses = responses + self.calls: List[Dict[str, Any]] = [] + + def _next(self, method: str, url: str) -> httpx.Response: + key = f"{method.upper()} {url}" + bucket = self._responses.get(key) + if not bucket: + raise AssertionError(f"Unexpected call: {key}") + return bucket.pop(0) + + async def post(self, url, headers=None, json=None, files=None, data=None, timeout=None, **kw): # type: ignore[override] + self.calls.append({"method": "POST", "url": url, "json": json, "files": files}) + return self._next("POST", url) + + async def get(self, url, headers=None, timeout=None, **kw): # type: ignore[override] + self.calls.append({"method": "GET", "url": url, "timeout": timeout}) + return self._next("GET", url) + + async def delete(self, url, headers=None, timeout=None, **kw): # type: ignore[override] + self.calls.append({"method": "DELETE", "url": url}) + return self._next("DELETE", url) + + +def _make_logging_obj() -> MagicMock: + obj = MagicMock() + obj.pre_call = MagicMock() + obj.post_call = MagicMock() + return obj + + +def _common_call_kwargs(client) -> Dict[str, Any]: + return { + "model": "stt-async-v4", + "model_response": TranscriptionResponse(), + "timeout": 30.0, + "max_retries": 0, + "logging_obj": _make_logging_obj(), + "api_key": "sk-test", + "api_base": None, + "client": client, + "headers": {}, + } + + +class TestSyncAudioUrl: + def test_should_create_poll_fetch_and_cleanup_when_audio_url_supplied( + self, monkeypatch + ): + monkeypatch.setattr("time.sleep", lambda *_: None) + responses = { + "POST https://api.soniox.com/v1/transcriptions": [ + _make_response({"id": "tx_1", "status": "queued"}) + ], + "GET https://api.soniox.com/v1/transcriptions/tx_1": [ + _make_response( + {"id": "tx_1", "status": "completed", "audio_duration_ms": 1500} + ), + ], + "GET https://api.soniox.com/v1/transcriptions/tx_1/transcript": [ + _make_response({"text": "hello world", "tokens": []}), + ], + "DELETE https://api.soniox.com/v1/transcriptions/tx_1": [ + _make_response({"deleted": True}), + ], + } + client = _MockSyncClient(responses) + + handler = SonioxAudioTranscriptionHandler() + resp = handler.audio_transcriptions( + audio_file=None, + optional_params={"audio_url": "https://example.com/a.wav"}, + litellm_params={}, + atranscription=False, + **_common_call_kwargs(client), + ) + + assert resp.text == "hello world" + assert resp["duration"] == pytest.approx(1.5) + assert resp._hidden_params["custom_llm_provider"] == "soniox" + # POST body should contain audio_url, no file_id. + post_call = next(c for c in client.calls if c["method"] == "POST") + assert post_call["json"]["audio_url"] == "https://example.com/a.wav" + assert "file_id" not in post_call["json"] + # Cleanup must have deleted the transcription record. + assert any(c["method"] == "DELETE" for c in client.calls) + + +class TestSyncFileUpload: + def test_should_upload_then_transcribe_then_cleanup_both(self, monkeypatch): + monkeypatch.setattr("time.sleep", lambda *_: None) + responses = { + "POST https://api.soniox.com/v1/files": [ + _make_response({"id": "file_1"}), + ], + "POST https://api.soniox.com/v1/transcriptions": [ + _make_response({"id": "tx_1"}), + ], + "GET https://api.soniox.com/v1/transcriptions/tx_1": [ + _make_response({"status": "completed"}), + ], + "GET https://api.soniox.com/v1/transcriptions/tx_1/transcript": [ + _make_response({"text": "uploaded ok", "tokens": []}), + ], + "DELETE https://api.soniox.com/v1/transcriptions/tx_1": [ + _make_response({}), + ], + "DELETE https://api.soniox.com/v1/files/file_1": [ + _make_response({}), + ], + } + client = _MockSyncClient(responses) + + handler = SonioxAudioTranscriptionHandler() + resp = handler.audio_transcriptions( + audio_file=("clip.wav", b"RIFFfake", "audio/wav"), + optional_params={}, + litellm_params={}, + atranscription=False, + **_common_call_kwargs(client), + ) + + assert resp.text == "uploaded ok" + deletes = [c["url"] for c in client.calls if c["method"] == "DELETE"] + assert "https://api.soniox.com/v1/transcriptions/tx_1" in deletes + assert "https://api.soniox.com/v1/files/file_1" in deletes + + +class TestSyncPolling: + def test_should_poll_until_status_is_completed(self, monkeypatch): + monkeypatch.setattr("time.sleep", lambda *_: None) + responses = { + "POST https://api.soniox.com/v1/transcriptions": [ + _make_response({"id": "tx_1"}), + ], + "GET https://api.soniox.com/v1/transcriptions/tx_1": [ + _make_response({"status": "queued"}), + _make_response({"status": "processing"}), + _make_response({"status": "completed"}), + ], + "GET https://api.soniox.com/v1/transcriptions/tx_1/transcript": [ + _make_response({"text": "done", "tokens": []}), + ], + "DELETE https://api.soniox.com/v1/transcriptions/tx_1": [ + _make_response({}), + ], + } + client = _MockSyncClient(responses) + + resp = SonioxAudioTranscriptionHandler().audio_transcriptions( + audio_file=None, + optional_params={ + "audio_url": "https://example.com/a.wav", + "soniox_polling_interval": 0, + }, + litellm_params={}, + atranscription=False, + **_common_call_kwargs(client), + ) + assert resp.text == "done" + + def test_should_raise_when_status_is_error(self, monkeypatch): + monkeypatch.setattr("time.sleep", lambda *_: None) + responses = { + "POST https://api.soniox.com/v1/transcriptions": [ + _make_response({"id": "tx_1"}), + ], + "GET https://api.soniox.com/v1/transcriptions/tx_1": [ + _make_response({"status": "error", "error_message": "bad audio"}), + ], + } + client = _MockSyncClient(responses) + + with pytest.raises(SonioxException) as exc_info: + SonioxAudioTranscriptionHandler().audio_transcriptions( + audio_file=None, + optional_params={"audio_url": "https://example.com/a.wav"}, + litellm_params={}, + atranscription=False, + **_common_call_kwargs(client), + ) + assert "bad audio" in str(exc_info.value) + + def test_should_raise_when_polling_attempts_exceeded(self, monkeypatch): + monkeypatch.setattr("time.sleep", lambda *_: None) + responses = { + "POST https://api.soniox.com/v1/transcriptions": [ + _make_response({"id": "tx_1"}), + ], + "GET https://api.soniox.com/v1/transcriptions/tx_1": [ + _make_response({"status": "processing"}), + _make_response({"status": "processing"}), + ], + } + client = _MockSyncClient(responses) + + with pytest.raises(SonioxException) as exc_info: + SonioxAudioTranscriptionHandler().audio_transcriptions( + audio_file=None, + optional_params={ + "audio_url": "https://example.com/a.wav", + "soniox_polling_interval": 0, + "soniox_max_polling_attempts": 2, + }, + litellm_params={}, + atranscription=False, + **_common_call_kwargs(client), + ) + assert exc_info.value.status_code == 504 + + +class TestGetRequestTimeoutForwarding: + def test_sync_should_forward_timeout_to_poll_and_transcript_gets(self, monkeypatch): + monkeypatch.setattr("time.sleep", lambda *_: None) + responses = { + "POST https://api.soniox.com/v1/transcriptions": [ + _make_response({"id": "tx_1"}), + ], + "GET https://api.soniox.com/v1/transcriptions/tx_1": [ + _make_response({"status": "completed"}), + ], + "GET https://api.soniox.com/v1/transcriptions/tx_1/transcript": [ + _make_response({"text": "done", "tokens": []}), + ], + } + client = _MockSyncClient(responses) + + SonioxAudioTranscriptionHandler().audio_transcriptions( + audio_file=None, + optional_params={ + "audio_url": "https://example.com/a.wav", + "soniox_cleanup": None, + }, + litellm_params={}, + atranscription=False, + **_common_call_kwargs(client), + ) + + get_calls = [c for c in client.calls if c["method"] == "GET"] + assert get_calls + assert all(c["timeout"] == 30.0 for c in get_calls) + + def test_async_should_forward_timeout_to_poll_and_transcript_gets(self): + responses = { + "POST https://api.soniox.com/v1/transcriptions": [ + _make_response({"id": "tx_1"}), + ], + "GET https://api.soniox.com/v1/transcriptions/tx_1": [ + _make_response({"status": "completed"}), + ], + "GET https://api.soniox.com/v1/transcriptions/tx_1/transcript": [ + _make_response({"text": "done", "tokens": []}), + ], + } + client = _MockAsyncClient(responses) + + asyncio.run( + SonioxAudioTranscriptionHandler().audio_transcriptions( + audio_file=None, + optional_params={ + "audio_url": "https://example.com/a.wav", + "soniox_cleanup": None, + }, + litellm_params={}, + atranscription=True, + **_common_call_kwargs(client), + ) + ) + + get_calls = [c for c in client.calls if c["method"] == "GET"] + assert get_calls + assert all(c["timeout"] == 30.0 for c in get_calls) + + +class TestPollLimitsClamping: + """Server-side caps on caller-supplied poll settings. + + `soniox_polling_interval` and `soniox_max_polling_attempts` arrive as + request kwargs from authenticated callers. They MUST be clamped server-side + so a hostile caller cannot set a zero interval + huge attempt count to pin + a worker on tight poll loops. + """ + + def test_should_clamp_poll_interval_to_minimum(self): + from litellm.llms.soniox.common_utils import SONIOX_MIN_POLL_INTERVAL + + handler = SonioxAudioTranscriptionHandler() + _, _, _, handler_opts = handler._prepare( + audio_file=None, + optional_params={ + "soniox_polling_interval": 0, + "audio_url": "https://example.com/a.wav", + }, + litellm_params={}, + api_key="sk-test", + api_base=None, + provider_config=SonioxAudioTranscriptionConfig(), + headers={}, + ) + assert handler_opts["poll_interval"] == SONIOX_MIN_POLL_INTERVAL + + def test_should_clamp_negative_poll_interval_to_minimum(self): + from litellm.llms.soniox.common_utils import SONIOX_MIN_POLL_INTERVAL + + handler = SonioxAudioTranscriptionHandler() + _, _, _, handler_opts = handler._prepare( + audio_file=None, + optional_params={ + "soniox_polling_interval": -10, + "audio_url": "https://example.com/a.wav", + }, + litellm_params={}, + api_key="sk-test", + api_base=None, + provider_config=SonioxAudioTranscriptionConfig(), + headers={}, + ) + assert handler_opts["poll_interval"] == SONIOX_MIN_POLL_INTERVAL + + def test_should_preserve_poll_interval_when_above_minimum(self): + handler = SonioxAudioTranscriptionHandler() + _, _, _, handler_opts = handler._prepare( + audio_file=None, + optional_params={ + "soniox_polling_interval": 5.0, + "audio_url": "https://example.com/a.wav", + }, + litellm_params={}, + api_key="sk-test", + api_base=None, + provider_config=SonioxAudioTranscriptionConfig(), + headers={}, + ) + assert handler_opts["poll_interval"] == 5.0 + + def test_should_clamp_max_attempts_to_upper_bound(self): + from litellm.llms.soniox.common_utils import SONIOX_MAX_POLL_ATTEMPTS + + handler = SonioxAudioTranscriptionHandler() + _, _, _, handler_opts = handler._prepare( + audio_file=None, + optional_params={ + "soniox_max_polling_attempts": 10**9, + "audio_url": "https://example.com/a.wav", + }, + litellm_params={}, + api_key="sk-test", + api_base=None, + provider_config=SonioxAudioTranscriptionConfig(), + headers={}, + ) + assert handler_opts["max_attempts"] == SONIOX_MAX_POLL_ATTEMPTS + + def test_should_clamp_zero_max_attempts_to_one(self): + handler = SonioxAudioTranscriptionHandler() + _, _, _, handler_opts = handler._prepare( + audio_file=None, + optional_params={ + "soniox_max_polling_attempts": 0, + "audio_url": "https://example.com/a.wav", + }, + litellm_params={}, + api_key="sk-test", + api_base=None, + provider_config=SonioxAudioTranscriptionConfig(), + headers={}, + ) + assert handler_opts["max_attempts"] == 1 + + def test_should_preserve_max_attempts_within_bounds(self): + handler = SonioxAudioTranscriptionHandler() + _, _, _, handler_opts = handler._prepare( + audio_file=None, + optional_params={ + "soniox_max_polling_attempts": 10, + "audio_url": "https://example.com/a.wav", + }, + litellm_params={}, + api_key="sk-test", + api_base=None, + provider_config=SonioxAudioTranscriptionConfig(), + headers={}, + ) + assert handler_opts["max_attempts"] == 10 + + +class TestSyncCleanupBehavior: + def test_should_skip_cleanup_when_disabled(self, monkeypatch): + monkeypatch.setattr("time.sleep", lambda *_: None) + responses = { + "POST https://api.soniox.com/v1/transcriptions": [ + _make_response({"id": "tx_1"}), + ], + "GET https://api.soniox.com/v1/transcriptions/tx_1": [ + _make_response({"status": "completed"}), + ], + "GET https://api.soniox.com/v1/transcriptions/tx_1/transcript": [ + _make_response({"text": "no cleanup", "tokens": []}), + ], + } + client = _MockSyncClient(responses) + + SonioxAudioTranscriptionHandler().audio_transcriptions( + audio_file=None, + optional_params={ + "audio_url": "https://example.com/a.wav", + "soniox_cleanup": [], + }, + litellm_params={}, + atranscription=False, + **_common_call_kwargs(client), + ) + assert not any(c["method"] == "DELETE" for c in client.calls) + + def test_should_cleanup_even_on_error(self, monkeypatch): + monkeypatch.setattr("time.sleep", lambda *_: None) + responses = { + "POST https://api.soniox.com/v1/files": [ + _make_response({"id": "file_99"}), + ], + "POST https://api.soniox.com/v1/transcriptions": [ + _make_response({"id": "tx_99"}), + ], + "GET https://api.soniox.com/v1/transcriptions/tx_99": [ + _make_response({"status": "error", "error_message": "boom"}), + ], + "DELETE https://api.soniox.com/v1/transcriptions/tx_99": [ + _make_response({}), + ], + "DELETE https://api.soniox.com/v1/files/file_99": [ + _make_response({}), + ], + } + client = _MockSyncClient(responses) + + with pytest.raises(SonioxException): + SonioxAudioTranscriptionHandler().audio_transcriptions( + audio_file=("clip.wav", b"x", "audio/wav"), + optional_params={}, + litellm_params={}, + atranscription=False, + **_common_call_kwargs(client), + ) + deletes = [c["url"] for c in client.calls if c["method"] == "DELETE"] + assert any("/v1/files/file_99" in u for u in deletes) + + +class TestLoggingExceptionSafety: + """Logging callbacks must never break a real Soniox call. + + `_safe_log_pre_call` and `_safe_log_post_call` wrap their `logging_obj` + invocations in a broad `except Exception: pass` because callbacks come + from third-party observability integrations and a misbehaving one must + not abort the transcription. + """ + + def test_pre_call_should_swallow_logging_exception(self): + logging_obj = MagicMock() + logging_obj.pre_call.side_effect = RuntimeError("callback boom") + # Must not raise. + SonioxAudioTranscriptionHandler._safe_log_pre_call( + logging_obj=logging_obj, + api_key="sk-test", + api_base="https://api.soniox.com", + body={"model": "stt-async-v4"}, + ) + # Helper still attempted the call exactly once before swallowing. + assert logging_obj.pre_call.call_count == 1 + + def test_post_call_should_swallow_logging_exception(self): + logging_obj = MagicMock() + logging_obj.post_call.side_effect = RuntimeError("callback boom") + # Must not raise. + SonioxAudioTranscriptionHandler._safe_log_post_call( + logging_obj=logging_obj, + audio_file=None, + api_key="sk-test", + body={"model": "stt-async-v4"}, + original_response={"transcription": {}, "transcript": {}}, + ) + assert logging_obj.post_call.call_count == 1 + + +class _RaisingDeleteSyncClient(_MockSyncClient): + """Sync mock whose DELETE calls always raise. + + Used to drive the `_sync_cleanup` exception-swallowing branches: a failed + DELETE during cleanup must not mask the transcription result (or the + original error on the failure path). + """ + + def delete(self, url, headers=None, timeout=None, **kw): # type: ignore[override] + self.calls.append({"method": "DELETE", "url": url}) + raise httpx.ConnectError("delete failed") + + +class _RaisingDeleteAsyncClient(_MockAsyncClient): + """Async counterpart of `_RaisingDeleteSyncClient`.""" + + async def delete(self, url, headers=None, timeout=None, **kw): # type: ignore[override] + self.calls.append({"method": "DELETE", "url": url}) + raise httpx.ConnectError("delete failed") + + +class TestCleanupExceptionMasking: + """Cleanup DELETE failures must be swallowed (best-effort). + + A failed DELETE leaves stale data on Soniox but must NOT replace the + successful transcription result, nor mask the original error on the + error path. + """ + + def test_sync_cleanup_should_swallow_delete_failures(self, monkeypatch): + monkeypatch.setattr("time.sleep", lambda *_: None) + responses = { + "POST https://api.soniox.com/v1/files": [ + _make_response({"id": "file_99"}), + ], + "POST https://api.soniox.com/v1/transcriptions": [ + _make_response({"id": "tx_99"}), + ], + "GET https://api.soniox.com/v1/transcriptions/tx_99": [ + _make_response({"status": "completed"}), + ], + "GET https://api.soniox.com/v1/transcriptions/tx_99/transcript": [ + _make_response({"text": "ok", "tokens": []}), + ], + } + client = _RaisingDeleteSyncClient(responses) + + # Result must come through despite both DELETEs raising. + resp = SonioxAudioTranscriptionHandler().audio_transcriptions( + audio_file=("clip.wav", b"x", "audio/wav"), + optional_params={"soniox_cleanup": ["file", "transcription"]}, + litellm_params={}, + atranscription=False, + **_common_call_kwargs(client), + ) + assert resp.text == "ok" + # Both DELETEs were attempted (proving the except: pass paths ran). + deletes = [c["url"] for c in client.calls if c["method"] == "DELETE"] + assert any("/v1/transcriptions/tx_99" in u for u in deletes) + assert any("/v1/files/file_99" in u for u in deletes) + + def test_async_cleanup_should_swallow_delete_failures(self, monkeypatch): + async def _no_sleep(*_args, **_kwargs): + return None + + monkeypatch.setattr("asyncio.sleep", _no_sleep) + responses = { + "POST https://api.soniox.com/v1/files": [ + _make_response({"id": "file_async"}), + ], + "POST https://api.soniox.com/v1/transcriptions": [ + _make_response({"id": "tx_async"}), + ], + "GET https://api.soniox.com/v1/transcriptions/tx_async": [ + _make_response({"status": "completed"}), + ], + "GET https://api.soniox.com/v1/transcriptions/tx_async/transcript": [ + _make_response({"text": "async ok", "tokens": []}), + ], + } + client = _RaisingDeleteAsyncClient(responses) + + coro = SonioxAudioTranscriptionHandler().audio_transcriptions( + audio_file=("clip.wav", b"x", "audio/wav"), + optional_params={"soniox_cleanup": ["file", "transcription"]}, + litellm_params={}, + atranscription=True, + **_common_call_kwargs(client), + ) + resp = asyncio.new_event_loop().run_until_complete(coro) + assert resp.text == "async ok" + deletes = [c["url"] for c in client.calls if c["method"] == "DELETE"] + assert any("/v1/transcriptions/tx_async" in u for u in deletes) + assert any("/v1/files/file_async" in u for u in deletes) + + +class TestMissingInput: + def test_should_raise_when_no_audio_input_provided(self): + client = _MockSyncClient({}) + with pytest.raises(SonioxException) as exc_info: + SonioxAudioTranscriptionHandler().audio_transcriptions( + audio_file=None, + optional_params={}, + litellm_params={}, + atranscription=False, + **_common_call_kwargs(client), + ) + assert exc_info.value.status_code == 400 + + +class TestCleanupNormalization: + def test_should_treat_none_cleanup_as_no_cleanup(self, monkeypatch): + monkeypatch.setattr("time.sleep", lambda *_: None) + responses = { + "POST https://api.soniox.com/v1/transcriptions": [ + _make_response({"id": "tx_1"}), + ], + "GET https://api.soniox.com/v1/transcriptions/tx_1": [ + _make_response({"status": "completed"}), + ], + "GET https://api.soniox.com/v1/transcriptions/tx_1/transcript": [ + _make_response({"text": "hi", "tokens": []}), + ], + } + client = _MockSyncClient(responses) + SonioxAudioTranscriptionHandler().audio_transcriptions( + audio_file=None, + optional_params={ + "audio_url": "https://example.com/a.wav", + "soniox_cleanup": None, + }, + litellm_params={}, + atranscription=False, + **_common_call_kwargs(client), + ) + assert not any(c["method"] == "DELETE" for c in client.calls) + + def test_should_accept_cleanup_as_single_string(self, monkeypatch): + monkeypatch.setattr("time.sleep", lambda *_: None) + responses = { + "POST https://api.soniox.com/v1/transcriptions": [ + _make_response({"id": "tx_1"}), + ], + "GET https://api.soniox.com/v1/transcriptions/tx_1": [ + _make_response({"status": "completed"}), + ], + "GET https://api.soniox.com/v1/transcriptions/tx_1/transcript": [ + _make_response({"text": "hi", "tokens": []}), + ], + "DELETE https://api.soniox.com/v1/transcriptions/tx_1": [ + _make_response({}), + ], + } + client = _MockSyncClient(responses) + SonioxAudioTranscriptionHandler().audio_transcriptions( + audio_file=None, + optional_params={ + "audio_url": "https://example.com/a.wav", + "soniox_cleanup": "transcription", + }, + litellm_params={}, + atranscription=False, + **_common_call_kwargs(client), + ) + deletes = [c["url"] for c in client.calls if c["method"] == "DELETE"] + assert "https://api.soniox.com/v1/transcriptions/tx_1" in deletes + + +class TestErrorResponses: + def test_should_raise_on_4xx_during_create_with_json_error(self, monkeypatch): + monkeypatch.setattr("time.sleep", lambda *_: None) + responses = { + "POST https://api.soniox.com/v1/transcriptions": [ + _make_response({"error_message": "invalid model"}, status_code=400), + ], + } + client = _MockSyncClient(responses) + with pytest.raises(SonioxException) as exc_info: + SonioxAudioTranscriptionHandler().audio_transcriptions( + audio_file=None, + optional_params={"audio_url": "https://example.com/a.wav"}, + litellm_params={}, + atranscription=False, + **_common_call_kwargs(client), + ) + assert "invalid model" in str(exc_info.value) + assert exc_info.value.status_code == 400 + + def test_should_raise_on_4xx_during_create_with_non_json_body(self, monkeypatch): + monkeypatch.setattr("time.sleep", lambda *_: None) + responses = { + "POST https://api.soniox.com/v1/transcriptions": [ + httpx.Response(status_code=500, content=b"server exploded"), + ], + } + client = _MockSyncClient(responses) + with pytest.raises(SonioxException) as exc_info: + SonioxAudioTranscriptionHandler().audio_transcriptions( + audio_file=None, + optional_params={"audio_url": "https://example.com/a.wav"}, + litellm_params={}, + atranscription=False, + **_common_call_kwargs(client), + ) + assert "server exploded" in str(exc_info.value) + assert exc_info.value.status_code == 500 + + +class TestPassthroughBodyBuilding: + def test_should_skip_none_values_in_passthrough_body(self, monkeypatch): + monkeypatch.setattr("time.sleep", lambda *_: None) + responses = { + "POST https://api.soniox.com/v1/transcriptions": [ + _make_response({"id": "tx_1"}), + ], + "GET https://api.soniox.com/v1/transcriptions/tx_1": [ + _make_response({"status": "completed"}), + ], + "GET https://api.soniox.com/v1/transcriptions/tx_1/transcript": [ + _make_response({"text": "ok", "tokens": []}), + ], + "DELETE https://api.soniox.com/v1/transcriptions/tx_1": [ + _make_response({}), + ], + } + client = _MockSyncClient(responses) + # Pass a None-valued kwarg through the entire pipeline (it must not + # appear in the create body). + SonioxAudioTranscriptionHandler().audio_transcriptions( + audio_file=None, + optional_params={ + "audio_url": "https://example.com/a.wav", + "context": None, + }, + litellm_params={}, + atranscription=False, + **_common_call_kwargs(client), + ) + post_call = next(c for c in client.calls if c["method"] == "POST") + assert "context" not in post_call["json"] + + +class TestSecretRedaction: + """Secret-bearing fields must be redacted before reaching logging callbacks. + + `webhook_auth_header_value` is forwarded to Soniox so it can authenticate + its webhook callbacks to the caller. It must NOT leak into LiteLLM logging + callbacks: anyone with access to those sinks could otherwise forge webhook + requests. The HTTP request to Soniox itself must still carry the real + value. + """ + + def test_redact_helper_should_redact_known_secret_fields(self): + body = { + "model": "stt-async-v4", + "audio_url": "https://example.com/a.wav", + "webhook_url": "https://example.com/hook", + "webhook_auth_header_name": "X-Webhook-Auth", + "webhook_auth_header_value": "super-secret-token", + } + redacted = SonioxAudioTranscriptionHandler._redact_body_for_logging(body) + assert redacted["webhook_auth_header_value"] == "[REDACTED]" + # Non-secret fields untouched. + assert redacted["model"] == "stt-async-v4" + assert redacted["audio_url"] == "https://example.com/a.wav" + assert redacted["webhook_url"] == "https://example.com/hook" + assert redacted["webhook_auth_header_name"] == "X-Webhook-Auth" + # Original body must not be mutated. + assert body["webhook_auth_header_value"] == "super-secret-token" + + def test_redact_helper_should_no_op_when_no_secret_present(self): + body = {"model": "stt-async-v4", "audio_url": "https://example.com/a.wav"} + redacted = SonioxAudioTranscriptionHandler._redact_body_for_logging(body) + assert redacted == body + # Must not introduce a placeholder secret field. + assert "webhook_auth_header_value" not in redacted + + def test_redact_helper_should_handle_empty_body(self): + assert SonioxAudioTranscriptionHandler._redact_body_for_logging({}) == {} + + def test_redact_helper_should_skip_none_secret_value(self): + # A None-valued secret field is treated as absent (the create-body + # builder already drops Nones, but redact must agree). + body = {"model": "stt-async-v4", "webhook_auth_header_value": None} + redacted = SonioxAudioTranscriptionHandler._redact_body_for_logging(body) + assert redacted["webhook_auth_header_value"] is None + + def test_should_redact_secret_in_pre_and_post_call_logging(self, monkeypatch): + """End-to-end: real request body keeps the secret, logging hooks don't.""" + monkeypatch.setattr("time.sleep", lambda *_: None) + responses = { + "POST https://api.soniox.com/v1/transcriptions": [ + _make_response({"id": "tx_1"}), + ], + "GET https://api.soniox.com/v1/transcriptions/tx_1": [ + _make_response({"status": "completed"}), + ], + "GET https://api.soniox.com/v1/transcriptions/tx_1/transcript": [ + _make_response({"text": "ok", "tokens": []}), + ], + "DELETE https://api.soniox.com/v1/transcriptions/tx_1": [ + _make_response({}), + ], + } + client = _MockSyncClient(responses) + logging_obj = _make_logging_obj() + + call_kwargs = _common_call_kwargs(client) + call_kwargs["logging_obj"] = logging_obj + + SonioxAudioTranscriptionHandler().audio_transcriptions( + audio_file=None, + optional_params={ + "audio_url": "https://example.com/a.wav", + "webhook_url": "https://example.com/hook", + "webhook_auth_header_name": "X-Webhook-Auth", + "webhook_auth_header_value": "super-secret-token", + }, + litellm_params={}, + atranscription=False, + **call_kwargs, + ) + + # 1. Real Soniox request must carry the real secret. + post_call = next(c for c in client.calls if c["method"] == "POST") + assert post_call["json"]["webhook_auth_header_value"] == "super-secret-token" + + # 2. Pre-call logging must receive a redacted body. + pre_call_body = logging_obj.pre_call.call_args.kwargs["additional_args"][ + "complete_input_dict" + ] + assert pre_call_body["webhook_auth_header_value"] == "[REDACTED]" + # Non-secret fields unchanged. + assert pre_call_body["webhook_url"] == "https://example.com/hook" + assert pre_call_body["webhook_auth_header_name"] == "X-Webhook-Auth" + + # 3. Post-call logging must also receive a redacted body. + post_call_body = logging_obj.post_call.call_args.kwargs["additional_args"][ + "complete_input_dict" + ] + assert post_call_body["webhook_auth_header_value"] == "[REDACTED]" + + +class TestAsyncFlow: + def test_should_run_async_audio_url_flow(self, monkeypatch): + async def _no_sleep(*_a, **_kw): + return None + + monkeypatch.setattr(asyncio, "sleep", _no_sleep) + + responses = { + "POST https://api.soniox.com/v1/transcriptions": [ + _make_response({"id": "tx_async"}), + ], + "GET https://api.soniox.com/v1/transcriptions/tx_async": [ + _make_response({"status": "completed"}), + ], + "GET https://api.soniox.com/v1/transcriptions/tx_async/transcript": [ + _make_response({"text": "async ok", "tokens": []}), + ], + "DELETE https://api.soniox.com/v1/transcriptions/tx_async": [ + _make_response({}), + ], + } + client = _MockAsyncClient(responses) + + coro = SonioxAudioTranscriptionHandler().audio_transcriptions( + audio_file=None, + optional_params={"audio_url": "https://example.com/a.wav"}, + litellm_params={}, + atranscription=True, + **_common_call_kwargs(client), + ) + resp = asyncio.new_event_loop().run_until_complete(coro) + assert resp.text == "async ok" + assert resp._hidden_params["custom_llm_provider"] == "soniox" + + def test_should_run_async_file_upload_flow(self, monkeypatch): + async def _no_sleep(*_a, **_kw): + return None + + monkeypatch.setattr(asyncio, "sleep", _no_sleep) + + responses = { + "POST https://api.soniox.com/v1/files": [ + _make_response({"id": "file_async_1"}), + ], + "POST https://api.soniox.com/v1/transcriptions": [ + _make_response({"id": "tx_async_2"}), + ], + "GET https://api.soniox.com/v1/transcriptions/tx_async_2": [ + _make_response({"status": "queued"}), + _make_response({"status": "completed"}), + ], + "GET https://api.soniox.com/v1/transcriptions/tx_async_2/transcript": [ + _make_response({"text": "async upload ok", "tokens": []}), + ], + "DELETE https://api.soniox.com/v1/transcriptions/tx_async_2": [ + _make_response({}), + ], + "DELETE https://api.soniox.com/v1/files/file_async_1": [ + _make_response({}), + ], + } + client = _MockAsyncClient(responses) + + coro = SonioxAudioTranscriptionHandler().audio_transcriptions( + audio_file=("clip.wav", b"RIFFfake", "audio/wav"), + optional_params={"soniox_polling_interval": 0}, + litellm_params={}, + atranscription=True, + **_common_call_kwargs(client), + ) + resp = asyncio.new_event_loop().run_until_complete(coro) + assert resp.text == "async upload ok" + deletes = [c["url"] for c in client.calls if c["method"] == "DELETE"] + assert "https://api.soniox.com/v1/files/file_async_1" in deletes + + def test_should_raise_async_when_status_is_error(self, monkeypatch): + async def _no_sleep(*_a, **_kw): + return None + + monkeypatch.setattr(asyncio, "sleep", _no_sleep) + + responses = { + "POST https://api.soniox.com/v1/transcriptions": [ + _make_response({"id": "tx_err"}), + ], + "GET https://api.soniox.com/v1/transcriptions/tx_err": [ + _make_response({"status": "error", "error_message": "async boom"}), + ], + } + client = _MockAsyncClient(responses) + + coro = SonioxAudioTranscriptionHandler().audio_transcriptions( + audio_file=None, + optional_params={ + "audio_url": "https://example.com/a.wav", + "soniox_cleanup": [], + }, + litellm_params={}, + atranscription=True, + **_common_call_kwargs(client), + ) + with pytest.raises(SonioxException) as exc_info: + asyncio.new_event_loop().run_until_complete(coro) + assert "async boom" in str(exc_info.value) + + def test_should_raise_async_when_polling_attempts_exceeded(self, monkeypatch): + async def _no_sleep(*_a, **_kw): + return None + + monkeypatch.setattr(asyncio, "sleep", _no_sleep) + + responses = { + "POST https://api.soniox.com/v1/transcriptions": [ + _make_response({"id": "tx_timeout"}), + ], + "GET https://api.soniox.com/v1/transcriptions/tx_timeout": [ + _make_response({"status": "processing"}), + _make_response({"status": "processing"}), + ], + } + client = _MockAsyncClient(responses) + + coro = SonioxAudioTranscriptionHandler().audio_transcriptions( + audio_file=None, + optional_params={ + "audio_url": "https://example.com/a.wav", + "soniox_polling_interval": 0, + "soniox_max_polling_attempts": 2, + "soniox_cleanup": [], + }, + litellm_params={}, + atranscription=True, + **_common_call_kwargs(client), + ) + with pytest.raises(SonioxException) as exc_info: + asyncio.new_event_loop().run_until_complete(coro) + assert exc_info.value.status_code == 504 + + def test_should_raise_async_when_no_audio_input_provided(self): + client = _MockAsyncClient({}) + coro = SonioxAudioTranscriptionHandler().audio_transcriptions( + audio_file=None, + optional_params={}, + litellm_params={}, + atranscription=True, + **_common_call_kwargs(client), + ) + with pytest.raises(SonioxException) as exc_info: + asyncio.new_event_loop().run_until_complete(coro) + assert exc_info.value.status_code == 400 + + +class TestSpendTracking: + """Soniox transcriptions must be billed by audio duration. + + The handler stores ``audio_transcription_duration`` and the model is + priced per second; if either is missing the cost collapses to $0 and an + authenticated caller transcribes for free. + """ + + @pytest.fixture(autouse=True) + def _use_local_model_cost_map(self, monkeypatch): + import litellm + + original_model_cost = litellm.model_cost + monkeypatch.setenv("LITELLM_LOCAL_MODEL_COST_MAP", "True") + litellm.model_cost = litellm.get_model_cost_map(url="") + litellm.get_model_info.cache_clear() + try: + yield + finally: + litellm.model_cost = original_model_cost + litellm.get_model_info.cache_clear() + + def test_should_charge_by_audio_duration(self, monkeypatch): + import litellm + + monkeypatch.setattr("time.sleep", lambda *_: None) + responses = { + "POST https://api.soniox.com/v1/transcriptions": [ + _make_response({"id": "tx_1", "status": "queued"}) + ], + "GET https://api.soniox.com/v1/transcriptions/tx_1": [ + _make_response( + {"id": "tx_1", "status": "completed", "audio_duration_ms": 600000} + ), + ], + "GET https://api.soniox.com/v1/transcriptions/tx_1/transcript": [ + _make_response({"text": "hello world", "tokens": []}), + ], + "DELETE https://api.soniox.com/v1/transcriptions/tx_1": [ + _make_response({"deleted": True}), + ], + } + + resp = SonioxAudioTranscriptionHandler().audio_transcriptions( + audio_file=None, + optional_params={"audio_url": "https://example.com/a.wav"}, + litellm_params={}, + atranscription=False, + **_common_call_kwargs(_MockSyncClient(responses)), + ) + + assert resp._hidden_params["audio_transcription_duration"] == pytest.approx( + 600.0 + ) + + cost = litellm.completion_cost( + completion_response=resp, + model="soniox/stt-async-v4", + call_type="transcription", + ) + # 10 minutes of audio billed at Soniox's ~$0.10/hour async rate. + assert cost > 0 + assert cost == pytest.approx((0.10 / 3600) * 600.0, rel=1e-3) diff --git a/tests/test_litellm/llms/soniox/audio_transcription/test_soniox_audio_transcription_transformation.py b/tests/test_litellm/llms/soniox/audio_transcription/test_soniox_audio_transcription_transformation.py new file mode 100644 index 00000000000..7ee816d5d9e --- /dev/null +++ b/tests/test_litellm/llms/soniox/audio_transcription/test_soniox_audio_transcription_transformation.py @@ -0,0 +1,495 @@ +"""Tests for SonioxAudioTranscriptionConfig.""" + +import json +from typing import Any, Dict, Optional +from unittest.mock import patch + +import httpx +import pytest + +from litellm.llms.soniox.audio_transcription.transformation import ( + SonioxAudioTranscriptionConfig, +) +from litellm.llms.soniox.common_utils import SonioxException +from litellm.types.utils import TranscriptionResponse + + +def _make_response(payload: Dict[str, Any], status_code: int = 200) -> httpx.Response: + return httpx.Response( + status_code=status_code, + content=json.dumps(payload).encode("utf-8"), + headers={"content-type": "application/json"}, + ) + + +class TestGetSupportedOpenAIParams: + def test_should_advertise_language_and_response_format(self): + cfg = SonioxAudioTranscriptionConfig() + assert cfg.get_supported_openai_params(model="stt-async-v4") == [ + "language", + "response_format", + ] + + +class TestMapOpenAIParams: + def test_should_translate_language_to_language_hints(self): + cfg = SonioxAudioTranscriptionConfig() + result = cfg.map_openai_params( + non_default_params={"language": "en"}, + optional_params={}, + model="stt-async-v4", + drop_params=False, + ) + assert result["language_hints"] == ["en"] + + def test_should_prepend_language_to_existing_hints(self): + cfg = SonioxAudioTranscriptionConfig() + result = cfg.map_openai_params( + non_default_params={"language": "en"}, + optional_params={"language_hints": ["fr"]}, + model="stt-async-v4", + drop_params=False, + ) + assert result["language_hints"] == ["en", "fr"] + + def test_should_not_duplicate_language_already_in_hints(self): + cfg = SonioxAudioTranscriptionConfig() + result = cfg.map_openai_params( + non_default_params={"language": "en"}, + optional_params={"language_hints": ["en", "fr"]}, + model="stt-async-v4", + drop_params=False, + ) + assert result["language_hints"] == ["en", "fr"] + + def test_should_passthrough_soniox_native_kwargs(self): + cfg = SonioxAudioTranscriptionConfig() + result = cfg.map_openai_params( + non_default_params={ + "enable_speaker_diarization": True, + "enable_language_identification": True, + "context": "medical conversation", + "audio_url": "https://example.com/a.wav", + }, + optional_params={}, + model="stt-async-v4", + drop_params=False, + ) + assert result["enable_speaker_diarization"] is True + assert result["enable_language_identification"] is True + assert result["context"] == "medical conversation" + assert result["audio_url"] == "https://example.com/a.wav" + + def test_should_passthrough_handler_only_kwargs(self): + cfg = SonioxAudioTranscriptionConfig() + result = cfg.map_openai_params( + non_default_params={ + "soniox_polling_interval": 0.5, + "soniox_max_polling_attempts": 10, + "soniox_cleanup": ["file"], + }, + optional_params={}, + model="stt-async-v4", + drop_params=False, + ) + assert result["soniox_polling_interval"] == 0.5 + assert result["soniox_max_polling_attempts"] == 10 + assert result["soniox_cleanup"] == ["file"] + + +class TestValidateEnvironment: + def test_should_set_bearer_token_from_api_key(self): + cfg = SonioxAudioTranscriptionConfig() + headers = cfg.validate_environment( + headers={}, + model="stt-async-v4", + messages=[], + optional_params={}, + litellm_params={}, + api_key="sk-test", + ) + assert headers["Authorization"] == "Bearer sk-test" + + def test_should_resolve_key_from_env(self, monkeypatch): + monkeypatch.setenv("SONIOX_API_KEY", "env-key") + cfg = SonioxAudioTranscriptionConfig() + headers = cfg.validate_environment( + headers={}, + model="stt-async-v4", + messages=[], + optional_params={}, + litellm_params={}, + ) + assert headers["Authorization"] == "Bearer env-key" + + def test_should_raise_when_no_api_key(self, monkeypatch): + monkeypatch.delenv("SONIOX_API_KEY", raising=False) + cfg = SonioxAudioTranscriptionConfig() + with pytest.raises(SonioxException) as exc_info: + cfg.validate_environment( + headers={}, + model="stt-async-v4", + messages=[], + optional_params={}, + litellm_params={}, + ) + assert exc_info.value.status_code == 401 + + def test_should_merge_caller_headers(self): + cfg = SonioxAudioTranscriptionConfig() + headers = cfg.validate_environment( + headers={"X-Trace-Id": "abc"}, + model="stt-async-v4", + messages=[], + optional_params={}, + litellm_params={}, + api_key="sk-test", + ) + assert headers["X-Trace-Id"] == "abc" + assert headers["Authorization"] == "Bearer sk-test" + + +class TestGetCompleteUrl: + def test_should_return_default_base(self): + cfg = SonioxAudioTranscriptionConfig() + url = cfg.get_complete_url( + api_base=None, + api_key="sk-test", + model="stt-async-v4", + optional_params={}, + litellm_params={}, + ) + assert url == "https://api.soniox.com" + + def test_should_strip_trailing_slash_from_custom_base(self): + cfg = SonioxAudioTranscriptionConfig() + url = cfg.get_complete_url( + api_base="https://custom.example.com/", + api_key="sk-test", + model="stt-async-v4", + optional_params={}, + litellm_params={}, + ) + assert url == "https://custom.example.com" + + +class TestTransformAudioTranscriptionRequest: + def test_should_build_minimal_body_with_model(self): + cfg = SonioxAudioTranscriptionConfig() + result = cfg.transform_audio_transcription_request( + model="stt-async-v4", + audio_file=None, + optional_params={}, + litellm_params={}, + ) + assert result.data == {"model": "stt-async-v4"} + assert result.files is None + assert result.content_type == "application/json" + + def test_should_include_passthrough_params_in_body(self): + cfg = SonioxAudioTranscriptionConfig() + result = cfg.transform_audio_transcription_request( + model="stt-async-v4", + audio_file=None, + optional_params={ + "audio_url": "https://example.com/a.wav", + "language_hints": ["en"], + "enable_speaker_diarization": True, + "soniox_polling_interval": 0.5, # handler-only, must NOT appear + }, + litellm_params={}, + ) + body = result.data + assert body["audio_url"] == "https://example.com/a.wav" + assert body["language_hints"] == ["en"] + assert body["enable_speaker_diarization"] is True + assert "soniox_polling_interval" not in body + + +class TestTransformAudioTranscriptionResponse: + def test_should_build_response_from_plain_transcript_payload(self): + cfg = SonioxAudioTranscriptionConfig() + resp = cfg.transform_audio_transcription_response( + _make_response({"id": "tx_1", "text": "hello world"}), + ) + assert resp.text == "hello world" + assert resp["task"] == "transcribe" + + def test_should_build_response_from_envelope_payload(self): + cfg = SonioxAudioTranscriptionConfig() + resp = cfg.transform_audio_transcription_response( + _make_response( + { + "transcription": {"id": "tx_1", "audio_duration_ms": 2500}, + "transcript": {"text": "hello world", "tokens": []}, + } + ), + ) + assert resp.text == "hello world" + assert resp["duration"] == pytest.approx(2.5) + + def test_should_render_speaker_tags_when_diarization_present(self): + cfg = SonioxAudioTranscriptionConfig() + payload = { + "transcript": { + "text": "ignored fallback", + "tokens": [ + {"text": "hello", "speaker": 1}, + {"text": " world", "speaker": 2}, + ], + } + } + resp = cfg._build_response_from_payload(payload) + assert "Speaker 1:" in resp.text + assert "Speaker 2:" in resp.text + + def test_should_set_language_when_all_tokens_share_one(self): + cfg = SonioxAudioTranscriptionConfig() + payload = { + "transcript": { + "tokens": [ + {"text": "hello", "language": "en"}, + {"text": " world", "language": "en"}, + ] + } + } + resp = cfg._build_response_from_payload(payload) + assert resp["language"] == "en" + + def test_should_populate_provided_model_response(self): + cfg = SonioxAudioTranscriptionConfig() + model_response = TranscriptionResponse() + model_response._hidden_params = {"pre": "existing"} + payload = {"text": "populated"} + + resp = cfg._build_response_from_payload(payload, model_response=model_response) + assert resp is model_response + assert resp.text == "populated" + assert resp._hidden_params["pre"] == "existing" + assert "soniox_raw" in resp._hidden_params + + def test_should_stash_raw_payload_in_hidden_params(self): + cfg = SonioxAudioTranscriptionConfig() + payload = { + "transcription": {"id": "tx_1"}, + "transcript": {"text": "hi", "tokens": []}, + } + resp = cfg._build_response_from_payload(payload) + raw = resp._hidden_params["soniox_raw"] + assert raw["transcription"]["id"] == "tx_1" + assert raw["transcript"]["text"] == "hi" + + def test_should_raise_on_invalid_json(self): + cfg = SonioxAudioTranscriptionConfig() + bad = httpx.Response(status_code=200, content=b"not json") + with pytest.raises(SonioxException): + cfg.transform_audio_transcription_response(bad) + + def test_should_concat_token_texts_when_no_text_field_or_tags(self): + cfg = SonioxAudioTranscriptionConfig() + payload = { + "transcript": { + "tokens": [ + {"text": "hello"}, + {"text": " world"}, + ], + } + } + resp = cfg._build_response_from_payload(payload) + assert resp.text == "hello world" + + def test_should_return_empty_text_for_empty_payload(self): + cfg = SonioxAudioTranscriptionConfig() + resp = cfg._build_response_from_payload({}) + assert resp.text == "" + + def test_should_skip_duration_when_audio_duration_ms_is_invalid(self): + cfg = SonioxAudioTranscriptionConfig() + payload = { + "transcription": {"audio_duration_ms": "not-a-number"}, + "transcript": {"text": "hi", "tokens": []}, + } + resp = cfg._build_response_from_payload(payload) + assert "duration" not in resp.model_dump() + + +class TestRenderSonioxTokens: + def test_should_return_empty_string_for_no_tokens(self): + from litellm.llms.soniox.common_utils import render_soniox_tokens + + assert render_soniox_tokens([]) == "" + + +class TestRenderSonioxTokensAsSrt: + def test_should_render_basic_srt(self): + from litellm.llms.soniox.common_utils import render_soniox_tokens_as_srt + + tokens = [ + {"text": "Hello ", "start_ms": 0, "end_ms": 500}, + {"text": "world.", "start_ms": 500, "end_ms": 1000}, + ] + result = render_soniox_tokens_as_srt(tokens) + assert "1\n" in result + assert "00:00:00,000 --> " in result + assert "Hello world." in result + + def test_should_split_cues_on_speaker_change(self): + from litellm.llms.soniox.common_utils import render_soniox_tokens_as_srt + + tokens = [ + {"text": "Hi.", "start_ms": 0, "end_ms": 1000, "speaker": "1"}, + {"text": "Hey.", "start_ms": 1500, "end_ms": 2500, "speaker": "2"}, + ] + result = render_soniox_tokens_as_srt(tokens) + assert "1\n" in result + assert "2\n" in result + assert "Hi." in result + assert "Hey." in result + + def test_should_return_empty_string_for_no_timestamps(self): + from litellm.llms.soniox.common_utils import render_soniox_tokens_as_srt + + tokens = [{"text": "no timestamps"}] + result = render_soniox_tokens_as_srt(tokens) + assert result == "" + + def test_should_return_empty_string_for_empty_tokens(self): + from litellm.llms.soniox.common_utils import render_soniox_tokens_as_srt + + assert render_soniox_tokens_as_srt([]) == "" + + def test_should_format_long_timestamps_correctly(self): + from litellm.llms.soniox.common_utils import render_soniox_tokens_as_srt + + tokens = [ + {"text": "Late.", "start_ms": 3661000, "end_ms": 3662000}, + ] + result = render_soniox_tokens_as_srt(tokens) + # 3661000 ms = 1 hour, 1 minute, 1 second + assert "01:01:01,000" in result + + +class TestRenderSonioxTokensAsVtt: + def test_should_render_basic_vtt_with_header(self): + from litellm.llms.soniox.common_utils import render_soniox_tokens_as_vtt + + tokens = [ + {"text": "Hello ", "start_ms": 0, "end_ms": 500}, + {"text": "world.", "start_ms": 500, "end_ms": 1000}, + ] + result = render_soniox_tokens_as_vtt(tokens) + assert result.startswith("WEBVTT\n") + assert "00:00:00.000 --> " in result + assert "Hello world." in result + + def test_should_return_header_only_for_empty_tokens(self): + from litellm.llms.soniox.common_utils import render_soniox_tokens_as_vtt + + result = render_soniox_tokens_as_vtt([]) + assert result.startswith("WEBVTT\n") + # Only header + blank line + lines = result.strip().split("\n") + assert len(lines) == 1 + + def test_should_use_dot_separator_not_comma(self): + from litellm.llms.soniox.common_utils import render_soniox_tokens_as_vtt + + tokens = [{"text": "Test.", "start_ms": 1500, "end_ms": 2500}] + result = render_soniox_tokens_as_vtt(tokens) + # VTT uses dots, not commas + assert "00:00:01.500" in result + assert "," not in result.replace("WEBVTT", "") + + +class TestBuildResponseWithResponseFormat: + def test_should_render_srt_when_response_format_is_srt(self): + cfg = SonioxAudioTranscriptionConfig() + payload = { + "transcript": { + "tokens": [ + {"text": "Hello ", "start_ms": 0, "end_ms": 500}, + {"text": "world.", "start_ms": 500, "end_ms": 1000}, + ] + } + } + resp = cfg._build_response_from_payload(payload, response_format="srt") + assert "00:00:00,000 --> " in resp.text + assert "Hello world." in resp.text + + def test_should_render_vtt_when_response_format_is_vtt(self): + cfg = SonioxAudioTranscriptionConfig() + payload = { + "transcript": { + "tokens": [ + {"text": "Hello ", "start_ms": 0, "end_ms": 500}, + {"text": "world.", "start_ms": 500, "end_ms": 1000}, + ] + } + } + resp = cfg._build_response_from_payload(payload, response_format="vtt") + assert resp.text.startswith("WEBVTT\n") + assert "Hello world." in resp.text + + def test_should_include_words_for_verbose_json(self): + cfg = SonioxAudioTranscriptionConfig() + payload = { + "transcript": { + "text": "Hello world.", + "tokens": [ + {"text": "Hello ", "start_ms": 0, "end_ms": 500}, + {"text": "world.", "start_ms": 500, "end_ms": 1000}, + ], + } + } + resp = cfg._build_response_from_payload(payload, response_format="verbose_json") + # text should be plain (not SRT/VTT) + assert resp.text == "Hello world." + # words should be populated + words = resp.get("words") + assert words is not None + assert len(words) == 2 + assert words[0]["word"] == "Hello " + assert words[0]["start"] == 0.0 + assert words[0]["end"] == 0.5 + assert words[1]["start"] == 0.5 + assert words[1]["end"] == 1.0 + + def test_should_default_to_plain_text_when_no_response_format(self): + cfg = SonioxAudioTranscriptionConfig() + payload = { + "transcript": { + "text": "Hello world.", + "tokens": [ + {"text": "Hello ", "start_ms": 0, "end_ms": 500}, + {"text": "world.", "start_ms": 500, "end_ms": 1000}, + ], + } + } + resp = cfg._build_response_from_payload(payload, response_format=None) + assert resp.text == "Hello world." + + def test_should_fallback_to_plain_text_for_srt_with_no_timestamps(self): + cfg = SonioxAudioTranscriptionConfig() + payload = { + "transcript": { + "text": "No timestamps here.", + "tokens": [{"text": "No timestamps here."}], + } + } + # SRT requested but tokens have no start_ms/end_ms -> empty SRT + # falls back gracefully since _group_tokens_into_cues skips them + resp = cfg._build_response_from_payload(payload, response_format="srt") + # With no timestamp data, SRT rendering produces empty string, + # but we still get output because the code checks `tokens` truthiness + # before choosing SRT path. Actually the tokens list is truthy but + # _group_tokens_into_cues will produce no cues -> empty SRT string. + # Let's verify it doesn't crash. + assert isinstance(resp.text, str) + + +class TestGetErrorClass: + def test_should_return_soniox_exception(self): + cfg = SonioxAudioTranscriptionConfig() + err = cfg.get_error_class(error_message="boom", status_code=500, headers={}) + assert isinstance(err, SonioxException) + assert err.status_code == 500 diff --git a/tests/test_litellm/llms/soniox/test_soniox_provider_registration.py b/tests/test_litellm/llms/soniox/test_soniox_provider_registration.py new file mode 100644 index 00000000000..4ba80a87f66 --- /dev/null +++ b/tests/test_litellm/llms/soniox/test_soniox_provider_registration.py @@ -0,0 +1,42 @@ +"""Tests verifying Soniox is correctly registered as a litellm provider.""" + +import pytest + +import litellm + + +class TestProviderRegistration: + def test_should_expose_soniox_in_llm_providers_enum(self): + assert litellm.LlmProviders.SONIOX.value == "soniox" + + def test_should_list_soniox_in_provider_list(self): + assert "soniox" in litellm.provider_list + + def test_should_list_soniox_in_models_by_provider(self): + assert "soniox" in litellm.models_by_provider + + def test_should_lazy_import_soniox_audio_transcription_config(self): + cls = litellm.SonioxAudioTranscriptionConfig + assert cls.__name__ == "SonioxAudioTranscriptionConfig" + # Calling again should return the same class (cached). + assert litellm.SonioxAudioTranscriptionConfig is cls + + def test_should_resolve_soniox_via_get_llm_provider(self, monkeypatch): + monkeypatch.setenv("SONIOX_API_KEY", "test-key") + model, provider, api_key, api_base = litellm.get_llm_provider( + model="soniox/stt-async-v4" + ) + assert provider == "soniox" + assert model == "stt-async-v4" + assert api_key == "test-key" + assert api_base == "https://api.soniox.com" + + def test_should_return_soniox_config_from_provider_config_manager(self): + from litellm.utils import ProviderConfigManager + + cfg = ProviderConfigManager.get_provider_audio_transcription_config( + model="stt-async-v4", + provider=litellm.LlmProviders.SONIOX, + ) + assert cfg is not None + assert cfg.__class__.__name__ == "SonioxAudioTranscriptionConfig" diff --git a/tests/test_litellm/llms/you_com/__init__.py b/tests/test_litellm/llms/you_com/__init__.py new file mode 100644 index 00000000000..e69de29bb2d diff --git a/tests/test_litellm/llms/you_com/test_you_com_search.py b/tests/test_litellm/llms/you_com/test_you_com_search.py new file mode 100644 index 00000000000..eacc495cede --- /dev/null +++ b/tests/test_litellm/llms/you_com/test_you_com_search.py @@ -0,0 +1,384 @@ +""" +Tests for You.com Search API integration. +""" + +import os +import sys +import pytest +from unittest.mock import AsyncMock, patch, MagicMock + +sys.path.insert(0, os.path.abspath("../..")) + +import litellm + + +class TestYouComSearch: + """ + Tests for You.com Search functionality with mocked network responses. + """ + + @pytest.fixture(autouse=True) + def _set_api_key(self, monkeypatch): + """ + Default fixture: YOUCOM_API_KEY is set, scoped to this test. + Tests that need the key absent should call `monkeypatch.delenv` themselves. + """ + monkeypatch.setenv("YOUCOM_API_KEY", "test-api-key") + + @pytest.mark.asyncio + async def test_you_com_search_request_payload(self): + """ + Validate the You.com search request payload structure without real API calls. + """ + mock_response = MagicMock() + mock_response.status_code = 200 + mock_response.json.return_value = { + "results": { + "web": [ + { + "title": "Test Result 1", + "url": "https://example.com/1", + "description": "Brief description 1", + "snippets": ["This is a test snippet for result 1"], + "page_age": "2025-01-15T00:00:00Z", + }, + { + "title": "Test Result 2", + "url": "https://example.com/2", + "description": "Brief description 2", + "snippets": ["This is a test snippet for result 2"], + "page_age": "2025-01-10T00:00:00Z", + }, + ], + "news": [], + }, + "metadata": { + "search_uuid": "abc-123", + "query": "latest developments in AI", + "latency": 0.42, + }, + } + + with patch( + "litellm.llms.custom_httpx.http_handler.AsyncHTTPHandler.post", + new_callable=AsyncMock, + ) as mock_post: + mock_post.return_value = mock_response + + response = await litellm.asearch( + query="latest developments in AI", + search_provider="you_com", + max_results=5, + ) + + assert mock_post.call_count == 1 + call_args = mock_post.call_args + + assert call_args.kwargs["url"] == "https://ydc-index.io/v1/search" + + headers = call_args.kwargs.get("headers", {}) + assert "X-API-Key" in headers + assert headers["X-API-Key"] == "test-api-key" + assert headers["Content-Type"] == "application/json" + + json_data = call_args.kwargs.get("json") + assert json_data is not None + assert json_data["query"] == "latest developments in AI" + # max_results is mapped to You.com's `count` parameter + assert json_data["count"] == 5 + + assert hasattr(response, "results") + assert hasattr(response, "object") + assert response.object == "search" + assert len(response.results) == 2 + + first_result = response.results[0] + assert first_result.title == "Test Result 1" + assert first_result.url == "https://example.com/1" + assert first_result.snippet == "This is a test snippet for result 1" + assert first_result.date == "2025-01-15T00:00:00Z" + + @pytest.mark.asyncio + async def test_you_com_search_domain_filter_and_country(self): + """ + Validate that Perplexity-spec optional params map to You.com's parameters: + - search_domain_filter -> include_domains + - country -> country (lowercased to match Tavily's convention) + """ + mock_response = MagicMock() + mock_response.status_code = 200 + mock_response.json.return_value = { + "results": {"web": [], "news": []}, + "metadata": {}, + } + + with patch( + "litellm.llms.custom_httpx.http_handler.AsyncHTTPHandler.post", + new_callable=AsyncMock, + ) as mock_post: + mock_post.return_value = mock_response + + await litellm.asearch( + query="machine learning", + search_provider="you_com", + search_domain_filter=["arxiv.org", "nature.com"], + country="US", + ) + + call_args = mock_post.call_args + json_data = call_args.kwargs.get("json") + + assert json_data["query"] == "machine learning" + assert json_data["include_domains"] == ["arxiv.org", "nature.com"] + # Country is normalized to lowercase, matching Tavily's behavior. + assert json_data["country"] == "us" + # search_domain_filter and max_tokens_per_page (perplexity-spec names) + # should NOT leak through to the upstream payload. + assert "search_domain_filter" not in json_data + assert "max_tokens_per_page" not in json_data + + @pytest.mark.asyncio + async def test_you_com_search_snippet_fallback_to_description(self): + """ + When `snippets` is missing/empty, snippet falls back to `description`. + """ + mock_response = MagicMock() + mock_response.status_code = 200 + mock_response.json.return_value = { + "results": { + "web": [ + { + "title": "No snippets here", + "url": "https://example.com/3", + "description": "Fallback description text", + "snippets": [], + "page_age": None, + } + ], + "news": [], + }, + "metadata": {}, + } + + with patch( + "litellm.llms.custom_httpx.http_handler.AsyncHTTPHandler.post", + new_callable=AsyncMock, + ) as mock_post: + mock_post.return_value = mock_response + + response = await litellm.asearch( + query="anything", + search_provider="you_com", + ) + + assert len(response.results) == 1 + assert response.results[0].snippet == "Fallback description text" + assert response.results[0].date is None + + @pytest.mark.asyncio + async def test_you_com_search_news_results_appended(self): + """ + News results are flattened in after web results. + """ + mock_response = MagicMock() + mock_response.status_code = 200 + mock_response.json.return_value = { + "results": { + "web": [ + { + "title": "Web Result", + "url": "https://example.com/web", + "snippets": ["web snippet"], + "description": "web desc", + "page_age": "2025-01-01T00:00:00Z", + } + ], + "news": [ + { + "title": "News Result", + "url": "https://news.example.com/article", + "description": "news desc", + "page_age": "2025-02-01T00:00:00Z", + } + ], + }, + "metadata": {}, + } + + with patch( + "litellm.llms.custom_httpx.http_handler.AsyncHTTPHandler.post", + new_callable=AsyncMock, + ) as mock_post: + mock_post.return_value = mock_response + + response = await litellm.asearch( + query="anything", + search_provider="you_com", + ) + + assert len(response.results) == 2 + assert response.results[0].title == "Web Result" + assert response.results[1].title == "News Result" + # News result has no `snippets` -> falls back to description + assert response.results[1].snippet == "news desc" + + def test_you_com_search_complete_url_handles_trailing_slash(self): + """ + get_complete_url must normalize trailing slashes on api_base, so a custom + base like `https://x.example/v1/search/` does not become + `https://x.example/v1/search/v1/search`. + """ + from litellm.llms.you_com.search.transformation import YouComSearchConfig + + config = YouComSearchConfig() + assert ( + config.get_complete_url( + api_base="https://x.example/v1/search/", optional_params={} + ) + == "https://x.example/v1/search" + ) + assert ( + config.get_complete_url(api_base="https://x.example/", optional_params={}) + == "https://x.example/v1/search" + ) + # With an API key configured, default base is the keyed endpoint. + assert ( + config.get_complete_url(api_base=None, optional_params={}) + == "https://ydc-index.io/v1/search" + ) + + @pytest.mark.asyncio + async def test_you_com_search_keyless_free_tier(self, monkeypatch): + """ + Without YOUCOM_API_KEY, the adapter targets the keyless free-tier + endpoint and sends no X-API-Key header. + """ + monkeypatch.delenv("YOUCOM_API_KEY", raising=False) + + mock_response = MagicMock() + mock_response.status_code = 200 + mock_response.json.return_value = { + "results": { + "web": [ + { + "title": "Keyless Result", + "url": "https://example.com/keyless", + "snippets": ["snippet from keyless tier"], + "description": "desc", + "page_age": "2025-03-01T00:00:00Z", + } + ], + "news": [], + }, + "metadata": {}, + } + + with patch( + "litellm.llms.custom_httpx.http_handler.AsyncHTTPHandler.post", + new_callable=AsyncMock, + ) as mock_post: + mock_post.return_value = mock_response + + response = await litellm.asearch( + query="hello world", + search_provider="you_com", + ) + + call_args = mock_post.call_args + assert call_args.kwargs["url"] == "https://api.you.com/v1/agents/search" + headers = call_args.kwargs.get("headers", {}) + assert "X-API-Key" not in headers + assert headers["Content-Type"] == "application/json" + + assert len(response.results) == 1 + assert response.results[0].title == "Keyless Result" + + @pytest.mark.asyncio + async def test_you_com_search_programmatic_api_key_selects_keyed_endpoint( + self, monkeypatch + ): + """ + When the key is passed programmatically (no YOUCOM_API_KEY in the env), + the keyed endpoint must be selected and the X-API-Key header sent, instead + of silently falling back to the keyless free tier. + """ + monkeypatch.delenv("YOUCOM_API_KEY", raising=False) + + mock_response = MagicMock() + mock_response.status_code = 200 + mock_response.json.return_value = { + "results": {"web": [], "news": []}, + "metadata": {}, + } + + with patch( + "litellm.llms.custom_httpx.http_handler.AsyncHTTPHandler.post", + new_callable=AsyncMock, + ) as mock_post: + mock_post.return_value = mock_response + + await litellm.asearch( + query="anything", + search_provider="you_com", + api_key="my-programmatic-key", + ) + + call_args = mock_post.call_args + assert call_args.kwargs["url"] == "https://ydc-index.io/v1/search" + headers = call_args.kwargs.get("headers", {}) + assert headers["X-API-Key"] == "my-programmatic-key" + + def test_you_com_search_complete_url_uses_programmatic_api_key(self, monkeypatch): + """ + get_complete_url selects the keyed endpoint from a forwarded api_key even + when YOUCOM_API_KEY is absent from the environment. + """ + monkeypatch.delenv("YOUCOM_API_KEY", raising=False) + + from litellm.llms.you_com.search.transformation import YouComSearchConfig + + config = YouComSearchConfig() + assert ( + config.get_complete_url( + api_base=None, optional_params={}, api_key="my-programmatic-key" + ) + == "https://ydc-index.io/v1/search" + ) + assert ( + config.get_complete_url(api_base=None, optional_params={}, api_key=None) + == "https://api.you.com/v1/agents/search" + ) + + def test_you_com_search_validate_environment_keyless(self, monkeypatch): + """ + validate_environment must NOT raise when no key is configured — + the keyless free tier is the default behavior. + """ + monkeypatch.delenv("YOUCOM_API_KEY", raising=False) + + from litellm.llms.you_com.search.transformation import YouComSearchConfig + + config = YouComSearchConfig() + headers = config.validate_environment(headers={}, api_key=None) + assert "X-API-Key" not in headers + assert headers["Content-Type"] == "application/json" + + def test_you_com_search_pins_identity_accept_encoding(self, monkeypatch): + """ + The adapter pins Accept-Encoding: identity to work around the keyless + endpoint advertising gzip content-encoding while returning bytes httpx + can't decode. Without this, every keyless request raises DecodingError. + """ + monkeypatch.delenv("YOUCOM_API_KEY", raising=False) + + from litellm.llms.you_com.search.transformation import YouComSearchConfig + + config = YouComSearchConfig() + headers = config.validate_environment(headers={}, api_key=None) + assert headers["Accept-Encoding"] == "identity" + + # setdefault: a caller-supplied Accept-Encoding should win + headers = config.validate_environment( + headers={"Accept-Encoding": "gzip"}, api_key=None + ) + assert headers["Accept-Encoding"] == "gzip" diff --git a/tests/test_litellm/proxy/_experimental/mcp_server/test_mcp_server_manager.py b/tests/test_litellm/proxy/_experimental/mcp_server/test_mcp_server_manager.py index e7d0ee6247b..93d85773cee 100644 --- a/tests/test_litellm/proxy/_experimental/mcp_server/test_mcp_server_manager.py +++ b/tests/test_litellm/proxy/_experimental/mcp_server/test_mcp_server_manager.py @@ -1,4 +1,5 @@ import importlib +import asyncio import json import logging import os @@ -501,7 +502,12 @@ class TestMCPServerManager: captured_extra_headers = None async def capture_create_mcp_client( - server, mcp_auth_header, extra_headers, stdio_env, subject_token=None, **kwargs + server, + mcp_auth_header, + extra_headers, + stdio_env, + subject_token=None, + **kwargs, ): # pragma: no cover - helper nonlocal captured_extra_headers captured_extra_headers = extra_headers @@ -554,7 +560,12 @@ class TestMCPServerManager: captured_extra_headers = None async def capture_create_mcp_client( - server, mcp_auth_header, extra_headers, stdio_env, subject_token=None, **kwargs + server, + mcp_auth_header, + extra_headers, + stdio_env, + subject_token=None, + **kwargs, ): # pragma: no cover - helper nonlocal captured_extra_headers captured_extra_headers = extra_headers @@ -610,7 +621,12 @@ class TestMCPServerManager: captured_extra_headers = None async def capture_create_mcp_client( - server, mcp_auth_header, extra_headers, stdio_env, subject_token=None, **kwargs + server, + mcp_auth_header, + extra_headers, + stdio_env, + subject_token=None, + **kwargs, ): # pragma: no cover - helper nonlocal captured_extra_headers captured_extra_headers = extra_headers @@ -3066,6 +3082,121 @@ class TestMCPServerTimestamps: rebuilt_table = manager._build_mcp_server_table(mcp_server) assert rebuilt_table.source_url == "https://github.com/org/mcp-server" + @pytest.mark.asyncio + async def test_round_trip_timeout_preserved(self): + """timeout survives the full round-trip: LiteLLM_MCPServerTable -> MCPServer -> LiteLLM_MCPServerTable.""" + manager = MCPServerManager() + table_record = LiteLLM_MCPServerTable( + server_id="timeout-server", + server_name="timeout_server", + url="https://example.com/mcp", + transport=MCPTransport.http, + timeout=120.0, + ) + mcp_server = await manager.build_mcp_server_from_table(table_record) + assert mcp_server.timeout == 120.0 + + rebuilt_table = manager._build_mcp_server_table(mcp_server) + assert rebuilt_table.timeout == 120.0 + + @pytest.mark.asyncio + async def test_create_mcp_client_uses_server_timeout(self): + """_create_mcp_client must pass server.timeout to MCPClient when set.""" + manager = MCPServerManager() + server = MCPServer( + server_id="timeout-client-server", + name="timeout_client_server", + url="https://example.com/mcp", + transport=MCPTransport.http, + timeout=180.0, + ) + client = await manager._create_mcp_client(server) + assert client.timeout == 180.0 + + @pytest.mark.asyncio + async def test_create_mcp_client_falls_back_to_global_timeout(self): + """_create_mcp_client must fall back to MCP_CLIENT_TIMEOUT when server.timeout is None.""" + from litellm.constants import MCP_CLIENT_TIMEOUT + + manager = MCPServerManager() + server = MCPServer( + server_id="default-timeout-server", + name="default_timeout_server", + url="https://example.com/mcp", + transport=MCPTransport.http, + ) + client = await manager._create_mcp_client(server) + assert client.timeout == MCP_CLIENT_TIMEOUT + + @pytest.mark.asyncio + async def test_create_mcp_client_zero_timeout_not_treated_as_falsy(self): + """server.timeout=0.0 must be passed through, not fall back to MCP_CLIENT_TIMEOUT.""" + manager = MCPServerManager() + server = MCPServer( + server_id="zero-timeout-server", + name="zero_timeout_server", + url="https://example.com/mcp", + transport=MCPTransport.http, + timeout=0.0, + ) + client = await manager._create_mcp_client(server) + assert client.timeout == 0.0 + + @pytest.mark.asyncio + async def test_load_servers_from_config_preserves_timeout(self): + """timeout from proxy config is loaded into MCPServer.""" + manager = MCPServerManager() + config = { + "my_server": { + "url": "https://example.com/mcp", + "transport": MCPTransport.http, + "timeout": 90.0, + } + } + await manager.load_servers_from_config(config) + servers = list(manager.config_mcp_servers.values()) + assert len(servers) == 1 + assert servers[0].timeout == 90.0 + + @pytest.mark.asyncio + async def test_call_regular_mcp_tool_timeout_returns_504(self): + """When the MCP client call is cancelled (timeout), _call_regular_mcp_tool raises HTTPException 504.""" + from unittest.mock import AsyncMock, patch + + manager = MCPServerManager() + + async def _slow_call(*args, **kwargs): + await asyncio.sleep(999) + + mock_client = AsyncMock() + mock_client.call_tool = _slow_call + + server = MCPServer( + server_id="timeout-tool-server", + name="timeout_tool_server", + url="https://example.com/mcp", + transport=MCPTransport.http, + timeout=0.01, + ) + + with patch.object(manager, "_create_mcp_client", return_value=mock_client): + with pytest.raises(HTTPException) as exc_info: + await manager._call_regular_mcp_tool( + mcp_server=server, + original_tool_name="some_tool", + arguments={}, + tasks=[], + mcp_auth_header=None, + mcp_server_auth_headers=None, + oauth2_headers=None, + raw_headers=None, + proxy_logging_obj=None, + ) + + assert exc_info.value.status_code == 504 + assert exc_info.value.detail["error"] == "timeout" + assert "0.01s" in exc_info.value.detail["message"] + class TestInternalDelegatePkceWarningLog: @pytest.mark.asyncio diff --git a/ui/litellm-dashboard/public/assets/logos/soniox.svg b/ui/litellm-dashboard/public/assets/logos/soniox.svg new file mode 100644 index 00000000000..7b7408401c4 --- /dev/null +++ b/ui/litellm-dashboard/public/assets/logos/soniox.svg @@ -0,0 +1 @@ +Soniox diff --git a/ui/litellm-dashboard/src/components/provider_info_helpers.tsx b/ui/litellm-dashboard/src/components/provider_info_helpers.tsx index 105951114ca..179ce63f457 100644 --- a/ui/litellm-dashboard/src/components/provider_info_helpers.tsx +++ b/ui/litellm-dashboard/src/components/provider_info_helpers.tsx @@ -87,6 +87,7 @@ export enum Providers { Sambanova = "Sambanova", SAP = "SAP Generative AI Hub", Snowflake = "Snowflake", + Soniox = "Soniox", TEXT_COMPLETION_CODESTRAL = "Text-Completion-Codestral", TogetherAI = "TogetherAI", TOPAZ = "Topaz", @@ -195,6 +196,7 @@ export const provider_map: Record = { Sambanova: "sambanova", SAP: "sap", Snowflake: "snowflake", + Soniox: "soniox", TEXT_COMPLETION_CODESTRAL: "text-completion-codestral", TogetherAI: "together_ai", TOPAZ: "topaz", @@ -286,6 +288,7 @@ export const providerLogoMap: Record = { [Providers.Sambanova]: `${asset_logos_folder}sambanova.svg`, [Providers.SAP]: `${asset_logos_folder}sap.png`, [Providers.Snowflake]: `${asset_logos_folder}snowflake.svg`, + [Providers.Soniox]: `${asset_logos_folder}soniox.svg`, [Providers.TEXT_COMPLETION_CODESTRAL]: `${asset_logos_folder}mistral.svg`, [Providers.TogetherAI]: `${asset_logos_folder}togetherai.svg`, [Providers.TOPAZ]: `${asset_logos_folder}topaz.svg`, From 95e3d136e1685bfc449cbdda0289416c845e267c Mon Sep 17 00:00:00 2001 From: Sameer Kankute Date: Sat, 6 Jun 2026 02:35:32 +0530 Subject: [PATCH 11/73] test(google): add google-genai SDK proxy integration tests (#29781) * test(google): add google-genai SDK proxy integration tests for Gemini and Vertex Pin google-genai in the CI dependency group and exercise streaming/non-streaming generate_content through the LiteLLM proxy in the existing unified_google_tests suite. Co-authored-by: Cursor * fix(test): address Greptile review for google-genai proxy SDK tests Restore GOOGLE_APPLICATION_CREDENTIALS after the module proxy fixture tears down, initialize temp-file tracking on the proxy SDK base class, and skip litellm reload for proxy_genai_sdk tests so the module-scoped proxy server stays consistent. Co-authored-by: Cursor * fix(test): only load Vertex credentials when keys exist for proxy SDK tests Avoid writing empty GOOGLE_APPLICATION_CREDENTIALS temp files so Vertex tests skip cleanly without credentials, use a session-scoped proxy fixture, and clean up per-test credential temp files. Co-authored-by: Cursor * chore(test): scope google-genai pin to unified_google_tests only Remove google-genai from the ci dependency group and pin it in tests/unified_google_tests/requirements.txt for local test installs. Co-authored-by: Cursor * test(google): tie litellm reload skip to proxy fixture dependency Replace the name-based reload guard with a check on whether the test requests the google_genai_proxy_url fixture, so the skip stays correct if the proxy SDK tests are renamed. * fix(test): stop DatabaseURLSettings tests leaking DATABASE_URL into os.environ The autouse env scrubber relied on monkeypatch.delenv, but apply_to_env writes DATABASE_URL straight into os.environ, which monkeypatch never tracks and therefore never undoes. The synthesized writer.example.com URL leaked past the last test in this module and into proxy-infra tests that read DATABASE_URL to decide whether to hit a real database, e.g. test_deprecated_key_grace_period_cache_hit_path, turning an intended skip into a ConnectError. Snapshot and restore the managed vars directly so the original environment is reinstated regardless of how it was mutated. * test(google): drop redundant per-test vertex credential setup The session-scoped google_genai_proxy_url fixture already configures GOOGLE_APPLICATION_CREDENTIALS before the proxy starts, and _require_proxy_sdk skips when credentials are missing, so the per-test _setup_vertex_credentials_if_needed helper and its temp-file tracking never did any work. Remove it to keep the ABC self-contained. * test(google): declare model_config contract on proxy SDK ABC _skip_reason_if_credentials_missing reads self.model_config to pick the provider, but that property was only declared on the sibling BaseGoogleGenAITest. Make the dependency explicit by adding model_config as an abstract property on BaseGoogleGenAIProxySDKTest so the ABC is self-contained and a standalone subclass fails fast instead of hitting an AttributeError. * test(google): narrow streaming error catch to Exception Catching BaseException in the streaming assertion swallowed KeyboardInterrupt and SystemExit, turning a Ctrl-C into a test failure message instead of letting pytest interrupt cleanly. Only genuine runtime errors should be recorded as stream failures, so catch Exception. * test(google): initialize proxy on the same loop that serves it The proxy was initialized via asyncio.run() on the main thread, which creates and tears down a throwaway event loop, while requests were served on a separate loop in the worker thread. Any asyncio primitive bound to the init loop would be unusable once serving started. Run initialize() on the worker thread's loop right before server.serve() so setup and request handling share a single event loop. * test(google): drop redundant google-genai requirements pin google-genai>=1.37.0,<2.0 is already declared in the proxy-runtime extra, which the google_generate_content_endpoint_testing CI job installs via uv sync --all-extras. The standalone tests/unified_google_tests/requirements.txt duplicated that pin with a narrower ==1.37.0 specifier and was never installed by CI, so it added a second source of truth without changing what gets installed. Drop it and rely on the proxy-runtime extra. * chore: revert incidental uv.lock exclude-newer bump The google-genai ci pin was added and then dropped (it is already provided by the proxy-runtime group), but each uv lock recomputed the relative exclude-newer span, leaving only a timestamp bump in uv.lock. Restore it to the base value so this test-only PR carries no lockfile change. --------- Co-authored-by: Cursor Co-authored-by: mateo-berri <277851410+mateo-berri@users.noreply.github.com> Co-authored-by: Claude --- .../proxy/db/test_db_url_settings.py | 62 +++++--- .../base_google_genai_proxy_sdk_test.py | 139 ++++++++++++++++++ tests/unified_google_tests/conftest.py | 116 ++++++++++++++- .../google_genai_proxy_test_config.yaml | 16 ++ .../test_google_ai_studio.py | 7 +- .../test_vertex_ai_native.py | 7 +- 6 files changed, 320 insertions(+), 27 deletions(-) create mode 100644 tests/unified_google_tests/base_google_genai_proxy_sdk_test.py create mode 100644 tests/unified_google_tests/google_genai_proxy_test_config.yaml diff --git a/tests/test_litellm/proxy/db/test_db_url_settings.py b/tests/test_litellm/proxy/db/test_db_url_settings.py index 9e348c3988f..b2212068a5b 100644 --- a/tests/test_litellm/proxy/db/test_db_url_settings.py +++ b/tests/test_litellm/proxy/db/test_db_url_settings.py @@ -24,29 +24,47 @@ def _apply() -> bool: return DatabaseURLSettings.from_env().apply_to_env() +_MANAGED_DB_ENV_VARS = ( + "IAM_TOKEN_DB_AUTH", + "DATABASE_URL", + "DATABASE_URL_READ_REPLICA", + "DATABASE_HOST", + "DATABASE_PORT", + "DATABASE_USER", + "DATABASE_USERNAME", + "DATABASE_NAME", + "DATABASE_SCHEMA", + "DATABASE_PASSWORD", + "DATABASE_HOST_READ_REPLICA", + "DATABASE_PORT_READ_REPLICA", + "DATABASE_USER_READ_REPLICA", + "DATABASE_USERNAME_READ_REPLICA", + "DATABASE_NAME_READ_REPLICA", + "DATABASE_SCHEMA_READ_REPLICA", + "DATABASE_PASSWORD_READ_REPLICA", +) + + @pytest.fixture(autouse=True) -def _scrub_db_env(monkeypatch): - """Remove every env var the model reads so tests start from a clean slate.""" - for var in ( - "IAM_TOKEN_DB_AUTH", - "DATABASE_URL", - "DATABASE_URL_READ_REPLICA", - "DATABASE_HOST", - "DATABASE_PORT", - "DATABASE_USER", - "DATABASE_USERNAME", - "DATABASE_NAME", - "DATABASE_SCHEMA", - "DATABASE_PASSWORD", - "DATABASE_HOST_READ_REPLICA", - "DATABASE_PORT_READ_REPLICA", - "DATABASE_USER_READ_REPLICA", - "DATABASE_USERNAME_READ_REPLICA", - "DATABASE_NAME_READ_REPLICA", - "DATABASE_SCHEMA_READ_REPLICA", - "DATABASE_PASSWORD_READ_REPLICA", - ): - monkeypatch.delenv(var, raising=False) +def _scrub_db_env(): + """Start each test from a clean slate and restore the original env afterward. + + ``apply_to_env`` writes ``DATABASE_URL`` straight into ``os.environ``, which + ``monkeypatch`` cannot undo. Snapshotting and restoring here keeps a + synthesized URL (e.g. ``writer.example.com``) from leaking into later tests + that read ``DATABASE_URL`` to decide whether to hit a real database. + """ + saved = {var: os.environ.get(var) for var in _MANAGED_DB_ENV_VARS} + for var in _MANAGED_DB_ENV_VARS: + os.environ.pop(var, None) + try: + yield + finally: + for var, value in saved.items(): + if value is None: + os.environ.pop(var, None) + else: + os.environ[var] = value def _stub_iam_token(token: str = "FAKE_TOKEN"): diff --git a/tests/unified_google_tests/base_google_genai_proxy_sdk_test.py b/tests/unified_google_tests/base_google_genai_proxy_sdk_test.py new file mode 100644 index 00000000000..1143183b862 --- /dev/null +++ b/tests/unified_google_tests/base_google_genai_proxy_sdk_test.py @@ -0,0 +1,139 @@ +from __future__ import annotations + +import os +from abc import ABC, abstractmethod +from typing import Any, Dict, List, Optional + +import pytest + +try: + from google import genai + from google.genai import types + + GOOGLE_GENAI_SDK_AVAILABLE = True +except ImportError: + GOOGLE_GENAI_SDK_AVAILABLE = False + +MASTER_KEY = "sk-1234" +PROMPT = "Reply with only the single word: pong" + + +def has_vertex_credentials() -> bool: + credentials_file = os.environ.get("GOOGLE_APPLICATION_CREDENTIALS", "") + if credentials_file and os.path.isfile(credentials_file): + return True + return bool( + os.environ.get("VERTEX_AI_PRIVATE_KEY", "") + and os.environ.get("VERTEX_AI_PRIVATE_KEY_ID", "") + ) + + +def _make_client(proxy_url: str) -> "genai.Client": + return genai.Client( + api_key=MASTER_KEY, + http_options={"base_url": proxy_url}, + ) + + +def _generation_config() -> "types.GenerateContentConfig": + return types.GenerateContentConfig( + temperature=0, + top_p=0.95, + top_k=20, + ) + + +def _collect_stream_text(chunks: List["types.GenerateContentResponse"]) -> str: + return "".join(chunk.text for chunk in chunks if chunk.text) + + +class BaseGoogleGenAIProxySDKTest(ABC): + @property + @abstractmethod + def proxy_model_name(self) -> str: ... + + @property + @abstractmethod + def model_config(self) -> Dict[str, Any]: ... + + def _skip_reason_if_credentials_missing(self) -> Optional[str]: + model = self.model_config.get("model", "") + if model.startswith("gemini/"): + if not os.getenv("GEMINI_API_KEY"): + return "GEMINI_API_KEY not set — skipping Gemini proxy SDK tests" + return None + + if "vertex_ai" in model: + if has_vertex_credentials(): + return None + return "Vertex AI credentials not set — skipping Vertex AI proxy SDK tests" + + return f"Unsupported model for proxy SDK tests: {model}" + + def _require_proxy_sdk(self) -> None: + if not GOOGLE_GENAI_SDK_AVAILABLE: + pytest.skip("google-genai SDK not installed") + reason = self._skip_reason_if_credentials_missing() + if reason: + pytest.skip(reason) + + def test_proxy_genai_sdk_non_streaming(self, google_genai_proxy_url: str) -> None: + self._require_proxy_sdk() + + client = _make_client(google_genai_proxy_url) + response = client.models.generate_content( + model=self.proxy_model_name, + contents=types.Part.from_text(text=PROMPT), + config=_generation_config(), + ) + + assert response is not None + assert response.text is not None + assert len(response.text.strip()) > 0 + + def test_proxy_genai_sdk_streaming_completes_without_errors( + self, google_genai_proxy_url: str + ) -> None: + self._require_proxy_sdk() + + client = _make_client(google_genai_proxy_url) + stream = client.models.generate_content_stream( + model=self.proxy_model_name, + contents=types.Part.from_text(text=PROMPT), + config=_generation_config(), + ) + + chunks: List[types.GenerateContentResponse] = [] + stream_error: Optional[Exception] = None + + try: + for chunk in stream: + chunks.append(chunk) + except Exception as exc: + stream_error = exc + + assert ( + stream_error is None + ), f"Streaming raised {type(stream_error).__name__}: {stream_error}" + assert len(chunks) > 0, "Expected at least one streaming chunk" + assert _collect_stream_text(chunks).strip(), "Expected non-empty streamed text" + + def test_proxy_genai_sdk_streaming_dict_style( + self, google_genai_proxy_url: str + ) -> None: + self._require_proxy_sdk() + + client = _make_client(google_genai_proxy_url) + stream = client.models.generate_content_stream( + model=self.proxy_model_name, + contents={"text": PROMPT}, + config={ + "temperature": 0, + "top_p": 0.95, + "top_k": 20, + }, + ) + + chunks = list(stream) + assert len(chunks) > 0 + assert _collect_stream_text(chunks).strip() diff --git a/tests/unified_google_tests/conftest.py b/tests/unified_google_tests/conftest.py index 5b4f57b8036..c6b3fb82d0e 100644 --- a/tests/unified_google_tests/conftest.py +++ b/tests/unified_google_tests/conftest.py @@ -3,9 +3,18 @@ import asyncio import importlib import os +import socket import sys +import threading +import time +from pathlib import Path +from typing import Iterator, Tuple import pytest +import uvicorn +from dotenv import load_dotenv + +load_dotenv() sys.path.insert( 0, os.path.abspath("../..") @@ -28,6 +37,99 @@ from tests._vcr_conftest_common import ( # noqa: E402,F401 _verbose_state = VerboseReporterState() +PROXY_CONFIG_PATH = Path(__file__).parent / "google_genai_proxy_test_config.yaml" +PROXY_MASTER_KEY = "sk-1234" +PROXY_START_TIMEOUT_S = 30.0 + + +def _start_proxy_server( + config_path: str, +) -> Tuple[str, uvicorn.Server, threading.Thread, socket.socket]: + from litellm.proxy.proxy_server import ( + app as proxy_app, + cleanup_router_config_variables, + initialize, + ) + + cleanup_router_config_variables() + + sock = socket.socket(socket.AF_INET, socket.SOCK_STREAM) + sock.setsockopt(socket.SOL_SOCKET, socket.SO_REUSEADDR, 1) + sock.bind(("127.0.0.1", 0)) + host, port = sock.getsockname() + + config = uvicorn.Config(proxy_app, host=host, port=port, log_level="warning") + server = uvicorn.Server(config) + + def _run() -> None: + loop = asyncio.new_event_loop() + asyncio.set_event_loop(loop) + loop.run_until_complete(initialize(config=config_path, debug=True)) + loop.run_until_complete(server.serve(sockets=[sock])) + + thread = threading.Thread(target=_run, daemon=True) + thread.start() + + start_time = time.time() + while not server.started: + if not thread.is_alive(): + raise RuntimeError("LiteLLM proxy failed to start") + if time.time() - start_time > PROXY_START_TIMEOUT_S: + raise TimeoutError("LiteLLM proxy did not start in time") + time.sleep(0.05) + + return f"http://{host}:{port}", server, thread, sock + + +@pytest.fixture(scope="session") +def google_genai_proxy_url() -> Iterator[str]: + from base_google_genai_proxy_sdk_test import has_vertex_credentials + from base_google_test import load_vertex_ai_credentials + + saved_env = { + key: os.environ.get(key) + for key in ( + "DATABASE_URL", + "DIRECT_URL", + "LITELLM_MASTER_KEY", + "STORE_MODEL_IN_DB", + "GOOGLE_APPLICATION_CREDENTIALS", + ) + } + temp_credentials_path: str | None = None + os.environ.pop("DATABASE_URL", None) + os.environ.pop("DIRECT_URL", None) + os.environ["LITELLM_MASTER_KEY"] = PROXY_MASTER_KEY + os.environ["STORE_MODEL_IN_DB"] = "False" + + if has_vertex_credentials(): + credentials_file = os.environ.get("GOOGLE_APPLICATION_CREDENTIALS", "") + if not (credentials_file and os.path.isfile(credentials_file)): + vertex_credentials_path = load_vertex_ai_credentials( + model="vertex_ai/gemini-2.5-flash-lite" + ) + if vertex_credentials_path: + temp_credentials_path = vertex_credentials_path + os.environ["GOOGLE_APPLICATION_CREDENTIALS"] = vertex_credentials_path + + server_url, server, thread, sock = _start_proxy_server(str(PROXY_CONFIG_PATH)) + try: + yield server_url + finally: + server.should_exit = True + thread.join(timeout=10) + sock.close() + if temp_credentials_path: + try: + os.unlink(temp_credentials_path) + except OSError: + pass + for key, value in saved_env.items(): + if value is None: + os.environ.pop(key, None) + else: + os.environ[key] = value + @pytest.fixture(scope="session") def event_loop(): @@ -40,7 +142,7 @@ def event_loop(): @pytest.fixture(scope="function", autouse=True) -def setup_and_teardown(): +def setup_and_teardown(request): """ This fixture reloads litellm before every function. To speed up testing by removing callbacks being chained. """ @@ -50,7 +152,8 @@ def setup_and_teardown(): import litellm - importlib.reload(litellm) + if "google_genai_proxy_url" not in request.fixturenames: + importlib.reload(litellm) loop = asyncio.get_event_loop_policy().new_event_loop() asyncio.set_event_loop(loop) @@ -95,7 +198,14 @@ def pytest_runtest_logreport(report): def pytest_collection_modifyitems(config, items): - apply_vcr_auto_marker_to_items(items) + apply_vcr_auto_marker_to_items( + items, + skip_nodeid_suffixes=( + "test_proxy_genai_sdk_non_streaming", + "test_proxy_genai_sdk_streaming_completes_without_errors", + "test_proxy_genai_sdk_streaming_dict_style", + ), + ) # Separate tests in 'test_amazing_proxy_custom_logger.py' and other tests custom_logger_tests = [ diff --git a/tests/unified_google_tests/google_genai_proxy_test_config.yaml b/tests/unified_google_tests/google_genai_proxy_test_config.yaml new file mode 100644 index 00000000000..9913c05d434 --- /dev/null +++ b/tests/unified_google_tests/google_genai_proxy_test_config.yaml @@ -0,0 +1,16 @@ +model_list: + - model_name: gemini-2.5-flash-lite + litellm_params: + model: gemini/gemini-2.5-flash-lite + api_key: os.environ/GEMINI_API_KEY + + - model_name: vertex-gemini-2.5-flash-lite + litellm_params: + model: vertex_ai/gemini-2.5-flash-lite + +general_settings: + master_key: sk-1234 + store_model_in_db: false + +litellm_settings: + drop_params: true diff --git a/tests/unified_google_tests/test_google_ai_studio.py b/tests/unified_google_tests/test_google_ai_studio.py index 2d80f4bc451..afe237a4e5b 100644 --- a/tests/unified_google_tests/test_google_ai_studio.py +++ b/tests/unified_google_tests/test_google_ai_studio.py @@ -1,3 +1,4 @@ +from base_google_genai_proxy_sdk_test import BaseGoogleGenAIProxySDKTest from base_google_test import BaseGoogleGenAITest import sys import os @@ -11,7 +12,7 @@ import unittest.mock import json -class TestGoogleGenAIStudio(BaseGoogleGenAITest): +class TestGoogleGenAIStudio(BaseGoogleGenAITest, BaseGoogleGenAIProxySDKTest): """Test Google GenAI Studio""" @property @@ -20,6 +21,10 @@ class TestGoogleGenAIStudio(BaseGoogleGenAITest): "model": "gemini/gemini-2.5-flash-lite", } + @property + def proxy_model_name(self) -> str: + return "gemini-2.5-flash-lite" + @pytest.mark.asyncio async def test_mock_stream_generate_content_with_tools(): diff --git a/tests/unified_google_tests/test_vertex_ai_native.py b/tests/unified_google_tests/test_vertex_ai_native.py index c390d5e728a..640157bc33e 100644 --- a/tests/unified_google_tests/test_vertex_ai_native.py +++ b/tests/unified_google_tests/test_vertex_ai_native.py @@ -1,7 +1,8 @@ +from base_google_genai_proxy_sdk_test import BaseGoogleGenAIProxySDKTest from base_google_test import BaseGoogleGenAITest -class TestVertexAIGenerateContent(BaseGoogleGenAITest): +class TestVertexAIGenerateContent(BaseGoogleGenAITest, BaseGoogleGenAIProxySDKTest): """Test Vertex AI""" @property @@ -9,3 +10,7 @@ class TestVertexAIGenerateContent(BaseGoogleGenAITest): return { "model": "vertex_ai/gemini-2.5-flash-lite", } + + @property + def proxy_model_name(self) -> str: + return "vertex-gemini-2.5-flash-lite" From b7f47a3b52e83b20da7eda0a20d5999fc1fd03f8 Mon Sep 17 00:00:00 2001 From: milan-berri Date: Sat, 6 Jun 2026 01:59:41 +0300 Subject: [PATCH 12/73] fix(jwt): use resolved DB user_id for spend on legacy email match (#29217) * fix(jwt): attribute spend to resolved DB user_id on email/sso fuzzy match When user_id_upsert is enabled with JWT auth and a pre-migration user row exists whose user_email matches the JWT email but whose user_id is a UUID, get_user_object resolves the legacy row via fuzzy lookup, but the JWT-claim user_id (the email) still flowed into team-membership lookup, JWTAuthBuilderResult.user_id, UserAPIKeyAuth and the spend tables. Spend was orphaned under a phantom email id; /user/info and the Usage page showed $0 for the legacy user (GH #26789). Treat the resolved user_object as the source of truth: add _canonical_user_id_from_db, rebind inside get_objects, and return effective_user_id so auth_builder unpacks it without adding statements. Fixes #26789 Co-authored-by: Cursor * fix(jwt): log user_id rebind at DEBUG to avoid email PII in INFO streams Greptile review on #29217: rebinding often logs JWT email claims at INFO. Co-authored-by: Cursor * test(jwt): update passthrough allowlist mock for 5-tuple get_objects Staging #29256 added a test that still mocked get_objects with a 4-tuple; our PR expanded the return to 5 values (effective_user_id). Co-authored-by: Cursor --------- Co-authored-by: Cursor --- litellm/proxy/auth/handle_jwt.py | 45 +++++- .../proxy/auth/test_handle_jwt.py | 145 ++++++++++++++++-- 2 files changed, 177 insertions(+), 13 deletions(-) diff --git a/litellm/proxy/auth/handle_jwt.py b/litellm/proxy/auth/handle_jwt.py index a9961586f59..6d3d49b71ec 100644 --- a/litellm/proxy/auth/handle_jwt.py +++ b/litellm/proxy/auth/handle_jwt.py @@ -1506,6 +1506,21 @@ class JWTAuthManager: ) return user_id, user_email, valid_user_email + @staticmethod + def _canonical_user_id_from_db( + user_id: Optional[str], + user_object: Optional[LiteLLM_UserTable], + ) -> Optional[str]: + """Id used for spend / team-membership attribution. + + JWT claim (often email) is only a lookup key. If fuzzy match in + ``get_user_object`` resolved a legacy row with a different ``user_id``, + use that row's id; otherwise keep the claim. GH #26789. + """ + if user_object is not None and user_object.user_id: + return user_object.user_id + return user_id + @staticmethod async def get_objects( user_id: Optional[str], @@ -1526,8 +1541,13 @@ class JWTAuthManager: Optional[LiteLLM_OrganizationTable], Optional[LiteLLM_EndUserTable], Optional[LiteLLM_TeamMembership], + Optional[str], ]: - """Get user, org, and end user objects. Also resolves org aliases to IDs if configured.""" + """Get user, org, end-user, and team-membership objects. + + Returns ``(..., effective_user_id)``: JWT claim unless fuzzy lookup + matched a legacy row (GH #26789). + """ # Get org object - first try by ID, then by alias org_object: Optional[LiteLLM_OrganizationTable] = None @@ -1602,6 +1622,18 @@ class JWTAuthManager: else None ) + # Rebind to resolved DB user_id for team_membership + auth_builder (GH #26789). + effective_user_id = JWTAuthManager._canonical_user_id_from_db( + user_id=user_id, user_object=user_object + ) + if effective_user_id != user_id: + verbose_proxy_logger.debug( + "JWT Auth: rebinding user_id %r -> DB user_id %r (email/sso match)", + user_id, + effective_user_id, + ) + user_id = effective_user_id + team_membership_object: Optional[LiteLLM_TeamMembership] = None if user_id and team_id: team_membership_object = ( @@ -1617,7 +1649,13 @@ class JWTAuthManager: else None ) - return user_object, org_object, end_user_object, team_membership_object + return ( + user_object, + org_object, + end_user_object, + team_membership_object, + user_id, + ) @staticmethod def validate_object_id( @@ -2075,12 +2113,13 @@ class JWTAuthManager: # Extract alias fields for resolution (if configured) org_alias = jwt_handler.get_org_alias(token=jwt_valid_token, default_value=None) - # Get other objects + # get_objects returns effective_user_id for downstream spend attribution (GH #26789). ( user_object, org_object, end_user_object, team_membership_object, + user_id, ) = await JWTAuthManager.get_objects( user_id=user_id, user_email=user_email, diff --git a/tests/test_litellm/proxy/auth/test_handle_jwt.py b/tests/test_litellm/proxy/auth/test_handle_jwt.py index 92bd7915152..7dadca24504 100644 --- a/tests/test_litellm/proxy/auth/test_handle_jwt.py +++ b/tests/test_litellm/proxy/auth/test_handle_jwt.py @@ -332,7 +332,7 @@ async def test_auth_builder_proxy_admin_user_role(): JWTAuthManager, "get_objects", new_callable=AsyncMock, - return_value=(user_object, None, None, None), + return_value=(user_object, None, None, None, user_object.user_id), ) as mock_get_objects, patch.object( JWTAuthManager, "map_user_to_teams", new_callable=AsyncMock @@ -427,7 +427,7 @@ async def test_auth_builder_non_proxy_admin_user_role(): JWTAuthManager, "get_objects", new_callable=AsyncMock, - return_value=(user_object, None, None, None), + return_value=(user_object, None, None, None, user_object.user_id), ) as mock_get_objects, patch.object( JWTAuthManager, "map_user_to_teams", new_callable=AsyncMock @@ -1206,7 +1206,7 @@ async def test_auth_builder_returns_team_membership_object(): JWTAuthManager, "get_objects", new_callable=AsyncMock, - return_value=(user_object, None, None, mock_team_membership), + return_value=(user_object, None, None, mock_team_membership, user_object.user_id), ) as mock_get_objects, patch.object( JWTAuthManager, "map_user_to_teams", new_callable=AsyncMock @@ -1345,7 +1345,7 @@ async def test_auth_builder_with_oidc_userinfo_enabled(): JWTAuthManager, "get_objects", new_callable=AsyncMock, - return_value=(user_object, None, None, None), + return_value=(user_object, None, None, None, user_object.user_id), ) as mock_get_objects, patch.object( JWTAuthManager, "map_user_to_teams", new_callable=AsyncMock @@ -1469,7 +1469,7 @@ async def test_auth_builder_with_oidc_userinfo_disabled(): JWTAuthManager, "get_objects", new_callable=AsyncMock, - return_value=(user_object, None, None, None), + return_value=(user_object, None, None, None, user_object.user_id), ) as mock_get_objects, patch.object( JWTAuthManager, "map_user_to_teams", new_callable=AsyncMock @@ -1585,7 +1585,7 @@ async def test_auth_builder_oidc_enabled_falls_back_to_jwt_auth_for_jwt_tokens() JWTAuthManager, "get_objects", new_callable=AsyncMock, - return_value=(user_object, None, None, None), + return_value=(user_object, None, None, None, user_object.user_id), ), patch.object(JWTAuthManager, "map_user_to_teams", new_callable=AsyncMock), patch.object(JWTAuthManager, "validate_object_id", return_value=True), @@ -1681,7 +1681,7 @@ async def test_auth_builder_uses_team_from_header_e2e(): JWTAuthManager, "get_objects", new_callable=AsyncMock, - return_value=(user_object, None, None, None), + return_value=(user_object, None, None, None, user_object.user_id), ), patch.object(JWTAuthManager, "map_user_to_teams", new_callable=AsyncMock), patch.object( @@ -1900,7 +1900,7 @@ async def test_auth_builder_rbac_team_loads_team_for_passthrough_allowlist(): JWTAuthManager, "get_objects", new_callable=AsyncMock, - return_value=(None, None, None, None), + return_value=(None, None, None, None, None), ), patch.object(JWTAuthManager, "map_user_to_teams", new_callable=AsyncMock), patch.object( @@ -2462,6 +2462,7 @@ async def test_get_objects_resolves_org_by_name(): result_org_obj, result_end_user_obj, result_team_membership, + _result_user_id, ) = await JWTAuthManager.get_objects( user_id=None, user_email=None, @@ -2909,7 +2910,7 @@ async def test_auth_builder_single_team_db_fallback_when_jwt_has_no_team( JWTAuthManager, "get_objects", new_callable=AsyncMock, - return_value=(user_object, None, None, None), + return_value=(user_object, None, None, None, user_object.user_id), ), patch.object(JWTAuthManager, "map_user_to_teams", new_callable=AsyncMock), patch.object(JWTAuthManager, "validate_object_id", return_value=True), @@ -3027,7 +3028,7 @@ async def test_auth_builder_single_team_fallback_membership_error_skips_no_raise JWTAuthManager, "get_objects", new_callable=AsyncMock, - return_value=(user_object, None, None, None), + return_value=(user_object, None, None, None, user_object.user_id), ), patch.object(JWTAuthManager, "map_user_to_teams", new_callable=AsyncMock), patch.object(JWTAuthManager, "validate_object_id", return_value=True), @@ -3181,6 +3182,68 @@ def test_build_decode_kwargs_no_warning_when_scoped( assert matching == [] +# GH #26789: JWT claim user_id must rebind to legacy DB row after fuzzy match. + + +def test_canonical_user_id_rebinds_to_legacy_uuid(): + """JWT email resolves to a legacy UUID row -> use the UUID for attribution.""" + legacy_uuid = "bb8ab11f-09aa-47ae-b063-6e80506ac3bc" + jwt_email = "matt@example.com" + user_object = LiteLLM_UserTable(user_id=legacy_uuid, user_email=jwt_email) + + assert ( + JWTAuthManager._canonical_user_id_from_db( + user_id=jwt_email, user_object=user_object + ) + == legacy_uuid + ) + + +def test_canonical_user_id_no_change_when_ids_match(): + """Fresh upserted user (row.user_id == claim) -> claim returned unchanged.""" + same = "alice@example.com" + user_object = LiteLLM_UserTable(user_id=same, user_email=same) + + assert ( + JWTAuthManager._canonical_user_id_from_db( + user_id=same, user_object=user_object + ) + == same + ) + + +def test_canonical_user_id_returns_claim_when_no_user_object(): + """No resolved row (e.g. upsert disabled / brand new) -> keep the claim.""" + assert ( + JWTAuthManager._canonical_user_id_from_db( + user_id="newcomer@example.com", user_object=None + ) + == "newcomer@example.com" + ) + + +def test_canonical_user_id_returns_none_when_claim_none_and_no_object(): + """Defensive: no claim and no row -> stays None, never invents an id.""" + assert ( + JWTAuthManager._canonical_user_id_from_db(user_id=None, user_object=None) + is None + ) + + +def test_canonical_user_id_no_change_when_db_user_id_falsy(): + """Defensive: an empty user_object.user_id must not clobber the claim.""" + + class _Stub: + user_id = "" + + assert ( + JWTAuthManager._canonical_user_id_from_db( + user_id="jwt@example.com", user_object=_Stub() + ) + == "jwt@example.com" + ) + + @pytest.mark.asyncio async def test_auth_jwt_expired_token_raises_401_jwk_path(): """An expired JWT (access token) decoded via the JWK/dict public-key path @@ -3410,6 +3473,68 @@ def test_get_jwks_url_for_issuer_falls_back_to_discovery_document(): ) +@pytest.mark.asyncio +async def test_get_objects_team_membership_uses_rebound_user_id(): + """team_membership lookup uses resolved DB user_id, not JWT email claim.""" + from litellm.caching.caching import DualCache + + legacy_uuid = "bb8ab11f-09aa-47ae-b063-6e80506ac3bc" + jwt_email = "matt@example.com" + team_id = "team-1" + + resolved_user = LiteLLM_UserTable(user_id=legacy_uuid, user_email=jwt_email) + captured = {} + + async def fake_get_user_object(*args, **kwargs): + return resolved_user + + async def fake_get_team_membership(user_id, team_id, *args, **kwargs): + captured["user_id"] = user_id + captured["team_id"] = team_id + return None + + jwt_handler = JWTHandler() + jwt_handler.litellm_jwtauth = LiteLLM_JWTAuth( + user_id_jwt_field="email", user_id_upsert=True + ) + + with patch( + "litellm.proxy.auth.handle_jwt.get_user_object", + side_effect=fake_get_user_object, + ), patch( + "litellm.proxy.auth.handle_jwt.get_team_membership", + side_effect=fake_get_team_membership, + ): + ( + user_object, + _org_object, + _end_user_object, + _team_membership_object, + effective_user_id, + ) = await JWTAuthManager.get_objects( + user_id=jwt_email, + user_email=jwt_email, + org_id=None, + end_user_id=None, + team_id=team_id, + valid_user_email=None, + jwt_handler=jwt_handler, + prisma_client=MagicMock(), + user_api_key_cache=DualCache(), + parent_otel_span=None, + proxy_logging_obj=MagicMock(), + route="/chat/completions", + ) + + assert user_object is not None and user_object.user_id == legacy_uuid + assert effective_user_id == legacy_uuid + assert captured["user_id"] == legacy_uuid, ( + "team_membership lookup must use the resolved DB user_id, not the JWT " + f"email claim (got {captured['user_id']!r})" + ) + assert captured["team_id"] == team_id + + @pytest.mark.asyncio async def test_multi_issuer_jwt_validates_selected_issuer_and_maps_claims( monkeypatch, From e53bd7cbd1de07dde2ed2be07c242d1624269868 Mon Sep 17 00:00:00 2001 From: ryan-crabbe-berri Date: Fri, 5 Jun 2026 17:20:01 -0700 Subject: [PATCH 13/73] feat(ui): generate dashboard API types from the proxy OpenAPI spec (#29816) * feat(ui): generate dashboard API types from the proxy OpenAPI spec Introduces the shared type foundation for the dashboard without touching any runtime code. The proxy's FastAPI app is the source of truth; app.openapi() emits the spec and openapi-typescript turns it into src/lib/http/schema.d.ts. Adds an npm run gen:api script (a Python spec dump piped into openapi-typescript) and a Check UI API Types Sync CI job that regenerates the file from the live spec and fails if it drifts, so the committed types can never silently fall out of step with the backend. The generated file is pinned to openapi-typescript 7.13.0 and excluded from prettier, eslint, and knip, and marked linguist-generated so it collapses in diffs. No openapi-fetch and no call-site changes yet; this only makes the types exist. * chore(ui): tidy gen-api-types script per review Write the spec dump inside a with-block and clean up the temp dir in a finally, so repeated local runs don't leave stray ~MB JSON files behind. --- .gitattributes | 3 +- .github/workflows/check-ui-api-types.yml | 84 + ui/litellm-dashboard/.prettierignore | 3 +- ui/litellm-dashboard/CLAUDE.md | 2 + ui/litellm-dashboard/eslint.config.mjs | 2 +- ui/litellm-dashboard/knip.json | 1 + ui/litellm-dashboard/package-lock.json | 200 + ui/litellm-dashboard/package.json | 4 +- .../scripts/gen-api-types.mjs | 44 + ui/litellm-dashboard/src/lib/http/schema.d.ts | 52637 ++++++++++++++++ 10 files changed, 52976 insertions(+), 4 deletions(-) create mode 100644 .github/workflows/check-ui-api-types.yml create mode 100644 ui/litellm-dashboard/scripts/gen-api-types.mjs create mode 100644 ui/litellm-dashboard/src/lib/http/schema.d.ts diff --git a/.gitattributes b/.gitattributes index 9030923a781..5c9061f52ac 100644 --- a/.gitattributes +++ b/.gitattributes @@ -1 +1,2 @@ -*.ipynb linguist-vendored \ No newline at end of file +*.ipynb linguist-vendored +ui/litellm-dashboard/src/lib/http/schema.d.ts linguist-generated \ No newline at end of file diff --git a/.github/workflows/check-ui-api-types.yml b/.github/workflows/check-ui-api-types.yml new file mode 100644 index 00000000000..eeb5545b15e --- /dev/null +++ b/.github/workflows/check-ui-api-types.yml @@ -0,0 +1,84 @@ +name: Check UI API Types Sync + +on: + pull_request: + paths: + - "litellm/proxy/**" + - "litellm/types/**" + - "ui/litellm-dashboard/src/lib/http/schema.d.ts" + - "ui/litellm-dashboard/scripts/gen-api-types.mjs" + - "ui/litellm-dashboard/package.json" + - "ui/litellm-dashboard/package-lock.json" + - ".github/workflows/check-ui-api-types.yml" + +permissions: + contents: read + +jobs: + check-sync: + name: Verify schema.d.ts matches the proxy OpenAPI spec + runs-on: ubuntu-latest + timeout-minutes: 15 + steps: + - name: Checkout repository + uses: actions/checkout@08eba0b27e820071cde6df949e0beb9ba4906955 # v4.3.0 + with: + persist-credentials: false + + - name: Set up Python + uses: actions/setup-python@a26af69be951a213d495a4c3e4e4022e16d87065 # v5.6.0 + with: + python-version: "3.12" + + - name: Set up uv + uses: astral-sh/setup-uv@37802adc94f370d6bfd71619e3f0bf239e1f3b78 # v7 + with: + version: "0.10.9" + + - name: Cache uv dependencies + uses: actions/cache@0057852bfaa89a56745cba8c7296529d2fc39830 # v4.3.0 + with: + path: | + ~/.cache/uv + .venv + key: ${{ runner.os }}-uv-${{ hashFiles('uv.lock') }} + restore-keys: | + ${{ runner.os }}-uv- + + - name: Install backend dependencies + run: uv sync --frozen --group ci --group proxy-dev --extra google --extra proxy --extra semantic-router + + - name: Generate Prisma client + env: + PRISMA_BINARY_CACHE_DIR: ${{ runner.temp }}/prisma-cache + run: uv run --no-sync prisma generate --schema litellm/proxy/schema.prisma + + - name: Set up Node.js + uses: actions/setup-node@a0853c24544627f65ddf259abe73b1d18a591444 # v5.0 + with: + node-version: "20" + cache: "npm" + cache-dependency-path: ui/litellm-dashboard/package-lock.json + + - name: Install dashboard dependencies + working-directory: ui/litellm-dashboard + run: npm ci + + - name: Regenerate types from the live spec + working-directory: ui/litellm-dashboard + env: + LITELLM_PYTHON: "uv run --no-sync python" + run: npm run gen:api + + - name: Fail if types are stale + run: | + if ! git diff --exit-code -- ui/litellm-dashboard/src/lib/http/schema.d.ts; then + echo "::error file=ui/litellm-dashboard/src/lib/http/schema.d.ts::Generated API types are out of sync with the proxy OpenAPI spec." + echo "" + echo "A backend route or model changed without regenerating the dashboard types." + echo "To fix, run from ui/litellm-dashboard:" + echo " npm run gen:api" + echo "then commit the updated src/lib/http/schema.d.ts." + exit 1 + fi + echo "schema.d.ts is in sync with the proxy OpenAPI spec." diff --git a/ui/litellm-dashboard/.prettierignore b/ui/litellm-dashboard/.prettierignore index d489a619838..6da940b44b9 100644 --- a/ui/litellm-dashboard/.prettierignore +++ b/ui/litellm-dashboard/.prettierignore @@ -9,4 +9,5 @@ build .next-static *.min.js coverage/ -eslint-suppressions.json \ No newline at end of file +eslint-suppressions.json +src/lib/http/schema.d.ts \ No newline at end of file diff --git a/ui/litellm-dashboard/CLAUDE.md b/ui/litellm-dashboard/CLAUDE.md index 7af913ab016..5ec9392d2b0 100644 --- a/ui/litellm-dashboard/CLAUDE.md +++ b/ui/litellm-dashboard/CLAUDE.md @@ -1,3 +1,5 @@ Never put LiteLLM tokens or API keys in `localStorage`. `localStorage` survives browser close. Prefer `httpOnly` cookies, or `sessionStorage` at most, understanding that any web storage is readable by injected scripts (XSS), and only httpOnly cookies are not When you fix lint violations that are grandfathered in `eslint-suppressions.json`, run `eslint . --prune-suppressions` and commit the updated baseline so the gate ratchets down instead of leaving a stale suppression + +`src/lib/http/schema.d.ts` is generated from the proxy's OpenAPI spec; never hand-edit it. After changing a backend route or response model that the dashboard consumes, run `npm run gen:api` and commit the result (CI `Check UI API Types Sync` enforces this) diff --git a/ui/litellm-dashboard/eslint.config.mjs b/ui/litellm-dashboard/eslint.config.mjs index 8235b435950..10caebb5196 100644 --- a/ui/litellm-dashboard/eslint.config.mjs +++ b/ui/litellm-dashboard/eslint.config.mjs @@ -6,7 +6,7 @@ import unusedImports from "eslint-plugin-unused-imports"; const eslintConfig = [ { - ignores: [".next/**", "out/**", "build/**", "coverage/**", "next-env.d.ts"], + ignores: [".next/**", "out/**", "build/**", "coverage/**", "next-env.d.ts", "src/lib/http/schema.d.ts"], }, js.configs.recommended, ...tseslint.configs.recommended, diff --git a/ui/litellm-dashboard/knip.json b/ui/litellm-dashboard/knip.json index 9971ed779ee..e95c0acef3f 100644 --- a/ui/litellm-dashboard/knip.json +++ b/ui/litellm-dashboard/knip.json @@ -2,6 +2,7 @@ "$schema": "https://unpkg.com/knip@5/schema.json", "entry": ["scripts/**/*.ts"], "project": ["src/**/*.{ts,tsx}", "tests/**/*.{ts,tsx}", "scripts/**/*.ts", "e2e_tests/**/*.ts"], + "ignore": ["src/lib/http/schema.d.ts"], "playwright": { "config": "e2e_tests/playwright.config.ts", "entry": ["e2e_tests/**/*.spec.ts", "e2e_tests/**/*.setup.ts", "e2e_tests/globalSetup.ts"] diff --git a/ui/litellm-dashboard/package-lock.json b/ui/litellm-dashboard/package-lock.json index 858844d7e5c..7000efd63b4 100644 --- a/ui/litellm-dashboard/package-lock.json +++ b/ui/litellm-dashboard/package-lock.json @@ -62,6 +62,7 @@ "eslint-plugin-unused-imports": "4.3.0", "jsdom": "27.4.0", "knip": "5.83.1", + "openapi-typescript": "7.13.0", "postcss": "8.5.13", "prettier": "3.2.5", "tailwindcss": "3.4.19", @@ -2793,6 +2794,59 @@ "react": "^16.8.0 || ^17.0.0-rc.1 || ^18.0.0 || ^19.0.0-rc.1" } }, + "node_modules/@redocly/ajv": { + "version": "8.11.2", + "resolved": "https://registry.npmjs.org/@redocly/ajv/-/ajv-8.11.2.tgz", + "integrity": "sha512-io1JpnwtIcvojV7QKDUSIuMN/ikdOUd1ReEnUnMKGfDVridQZ31J0MmIuqwuRjWDZfmvr+Q0MqCcfHM2gTivOg==", + "dev": true, + "license": "MIT", + "dependencies": { + "fast-deep-equal": "^3.1.1", + "json-schema-traverse": "^1.0.0", + "require-from-string": "^2.0.2", + "uri-js-replace": "^1.0.1" + }, + "funding": { + "type": "github", + "url": "https://github.com/sponsors/epoberezkin" + } + }, + "node_modules/@redocly/ajv/node_modules/json-schema-traverse": { + "version": "1.0.0", + "resolved": "https://registry.npmjs.org/json-schema-traverse/-/json-schema-traverse-1.0.0.tgz", + "integrity": "sha512-NM8/P9n3XjXhIZn1lLhkFaACTOURQXjWhV4BA/RnOv8xvgqtqpAX9IO4mRQxSx1Rlo4tqzeqb0sOlruaOy3dug==", + "dev": true, + "license": "MIT" + }, + "node_modules/@redocly/config": { + "version": "0.22.0", + "resolved": "https://registry.npmjs.org/@redocly/config/-/config-0.22.0.tgz", + "integrity": "sha512-gAy93Ddo01Z3bHuVdPWfCwzgfaYgMdaZPcfL7JZ7hWJoK9V0lXDbigTWkhiPFAaLWzbOJ+kbUQG1+XwIm0KRGQ==", + "dev": true, + "license": "MIT" + }, + "node_modules/@redocly/openapi-core": { + "version": "1.34.15", + "resolved": "https://registry.npmjs.org/@redocly/openapi-core/-/openapi-core-1.34.15.tgz", + "integrity": "sha512-HAwCnNyKcs5XGQqms+9t7OdAPM/5TDstmhF+0i7tdCFato2QKuYIlyWETwkXd8c5zbltr1oB+6y9NTeQLr2d6Q==", + "dev": true, + "license": "MIT", + "dependencies": { + "@redocly/ajv": "8.11.2", + "@redocly/config": "0.22.0", + "colorette": "1.4.0", + "https-proxy-agent": "7.0.6", + "js-levenshtein": "1.1.6", + "js-yaml": "4.1.1", + "minimatch": "5.1.9", + "pluralize": "8.0.0", + "yaml-ast-parser": "0.0.43" + }, + "engines": { + "node": ">=18.17.0", + "npm": ">=9.5.0" + } + }, "node_modules/@remixicon/react": { "version": "4.9.0", "resolved": "https://registry.npmjs.org/@remixicon/react/-/react-4.9.0.tgz", @@ -4466,6 +4520,16 @@ "url": "https://github.com/sponsors/epoberezkin" } }, + "node_modules/ansi-colors": { + "version": "4.1.3", + "resolved": "https://registry.npmjs.org/ansi-colors/-/ansi-colors-4.1.3.tgz", + "integrity": "sha512-/6w/C21Pm1A7aZitlI5Ni/2J6FFQN8i1Cvz3kHABAAbw93v/NlvKdVOqz7CCWz/3iv/JplRSEEZ83XION15ovw==", + "dev": true, + "license": "MIT", + "engines": { + "node": ">=6" + } + }, "node_modules/ansi-regex": { "version": "5.0.1", "resolved": "https://registry.npmjs.org/ansi-regex/-/ansi-regex-5.0.1.tgz", @@ -5163,6 +5227,13 @@ "url": "https://github.com/chalk/chalk?sponsor=1" } }, + "node_modules/change-case": { + "version": "5.4.4", + "resolved": "https://registry.npmjs.org/change-case/-/change-case-5.4.4.tgz", + "integrity": "sha512-HRQyTk2/YPEkt9TnUPbOpr64Uw3KOicFWPVBb+xiHvd6eBx/qPr9xqfBFDT8P2vWsvvz4jbEkfDe71W3VyNu2w==", + "dev": true, + "license": "MIT" + }, "node_modules/character-entities": { "version": "2.0.2", "resolved": "https://registry.npmjs.org/character-entities/-/character-entities-2.0.2.tgz", @@ -5290,6 +5361,13 @@ "dev": true, "license": "MIT" }, + "node_modules/colorette": { + "version": "1.4.0", + "resolved": "https://registry.npmjs.org/colorette/-/colorette-1.4.0.tgz", + "integrity": "sha512-Y2oEozpomLn7Q3HFP7dpww7AtMJplbM9lGZP6RDfHqmbeRjiwRg4n6VM6j4KLmRke85uWEI7JqF17f3pqdRA0g==", + "dev": true, + "license": "MIT" + }, "node_modules/combined-stream": { "version": "1.0.8", "resolved": "https://registry.npmjs.org/combined-stream/-/combined-stream-1.0.8.tgz", @@ -7486,6 +7564,19 @@ "node": ">=8" } }, + "node_modules/index-to-position": { + "version": "1.2.0", + "resolved": "https://registry.npmjs.org/index-to-position/-/index-to-position-1.2.0.tgz", + "integrity": "sha512-Yg7+ztRkqslMAS2iFaU+Oa4KTSidr63OsFGlOrJoW981kIYO3CGCS3wA95P1mUi/IVSJkn0D479KTJpVpvFNuw==", + "dev": true, + "license": "MIT", + "engines": { + "node": ">=18" + }, + "funding": { + "url": "https://github.com/sponsors/sindresorhus" + } + }, "node_modules/inline-style-parser": { "version": "0.2.7", "resolved": "https://registry.npmjs.org/inline-style-parser/-/inline-style-parser-0.2.7.tgz", @@ -8085,6 +8176,16 @@ "jiti": "lib/jiti-cli.mjs" } }, + "node_modules/js-levenshtein": { + "version": "1.1.6", + "resolved": "https://registry.npmjs.org/js-levenshtein/-/js-levenshtein-1.1.6.tgz", + "integrity": "sha512-X2BB11YZtrRqY4EnQcLX5Rh373zbK4alC1FW7D7MBhL2gtcC17cTnr6DmfHZeS0s2rTHjUTMMHfG7gO8SSdw+g==", + "dev": true, + "license": "MIT", + "engines": { + "node": ">=0.10.0" + } + }, "node_modules/js-tokens": { "version": "4.0.0", "resolved": "https://registry.npmjs.org/js-tokens/-/js-tokens-4.0.0.tgz", @@ -9938,6 +10039,40 @@ "integrity": "sha512-JlCMO+ehdEIKqlFxk6IfVoAUVmgz7cU7zD/h9XZ0qzeosSHmUJVOzSQvvYSYWXkFXC+IfLKSIffhv0sVZup6pA==", "license": "MIT" }, + "node_modules/openapi-typescript": { + "version": "7.13.0", + "resolved": "https://registry.npmjs.org/openapi-typescript/-/openapi-typescript-7.13.0.tgz", + "integrity": "sha512-EFP392gcqXS7ntPvbhBzbF8TyBA+baIYEm791Hy5YkjDYKTnk/Tn5OQeKm5BIZvJihpp8Zzr4hzx0Irde1LNGQ==", + "dev": true, + "license": "MIT", + "dependencies": { + "@redocly/openapi-core": "^1.34.6", + "ansi-colors": "^4.1.3", + "change-case": "^5.4.4", + "parse-json": "^8.3.0", + "supports-color": "^10.2.2", + "yargs-parser": "^21.1.1" + }, + "bin": { + "openapi-typescript": "bin/cli.js" + }, + "peerDependencies": { + "typescript": "^5.x" + } + }, + "node_modules/openapi-typescript/node_modules/supports-color": { + "version": "10.2.2", + "resolved": "https://registry.npmjs.org/supports-color/-/supports-color-10.2.2.tgz", + "integrity": "sha512-SS+jx45GF1QjgEXQx4NJZV9ImqmO2NPz5FNsIHrsDjh2YsHnawpan7SNQ1o8NuhrbHZy9AZhIoCUiCeaW/C80g==", + "dev": true, + "license": "MIT", + "engines": { + "node": ">=18" + }, + "funding": { + "url": "https://github.com/chalk/supports-color?sponsor=1" + } + }, "node_modules/optionator": { "version": "0.9.4", "resolved": "https://registry.npmjs.org/optionator/-/optionator-0.9.4.tgz", @@ -10082,6 +10217,24 @@ "integrity": "sha512-CmBKiL6NNo/OqgmMn95Fk9Whlp2mtvIv+KNpQKN2F4SjvrEesubTRWGYSg+BnWZOnlCaSTU1sMpsBOzgbYhnsA==", "license": "MIT" }, + "node_modules/parse-json": { + "version": "8.3.0", + "resolved": "https://registry.npmjs.org/parse-json/-/parse-json-8.3.0.tgz", + "integrity": "sha512-ybiGyvspI+fAoRQbIPRddCcSTV9/LsJbf0e/S85VLowVGzRmokfneg2kwVW/KU5rOXrPSbF1qAKPMgNTqqROQQ==", + "dev": true, + "license": "MIT", + "dependencies": { + "@babel/code-frame": "^7.26.2", + "index-to-position": "^1.1.0", + "type-fest": "^4.39.1" + }, + "engines": { + "node": ">=18" + }, + "funding": { + "url": "https://github.com/sponsors/sindresorhus" + } + }, "node_modules/parse5": { "version": "8.0.1", "resolved": "https://registry.npmjs.org/parse5/-/parse5-8.0.1.tgz", @@ -10223,6 +10376,16 @@ "node": ">=18" } }, + "node_modules/pluralize": { + "version": "8.0.0", + "resolved": "https://registry.npmjs.org/pluralize/-/pluralize-8.0.0.tgz", + "integrity": "sha512-Nc3IT5yHzflTfbjgqWcCPpo7DaKy4FnpB0l/zCAW0Tc7jxAiuqSxHasntB3D7887LSrA93kDJ9IXovxJYxyLCA==", + "dev": true, + "license": "MIT", + "engines": { + "node": ">=4" + } + }, "node_modules/possible-typed-array-names": { "version": "1.1.0", "resolved": "https://registry.npmjs.org/possible-typed-array-names/-/possible-typed-array-names-1.1.0.tgz", @@ -12820,6 +12983,19 @@ "node": ">= 0.8.0" } }, + "node_modules/type-fest": { + "version": "4.41.0", + "resolved": "https://registry.npmjs.org/type-fest/-/type-fest-4.41.0.tgz", + "integrity": "sha512-TeTSQ6H5YHvpqVwBRcnLDCBnDOHWYu7IvGbHT6N8AOymcr9PJGjc1GTtiWZTYg0NCgYwvnYWEkVChQAr9bjfwA==", + "dev": true, + "license": "(MIT OR CC0-1.0)", + "engines": { + "node": ">=16" + }, + "funding": { + "url": "https://github.com/sponsors/sindresorhus" + } + }, "node_modules/typed-array-buffer": { "version": "1.0.3", "resolved": "https://registry.npmjs.org/typed-array-buffer/-/typed-array-buffer-1.0.3.tgz", @@ -13124,6 +13300,13 @@ "punycode": "^2.1.0" } }, + "node_modules/uri-js-replace": { + "version": "1.0.1", + "resolved": "https://registry.npmjs.org/uri-js-replace/-/uri-js-replace-1.0.1.tgz", + "integrity": 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"node_modules/yocto-queue": { "version": "0.1.0", "resolved": "https://registry.npmjs.org/yocto-queue/-/yocto-queue-0.1.0.tgz", diff --git a/ui/litellm-dashboard/package.json b/ui/litellm-dashboard/package.json index 77731bbd693..ca753e59dc5 100644 --- a/ui/litellm-dashboard/package.json +++ b/ui/litellm-dashboard/package.json @@ -17,7 +17,8 @@ "e2e": "playwright test --config e2e_tests/playwright.config.ts", "e2e:ui": "playwright test --ui --config e2e_tests/playwright.config.ts", "knip": "knip", - "knip:fix": "knip --fix" + "knip:fix": "knip --fix", + "gen:api": "node scripts/gen-api-types.mjs" }, "dependencies": { "@anthropic-ai/sdk": "0.92.0", @@ -74,6 +75,7 @@ "eslint-plugin-unused-imports": "4.3.0", "jsdom": "27.4.0", "knip": "5.83.1", + "openapi-typescript": "7.13.0", "postcss": "8.5.13", "prettier": "3.2.5", "tailwindcss": "3.4.19", diff --git a/ui/litellm-dashboard/scripts/gen-api-types.mjs b/ui/litellm-dashboard/scripts/gen-api-types.mjs new file mode 100644 index 00000000000..66dfd2ee7b8 --- /dev/null +++ b/ui/litellm-dashboard/scripts/gen-api-types.mjs @@ -0,0 +1,44 @@ +/** + * Regenerates src/lib/http/schema.d.ts from the proxy's OpenAPI spec. + * + * Two hops, because the backend is the source of truth: the FastAPI app emits + * the spec from its route decorators (app.openapi()), then openapi-typescript + * turns that spec into TypeScript types. There is no live server in the loop — + * the spec is read straight off the app object, so this runs in CI without a + * database or proxy boot. + * + * The Python interpreter must have litellm installed. Override which one via + * LITELLM_PYTHON (CI passes "uv run --no-sync python"); defaults to python3. + */ +import { execFileSync } from "node:child_process"; +import { mkdtempSync, rmSync } from "node:fs"; +import { tmpdir } from "node:os"; +import { dirname, join, resolve } from "node:path"; +import { fileURLToPath } from "node:url"; + +const dashboardDir = resolve(dirname(fileURLToPath(import.meta.url)), ".."); +const repoRoot = resolve(dashboardDir, "..", ".."); +const outPath = join(dashboardDir, "src", "lib", "http", "schema.d.ts"); +const specDir = mkdtempSync(join(tmpdir(), "litellm-openapi-")); +const specPath = join(specDir, "openapi.json"); + +const python = (process.env.LITELLM_PYTHON ?? "python3").split(" "); +const dumpSpec = [ + "import json, sys", + "from litellm.proxy.proxy_server import app", + "with open(sys.argv[1], 'w') as f: json.dump(app.openapi(), f, sort_keys=True)", +].join("\n"); + +try { + execFileSync(python[0], [...python.slice(1), "-c", dumpSpec, specPath], { + cwd: repoRoot, + stdio: "inherit", + }); + + execFileSync(join(dashboardDir, "node_modules", ".bin", "openapi-typescript"), [specPath, "-o", outPath], { + cwd: dashboardDir, + stdio: "inherit", + }); +} finally { + rmSync(specDir, { recursive: true, force: true }); +} diff --git a/ui/litellm-dashboard/src/lib/http/schema.d.ts b/ui/litellm-dashboard/src/lib/http/schema.d.ts new file mode 100644 index 00000000000..d14ec8af56b --- /dev/null +++ b/ui/litellm-dashboard/src/lib/http/schema.d.ts @@ -0,0 +1,52637 @@ +/** + * This file was auto-generated by openapi-typescript. + * Do not make direct changes to the file. + */ + +export interface paths { + "/": { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + /** Home */ + get: operations["home__get"]; + put?: never; + post?: never; + delete?: never; + options?: never; + head?: never; + patch?: never; + trace?: never; + }; + "/.well-known/litellm-ui-config": { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + /** Get Ui Config */ + get: operations["get_ui_config__well_known_litellm_ui_config_get"]; + put?: never; + post?: never; + delete?: never; + options?: never; + head?: never; + patch?: never; + trace?: never; + }; + "/a2a/{agent_id}": { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + get?: never; + put?: never; + /** + * Invoke Agent A2A + * @description Invoke an agent using the A2A protocol (JSON-RPC 2.0). + * + * Supported methods: + * - message/send: Send a message and get a response + * - message/stream: Send a message and stream the response + */ + post: operations["invoke_agent_a2a_a2a__agent_id__post"]; + delete?: never; + options?: never; + head?: never; + patch?: never; + trace?: never; + }; + "/a2a/{agent_id}/.well-known/agent-card.json": { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + /** + * Get Agent Card + * @description Get the agent card for an agent (A2A discovery endpoint). + * + * Supports both standard paths: + * - /.well-known/agent-card.json + * - /.well-known/agent.json + * + * The URL in the agent card is rewritten to point to the LiteLLM proxy, + * so all subsequent A2A calls go through LiteLLM for logging and cost tracking. + */ + get: operations["get_agent_card_a2a__agent_id___well_known_agent_card_json_get"]; + put?: never; + post?: never; + delete?: never; + options?: never; + head?: never; + patch?: never; + trace?: never; + }; + "/a2a/{agent_id}/.well-known/agent.json": { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + /** + * Get Agent Card + * @description Get the agent card for an agent (A2A discovery endpoint). + * + * Supports both standard paths: + * - /.well-known/agent-card.json + * - /.well-known/agent.json + * + * The URL in the agent card is rewritten to point to the LiteLLM proxy, + * so all subsequent A2A calls go through LiteLLM for logging and cost tracking. + */ + get: operations["get_agent_card_a2a__agent_id___well_known_agent_json_get"]; + put?: never; + post?: never; + delete?: never; + options?: never; + head?: never; + patch?: never; + trace?: never; + }; + "/a2a/{agent_id}/message/send": { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + get?: never; + put?: never; + /** + * Invoke Agent A2A + * @description Invoke an agent using the A2A protocol (JSON-RPC 2.0). + * + * Supported methods: + * - message/send: Send a message and get a response + * - message/stream: Send a message and stream the response + */ + post: operations["invoke_agent_a2a_a2a__agent_id__message_send_post"]; + delete?: never; + options?: never; + head?: never; + patch?: never; + trace?: never; + }; + "/access_group/list": { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + /** + * List Access Groups + * @description List all access groups. + * + * Returns a list of all access groups with their model names and deployment counts. + * + * Example: + * ```bash + * curl -X GET 'http://localhost:4000/access_group/list' \ + * -H 'Authorization: Bearer sk-1234' + * ``` + * + * Returns: + * - ListAccessGroupsResponse with all access groups + */ + get: operations["list_access_groups_access_group_list_get"]; + put?: never; + post?: never; + delete?: never; + options?: never; + head?: never; + patch?: never; + trace?: never; + }; + "/access_group/new": { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + get?: never; + put?: never; + /** + * Create Model Group + * @description Create a new access group containing multiple model names. + * + * An access group is a named collection of model groups that can be referenced + * by teams/keys for simplified access control. + * + * Example: + * ```bash + * curl -X POST 'http://localhost:4000/access_group/new' \ + * -H 'Authorization: Bearer sk-1234' \ + * -H 'Content-Type: application/json' \ + * -d '{ + * "access_group": "production-models", + * "model_names": ["gpt-4", "claude-3-opus", "gemini-pro"] + * }' + * ``` + * + * Parameters: + * - access_group: str - The access group name (e.g., "production-models") + * - model_names: List[str] - List of existing model groups to include + * + * Returns: + * - NewModelGroupResponse with the created access group details + * + * Raises: + * - HTTPException 400: If any model names don't exist + * - HTTPException 500: If database operations fail + */ + post: operations["create_model_group_access_group_new_post"]; + delete?: never; + options?: never; + head?: never; + patch?: never; + trace?: never; + }; + "/access_group/{access_group}/delete": { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + get?: never; + put?: never; + post?: never; + /** + * Delete Access Group + * @description Delete an access group. + * + * Removes the access group from all deployments that have it. + * + * Example: + * ```bash + * curl -X DELETE 'http://localhost:4000/access_group/production-models/delete' \ + * -H 'Authorization: Bearer sk-1234' + * ``` + * + * Parameters: + * - access_group: str - The access group name (URL path parameter) + * + * Returns: + * - DeleteModelGroupResponse with deletion details + * + * Raises: + * - HTTPException 404: If access group not found + */ + delete: operations["delete_access_group_access_group__access_group__delete_delete"]; + options?: never; + head?: never; + patch?: never; + trace?: never; + }; + "/access_group/{access_group}/info": { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + /** + * Get Access Group Info + * @description Get information about a specific access group. + * + * Example: + * ```bash + * curl -X GET 'http://localhost:4000/access_group/production-models/info' \ + * -H 'Authorization: Bearer sk-1234' + * ``` + * + * Parameters: + * - access_group: str - The access group name (URL path parameter) + * + * Returns: + * - AccessGroupInfo with the access group details + * + * Raises: + * - HTTPException 404: If access group not found + */ + get: operations["get_access_group_info_access_group__access_group__info_get"]; + put?: never; + post?: never; + delete?: never; + options?: never; + head?: never; + patch?: never; + trace?: never; + }; + "/access_group/{access_group}/update": { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + get?: never; + /** + * Update Access Group + * @description Update an access group's model names. + * + * This will: + * 1. Remove the access group from all current deployments + * 2. Add the access group to all deployments for the new model_names list + * + * Example: + * ```bash + * curl -X PUT 'http://localhost:4000/access_group/production-models/update' \ + * -H 'Authorization: Bearer sk-1234' \ + * -H 'Content-Type: application/json' \ + * -d '{ + * "model_names": ["gpt-4", "claude-3-sonnet"] + * }' + * ``` + * + * Parameters: + * - access_group: str - The access group name (URL path parameter) + * - model_names: List[str] - New list of model groups to include + * + * Returns: + * - NewModelGroupResponse with the updated access group details + * + * Raises: + * - HTTPException 400: If any model names don't exist + * - HTTPException 404: If access group not found + */ + put: operations["update_access_group_access_group__access_group__update_put"]; + post?: never; + delete?: never; + options?: never; + head?: never; + patch?: never; + trace?: never; + }; + "/active/callbacks": { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + /** + * Active Callbacks + * @description Returns a list of litellm level settings + * + * This is useful for debugging and ensuring the proxy server is configured correctly. + * + * Response schema: + * ``` + * { + * "alerting": _alerting, + * "litellm.callbacks": litellm_callbacks, + * "litellm.input_callback": litellm_input_callbacks, + * "litellm.failure_callback": litellm_failure_callbacks, + * "litellm.success_callback": litellm_success_callbacks, + * "litellm._async_success_callback": litellm_async_success_callbacks, + * "litellm._async_failure_callback": litellm_async_failure_callbacks, + * "litellm._async_input_callback": litellm_async_input_callbacks, + * "all_litellm_callbacks": all_litellm_callbacks, + * "num_callbacks": len(all_litellm_callbacks), + * "num_alerting": _num_alerting, + * "litellm.request_timeout": litellm.request_timeout, + * } + * ``` + */ + get: operations["active_callbacks_active_callbacks_get"]; + put?: never; + post?: never; + delete?: never; + options?: never; + head?: never; + patch?: never; + trace?: never; + }; + "/adaptive_router/state": { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + /** + * Get Adaptive Router State + * @description Return live bandit posteriors + queue depth for every configured adaptive router. + * + * Admin-only. Returns 404 if no adaptive router is configured. + * + * Response shape: `{"routers": [, ...]}` — one snapshot per + * adaptive-router deployment. Each snapshot's `router_name` field identifies + * which deployment it came from. + */ + get: operations["get_adaptive_router_state_adaptive_router_state_get"]; + put?: never; + post?: never; + delete?: never; + options?: never; + head?: never; + patch?: never; + trace?: never; + }; + "/add/allowed_ip": { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + get?: never; + put?: never; + /** Add Allowed Ip */ + post: operations["add_allowed_ip_add_allowed_ip_post"]; + delete?: never; + options?: never; + head?: never; + patch?: never; + trace?: never; + }; + "/agent/daily/activity": { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + /** + * Get Agent Daily Activity + * @description Get daily activity for specific agents or all accessible agents. + */ + get: operations["get_agent_daily_activity_agent_daily_activity_get"]; + put?: never; + post?: never; + delete?: never; + options?: never; + head?: never; + patch?: never; + trace?: never; + }; + "/anthropic/{endpoint}": { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + /** + * Anthropic Proxy Route + * @description [Docs](https://docs.litellm.ai/docs/pass_through/anthropic_completion) + */ + get: operations["anthropic_proxy_route_anthropic__endpoint__get"]; + /** + * Anthropic Proxy Route + * @description [Docs](https://docs.litellm.ai/docs/pass_through/anthropic_completion) + */ + put: operations["anthropic_proxy_route_anthropic__endpoint__put"]; + /** + * Anthropic Proxy Route + * @description [Docs](https://docs.litellm.ai/docs/pass_through/anthropic_completion) + */ + post: operations["anthropic_proxy_route_anthropic__endpoint__post"]; + /** + * Anthropic Proxy Route + * @description [Docs](https://docs.litellm.ai/docs/pass_through/anthropic_completion) + */ + delete: operations["anthropic_proxy_route_anthropic__endpoint__delete"]; + options?: never; + head?: never; + /** + * Anthropic Proxy Route + * @description [Docs](https://docs.litellm.ai/docs/pass_through/anthropic_completion) + */ + patch: operations["anthropic_proxy_route_anthropic__endpoint__patch"]; + trace?: never; + }; + "/api/event_logging/batch": { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + get?: never; + put?: never; + /** + * Event Logging Batch + * @description Stubbed endpoint for Anthropic event logging batch requests. + * + * This endpoint accepts event logging requests but does nothing with them. + * It exists to prevent 404 errors from Claude Code clients that send telemetry. + */ + post: operations["event_logging_batch_api_event_logging_batch_post"]; + delete?: never; + options?: never; + head?: never; + patch?: never; + trace?: never; + }; + "/apply_guardrail": { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + get?: never; + put?: never; + /** + * Apply Guardrail + * @description Apply a guardrail to text input and return the processed result. + * + * This endpoint allows testing guardrails by applying them to custom text inputs. + */ + post: operations["apply_guardrail_apply_guardrail_post"]; + delete?: never; + options?: never; + head?: never; + patch?: never; + trace?: never; + }; + "/assemblyai/{endpoint}": { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + /** Assemblyai Proxy Route */ + get: operations["assemblyai_proxy_route_assemblyai__endpoint__get"]; + /** Assemblyai Proxy Route */ + put: operations["assemblyai_proxy_route_assemblyai__endpoint__put"]; + /** Assemblyai Proxy Route */ + post: operations["assemblyai_proxy_route_assemblyai__endpoint__post"]; + /** Assemblyai Proxy Route */ + delete: operations["assemblyai_proxy_route_assemblyai__endpoint__delete"]; + options?: never; + head?: never; + /** Assemblyai Proxy Route */ + patch: operations["assemblyai_proxy_route_assemblyai__endpoint__patch"]; + trace?: never; + }; + "/assistants": { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + /** + * Get Assistants + * @description Returns a list of assistants. + * + * API Reference docs - https://platform.openai.com/docs/api-reference/assistants/listAssistants + */ + get: operations["get_assistants_assistants_get"]; + put?: never; + /** + * Create Assistant + * @description Create assistant + * + * API Reference docs - https://platform.openai.com/docs/api-reference/assistants/createAssistant + */ + post: operations["create_assistant_assistants_post"]; + delete?: never; + options?: never; + head?: never; + patch?: never; + trace?: never; + }; + "/assistants/{assistant_id}": { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + get?: never; + put?: never; + post?: never; + /** + * Delete Assistant + * @description Delete assistant + * + * API Reference docs - https://platform.openai.com/docs/api-reference/assistants/createAssistant + */ + delete: operations["delete_assistant_assistants__assistant_id__delete"]; + options?: never; + head?: never; + patch?: never; + trace?: never; + }; + "/audio/speech": { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + get?: never; + put?: never; + /** + * Audio Speech + * @description Same params as: + * + * https://platform.openai.com/docs/api-reference/audio/createSpeech + */ + post: operations["audio_speech_audio_speech_post"]; + delete?: never; + options?: never; + head?: never; + patch?: never; + trace?: never; + }; + "/audio/transcriptions": { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + get?: never; + put?: never; + /** + * Audio Transcriptions + * @description Same params as: + * + * https://platform.openai.com/docs/api-reference/audio/createTranscription?lang=curl + */ + post: operations["audio_transcriptions_audio_transcriptions_post"]; + delete?: never; + options?: never; + head?: never; + patch?: never; + trace?: never; + }; + "/audit": { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + /** + * Get Audit Logs + * @description Get all audit logs with filtering and pagination. + * + * Returns a paginated response of audit logs matching the specified filters. + * + * Note: object_team_id and object_key_hash use Prisma JSON path filtering, + * which requires PostgreSQL. + */ + get: operations["get_audit_logs_audit_get"]; + put?: never; + post?: never; + delete?: never; + options?: never; + head?: never; + patch?: never; + trace?: never; + }; + "/audit/{id}": { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + /** + * Get Audit Log By Id + * @description Get detailed information about a specific audit log entry by its ID. + * + * Args: + * id (str): The unique identifier of the audit log entry + * + * Returns: + * AuditLogResponse: Detailed information about the audit log entry + * + * Raises: + * HTTPException: If the audit log is not found or if there's a database connection error + */ + get: operations["get_audit_log_by_id_audit__id__get"]; + put?: never; + post?: never; + delete?: never; + options?: never; + head?: never; + patch?: never; + trace?: never; + }; + "/azure/{endpoint}": { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + /** + * Azure Proxy Route + * @description Call any azure endpoint using the proxy. + * + * Just use `{PROXY_BASE_URL}/azure/{endpoint:path}` + * + * Checks if the deployment id in the url is a litellm model name. If so, it will route using the llm_router.allm_passthrough_route. + */ + get: operations["azure_proxy_route_azure__endpoint__get"]; + /** + * Azure Proxy Route + * @description Call any azure endpoint using the proxy. + * + * Just use `{PROXY_BASE_URL}/azure/{endpoint:path}` + * + * Checks if the deployment id in the url is a litellm model name. If so, it will route using the llm_router.allm_passthrough_route. + */ + put: operations["azure_proxy_route_azure__endpoint__put"]; + /** + * Azure Proxy Route + * @description Call any azure endpoint using the proxy. + * + * Just use `{PROXY_BASE_URL}/azure/{endpoint:path}` + * + * Checks if the deployment id in the url is a litellm model name. If so, it will route using the llm_router.allm_passthrough_route. + */ + post: operations["azure_proxy_route_azure__endpoint__post"]; + /** + * Azure Proxy Route + * @description Call any azure endpoint using the proxy. + * + * Just use `{PROXY_BASE_URL}/azure/{endpoint:path}` + * + * Checks if the deployment id in the url is a litellm model name. If so, it will route using the llm_router.allm_passthrough_route. + */ + delete: operations["azure_proxy_route_azure__endpoint__delete"]; + options?: never; + head?: never; + /** + * Azure Proxy Route + * @description Call any azure endpoint using the proxy. + * + * Just use `{PROXY_BASE_URL}/azure/{endpoint:path}` + * + * Checks if the deployment id in the url is a litellm model name. If so, it will route using the llm_router.allm_passthrough_route. + */ + patch: operations["azure_proxy_route_azure__endpoint__patch"]; + trace?: never; + }; + "/azure_ai/{endpoint}": { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + /** + * Azure Proxy Route + * @description Call any azure endpoint using the proxy. + * + * Just use `{PROXY_BASE_URL}/azure/{endpoint:path}` + * + * Checks if the deployment id in the url is a litellm model name. If so, it will route using the llm_router.allm_passthrough_route. + */ + get: operations["azure_proxy_route_azure_ai__endpoint__get"]; + /** + * Azure Proxy Route + * @description Call any azure endpoint using the proxy. + * + * Just use `{PROXY_BASE_URL}/azure/{endpoint:path}` + * + * Checks if the deployment id in the url is a litellm model name. If so, it will route using the llm_router.allm_passthrough_route. + */ + put: operations["azure_proxy_route_azure_ai__endpoint__put"]; + /** + * Azure Proxy Route + * @description Call any azure endpoint using the proxy. + * + * Just use `{PROXY_BASE_URL}/azure/{endpoint:path}` + * + * Checks if the deployment id in the url is a litellm model name. If so, it will route using the llm_router.allm_passthrough_route. + */ + post: operations["azure_proxy_route_azure_ai__endpoint__post"]; + /** + * Azure Proxy Route + * @description Call any azure endpoint using the proxy. + * + * Just use `{PROXY_BASE_URL}/azure/{endpoint:path}` + * + * Checks if the deployment id in the url is a litellm model name. If so, it will route using the llm_router.allm_passthrough_route. + */ + delete: operations["azure_proxy_route_azure_ai__endpoint__delete"]; + options?: never; + head?: never; + /** + * Azure Proxy Route + * @description Call any azure endpoint using the proxy. + * + * Just use `{PROXY_BASE_URL}/azure/{endpoint:path}` + * + * Checks if the deployment id in the url is a litellm model name. If so, it will route using the llm_router.allm_passthrough_route. + */ + patch: operations["azure_proxy_route_azure_ai__endpoint__patch"]; + trace?: never; + }; + "/batches": { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + /** + * List Batches + * @description Lists + * This is the equivalent of GET https://api.openai.com/v1/batches/ + * Supports Identical Params as: https://platform.openai.com/docs/api-reference/batch/list + * + * Example Curl + * ``` + * curl http://localhost:4000/v1/batches?limit=2 -H "Authorization: Bearer sk-1234" -H "Content-Type: application/json" + * ``` + */ + get: operations["list_batches_batches_get"]; + put?: never; + /** + * Create Batch + * @description Create large batches of API requests for asynchronous processing. + * This is the equivalent of POST https://api.openai.com/v1/batch + * Supports Identical Params as: https://platform.openai.com/docs/api-reference/batch + * + * Example Curl + * ``` + * curl http://localhost:4000/v1/batches -H "Authorization: Bearer sk-1234" -H "Content-Type: application/json" -d '{ + * "input_file_id": "file-abc123", + * "endpoint": "/v1/chat/completions", + * "completion_window": "24h" + * }' + * ``` + */ + post: operations["create_batch_batches_post"]; + delete?: never; + options?: never; + head?: never; + patch?: never; + trace?: never; + }; + "/batches/{batch_id}": { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + /** + * Retrieve Batch + * @description Retrieves a batch. + * This is the equivalent of GET https://api.openai.com/v1/batches/{batch_id} + * Supports Identical Params as: https://platform.openai.com/docs/api-reference/batch/retrieve + * + * Example Curl + * ``` + * curl http://localhost:4000/v1/batches/batch_abc123 -H "Authorization: Bearer sk-1234" -H "Content-Type: application/json" + * ``` + */ + get: operations["retrieve_batch_batches__batch_id__get"]; + put?: never; + post?: never; + delete?: never; + options?: never; + head?: never; + patch?: never; + trace?: never; + }; + "/batches/{batch_id}/cancel": { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + get?: never; + put?: never; + /** + * Cancel Batch + * @description Cancel a batch. + * This is the equivalent of POST https://api.openai.com/v1/batches/{batch_id}/cancel + * + * Supports Identical Params as: https://platform.openai.com/docs/api-reference/batch/cancel + * + * Example Curl + * ``` + * curl http://localhost:4000/v1/batches/batch_abc123/cancel -H "Authorization: Bearer sk-1234" -H "Content-Type: application/json" -X POST + * + * ``` + */ + post: operations["cancel_batch_batches__batch_id__cancel_post"]; + delete?: never; + options?: never; + head?: never; + patch?: never; + trace?: never; + }; + "/bedrock/{endpoint}": { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + /** + * Bedrock Proxy Route + * @description This is the v1 passthrough for Bedrock. + * V2 is handled by the `/bedrock/v2` endpoint. + * [Docs](https://docs.litellm.ai/docs/pass_through/bedrock) + */ + get: operations["bedrock_proxy_route_bedrock__endpoint__get"]; + /** + * Bedrock Proxy Route + * @description This is the v1 passthrough for Bedrock. + * V2 is handled by the `/bedrock/v2` endpoint. + * [Docs](https://docs.litellm.ai/docs/pass_through/bedrock) + */ + put: operations["bedrock_proxy_route_bedrock__endpoint__put"]; + /** + * Bedrock Proxy Route + * @description This is the v1 passthrough for Bedrock. + * V2 is handled by the `/bedrock/v2` endpoint. + * [Docs](https://docs.litellm.ai/docs/pass_through/bedrock) + */ + post: operations["bedrock_proxy_route_bedrock__endpoint__post"]; + /** + * Bedrock Proxy Route + * @description This is the v1 passthrough for Bedrock. + * V2 is handled by the `/bedrock/v2` endpoint. + * [Docs](https://docs.litellm.ai/docs/pass_through/bedrock) + */ + delete: operations["bedrock_proxy_route_bedrock__endpoint__delete"]; + options?: never; + head?: never; + /** + * Bedrock Proxy Route + * @description This is the v1 passthrough for Bedrock. + * V2 is handled by the `/bedrock/v2` endpoint. + * [Docs](https://docs.litellm.ai/docs/pass_through/bedrock) + */ + patch: operations["bedrock_proxy_route_bedrock__endpoint__patch"]; + trace?: never; + }; + "/budget/delete": { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + get?: never; + put?: never; + /** + * Delete Budget + * @description Delete budget + * + * Parameters: + * - id: str - The budget id to delete + */ + post: operations["delete_budget_budget_delete_post"]; + delete?: never; + options?: never; + head?: never; + patch?: never; + trace?: never; + }; + "/budget/info": { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + get?: never; + put?: never; + /** + * Info Budget + * @description Get the budget id specific information + * + * Parameters: + * - budgets: List[str] - The list of budget ids to get information for + */ + post: operations["info_budget_budget_info_post"]; + delete?: never; + options?: never; + head?: never; + patch?: never; + trace?: never; + }; + "/budget/list": { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + /** + * List Budget + * @description List all the created budgets in proxy db. Used on Admin UI. + */ + get: operations["list_budget_budget_list_get"]; + put?: never; + post?: never; + delete?: never; + options?: never; + head?: never; + patch?: never; + trace?: never; + }; + "/budget/new": { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + get?: never; + put?: never; + /** + * New Budget + * @description Create a new budget object. Can apply this to teams, orgs, end-users, keys. + * + * Parameters: + * - budget_duration: Optional[str] - Budget reset period ("30d", "1h", etc.) + * - budget_id: Optional[str] - The id of the budget. If not provided, a new id will be generated. + * - max_budget: Optional[float] - The max budget for the budget. + * - soft_budget: Optional[float] - The soft budget for the budget. + * - max_parallel_requests: Optional[int] - The max number of parallel requests for the budget. + * - tpm_limit: Optional[int] - The tokens per minute limit for the budget. + * - rpm_limit: Optional[int] - The requests per minute limit for the budget. + * - model_max_budget: Optional[dict] - Specify max budget for a given model. Example: {"openai/gpt-4o-mini": {"max_budget": 100.0, "budget_duration": "1d", "tpm_limit": 100000, "rpm_limit": 100000}} + * - budget_reset_at: Optional[datetime] - Datetime when the initial budget is reset. Default is now. + */ + post: operations["new_budget_budget_new_post"]; + delete?: never; + options?: never; + head?: never; + patch?: never; + trace?: never; + }; + "/budget/settings": { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + /** + * Budget Settings + * @description Get list of configurable params + current value for a budget item + description of each field + * + * Used on Admin UI. + * + * Query Parameters: + * - budget_id: str - The budget id to get information for + */ + get: operations["budget_settings_budget_settings_get"]; + put?: never; + post?: never; + delete?: never; + options?: never; + head?: never; + patch?: never; + trace?: never; + }; + "/budget/update": { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + get?: never; + put?: never; + /** + * Update Budget + * @description Update an existing budget object. + * + * Parameters: + * - budget_duration: Optional[str] - Budget reset period ("30d", "1h", etc.) + * - budget_id: Optional[str] - The id of the budget. If not provided, a new id will be generated. + * - max_budget: Optional[float] - The max budget for the budget. + * - soft_budget: Optional[float] - The soft budget for the budget. + * - max_parallel_requests: Optional[int] - The max number of parallel requests for the budget. + * - tpm_limit: Optional[int] - The tokens per minute limit for the budget. + * - rpm_limit: Optional[int] - The requests per minute limit for the budget. + * - model_max_budget: Optional[dict] - Specify max budget for a given model. Example: {"openai/gpt-4o-mini": {"max_budget": 100.0, "budget_duration": "1d", "tpm_limit": 100000, "rpm_limit": 100000}} + * - budget_reset_at: Optional[datetime] - Update the Datetime when the budget was last reset. + */ + post: operations["update_budget_budget_update_post"]; + delete?: never; + options?: never; + head?: never; + patch?: never; + trace?: never; + }; + "/cache/delete": { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + get?: never; + put?: never; + /** + * Cache Delete + * @description Endpoint for deleting a key from the cache. All responses from litellm proxy have `x-litellm-cache-key` in the headers + * + * Parameters: + * - **keys**: *Optional[List[str]]* - A list of keys to delete from the cache. Example {"keys": ["key1", "key2"]} + * + * ```shell + * curl -X POST "http://0.0.0.0:4000/cache/delete" -H "Authorization: Bearer sk-1234" -d '{"keys": ["key1", "key2"]}' + * ``` + */ + post: operations["cache_delete_cache_delete_post"]; + delete?: never; + options?: never; + head?: never; + patch?: never; + trace?: never; + }; + "/cache/flushall": { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + get?: never; + put?: never; + /** + * Cache Flushall + * @description A function to flush all items from the cache. (All items will be deleted from the cache with this) + * Raises HTTPException if the cache is not initialized or if the cache type does not support flushing. + * Returns a dictionary with the status of the operation. + * + * Usage: + * ``` + * curl -X POST http://0.0.0.0:4000/cache/flushall -H "Authorization: Bearer sk-1234" + * ``` + */ + post: operations["cache_flushall_cache_flushall_post"]; + delete?: never; + options?: never; + head?: never; + patch?: never; + trace?: never; + }; + "/cache/ping": { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + /** + * Cache Ping + * @description Endpoint for checking if cache can be pinged + */ + get: operations["cache_ping_cache_ping_get"]; + put?: never; + post?: never; + delete?: never; + options?: never; + head?: never; + patch?: never; + trace?: never; + }; + "/cache/redis/info": { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + /** + * Cache Redis Info + * @description Endpoint for getting /redis/info + */ + get: operations["cache_redis_info_cache_redis_info_get"]; + put?: never; + post?: never; + delete?: never; + options?: never; + head?: never; + patch?: never; + trace?: never; + }; + "/cache/settings": { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + /** + * Get Cache Settings + * @description Get cache configuration and available settings. + * + * Returns: + * - fields: List of all configurable cache settings with their metadata (type, description, default, options) + * - current_values: Current values of cache settings from database + */ + get: operations["get_cache_settings_cache_settings_get"]; + put?: never; + /** + * Update Cache Settings + * @description Save cache settings to database and initialize cache. + * + * This endpoint: + * 1. Encrypts sensitive fields (passwords, etc.) + * 2. Saves to LiteLLM_CacheConfig table + * 3. Reinitializes cache with new settings + */ + post: operations["update_cache_settings_cache_settings_post"]; + delete?: never; + options?: never; + head?: never; + patch?: never; + trace?: never; + }; + "/cache/settings/test": { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + get?: never; + put?: never; + /** + * Test Cache Connection + * @description Test cache connection with provided credentials. + * + * Creates a temporary cache instance and uses its test_connection method + * to verify the credentials work without affecting global state. + */ + post: operations["test_cache_connection_cache_settings_test_post"]; + delete?: never; + options?: never; + head?: never; + patch?: never; + trace?: never; + }; + "/callbacks/configs": { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + /** + * Get Callback Configs + * @description Get Available Callback Configurations + * + * Returns the configuration details for all available logging callbacks, + * including supported parameters, field types, and descriptions. + */ + get: operations["get_callback_configs_callbacks_configs_get"]; + put?: never; + post?: never; + delete?: never; + options?: never; + head?: never; + patch?: never; + trace?: never; + }; + "/callbacks/list": { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + /** + * List Callbacks + * @description View List of Active Logging Callbacks + */ + get: operations["list_callbacks_callbacks_list_get"]; + put?: never; + post?: never; + delete?: never; + options?: never; + head?: never; + patch?: never; + trace?: never; + }; + "/chat/completions": { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + get?: never; + put?: never; + /** + * Chat Completion + * @description Follows the exact same API spec as `OpenAI's Chat API https://platform.openai.com/docs/api-reference/chat` + * + * ```bash + * curl -X POST http://localhost:4000/v1/chat/completions + * -H "Content-Type: application/json" + * -H "Authorization: Bearer sk-1234" + * -d '{ + * "model": "gpt-4o", + * "messages": [ + * { + * "role": "user", + * "content": "Hello!" + * } + * ] + * }' + * ``` + */ + post: operations["chat_completion_chat_completions_post"]; + delete?: never; + options?: never; + head?: never; + patch?: never; + trace?: never; + }; + "/claude-code/marketplace.json": { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + /** + * Get Marketplace + * @description Serve marketplace.json for Claude Code plugin discovery. + * + * This endpoint is accessed by Claude Code CLI when users run: + * - claude plugin marketplace add + * - claude plugin install @ + * + * Returns: + * Marketplace catalog with list of available plugins and their git sources. + * + * Example: + * ```bash + * claude plugin marketplace add http://localhost:4000/claude-code/marketplace.json + * claude plugin install my-plugin@litellm + * ``` + */ + get: operations["get_marketplace_claude_code_marketplace_json_get"]; + put?: never; + post?: never; + delete?: never; + options?: never; + head?: never; + patch?: never; + trace?: never; + }; + "/claude-code/plugins": { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + /** + * List Plugins + * @description List all plugins in the marketplace. + * + * Parameters: + * - enabled_only: If true, only return enabled plugins + * + * Returns: + * List of plugins with their metadata. + */ + get: operations["list_plugins_claude_code_plugins_get"]; + put?: never; + /** + * Register Plugin + * @description Register a plugin in the LiteLLM marketplace. + * + * LiteLLM acts as a registry/discovery layer. Plugins are hosted on + * GitHub/GitLab/Bitbucket. Claude Code will clone from the git source + * when users install. + * + * Parameters: + * - name: Plugin name (kebab-case) + * - source: Git source reference (github, url, or git-subdir format) + * - version: Semantic version (optional) + * - description: Plugin description (optional) + * - author: Author information (optional) + * - homepage: Plugin homepage URL (optional) + * - keywords: Search keywords (optional) + * - category: Plugin category (optional) + * + * Returns: + * Registration status and plugin information. + * + * Example: + * ```bash + * curl -X POST http://localhost:4000/claude-code/plugins \ + * -H "Authorization: Bearer sk-..." \ + * -H "Content-Type: application/json" \ + * -d '{ + * "name": "my-plugin", + * "source": {"source": "github", "repo": "org/my-plugin"}, + * "version": "1.0.0", + * "description": "My awesome plugin" + * }' + * ``` + */ + post: operations["register_plugin_claude_code_plugins_post"]; + delete?: never; + options?: never; + head?: never; + patch?: never; + trace?: never; + }; + "/claude-code/plugins/{plugin_name}": { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + /** + * Get Plugin + * @description Get details of a specific plugin. + * + * Parameters: + * - plugin_name: The name of the plugin + * + * Returns: + * Plugin details including source and metadata. + */ + get: operations["get_plugin_claude_code_plugins__plugin_name__get"]; + put?: never; + post?: never; + /** + * Delete Plugin + * @description Delete a plugin from the marketplace. + * + * Parameters: + * - plugin_name: The name of the plugin to delete + */ + delete: operations["delete_plugin_claude_code_plugins__plugin_name__delete"]; + options?: never; + head?: never; + patch?: never; + trace?: never; + }; + "/claude-code/plugins/{plugin_name}/disable": { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + get?: never; + put?: never; + /** + * Disable Plugin + * @description Disable a plugin without deleting it. + * + * Parameters: + * - plugin_name: The name of the plugin to disable + */ + post: operations["disable_plugin_claude_code_plugins__plugin_name__disable_post"]; + delete?: never; + options?: never; + head?: never; + patch?: never; + trace?: never; + }; + "/claude-code/plugins/{plugin_name}/enable": { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + get?: never; + put?: never; + /** + * Enable Plugin + * @description Enable a disabled plugin. + * + * Parameters: + * - plugin_name: The name of the plugin to enable + */ + post: operations["enable_plugin_claude_code_plugins__plugin_name__enable_post"]; + delete?: never; + options?: never; + head?: never; + patch?: never; + trace?: never; + }; + "/cloudzero/delete": { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + get?: never; + put?: never; + post?: never; + /** + * Delete Cloudzero Settings + * @description Delete CloudZero settings from the database. + * + * This endpoint removes the CloudZero configuration (API key, connection ID, timezone) + * from the proxy database. Only the CloudZero settings entry will be deleted; + * other configuration values in the database will remain unchanged. + * + * Only admin users can delete CloudZero settings. + */ + delete: operations["delete_cloudzero_settings_cloudzero_delete_delete"]; + options?: never; + head?: never; + patch?: never; + trace?: never; + }; + "/cloudzero/dry-run": { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + get?: never; + put?: never; + /** + * Cloudzero Dry Run Export + * @description Perform a dry run export using the CloudZero logger. + * + * This endpoint uses the CloudZero logger to perform a dry run export, + * which returns the data that would be exported without actually sending it to CloudZero. + * + * Parameters: + * - limit: Optional limit on number of records to process (default: 10000) + * + * Returns: + * - usage_data: Sample of the raw usage data (first 50 records) + * - cbf_data: CloudZero CBF formatted data ready for export + * - summary: Statistics including total cost, tokens, and record counts + * + * Only admin users can perform CloudZero exports. + */ + post: operations["cloudzero_dry_run_export_cloudzero_dry_run_post"]; + delete?: never; + options?: never; + head?: never; + patch?: never; + trace?: never; + }; + "/cloudzero/export": { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + get?: never; + put?: never; + /** + * Cloudzero Export + * @description Perform an actual export using the CloudZero logger. + * + * This endpoint uses the CloudZero logger to export usage data to CloudZero AnyCost API. + * + * Parameters: + * - limit: Optional limit on number of records to export + * - operation: CloudZero operation type ("replace_hourly" or "sum", default: "replace_hourly") + * + * Only admin users can perform CloudZero exports. + */ + post: operations["cloudzero_export_cloudzero_export_post"]; + delete?: never; + options?: never; + head?: never; + patch?: never; + trace?: never; + }; + "/cloudzero/init": { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + get?: never; + put?: never; + /** + * Init Cloudzero Settings + * @description Initialize CloudZero settings and store in the database. + * + * This endpoint stores the CloudZero API key, connection ID, and timezone configuration + * in the proxy database for use by the CloudZero logger. + * + * Parameters: + * - api_key: CloudZero API key for authentication + * - connection_id: CloudZero connection ID for data submission + * - timezone: Timezone for date handling (default: UTC) + * + * Only admin users can configure CloudZero settings. + */ + post: operations["init_cloudzero_settings_cloudzero_init_post"]; + delete?: never; + options?: never; + head?: never; + patch?: never; + trace?: never; + }; + "/cloudzero/settings": { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + /** + * Get Cloudzero Settings + * @description View current CloudZero settings. + * + * Returns the current CloudZero configuration with the API key masked for security. + * Only the first 4 and last 4 characters of the API key are shown. + * Returns null/empty values when settings are not configured (consistent with other settings endpoints). + * + * Only admin users (Proxy Admin or Admin Viewer) can view CloudZero settings. + */ + get: operations["get_cloudzero_settings_cloudzero_settings_get"]; + /** + * Update Cloudzero Settings + * @description Update existing CloudZero settings. + * + * Allows updating individual CloudZero configuration fields without requiring all fields. + * Only provided fields will be updated; others will remain unchanged. + * + * Parameters: + * - api_key: (Optional) New CloudZero API key for authentication + * - connection_id: (Optional) New CloudZero connection ID for data submission + * - timezone: (Optional) New timezone for date handling + * + * Only admin users can update CloudZero settings. + */ + put: operations["update_cloudzero_settings_cloudzero_settings_put"]; + post?: never; + delete?: never; + options?: never; + head?: never; + patch?: never; + trace?: never; + }; + "/cohere/{endpoint}": { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + /** + * Cohere Proxy Route + * @description [Docs](https://docs.litellm.ai/docs/pass_through/cohere) + */ + get: operations["cohere_proxy_route_cohere__endpoint__get"]; + /** + * Cohere Proxy Route + * @description [Docs](https://docs.litellm.ai/docs/pass_through/cohere) + */ + put: operations["cohere_proxy_route_cohere__endpoint__put"]; + /** + * Cohere Proxy Route + * @description [Docs](https://docs.litellm.ai/docs/pass_through/cohere) + */ + post: operations["cohere_proxy_route_cohere__endpoint__post"]; + /** + * Cohere Proxy Route + * @description [Docs](https://docs.litellm.ai/docs/pass_through/cohere) + */ + delete: operations["cohere_proxy_route_cohere__endpoint__delete"]; + options?: never; + head?: never; + /** + * Cohere Proxy Route + * @description [Docs](https://docs.litellm.ai/docs/pass_through/cohere) + */ + patch: operations["cohere_proxy_route_cohere__endpoint__patch"]; + trace?: never; + }; + "/completions": { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + get?: never; + put?: never; + /** + * Completion + * @description Follows the exact same API spec as `OpenAI's Completions API https://platform.openai.com/docs/api-reference/completions` + * + * ```bash + * curl -X POST http://localhost:4000/v1/completions + * -H "Content-Type: application/json" + * -H "Authorization: Bearer sk-1234" + * -d '{ + * "model": "gpt-3.5-turbo-instruct", + * "prompt": "Once upon a time", + * "max_tokens": 50, + * "temperature": 0.7 + * }' + * ``` + */ + post: operations["completion_completions_post"]; + delete?: never; + options?: never; + head?: never; + patch?: never; + trace?: never; + }; + "/compliance/eu-ai-act": { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + get?: never; + put?: never; + /** + * Check Eu Ai Act Compliance + * @description Check EU AI Act compliance for a spend log entry. + * + * Checks: + * - Art. 9: Guardrails applied (any guardrail) + * - Art. 5: Content screened before LLM (pre-call guardrails) + * - Art. 12: Audit record complete (user_id, model, timestamp, guardrail_results) + */ + post: operations["check_eu_ai_act_compliance_compliance_eu_ai_act_post"]; + delete?: never; + options?: never; + head?: never; + patch?: never; + trace?: never; + }; + "/compliance/gdpr": { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + get?: never; + put?: never; + /** + * Check Gdpr Compliance + * @description Check GDPR compliance for a spend log entry. + * + * Checks: + * - Art. 32: Data protection applied (pre-call guardrails) + * - Art. 5(1)(c): Sensitive data protected (masked/blocked or no issues) + * - Art. 30: Audit record complete (user_id, model, timestamp, guardrail_results) + */ + post: operations["check_gdpr_compliance_compliance_gdpr_post"]; + delete?: never; + options?: never; + head?: never; + patch?: never; + trace?: never; + }; + "/config/cost_discount_config": { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + /** + * Get Cost Discount Config + * @description Get current cost discount configuration. + * + * Returns the cost_discount_config from litellm_settings. + */ + get: operations["get_cost_discount_config_config_cost_discount_config_get"]; + put?: never; + post?: never; + delete?: never; + options?: never; + head?: never; + /** + * Update Cost Discount Config + * @description Update cost discount configuration. + * + * Updates the cost_discount_config in litellm_settings. + * Discounts should be between 0 and 1 (e.g., 0.05 = 5% discount). + * + * Example: + * ```json + * { + * "vertex_ai": 0.05, + * "gemini": 0.05, + * "openai": 0.01 + * } + * ``` + */ + patch: operations["update_cost_discount_config_config_cost_discount_config_patch"]; + trace?: never; + }; + "/config/cost_margin_config": { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + /** + * Get Cost Margin Config + * @description Get current cost margin configuration. + * + * Returns the cost_margin_config from litellm_settings. + */ + get: operations["get_cost_margin_config_config_cost_margin_config_get"]; + put?: never; + post?: never; + delete?: never; + options?: never; + head?: never; + /** + * Update Cost Margin Config + * @description Update cost margin configuration. + * + * Updates the cost_margin_config in litellm_settings. + * Margins can be: + * - Percentage: {"openai": 0.10} = 10% margin + * - Fixed amount: {"openai": {"fixed_amount": 0.001}} = $0.001 per request + * - Combined: {"vertex_ai": {"percentage": 0.08, "fixed_amount": 0.0005}} + * - Global: {"global": 0.05} = 5% global margin on all providers + * + * Example: + * ```json + * { + * "global": 0.05, + * "openai": 0.10, + * "anthropic": {"fixed_amount": 0.001}, + * "vertex_ai": {"percentage": 0.08, "fixed_amount": 0.0005} + * } + * ``` + */ + patch: operations["update_cost_margin_config_config_cost_margin_config_patch"]; + trace?: never; + }; + "/config/pass_through_endpoint": { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + /** + * Get Pass Through Endpoints + * @description GET configured pass through endpoint. + * + * If no endpoint_id given, return all configured endpoints. + */ + get: operations["get_pass_through_endpoints_config_pass_through_endpoint_get"]; + put?: never; + /** + * Create Pass Through Endpoints + * @description Create new pass-through endpoint + */ + post: operations["create_pass_through_endpoints_config_pass_through_endpoint_post"]; + /** + * Delete Pass Through Endpoints + * @description Delete a pass-through endpoint by ID. + * + * Returns - the deleted endpoint + */ + delete: operations["delete_pass_through_endpoints_config_pass_through_endpoint_delete"]; + options?: never; + head?: never; + patch?: never; + trace?: never; + }; + "/config/pass_through_endpoint/team/{team_id}": { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + /** + * Get Pass Through Endpoints + * @description GET configured pass through endpoint. + * + * If no endpoint_id given, return all configured endpoints. + */ + get: operations["get_pass_through_endpoints_config_pass_through_endpoint_team__team_id__get"]; + put?: never; + post?: never; + delete?: never; + options?: never; + head?: never; + patch?: never; + trace?: never; + }; + "/config/pass_through_endpoint/{endpoint_id}": { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + get?: never; + put?: never; + /** + * Update Pass Through Endpoints + * @description Update a pass-through endpoint by ID. + */ + post: operations["update_pass_through_endpoints_config_pass_through_endpoint__endpoint_id__post"]; + delete?: never; + options?: never; + head?: never; + patch?: never; + trace?: never; + }; + "/config_overrides/hashicorp_vault": { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + /** + * Get Hashicorp Vault Config + * @description Get current Hashicorp Vault configuration. + * Returns decrypted values from DB, or falls back to current env vars. + */ + get: operations["get_hashicorp_vault_config_config_overrides_hashicorp_vault_get"]; + put?: never; + /** + * Update Hashicorp Vault Config + * @description Update Hashicorp Vault secret manager configuration. + * Sets environment variables, encrypts sensitive fields, and stores in DB. + * Reinitializes the secret manager on this pod. + */ + post: operations["update_hashicorp_vault_config_config_overrides_hashicorp_vault_post"]; + /** + * Delete Hashicorp Vault Config + * @description Delete Hashicorp Vault configuration. Idempotent. + */ + delete: operations["delete_hashicorp_vault_config_config_overrides_hashicorp_vault_delete"]; + options?: never; + head?: never; + patch?: never; + trace?: never; + }; + "/config_overrides/hashicorp_vault/test_connection": { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + get?: never; + put?: never; + /** + * Test Hashicorp Vault Connection + * @description Test the connection to the currently configured Hashicorp Vault. + * Uses the already-initialized secret manager client. Does not modify any state. + */ + post: operations["test_hashicorp_vault_connection_config_overrides_hashicorp_vault_test_connection_post"]; + delete?: never; + options?: never; + head?: never; + patch?: never; + trace?: never; + }; + "/containers": { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + /** + * List Containers + * @description Container list endpoint for retrieving a list of containers. + * + * Follows the OpenAI Containers API spec: + * https://platform.openai.com/docs/api-reference/containers + * + * Example: + * ```bash + * curl -X GET "http://localhost:4000/v1/containers?limit=20&order=desc" -H "Authorization: Bearer sk-1234" + * ``` + * + * Or specify provider via header or query param: + * ```bash + * curl -X GET "http://localhost:4000/v1/containers?custom_llm_provider=azure" -H "Authorization: Bearer sk-1234" + * ``` + */ + get: operations["list_containers_containers_get"]; + put?: never; + /** + * Create Container + * @description Container creation endpoint for creating new containers. + * + * Follows the OpenAI Containers API spec: + * https://platform.openai.com/docs/api-reference/containers + * + * Example: + * ```bash + * curl -X POST "http://localhost:4000/v1/containers" -H "Authorization: Bearer sk-1234" -H "Content-Type: application/json" -d '{ + * "name": "My Container", + * "expires_after": { + * "anchor": "last_active_at", + * "minutes": 20 + * } + * }' + * ``` + * + * Or specify provider via header: + * ```bash + * curl -X POST "http://localhost:4000/v1/containers" -H "Authorization: Bearer sk-1234" -H "custom-llm-provider: azure" -H "Content-Type: application/json" -d '{ + * "name": "My Container" + * }' + * ``` + */ + post: operations["create_container_containers_post"]; + delete?: never; + options?: never; + head?: never; + patch?: never; + trace?: never; + }; + "/containers/{container_id}": { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + /** + * Retrieve Container + * @description Container retrieve endpoint for getting details of a specific container. + * + * Follows the OpenAI Containers API spec: + * https://platform.openai.com/docs/api-reference/containers + * + * Example: + * ```bash + * curl -X GET "http://localhost:4000/v1/containers/cntr_123" -H "Authorization: Bearer sk-1234" + * ``` + * + * Or specify provider via header: + * ```bash + * curl -X GET "http://localhost:4000/v1/containers/cntr_123" -H "Authorization: Bearer sk-1234" -H "custom-llm-provider: azure" + * ``` + */ + get: operations["retrieve_container_containers__container_id__get"]; + put?: never; + post?: never; + /** + * Delete Container + * @description Container delete endpoint for deleting a specific container. + * + * Follows the OpenAI Containers API spec: + * https://platform.openai.com/docs/api-reference/containers + * + * Example: + * ```bash + * curl -X DELETE "http://localhost:4000/v1/containers/cntr_123" -H "Authorization: Bearer sk-1234" + * ``` + * + * Or specify provider via header: + * ```bash + * curl -X DELETE "http://localhost:4000/v1/containers/cntr_123" -H "Authorization: Bearer sk-1234" -H "custom-llm-provider: azure" + * ``` + */ + delete: operations["delete_container_containers__container_id__delete"]; + options?: never; + head?: never; + patch?: never; + trace?: never; + }; + "/containers/{container_id}/files": { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + /** Handler Container Id */ + get: operations["handler_container_id_containers__container_id__files_get"]; + put?: never; + /** Handler Multipart Upload */ + post: operations["handler_multipart_upload_containers__container_id__files_post"]; + delete?: never; + options?: never; + head?: never; + patch?: never; + trace?: never; + }; + "/containers/{container_id}/files/{file_id}": { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + /** Handler Container File */ + get: operations["handler_container_file_containers__container_id__files__file_id__get"]; + put?: never; + post?: never; + /** Handler Container File */ + delete: operations["handler_container_file_containers__container_id__files__file_id__delete"]; + options?: never; + head?: never; + patch?: never; + trace?: never; + }; + "/containers/{container_id}/files/{file_id}/content": { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + /** Handler Binary Content */ + get: operations["handler_binary_content_containers__container_id__files__file_id__content_get"]; + put?: never; + post?: never; + delete?: never; + options?: never; + head?: never; + patch?: never; + trace?: never; + }; + "/cost/estimate": { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + get?: never; + put?: never; + /** + * Estimate Cost + * @description Estimate cost for a given model and token counts. + * + * This endpoint uses the same cost calculation logic as actual requests, + * including any configured margins and discounts. + * + * Parameters: + * - model: Model name (e.g., "gpt-4", "claude-3-opus") + * - input_tokens: Expected input tokens per request + * - output_tokens: Expected output tokens per request + * - num_requests_per_day: Number of requests per day (optional) + * - num_requests_per_month: Number of requests per month (optional) + * + * Returns cost breakdown including: + * - Per-request costs (input, output, margin) + * - Daily costs (if num_requests_per_day provided) + * - Monthly costs (if num_requests_per_month provided) + * + * Example: + * ```json + * { + * "model": "gpt-4", + * "input_tokens": 1000, + * "output_tokens": 500, + * "num_requests_per_day": 100, + * "num_requests_per_month": 3000 + * } + * ``` + */ + post: operations["estimate_cost_cost_estimate_post"]; + delete?: never; + options?: never; + head?: never; + patch?: never; + trace?: never; + }; + "/credentials": { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + /** + * Get Credentials + * @description [BETA] endpoint. This might change unexpectedly. + */ + get: operations["get_credentials_credentials_get"]; + put?: never; + /** + * Create Credential + * @description [BETA] endpoint. This might change unexpectedly. + * Stores credential in DB. + * Reloads credentials in memory. + */ + post: operations["create_credential_credentials_post"]; + delete?: never; + options?: never; + head?: never; + patch?: never; + trace?: never; + }; + "/credentials/by_model/{model_id}": { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + /** + * Get Credential By Model + * @description [BETA] endpoint. This might change unexpectedly. + */ + get: operations["get_credential_by_model_credentials_by_model__model_id__get"]; + put?: never; + post?: never; + delete?: never; + options?: never; + head?: never; + patch?: never; + trace?: never; + }; + "/credentials/by_name/{credential_name}": { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + /** + * Get Credential By Name + * @description [BETA] endpoint. This might change unexpectedly. + */ + get: operations["get_credential_by_name_credentials_by_name__credential_name__get"]; + put?: never; + post?: never; + delete?: never; + options?: never; + head?: never; + patch?: never; + trace?: never; + }; + "/credentials/{credential_name}": { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + get?: never; + put?: never; + post?: never; + /** + * Delete Credential + * @description [BETA] endpoint. This might change unexpectedly. + */ + delete: operations["delete_credential_credentials__credential_name__delete"]; + options?: never; + head?: never; + /** + * Update Credential + * @description [BETA] endpoint. This might change unexpectedly. + */ + patch: operations["update_credential_credentials__credential_name__patch"]; + trace?: never; + }; + "/cursor/chat/completions": { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + get?: never; + put?: never; + /** + * Cursor Chat Completions + * @description Cursor-specific endpoint that accepts Responses API input format but returns chat completions format. + * + * This endpoint handles requests from Cursor IDE which sends Responses API format (`input` field) + * but expects chat completions format response (`choices`, `messages`, etc.). + * + * ```bash + * curl -X POST http://localhost:4000/cursor/chat/completions -H "Content-Type: application/json" -H "Authorization: Bearer sk-1234" -d '{ + * "model": "gpt-4o", + * "input": [{"role": "user", "content": "Hello"}] + * }' + * Responds back in chat completions format. + * ``` + */ + post: operations["cursor_chat_completions_cursor_chat_completions_post"]; + delete?: never; + options?: never; + head?: never; + patch?: never; + trace?: never; + }; + "/cursor/{endpoint}": { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + /** + * Cursor Proxy Route + * @description Pass-through endpoint for the Cursor Cloud Agents API. + * + * Supports all Cursor Cloud Agents endpoints: + * - GET /v0/agents — List agents + * - POST /v0/agents — Launch an agent + * - GET /v0/agents/{id} — Agent status + * - GET /v0/agents/{id}/conversation — Agent conversation + * - POST /v0/agents/{id}/followup — Add follow-up + * - POST /v0/agents/{id}/stop — Stop an agent + * - DELETE /v0/agents/{id} — Delete an agent + * - GET /v0/me — API key info + * - GET /v0/models — List models + * - GET /v0/repositories — List GitHub repositories + * + * Uses Basic Authentication (base64-encoded `API_KEY:`). + * + * Credential lookup order: + * 1. passthrough_endpoint_router (config.yaml deployments with use_in_pass_through) + * 2. litellm.credential_list (credentials added via UI) + * 3. CURSOR_API_KEY environment variable + */ + get: operations["cursor_proxy_route_cursor__endpoint__get"]; + /** + * Cursor Proxy Route + * @description Pass-through endpoint for the Cursor Cloud Agents API. + * + * Supports all Cursor Cloud Agents endpoints: + * - GET /v0/agents — List agents + * - POST /v0/agents — Launch an agent + * - GET /v0/agents/{id} — Agent status + * - GET /v0/agents/{id}/conversation — Agent conversation + * - POST /v0/agents/{id}/followup — Add follow-up + * - POST /v0/agents/{id}/stop — Stop an agent + * - DELETE /v0/agents/{id} — Delete an agent + * - GET /v0/me — API key info + * - GET /v0/models — List models + * - GET /v0/repositories — List GitHub repositories + * + * Uses Basic Authentication (base64-encoded `API_KEY:`). + * + * Credential lookup order: + * 1. passthrough_endpoint_router (config.yaml deployments with use_in_pass_through) + * 2. litellm.credential_list (credentials added via UI) + * 3. CURSOR_API_KEY environment variable + */ + put: operations["cursor_proxy_route_cursor__endpoint__put"]; + /** + * Cursor Proxy Route + * @description Pass-through endpoint for the Cursor Cloud Agents API. + * + * Supports all Cursor Cloud Agents endpoints: + * - GET /v0/agents — List agents + * - POST /v0/agents — Launch an agent + * - GET /v0/agents/{id} — Agent status + * - GET /v0/agents/{id}/conversation — Agent conversation + * - POST /v0/agents/{id}/followup — Add follow-up + * - POST /v0/agents/{id}/stop — Stop an agent + * - DELETE /v0/agents/{id} — Delete an agent + * - GET /v0/me — API key info + * - GET /v0/models — List models + * - GET /v0/repositories — List GitHub repositories + * + * Uses Basic Authentication (base64-encoded `API_KEY:`). + * + * Credential lookup order: + * 1. passthrough_endpoint_router (config.yaml deployments with use_in_pass_through) + * 2. litellm.credential_list (credentials added via UI) + * 3. CURSOR_API_KEY environment variable + */ + post: operations["cursor_proxy_route_cursor__endpoint__post"]; + /** + * Cursor Proxy Route + * @description Pass-through endpoint for the Cursor Cloud Agents API. + * + * Supports all Cursor Cloud Agents endpoints: + * - GET /v0/agents — List agents + * - POST /v0/agents — Launch an agent + * - GET /v0/agents/{id} — Agent status + * - GET /v0/agents/{id}/conversation — Agent conversation + * - POST /v0/agents/{id}/followup — Add follow-up + * - POST /v0/agents/{id}/stop — Stop an agent + * - DELETE /v0/agents/{id} — Delete an agent + * - GET /v0/me — API key info + * - GET /v0/models — List models + * - GET /v0/repositories — List GitHub repositories + * + * Uses Basic Authentication (base64-encoded `API_KEY:`). + * + * Credential lookup order: + * 1. passthrough_endpoint_router (config.yaml deployments with use_in_pass_through) + * 2. litellm.credential_list (credentials added via UI) + * 3. CURSOR_API_KEY environment variable + */ + delete: operations["cursor_proxy_route_cursor__endpoint__delete"]; + options?: never; + head?: never; + /** + * Cursor Proxy Route + * @description Pass-through endpoint for the Cursor Cloud Agents API. + * + * Supports all Cursor Cloud Agents endpoints: + * - GET /v0/agents — List agents + * - POST /v0/agents — Launch an agent + * - GET /v0/agents/{id} — Agent status + * - GET /v0/agents/{id}/conversation — Agent conversation + * - POST /v0/agents/{id}/followup — Add follow-up + * - POST /v0/agents/{id}/stop — Stop an agent + * - DELETE /v0/agents/{id} — Delete an agent + * - GET /v0/me — API key info + * - GET /v0/models — List models + * - GET /v0/repositories — List GitHub repositories + * + * Uses Basic Authentication (base64-encoded `API_KEY:`). + * + * Credential lookup order: + * 1. passthrough_endpoint_router (config.yaml deployments with use_in_pass_through) + * 2. litellm.credential_list (credentials added via UI) + * 3. CURSOR_API_KEY environment variable + */ + patch: operations["cursor_proxy_route_cursor__endpoint__patch"]; + trace?: never; + }; + "/customer/block": { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + get?: never; + put?: never; + /** + * Block User + * @description [BETA] Reject calls with this end-user id + * + * Parameters: + * - user_ids (List[str], required): The unique `user_id`s for the users to block + * + * (any /chat/completion call with this user={end-user-id} param, will be rejected.) + * + * ``` + * curl -X POST "http://0.0.0.0:8000/user/block" + * -H "Authorization: Bearer sk-1234" + * -d '{ + * "user_ids": [, ...] + * }' + * ``` + */ + post: operations["block_user_customer_block_post"]; + delete?: never; + options?: never; + head?: never; + patch?: never; + trace?: never; + }; + "/customer/daily/activity": { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + /** + * Get Customer Daily Activity + * @description Get daily activity for specific organizations or all accessible organizations. + */ + get: operations["get_customer_daily_activity_customer_daily_activity_get"]; + put?: never; + post?: never; + delete?: never; + options?: never; + head?: never; + patch?: never; + trace?: never; + }; + "/customer/delete": { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + get?: never; + put?: never; + /** + * Delete End User + * @description Delete multiple end-users. + * + * Parameters: + * - user_ids (List[str], required): The unique `user_id`s for the users to delete + * + * Example curl: + * ``` + * curl --location 'http://0.0.0.0:4000/customer/delete' --header 'Authorization: Bearer sk-1234' --header 'Content-Type: application/json' --data '{ + * "user_ids" :["ishaan-jaff-5"] + * }' + * + * See below for all params + * ``` + */ + post: operations["delete_end_user_customer_delete_post"]; + delete?: never; + options?: never; + head?: never; + patch?: never; + trace?: never; + }; + "/customer/info": { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + /** + * End User Info + * @description Get information about an end-user. An `end_user` is a customer (external user) of the proxy. + * + * Parameters: + * - end_user_id (str, required): The unique identifier for the end-user + * + * Example curl: + * ``` + * curl -X GET 'http://localhost:4000/customer/info?end_user_id=test-litellm-user-4' -H 'Authorization: Bearer sk-1234' + * ``` + */ + get: operations["end_user_info_customer_info_get"]; + put?: never; + post?: never; + delete?: never; + options?: never; + head?: never; + patch?: never; + trace?: never; + }; + "/customer/list": { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + /** + * List End User + * @description [Admin-only] List all available customers + * + * Example curl: + * ``` + * curl --location --request GET 'http://0.0.0.0:4000/customer/list' --header 'Authorization: Bearer sk-1234' + * ``` + */ + get: operations["list_end_user_customer_list_get"]; + put?: never; + post?: never; + delete?: never; + options?: never; + head?: never; + patch?: never; + trace?: never; + }; + "/customer/new": { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + get?: never; + put?: never; + /** + * New End User + * @description Allow creating a new Customer + * + * + * Parameters: + * - user_id: str - The unique identifier for the user. + * - alias: Optional[str] - A human-friendly alias for the user. + * - blocked: bool - Flag to allow or disallow requests for this end-user. Default is False. + * - max_budget: Optional[float] - The maximum budget allocated to the user. Either 'max_budget' or 'budget_id' should be provided, not both. + * - budget_id: Optional[str] - The identifier for an existing budget allocated to the user. Either 'max_budget' or 'budget_id' should be provided, not both. + * - allowed_model_region: Optional[Union[Literal["eu"], Literal["us"]]] - Require all user requests to use models in this specific region. + * - default_model: Optional[str] - If no equivalent model in the allowed region, default all requests to this model. + * - metadata: Optional[dict] = Metadata for customer, store information for customer. Example metadata = {"data_training_opt_out": True} + * - budget_duration: Optional[str] - Budget is reset at the end of specified duration. If not set, budget is never reset. You can set duration as seconds ("30s"), minutes ("30m"), hours ("30h"), days ("30d"). + * - tpm_limit: Optional[int] - [Not Implemented Yet] Specify tpm limit for a given customer (Tokens per minute) + * - rpm_limit: Optional[int] - [Not Implemented Yet] Specify rpm limit for a given customer (Requests per minute) + * - model_max_budget: Optional[dict] - [Not Implemented Yet] Specify max budget for a given model. Example: {"openai/gpt-4o-mini": {"max_budget": 100.0, "budget_duration": "1d"}} + * - max_parallel_requests: Optional[int] - [Not Implemented Yet] Specify max parallel requests for a given customer. + * - soft_budget: Optional[float] - [Not Implemented Yet] Get alerts when customer crosses given budget, doesn't block requests. + * - spend: Optional[float] - Specify initial spend for a given customer. + * - budget_reset_at: Optional[str] - Specify the date and time when the budget should be reset. + * - object_permission: Optional[LiteLLM_ObjectPermissionBase] - Customer-specific object permissions to control access to resources. + * Supported fields: + * * mcp_servers: List[str] - List of allowed MCP server IDs + * * mcp_access_groups: List[str] - List of MCP access group names + * * mcp_tool_permissions: Dict[str, List[str]] - Map of server ID to allowed tool names (e.g., {"server_1": ["tool_a", "tool_b"]}) + * * vector_stores: List[str] - List of allowed vector store IDs + * * agents: List[str] - List of allowed agent IDs + * * agent_access_groups: List[str] - List of agent access group names + * Example: {"mcp_servers": ["server_1", "server_2"], "vector_stores": ["vector_store_1"], "agents": ["agent_1"]} + * IF null or {} then no object-level restrictions apply. + * + * + * - Allow specifying allowed regions + * - Allow specifying default model + * + * Example curl: + * ``` + * curl --location 'http://0.0.0.0:4000/customer/new' --header 'Authorization: Bearer sk-1234' --header 'Content-Type: application/json' --data '{ + * "user_id" : "ishaan-jaff-3", + * "allowed_region": "eu", + * "budget_id": "free_tier", + * "default_model": "azure/gpt-3.5-turbo-eu" + * }' + * + * # With object permissions + * curl -L -X POST 'http://localhost:4000/customer/new' -H 'Authorization: Bearer sk-1234' -H 'Content-Type: application/json' -d '{ + * "user_id": "user_1", + * "object_permission": { + * "mcp_servers": ["server_1"], + * "mcp_access_groups": ["public_group"], + * "vector_stores": ["vector_store_1"] + * } + * }' + * + * # return end-user object + * ``` + * + * NOTE: This used to be called `/end_user/new`, we will still be maintaining compatibility for /end_user/XXX for these endpoints + */ + post: operations["new_end_user_customer_new_post"]; + delete?: never; + options?: never; + head?: never; + patch?: never; + trace?: never; + }; + "/customer/unblock": { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + get?: never; + put?: never; + /** + * Unblock User + * @description [BETA] Unblock calls with this user id + * + * Example + * ``` + * curl -X POST "http://0.0.0.0:8000/user/unblock" + * -H "Authorization: Bearer sk-1234" + * -d '{ + * "user_ids": [, ...] + * }' + * ``` + */ + post: operations["unblock_user_customer_unblock_post"]; + delete?: never; + options?: never; + head?: never; + patch?: never; + trace?: never; + }; + "/customer/update": { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + get?: never; + put?: never; + /** + * Update End User + * @description Example curl + * + * Parameters: + * - user_id: str + * - alias: Optional[str] = None # human-friendly alias + * - blocked: bool = False # allow/disallow requests for this end-user + * - max_budget: Optional[float] = None + * - budget_id: Optional[str] = None # give either a budget_id or max_budget + * - allowed_model_region: Optional[AllowedModelRegion] = ( + * None # require all user requests to use models in this specific region + * ) + * - default_model: Optional[str] = ( + * None # if no equivalent model in allowed region - default all requests to this model + * ) + * - object_permission: Optional[LiteLLM_ObjectPermissionBase] - Customer-specific object permissions to control access to resources. + * Supported fields: + * * mcp_servers: List[str] - List of allowed MCP server IDs + * * mcp_access_groups: List[str] - List of MCP access group names + * * mcp_tool_permissions: Dict[str, List[str]] - Map of server ID to allowed tool names + * * vector_stores: List[str] - List of allowed vector store IDs + * * agents: List[str] - List of allowed agent IDs + * * agent_access_groups: List[str] - List of agent access group names + * Example: {"mcp_servers": ["server_1"], "vector_stores": ["vector_store_1"]} + * IF null or {} then no object-level restrictions apply. + * + * Example curl: + * ``` + * curl --location 'http://0.0.0.0:4000/customer/update' --header 'Authorization: Bearer sk-1234' --header 'Content-Type: application/json' --data '{ + * "user_id": "test-litellm-user-4", + * "budget_id": "paid_tier" + * }' + * + * # Updating object permissions + * curl -L -X POST 'http://localhost:4000/customer/update' --header 'Authorization: Bearer sk-1234' --header 'Content-Type: application/json' --data '{ + * "user_id": "user_1", + * "object_permission": { + * "mcp_servers": ["server_3"], + * "vector_stores": ["vector_store_2", "vector_store_3"] + * } + * }' + * + * See below for all params + * ``` + */ + post: operations["update_end_user_customer_update_post"]; + delete?: never; + options?: never; + head?: never; + patch?: never; + trace?: never; + }; + "/debug/asyncio-tasks": { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + /** + * Get Active Tasks Stats + * @description Returns: + * total_active_tasks: int + * by_name: { coroutine_name: count } + */ + get: operations["get_active_tasks_stats_debug_asyncio_tasks_get"]; + put?: never; + post?: never; + delete?: never; + options?: never; + head?: never; + patch?: never; + trace?: never; + }; + "/delete/allowed_ip": { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + get?: never; + put?: never; + /** Delete Allowed Ip */ + post: operations["delete_allowed_ip_delete_allowed_ip_post"]; + delete?: never; + options?: never; + head?: never; + patch?: never; + trace?: never; + }; + "/email/event_settings": { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + /** + * Get Email Event Settings + * @description Get all email event settings + */ + get: operations["get_email_event_settings_email_event_settings_get"]; + put?: never; + post?: never; + delete?: never; + options?: never; + head?: never; + /** + * Update Event Settings + * @description Update the settings for email events + */ + patch: operations["update_event_settings_email_event_settings_patch"]; + trace?: never; + }; + "/email/event_settings/reset": { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + get?: never; + put?: never; + /** + * Reset Event Settings + * @description Reset all email event settings to default (new user invitations on, virtual key creation off) + */ + post: operations["reset_event_settings_email_event_settings_reset_post"]; + delete?: never; + options?: never; + head?: never; + patch?: never; + trace?: never; + }; + "/embeddings": { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + get?: never; + put?: never; + /** + * Embeddings + * @description Follows the exact same API spec as `OpenAI's Embeddings API https://platform.openai.com/docs/api-reference/embeddings` + * + * ```bash + * curl -X POST http://localhost:4000/v1/embeddings + * -H "Content-Type: application/json" + * -H "Authorization: Bearer sk-1234" + * -d '{ + * "model": "text-embedding-ada-002", + * "input": "The quick brown fox jumps over the lazy dog" + * }' + * ``` + */ + post: operations["embeddings_embeddings_post"]; + delete?: never; + options?: never; + head?: never; + patch?: never; + trace?: never; + }; + "/engines/{model}/chat/completions": { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + get?: never; + put?: never; + /** + * Chat Completion + * @description Follows the exact same API spec as `OpenAI's Chat API https://platform.openai.com/docs/api-reference/chat` + * + * ```bash + * curl -X POST http://localhost:4000/v1/chat/completions + * -H "Content-Type: application/json" + * -H "Authorization: Bearer sk-1234" + * -d '{ + * "model": "gpt-4o", + * "messages": [ + * { + * "role": "user", + * "content": "Hello!" + * } + * ] + * }' + * ``` + */ + post: operations["chat_completion_engines__model__chat_completions_post"]; + delete?: never; + options?: never; + head?: never; + patch?: never; + trace?: never; + }; + "/engines/{model}/completions": { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + get?: never; + put?: never; + /** + * Completion + * @description Follows the exact same API spec as `OpenAI's Completions API https://platform.openai.com/docs/api-reference/completions` + * + * ```bash + * curl -X POST http://localhost:4000/v1/completions + * -H "Content-Type: application/json" + * -H "Authorization: Bearer sk-1234" + * -d '{ + * "model": "gpt-3.5-turbo-instruct", + * "prompt": "Once upon a time", + * "max_tokens": 50, + * "temperature": 0.7 + * }' + * ``` + */ + post: operations["completion_engines__model__completions_post"]; + delete?: never; + options?: never; + head?: never; + patch?: never; + trace?: never; + }; + "/engines/{model}/embeddings": { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + get?: never; + put?: never; + /** + * Embeddings + * @description Follows the exact same API spec as `OpenAI's Embeddings API https://platform.openai.com/docs/api-reference/embeddings` + * + * ```bash + * curl -X POST http://localhost:4000/v1/embeddings + * -H "Content-Type: application/json" + * -H "Authorization: Bearer sk-1234" + * -d '{ + * "model": "text-embedding-ada-002", + * "input": "The quick brown fox jumps over the lazy dog" + * }' + * ``` + */ + post: operations["embeddings_engines__model__embeddings_post"]; + delete?: never; + options?: never; + head?: never; + patch?: never; + trace?: never; + }; + "/eu.assemblyai/{endpoint}": { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + /** Assemblyai Proxy Route */ + get: operations["assemblyai_proxy_route_eu_assemblyai__endpoint__get"]; + /** Assemblyai Proxy Route */ + put: operations["assemblyai_proxy_route_eu_assemblyai__endpoint__put"]; + /** Assemblyai Proxy Route */ + post: operations["assemblyai_proxy_route_eu_assemblyai__endpoint__post"]; + /** Assemblyai Proxy Route */ + delete: operations["assemblyai_proxy_route_eu_assemblyai__endpoint__delete"]; + options?: never; + head?: never; + /** Assemblyai Proxy Route */ + patch: operations["assemblyai_proxy_route_eu_assemblyai__endpoint__patch"]; + trace?: never; + }; + "/fallback": { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + get?: never; + put?: never; + /** + * Create Fallback + * @description Create or update fallbacks for a specific model. + * + * This endpoint allows you to configure fallback models separately from the general config. + * Fallbacks are triggered when a model call fails after retries. + * + * **Example Request:** + * ```json + * { + * "model": "gpt-3.5-turbo", + * "fallback_models": ["gpt-4", "claude-3-haiku"], + * "fallback_type": "general" + * } + * ``` + * + * **Fallback Types:** + * - `general`: Standard fallbacks for any error (default) + * - `context_window`: Fallbacks specifically for context window exceeded errors + * - `content_policy`: Fallbacks specifically for content policy violations + */ + post: operations["create_fallback_fallback_post"]; + delete?: never; + options?: never; + head?: never; + patch?: never; + trace?: never; + }; + "/fallback/{model}": { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + /** + * Get Fallback + * @description Get fallback configuration for a specific model. + * + * **Parameters:** + * - `model`: The model name to get fallbacks for + * - `fallback_type`: Type of fallback to retrieve (query parameter) + * + * **Example:** + * ``` + * GET /fallback/gpt-3.5-turbo?fallback_type=general + * ``` + */ + get: operations["get_fallback_fallback__model__get"]; + put?: never; + post?: never; + /** + * Delete Fallback + * @description Delete fallback configuration for a specific model. + * + * **Parameters:** + * - `model`: The model name to delete fallbacks for + * - `fallback_type`: Type of fallback to delete (query parameter) + * + * **Example:** + * ``` + * DELETE /fallback/gpt-3.5-turbo?fallback_type=general + * ``` + */ + delete: operations["delete_fallback_fallback__model__delete"]; + options?: never; + head?: never; + patch?: never; + trace?: never; + }; + "/files": { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + /** + * List Files + * @description Returns information about a specific file. that can be used across - Assistants API, Batch API + * This is the equivalent of GET https://api.openai.com/v1/files/ + * + * Supports Identical Params as: https://platform.openai.com/docs/api-reference/files/list + * + * Example Curl + * ``` + * curl http://localhost:4000/v1/files -H "Authorization: Bearer sk-1234" + * + * ``` + */ + get: operations["list_files_files_get"]; + put?: never; + /** + * Create File + * @description Upload a file that can be used across - Assistants API, Batch API + * This is the equivalent of POST https://api.openai.com/v1/files + * + * Supports Identical Params as: https://platform.openai.com/docs/api-reference/files/create + * + * Example Curl + * ``` + * curl http://localhost:4000/v1/files -H "Authorization: Bearer sk-1234" -F purpose="batch" -F file="@mydata.jsonl" + * -F expires_after[anchor]="created_at" -F expires_after[seconds]=2592000 + * ``` + */ + post: operations["create_file_files_post"]; + delete?: never; + options?: never; + head?: never; + patch?: never; + trace?: never; + }; + "/files/{file_id}": { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + /** + * Get File + * @description Returns information about a specific file. that can be used across - Assistants API, Batch API + * This is the equivalent of GET https://api.openai.com/v1/files/{file_id} + * + * Supports Identical Params as: https://platform.openai.com/docs/api-reference/files/retrieve + * + * Example Curl + * ``` + * curl http://localhost:4000/v1/files/file-abc123 -H "Authorization: Bearer sk-1234" + * + * ``` + */ + get: operations["get_file_files__file_id__get"]; + put?: never; + post?: never; + /** + * Delete File + * @description Deletes a specified file. that can be used across - Assistants API, Batch API + * This is the equivalent of DELETE https://api.openai.com/v1/files/{file_id} + * + * Supports Identical Params as: https://platform.openai.com/docs/api-reference/files/delete + * + * Example Curl + * ``` + * curl http://localhost:4000/v1/files/file-abc123 -X DELETE -H "Authorization: Bearer $OPENAI_API_KEY" + * + * ``` + */ + delete: operations["delete_file_files__file_id__delete"]; + options?: never; + head?: never; + patch?: never; + trace?: never; + }; + "/files/{file_id}/content": { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + /** + * Get File Content + * @description Returns information about a specific file. that can be used across - Assistants API, Batch API + * This is the equivalent of GET https://api.openai.com/v1/files/{file_id}/content + * + * Supports Identical Params as: https://platform.openai.com/docs/api-reference/files/retrieve-contents + * + * Example Curl + * ``` + * curl http://localhost:4000/v1/files/file-abc123/content -H "Authorization: Bearer sk-1234" + * + * ``` + */ + get: operations["get_file_content_files__file_id__content_get"]; + put?: never; + post?: never; + delete?: never; + options?: never; + head?: never; + patch?: never; + trace?: never; + }; + "/fine_tuning/jobs": { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + /** + * ✨ (Enterprise) List Fine-Tuning Jobs + * @description Lists fine-tuning jobs for the organization. + * This is the equivalent of GET https://api.openai.com/v1/fine_tuning/jobs + * + * Supported Query Params: + * - `custom_llm_provider`: Name of the LiteLLM provider + * - `after`: Identifier for the last job from the previous pagination request. + * - `limit`: Number of fine-tuning jobs to retrieve (default is 20). + */ + get: operations["list_fine_tuning_jobs_fine_tuning_jobs_get"]; + put?: never; + /** + * ✨ (Enterprise) Create Fine-Tuning Job + * @description Creates a fine-tuning job which begins the process of creating a new model from a given dataset. + * This is the equivalent of POST https://api.openai.com/v1/fine_tuning/jobs + * + * Supports Identical Params as: https://platform.openai.com/docs/api-reference/fine-tuning/create + * + * Example Curl: + * ``` + * curl http://localhost:4000/v1/fine_tuning/jobs -H "Content-Type: application/json" -H "Authorization: Bearer sk-1234" -d '{ + * "model": "gpt-3.5-turbo", + * "training_file": "file-abc123", + * "hyperparameters": { + * "n_epochs": 4 + * } + * }' + * ``` + */ + post: operations["create_fine_tuning_job_fine_tuning_jobs_post"]; + delete?: never; + options?: never; + head?: never; + patch?: never; + trace?: never; + }; + "/fine_tuning/jobs/{fine_tuning_job_id}": { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + /** + * ✨ (Enterprise) Retrieve Fine-Tuning Job + * @description Retrieves a fine-tuning job. + * This is the equivalent of GET https://api.openai.com/v1/fine_tuning/jobs/{fine_tuning_job_id} + * + * Supported Query Params: + * - `custom_llm_provider`: Name of the LiteLLM provider + * - `fine_tuning_job_id`: The ID of the fine-tuning job to retrieve. + */ + get: operations["retrieve_fine_tuning_job_fine_tuning_jobs__fine_tuning_job_id__get"]; + put?: never; + post?: never; + delete?: never; + options?: never; + head?: never; + patch?: never; + trace?: never; + }; + "/fine_tuning/jobs/{fine_tuning_job_id}/cancel": { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + get?: never; + put?: never; + /** + * ✨ (Enterprise) Cancel Fine-Tuning Jobs + * @description Cancel a fine-tuning job. + * + * This is the equivalent of POST https://api.openai.com/v1/fine_tuning/jobs/{fine_tuning_job_id}/cancel + * + * Supported Query Params: + * - `custom_llm_provider`: Name of the LiteLLM provider + * - `fine_tuning_job_id`: The ID of the fine-tuning job to cancel. + */ + post: operations["cancel_fine_tuning_job_fine_tuning_jobs__fine_tuning_job_id__cancel_post"]; + delete?: never; + options?: never; + head?: never; + patch?: never; + trace?: never; + }; + "/gemini/{endpoint}": { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + /** + * Gemini Proxy Route + * @description [Docs](https://docs.litellm.ai/docs/pass_through/google_ai_studio) + */ + get: operations["gemini_proxy_route_gemini__endpoint__get"]; + /** + * Gemini Proxy Route + * @description [Docs](https://docs.litellm.ai/docs/pass_through/google_ai_studio) + */ + put: operations["gemini_proxy_route_gemini__endpoint__put"]; + /** + * Gemini Proxy Route + * @description [Docs](https://docs.litellm.ai/docs/pass_through/google_ai_studio) + */ + post: operations["gemini_proxy_route_gemini__endpoint__post"]; + /** + * Gemini Proxy Route + * @description [Docs](https://docs.litellm.ai/docs/pass_through/google_ai_studio) + */ + delete: operations["gemini_proxy_route_gemini__endpoint__delete"]; + options?: never; + head?: never; + /** + * Gemini Proxy Route + * @description [Docs](https://docs.litellm.ai/docs/pass_through/google_ai_studio) + */ + patch: operations["gemini_proxy_route_gemini__endpoint__patch"]; + trace?: never; + }; + "/get/default_team_settings": { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + /** + * Get Default Team Settings + * @description Get all SSO settings from the litellm_settings configuration. + * Returns a structured object with values and descriptions for UI display. + */ + get: operations["get_default_team_settings_get_default_team_settings_get"]; + put?: never; + post?: never; + delete?: never; + options?: never; + head?: never; + patch?: never; + trace?: never; + }; + "/get/internal_user_settings": { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + /** + * Get Internal User Settings + * @description Get all SSO settings from the litellm_settings configuration. + * Returns a structured object with values and descriptions for UI display. + */ + get: operations["get_internal_user_settings_get_internal_user_settings_get"]; + put?: never; + post?: never; + delete?: never; + options?: never; + head?: never; + patch?: never; + trace?: never; + }; + "/get/mcp_semantic_filter_settings": { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + /** + * Get Mcp Semantic Filter Settings + * @description Get MCP semantic filter configuration. + * Returns current settings for semantic tool filtering. + */ + get: operations["get_mcp_semantic_filter_settings_get_mcp_semantic_filter_settings_get"]; + put?: never; + post?: never; + delete?: never; + options?: never; + head?: never; + patch?: never; + trace?: never; + }; + "/get/sso_settings": { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + /** + * Get Sso Settings + * @description Get all SSO configuration settings from the dedicated SSO table. + * Returns a structured object with values and descriptions for UI display. + */ + get: operations["get_sso_settings_get_sso_settings_get"]; + put?: never; + post?: never; + delete?: never; + options?: never; + head?: never; + patch?: never; + trace?: never; + }; + "/get/ui_settings": { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + /** + * Get Ui Settings + * @description Get UI-specific configuration flags. + * All authenticated users can fetch these settings for client-side behavior. + */ + get: operations["get_ui_settings_get_ui_settings_get"]; + put?: never; + post?: never; + delete?: never; + options?: never; + head?: never; + patch?: never; + trace?: never; + }; + "/get/ui_theme_settings": { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + /** + * Get Ui Theme Settings + * @description Get UI theme configuration from the litellm_settings. + * Returns current logo settings for UI customization. + * + * Note: This endpoint is public (no authentication required) so all users can see custom branding. + * Only the /update/ui_theme_settings endpoint requires authentication for admins to change settings. + */ + get: operations["get_ui_theme_settings_get_ui_theme_settings_get"]; + put?: never; + post?: never; + delete?: never; + options?: never; + head?: never; + patch?: never; + trace?: never; + }; + "/global/spend/report": { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + /** + * Get Global Spend Report + * @description Get Daily Spend per Team, based on specific startTime and endTime. Per team, view usage by each key, model + * [ + * { + * "group-by-day": "2024-05-10", + * "teams": [ + * { + * "team_name": "team-1" + * "spend": 10, + * "keys": [ + * "key": "1213", + * "usage": { + * "model-1": { + * "cost": 12.50, + * "input_tokens": 1000, + * "output_tokens": 5000, + * "requests": 100 + * }, + * "audio-modelname1": { + * "cost": 25.50, + * "seconds": 25, + * "requests": 50 + * }, + * } + * } + * ] + * ] + * } + */ + get: operations["get_global_spend_report_global_spend_report_get"]; + put?: never; + post?: never; + delete?: never; + options?: never; + head?: never; + patch?: never; + trace?: never; + }; + "/global/spend/reset": { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + get?: never; + put?: never; + /** + * Global Spend Reset + * @description ADMIN ONLY / MASTER KEY Only Endpoint + * + * Globally reset spend for All API Keys and Teams, maintain LiteLLM_SpendLogs + * + * 1. LiteLLM_SpendLogs will maintain the logs on spend, no data gets deleted from there + * 2. LiteLLM_VerificationTokens spend will be set = 0 + * 3. LiteLLM_TeamTable spend will be set = 0 + */ + post: operations["global_spend_reset_global_spend_reset_post"]; + delete?: never; + options?: never; + head?: never; + patch?: never; + trace?: never; + }; + "/global/spend/tags": { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + /** + * Global View Spend Tags + * @description LiteLLM Enterprise - View Spend Per Request Tag. Used by LiteLLM UI + * + * Example Request: + * ``` + * curl -X GET "http://0.0.0.0:4000/spend/tags" -H "Authorization: Bearer sk-1234" + * ``` + * + * Spend with Start Date and End Date + * ``` + * curl -X GET "http://0.0.0.0:4000/spend/tags?start_date=2022-01-01&end_date=2022-02-01" -H "Authorization: Bearer sk-1234" + * ``` + */ + get: operations["global_view_spend_tags_global_spend_tags_get"]; + put?: never; + post?: never; + delete?: never; + options?: never; + head?: never; + patch?: never; + trace?: never; + }; + "/guardrails": { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + get?: never; + put?: never; + /** + * Create Guardrail + * @description Create a new guardrail + * + * 👉 [Guardrail docs](https://docs.litellm.ai/docs/proxy/guardrails/quick_start) + * + * Example Request: + * ```bash + * curl -X POST "http://localhost:4000/guardrails" \ + * -H "Authorization: Bearer " \ + * -H "Content-Type: application/json" \ + * -d '{ + * "guardrail": { + * "guardrail_name": "my-bedrock-guard", + * "litellm_params": { + * "guardrail": "bedrock", + * "mode": "pre_call", + * "guardrailIdentifier": "ff6ujrregl1q", + * "guardrailVersion": "DRAFT", + * "default_on": true + * }, + * "guardrail_info": { + * "description": "Bedrock content moderation guardrail" + * } + * } + * }' + * ``` + * + * Example Response: + * ```json + * { + * "guardrail_id": "123e4567-e89b-12d3-a456-426614174000", + * "guardrail_name": "my-bedrock-guard", + * "litellm_params": { + * "guardrail": "bedrock", + * "mode": "pre_call", + * "guardrailIdentifier": "ff6ujrregl1q", + * "guardrailVersion": "DRAFT", + * "default_on": true + * }, + * "guardrail_info": { + * "description": "Bedrock content moderation guardrail" + * }, + * "created_at": "2023-11-09T12:34:56.789Z", + * "updated_at": "2023-11-09T12:34:56.789Z" + * } + * ``` + */ + post: operations["create_guardrail_guardrails_post"]; + delete?: never; + options?: never; + head?: never; + patch?: never; + trace?: never; + }; + "/guardrails/apply_guardrail": { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + get?: never; + put?: never; + /** + * Apply Guardrail + * @description Apply a guardrail to text input and return the processed result. + * + * This endpoint allows testing guardrails by applying them to custom text inputs. + */ + post: operations["apply_guardrail_guardrails_apply_guardrail_post"]; + delete?: never; + options?: never; + head?: never; + patch?: never; + trace?: never; + }; + "/guardrails/list": { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + /** + * List Guardrails + * @description List the guardrails that are available on the proxy server + * + * 👉 [Guardrail docs](https://docs.litellm.ai/docs/proxy/guardrails/quick_start) + * + * Example Request: + * ```bash + * curl -X GET "http://localhost:4000/guardrails/list" -H "Authorization: Bearer " + * ``` + * + * Example Response: + * ```json + * { + * "guardrails": [ + * { + * "guardrail_name": "bedrock-pre-guard", + * "guardrail_info": { + * "params": [ + * { + * "name": "toxicity_score", + * "type": "float", + * "description": "Score between 0-1 indicating content toxicity level" + * }, + * { + * "name": "pii_detection", + * "type": "boolean" + * } + * ] + * } + * } + * ] + * } + * ``` + */ + get: operations["list_guardrails_guardrails_list_get"]; + put?: never; + post?: never; + delete?: never; + options?: never; + head?: never; + patch?: never; + trace?: never; + }; + "/guardrails/register": { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + get?: never; + put?: never; + /** + * Register Guardrail + * @description Register a guardrail for onboarding (team submission). + * + * Accepts a guardrail config in the + * [Generic Guardrail API](https://docs.litellm.ai/docs/adding_provider/generic_guardrail_api) format. + * The submission is stored with status `pending_review` until an admin approves it. + */ + post: operations["register_guardrail_guardrails_register_post"]; + delete?: never; + options?: never; + head?: never; + patch?: never; + trace?: never; + }; + "/guardrails/submissions": { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + /** + * List Guardrail Submissions + * @description List team guardrail submissions. Returns only guardrails with a team_id. + * + * Admins see all submissions. Non-admin users see submissions for teams they are + * a member of. + * + * Status values: pending_review (team-registered, awaiting approval), active (approved), rejected. + * + * Optional filters: + * - status: pending_review | active | rejected + * - team_id: filter by specific team (non-admins must be a member of that team) + * - search: name/description + */ + get: operations["list_guardrail_submissions_guardrails_submissions_get"]; + put?: never; + post?: never; + delete?: never; + options?: never; + head?: never; + patch?: never; + trace?: never; + }; + "/guardrails/submissions/{guardrail_id}": { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + /** + * Get Guardrail Submission + * @description Get a single guardrail submission by id. Non-admins may only access submissions for teams they belong to. + */ + get: operations["get_guardrail_submission_guardrails_submissions__guardrail_id__get"]; + put?: never; + post?: never; + delete?: never; + options?: never; + head?: never; + patch?: never; + trace?: never; + }; + "/guardrails/submissions/{guardrail_id}/approve": { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + get?: never; + put?: never; + /** + * Approve Guardrail Submission + * @description Approve a pending guardrail submission: set status to active and initialize in memory (admin only). + */ + post: operations["approve_guardrail_submission_guardrails_submissions__guardrail_id__approve_post"]; + delete?: never; + options?: never; + head?: never; + patch?: never; + trace?: never; + }; + "/guardrails/submissions/{guardrail_id}/reject": { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + get?: never; + put?: never; + /** + * Reject Guardrail Submission + * @description Reject a guardrail submission (admin only). + */ + post: operations["reject_guardrail_submission_guardrails_submissions__guardrail_id__reject_post"]; + delete?: never; + options?: never; + head?: never; + patch?: never; + trace?: never; + }; + "/guardrails/test_custom_code": { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + get?: never; + put?: never; + /** + * Test Custom Code Guardrail + * @description Test custom code guardrail logic without creating a guardrail. + * + * This endpoint allows admins to experiment with custom code guardrails by: + * 1. Compiling the provided code in a sandbox + * 2. Executing the apply_guardrail function with test input + * 3. Returning the result (allow/block/modify) + * + * 👉 [Custom Code Guardrail docs](https://docs.litellm.ai/docs/proxy/guardrails/custom_code_guardrail) + * + * Example Request: + * ```bash + * curl -X POST "http://localhost:4000/guardrails/test_custom_code" \ + * -H "Authorization: Bearer " \ + * -H "Content-Type: application/json" \ + * -d '{ + * "custom_code": "def apply_guardrail(inputs, request_data, input_type):\n for text in inputs[\"texts\"]:\n if regex_match(text, r\"\\d{3}-\\d{2}-\\d{4}\"):\n return block(\"SSN detected\")\n return allow()", + * "test_input": { + * "texts": ["My SSN is 123-45-6789"] + * }, + * "input_type": "request" + * }' + * ``` + * + * Example Success Response (blocked): + * ```json + * { + * "success": true, + * "result": { + * "action": "block", + * "reason": "SSN detected" + * }, + * "error": null, + * "error_type": null + * } + * ``` + * + * Example Success Response (allowed): + * ```json + * { + * "success": true, + * "result": { + * "action": "allow" + * }, + * "error": null, + * "error_type": null + * } + * ``` + * + * Example Success Response (modified): + * ```json + * { + * "success": true, + * "result": { + * "action": "modify", + * "texts": ["My SSN is [REDACTED]"] + * }, + * "error": null, + * "error_type": null + * } + * ``` + * + * Example Error Response (compilation error): + * ```json + * { + * "success": false, + * "result": null, + * "error": "Syntax error in custom code: invalid syntax (, line 1)", + * "error_type": "compilation" + * } + * ``` + */ + post: operations["test_custom_code_guardrail_guardrails_test_custom_code_post"]; + delete?: never; + options?: never; + head?: never; + patch?: never; + trace?: never; + }; + "/guardrails/ui/add_guardrail_settings": { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + /** + * Get Guardrail Ui Settings + * @description Get the UI settings for the guardrails + * + * Returns: + * - Supported entities for guardrails + * - Supported modes for guardrails + * - PII entity categories for UI organization + * - Content filter settings (patterns and categories) + */ + get: operations["get_guardrail_ui_settings_guardrails_ui_add_guardrail_settings_get"]; + put?: never; + post?: never; + delete?: never; + options?: never; + head?: never; + patch?: never; + trace?: never; + }; + "/guardrails/ui/category_yaml/{category_name}": { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + /** + * Get Category Yaml + * @description Get the YAML or JSON content for a specific content filter category. + * + * Args: + * category_name: The name of the category (e.g., "bias_gender", "harmful_self_harm") + * + * Returns: + * The raw YAML or JSON content of the category file with file type indicator + */ + get: operations["get_category_yaml_guardrails_ui_category_yaml__category_name__get"]; + put?: never; + post?: never; + delete?: never; + options?: never; + head?: never; + patch?: never; + trace?: never; + }; + "/guardrails/ui/major_airlines": { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + /** + * Get Major Airlines + * @description Get the major airlines list from IATA (competitor intent, airline type). + * Returns airline id, match variants (pipe-separated), and tags. + */ + get: operations["get_major_airlines_guardrails_ui_major_airlines_get"]; + put?: never; + post?: never; + delete?: never; + options?: never; + head?: never; + patch?: never; + trace?: never; + }; + "/guardrails/ui/provider_specific_params": { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + /** + * Get Provider Specific Params + * @description Get provider-specific parameters for different guardrail types. + * + * Returns a dictionary mapping guardrail providers to their specific parameters, + * including parameter names, descriptions, and whether they are required. + * + * Example Response: + * ```json + * { + * "bedrock": { + * "guardrailIdentifier": { + * "description": "The ID of your guardrail on Bedrock", + * "required": true, + * "type": null + * }, + * "guardrailVersion": { + * "description": "The version of your Bedrock guardrail (e.g., DRAFT or version number)", + * "required": true, + * "type": null + * } + * }, + * "azure_content_safety_text_moderation": { + * "api_key": { + * "description": "API key for the Azure Content Safety Text Moderation guardrail", + * "required": false, + * "type": null + * }, + * "optional_params": { + * "description": "Optional parameters for the Azure Content Safety Text Moderation guardrail", + * "required": true, + * "type": "nested", + * "fields": { + * "severity_threshold": { + * "description": "Severity threshold for the Azure Content Safety Text Moderation guardrail across all categories", + * "required": false, + * "type": null + * }, + * "categories": { + * "description": "Categories to scan for the Azure Content Safety Text Moderation guardrail", + * "required": false, + * "type": "multiselect", + * "options": ["Hate", "SelfHarm", "Sexual", "Violence"], + * "default_value": None + * } + * } + * } + * } + * } + * ``` + */ + get: operations["get_provider_specific_params_guardrails_ui_provider_specific_params_get"]; + put?: never; + post?: never; + delete?: never; + options?: never; + head?: never; + patch?: never; + trace?: never; + }; + "/guardrails/usage/detail/{guardrail_id}": { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + /** + * Guardrails Usage Detail + * @description Return single guardrail usage metrics and time series. + */ + get: operations["guardrails_usage_detail_guardrails_usage_detail__guardrail_id__get"]; + put?: never; + post?: never; + delete?: never; + options?: never; + head?: never; + patch?: never; + trace?: never; + }; + "/guardrails/usage/logs": { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + /** + * Guardrails Usage Logs + * @description Return paginated run logs for a guardrail (or policy) from SpendLogs via index. + */ + get: operations["guardrails_usage_logs_guardrails_usage_logs_get"]; + put?: never; + post?: never; + delete?: never; + options?: never; + head?: never; + patch?: never; + trace?: never; + }; + "/guardrails/usage/overview": { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + /** + * Guardrails Usage Overview + * @description Return guardrail performance overview for the dashboard. + */ + get: operations["guardrails_usage_overview_guardrails_usage_overview_get"]; + put?: never; + post?: never; + delete?: never; + options?: never; + head?: never; + patch?: never; + trace?: never; + }; + "/guardrails/validate_blocked_words_file": { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + get?: never; + put?: never; + /** + * Validate Blocked Words File + * @description Validate a blocked_words YAML file content. + * + * Args: + * request: Dictionary with 'file_content' key containing the YAML string + * + * Returns: + * Dictionary with 'valid' boolean and either 'message'/'errors' depending on result + * + * Example Request: + * ```json + * { + * "file_content": "blocked_words:\n - keyword: \"test\"\n action: \"BLOCK\"" + * } + * ``` + * + * Example Success Response: + * ```json + * { + * "valid": true, + * "message": "Valid YAML file with 2 blocked words" + * } + * ``` + * + * Example Error Response: + * ```json + * { + * "valid": false, + * "errors": ["Entry 0: missing 'action' field"] + * } + * ``` + */ + post: operations["validate_blocked_words_file_guardrails_validate_blocked_words_file_post"]; + delete?: never; + options?: never; + head?: never; + patch?: never; + trace?: never; + }; + "/guardrails/{guardrail_id}": { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + /** + * Get Guardrail Info + * @description Get detailed information about a specific guardrail by ID + * + * 👉 [Guardrail docs](https://docs.litellm.ai/docs/proxy/guardrails/quick_start) + * + * Example Request: + * ```bash + * curl -X GET "http://localhost:4000/guardrails/123e4567-e89b-12d3-a456-426614174000/info" \ + * -H "Authorization: Bearer " + * ``` + * + * Example Response: + * ```json + * { + * "guardrail_id": "123e4567-e89b-12d3-a456-426614174000", + * "guardrail_name": "my-bedrock-guard", + * "litellm_params": { + * "guardrail": "bedrock", + * "mode": "pre_call", + * "guardrailIdentifier": "ff6ujrregl1q", + * "guardrailVersion": "DRAFT", + * "default_on": true + * }, + * "guardrail_info": { + * "description": "Bedrock content moderation guardrail" + * }, + * "created_at": "2023-11-09T12:34:56.789Z", + * "updated_at": "2023-11-09T12:34:56.789Z" + * } + * ``` + */ + get: operations["get_guardrail_info_guardrails__guardrail_id__get"]; + /** + * Update Guardrail + * @description Update an existing guardrail + * + * 👉 [Guardrail docs](https://docs.litellm.ai/docs/proxy/guardrails/quick_start) + * + * Example Request: + * ```bash + * curl -X PUT "http://localhost:4000/guardrails/123e4567-e89b-12d3-a456-426614174000" \ + * -H "Authorization: Bearer " \ + * -H "Content-Type: application/json" \ + * -d '{ + * "guardrail": { + * "guardrail_name": "updated-bedrock-guard", + * "litellm_params": { + * "guardrail": "bedrock", + * "mode": "pre_call", + * "guardrailIdentifier": "ff6ujrregl1q", + * "guardrailVersion": "1.0", + * "default_on": true + * }, + * "guardrail_info": { + * "description": "Updated Bedrock content moderation guardrail" + * } + * } + * }' + * ``` + * + * Example Response: + * ```json + * { + * "guardrail_id": "123e4567-e89b-12d3-a456-426614174000", + * "guardrail_name": "updated-bedrock-guard", + * "litellm_params": { + * "guardrail": "bedrock", + * "mode": "pre_call", + * "guardrailIdentifier": "ff6ujrregl1q", + * "guardrailVersion": "1.0", + * "default_on": true + * }, + * "guardrail_info": { + * "description": "Updated Bedrock content moderation guardrail" + * }, + * "created_at": "2023-11-09T12:34:56.789Z", + * "updated_at": "2023-11-09T13:45:12.345Z" + * } + * ``` + */ + put: operations["update_guardrail_guardrails__guardrail_id__put"]; + post?: never; + /** + * Delete Guardrail + * @description Delete a guardrail + * + * 👉 [Guardrail docs](https://docs.litellm.ai/docs/proxy/guardrails/quick_start) + * + * Example Request: + * ```bash + * curl -X DELETE "http://localhost:4000/guardrails/123e4567-e89b-12d3-a456-426614174000" \ + * -H "Authorization: Bearer " + * ``` + * + * Example Response: + * ```json + * { + * "message": "Guardrail 123e4567-e89b-12d3-a456-426614174000 deleted successfully" + * } + * ``` + */ + delete: operations["delete_guardrail_guardrails__guardrail_id__delete"]; + options?: never; + head?: never; + /** + * Patch Guardrail + * @description Partially update an existing guardrail + * + * 👉 [Guardrail docs](https://docs.litellm.ai/docs/proxy/guardrails/quick_start) + * + * This endpoint allows updating specific fields of a guardrail without sending the entire object. + * Only the following fields can be updated: + * - guardrail_name: The name of the guardrail + * - default_on: Whether the guardrail is enabled by default + * - guardrail_info: Additional information about the guardrail + * + * Example Request: + * ```bash + * curl -X PATCH "http://localhost:4000/guardrails/123e4567-e89b-12d3-a456-426614174000" \ + * -H "Authorization: Bearer " \ + * -H "Content-Type: application/json" \ + * -d '{ + * "guardrail_name": "updated-name", + * "default_on": true, + * "guardrail_info": { + * "description": "Updated description" + * } + * }' + * ``` + * + * Example Response: + * ```json + * { + * "guardrail_id": "123e4567-e89b-12d3-a456-426614174000", + * "guardrail_name": "updated-name", + * "litellm_params": { + * "guardrail": "bedrock", + * "mode": "pre_call", + * "guardrailIdentifier": "ff6ujrregl1q", + * "guardrailVersion": "DRAFT", + * "default_on": true + * }, + * "guardrail_info": { + * "description": "Updated description" + * }, + * "created_at": "2023-11-09T12:34:56.789Z", + * "updated_at": "2023-11-09T14:22:33.456Z" + * } + * ``` + */ + patch: operations["patch_guardrail_guardrails__guardrail_id__patch"]; + trace?: never; + }; + "/guardrails/{guardrail_id}/info": { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + /** + * Get Guardrail Info + * @description Get detailed information about a specific guardrail by ID + * + * 👉 [Guardrail docs](https://docs.litellm.ai/docs/proxy/guardrails/quick_start) + * + * Example Request: + * ```bash + * curl -X GET "http://localhost:4000/guardrails/123e4567-e89b-12d3-a456-426614174000/info" \ + * -H "Authorization: Bearer " + * ``` + * + * Example Response: + * ```json + * { + * "guardrail_id": "123e4567-e89b-12d3-a456-426614174000", + * "guardrail_name": "my-bedrock-guard", + * "litellm_params": { + * "guardrail": "bedrock", + * "mode": "pre_call", + * "guardrailIdentifier": "ff6ujrregl1q", + * "guardrailVersion": "DRAFT", + * "default_on": true + * }, + * "guardrail_info": { + * "description": "Bedrock content moderation guardrail" + * }, + * "created_at": "2023-11-09T12:34:56.789Z", + * "updated_at": "2023-11-09T12:34:56.789Z" + * } + * ``` + */ + get: operations["get_guardrail_info_guardrails__guardrail_id__info_get"]; + put?: never; + post?: never; + delete?: never; + options?: never; + head?: never; + patch?: never; + trace?: never; + }; + "/health": { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + /** + * Health Endpoint + * @description 🚨 USE `/health/liveliness` to health check the proxy 🚨 + * + * See more 👉 https://docs.litellm.ai/docs/proxy/health + * + * + * Check the health of all the endpoints in config.yaml + * + * To run health checks in the background, add this to config.yaml: + * ``` + * general_settings: + * # ... other settings + * background_health_checks: True + * ``` + * else, the health checks will be run on models when /health is called. + * + * To skip deployments that set ``model_info.disable_background_health_check: true`` + * on ``GET /health`` as well as in the background loop, set + * ``general_settings.health_check_skip_disabled_background_models: true``. + */ + get: operations["health_endpoint_health_get"]; + put?: never; + post?: never; + delete?: never; + options?: never; + head?: never; + patch?: never; + trace?: never; + }; + "/health/backlog": { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + /** + * Health Backlog + * @description Returns the number of HTTP requests currently in-flight on this uvicorn worker. + * + * Use this to measure per-pod queue depth. A high value means the worker is + * processing many concurrent requests — requests arriving now will have to wait + * for the event loop to get to them, adding latency before LiteLLM even starts + * its own timer. + */ + get: operations["health_backlog_health_backlog_get"]; + put?: never; + post?: never; + delete?: never; + options?: never; + head?: never; + patch?: never; + trace?: never; + }; + "/health/drain": { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + /** + * Health Drain + * @description Graceful-drain probe for Kubernetes ``preStop`` hooks. + * + * Disabled by default and returns 404 unless ``general_settings`` sets + * ``enable_drain_endpoint: true``. Calling it flips a process-wide + * shutting-down flag, so a successful call permanently takes the worker out + * of rotation until the pod restarts. + * + * Because the kubelet calls preStop hooks without proxy credentials, the + * endpoint does not require ``user_api_key_auth``. To prevent any + * pod-reachable caller from triggering shutdown, set + * ``general_settings.drain_endpoint_token`` (or the ``DRAIN_ENDPOINT_TOKEN`` + * env var) and supply the same value on the ``X-Drain-Token`` header from + * the preStop hook. Calls without the header (or with a wrong value) get a + * 401 and have no side effect. + * + * When enabled, it marks the worker as shutting down (so /health/readiness + * and /health/liveliness immediately start returning 503, removing the pod + * from service) and blocks until the in-flight request counter drains to + * zero or ``GRACEFUL_SHUTDOWN_TIMEOUT`` elapses. Unlike a fixed ``sleep``, + * this returns as soon as real in-flight work is done. + * + * Wire it up as: + * + * ```yaml + * lifecycle: + * preStop: + * httpGet: + * path: /health/drain + * port: 4000 + * httpHeaders: + * - name: X-Drain-Token + * value: + * ``` + */ + get: operations["health_drain_health_drain_get"]; + put?: never; + post?: never; + delete?: never; + options?: never; + head?: never; + patch?: never; + trace?: never; + }; + "/health/history": { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + /** + * Health Check History Endpoint + * @description Get health check history for models + * + * Returns historical health check data with optional filtering. + */ + get: operations["health_check_history_endpoint_health_history_get"]; + put?: never; + post?: never; + delete?: never; + options?: never; + head?: never; + patch?: never; + trace?: never; + }; + "/health/latest": { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + /** + * Latest Health Checks Endpoint + * @description Get the latest health check status for all models + * + * Returns the most recent health check result for each model. + */ + get: operations["latest_health_checks_endpoint_health_latest_get"]; + put?: never; + post?: never; + delete?: never; + options?: never; + head?: never; + patch?: never; + trace?: never; + }; + "/health/license": { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + /** + * Health License Endpoint + * @description Return metadata about the configured LiteLLM license without exposing the key. + */ + get: operations["health_license_endpoint_health_license_get"]; + put?: never; + post?: never; + delete?: never; + options?: never; + head?: never; + patch?: never; + trace?: never; + }; + "/health/liveliness": { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + /** + * Health Liveliness + * @description Unprotected endpoint for checking if worker is alive. + * + * Returns 503 once graceful shutdown has begun so Kubernetes stops counting + * the draining pod as live and terminates it on schedule. + */ + get: operations["health_liveliness_health_liveliness_get"]; + put?: never; + post?: never; + delete?: never; + /** + * Health Liveliness Options + * @description Options endpoint for health/liveliness check. + */ + options: operations["health_liveliness_options_health_liveliness_options"]; + head?: never; + patch?: never; + trace?: never; + }; + "/health/liveness": { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + /** + * Health Liveliness + * @description Unprotected endpoint for checking if worker is alive. + * + * Returns 503 once graceful shutdown has begun so Kubernetes stops counting + * the draining pod as live and terminates it on schedule. + */ + get: operations["health_liveliness_health_liveness_get"]; + put?: never; + post?: never; + delete?: never; + /** + * Health Liveliness Options + * @description Options endpoint for health/liveliness check. + */ + options: operations["health_liveliness_options_health_liveness_options"]; + head?: never; + patch?: never; + trace?: never; + }; + "/health/readiness": { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + /** + * Health Readiness + * @description Public readiness probe. Returns a low-detail payload safe to expose to + * unauthenticated load balancers — `status` plus `db` so orchestrators and + * external probes can distinguish "healthy" from "DB unreachable" without a + * credential. Admins can opt into the legacy detailed payload with + * general_settings.allow_public_health_readiness_details. + */ + get: operations["health_readiness_health_readiness_get"]; + put?: never; + post?: never; + delete?: never; + /** + * Health Readiness Options + * @description Options endpoint for health/readiness check. + */ + options: operations["health_readiness_options_health_readiness_options"]; + head?: never; + patch?: never; + trace?: never; + }; + "/health/readiness/details": { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + /** + * Health Readiness Details + * @description Authenticated readiness diagnostics with DB/cache/callback metadata. + */ + get: operations["health_readiness_details_health_readiness_details_get"]; + put?: never; + post?: never; + delete?: never; + options?: never; + head?: never; + patch?: never; + trace?: never; + }; + "/health/services": { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + /** + * Health Services Endpoint + * @description Use this admin-only endpoint to check if the service is healthy. + * + * Example: + * ``` + * curl -L -X GET 'http://0.0.0.0:4000/health/services?service=datadog' -H 'Authorization: Bearer sk-1234' + * ``` + */ + get: operations["health_services_endpoint_health_services_get"]; + put?: never; + post?: never; + delete?: never; + options?: never; + head?: never; + patch?: never; + trace?: never; + }; + "/health/shared-status": { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + /** + * Shared Health Check Status Endpoint + * @description Get the status of shared health check coordination across pods. + * + * Returns information about Redis connectivity, lock status, and cache status. + */ + get: operations["shared_health_check_status_endpoint_health_shared_status_get"]; + put?: never; + post?: never; + delete?: never; + options?: never; + head?: never; + patch?: never; + trace?: never; + }; + "/health/test_connection": { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + get?: never; + put?: never; + /** + * Test Model Connection + * @description Test a direct connection to a specific model. + * + * This endpoint allows you to verify if your proxy can successfully connect to a specific model. + * It's useful for troubleshooting model connectivity issues without going through the full proxy routing. + * + * Example: + * ```bash + * # If model is configured in proxy_config.yaml, you only need to specify the model name: + * curl -X POST 'http://localhost:4000/health/test_connection' \ + * -H 'Authorization: Bearer sk-1234' \ + * -H 'Content-Type: application/json' \ + * -d '{ + * "litellm_params": { + * "model": "gpt-4o" + * }, + * "mode": "chat" + * }' + * + * # The endpoint will automatically use api_key, api_base, etc. from proxy_config.yaml + * + * # You can also override specific params or test with custom credentials: + * curl -X POST 'http://localhost:4000/health/test_connection' \ + * -H 'Authorization: Bearer sk-1234' \ + * -H 'Content-Type: application/json' \ + * -d '{ + * "litellm_params": { + * "model": "azure/gpt-4o", + * "api_key": "os.environ/AZURE_OPENAI_API_KEY", + * "api_base": "os.environ/AZURE_OPENAI_ENDPOINT", + * "api_version": "2024-10-21" + * }, + * "mode": "chat" + * }' + * ``` + * + * Note: + * - If the model is configured in proxy_config.yaml, credentials (api_key, api_base, etc.) + * will be automatically loaded from the config (with resolved environment variables). + * - You can override specific params by including them in the request. + * - You can use `os.environ/VARIABLE_NAME` syntax to reference environment variables, + * which will be resolved automatically (same as in proxy_config.yaml). + * + * Returns: + * dict: A dictionary containing the health check result with either success information or error details. + */ + post: operations["test_model_connection_health_test_connection_post"]; + delete?: never; + options?: never; + head?: never; + patch?: never; + trace?: never; + }; + "/images/edits": { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + get?: never; + put?: never; + /** + * Image Edit Api + * @description Follows the OpenAI Images API spec: https://platform.openai.com/docs/api-reference/images/create + * + * ```bash + * curl -s -D >(grep -i x-request-id >&2) -o >(jq -r '.data[0].b64_json' | base64 --decode > gift-basket.png) -X POST "http://localhost:4000/v1/images/edits" -H "Authorization: Bearer sk-1234" -F "model=gpt-image-1" -F "image[]=@soap.png" -F 'prompt=Create a studio ghibli image of this' + * ``` + */ + post: operations["image_edit_api_images_edits_post"]; + delete?: never; + options?: never; + head?: never; + patch?: never; + trace?: never; + }; + "/images/generations": { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + get?: never; + put?: never; + /** Image Generation */ + post: operations["image_generation_images_generations_post"]; + delete?: never; + options?: never; + head?: never; + patch?: never; + trace?: never; + }; + "/in_product_nudges": { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + /** + * Get In Product Nudges + * @description Get in-product nudges configuration. + */ + get: operations["get_in_product_nudges_in_product_nudges_get"]; + put?: never; + post?: never; + delete?: never; + options?: never; + head?: never; + patch?: never; + trace?: never; + }; + "/interactions": { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + get?: never; + put?: never; + /** + * Create Interaction + * @description Create a new interaction using Google's Interactions API. + * + * Per OpenAPI spec: POST /{api_version}/interactions + * + * Supports both model interactions and agent interactions: + * - Model: Provide `model` parameter (e.g., "gemini-2.5-flash") + * - Agent: Provide `agent` parameter (e.g., "deep-research-pro-preview-12-2025") + * + * Example: + * ```bash + * curl -X POST "http://localhost:4000/v1beta/interactions" -H "Authorization: Bearer sk-1234" -H "Content-Type: application/json" -d '{ + * "model": "gemini/gemini-2.5-flash", + * "input": "Hello, how are you?" + * }' + * ``` + */ + post: operations["create_interaction_interactions_post"]; + delete?: never; + options?: never; + head?: never; + patch?: never; + trace?: never; + }; + "/interactions/{interaction_id}": { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + /** + * Get Interaction + * @description Get an interaction by ID. + * + * Per OpenAPI spec: GET /{api_version}/interactions/{interaction_id} + */ + get: operations["get_interaction_interactions__interaction_id__get"]; + put?: never; + post?: never; + /** + * Delete Interaction + * @description Delete an interaction by ID. + * + * Per OpenAPI spec: DELETE /{api_version}/interactions/{interaction_id} + */ + delete: operations["delete_interaction_interactions__interaction_id__delete"]; + options?: never; + head?: never; + patch?: never; + trace?: never; + }; + "/interactions/{interaction_id}/cancel": { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + get?: never; + put?: never; + /** + * Cancel Interaction + * @description Cancel an interaction by ID. + * + * Per OpenAPI spec: POST /{api_version}/interactions/{interaction_id}:cancel + */ + post: operations["cancel_interaction_interactions__interaction_id__cancel_post"]; + delete?: never; + options?: never; + head?: never; + patch?: never; + trace?: never; + }; + "/jwt/key/mapping/delete": { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + get?: never; + put?: never; + /** Delete Jwt Key Mapping */ + post: operations["delete_jwt_key_mapping_jwt_key_mapping_delete_post"]; + delete?: never; + options?: never; + head?: never; + patch?: never; + trace?: never; + }; + "/jwt/key/mapping/info": { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + /** Info Jwt Key Mapping */ + get: operations["info_jwt_key_mapping_jwt_key_mapping_info_get"]; + put?: never; + post?: never; + delete?: never; + options?: never; + head?: never; + patch?: never; + trace?: never; + }; + "/jwt/key/mapping/list": { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + /** List Jwt Key Mappings */ + get: operations["list_jwt_key_mappings_jwt_key_mapping_list_get"]; + put?: never; + post?: never; + delete?: never; + options?: never; + head?: never; + patch?: never; + trace?: never; + }; + "/jwt/key/mapping/new": { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + get?: never; + put?: never; + /** Create Jwt Key Mapping */ + post: operations["create_jwt_key_mapping_jwt_key_mapping_new_post"]; + delete?: never; + options?: never; + head?: never; + patch?: never; + trace?: never; + }; + "/jwt/key/mapping/update": { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + get?: never; + put?: never; + /** Update Jwt Key Mapping */ + post: operations["update_jwt_key_mapping_jwt_key_mapping_update_post"]; + delete?: never; + options?: never; + head?: never; + patch?: never; + trace?: never; + }; + "/key/aliases": { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + /** + * Key Aliases + * @description Lists key aliases with pagination and optional search. + * + * Non-admin users only see aliases for keys they own or keys belonging to + * their teams. + * + * Returns: + * { + * "aliases": List[str], + * "total_count": int, + * "current_page": int, + * "total_pages": int, + * "size": int, + * } + */ + get: operations["key_aliases_key_aliases_get"]; + put?: never; + post?: never; + delete?: never; + options?: never; + head?: never; + patch?: never; + trace?: never; + }; + "/key/block": { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + get?: never; + put?: never; + /** + * Block Key + * @description Block an Virtual key from making any requests. + * + * Parameters: + * - key: str - The key to block. Can be either the unhashed key (sk-...) or the hashed key value + * + * Example: + * ```bash + * curl --location 'http://0.0.0.0:4000/key/block' --header 'Authorization: Bearer sk-1234' --header 'Content-Type: application/json' --data '{ + * "key": "sk-Fn8Ej39NxjAXrvpUGKghGw" + * }' + * ``` + * + * Note: This is an admin-only endpoint. Only proxy admins, team admins, or org admins can block keys. + */ + post: operations["block_key_key_block_post"]; + delete?: never; + options?: never; + head?: never; + patch?: never; + trace?: never; + }; + "/key/bulk_update": { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + get?: never; + put?: never; + /** + * Bulk Update Keys + * @description Bulk update multiple keys at once. + * + * This endpoint allows updating multiple keys in a single request. Each key update + * is processed independently - if some updates fail, others will still succeed. + * + * Parameters: + * - keys: List[BulkUpdateKeyRequestItem] - List of key update requests, each containing: + * - key: str - The key identifier (token) to update + * - budget_id: Optional[str] - Budget ID associated with the key + * - max_budget: Optional[float] - Max budget for key + * - team_id: Optional[str] - Team ID associated with key + * - tags: Optional[List[str]] - Tags for organizing keys + * + * Returns: + * - total_requested: int - Total number of keys requested for update + * - successful_updates: List[SuccessfulKeyUpdate] - List of successfully updated keys with their updated info + * - failed_updates: List[FailedKeyUpdate] - List of failed updates with key_info and failed_reason + * + * Example request: + * ```bash + * curl --location 'http://0.0.0.0:4000/key/bulk_update' --header 'Authorization: Bearer sk-1234' --header 'Content-Type: application/json' --data '{ + * "keys": [ + * { + * "key": "sk-1234", + * "max_budget": 100.0, + * "team_id": "team-123", + * "tags": ["production", "api"] + * }, + * { + * "key": "sk-5678", + * "budget_id": "budget-456", + * "tags": ["staging"] + * } + * ] + * }' + * ``` + */ + post: operations["bulk_update_keys_key_bulk_update_post"]; + delete?: never; + options?: never; + head?: never; + patch?: never; + trace?: never; + }; + "/key/delete": { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + get?: never; + put?: never; + /** + * Delete Key Fn + * @description Delete a key from the key management system. + * + * Parameters:: + * - keys (List[str]): A list of keys or hashed keys to delete. Example {"keys": ["sk-QWrxEynunsNpV1zT48HIrw", "837e17519f44683334df5291321d97b8bf1098cd490e49e215f6fea935aa28be"]} + * - key_aliases (List[str]): A list of key aliases to delete. Can be passed instead of `keys`.Example {"key_aliases": ["alias1", "alias2"]} + * + * Returns: + * - deleted_keys (List[str]): A list of deleted keys. Example {"deleted_keys": ["sk-QWrxEynunsNpV1zT48HIrw", "837e17519f44683334df5291321d97b8bf1098cd490e49e215f6fea935aa28be"]} + * + * Example: + * ```bash + * curl --location 'http://0.0.0.0:4000/key/delete' --header 'Authorization: Bearer sk-1234' --header 'Content-Type: application/json' --data '{ + * "keys": ["sk-QWrxEynunsNpV1zT48HIrw"] + * }' + * ``` + * + * Raises: + * HTTPException: If an error occurs during key deletion. + */ + post: operations["delete_key_fn_key_delete_post"]; + delete?: never; + options?: never; + head?: never; + patch?: never; + trace?: never; + }; + "/key/generate": { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + get?: never; + put?: never; + /** + * Generate Key Fn + * @description Generate an API key based on the provided data. + * + * Docs: https://docs.litellm.ai/docs/proxy/virtual_keys + * + * Parameters: + * - duration: Optional[str] - Specify the length of time the token is valid for. You can set duration as seconds ("30s"), minutes ("30m"), hours ("30h"), days ("30d"). + * - key_alias: Optional[str] - User defined key alias + * - key: Optional[str] - User defined key value. If not set, a 16-digit unique sk-key is created for you. + * - team_id: Optional[str] - The team id of the key + * - user_id: Optional[str] - The user id of the key + * - agent_id: Optional[str] - The agent id associated with the key. + * - organization_id: Optional[str] - The organization id of the key. If not set, and team_id is set, the organization id will be the same as the team id. If conflict, an error will be raised. + * - project_id: Optional[str] - The project id of the key. When set, models and max_budget are validated against the project's limits. + * - budget_id: Optional[str] - The budget id associated with the key. Created by calling `/budget/new`. + * - models: Optional[list] - Model_name's a user is allowed to call. (if empty, key is allowed to call all models) + * - aliases: Optional[dict] - Any alias mappings, on top of anything in the config.yaml model list. - https://docs.litellm.ai/docs/proxy/virtual_keys#managing-auth---upgradedowngrade-models + * - config: Optional[dict] - any key-specific configs, overrides config in config.yaml + * - spend: Optional[int] - Amount spent by key. Default is 0. Will be updated by proxy whenever key is used. https://docs.litellm.ai/docs/proxy/virtual_keys#managing-auth---tracking-spend + * - send_invite_email: Optional[bool] - Whether to send an invite email to the user_id, with the generate key + * - max_budget: Optional[float] - Specify max budget for a given key. + * - budget_duration: Optional[str] - Budget is reset at the end of specified duration. If not set, budget is never reset. You can set duration as seconds ("30s"), minutes ("30m"), hours ("30h"), days ("30d"). + * - max_parallel_requests: Optional[int] - Rate limit a user based on the number of parallel requests. Raises 429 error, if user's parallel requests > x. + * - metadata: Optional[dict] - Metadata for key, store information for key. Example metadata = {"team": "core-infra", "app": "app2", "email": "ishaan@berri.ai" } + * - guardrails: Optional[List[str]] - List of active guardrails for the key + * - policies: Optional[List[str]] - List of policy names to apply to the key. Policies define guardrails, conditions, and inheritance rules. + * - disable_global_guardrails: Optional[bool] - Whether to disable global guardrails for the key. + * - permissions: Optional[dict] - key-specific permissions. Currently just used for turning off pii masking (if connected). Example - {"pii": false} + * - model_max_budget: Optional[Dict[str, BudgetConfig]] - Model-specific budgets {"gpt-4": {"budget_limit": 0.0005, "time_period": "30d"}}}. IF null or {} then no model specific budget. + * - model_rpm_limit: Optional[dict] - key-specific model rpm limit. Example - {"text-davinci-002": 1000, "gpt-3.5-turbo": 1000}. IF null or {} then no model specific rpm limit. + * - model_tpm_limit: Optional[dict] - key-specific model tpm limit. Example - {"text-davinci-002": 1000, "gpt-3.5-turbo": 1000}. IF null or {} then no model specific tpm limit. + * - mcp_rpm_limit: Optional[dict] - key-specific per-MCP-server rpm limit, keyed by MCP server name (alias if set, else the configured name). Example - {"github": 100, "slack": 200}. IF null or {} then no MCP-specific rpm limit. + * - tpm_limit_type: Optional[str] - Type of tpm limit. Options: "best_effort_throughput" (no error if we're overallocating tpm), "guaranteed_throughput" (raise an error if we're overallocating tpm), "dynamic" (dynamically exceed limit when no 429 errors). Defaults to "best_effort_throughput". + * - rpm_limit_type: Optional[str] - Type of rpm limit. Options: "best_effort_throughput" (no error if we're overallocating rpm), "guaranteed_throughput" (raise an error if we're overallocating rpm), "dynamic" (dynamically exceed limit when no 429 errors). Defaults to "best_effort_throughput". + * - allowed_cache_controls: Optional[list] - List of allowed cache control values. Example - ["no-cache", "no-store"]. See all values - https://docs.litellm.ai/docs/proxy/caching#turn-on--off-caching-per-request + * - blocked: Optional[bool] - Whether the key is blocked. + * - rpm_limit: Optional[int] - Specify rpm limit for a given key (Requests per minute) + * - tpm_limit: Optional[int] - Specify tpm limit for a given key (Tokens per minute) + * - soft_budget: Optional[float] - Specify soft budget for a given key. Will trigger a slack alert when this soft budget is reached. + * - tags: Optional[List[str]] - Tags for [tracking spend](https://litellm.vercel.app/docs/proxy/enterprise#tracking-spend-for-custom-tags) and/or doing [tag-based routing](https://litellm.vercel.app/docs/proxy/tag_routing). + * - prompts: Optional[List[str]] - List of prompts that the key is allowed to use. + * - enforced_params: Optional[List[str]] - List of enforced params for the key (Enterprise only). [Docs](https://docs.litellm.ai/docs/proxy/enterprise#enforce-required-params-for-llm-requests) + * - prompts: Optional[List[str]] - List of prompts that the key is allowed to use. + * - allowed_routes: Optional[list] - List of allowed routes for the key. Store the actual route or store a wildcard pattern for a set of routes. Example - ["/chat/completions", "/embeddings", "/keys/*"] + * - allowed_passthrough_routes: Optional[list] - List of allowed pass through endpoints for the key. Store the actual endpoint or store a wildcard pattern for a set of endpoints. Example - ["/my-custom-endpoint"]. Use this instead of allowed_routes, if you just want to specify which pass through endpoints the key can access, without specifying the routes. If allowed_routes is specified, allowed_pass_through_endpoints is ignored. + * - object_permission: Optional[LiteLLM_ObjectPermissionBase] - key-specific object permission. Example - {"vector_stores": ["vector_store_1", "vector_store_2"], "agents": ["agent_1", "agent_2"], "agent_access_groups": ["dev_group"]}. IF null or {} then no object permission. + * - key_type: Optional[str] - Type of key that determines default allowed routes. Options: "llm_api" (can call LLM API routes), "management" (can call management routes), "read_only" (can only call info/read routes), "default" (uses default allowed routes). Defaults to "default". + * - prompts: Optional[List[str]] - List of allowed prompts for the key. If specified, the key will only be able to use these specific prompts. + * - auto_rotate: Optional[bool] - Whether this key should be automatically rotated (regenerated) + * - rotation_interval: Optional[str] - How often to auto-rotate this key (e.g., '30s', '30m', '30h', '30d'). Required if auto_rotate=True. + * - allowed_vector_store_indexes: Optional[List[dict]] - List of allowed vector store indexes for the key. Example - [{"index_name": "my-index", "index_permissions": ["write", "read"]}]. If specified, the key will only be able to use these specific vector store indexes. Create index, using `/v1/indexes` endpoint. + * - router_settings: Optional[UpdateRouterConfig] - key-specific router settings. Example - {"model_group_retry_policy": {"max_retries": 5}}. IF null or {} then no router settings. + * - access_group_ids: Optional[List[str]] - List of access group IDs to associate with the key. Access groups define which models a key can access. Example - ["access_group_1", "access_group_2"]. + * - budget_limits: Optional[list] - List of concurrent budget windows for the key. Each window specifies a budget_limit, time_period, and optional budget_duration. Example - [{"budget_limit": 10.0, "time_period": "1d"}, {"budget_limit": 50.0, "time_period": "7d"}]. + * + * Examples: + * + * 1. Allow users to turn on/off pii masking + * + * ```bash + * curl --location 'http://0.0.0.0:4000/key/generate' --header 'Authorization: Bearer sk-1234' --header 'Content-Type: application/json' --data '{ + * "permissions": {"allow_pii_controls": true} + * }' + * ``` + * + * Returns: + * - key: (str) The generated api key + * - expires: (datetime) Datetime object for when key expires. + * - user_id: (str) Unique user id - used for tracking spend across multiple keys for same user id. + */ + post: operations["generate_key_fn_key_generate_post"]; + delete?: never; + options?: never; + head?: never; + patch?: never; + trace?: never; + }; + "/key/health": { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + get?: never; + put?: never; + /** + * Key Health + * @description Check the health of the key + * + * Checks: + * - If key based logging is configured correctly - sends a test log + * + * Usage + * + * Pass the key in the request header + * + * ```bash + * curl -X POST "http://localhost:4000/key/health" -H "Authorization: Bearer sk-1234" -H "Content-Type: application/json" + * ``` + * + * Response when logging callbacks are setup correctly: + * + * ```json + * { + * "key": "healthy", + * "logging_callbacks": { + * "callbacks": [ + * "gcs_bucket" + * ], + * "status": "healthy", + * "details": "No logger exceptions triggered, system is healthy. Manually check if logs were sent to ['gcs_bucket']" + * } + * } + * ``` + * + * + * Response when logging callbacks are not setup correctly: + * ```json + * { + * "key": "unhealthy", + * "logging_callbacks": { + * "callbacks": [ + * "gcs_bucket" + * ], + * "status": "unhealthy", + * "details": "Logger exceptions triggered, system is unhealthy: Failed to load vertex credentials. Check to see if credentials containing partial/invalid information." + * } + * } + * ``` + */ + post: operations["key_health_key_health_post"]; + delete?: never; + options?: never; + head?: never; + patch?: never; + trace?: never; + }; + "/key/info": { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + /** + * Info Key Fn + * @description Retrieve information about a key. + * Parameters: + * key: Optional[str] = Query parameter representing the key in the request + * user_api_key_dict: UserAPIKeyAuth = Dependency representing the user's API key + * Returns: + * Dict containing the key and its associated information + * + * Example Curl: + * ``` + * curl -X GET "http://0.0.0.0:4000/key/info?key=sk-test-example-key-123" -H "Authorization: Bearer sk-1234" + * ``` + * + * Example Curl - if no key is passed, it will use the Key Passed in Authorization Header + * ``` + * curl -X GET "http://0.0.0.0:4000/key/info" -H "Authorization: Bearer sk-test-example-key-123" + * ``` + */ + get: operations["info_key_fn_key_info_get"]; + put?: never; + post?: never; + delete?: never; + options?: never; + head?: never; + patch?: never; + trace?: never; + }; + "/key/list": { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + /** + * List Keys + * @description List all keys for a given user / team / organization. + * + * Parameters: + * expand: Optional[List[str]] - Expand related objects (e.g. 'user' to include user information) + * status: Optional[str] - Filter by status. Currently supports "deleted" to query deleted keys. + * + * Returns: + * { + * "keys": List[str] or List[UserAPIKeyAuth], + * "total_count": int, + * "current_page": int, + * "total_pages": int, + * } + * + * When expand includes "user", each key object will include a "user" field with the associated user object. + * Note: When expand=user is specified, full key objects are returned regardless of the return_full_object parameter. + */ + get: operations["list_keys_key_list_get"]; + put?: never; + post?: never; + delete?: never; + options?: never; + head?: never; + patch?: never; + trace?: never; + }; + "/key/regenerate": { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + get?: never; + put?: never; + /** + * Regenerate Key Fn + * @description Regenerate an existing API key while optionally updating its parameters. + * + * Parameters: + * - key: str (path parameter) - The key to regenerate + * - data: Optional[RegenerateKeyRequest] - Request body containing optional parameters to update + * - key: Optional[str] - The key to regenerate. + * - new_master_key: Optional[str] - The new master key to use, if key is the master key. + * - new_key: Optional[str] - The new key to use, if key is not the master key. If both set, new_master_key will be used. + * - key_alias: Optional[str] - User-friendly key alias + * - user_id: Optional[str] - User ID associated with key + * - team_id: Optional[str] - Team ID associated with key + * - models: Optional[list] - Model_name's a user is allowed to call + * - tags: Optional[List[str]] - Tags for organizing keys (Enterprise only) + * - spend: Optional[float] - Amount spent by key + * - max_budget: Optional[float] - Max budget for key + * - model_max_budget: Optional[Dict[str, BudgetConfig]] - Model-specific budgets {"gpt-4": {"budget_limit": 0.0005, "time_period": "30d"}} + * - budget_duration: Optional[str] - Budget reset period ("30d", "1h", etc.) + * - soft_budget: Optional[float] - Soft budget limit (warning vs. hard stop). Will trigger a slack alert when this soft budget is reached. + * - max_parallel_requests: Optional[int] - Rate limit for parallel requests + * - metadata: Optional[dict] - Metadata for key. Example {"team": "core-infra", "app": "app2"} + * - tpm_limit: Optional[int] - Tokens per minute limit + * - rpm_limit: Optional[int] - Requests per minute limit + * - model_rpm_limit: Optional[dict] - Model-specific RPM limits {"gpt-4": 100, "claude-v1": 200} + * - model_tpm_limit: Optional[dict] - Model-specific TPM limits {"gpt-4": 100000, "claude-v1": 200000} + * - allowed_cache_controls: Optional[list] - List of allowed cache control values + * - duration: Optional[str] - Key validity duration ("30d", "1h", etc.) + * - permissions: Optional[dict] - Key-specific permissions + * - guardrails: Optional[List[str]] - List of active guardrails for the key + * - blocked: Optional[bool] - Whether the key is blocked + * - grace_period: Optional[str] - Duration to keep old key valid after rotation (e.g. "24h", "2d"). Omitted = immediate revoke. Env: LITELLM_KEY_ROTATION_GRACE_PERIOD + * + * + * Returns: + * - GenerateKeyResponse containing the new key and its updated parameters + * + * Example: + * ```bash + * curl --location --request POST 'http://localhost:4000/key/sk-1234/regenerate' --header 'Authorization: Bearer sk-1234' --header 'Content-Type: application/json' --data-raw '{ + * "max_budget": 100, + * "metadata": {"team": "core-infra"}, + * "models": ["gpt-4", "gpt-3.5-turbo"] + * }' + * ``` + * + * Note: This is an Enterprise feature. It requires a premium license to use. + */ + post: operations["regenerate_key_fn_key_regenerate_post"]; + delete?: never; + options?: never; + head?: never; + patch?: never; + trace?: never; + }; + "/key/service-account/generate": { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + get?: never; + put?: never; + /** + * Generate Service Account Key Fn + * @description Generate a Service Account API key based on the provided data. This key does not belong to any user. It belongs to the team. + * + * Why use a service account key? + * - Prevent key from being deleted when user is deleted. + * - Apply team limits, not team member limits to key. + * + * Docs: https://docs.litellm.ai/docs/proxy/virtual_keys + * + * Parameters: + * - duration: Optional[str] - Specify the length of time the token is valid for. You can set duration as seconds ("30s"), minutes ("30m"), hours ("30h"), days ("30d"). + * - key_alias: Optional[str] - User defined key alias + * - key: Optional[str] - User defined key value. If not set, a 16-digit unique sk-key is created for you. + * - team_id: Optional[str] - The team id of the key + * - user_id: Optional[str] - [NON-FUNCTIONAL] THIS WILL BE IGNORED. The user id of the key + * - budget_id: Optional[str] - The budget id associated with the key. Created by calling `/budget/new`. + * - models: Optional[list] - Model_name's a user is allowed to call. (if empty, key is allowed to call all models) + * - aliases: Optional[dict] - Any alias mappings, on top of anything in the config.yaml model list. - https://docs.litellm.ai/docs/proxy/virtual_keys#managing-auth---upgradedowngrade-models + * - config: Optional[dict] - any key-specific configs, overrides config in config.yaml + * - spend: Optional[int] - Amount spent by key. Default is 0. Will be updated by proxy whenever key is used. https://docs.litellm.ai/docs/proxy/virtual_keys#managing-auth---tracking-spend + * - send_invite_email: Optional[bool] - Whether to send an invite email to the user_id, with the generate key + * - max_budget: Optional[float] - Specify max budget for a given key. + * - budget_duration: Optional[str] - Budget is reset at the end of specified duration. If not set, budget is never reset. You can set duration as seconds ("30s"), minutes ("30m"), hours ("30h"), days ("30d"). + * - max_parallel_requests: Optional[int] - Rate limit a user based on the number of parallel requests. Raises 429 error, if user's parallel requests > x. + * - metadata: Optional[dict] - Metadata for key, store information for key. Example metadata = {"team": "core-infra", "app": "app2", "email": "ishaan@berri.ai" } + * - guardrails: Optional[List[str]] - List of active guardrails for the key + * - permissions: Optional[dict] - key-specific permissions. Currently just used for turning off pii masking (if connected). Example - {"pii": false} + * - model_max_budget: Optional[Dict[str, BudgetConfig]] - Model-specific budgets {"gpt-4": {"budget_limit": 0.0005, "time_period": "30d"}}}. IF null or {} then no model specific budget. + * - model_rpm_limit: Optional[dict] - key-specific model rpm limit. Example - {"text-davinci-002": 1000, "gpt-3.5-turbo": 1000}. IF null or {} then no model specific rpm limit. + * - model_tpm_limit: Optional[dict] - key-specific model tpm limit. Example - {"text-davinci-002": 1000, "gpt-3.5-turbo": 1000}. IF null or {} then no model specific tpm limit. + * - mcp_rpm_limit: Optional[dict] - key-specific per-MCP-server rpm limit, keyed by MCP server name (alias if set, else the configured name). Example - {"github": 100, "slack": 200}. IF null or {} then no MCP-specific rpm limit. + * - tpm_limit_type: Optional[str] - TPM rate limit type - "best_effort_throughput", "guaranteed_throughput", or "dynamic" + * - rpm_limit_type: Optional[str] - RPM rate limit type - "best_effort_throughput", "guaranteed_throughput", or "dynamic" + * - allowed_cache_controls: Optional[list] - List of allowed cache control values. Example - ["no-cache", "no-store"]. See all values - https://docs.litellm.ai/docs/proxy/caching#turn-on--off-caching-per-request + * - blocked: Optional[bool] - Whether the key is blocked. + * - rpm_limit: Optional[int] - Specify rpm limit for a given key (Requests per minute) + * - tpm_limit: Optional[int] - Specify tpm limit for a given key (Tokens per minute) + * - soft_budget: Optional[float] - Specify soft budget for a given key. Will trigger a slack alert when this soft budget is reached. + * - tags: Optional[List[str]] - Tags for [tracking spend](https://litellm.vercel.app/docs/proxy/enterprise#tracking-spend-for-custom-tags) and/or doing [tag-based routing](https://litellm.vercel.app/docs/proxy/tag_routing). + * - enforced_params: Optional[List[str]] - List of enforced params for the key (Enterprise only). [Docs](https://docs.litellm.ai/docs/proxy/enterprise#enforce-required-params-for-llm-requests) + * - allowed_routes: Optional[list] - List of allowed routes for the key. Store the actual route or store a wildcard pattern for a set of routes. Example - ["/chat/completions", "/embeddings", "/keys/*"] + * - object_permission: Optional[LiteLLM_ObjectPermissionBase] - key-specific object permission. Example - {"vector_stores": ["vector_store_1", "vector_store_2"], "agents": ["agent_1", "agent_2"], "agent_access_groups": ["dev_group"]}. IF null or {} then no object permission. + * Examples: + * - allowed_vector_store_indexes: Optional[List[dict]] - List of allowed vector store indexes for the key. Example - [{"index_name": "my-index", "index_permissions": ["write", "read"]}]. If specified, the key will only be able to use these specific vector store indexes. Create index, using `/v1/indexes` endpoint. + * + * + * 1. Allow users to turn on/off pii masking + * + * ```bash + * curl --location 'http://0.0.0.0:4000/key/generate' --header 'Authorization: Bearer sk-1234' --header 'Content-Type: application/json' --data '{ + * "permissions": {"allow_pii_controls": true} + * }' + * ``` + * + * Returns: + * - key: (str) The generated api key + * - expires: (datetime) Datetime object for when key expires. + * - user_id: (str) Unique user id - used for tracking spend across multiple keys for same user id. + */ + post: operations["generate_service_account_key_fn_key_service_account_generate_post"]; + delete?: never; + options?: never; + head?: never; + patch?: never; + trace?: never; + }; + "/key/unblock": { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + get?: never; + put?: never; + /** + * Unblock Key + * @description Unblock a Virtual key to allow it to make requests again. + * + * Parameters: + * - key: str - The key to unblock. Can be either the unhashed key (sk-...) or the hashed key value + * + * Example: + * ```bash + * curl --location 'http://0.0.0.0:4000/key/unblock' --header 'Authorization: Bearer sk-1234' --header 'Content-Type: application/json' --data '{ + * "key": "sk-Fn8Ej39NxjAXrvpUGKghGw" + * }' + * ``` + * + * Note: This is an admin-only endpoint. Only proxy admins, team admins, or org admins can unblock keys. + */ + post: operations["unblock_key_key_unblock_post"]; + delete?: never; + options?: never; + head?: never; + patch?: never; + trace?: never; + }; + "/key/update": { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + get?: never; + put?: never; + /** + * Update Key Fn + * @description Update an existing API key's parameters. + * + * Parameters: + * - key: str - The key to update + * - key_alias: Optional[str] - User-friendly key alias + * - user_id: Optional[str] - User ID associated with key + * - team_id: Optional[str] - Team ID associated with key + * - agent_id: Optional[str] - The agent id associated with the key. + * - organization_id: Optional[str] - The organization id of the key. + * - budget_id: Optional[str] - The budget id associated with the key. Created by calling `/budget/new`. + * - models: Optional[list] - Model_name's a user is allowed to call + * - tags: Optional[List[str]] - Tags for organizing keys (Enterprise only) + * - prompts: Optional[List[str]] - List of prompts that the key is allowed to use. + * - enforced_params: Optional[List[str]] - List of enforced params for the key (Enterprise only). [Docs](https://docs.litellm.ai/docs/proxy/enterprise#enforce-required-params-for-llm-requests) + * - spend: Optional[float] - Amount spent by key + * - max_budget: Optional[float] - Max budget for key + * - model_max_budget: Optional[Dict[str, BudgetConfig]] - Model-specific budgets {"gpt-4": {"budget_limit": 0.0005, "time_period": "30d"}} + * - budget_duration: Optional[str] - Budget reset period ("30d", "1h", etc.) + * - soft_budget: Optional[float] - [TODO] Soft budget limit (warning vs. hard stop). Will trigger a slack alert when this soft budget is reached. + * - max_parallel_requests: Optional[int] - Rate limit for parallel requests + * - metadata: Optional[dict] - Metadata for key. Example {"team": "core-infra", "app": "app2"} + * - tpm_limit: Optional[int] - Tokens per minute limit + * - rpm_limit: Optional[int] - Requests per minute limit + * - model_rpm_limit: Optional[dict] - Model-specific RPM limits {"gpt-4": 100, "claude-v1": 200} + * - mcp_rpm_limit: Optional[dict] - Per-MCP-server RPM limits, keyed by MCP server name {"github": 100, "slack": 200} + * - model_tpm_limit: Optional[dict] - Model-specific TPM limits {"gpt-4": 100000, "claude-v1": 200000} + * - tpm_limit_type: Optional[str] - TPM rate limit type - "best_effort_throughput", "guaranteed_throughput", or "dynamic" + * - rpm_limit_type: Optional[str] - RPM rate limit type - "best_effort_throughput", "guaranteed_throughput", or "dynamic" + * - allowed_cache_controls: Optional[list] - List of allowed cache control values + * - duration: Optional[str] - Key validity duration ("30d", "1h", etc.), null to never expire, or "-1" to never expire (deprecated, use null) + * - permissions: Optional[dict] - Key-specific permissions + * - send_invite_email: Optional[bool] - Send invite email to user_id + * - guardrails: Optional[List[str]] - List of active guardrails for the key + * - policies: Optional[List[str]] - List of policy names to apply to the key. Policies define guardrails, conditions, and inheritance rules. + * - disable_global_guardrails: Optional[bool] - Whether to disable global guardrails for the key. + * - prompts: Optional[List[str]] - List of prompts that the key is allowed to use. + * - blocked: Optional[bool] - Whether the key is blocked + * - aliases: Optional[dict] - Model aliases for the key - [Docs](https://litellm.vercel.app/docs/proxy/virtual_keys#model-aliases) + * - config: Optional[dict] - [DEPRECATED PARAM] Key-specific config. + * - temp_budget_increase: Optional[float] - Temporary budget increase for the key (Enterprise only). + * - temp_budget_expiry: Optional[str] - Expiry time for the temporary budget increase (Enterprise only). + * - allowed_routes: Optional[list] - List of allowed routes for the key. Store the actual route or store a wildcard pattern for a set of routes. Example - ["/chat/completions", "/embeddings", "/keys/*"] + * - allowed_passthrough_routes: Optional[list] - List of allowed pass through routes for the key. Store the actual route or store a wildcard pattern for a set of routes. Example - ["/my-custom-endpoint"]. Use this instead of allowed_routes, if you just want to specify which pass through routes the key can access, without specifying the routes. If allowed_routes is specified, allowed_passthrough_routes is ignored. + * - prompts: Optional[List[str]] - List of allowed prompts for the key. If specified, the key will only be able to use these specific prompts. + * - object_permission: Optional[LiteLLM_ObjectPermissionBase] - key-specific object permission. Example - {"vector_stores": ["vector_store_1", "vector_store_2"], "agents": ["agent_1", "agent_2"], "agent_access_groups": ["dev_group"]}. IF null or {} then no object permission. + * - auto_rotate: Optional[bool] - Whether this key should be automatically rotated + * - rotation_interval: Optional[str] - How often to rotate this key (e.g., '30d', '90d'). Required if auto_rotate=True + * - allowed_vector_store_indexes: Optional[List[dict]] - List of allowed vector store indexes for the key. Example - [{"index_name": "my-index", "index_permissions": ["write", "read"]}]. If specified, the key will only be able to use these specific vector store indexes. Create index, using `/v1/indexes` endpoint. + * - router_settings: Optional[UpdateRouterConfig] - key-specific router settings. Example - {"model_group_retry_policy": {"max_retries": 5}}. IF null or {} then no router settings. + * - access_group_ids: Optional[List[str]] - List of access group IDs to associate with the key. Access groups define which models a key can access. Example - ["access_group_1", "access_group_2"]. + * - budget_limits: Optional[list] - List of concurrent budget windows for the key. Each window specifies a budget_limit, time_period, and optional budget_duration. Example - [{"budget_limit": 10.0, "time_period": "1d"}, {"budget_limit": 50.0, "time_period": "7d"}]. + * + * Example: + * ```bash + * curl --location 'http://0.0.0.0:4000/key/update' --header 'Authorization: Bearer sk-1234' --header 'Content-Type: application/json' --data '{ + * "key": "sk-1234", + * "key_alias": "my-key", + * "user_id": "user-1234", + * "team_id": "team-1234", + * "max_budget": 100, + * "metadata": {"any_key": "any-val"}, + * }' + * ``` + */ + post: operations["update_key_fn_key_update_post"]; + delete?: never; + options?: never; + head?: never; + patch?: never; + trace?: never; + }; + "/key/{key}/regenerate": { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + get?: never; + put?: never; + /** + * Regenerate Key Fn + * @description Regenerate an existing API key while optionally updating its parameters. + * + * Parameters: + * - key: str (path parameter) - The key to regenerate + * - data: Optional[RegenerateKeyRequest] - Request body containing optional parameters to update + * - key: Optional[str] - The key to regenerate. + * - new_master_key: Optional[str] - The new master key to use, if key is the master key. + * - new_key: Optional[str] - The new key to use, if key is not the master key. If both set, new_master_key will be used. + * - key_alias: Optional[str] - User-friendly key alias + * - user_id: Optional[str] - User ID associated with key + * - team_id: Optional[str] - Team ID associated with key + * - models: Optional[list] - Model_name's a user is allowed to call + * - tags: Optional[List[str]] - Tags for organizing keys (Enterprise only) + * - spend: Optional[float] - Amount spent by key + * - max_budget: Optional[float] - Max budget for key + * - model_max_budget: Optional[Dict[str, BudgetConfig]] - Model-specific budgets {"gpt-4": {"budget_limit": 0.0005, "time_period": "30d"}} + * - budget_duration: Optional[str] - Budget reset period ("30d", "1h", etc.) + * - soft_budget: Optional[float] - Soft budget limit (warning vs. hard stop). Will trigger a slack alert when this soft budget is reached. + * - max_parallel_requests: Optional[int] - Rate limit for parallel requests + * - metadata: Optional[dict] - Metadata for key. Example {"team": "core-infra", "app": "app2"} + * - tpm_limit: Optional[int] - Tokens per minute limit + * - rpm_limit: Optional[int] - Requests per minute limit + * - model_rpm_limit: Optional[dict] - Model-specific RPM limits {"gpt-4": 100, "claude-v1": 200} + * - model_tpm_limit: Optional[dict] - Model-specific TPM limits {"gpt-4": 100000, "claude-v1": 200000} + * - allowed_cache_controls: Optional[list] - List of allowed cache control values + * - duration: Optional[str] - Key validity duration ("30d", "1h", etc.) + * - permissions: Optional[dict] - Key-specific permissions + * - guardrails: Optional[List[str]] - List of active guardrails for the key + * - blocked: Optional[bool] - Whether the key is blocked + * - grace_period: Optional[str] - Duration to keep old key valid after rotation (e.g. "24h", "2d"). Omitted = immediate revoke. Env: LITELLM_KEY_ROTATION_GRACE_PERIOD + * + * + * Returns: + * - GenerateKeyResponse containing the new key and its updated parameters + * + * Example: + * ```bash + * curl --location --request POST 'http://localhost:4000/key/sk-1234/regenerate' --header 'Authorization: Bearer sk-1234' --header 'Content-Type: application/json' --data-raw '{ + * "max_budget": 100, + * "metadata": {"team": "core-infra"}, + * "models": ["gpt-4", "gpt-3.5-turbo"] + * }' + * ``` + * + * Note: This is an Enterprise feature. It requires a premium license to use. + */ + post: operations["regenerate_key_fn_key__key__regenerate_post"]; + delete?: never; + options?: never; + head?: never; + patch?: never; + trace?: never; + }; + "/key/{key}/reset_spend": { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + get?: never; + put?: never; + /** Reset Key Spend Fn */ + post: operations["reset_key_spend_fn_key__key__reset_spend_post"]; + delete?: never; + options?: never; + head?: never; + patch?: never; + trace?: never; + }; + "/langfuse/{endpoint}": { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + /** + * Langfuse Proxy Route + * @description Call Langfuse via LiteLLM proxy. Works with Langfuse SDK. + * + * [Docs](https://docs.litellm.ai/docs/pass_through/langfuse) + */ + get: operations["langfuse_proxy_route_langfuse__endpoint__get"]; + /** + * Langfuse Proxy Route + * @description Call Langfuse via LiteLLM proxy. Works with Langfuse SDK. + * + * [Docs](https://docs.litellm.ai/docs/pass_through/langfuse) + */ + put: operations["langfuse_proxy_route_langfuse__endpoint__put"]; + /** + * Langfuse Proxy Route + * @description Call Langfuse via LiteLLM proxy. Works with Langfuse SDK. + * + * [Docs](https://docs.litellm.ai/docs/pass_through/langfuse) + */ + post: operations["langfuse_proxy_route_langfuse__endpoint__post"]; + /** + * Langfuse Proxy Route + * @description Call Langfuse via LiteLLM proxy. Works with Langfuse SDK. + * + * [Docs](https://docs.litellm.ai/docs/pass_through/langfuse) + */ + delete: operations["langfuse_proxy_route_langfuse__endpoint__delete"]; + options?: never; + head?: never; + /** + * Langfuse Proxy Route + * @description Call Langfuse via LiteLLM proxy. Works with Langfuse SDK. + * + * [Docs](https://docs.litellm.ai/docs/pass_through/langfuse) + */ + patch: operations["langfuse_proxy_route_langfuse__endpoint__patch"]; + trace?: never; + }; + "/litellm/.well-known/litellm-ui-config": { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + /** Get Ui Config */ + get: operations["get_ui_config_litellm__well_known_litellm_ui_config_get"]; + put?: never; + post?: never; + delete?: never; + options?: never; + head?: never; + patch?: never; + trace?: never; + }; + "/mcp-rest/test/connection": { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + get?: never; + put?: never; + /** + * Test Connection + * @description Test if we can connect to the provided MCP server before adding it + */ + post: operations["test_connection_mcp_rest_test_connection_post"]; + delete?: never; + options?: never; + head?: never; + patch?: never; + trace?: never; + }; + "/mcp-rest/test/tools/list": { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + get?: never; + put?: never; + /** + * Test Tools List + * @description Preview tools available from MCP server before adding it + */ + post: operations["test_tools_list_mcp_rest_test_tools_list_post"]; + delete?: never; + options?: never; + head?: never; + patch?: never; + trace?: never; + }; + "/mcp-rest/tools/call": { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + get?: never; + put?: never; + /** + * Call Tool Rest Api + * @description REST API to call a specific MCP tool with the provided arguments + */ + post: operations["call_tool_rest_api_mcp_rest_tools_call_post"]; + delete?: never; + options?: never; + head?: never; + patch?: never; + trace?: never; + }; + "/mcp-rest/tools/list": { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + /** + * List Tool Rest Api + * @description List all available tools with information about the server they belong to. + * + * Example response: + * { + * "tools": [ + * { + * "name": "create_zap", + * "description": "Create a new zap", + * "inputSchema": "tool_input_schema", + * "mcp_info": { + * "server_name": "zapier", + * "logo_url": "https://www.zapier.com/logo.png", + * } + * } + * ], + * "error": null, + * "message": "Successfully retrieved tools" + * } + */ + get: operations["list_tool_rest_api_mcp_rest_tools_list_get"]; + put?: never; + post?: never; + delete?: never; + options?: never; + head?: never; + patch?: never; + trace?: never; + }; + "/milvus/{endpoint}": { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + /** + * Milvus Proxy Route + * @description Enable using Milvus `/vectors` endpoint as a pass-through endpoint. + */ + get: operations["milvus_proxy_route_milvus__endpoint__get"]; + /** + * Milvus Proxy Route + * @description Enable using Milvus `/vectors` endpoint as a pass-through endpoint. + */ + put: operations["milvus_proxy_route_milvus__endpoint__put"]; + /** + * Milvus Proxy Route + * @description Enable using Milvus `/vectors` endpoint as a pass-through endpoint. + */ + post: operations["milvus_proxy_route_milvus__endpoint__post"]; + /** + * Milvus Proxy Route + * @description Enable using Milvus `/vectors` endpoint as a pass-through endpoint. + */ + delete: operations["milvus_proxy_route_milvus__endpoint__delete"]; + options?: never; + head?: never; + /** + * Milvus Proxy Route + * @description Enable using Milvus `/vectors` endpoint as a pass-through endpoint. + */ + patch: operations["milvus_proxy_route_milvus__endpoint__patch"]; + trace?: never; + }; + "/mistral/{endpoint}": { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + /** + * Mistral Proxy Route + * @description [Docs](https://docs.litellm.ai/docs/pass_through/mistral) + */ + get: operations["mistral_proxy_route_mistral__endpoint__get"]; + /** + * Mistral Proxy Route + * @description [Docs](https://docs.litellm.ai/docs/pass_through/mistral) + */ + put: operations["mistral_proxy_route_mistral__endpoint__put"]; + /** + * Mistral Proxy Route + * @description [Docs](https://docs.litellm.ai/docs/pass_through/mistral) + */ + post: operations["mistral_proxy_route_mistral__endpoint__post"]; + /** + * Mistral Proxy Route + * @description [Docs](https://docs.litellm.ai/docs/pass_through/mistral) + */ + delete: operations["mistral_proxy_route_mistral__endpoint__delete"]; + options?: never; + head?: never; + /** + * Mistral Proxy Route + * @description [Docs](https://docs.litellm.ai/docs/pass_through/mistral) + */ + patch: operations["mistral_proxy_route_mistral__endpoint__patch"]; + trace?: never; + }; + "/model/delete": { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + get?: never; + put?: never; + /** + * Delete Model + * @description Allows deleting models in the model list in the config.yaml + */ + post: operations["delete_model_model_delete_post"]; + delete?: never; + options?: never; + head?: never; + patch?: never; + trace?: never; + }; + "/model/info": { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + /** + * Model Info V1 + * @description Provides more info about each model in /models, including config.yaml descriptions (except api key and api base) + * + * Parameters: + * litellm_model_id: Optional[str] = None (this is the value of `x-litellm-model-id` returned in response headers) + * + * - When litellm_model_id is passed, it will return the info for that specific model + * - When litellm_model_id is not passed, it will return the info for all models + * + * Returns: + * Returns a dictionary containing information about each model. + * + * Example Response: + * ```json + * { + * "data": [ + * { + * "model_name": "fake-openai-endpoint", + * "litellm_params": { + * "api_base": "https://exampleopenaiendpoint-production.up.railway.app/", + * "model": "openai/fake" + * }, + * "model_info": { + * "id": "112f74fab24a7a5245d2ced3536dd8f5f9192c57ee6e332af0f0512e08bed5af", + * "db_model": false + * } + * } + * ] + * } + * + * ``` + */ + get: operations["model_info_v1_model_info_get"]; + put?: never; + post?: never; + delete?: never; + options?: never; + head?: never; + patch?: never; + trace?: never; + }; + "/model/new": { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + get?: never; + put?: never; + /** + * Add New Model + * @description Allows adding new models to the model list in the config.yaml + */ + post: operations["add_new_model_model_new_post"]; + delete?: never; + options?: never; + head?: never; + patch?: never; + trace?: never; + }; + "/model/update": { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + get?: never; + put?: never; + /** + * Update Model + * @description Edit existing model params + */ + post: operations["update_model_model_update_post"]; + delete?: never; + options?: never; + head?: never; + patch?: never; + trace?: never; + }; + "/model/{model_id}/update": { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + get?: never; + put?: never; + post?: never; + delete?: never; + options?: never; + head?: never; + /** + * Patch Model + * @description PATCH Endpoint for partial model updates. + * + * Only updates the fields specified in the request while preserving other existing values. + * Follows proper PATCH semantics by only modifying provided fields. + * + * Args: + * model_id: The ID of the model to update + * patch_data: The fields to update and their new values + * user_api_key_dict: User authentication information + * + * Returns: + * Updated model information + * + * Raises: + * ProxyException: For various error conditions including authentication and database errors + */ + patch: operations["patch_model_model__model_id__update_patch"]; + trace?: never; + }; + "/model_group/info": { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + /** + * Model Group Info + * @description Get information about all the deployments on litellm proxy, including config.yaml descriptions (except api key and api base) + * + * - /model_group/info returns all model groups. End users of proxy should use /model_group/info since those models will be used for /chat/completions, /embeddings, etc. + * - /model_group/info?model_group=rerank-english-v3.0 returns all model groups for a specific model group (`model_name` in config.yaml) + * + * + * + * Example Request (All Models): + * ```shell + * curl -X 'GET' 'http://localhost:4000/model_group/info' -H 'accept: application/json' -H 'x-api-key: sk-1234' + * ``` + * + * Example Request (Specific Model Group): + * ```shell + * curl -X 'GET' 'http://localhost:4000/model_group/info?model_group=rerank-english-v3.0' -H 'accept: application/json' -H 'Authorization: Bearer sk-1234' + * ``` + * + * Example Request (Specific Wildcard Model Group): (e.g. `model_name: openai/*` on config.yaml) + * ```shell + * curl -X 'GET' 'http://localhost:4000/model_group/info?model_group=openai/tts-1' + * -H 'accept: application/json' -H 'Authorization: Bearersk-1234' + * ``` + * + * Learn how to use and set wildcard models [here](https://docs.litellm.ai/docs/wildcard_routing) + * + * Example Response: + * ```json + * { + * "data": [ + * { + * "model_group": "rerank-english-v3.0", + * "providers": [ + * "cohere" + * ], + * "max_input_tokens": null, + * "max_output_tokens": null, + * "input_cost_per_token": 0.0, + * "output_cost_per_token": 0.0, + * "mode": null, + * "tpm": null, + * "rpm": null, + * "supports_parallel_function_calling": false, + * "supports_vision": false, + * "supports_function_calling": false, + * "supported_openai_params": [ + * "stream", + * "temperature", + * "max_tokens", + * "logit_bias", + * "top_p", + * "frequency_penalty", + * "presence_penalty", + * "stop", + * "n", + * "extra_headers" + * ] + * }, + * { + * "model_group": "gpt-3.5-turbo", + * "providers": [ + * "openai" + * ], + * "max_input_tokens": 16385.0, + * "max_output_tokens": 4096.0, + * "input_cost_per_token": 1.5e-06, + * "output_cost_per_token": 2e-06, + * "mode": "chat", + * "tpm": null, + * "rpm": null, + * "supports_parallel_function_calling": false, + * "supports_vision": false, + * "supports_function_calling": true, + * "supported_openai_params": [ + * "frequency_penalty", + * "logit_bias", + * "logprobs", + * "top_logprobs", + * "max_tokens", + * "max_completion_tokens", + * "n", + * "presence_penalty", + * "seed", + * "stop", + * "stream", + * "stream_options", + * "temperature", + * "top_p", + * "tools", + * "tool_choice", + * "function_call", + * "functions", + * "max_retries", + * "extra_headers", + * "parallel_tool_calls", + * "response_format" + * ] + * }, + * { + * "model_group": "llava-hf", + * "providers": [ + * "openai" + * ], + * "max_input_tokens": null, + * "max_output_tokens": null, + * "input_cost_per_token": 0.0, + * "output_cost_per_token": 0.0, + * "mode": null, + * "tpm": null, + * "rpm": null, + * "supports_parallel_function_calling": false, + * "supports_vision": true, + * "supports_function_calling": false, + * "supported_openai_params": [ + * "frequency_penalty", + * "logit_bias", + * "logprobs", + * "top_logprobs", + * "max_tokens", + * "max_completion_tokens", + * "n", + * "presence_penalty", + * "seed", + * "stop", + * "stream", + * "stream_options", + * "temperature", + * "top_p", + * "tools", + * "tool_choice", + * "function_call", + * "functions", + * "max_retries", + * "extra_headers", + * "parallel_tool_calls", + * "response_format" + * ] + * } + * ] + * } + * ``` + */ + get: operations["model_group_info_model_group_info_get"]; + put?: never; + post?: never; + delete?: never; + options?: never; + head?: never; + patch?: never; + trace?: never; + }; + "/model_group/make_public": { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + get?: never; + put?: never; + /** + * Update Public Model Groups + * @description Update which model groups are public + */ + post: operations["update_public_model_groups_model_group_make_public_post"]; + delete?: never; + options?: never; + head?: never; + patch?: never; + trace?: never; + }; + "/model_hub/update_useful_links": { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + get?: never; + put?: never; + /** + * Update Useful Links + * @description Update useful links + */ + post: operations["update_useful_links_model_hub_update_useful_links_post"]; + delete?: never; + options?: never; + head?: never; + patch?: never; + trace?: never; + }; + "/models": { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + /** + * Model List + * @description Use `/model/info` - to get detailed model information, example - pricing, mode, etc. + * + * This is just for compatibility with openai projects like aider. + * + * Query Parameters: + * - include_metadata: Include additional metadata in the response with fallback information + * - fallback_type: Type of fallbacks to include ("general", "context_window", "content_policy") + * Defaults to "general" when include_metadata=true + * - scope: Optional scope parameter. Currently only accepts "expand". + * When scope=expand is passed, proxy admins, team admins, and org admins + * will receive all proxy models as if they are a proxy admin. + */ + get: operations["model_list_models_get"]; + put?: never; + post?: never; + delete?: never; + options?: never; + head?: never; + patch?: never; + trace?: never; + }; + "/models/{model_id}": { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + /** + * Model Info + * @description Retrieve information about a specific model accessible to your API key. + * + * Returns model details only if the model is available to your API key/team. + * Returns 404 if the model doesn't exist or is not accessible. + * + * Follows OpenAI API specification for individual model retrieval. + * https://platform.openai.com/docs/api-reference/models/retrieve + */ + get: operations["model_info_models__model_id__get"]; + put?: never; + post?: never; + delete?: never; + options?: never; + head?: never; + patch?: never; + trace?: never; + }; + "/models/{model_name}:countTokens": { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + get?: never; + put?: never; + /** + * Google Count Tokens + * @description ```json + * return { + * "totalTokens": 31, + * "totalBillableCharacters": 96, + * "promptTokensDetails": [ + * { + * "modality": "TEXT", + * "tokenCount": 31 + * } + * ] + * } + * ``` + */ + post: operations["google_count_tokens_models__model_name__countTokens_post"]; + delete?: never; + options?: never; + head?: never; + patch?: never; + trace?: never; + }; + "/models/{model_name}:generateContent": { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + get?: never; + put?: never; + /** Google Generate Content */ + post: operations["google_generate_content_models__model_name__generateContent_post"]; + delete?: never; + options?: never; + head?: never; + patch?: never; + trace?: never; + }; + "/models/{model_name}:streamGenerateContent": { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + get?: never; + put?: never; + /** Google Stream Generate Content */ + post: operations["google_stream_generate_content_models__model_name__streamGenerateContent_post"]; + delete?: never; + options?: never; + head?: never; + patch?: never; + trace?: never; + }; + "/moderations": { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + get?: never; + put?: never; + /** + * Moderations + * @description The moderations endpoint is a tool you can use to check whether content complies with an LLM Providers policies. + * Quick Start + * ``` + * curl --location 'http://0.0.0.0:4000/moderations' --header 'Content-Type: application/json' --header 'Authorization: Bearer sk-1234' --data '{"input": "Sample text goes here", "model": "text-moderation-stable"}' + * ``` + */ + post: operations["moderations_moderations_post"]; + delete?: never; + options?: never; + head?: never; + patch?: never; + trace?: never; + }; + "/ocr": { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + get?: never; + put?: never; + /** + * Ocr + * @description OCR endpoint for extracting text from documents and images. + * + * Supports two input modes: + * + * **1. JSON body** (Mistral OCR API compatible): + * ```bash + * curl -X POST "http://localhost:4000/v1/ocr" -H "Authorization: Bearer sk-1234" -H "Content-Type: application/json" -d '{ + * "model": "mistral-ocr", + * "document": { + * "type": "document_url", + * "document_url": "https://arxiv.org/pdf/2201.04234" + * } + * }' + * ``` + * + * **2. Multipart form file upload**: + * ```bash + * curl -X POST "http://localhost:4000/v1/ocr" -H "Authorization: Bearer sk-1234" -F "model=mistral-ocr" -F "file=@document.pdf" + * ``` + */ + post: operations["ocr_ocr_post"]; + delete?: never; + options?: never; + head?: never; + patch?: never; + trace?: never; + }; + "/openai/deployments/{model}/chat/completions": { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + get?: never; + put?: never; + /** + * Chat Completion + * @description Follows the exact same API spec as `OpenAI's Chat API https://platform.openai.com/docs/api-reference/chat` + * + * ```bash + * curl -X POST http://localhost:4000/v1/chat/completions + * -H "Content-Type: application/json" + * -H "Authorization: Bearer sk-1234" + * -d '{ + * "model": "gpt-4o", + * "messages": [ + * { + * "role": "user", + * "content": "Hello!" + * } + * ] + * }' + * ``` + */ + post: operations["chat_completion_openai_deployments__model__chat_completions_post"]; + delete?: never; + options?: never; + head?: never; + patch?: never; + trace?: never; + }; + "/openai/deployments/{model}/completions": { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + get?: never; + put?: never; + /** + * Completion + * @description Follows the exact same API spec as `OpenAI's Completions API https://platform.openai.com/docs/api-reference/completions` + * + * ```bash + * curl -X POST http://localhost:4000/v1/completions + * -H "Content-Type: application/json" + * -H "Authorization: Bearer sk-1234" + * -d '{ + * "model": "gpt-3.5-turbo-instruct", + * "prompt": "Once upon a time", + * "max_tokens": 50, + * "temperature": 0.7 + * }' + * ``` + */ + post: operations["completion_openai_deployments__model__completions_post"]; + delete?: never; + options?: never; + head?: never; + patch?: never; + trace?: never; + }; + "/openai/deployments/{model}/embeddings": { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + get?: never; + put?: never; + /** + * Embeddings + * @description Follows the exact same API spec as `OpenAI's Embeddings API https://platform.openai.com/docs/api-reference/embeddings` + * + * ```bash + * curl -X POST http://localhost:4000/v1/embeddings + * -H "Content-Type: application/json" + * -H "Authorization: Bearer sk-1234" + * -d '{ + * "model": "text-embedding-ada-002", + * "input": "The quick brown fox jumps over the lazy dog" + * }' + * ``` + */ + post: operations["embeddings_openai_deployments__model__embeddings_post"]; + delete?: never; + options?: never; + head?: never; + patch?: never; + trace?: never; + }; + "/openai/deployments/{model}/images/edits": { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + get?: never; + put?: never; + /** + * Image Edit Api + * @description Follows the OpenAI Images API spec: https://platform.openai.com/docs/api-reference/images/create + * + * ```bash + * curl -s -D >(grep -i x-request-id >&2) -o >(jq -r '.data[0].b64_json' | base64 --decode > gift-basket.png) -X POST "http://localhost:4000/v1/images/edits" -H "Authorization: Bearer sk-1234" -F "model=gpt-image-1" -F "image[]=@soap.png" -F 'prompt=Create a studio ghibli image of this' + * ``` + */ + post: operations["image_edit_api_openai_deployments__model__images_edits_post"]; + delete?: never; + options?: never; + head?: never; + patch?: never; + trace?: never; + }; + "/openai/deployments/{model}/images/generations": { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + get?: never; + put?: never; + /** Image Generation */ + post: operations["image_generation_openai_deployments__model__images_generations_post"]; + delete?: never; + options?: never; + head?: never; + patch?: never; + trace?: never; + }; + "/openai/v1/realtime": { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + /** + * WebSocket: realtime_websocket_endpoint + * @description WebSocket connection endpoint + */ + get: operations["websocket_realtime_websocket_endpoint_get_3"]; + put?: never; + post?: never; + delete?: never; + options?: never; + head?: never; + patch?: never; + trace?: never; + }; + "/openai/v1/realtime/calls": { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + get?: never; + put?: never; + /** Proxy Realtime Calls */ + post: operations["proxy_realtime_calls_openai_v1_realtime_calls_post"]; + delete?: never; + options?: never; + head?: never; + patch?: never; + trace?: never; + }; + "/openai/v1/realtime/client_secrets": { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + get?: never; + put?: never; + /** Create Realtime Client Secret */ + post: operations["create_realtime_client_secret_openai_v1_realtime_client_secrets_post"]; + delete?: never; + options?: never; + head?: never; + patch?: never; + trace?: never; + }; + "/openai/v1/responses": { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + get?: never; + put?: never; + /** + * Responses Api + * @description Follows the OpenAI Responses API spec: https://platform.openai.com/docs/api-reference/responses + * + * Supports background mode with polling_via_cache for partial response retrieval. + * When background=true and polling_via_cache is enabled, returns a polling_id immediately + * and streams the response in the background, updating Redis cache. + * + * ```bash + * # Normal request + * curl -X POST http://localhost:4000/v1/responses -H "Content-Type: application/json" -H "Authorization: Bearer sk-1234" -d '{ + * "model": "gpt-4o", + * "input": "Tell me about AI" + * }' + * + * # Background request with polling + * curl -X POST http://localhost:4000/v1/responses -H "Content-Type: application/json" -H "Authorization: Bearer sk-1234" -d '{ + * "model": "gpt-4o", + * "input": "Tell me about AI", + * "background": true + * }' + * ``` + */ + post: operations["responses_api_openai_v1_responses_post"]; + delete?: never; + options?: never; + head?: never; + patch?: never; + trace?: never; + }; + "/openai/v1/responses/compact": { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + get?: never; + put?: never; + /** + * Compact Response + * @description Compact a response by running a compaction pass over a conversation. + * + * Returns encrypted, opaque items that can be used to reduce context size. + * + * Follows the OpenAI Responses API spec: https://platform.openai.com/docs/api-reference/responses/compact + * + * ```bash + * curl -X POST http://localhost:4000/v1/responses/compact -H "Content-Type: application/json" -H "Authorization: Bearer sk-1234" -d '{ + * "model": "gpt-4o", + * "input": [{"role": "user", "content": "Hello"}] + * }' + * ``` + */ + post: operations["compact_response_openai_v1_responses_compact_post"]; + delete?: never; + options?: never; + head?: never; + patch?: never; + trace?: never; + }; + "/openai/v1/responses/{response_id}": { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + /** + * Get Response + * @description Get a response by ID. + * + * Supports both: + * - Polling IDs (litellm_poll_*): Returns cumulative cached content from background responses + * - Provider response IDs: Passes through to provider API + * + * Follows the OpenAI Responses API spec: https://platform.openai.com/docs/api-reference/responses/get + * + * ```bash + * # Get polling response + * curl -X GET http://localhost:4000/v1/responses/litellm_poll_abc123 -H "Authorization: Bearer sk-1234" + * + * # Get provider response + * curl -X GET http://localhost:4000/v1/responses/resp_abc123 -H "Authorization: Bearer sk-1234" + * ``` + */ + get: operations["get_response_openai_v1_responses__response_id__get"]; + put?: never; + post?: never; + /** + * Delete Response + * @description Delete a response by ID. + * + * Supports both: + * - Polling IDs (litellm_poll_*): Deletes from Redis cache + * - Provider response IDs: Passes through to provider API + * + * Follows the OpenAI Responses API spec: https://platform.openai.com/docs/api-reference/responses/delete + * + * ```bash + * curl -X DELETE http://localhost:4000/v1/responses/resp_abc123 -H "Authorization: Bearer sk-1234" + * ``` + */ + delete: operations["delete_response_openai_v1_responses__response_id__delete"]; + options?: never; + head?: never; + patch?: never; + trace?: never; + }; + "/openai/v1/responses/{response_id}/cancel": { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + get?: never; + put?: never; + /** + * Cancel Response + * @description Cancel a response by ID. + * + * Supports both: + * - Polling IDs (litellm_poll_*): Cancels background response and updates status in Redis + * - Provider response IDs: Passes through to provider API + * + * Follows the OpenAI Responses API spec: https://platform.openai.com/docs/api-reference/responses/cancel + * + * ```bash + * # Cancel polling response + * curl -X POST http://localhost:4000/v1/responses/litellm_poll_abc123/cancel -H "Authorization: Bearer sk-1234" + * + * # Cancel provider response + * curl -X POST http://localhost:4000/v1/responses/resp_abc123/cancel -H "Authorization: Bearer sk-1234" + * ``` + */ + post: operations["cancel_response_openai_v1_responses__response_id__cancel_post"]; + delete?: never; + options?: never; + head?: never; + patch?: never; + trace?: never; + }; + "/openai/v1/responses/{response_id}/input_items": { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + /** + * Get Response Input Items + * @description List input items for a response. + */ + get: operations["get_response_input_items_openai_v1_responses__response_id__input_items_get"]; + put?: never; + post?: never; + delete?: never; + options?: never; + head?: never; + patch?: never; + trace?: never; + }; + "/openai/{endpoint}": { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + /** + * Openai Proxy Route + * @description Pass-through endpoint for OpenAI API calls. + * + * Available on both routes: + * - /openai/{endpoint:path} - Standard OpenAI passthrough route + * - /openai_passthrough/{endpoint:path} - Dedicated passthrough route (recommended for Responses API) + * + * Use /openai_passthrough/* when you need guaranteed passthrough to OpenAI without conflicts + * with LiteLLM's native implementations (e.g., for the Responses API at /v1/responses). + * + * Examples: + * Standard route: + * - /openai/v1/chat/completions + * - /openai/v1/assistants + * - /openai/v1/threads + * + * Dedicated passthrough (for Responses API): + * - /openai_passthrough/v1/responses + * - /openai_passthrough/v1/responses/{response_id} + * - /openai_passthrough/v1/responses/{response_id}/input_items + * + * [Docs](https://docs.litellm.ai/docs/pass_through/openai_passthrough) + */ + get: operations["openai_proxy_route_openai__endpoint__get"]; + /** + * Openai Proxy Route + * @description Pass-through endpoint for OpenAI API calls. + * + * Available on both routes: + * - /openai/{endpoint:path} - Standard OpenAI passthrough route + * - /openai_passthrough/{endpoint:path} - Dedicated passthrough route (recommended for Responses API) + * + * Use /openai_passthrough/* when you need guaranteed passthrough to OpenAI without conflicts + * with LiteLLM's native implementations (e.g., for the Responses API at /v1/responses). + * + * Examples: + * Standard route: + * - /openai/v1/chat/completions + * - /openai/v1/assistants + * - /openai/v1/threads + * + * Dedicated passthrough (for Responses API): + * - /openai_passthrough/v1/responses + * - /openai_passthrough/v1/responses/{response_id} + * - /openai_passthrough/v1/responses/{response_id}/input_items + * + * [Docs](https://docs.litellm.ai/docs/pass_through/openai_passthrough) + */ + put: operations["openai_proxy_route_openai__endpoint__put"]; + /** + * Openai Proxy Route + * @description Pass-through endpoint for OpenAI API calls. + * + * Available on both routes: + * - /openai/{endpoint:path} - Standard OpenAI passthrough route + * - /openai_passthrough/{endpoint:path} - Dedicated passthrough route (recommended for Responses API) + * + * Use /openai_passthrough/* when you need guaranteed passthrough to OpenAI without conflicts + * with LiteLLM's native implementations (e.g., for the Responses API at /v1/responses). + * + * Examples: + * Standard route: + * - /openai/v1/chat/completions + * - /openai/v1/assistants + * - /openai/v1/threads + * + * Dedicated passthrough (for Responses API): + * - /openai_passthrough/v1/responses + * - /openai_passthrough/v1/responses/{response_id} + * - /openai_passthrough/v1/responses/{response_id}/input_items + * + * [Docs](https://docs.litellm.ai/docs/pass_through/openai_passthrough) + */ + post: operations["openai_proxy_route_openai__endpoint__post"]; + /** + * Openai Proxy Route + * @description Pass-through endpoint for OpenAI API calls. + * + * Available on both routes: + * - /openai/{endpoint:path} - Standard OpenAI passthrough route + * - /openai_passthrough/{endpoint:path} - Dedicated passthrough route (recommended for Responses API) + * + * Use /openai_passthrough/* when you need guaranteed passthrough to OpenAI without conflicts + * with LiteLLM's native implementations (e.g., for the Responses API at /v1/responses). + * + * Examples: + * Standard route: + * - /openai/v1/chat/completions + * - /openai/v1/assistants + * - /openai/v1/threads + * + * Dedicated passthrough (for Responses API): + * - /openai_passthrough/v1/responses + * - /openai_passthrough/v1/responses/{response_id} + * - /openai_passthrough/v1/responses/{response_id}/input_items + * + * [Docs](https://docs.litellm.ai/docs/pass_through/openai_passthrough) + */ + delete: operations["openai_proxy_route_openai__endpoint__delete"]; + options?: never; + head?: never; + /** + * Openai Proxy Route + * @description Pass-through endpoint for OpenAI API calls. + * + * Available on both routes: + * - /openai/{endpoint:path} - Standard OpenAI passthrough route + * - /openai_passthrough/{endpoint:path} - Dedicated passthrough route (recommended for Responses API) + * + * Use /openai_passthrough/* when you need guaranteed passthrough to OpenAI without conflicts + * with LiteLLM's native implementations (e.g., for the Responses API at /v1/responses). + * + * Examples: + * Standard route: + * - /openai/v1/chat/completions + * - /openai/v1/assistants + * - /openai/v1/threads + * + * Dedicated passthrough (for Responses API): + * - /openai_passthrough/v1/responses + * - /openai_passthrough/v1/responses/{response_id} + * - /openai_passthrough/v1/responses/{response_id}/input_items + * + * [Docs](https://docs.litellm.ai/docs/pass_through/openai_passthrough) + */ + patch: operations["openai_proxy_route_openai__endpoint__patch"]; + trace?: never; + }; + "/openai_passthrough/{endpoint}": { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + /** + * Openai Proxy Route + * @description Pass-through endpoint for OpenAI API calls. + * + * Available on both routes: + * - /openai/{endpoint:path} - Standard OpenAI passthrough route + * - /openai_passthrough/{endpoint:path} - Dedicated passthrough route (recommended for Responses API) + * + * Use /openai_passthrough/* when you need guaranteed passthrough to OpenAI without conflicts + * with LiteLLM's native implementations (e.g., for the Responses API at /v1/responses). + * + * Examples: + * Standard route: + * - /openai/v1/chat/completions + * - /openai/v1/assistants + * - /openai/v1/threads + * + * Dedicated passthrough (for Responses API): + * - /openai_passthrough/v1/responses + * - /openai_passthrough/v1/responses/{response_id} + * - /openai_passthrough/v1/responses/{response_id}/input_items + * + * [Docs](https://docs.litellm.ai/docs/pass_through/openai_passthrough) + */ + get: operations["openai_proxy_route_openai_passthrough__endpoint__get"]; + /** + * Openai Proxy Route + * @description Pass-through endpoint for OpenAI API calls. + * + * Available on both routes: + * - /openai/{endpoint:path} - Standard OpenAI passthrough route + * - /openai_passthrough/{endpoint:path} - Dedicated passthrough route (recommended for Responses API) + * + * Use /openai_passthrough/* when you need guaranteed passthrough to OpenAI without conflicts + * with LiteLLM's native implementations (e.g., for the Responses API at /v1/responses). + * + * Examples: + * Standard route: + * - /openai/v1/chat/completions + * - /openai/v1/assistants + * - /openai/v1/threads + * + * Dedicated passthrough (for Responses API): + * - /openai_passthrough/v1/responses + * - /openai_passthrough/v1/responses/{response_id} + * - /openai_passthrough/v1/responses/{response_id}/input_items + * + * [Docs](https://docs.litellm.ai/docs/pass_through/openai_passthrough) + */ + put: operations["openai_proxy_route_openai_passthrough__endpoint__put"]; + /** + * Openai Proxy Route + * @description Pass-through endpoint for OpenAI API calls. + * + * Available on both routes: + * - /openai/{endpoint:path} - Standard OpenAI passthrough route + * - /openai_passthrough/{endpoint:path} - Dedicated passthrough route (recommended for Responses API) + * + * Use /openai_passthrough/* when you need guaranteed passthrough to OpenAI without conflicts + * with LiteLLM's native implementations (e.g., for the Responses API at /v1/responses). + * + * Examples: + * Standard route: + * - /openai/v1/chat/completions + * - /openai/v1/assistants + * - /openai/v1/threads + * + * Dedicated passthrough (for Responses API): + * - /openai_passthrough/v1/responses + * - /openai_passthrough/v1/responses/{response_id} + * - /openai_passthrough/v1/responses/{response_id}/input_items + * + * [Docs](https://docs.litellm.ai/docs/pass_through/openai_passthrough) + */ + post: operations["openai_proxy_route_openai_passthrough__endpoint__post"]; + /** + * Openai Proxy Route + * @description Pass-through endpoint for OpenAI API calls. + * + * Available on both routes: + * - /openai/{endpoint:path} - Standard OpenAI passthrough route + * - /openai_passthrough/{endpoint:path} - Dedicated passthrough route (recommended for Responses API) + * + * Use /openai_passthrough/* when you need guaranteed passthrough to OpenAI without conflicts + * with LiteLLM's native implementations (e.g., for the Responses API at /v1/responses). + * + * Examples: + * Standard route: + * - /openai/v1/chat/completions + * - /openai/v1/assistants + * - /openai/v1/threads + * + * Dedicated passthrough (for Responses API): + * - /openai_passthrough/v1/responses + * - /openai_passthrough/v1/responses/{response_id} + * - /openai_passthrough/v1/responses/{response_id}/input_items + * + * [Docs](https://docs.litellm.ai/docs/pass_through/openai_passthrough) + */ + delete: operations["openai_proxy_route_openai_passthrough__endpoint__delete"]; + options?: never; + head?: never; + /** + * Openai Proxy Route + * @description Pass-through endpoint for OpenAI API calls. + * + * Available on both routes: + * - /openai/{endpoint:path} - Standard OpenAI passthrough route + * - /openai_passthrough/{endpoint:path} - Dedicated passthrough route (recommended for Responses API) + * + * Use /openai_passthrough/* when you need guaranteed passthrough to OpenAI without conflicts + * with LiteLLM's native implementations (e.g., for the Responses API at /v1/responses). + * + * Examples: + * Standard route: + * - /openai/v1/chat/completions + * - /openai/v1/assistants + * - /openai/v1/threads + * + * Dedicated passthrough (for Responses API): + * - /openai_passthrough/v1/responses + * - /openai_passthrough/v1/responses/{response_id} + * - /openai_passthrough/v1/responses/{response_id}/input_items + * + * [Docs](https://docs.litellm.ai/docs/pass_through/openai_passthrough) + */ + patch: operations["openai_proxy_route_openai_passthrough__endpoint__patch"]; + trace?: never; + }; + "/organization/daily/activity": { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + /** + * Get Organization Daily Activity + * @description Get daily activity for specific organizations or all accessible organizations. + */ + get: operations["get_organization_daily_activity_organization_daily_activity_get"]; + put?: never; + post?: never; + delete?: never; + options?: never; + head?: never; + patch?: never; + trace?: never; + }; + "/organization/delete": { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + get?: never; + put?: never; + post?: never; + /** + * Delete Organization + * @description Delete an organization + * + * # Parameters: + * + * - organization_ids: List[str] - The organization ids to delete. + */ + delete: operations["delete_organization_organization_delete_delete"]; + options?: never; + head?: never; + patch?: never; + trace?: never; + }; + "/organization/info": { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + /** + * Info Organization + * @description Get the org specific information + */ + get: operations["info_organization_organization_info_get"]; + put?: never; + /** + * Deprecated Info Organization + * @description DEPRECATED: Use GET /organization/info instead + */ + post: operations["deprecated_info_organization_organization_info_post"]; + delete?: never; + options?: never; + head?: never; + patch?: never; + trace?: never; + }; + "/organization/list": { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + /** + * List Organization + * @description Get a list of organizations with optional filtering. + * + * Parameters: + * org_id: Optional[str] + * Filter organizations by exact organization_id match + * org_alias: Optional[str] + * Filter organizations by partial organization_alias match (case-insensitive) + * + * Example: + * ``` + * curl --location --request GET 'http://0.0.0.0:4000/organization/list?org_alias=my-org' --header 'Authorization: Bearer sk-1234' + * ``` + * + * Example with org_id: + * ``` + * curl --location --request GET 'http://0.0.0.0:4000/organization/list?org_id=123e4567-e89b-12d3-a456-426614174000' --header 'Authorization: Bearer sk-1234' + * ``` + */ + get: operations["list_organization_organization_list_get"]; + put?: never; + post?: never; + delete?: never; + options?: never; + head?: never; + patch?: never; + trace?: never; + }; + "/organization/member_add": { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + get?: never; + put?: never; + /** + * Organization Member Add + * @description [BETA] + * + * Add new members (either via user_email or user_id) to an organization + * + * If user doesn't exist, new user row will also be added to User Table + * + * Only proxy_admin or org_admin of organization, allowed to access this endpoint. + * + * # Parameters: + * + * - organization_id: str (required) + * - member: Union[List[Member], Member] (required) + * - role: Literal[LitellmUserRoles] (required) + * - user_id: Optional[str] + * - user_email: Optional[str] + * + * Note: Either user_id or user_email must be provided for each member. + * + * Example: + * ``` + * curl -X POST 'http://0.0.0.0:4000/organization/member_add' -H 'Authorization: Bearer sk-1234' -H 'Content-Type: application/json' -d '{ + * "organization_id": "45e3e396-ee08-4a61-a88e-16b3ce7e0849", + * "member": { + * "role": "internal_user", + * "user_id": "krrish247652@berri.ai" + * }, + * "max_budget_in_organization": 100.0 + * }' + * ``` + * + * The following is executed in this function: + * + * 1. Check if organization exists + * 2. Creates a new Internal User if the user_id or user_email is not found in LiteLLM_UserTable + * 3. Add Internal User to the `LiteLLM_OrganizationMembership` table + */ + post: operations["organization_member_add_organization_member_add_post"]; + delete?: never; + options?: never; + head?: never; + patch?: never; + trace?: never; + }; + "/organization/member_delete": { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + get?: never; + put?: never; + post?: never; + /** + * Organization Member Delete + * @description Delete a member from an organization + */ + delete: operations["organization_member_delete_organization_member_delete_delete"]; + options?: never; + head?: never; + patch?: never; + trace?: never; + }; + "/organization/member_update": { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + get?: never; + put?: never; + post?: never; + delete?: never; + options?: never; + head?: never; + /** + * Organization Member Update + * @description Update a member's role in an organization + */ + patch: operations["organization_member_update_organization_member_update_patch"]; + trace?: never; + }; + "/organization/new": { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + get?: never; + put?: never; + /** + * New Organization + * @description Allow orgs to own teams + * + * Set org level budgets + model access. + * + * Only admins can create orgs. + * + * # Parameters + * + * - organization_alias: *str* - The name of the organization. + * - models: *List* - The models the organization has access to. + * - budget_id: *Optional[str]* - The id for a budget (tpm/rpm/max budget) for the organization. + * ### IF NO BUDGET ID - CREATE ONE WITH THESE PARAMS ### + * - max_budget: *Optional[float]* - Max budget for org + * - tpm_limit: *Optional[int]* - Max tpm limit for org + * - rpm_limit: *Optional[int]* - Max rpm limit for org + * - model_rpm_limit: *Optional[Dict[str, int]]* - The RPM (Requests Per Minute) limit per model for this organization. + * - model_tpm_limit: *Optional[Dict[str, int]]* - The TPM (Tokens Per Minute) limit per model for this organization. + * - max_parallel_requests: *Optional[int]* - [Not Implemented Yet] Max parallel requests for org + * - soft_budget: *Optional[float]* - [Not Implemented Yet] Get a slack alert when this soft budget is reached. Don't block requests. + * - model_max_budget: *Optional[dict]* - Max budget for a specific model + * - budget_duration: *Optional[str]* - Frequency of reseting org budget + * - metadata: *Optional[dict]* - Metadata for organization, store information for organization. Example metadata - {"extra_info": "some info"} + * - blocked: *bool* - Flag indicating if the org is blocked or not - will stop all calls from keys with this org_id. + * - tags: *Optional[List[str]]* - Tags for [tracking spend](https://litellm.vercel.app/docs/proxy/enterprise#tracking-spend-for-custom-tags) and/or doing [tag-based routing](https://litellm.vercel.app/docs/proxy/tag_routing). + * - organization_id: *Optional[str]* - The organization id of the team. Default is None. Create via `/organization/new`. + * - model_aliases: Optional[dict] - Model aliases for the team. [Docs](https://docs.litellm.ai/docs/proxy/team_based_routing#create-team-with-model-alias) + * - object_permission: Optional[LiteLLM_ObjectPermissionBase] - organization-specific object permission. Example - {"vector_stores": ["vector_store_1", "vector_store_2"]}. IF null or {} then no object permission. + * - allowed_models: Optional[List[str]] - List of models the organization is allowed to access. If not set, defaults to the models field. + * Case 1: Create new org **without** a budget_id + * + * ```bash + * curl --location 'http://0.0.0.0:4000/organization/new' + * --header 'Authorization: Bearer sk-1234' + * --header 'Content-Type: application/json' + * --data '{ + * "organization_alias": "my-secret-org", + * "models": ["model1", "model2"], + * "max_budget": 100 + * }' + * + * + * ``` + * + * Case 2: Create new org **with** a budget_id + * + * ```bash + * curl --location 'http://0.0.0.0:4000/organization/new' + * --header 'Authorization: Bearer sk-1234' + * --header 'Content-Type: application/json' + * --data '{ + * "organization_alias": "my-secret-org", + * "models": ["model1", "model2"], + * "budget_id": "428eeaa8-f3ac-4e85-a8fb-7dc8d7aa8689" + * }' + * ``` + */ + post: operations["new_organization_organization_new_post"]; + delete?: never; + options?: never; + head?: never; + patch?: never; + trace?: never; + }; + "/organization/update": { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + get?: never; + put?: never; + post?: never; + delete?: never; + options?: never; + head?: never; + /** + * Update Organization + * @description Update an organization + */ + patch: operations["update_organization_organization_update_patch"]; + trace?: never; + }; + "/policies": { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + get?: never; + put?: never; + /** + * Create Policy + * @description Create a new policy. + * + * Example Request: + * ```bash + * curl -X POST "http://localhost:4000/policies" \ + * -H "Authorization: Bearer " \ + * -H "Content-Type: application/json" \ + * -d '{ + * "policy_name": "global-baseline", + * "description": "Base guardrails for all requests", + * "guardrails_add": ["pii_masking", "prompt_injection"], + * "guardrails_remove": [] + * }' + * ``` + * + * Example Response: + * ```json + * { + * "policy_id": "123e4567-e89b-12d3-a456-426614174000", + * "policy_name": "global-baseline", + * "inherit": null, + * "description": "Base guardrails for all requests", + * "guardrails_add": ["pii_masking", "prompt_injection"], + * "guardrails_remove": [], + * "condition": null, + * "created_at": "2024-01-01T00:00:00Z", + * "updated_at": "2024-01-01T00:00:00Z" + * } + * ``` + */ + post: operations["create_policy_policies_post"]; + delete?: never; + options?: never; + head?: never; + patch?: never; + trace?: never; + }; + "/policies/attachments": { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + get?: never; + put?: never; + /** + * Create Policy Attachment + * @description Create a new policy attachment. + * + * Example Request: + * ```bash + * curl -X POST "http://localhost:4000/policies/attachments" \ + * -H "Authorization: Bearer " \ + * -H "Content-Type: application/json" \ + * -d '{ + * "policy_name": "global-baseline", + * "scope": "*" + * }' + * ``` + * + * Example with team-specific attachment: + * ```bash + * curl -X POST "http://localhost:4000/policies/attachments" \ + * -H "Authorization: Bearer " \ + * -H "Content-Type: application/json" \ + * -d '{ + * "policy_name": "healthcare-compliance", + * "teams": ["healthcare-team", "medical-research"] + * }' + * ``` + * + * Example Response: + * ```json + * { + * "attachment_id": "123e4567-e89b-12d3-a456-426614174000", + * "policy_name": "global-baseline", + * "scope": "*", + * "teams": [], + * "keys": [], + * "models": [], + * "created_at": "2024-01-01T00:00:00Z", + * "updated_at": "2024-01-01T00:00:00Z" + * } + * ``` + */ + post: operations["create_policy_attachment_policies_attachments_post"]; + delete?: never; + options?: never; + head?: never; + patch?: never; + trace?: never; + }; + "/policies/attachments/estimate-impact": { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + get?: never; + put?: never; + /** + * Estimate Attachment Impact + * @description Estimate how many keys and teams would be affected by a policy attachment. + * + * Use this before creating an attachment to preview the blast radius. + * + * Example Request: + * ```bash + * curl -X POST "http://localhost:4000/policies/attachments/estimate-impact" \ + * -H "Authorization: Bearer " \ + * -H "Content-Type: application/json" \ + * -d '{ + * "policy_name": "hipaa-compliance", + * "tags": ["healthcare", "health-*"] + * }' + * ``` + */ + post: operations["estimate_attachment_impact_policies_attachments_estimate_impact_post"]; + delete?: never; + options?: never; + head?: never; + patch?: never; + trace?: never; + }; + "/policies/attachments/list": { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + /** + * List Policy Attachments + * @description List all policy attachments from the database. + * + * Example Request: + * ```bash + * curl -X GET "http://localhost:4000/policies/attachments/list" \ + * -H "Authorization: Bearer " + * ``` + * + * Example Response: + * ```json + * { + * "attachments": [ + * { + * "attachment_id": "123e4567-e89b-12d3-a456-426614174000", + * "policy_name": "global-baseline", + * "scope": "*", + * "teams": [], + * "keys": [], + * "models": [], + * "created_at": "2024-01-01T00:00:00Z", + * "updated_at": "2024-01-01T00:00:00Z" + * } + * ], + * "total_count": 1 + * } + * ``` + */ + get: operations["list_policy_attachments_policies_attachments_list_get"]; + put?: never; + post?: never; + delete?: never; + options?: never; + head?: never; + patch?: never; + trace?: never; + }; + "/policies/attachments/{attachment_id}": { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + /** + * Get Policy Attachment + * @description Get a policy attachment by ID. + * + * Example Request: + * ```bash + * curl -X GET "http://localhost:4000/policies/attachments/123e4567-e89b-12d3-a456-426614174000" \ + * -H "Authorization: Bearer " + * ``` + */ + get: operations["get_policy_attachment_policies_attachments__attachment_id__get"]; + put?: never; + post?: never; + /** + * Delete Policy Attachment + * @description Delete a policy attachment. + * + * Example Request: + * ```bash + * curl -X DELETE "http://localhost:4000/policies/attachments/123e4567-e89b-12d3-a456-426614174000" \ + * -H "Authorization: Bearer " + * ``` + * + * Example Response: + * ```json + * { + * "message": "Attachment 123e4567-e89b-12d3-a456-426614174000 deleted successfully" + * } + * ``` + */ + delete: operations["delete_policy_attachment_policies_attachments__attachment_id__delete"]; + options?: never; + head?: never; + patch?: never; + trace?: never; + }; + "/policies/compare": { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + /** + * Compare Policy Versions + * @description Compare two policy versions. Query params: version_a, version_b (policy version IDs). + */ + get: operations["compare_policy_versions_policies_compare_get"]; + put?: never; + post?: never; + delete?: never; + options?: never; + head?: never; + patch?: never; + trace?: never; + }; + "/policies/list": { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + /** + * List Policies + * @description List all policies from the database. Optionally filter by version_status. + * + * Query params: + * - version_status: Optional. One of "draft", "published", "production". + * If omitted, all versions are returned. + * + * Example Request: + * ```bash + * curl -X GET "http://localhost:4000/policies/list" \ + * -H "Authorization: Bearer " + * curl -X GET "http://localhost:4000/policies/list?version_status=production" \ + * -H "Authorization: Bearer " + * ``` + * + * Example Response: + * ```json + * { + * "policies": [ + * { + * "policy_id": "123e4567-e89b-12d3-a456-426614174000", + * "policy_name": "global-baseline", + * "version_number": 1, + * "version_status": "production", + * "inherit": null, + * "description": "Base guardrails for all requests", + * "guardrails_add": ["pii_masking"], + * "guardrails_remove": [], + * "condition": null, + * "created_at": "2024-01-01T00:00:00Z", + * "updated_at": "2024-01-01T00:00:00Z" + * } + * ], + * "total_count": 1 + * } + * ``` + */ + get: operations["list_policies_policies_list_get"]; + put?: never; + post?: never; + delete?: never; + options?: never; + head?: never; + patch?: never; + trace?: never; + }; + "/policies/name/{policy_name}/all-versions": { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + get?: never; + put?: never; + post?: never; + /** + * Delete All Policy Versions + * @description Delete all versions of a policy. Also removes from in-memory registry. + */ + delete: operations["delete_all_policy_versions_policies_name__policy_name__all_versions_delete"]; + options?: never; + head?: never; + patch?: never; + trace?: never; + }; + "/policies/name/{policy_name}/versions": { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + /** + * List Policy Versions + * @description List all versions of a policy by name, ordered by version_number descending. + */ + get: operations["list_policy_versions_policies_name__policy_name__versions_get"]; + put?: never; + /** + * Create Policy Version + * @description Create a new draft version of a policy. Copies all fields from the source. + * Source is current production if source_policy_id is not provided. + */ + post: operations["create_policy_version_policies_name__policy_name__versions_post"]; + delete?: never; + options?: never; + head?: never; + patch?: never; + trace?: never; + }; + "/policies/resolve": { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + get?: never; + put?: never; + /** + * Resolve Policies For Context + * @description Resolve which policies and guardrails apply for a given context. + * + * Use this endpoint to debug "what guardrails would apply to a request + * with this team/key/model/tags combination?" + * + * Example Request: + * ```bash + * curl -X POST "http://localhost:4000/policies/resolve" \ + * -H "Authorization: Bearer " \ + * -H "Content-Type: application/json" \ + * -d '{ + * "tags": ["healthcare"], + * "model": "gpt-4" + * }' + * ``` + */ + post: operations["resolve_policies_for_context_policies_resolve_post"]; + delete?: never; + options?: never; + head?: never; + patch?: never; + trace?: never; + }; + "/policies/test-pipeline": { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + get?: never; + put?: never; + /** + * Test Pipeline + * @description Test a guardrail pipeline with sample messages. + * + * Executes the pipeline steps against the provided test messages and returns + * step-by-step results showing which guardrails passed/failed, actions taken, + * and timing information. + * + * Example Request: + * ```bash + * curl -X POST "http://localhost:4000/policies/test-pipeline" \ + * -H "Authorization: Bearer " \ + * -H "Content-Type: application/json" \ + * -d '{ + * "pipeline": { + * "mode": "pre_call", + * "steps": [ + * {"guardrail": "pii-guard", "on_pass": "next", "on_fail": "block"} + * ] + * }, + * "test_messages": [{"role": "user", "content": "My SSN is 123-45-6789"}] + * }' + * ``` + */ + post: operations["test_pipeline_policies_test_pipeline_post"]; + delete?: never; + options?: never; + head?: never; + patch?: never; + trace?: never; + }; + "/policies/usage/overview": { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + /** + * Policies Usage Overview + * @description Return policy performance overview for the dashboard. + */ + get: operations["policies_usage_overview_policies_usage_overview_get"]; + put?: never; + post?: never; + delete?: never; + options?: never; + head?: never; + patch?: never; + trace?: never; + }; + "/policies/{policy_id}": { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + /** + * Get Policy + * @description Get a policy by ID. + * + * Example Request: + * ```bash + * curl -X GET "http://localhost:4000/policies/123e4567-e89b-12d3-a456-426614174000" \ + * -H "Authorization: Bearer " + * ``` + */ + get: operations["get_policy_policies__policy_id__get"]; + /** + * Update Policy + * @description Update an existing policy. + * + * Example Request: + * ```bash + * curl -X PUT "http://localhost:4000/policies/123e4567-e89b-12d3-a456-426614174000" \ + * -H "Authorization: Bearer " \ + * -H "Content-Type: application/json" \ + * -d '{ + * "description": "Updated description", + * "guardrails_add": ["pii_masking", "toxicity_filter"] + * }' + * ``` + */ + put: operations["update_policy_policies__policy_id__put"]; + post?: never; + /** + * Delete Policy + * @description Delete a policy. + * + * Example Request: + * ```bash + * curl -X DELETE "http://localhost:4000/policies/123e4567-e89b-12d3-a456-426614174000" \ + * -H "Authorization: Bearer " + * ``` + * + * Example Response: + * ```json + * { + * "message": "Policy 123e4567-e89b-12d3-a456-426614174000 deleted successfully" + * } + * ``` + */ + delete: operations["delete_policy_policies__policy_id__delete"]; + options?: never; + head?: never; + patch?: never; + trace?: never; + }; + "/policies/{policy_id}/resolved-guardrails": { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + /** + * Get Resolved Guardrails + * @description Get the resolved guardrails for a policy (including inherited guardrails). + * + * This endpoint resolves the full inheritance chain and returns the final + * set of guardrails that would be applied for this policy. + * + * Example Request: + * ```bash + * curl -X GET "http://localhost:4000/policies/123e4567-e89b-12d3-a456-426614174000/resolved-guardrails" \ + * -H "Authorization: Bearer " + * ``` + * + * Example Response: + * ```json + * { + * "policy_id": "123e4567-e89b-12d3-a456-426614174000", + * "policy_name": "healthcare-compliance", + * "resolved_guardrails": ["pii_masking", "prompt_injection", "toxicity_filter"] + * } + * ``` + */ + get: operations["get_resolved_guardrails_policies__policy_id__resolved_guardrails_get"]; + put?: never; + post?: never; + delete?: never; + options?: never; + head?: never; + patch?: never; + trace?: never; + }; + "/policies/{policy_id}/status": { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + get?: never; + /** + * Update Policy Version Status + * @description Update a policy version's status. Valid transitions: + * - draft -> published + * - published -> production (demotes current production to published) + * - production -> published (demotes, policy becomes inactive) + */ + put: operations["update_policy_version_status_policies__policy_id__status_put"]; + post?: never; + delete?: never; + options?: never; + head?: never; + patch?: never; + trace?: never; + }; + "/policy/info/{policy_name}": { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + /** + * Get Policy Info + * @description Get detailed information about a specific policy. + * + * Returns: + * - Policy configuration + * - Resolved guardrails (after inheritance) + * - Inheritance chain + */ + get: operations["get_policy_info_policy_info__policy_name__get"]; + put?: never; + post?: never; + delete?: never; + options?: never; + head?: never; + patch?: never; + trace?: never; + }; + "/policy/list": { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + /** + * List Policies + * @description List all loaded policies with their resolved guardrails. + * + * Returns information about each policy including: + * - Inheritance configuration + * - Scope (teams, keys, models) + * - Guardrails to add/remove + * - Resolved guardrails (after inheritance) + * - Inheritance chain + */ + get: operations["list_policies_policy_list_get"]; + put?: never; + post?: never; + delete?: never; + options?: never; + head?: never; + patch?: never; + trace?: never; + }; + "/policy/templates": { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + /** + * Get Policy Templates + * @description Get policy templates for the UI (pre-configured guardrail combinations). + * + * Fetches from GitHub with automatic fallback to local backup on failure. + * Set LITELLM_LOCAL_POLICY_TEMPLATES=true to skip GitHub and use local backup only. + */ + get: operations["get_policy_templates_policy_templates_get"]; + put?: never; + post?: never; + delete?: never; + options?: never; + head?: never; + patch?: never; + trace?: never; + }; + "/policy/templates/enrich": { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + get?: never; + put?: never; + /** + * Enrich Policy Template + * @description Enrich a policy template with LLM-discovered data (e.g. competitor names). + * + * Calls an onboarded LLM to discover competitors for the given brand name, + * then returns enriched guardrailDefinitions with the discovered data populated. + */ + post: operations["enrich_policy_template_policy_templates_enrich_post"]; + delete?: never; + options?: never; + head?: never; + patch?: never; + trace?: never; + }; + "/policy/templates/enrich/stream": { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + get?: never; + put?: never; + /** + * Enrich Policy Template Stream + * @description Stream competitor names as SSE events as the LLM generates them. + * + * Events: + * - data: {"type": "competitor", "name": "..."} — each competitor as discovered + * - data: {"type": "done", "competitors": [...], "competitor_variations": {...}, "guardrailDefinitions": [...]} + */ + post: operations["enrich_policy_template_stream_policy_templates_enrich_stream_post"]; + delete?: never; + options?: never; + head?: never; + patch?: never; + trace?: never; + }; + "/policy/templates/suggest": { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + get?: never; + put?: never; + /** + * Suggest Policy Templates + * @description Use AI to suggest policy templates based on attack examples and descriptions. + * + * Calls an LLM with tool calling to match user requirements to available templates. + */ + post: operations["suggest_policy_templates_policy_templates_suggest_post"]; + delete?: never; + options?: never; + head?: never; + patch?: never; + trace?: never; + }; + "/policy/templates/test": { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + get?: never; + put?: never; + /** + * Test Policy Template + * @description Test a policy template's guardrails against a text input without creating them. + * + * Instantiates temporary guardrails from the template definitions, runs them + * against the provided text, and returns per-guardrail results so users can + * verify the template solves their problem before creating it. + */ + post: operations["test_policy_template_policy_templates_test_post"]; + delete?: never; + options?: never; + head?: never; + patch?: never; + trace?: never; + }; + "/policy/test": { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + get?: never; + put?: never; + /** + * Test Policy Matching + * @description Test which policies would match a given request context. + * + * This is useful for debugging and understanding policy behavior. + * + * Request body: + * ```json + * { + * "team_alias": "healthcare-team", + * "key_alias": "my-api-key", + * "model": "gpt-4" + * } + * ``` + * + * Returns: + * - matching_policies: List of policy names that match + * - resolved_guardrails: Final list of guardrails that would be applied + */ + post: operations["test_policy_matching_policy_test_post"]; + delete?: never; + options?: never; + head?: never; + patch?: never; + trace?: never; + }; + "/policy/validate": { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + get?: never; + put?: never; + /** + * Validate Policy + * @description Validate a policy configuration before applying it. + * + * Checks: + * - All referenced guardrails exist in the guardrail registry + * - All non-wildcard team aliases exist in the database + * - All non-wildcard key aliases exist in the database + * - Inheritance chains are valid (no cycles, parents exist) + * - Scope patterns are syntactically valid + * + * Returns: + * - valid: True if the policy configuration is valid (no blocking errors) + * - errors: List of blocking validation errors + * - warnings: List of non-blocking validation warnings + * + * Example request: + * ```json + * { + * "policies": { + * "global-baseline": { + * "guardrails": { + * "add": ["pii_blocker", "phi_blocker"] + * }, + * "scope": { + * "teams": ["*"], + * "keys": ["*"], + * "models": ["*"] + * } + * }, + * "healthcare-compliance": { + * "inherit": "global-baseline", + * "guardrails": { + * "add": ["hipaa_audit"] + * }, + * "scope": { + * "teams": ["healthcare-team"] + * } + * } + * } + * } + * ``` + */ + post: operations["validate_policy_policy_validate_post"]; + delete?: never; + options?: never; + head?: never; + patch?: never; + trace?: never; + }; + "/project/delete": { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + get?: never; + put?: never; + post?: never; + /** + * Delete Project + * @description Delete projects + * + * Parameters: + * - project_ids: *List[str]* - List of project ids to delete + * + * Example: + * ```bash + * curl --location --request DELETE 'http://0.0.0.0:4000/project/delete' \ + * --header 'Authorization: Bearer sk-1234' \ + * --header 'Content-Type: application/json' \ + * --data '{ + * "project_ids": ["project-123", "project-456"] + * }' + * ``` + */ + delete: operations["delete_project_project_delete_delete"]; + options?: never; + head?: never; + patch?: never; + trace?: never; + }; + "/project/info": { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + /** + * Project Info + * @description Get information about a specific project + * + * Parameters: + * - project_id: *str* - The project id to fetch info for + * + * Example: + * ```bash + * curl --location 'http://0.0.0.0:4000/project/info?project_id=project-123' \ + * --header 'Authorization: Bearer sk-1234' + * ``` + */ + get: operations["project_info_project_info_get"]; + put?: never; + post?: never; + delete?: never; + options?: never; + head?: never; + patch?: never; + trace?: never; + }; + "/project/list": { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + /** + * List Projects + * @description List all projects that the user has access to + * + * Example: + * ```bash + * curl --location 'http://0.0.0.0:4000/project/list' \ + * --header 'Authorization: Bearer sk-1234' + * ``` + */ + get: operations["list_projects_project_list_get"]; + put?: never; + post?: never; + delete?: never; + options?: never; + head?: never; + patch?: never; + trace?: never; + }; + "/project/new": { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + get?: never; + put?: never; + /** + * New Project + * @description Create a new project. Projects sit between teams and keys in the hierarchy. + * + * Only admins or team admins can create projects. + * + * # Parameters + * + * - project_alias: *Optional[str]* - The name of the project. + * - description: *Optional[str]* - Description of the project's purpose and use case. + * - team_id: *str* - The team id that this project belongs to. Required. + * - models: *List* - The models the project has access to. + * - budget_id: *Optional[str]* - The id for a budget (tpm/rpm/max budget) for the project. + * ### IF NO BUDGET ID - CREATE ONE WITH THESE PARAMS ### + * - max_budget: *Optional[float]* - Max budget for project + * - tpm_limit: *Optional[int]* - Max tpm limit for project + * - rpm_limit: *Optional[int]* - Max rpm limit for project + * - max_parallel_requests: *Optional[int]* - Max parallel requests for project + * - soft_budget: *Optional[float]* - Get a slack alert when this soft budget is reached. Don't block requests. + * - model_max_budget: *Optional[dict]* - Max budget for a specific model. Example: {"gpt-4": 100.0, "gpt-3.5-turbo": 50.0} + * - model_rpm_limit: *Optional[dict]* - RPM limits per model. Example: {"gpt-4": 1000, "gpt-3.5-turbo": 5000} + * - model_tpm_limit: *Optional[dict]* - TPM limits per model. Example: {"gpt-4": 50000, "gpt-3.5-turbo": 100000} + * - budget_duration: *Optional[str]* - Frequency of reseting project budget + * - metadata: *Optional[dict]* - Metadata for project, store information for project. Example metadata - {"use_case_id": "SNOW-12345", "responsible_ai_id": "RAI-67890"} + * - tags: *Optional[list]* - Tags for the project. Example: ["production", "api"] + * - blocked: *bool* - Flag indicating if the project is blocked or not - will stop all calls from keys with this project_id. + * - object_permission: Optional[LiteLLM_ObjectPermissionBase] - project-specific object permission. Example - {"vector_stores": ["vector_store_1", "vector_store_2"]}. IF null or {} then no object permission. + * + * Example 1: Create new project **without** a budget_id, with model-specific limits + * + * ```bash + * curl --location 'http://0.0.0.0:4000/project/new' \ + * --header 'Authorization: Bearer sk-1234' \ + * --header 'Content-Type: application/json' \ + * --data '{ + * "project_alias": "flight-search-assistant", + * "description": "AI-powered flight search and booking assistant", + * "team_id": "team-123", + * "models": ["gpt-4", "gpt-3.5-turbo"], + * "max_budget": 100, + * "model_rpm_limit": { + * "gpt-4": 1000, + * "gpt-3.5-turbo": 5000 + * }, + * "model_tpm_limit": { + * "gpt-4": 50000, + * "gpt-3.5-turbo": 100000 + * }, + * "metadata": { + * "use_case_id": "SNOW-12345", + * "responsible_ai_id": "RAI-67890" + * } + * }' + * ``` + * + * Example 2: Create new project **with** a budget_id + * + * ```bash + * curl --location 'http://0.0.0.0:4000/project/new' \ + * --header 'Authorization: Bearer sk-1234' \ + * --header 'Content-Type: application/json' \ + * --data '{ + * "project_alias": "hotel-recommendations", + * "description": "Personalized hotel recommendation engine", + * "team_id": "team-123", + * "models": ["claude-3-sonnet"], + * "budget_id": "428eeaa8-f3ac-4e85-a8fb-7dc8d7aa8689", + * "metadata": { + * "use_case_id": "SNOW-54321" + * } + * }' + * ``` + */ + post: operations["new_project_project_new_post"]; + delete?: never; + options?: never; + head?: never; + patch?: never; + trace?: never; + }; + "/project/update": { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + get?: never; + put?: never; + /** + * Update Project + * @description Update a project + * + * Parameters: + * - project_id: *str* - The project id to update. Required. + * - project_alias: *Optional[str]* - Updated name for the project + * - description: *Optional[str]* - Updated description for the project + * - team_id: *Optional[str]* - Updated team_id for the project + * - metadata: *Optional[dict]* - Updated metadata for project + * - models: *Optional[list]* - Updated list of models for the project + * - blocked: *Optional[bool]* - Updated blocked status + * - max_budget: *Optional[float]* - Updated max budget + * - tpm_limit: *Optional[int]* - Updated tpm limit + * - rpm_limit: *Optional[int]* - Updated rpm limit + * - model_rpm_limit: *Optional[dict]* - Updated RPM limits per model + * - model_tpm_limit: *Optional[dict]* - Updated TPM limits per model + * - budget_duration: *Optional[str]* - Updated budget duration + * - tags: *Optional[list]* - Updated list of tags for the project + * - object_permission: Optional[LiteLLM_ObjectPermissionBase] - Updated object permission + * + * Example: + * ```bash + * curl --location 'http://0.0.0.0:4000/project/update' \ + * --header 'Authorization: Bearer sk-1234' \ + * --header 'Content-Type: application/json' \ + * --data '{ + * "project_id": "project-123", + * "description": "Updated flight search system with enhanced capabilities", + * "max_budget": 200, + * "model_rpm_limit": { + * "gpt-4": 2000, + * "gpt-3.5-turbo": 10000 + * }, + * "metadata": { + * "use_case_id": "SNOW-12345", + * "status": "active" + * } + * }' + * ``` + */ + post: operations["update_project_project_update_post"]; + delete?: never; + options?: never; + head?: never; + patch?: never; + trace?: never; + }; + "/prompts": { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + get?: never; + put?: never; + /** + * Create Prompt + * @description Create a new prompt + * + * 👉 [Prompt docs](https://docs.litellm.ai/docs/proxy/prompt_management) + * + * Example Request: + * ```bash + * curl -X POST "http://localhost:4000/prompts" \ + * -H "Authorization: Bearer " \ + * -H "Content-Type: application/json" \ + * -d '{ + * "prompt_id": "my_prompt", + * "litellm_params": { + * "prompt_id": "json_prompt", + * "prompt_integration": "dotprompt", + * ### EITHER prompt_directory OR prompt_data MUST BE PROVIDED + * "prompt_directory": "/path/to/dotprompt/folder", + * "prompt_data": {"json_prompt": {"content": "This is a prompt", "metadata": {"model": "gpt-4"}}} + * }, + * "prompt_info": { + * "prompt_type": "config" + * } + * }' + * ``` + */ + post: operations["create_prompt_prompts_post"]; + delete?: never; + options?: never; + head?: never; + patch?: never; + trace?: never; + }; + "/prompts/list": { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + /** + * List Prompts + * @description List the prompts that are available on the proxy server + * + * 👉 [Prompt docs](https://docs.litellm.ai/docs/proxy/prompt_management) + * + * Example Request: + * ```bash + * curl -X GET "http://localhost:4000/prompts/list" -H "Authorization: Bearer " + * ``` + * + * Example Response: + * ```json + * { + * "prompts": [ + * { + * "prompt_id": "my_prompt_id", + * "litellm_params": { + * "prompt_id": "my_prompt_id", + * "prompt_integration": "dotprompt", + * "prompt_directory": "/path/to/prompts" + * }, + * "prompt_info": { + * "prompt_type": "config" + * }, + * "created_at": "2023-11-09T12:34:56.789Z", + * "updated_at": "2023-11-09T12:34:56.789Z" + * } + * ] + * } + * ``` + */ + get: operations["list_prompts_prompts_list_get"]; + put?: never; + post?: never; + delete?: never; + options?: never; + head?: never; + patch?: never; + trace?: never; + }; + "/prompts/test": { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + get?: never; + put?: never; + /** + * Test Prompt + * @description Test a prompt by rendering it with variables and executing an LLM call. + * + * This endpoint allows testing prompts before saving them to the database. + * The response is always streamed. + * + * 👉 [Prompt docs](https://docs.litellm.ai/docs/proxy/prompt_management) + * + * Example Request: + * ```bash + * curl -X POST "http://localhost:4000/prompts/test" \ + * -H "Authorization: Bearer " \ + * -H "Content-Type: application/json" \ + * -d '{ + * "dotprompt_content": "---\nmodel: gpt-4o\ntemperature: 0.7\n---\n\nUser: Hello {{name}}", + * "prompt_variables": { + * "name": "World" + * } + * }' + * ``` + */ + post: operations["test_prompt_prompts_test_post"]; + delete?: never; + options?: never; + head?: never; + patch?: never; + trace?: never; + }; + "/prompts/{prompt_id}": { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + /** + * Get Prompt Info + * @description Get detailed information about a specific prompt by ID, including prompt content + * + * 👉 [Prompt docs](https://docs.litellm.ai/docs/proxy/prompt_management) + * + * Example Request: + * ```bash + * curl -X GET "http://localhost:4000/prompts/my_prompt_id/info" \ + * -H "Authorization: Bearer " + * ``` + * + * Example Response: + * ```json + * { + * "prompt_id": "my_prompt_id", + * "litellm_params": { + * "prompt_id": "my_prompt_id", + * "prompt_integration": "dotprompt", + * "prompt_directory": "/path/to/prompts" + * }, + * "prompt_info": { + * "prompt_type": "config" + * }, + * "created_at": "2023-11-09T12:34:56.789Z", + * "updated_at": "2023-11-09T12:34:56.789Z", + * "content": "System: You are a helpful assistant. + * + * User: {{user_message}}" + * } + * ``` + */ + get: operations["get_prompt_info_prompts__prompt_id__get"]; + /** + * Update Prompt + * @description Update an existing prompt + * + * 👉 [Prompt docs](https://docs.litellm.ai/docs/proxy/prompt_management) + * + * Example Request: + * ```bash + * curl -X PUT "http://localhost:4000/prompts/my_prompt_id" \ + * -H "Authorization: Bearer " \ + * -H "Content-Type: application/json" \ + * -d '{ + * "prompt_id": "my_prompt", + * "litellm_params": { + * "prompt_id": "my_prompt", + * "prompt_integration": "dotprompt", + * "prompt_directory": "/path/to/prompts" + * }, + * "prompt_info": { + * "prompt_type": "config" + * } + * } + * }' + * ``` + */ + put: operations["update_prompt_prompts__prompt_id__put"]; + post?: never; + /** + * Delete Prompt + * @description Delete a prompt + * + * 👉 [Prompt docs](https://docs.litellm.ai/docs/proxy/prompt_management) + * + * Example Request: + * ```bash + * curl -X DELETE "http://localhost:4000/prompts/my_prompt_id" \ + * -H "Authorization: Bearer " + * ``` + * + * Example Response: + * ```json + * { + * "message": "Prompt my_prompt_id deleted successfully" + * } + * ``` + */ + delete: operations["delete_prompt_prompts__prompt_id__delete"]; + options?: never; + head?: never; + /** + * Patch Prompt + * @description Partially update an existing prompt + * + * 👉 [Prompt docs](https://docs.litellm.ai/docs/proxy/prompt_management) + * + * This endpoint allows updating specific fields of a prompt without sending the entire object. + * Only the following fields can be updated: + * - litellm_params: LiteLLM parameters for the prompt + * - prompt_info: Additional information about the prompt + * + * Example Request: + * ```bash + * curl -X PATCH "http://localhost:4000/prompts/my_prompt_id" \ + * -H "Authorization: Bearer " \ + * -H "Content-Type: application/json" \ + * -d '{ + * "prompt_info": { + * "prompt_type": "db" + * } + * }' + * ``` + */ + patch: operations["patch_prompt_prompts__prompt_id__patch"]; + trace?: never; + }; + "/prompts/{prompt_id}/info": { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + /** + * Get Prompt Info + * @description Get detailed information about a specific prompt by ID, including prompt content + * + * 👉 [Prompt docs](https://docs.litellm.ai/docs/proxy/prompt_management) + * + * Example Request: + * ```bash + * curl -X GET "http://localhost:4000/prompts/my_prompt_id/info" \ + * -H "Authorization: Bearer " + * ``` + * + * Example Response: + * ```json + * { + * "prompt_id": "my_prompt_id", + * "litellm_params": { + * "prompt_id": "my_prompt_id", + * "prompt_integration": "dotprompt", + * "prompt_directory": "/path/to/prompts" + * }, + * "prompt_info": { + * "prompt_type": "config" + * }, + * "created_at": "2023-11-09T12:34:56.789Z", + * "updated_at": "2023-11-09T12:34:56.789Z", + * "content": "System: You are a helpful assistant. + * + * User: {{user_message}}" + * } + * ``` + */ + get: operations["get_prompt_info_prompts__prompt_id__info_get"]; + put?: never; + post?: never; + delete?: never; + options?: never; + head?: never; + patch?: never; + trace?: never; + }; + "/prompts/{prompt_id}/versions": { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + /** + * Get Prompt Versions + * @description Get all versions of a specific prompt by base prompt ID + * + * 👉 [Prompt docs](https://docs.litellm.ai/docs/proxy/prompt_management) + * + * Example Request: + * ```bash + * curl -X GET "http://localhost:4000/prompts/jack_success/versions" \ + * -H "Authorization: Bearer " + * ``` + * + * Example Response: + * ```json + * { + * "prompts": [ + * { + * "prompt_id": "jack_success.v1", + * "litellm_params": {...}, + * "prompt_info": {"prompt_type": "db"}, + * "created_at": "2023-11-09T12:34:56.789Z", + * "updated_at": "2023-11-09T12:34:56.789Z" + * }, + * { + * "prompt_id": "jack_success.v2", + * "litellm_params": {...}, + * "prompt_info": {"prompt_type": "db"}, + * "created_at": "2023-11-09T13:45:12.345Z", + * "updated_at": "2023-11-09T13:45:12.345Z" + * } + * ] + * } + * ``` + */ + get: operations["get_prompt_versions_prompts__prompt_id__versions_get"]; + put?: never; + post?: never; + delete?: never; + options?: never; + head?: never; + patch?: never; + trace?: never; + }; + "/provider/budgets": { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + /** + * Provider Budgets + * @description Provider Budget Routing - Get Budget, Spend Details https://docs.litellm.ai/docs/proxy/provider_budget_routing + * + * Use this endpoint to check current budget, spend and budget reset time for a provider + * + * Example Request + * + * ```bash + * curl -X GET http://localhost:4000/provider/budgets -H "Content-Type: application/json" -H "Authorization: Bearer sk-1234" + * ``` + * + * Example Response + * + * ```json + * { + * "providers": { + * "openai": { + * "budget_limit": 1e-12, + * "time_period": "1d", + * "spend": 0.0, + * "budget_reset_at": null + * }, + * "azure": { + * "budget_limit": 100.0, + * "time_period": "1d", + * "spend": 0.0, + * "budget_reset_at": null + * }, + * "anthropic": { + * "budget_limit": 100.0, + * "time_period": "10d", + * "spend": 0.0, + * "budget_reset_at": null + * }, + * "vertex_ai": { + * "budget_limit": 100.0, + * "time_period": "12d", + * "spend": 0.0, + * "budget_reset_at": null + * } + * } + * } + * ``` + */ + get: operations["provider_budgets_provider_budgets_get"]; + put?: never; + post?: never; + delete?: never; + options?: never; + head?: never; + patch?: never; + trace?: never; + }; + "/public/agent_hub": { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + /** Get Agents */ + get: operations["get_agents_public_agent_hub_get"]; + put?: never; + post?: never; + delete?: never; + options?: never; + head?: never; + patch?: never; + trace?: never; + }; + "/public/agents/fields": { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + /** + * Get Agent Fields + * @description Return agent type metadata required by the dashboard create-agent flow. + * + * If an agent has `inherit_credentials_from_provider`, the provider's credential + * fields are automatically appended to the agent's credential_fields. + */ + get: operations["get_agent_fields_public_agents_fields_get"]; + put?: never; + post?: never; + delete?: never; + options?: never; + head?: never; + patch?: never; + trace?: never; + }; + "/public/endpoints": { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + /** + * Get Supported Endpoints + * @description Return the list of LiteLLM proxy endpoints and which providers support each one. + * + * Reads from the bundled local backup file. Result is cached in-process for + * the lifetime of the server process. + */ + get: operations["get_supported_endpoints_public_endpoints_get"]; + put?: never; + post?: never; + delete?: never; + options?: never; + head?: never; + patch?: never; + trace?: never; + }; + "/public/litellm_blog_posts": { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + /** + * Get Litellm Blog Posts + * @description Public endpoint to get the latest LiteLLM blog posts. + * + * Fetches from GitHub with a 1-hour in-process cache. + * Falls back to the bundled local backup on any failure. + */ + get: operations["get_litellm_blog_posts_public_litellm_blog_posts_get"]; + put?: never; + post?: never; + delete?: never; + options?: never; + head?: never; + patch?: never; + trace?: never; + }; + "/public/litellm_model_cost_map": { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + /** + * Get Litellm Model Cost Map + * @description Public endpoint to get the LiteLLM model cost map. + * Returns pricing information for all supported models. + */ + get: operations["get_litellm_model_cost_map_public_litellm_model_cost_map_get"]; + put?: never; + post?: never; + delete?: never; + options?: never; + head?: never; + patch?: never; + trace?: never; + }; + "/public/mcp_hub": { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + /** Get Mcp Servers */ + get: operations["get_mcp_servers_public_mcp_hub_get"]; + put?: never; + post?: never; + delete?: never; + options?: never; + head?: never; + patch?: never; + trace?: never; + }; + "/public/model_hub": { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + /** Public Model Hub */ + get: operations["public_model_hub_public_model_hub_get"]; + put?: never; + post?: never; + delete?: never; + options?: never; + head?: never; + patch?: never; + trace?: never; + }; + "/public/model_hub/info": { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + /** Public Model Hub Info */ + get: operations["public_model_hub_info_public_model_hub_info_get"]; + put?: never; + post?: never; + delete?: never; + options?: never; + head?: never; + patch?: never; + trace?: never; + }; + "/public/providers": { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + /** + * Get Supported Providers + * @description Return a sorted list of all providers supported by LiteLLM. + */ + get: operations["get_supported_providers_public_providers_get"]; + put?: never; + post?: never; + delete?: never; + options?: never; + head?: never; + patch?: never; + trace?: never; + }; + "/public/providers/fields": { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + /** + * Get Provider Fields + * @description Return provider metadata required by the dashboard create-model flow. + */ + get: operations["get_provider_fields_public_providers_fields_get"]; + put?: never; + post?: never; + delete?: never; + options?: never; + head?: never; + patch?: never; + trace?: never; + }; + "/public/skill_hub": { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + /** + * Public Skill Hub + * @description Return enabled (public) Claude Code skills — no auth required. + */ + get: operations["public_skill_hub_public_skill_hub_get"]; + put?: never; + post?: never; + delete?: never; + options?: never; + head?: never; + patch?: never; + trace?: never; + }; + "/rag/ingest": { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + get?: never; + put?: never; + /** + * Rag Ingest + * @description RAG Ingest endpoint - all-in-one document ingestion pipeline. + * + * Supports form upload (for files) or JSON body (for URLs). + * + * ## Form upload (for files): + * ```bash + * curl -X POST "http://localhost:4000/v1/rag/ingest" \ + * -H "Authorization: Bearer sk-1234" \ + * -F file="@document.pdf" \ + * -F 'ingest_options={"vector_store": {"custom_llm_provider": "openai"}}' + * ``` + * + * ## JSON body (for URLs): + * ```bash + * curl -X POST "http://localhost:4000/v1/rag/ingest" \ + * -H "Authorization: Bearer sk-1234" \ + * -H "Content-Type: application/json" \ + * -d '{ + * "file_url": "https://example.com/document.pdf", + * "ingest_options": {"vector_store": {"custom_llm_provider": "openai"}} + * }' + * ``` + * + * ## Bedrock: + * ```bash + * curl -X POST "http://localhost:4000/v1/rag/ingest" \ + * -H "Authorization: Bearer sk-1234" \ + * -F file="@document.pdf" \ + * -F 'ingest_options={"vector_store": {"custom_llm_provider": "bedrock"}}' + * ``` + */ + post: operations["rag_ingest_rag_ingest_post"]; + delete?: never; + options?: never; + head?: never; + patch?: never; + trace?: never; + }; + "/rag/query": { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + get?: never; + put?: never; + /** + * Rag Query + * @description RAG Query endpoint - search vector store, optionally rerank, and generate LLM response. + * + * This endpoint: + * 1. Extracts the query from the last user message + * 2. Searches the vector store for relevant context + * 3. Optionally reranks the results + * 4. Generates an LLM response with the retrieved context + * + * ## Example Request: + * ```bash + * curl -X POST "http://localhost:4000/v1/rag/query" \ + * -H "Authorization: Bearer sk-1234" \ + * -H "Content-Type: application/json" \ + * -d '{ + * "model": "gpt-4o-mini", + * "messages": [{"role": "user", "content": "What is LiteLLM?"}], + * "retrieval_config": { + * "vector_store_id": "vs_abc123", + * "custom_llm_provider": "openai", + * "top_k": 5 + * } + * }' + * ``` + * + * ## With Reranking: + * ```bash + * curl -X POST "http://localhost:4000/v1/rag/query" \ + * -H "Authorization: Bearer sk-1234" \ + * -H "Content-Type: application/json" \ + * -d '{ + * "model": "gpt-4o-mini", + * "messages": [{"role": "user", "content": "What is LiteLLM?"}], + * "retrieval_config": { + * "vector_store_id": "vs_abc123", + * "custom_llm_provider": "openai", + * "top_k": 10 + * }, + * "rerank": { + * "enabled": true, + * "model": "cohere/rerank-english-v3.0", + * "top_n": 3 + * } + * }' + * ``` + */ + post: operations["rag_query_rag_query_post"]; + delete?: never; + options?: never; + head?: never; + patch?: never; + trace?: never; + }; + "/realtime": { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + /** + * WebSocket: realtime_websocket_endpoint + * @description WebSocket connection endpoint + */ + get: operations["websocket_realtime_websocket_endpoint_get"]; + put?: never; + post?: never; + delete?: never; + options?: never; + head?: never; + patch?: never; + trace?: never; + }; + "/realtime/calls": { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + get?: never; + put?: never; + /** Proxy Realtime Calls */ + post: operations["proxy_realtime_calls_realtime_calls_post"]; + delete?: never; + options?: never; + head?: never; + patch?: never; + trace?: never; + }; + "/realtime/client_secrets": { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + get?: never; + put?: never; + /** Create Realtime Client Secret */ + post: operations["create_realtime_client_secret_realtime_client_secrets_post"]; + delete?: never; + options?: never; + head?: never; + patch?: never; + trace?: never; + }; + "/rerank": { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + get?: never; + put?: never; + /** Rerank */ + post: operations["rerank_rerank_post"]; + delete?: never; + options?: never; + head?: never; + patch?: never; + trace?: never; + }; + "/responses": { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + /** + * WebSocket: responses_websocket_endpoint + * @description WebSocket connection endpoint + */ + get: operations["websocket_responses_websocket_endpoint_get"]; + put?: never; + /** + * Responses Api + * @description Follows the OpenAI Responses API spec: https://platform.openai.com/docs/api-reference/responses + * + * Supports background mode with polling_via_cache for partial response retrieval. + * When background=true and polling_via_cache is enabled, returns a polling_id immediately + * and streams the response in the background, updating Redis cache. + * + * ```bash + * # Normal request + * curl -X POST http://localhost:4000/v1/responses -H "Content-Type: application/json" -H "Authorization: Bearer sk-1234" -d '{ + * "model": "gpt-4o", + * "input": "Tell me about AI" + * }' + * + * # Background request with polling + * curl -X POST http://localhost:4000/v1/responses -H "Content-Type: application/json" -H "Authorization: Bearer sk-1234" -d '{ + * "model": "gpt-4o", + * "input": "Tell me about AI", + * "background": true + * }' + * ``` + */ + post: operations["responses_api_responses_post"]; + delete?: never; + options?: never; + head?: never; + patch?: never; + trace?: never; + }; + "/responses/compact": { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + get?: never; + put?: never; + /** + * Compact Response + * @description Compact a response by running a compaction pass over a conversation. + * + * Returns encrypted, opaque items that can be used to reduce context size. + * + * Follows the OpenAI Responses API spec: https://platform.openai.com/docs/api-reference/responses/compact + * + * ```bash + * curl -X POST http://localhost:4000/v1/responses/compact -H "Content-Type: application/json" -H "Authorization: Bearer sk-1234" -d '{ + * "model": "gpt-4o", + * "input": [{"role": "user", "content": "Hello"}] + * }' + * ``` + */ + post: operations["compact_response_responses_compact_post"]; + delete?: never; + options?: never; + head?: never; + patch?: never; + trace?: never; + }; + "/responses/{response_id}": { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + /** + * Get Response + * @description Get a response by ID. + * + * Supports both: + * - Polling IDs (litellm_poll_*): Returns cumulative cached content from background responses + * - Provider response IDs: Passes through to provider API + * + * Follows the OpenAI Responses API spec: https://platform.openai.com/docs/api-reference/responses/get + * + * ```bash + * # Get polling response + * curl -X GET http://localhost:4000/v1/responses/litellm_poll_abc123 -H "Authorization: Bearer sk-1234" + * + * # Get provider response + * curl -X GET http://localhost:4000/v1/responses/resp_abc123 -H "Authorization: Bearer sk-1234" + * ``` + */ + get: operations["get_response_responses__response_id__get"]; + put?: never; + post?: never; + /** + * Delete Response + * @description Delete a response by ID. + * + * Supports both: + * - Polling IDs (litellm_poll_*): Deletes from Redis cache + * - Provider response IDs: Passes through to provider API + * + * Follows the OpenAI Responses API spec: https://platform.openai.com/docs/api-reference/responses/delete + * + * ```bash + * curl -X DELETE http://localhost:4000/v1/responses/resp_abc123 -H "Authorization: Bearer sk-1234" + * ``` + */ + delete: operations["delete_response_responses__response_id__delete"]; + options?: never; + head?: never; + patch?: never; + trace?: never; + }; + "/responses/{response_id}/cancel": { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + get?: never; + put?: never; + /** + * Cancel Response + * @description Cancel a response by ID. + * + * Supports both: + * - Polling IDs (litellm_poll_*): Cancels background response and updates status in Redis + * - Provider response IDs: Passes through to provider API + * + * Follows the OpenAI Responses API spec: https://platform.openai.com/docs/api-reference/responses/cancel + * + * ```bash + * # Cancel polling response + * curl -X POST http://localhost:4000/v1/responses/litellm_poll_abc123/cancel -H "Authorization: Bearer sk-1234" + * + * # Cancel provider response + * curl -X POST http://localhost:4000/v1/responses/resp_abc123/cancel -H "Authorization: Bearer sk-1234" + * ``` + */ + post: operations["cancel_response_responses__response_id__cancel_post"]; + delete?: never; + options?: never; + head?: never; + patch?: never; + trace?: never; + }; + "/responses/{response_id}/input_items": { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + /** + * Get Response Input Items + * @description List input items for a response. + */ + get: operations["get_response_input_items_responses__response_id__input_items_get"]; + put?: never; + post?: never; + delete?: never; + options?: never; + head?: never; + patch?: never; + trace?: never; + }; + "/robots.txt": { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + /** + * Get Robots + * @description Block all web crawlers from indexing the proxy server endpoints + * This is useful for ensuring that the API endpoints aren't indexed by search engines + */ + get: operations["get_robots_robots_txt_get"]; + put?: never; + post?: never; + delete?: never; + options?: never; + head?: never; + patch?: never; + trace?: never; + }; + "/router/fields": { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + /** + * Get Router Fields + * @description Get router settings field definitions without values. + * + * Returns only the field metadata (type, description, default, options) without + * populating field_value. This is useful for UI components that need to know + * what fields to render, but will get the actual values from a different endpoint. + * + * Returns: + * - fields: List of all configurable router settings with their metadata (type, description, default, options) + * The routing_strategy field includes available options extracted from the Router class + * Note: field_value will be None for all fields + * - routing_strategy_descriptions: Descriptions for each routing strategy option + */ + get: operations["get_router_fields_router_fields_get"]; + put?: never; + post?: never; + delete?: never; + options?: never; + head?: never; + patch?: never; + trace?: never; + }; + "/router/settings": { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + /** + * Get Router Settings + * @description Get router configuration and available settings. + * + * Returns: + * - fields: List of all configurable router settings with their metadata (type, description, default, options) + * The routing_strategy field includes available options extracted from the Router class + * - current_values: Current values of router settings from config + */ + get: operations["get_router_settings_router_settings_get"]; + put?: never; + post?: never; + delete?: never; + options?: never; + head?: never; + patch?: never; + trace?: never; + }; + "/routes": { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + /** + * Get Routes + * @description Get a list of available routes in the FastAPI application. + */ + get: operations["get_routes_routes_get"]; + put?: never; + post?: never; + delete?: never; + options?: never; + head?: never; + patch?: never; + trace?: never; + }; + "/scim/v2": { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + /** + * Get Scim Base + * @description Base SCIM v2 endpoint for resource discovery per RFC 7644 Section 4. + * + * Returns a ListResponse of ResourceTypes supported by this SCIM service provider. + * Identity providers (Okta, Azure AD, etc.) use this endpoint for resource discovery. + */ + get: operations["get_scim_base_scim_v2_get"]; + put?: never; + post?: never; + delete?: never; + options?: never; + head?: never; + patch?: never; + trace?: never; + }; + "/scim/v2/Groups": { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + /** + * Get Groups + * @description Get a list of groups according to SCIM v2 protocol + */ + get: operations["get_groups_scim_v2_Groups_get"]; + put?: never; + /** + * Create Group + * @description Create a group according to SCIM v2 protocol + */ + post: operations["create_group_scim_v2_Groups_post"]; + delete?: never; + options?: never; + head?: never; + patch?: never; + trace?: never; + }; + "/scim/v2/Groups/{group_id}": { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + /** + * Get Group + * @description Get a single group by ID according to SCIM v2 protocol + */ + get: operations["get_group_scim_v2_Groups__group_id__get"]; + /** + * Update Group + * @description Update a group according to SCIM v2 protocol + */ + put: operations["update_group_scim_v2_Groups__group_id__put"]; + post?: never; + /** + * Delete Group + * @description Delete a group according to SCIM v2 protocol + */ + delete: operations["delete_group_scim_v2_Groups__group_id__delete"]; + options?: never; + head?: never; + /** + * Patch Group + * @description Patch a group according to SCIM v2 protocol + */ + patch: operations["patch_group_scim_v2_Groups__group_id__patch"]; + trace?: never; + }; + "/scim/v2/ResourceTypes": { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + /** + * Get Resource Types + * @description SCIM ResourceTypes endpoint per RFC 7644 Section 4. + * + * Returns a ListResponse of all resource types supported by this service provider. + */ + get: operations["get_resource_types_scim_v2_ResourceTypes_get"]; + put?: never; + post?: never; + delete?: never; + options?: never; + head?: never; + patch?: never; + trace?: never; + }; + "/scim/v2/ResourceTypes/{resource_type_id}": { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + /** + * Get Resource Type + * @description Get a single ResourceType by ID per RFC 7644. + */ + get: operations["get_resource_type_scim_v2_ResourceTypes__resource_type_id__get"]; + put?: never; + post?: never; + delete?: never; + options?: never; + head?: never; + patch?: never; + trace?: never; + }; + "/scim/v2/Schemas": { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + /** + * Get Schemas + * @description SCIM Schemas endpoint per RFC 7643 Section 7. + * + * Returns a ListResponse of all schemas supported by this service provider. + */ + get: operations["get_schemas_scim_v2_Schemas_get"]; + put?: never; + post?: never; + delete?: never; + options?: never; + head?: never; + patch?: never; + trace?: never; + }; + "/scim/v2/Schemas/{schema_id}": { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + /** + * Get Schema + * @description Get a single Schema by its URI per RFC 7643 Section 7. + */ + get: operations["get_schema_scim_v2_Schemas__schema_id__get"]; + put?: never; + post?: never; + delete?: never; + options?: never; + head?: never; + patch?: never; + trace?: never; + }; + "/scim/v2/ServiceProviderConfig": { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + /** + * Get Service Provider Config + * @description Return SCIM Service Provider Configuration. + */ + get: operations["get_service_provider_config_scim_v2_ServiceProviderConfig_get"]; + put?: never; + post?: never; + delete?: never; + options?: never; + head?: never; + patch?: never; + trace?: never; + }; + "/scim/v2/Users": { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + /** + * Get Users + * @description Get a list of users according to SCIM v2 protocol + */ + get: operations["get_users_scim_v2_Users_get"]; + put?: never; + /** + * Create User + * @description Create a user according to SCIM v2 protocol + */ + post: operations["create_user_scim_v2_Users_post"]; + delete?: never; + options?: never; + head?: never; + patch?: never; + trace?: never; + }; + "/scim/v2/Users/{user_id}": { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + /** + * Get User + * @description Get a single user by ID according to SCIM v2 protocol + */ + get: operations["get_user_scim_v2_Users__user_id__get"]; + /** + * Update User + * @description Update a user according to SCIM v2 protocol (full replacement) + */ + put: operations["update_user_scim_v2_Users__user_id__put"]; + post?: never; + /** + * Delete User + * @description Delete a user according to SCIM v2 protocol + */ + delete: operations["delete_user_scim_v2_Users__user_id__delete"]; + options?: never; + head?: never; + /** + * Patch User + * @description Patch a user according to SCIM v2 protocol + */ + patch: operations["patch_user_scim_v2_Users__user_id__patch"]; + trace?: never; + }; + "/search": { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + get?: never; + put?: never; + /** + * Search + * @description Search endpoint for performing web searches. + * + * Follows the Perplexity Search API spec: + * https://docs.perplexity.ai/api-reference/search-post + * + * The search_tool_name can be passed either: + * 1. In the URL path: /v1/search/{search_tool_name} + * 2. In the request body: {"search_tool_name": "..."} + * + * Example with search_tool_name in URL (recommended - keeps body Perplexity-compatible): + * ```bash + * curl -X POST "http://localhost:4000/v1/search/litellm-search" -H "Authorization: Bearer sk-1234" -H "Content-Type: application/json" -d '{ + * "query": "latest AI developments 2024", + * "max_results": 5, + * "search_domain_filter": ["arxiv.org", "nature.com"], + * "country": "US" + * }' + * ``` + * + * Example with search_tool_name in body: + * ```bash + * curl -X POST "http://localhost:4000/v1/search" -H "Authorization: Bearer sk-1234" -H "Content-Type: application/json" -d '{ + * "search_tool_name": "litellm-search", + * "query": "latest AI developments 2024", + * "max_results": 5, + * "search_domain_filter": ["arxiv.org", "nature.com"], + * "country": "US" + * }' + * ``` + * + * Request Body Parameters (when search_tool_name not in URL): + * - search_tool_name (str, required if not in URL): Name of the search tool configured in router + * - query (str or list[str], required): Search query + * - max_results (int, optional): Maximum number of results (1-20), default 10 + * - search_domain_filter (list[str], optional): List of domains to filter (max 20) + * - max_tokens_per_page (int, optional): Max tokens per page, default 1024 + * - country (str, optional): Country code filter (e.g., 'US', 'GB', 'DE') + * + * When using URL path parameter, only Perplexity-compatible parameters are needed in body: + * - query (str or list[str], required): Search query + * - max_results (int, optional): Maximum number of results (1-20), default 10 + * - search_domain_filter (list[str], optional): List of domains to filter (max 20) + * - max_tokens_per_page (int, optional): Max tokens per page, default 1024 + * - country (str, optional): Country code filter (e.g., 'US', 'GB', 'DE') + * + * Response follows Perplexity Search API format: + * ```json + * { + * "object": "search", + * "results": [ + * { + * "title": "Result title", + * "url": "https://example.com", + * "snippet": "Result snippet...", + * "date": "2024-01-01", + * "last_updated": "2024-01-01" + * } + * ] + * } + * ``` + */ + post: operations["search_search_post"]; + delete?: never; + options?: never; + head?: never; + patch?: never; + trace?: never; + }; + "/search/tools": { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + /** + * List Search Tools + * @description List all available search tools configured in the router. + * + * This endpoint returns the search tools that are currently loaded and available + * for use with the /v1/search endpoint. + * + * Example: + * ```bash + * curl -X GET "http://localhost:4000/v1/search/tools" -H "Authorization: Bearer sk-1234" + * ``` + * + * Response: + * ```json + * { + * "object": "list", + * "data": [ + * { + * "search_tool_name": "litellm-search", + * "search_provider": "perplexity", + * "description": "Perplexity search tool" + * } + * ] + * } + * ``` + */ + get: operations["list_search_tools_search_tools_get"]; + put?: never; + post?: never; + delete?: never; + options?: never; + head?: never; + patch?: never; + trace?: never; + }; + "/search/{search_tool_name}": { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + get?: never; + put?: never; + /** + * Search + * @description Search endpoint for performing web searches. + * + * Follows the Perplexity Search API spec: + * https://docs.perplexity.ai/api-reference/search-post + * + * The search_tool_name can be passed either: + * 1. In the URL path: /v1/search/{search_tool_name} + * 2. In the request body: {"search_tool_name": "..."} + * + * Example with search_tool_name in URL (recommended - keeps body Perplexity-compatible): + * ```bash + * curl -X POST "http://localhost:4000/v1/search/litellm-search" -H "Authorization: Bearer sk-1234" -H "Content-Type: application/json" -d '{ + * "query": "latest AI developments 2024", + * "max_results": 5, + * "search_domain_filter": ["arxiv.org", "nature.com"], + * "country": "US" + * }' + * ``` + * + * Example with search_tool_name in body: + * ```bash + * curl -X POST "http://localhost:4000/v1/search" -H "Authorization: Bearer sk-1234" -H "Content-Type: application/json" -d '{ + * "search_tool_name": "litellm-search", + * "query": "latest AI developments 2024", + * "max_results": 5, + * "search_domain_filter": ["arxiv.org", "nature.com"], + * "country": "US" + * }' + * ``` + * + * Request Body Parameters (when search_tool_name not in URL): + * - search_tool_name (str, required if not in URL): Name of the search tool configured in router + * - query (str or list[str], required): Search query + * - max_results (int, optional): Maximum number of results (1-20), default 10 + * - search_domain_filter (list[str], optional): List of domains to filter (max 20) + * - max_tokens_per_page (int, optional): Max tokens per page, default 1024 + * - country (str, optional): Country code filter (e.g., 'US', 'GB', 'DE') + * + * When using URL path parameter, only Perplexity-compatible parameters are needed in body: + * - query (str or list[str], required): Search query + * - max_results (int, optional): Maximum number of results (1-20), default 10 + * - search_domain_filter (list[str], optional): List of domains to filter (max 20) + * - max_tokens_per_page (int, optional): Max tokens per page, default 1024 + * - country (str, optional): Country code filter (e.g., 'US', 'GB', 'DE') + * + * Response follows Perplexity Search API format: + * ```json + * { + * "object": "search", + * "results": [ + * { + * "title": "Result title", + * "url": "https://example.com", + * "snippet": "Result snippet...", + * "date": "2024-01-01", + * "last_updated": "2024-01-01" + * } + * ] + * } + * ``` + */ + post: operations["search_search__search_tool_name__post"]; + delete?: never; + options?: never; + head?: never; + patch?: never; + trace?: never; + }; + "/search_tools": { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + get?: never; + put?: never; + /** + * Create Search Tool + * @description Create a new search tool. + * + * Example Request: + * ```bash + * curl -X POST "http://localhost:4000/search_tools" \ + * -H "Authorization: Bearer " \ + * -H "Content-Type: application/json" \ + * -d '{ + * "search_tool": { + * "search_tool_name": "litellm-search", + * "litellm_params": { + * "search_provider": "perplexity", + * "api_key": "sk-..." + * }, + * "search_tool_info": { + * "description": "Perplexity search tool" + * } + * } + * }' + * ``` + * + * Example Response: + * ```json + * { + * "search_tool_id": "123e4567-e89b-12d3-a456-426614174000", + * "search_tool_name": "litellm-search", + * "litellm_params": { + * "search_provider": "perplexity", + * "api_key": "sk-..." + * }, + * "search_tool_info": { + * "description": "Perplexity search tool" + * }, + * "created_at": "2023-11-09T12:34:56.789Z", + * "updated_at": "2023-11-09T12:34:56.789Z" + * } + * ``` + */ + post: operations["create_search_tool_search_tools_post"]; + delete?: never; + options?: never; + head?: never; + patch?: never; + trace?: never; + }; + "/search_tools/list": { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + /** + * List Search Tools + * @description List all search tools that are available in the database and config file. + * + * Example Request: + * ```bash + * curl -X GET "http://localhost:4000/search_tools/list" -H "Authorization: Bearer " + * ``` + * + * Example Response: + * ```json + * { + * "search_tools": [ + * { + * "search_tool_id": "123e4567-e89b-12d3-a456-426614174000", + * "search_tool_name": "litellm-search", + * "litellm_params": { + * "search_provider": "perplexity", + * "api_key": "sk-***", + * "api_base": "https://api.perplexity.ai" + * }, + * "search_tool_info": { + * "description": "Perplexity search tool" + * }, + * "created_at": "2023-11-09T12:34:56.789Z", + * "updated_at": "2023-11-09T12:34:56.789Z", + * "is_from_config": false + * }, + * { + * "search_tool_name": "config-search-tool", + * "litellm_params": { + * "search_provider": "tavily", + * "api_key": "tvly-***" + * }, + * "is_from_config": true + * } + * ] + * } + * ``` + */ + get: operations["list_search_tools_search_tools_list_get"]; + put?: never; + post?: never; + delete?: never; + options?: never; + head?: never; + patch?: never; + trace?: never; + }; + "/search_tools/test_connection": { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + get?: never; + put?: never; + /** + * Test Search Tool Connection + * @description Test connection to a search provider with the given configuration. + * + * Makes a simple test search query to verify the API key and configuration are valid. + * + * Example Request: + * ```bash + * curl -X POST "http://localhost:4000/search_tools/test_connection" \ + * -H "Authorization: Bearer " \ + * -H "Content-Type: application/json" \ + * -d '{ + * "litellm_params": { + * "search_provider": "perplexity", + * "api_key": "sk-..." + * } + * }' + * ``` + * + * Example Response (Success): + * ```json + * { + * "status": "success", + * "message": "Successfully connected to perplexity search provider", + * "test_query": "test", + * "results_count": 5 + * } + * ``` + * + * Example Response (Failure): + * ```json + * { + * "status": "error", + * "message": "Authentication failed: Invalid API key", + * "error_type": "AuthenticationError" + * } + * ``` + */ + post: operations["test_search_tool_connection_search_tools_test_connection_post"]; + delete?: never; + options?: never; + head?: never; + patch?: never; + trace?: never; + }; + "/search_tools/ui/available_providers": { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + /** + * Get Available Search Providers + * @description Get the list of available search providers with their configuration fields. + * + * Auto-discovers search providers and their UI-friendly names from transformation configs. + * + * Example Request: + * ```bash + * curl -X GET "http://localhost:4000/search_tools/ui/available_providers" \ + * -H "Authorization: Bearer " + * ``` + * + * Example Response: + * ```json + * { + * "providers": [ + * { + * "provider_name": "perplexity", + * "ui_friendly_name": "Perplexity" + * }, + * { + * "provider_name": "tavily", + * "ui_friendly_name": "Tavily" + * } + * ] + * } + * ``` + */ + get: operations["get_available_search_providers_search_tools_ui_available_providers_get"]; + put?: never; + post?: never; + delete?: never; + options?: never; + head?: never; + patch?: never; + trace?: never; + }; + "/search_tools/{search_tool_id}": { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + /** + * Get Search Tool Info + * @description Get detailed information about a specific search tool by ID. + * + * Example Request: + * ```bash + * curl -X GET "http://localhost:4000/search_tools/123e4567-e89b-12d3-a456-426614174000" \ + * -H "Authorization: Bearer " + * ``` + * + * Example Response: + * ```json + * { + * "search_tool_id": "123e4567-e89b-12d3-a456-426614174000", + * "search_tool_name": "litellm-search", + * "litellm_params": { + * "search_provider": "perplexity", + * "api_key": "sk-***" + * }, + * "search_tool_info": { + * "description": "Perplexity search tool" + * }, + * "created_at": "2023-11-09T12:34:56.789Z", + * "updated_at": "2023-11-09T12:34:56.789Z" + * } + * ``` + */ + get: operations["get_search_tool_info_search_tools__search_tool_id__get"]; + /** + * Update Search Tool + * @description Update an existing search tool. + * + * Example Request: + * ```bash + * curl -X PUT "http://localhost:4000/search_tools/123e4567-e89b-12d3-a456-426614174000" \ + * -H "Authorization: Bearer " \ + * -H "Content-Type: application/json" \ + * -d '{ + * "search_tool": { + * "search_tool_name": "updated-search", + * "litellm_params": { + * "search_provider": "perplexity", + * "api_key": "sk-new-key" + * }, + * "search_tool_info": { + * "description": "Updated search tool" + * } + * } + * }' + * ``` + * + * Example Response: + * ```json + * { + * "search_tool_id": "123e4567-e89b-12d3-a456-426614174000", + * "search_tool_name": "updated-search", + * "litellm_params": { + * "search_provider": "perplexity", + * "api_key": "sk-new-key" + * }, + * "search_tool_info": { + * "description": "Updated search tool" + * }, + * "created_at": "2023-11-09T12:34:56.789Z", + * "updated_at": "2023-11-09T13:45:12.345Z" + * } + * ``` + */ + put: operations["update_search_tool_search_tools__search_tool_id__put"]; + post?: never; + /** + * Delete Search Tool + * @description Delete a search tool. + * + * Example Request: + * ```bash + * curl -X DELETE "http://localhost:4000/search_tools/123e4567-e89b-12d3-a456-426614174000" \ + * -H "Authorization: Bearer " + * ``` + * + * Example Response: + * ```json + * { + * "message": "Search tool 123e4567-e89b-12d3-a456-426614174000 deleted successfully", + * "search_tool_name": "litellm-search" + * } + * ``` + */ + delete: operations["delete_search_tool_search_tools__search_tool_id__delete"]; + options?: never; + head?: never; + patch?: never; + trace?: never; + }; + "/settings": { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + /** + * Active Callbacks + * @description Returns a list of litellm level settings + * + * This is useful for debugging and ensuring the proxy server is configured correctly. + * + * Response schema: + * ``` + * { + * "alerting": _alerting, + * "litellm.callbacks": litellm_callbacks, + * "litellm.input_callback": litellm_input_callbacks, + * "litellm.failure_callback": litellm_failure_callbacks, + * "litellm.success_callback": litellm_success_callbacks, + * "litellm._async_success_callback": litellm_async_success_callbacks, + * "litellm._async_failure_callback": litellm_async_failure_callbacks, + * "litellm._async_input_callback": litellm_async_input_callbacks, + * "all_litellm_callbacks": all_litellm_callbacks, + * "num_callbacks": len(all_litellm_callbacks), + * "num_alerting": _num_alerting, + * "litellm.request_timeout": litellm.request_timeout, + * } + * ``` + */ + get: operations["active_callbacks_settings_get"]; + put?: never; + post?: never; + delete?: never; + options?: never; + head?: never; + patch?: never; + trace?: never; + }; + "/spend/calculate": { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + get?: never; + put?: never; + /** + * Calculate Spend + * @description Accepts all the params of completion_cost. + * + * Calculate spend **before** making call: + * + * Note: If you see a spend of $0.0 you need to set custom_pricing for your model: https://docs.litellm.ai/docs/proxy/custom_pricing + * + * ``` + * curl --location 'http://localhost:4000/spend/calculate' + * --header 'Authorization: Bearer sk-1234' + * --header 'Content-Type: application/json' + * --data '{ + * "model": "anthropic.claude-v2", + * "messages": [{"role": "user", "content": "Hey, how'''s it going?"}] + * }' + * ``` + * + * Calculate spend **after** making call: + * + * ``` + * curl --location 'http://localhost:4000/spend/calculate' + * --header 'Authorization: Bearer sk-1234' + * --header 'Content-Type: application/json' + * --data '{ + * "completion_response": { + * "id": "chatcmpl-123", + * "object": "chat.completion", + * "created": 1677652288, + * "model": "gpt-3.5-turbo-0125", + * "system_fingerprint": "fp_44709d6fcb", + * "choices": [{ + * "index": 0, + * "message": { + * "role": "assistant", + * "content": "Hello there, how may I assist you today?" + * }, + * "logprobs": null, + * "finish_reason": "stop" + * }] + * "usage": { + * "prompt_tokens": 9, + * "completion_tokens": 12, + * "total_tokens": 21 + * } + * } + * }' + * ``` + */ + post: operations["calculate_spend_spend_calculate_post"]; + delete?: never; + options?: never; + head?: never; + patch?: never; + trace?: never; + }; + "/spend/logs": { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + /** + * View Spend Logs + * @description [DEPRECATED] This endpoint is not paginated and can cause performance issues. + * Please use `/spend/logs/v2` instead for paginated access to spend logs. + * + * View all spend logs, if request_id is provided, only logs for that request_id will be returned + * + * When start_date and end_date are provided: + * - summarize=true (default): Returns aggregated spend data grouped by date (maintains backward compatibility) + * - summarize=false: Returns filtered individual log entries within the date range + * + * Example Request for all logs + * ``` + * curl -X GET "http://0.0.0.0:8000/spend/logs" -H "Authorization: Bearer sk-1234" + * ``` + * + * Example Request for specific request_id + * ``` + * curl -X GET "http://0.0.0.0:8000/spend/logs?request_id=chatcmpl-6dcb2540-d3d7-4e49-bb27-291f863f112e" -H "Authorization: Bearer sk-1234" + * ``` + * + * Example Request for specific api_key + * ``` + * curl -X GET "http://0.0.0.0:8000/spend/logs?api_key=sk-test-example-key-123" -H "Authorization: Bearer sk-1234" + * ``` + * + * Example Request for specific user_id + * ``` + * curl -X GET "http://0.0.0.0:8000/spend/logs?user_id=ishaan@berri.ai" -H "Authorization: Bearer sk-1234" + * ``` + * + * Example Request for date range with individual logs (unsummarized) + * ``` + * curl -X GET "http://0.0.0.0:8000/spend/logs?start_date=2024-01-01&end_date=2024-01-02&summarize=false" -H "Authorization: Bearer sk-1234" + * ``` + */ + get: operations["view_spend_logs_spend_logs_get"]; + put?: never; + post?: never; + delete?: never; + options?: never; + head?: never; + patch?: never; + trace?: never; + }; + "/spend/logs/v2": { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + /** + * Ui View Spend Logs + * @description View spend logs with pagination support. + * Available at both `/spend/logs/v2` (public API) and `/spend/logs/ui` (internal UI). + * + * Returns paginated response with data, total, page, page_size, and total_pages. + * + * Example: + * ``` + * curl -X GET "http://0.0.0.0:8000/spend/logs/v2?start_date=2025-11-25%2000:00:00&end_date=2025-11-26%2023:59:59&page=1&page_size=50" -H "Authorization: Bearer sk-1234" + * ``` + */ + get: operations["ui_view_spend_logs_spend_logs_v2_get"]; + put?: never; + post?: never; + delete?: never; + options?: never; + head?: never; + patch?: never; + trace?: never; + }; + "/spend/tags": { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + /** + * View Spend Tags + * @description LiteLLM Enterprise - View Spend Per Request Tag + * + * Example Request: + * ``` + * curl -X GET "http://0.0.0.0:8000/spend/tags" -H "Authorization: Bearer sk-1234" + * ``` + * + * Spend with Start Date and End Date + * ``` + * curl -X GET "http://0.0.0.0:8000/spend/tags?start_date=2022-01-01&end_date=2022-02-01" -H "Authorization: Bearer sk-1234" + * ``` + */ + get: operations["view_spend_tags_spend_tags_get"]; + put?: never; + post?: never; + delete?: never; + options?: never; + head?: never; + patch?: never; + trace?: never; + }; + "/sso/readiness": { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + /** + * Sso Readiness + * @description Health endpoint for checking SSO readiness. + * Checks if the configured SSO provider has all required environment variables set in memory. + */ + get: operations["sso_readiness_sso_readiness_get"]; + put?: never; + post?: never; + delete?: never; + options?: never; + head?: never; + patch?: never; + trace?: never; + }; + "/tag/daily/activity": { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + /** + * Get Tag Daily Activity + * @description Get daily activity for specific tags or all tags. + * + * Args: + * tags (Optional[str]): Comma-separated list of tags to filter by. If not provided, returns data for all tags. + * start_date (Optional[str]): Start date for the activity period (YYYY-MM-DD). + * end_date (Optional[str]): End date for the activity period (YYYY-MM-DD). + * model (Optional[str]): Filter by model name. + * api_key (Optional[str]): Filter by API key. + * page (int): Page number for pagination. + * page_size (int): Number of items per page. + * + * Returns: + * SpendAnalyticsPaginatedResponse: Paginated response containing daily activity data. + */ + get: operations["get_tag_daily_activity_tag_daily_activity_get"]; + put?: never; + post?: never; + delete?: never; + options?: never; + head?: never; + patch?: never; + trace?: never; + }; + "/tag/dau": { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + /** + * Get Daily Active Users + * @description Get Daily Active Users (DAU) by tags for the last {MAX_DAYS} days ending on UTC today + 1 day. + * + * This endpoint efficiently calculates unique users per tag for each of the last {MAX_DAYS} days + * using a single optimized SQL query, perfect for dashboard time series visualization. + * + * Args: + * tag_filter: Optional filter to specific tag (legacy) + * tag_filters: Optional filter to multiple specific tags (takes precedence over tag_filter) + * + * Returns: + * ActiveUsersAnalyticsResponse: DAU data by tag for each of the last {MAX_DAYS} days + */ + get: operations["get_daily_active_users_tag_dau_get"]; + put?: never; + post?: never; + delete?: never; + options?: never; + head?: never; + patch?: never; + trace?: never; + }; + "/tag/delete": { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + get?: never; + put?: never; + /** + * Delete Tag + * @description Delete a tag. + * + * Parameters: + * - name: str - The name of the tag to delete + */ + post: operations["delete_tag_tag_delete_post"]; + delete?: never; + options?: never; + head?: never; + patch?: never; + trace?: never; + }; + "/tag/distinct": { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + /** + * Get Distinct User Agent Tags + * @description Get all distinct user agent tags up to a maximum of {MAX_TAGS} tags. + * + * This endpoint returns all unique user agent tags found in the database, + * sorted by frequency of usage. + * + * Returns: + * DistinctTagsResponse: List of distinct user agent tags + */ + get: operations["get_distinct_user_agent_tags_tag_distinct_get"]; + put?: never; + post?: never; + delete?: never; + options?: never; + head?: never; + patch?: never; + trace?: never; + }; + "/tag/info": { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + get?: never; + put?: never; + /** + * Info Tag + * @description Get information about specific tags. + * + * Parameters: + * - names: List[str] - List of tag names to get information for + */ + post: operations["info_tag_tag_info_post"]; + delete?: never; + options?: never; + head?: never; + patch?: never; + trace?: never; + }; + "/tag/list": { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + /** + * List Tags + * @description List all available tags with their budget information. + */ + get: operations["list_tags_tag_list_get"]; + put?: never; + post?: never; + delete?: never; + options?: never; + head?: never; + patch?: never; + trace?: never; + }; + "/tag/mau": { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + /** + * Get Monthly Active Users + * @description Get Monthly Active Users (MAU) by tags for the last {MAX_MONTHS} months ending on UTC today + 1 day. + * + * Shows month-by-month breakdown: + * - Month 1 (Nov): Earliest month (7 months ago, 30-day period) + * - Month 2 (Dec): Next month (6 months ago) + * - Month 3 (Jan): Next month (5 months ago) + * - ... and so on for {MAX_MONTHS} months total + * - Month 7: Most recent month ending on UTC today + 1 day + * + * Args: + * tag_filter: Optional filter to specific tag (legacy) + * tag_filters: Optional filter to multiple specific tags (takes precedence over tag_filter) + * + * Returns: + * ActiveUsersAnalyticsResponse: MAU data by tag for each of the last {MAX_MONTHS} months with descriptive month labels (e.g., "Month 1 (Nov)") + */ + get: operations["get_monthly_active_users_tag_mau_get"]; + put?: never; + post?: never; + delete?: never; + options?: never; + head?: never; + patch?: never; + trace?: never; + }; + "/tag/new": { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + get?: never; + put?: never; + /** + * New Tag + * @description Create a new tag. + * + * Parameters: + * - name: str - The name of the tag + * - description: Optional[str] - Description of what this tag represents + * - models: List[str] - List of either 'model_id' or 'model_name' allowed for this tag + * - budget_id: Optional[str] - The id for a budget (tpm/rpm/max budget) for the tag + * + * ### IF NO BUDGET ID - CREATE ONE WITH THESE PARAMS ### + * - max_budget: Optional[float] - Max budget for tag + * - tpm_limit: Optional[int] - Max tpm limit for tag + * - rpm_limit: Optional[int] - Max rpm limit for tag + * - max_parallel_requests: Optional[int] - Max parallel requests for tag + * - soft_budget: Optional[float] - Get a slack alert when this soft budget is reached + * - model_max_budget: Optional[dict] - Max budget for a specific model + * - budget_duration: Optional[str] - Frequency of resetting tag budget + */ + post: operations["new_tag_tag_new_post"]; + delete?: never; + options?: never; + head?: never; + patch?: never; + trace?: never; + }; + "/tag/summary": { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + /** + * Get Tag Summary + * @description Get summary analytics for tags including unique users, requests, tokens, and spend. + * + * Args: + * start_date: Start date for the analytics period (YYYY-MM-DD) + * end_date: End date for the analytics period (YYYY-MM-DD) + * tag_filter: Optional filter to specific tag (legacy) + * tag_filters: Optional filter to multiple specific tags (takes precedence over tag_filter) + * + * Returns: + * TagSummaryResponse: Summary analytics data by tag + */ + get: operations["get_tag_summary_tag_summary_get"]; + put?: never; + post?: never; + delete?: never; + options?: never; + head?: never; + patch?: never; + trace?: never; + }; + "/tag/update": { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + get?: never; + put?: never; + /** + * Update Tag + * @description Update an existing tag. + * + * Parameters: + * - name: str - The name of the tag to update + * - description: Optional[str] - Updated description + * - models: List[str] - Updated list of allowed LLM models + * - budget_id: Optional[str] - The id for a budget to associate with the tag + * + * ### BUDGET UPDATE PARAMS ### + * - max_budget: Optional[float] - Max budget for tag + * - tpm_limit: Optional[int] - Max tpm limit for tag + * - rpm_limit: Optional[int] - Max rpm limit for tag + * - max_parallel_requests: Optional[int] - Max parallel requests for tag + * - soft_budget: Optional[float] - Get a slack alert when this soft budget is reached + * - model_max_budget: Optional[dict] - Max budget for a specific model + * - budget_duration: Optional[str] - Frequency of resetting tag budget + */ + post: operations["update_tag_tag_update_post"]; + delete?: never; + options?: never; + head?: never; + patch?: never; + trace?: never; + }; + "/tag/user-agent/per-user-analytics": { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + /** + * Get Per User Analytics + * @description Get per-user analytics including successful requests, tokens, and spend by individual users. + * + * This endpoint provides usage metrics broken down by individual users based on their + * tag activity during the last 30 days ending on UTC today + 1 day. + * + * Args: + * tag_filter: Optional filter to specific tag (legacy) + * tag_filters: Optional filter to multiple specific tags (takes precedence over tag_filter) + * page: Page number for pagination + * page_size: Number of items per page + * + * Returns: + * PerUserAnalyticsResponse: Analytics data broken down by individual users for the last 30 days + */ + get: operations["get_per_user_analytics_tag_user_agent_per_user_analytics_get"]; + put?: never; + post?: never; + delete?: never; + options?: never; + head?: never; + patch?: never; + trace?: never; + }; + "/tag/wau": { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + /** + * Get Weekly Active Users + * @description Get Weekly Active Users (WAU) by tags for the last {MAX_WEEKS} weeks ending on UTC today + 1 day. + * + * Shows week-by-week breakdown: + * - Week 1 (Jan 1): Earliest week (7 weeks ago) + * - Week 2 (Jan 8): Next week (6 weeks ago) + * - Week 3 (Jan 15): Next week (5 weeks ago) + * - ... and so on for {MAX_WEEKS} weeks total + * - Week 7: Most recent week ending on UTC today + 1 day + * + * Args: + * tag_filter: Optional filter to specific tag (legacy) + * tag_filters: Optional filter to multiple specific tags (takes precedence over tag_filter) + * + * Returns: + * ActiveUsersAnalyticsResponse: WAU data by tag for each of the last {MAX_WEEKS} weeks with descriptive week labels (e.g., "Week 1 (Jan 1)") + */ + get: operations["get_weekly_active_users_tag_wau_get"]; + put?: never; + post?: never; + delete?: never; + options?: never; + head?: never; + patch?: never; + trace?: never; + }; + "/team/available": { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + /** List Available Teams */ + get: operations["list_available_teams_team_available_get"]; + put?: never; + post?: never; + delete?: never; + options?: never; + head?: never; + patch?: never; + trace?: never; + }; + "/team/block": { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + get?: never; + put?: never; + /** + * Block Team + * @description Blocks all calls from keys with this team id. + * + * Parameters: + * - team_id: str - Required. The unique identifier of the team to block. + * + * Example: + * ``` + * curl --location 'http://0.0.0.0:4000/team/block' --header 'Authorization: Bearer sk-1234' --header 'Content-Type: application/json' --data '{ + * "team_id": "team-1234" + * }' + * ``` + * + * Returns: + * - The updated team record with blocked=True + */ + post: operations["block_team_team_block_post"]; + delete?: never; + options?: never; + head?: never; + patch?: never; + trace?: never; + }; + "/team/bulk_member_add": { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + get?: never; + put?: never; + /** + * Bulk Team Member Add + * @description Bulk add multiple members to a team at once. + * + * This endpoint reuses the same logic as /team/member_add but provides a bulk-friendly response format. + * + * Parameters: + * - team_id: str - The ID of the team to add members to + * - members: List[Member] - List of members to add to the team + * - all_users: Optional[bool] - Flag to add all users on Proxy to the team + * - max_budget_in_team: Optional[float] - Maximum budget allocated to each user within the team + * + * Returns: + * - results: List of individual member addition results + * - total_requested: Total number of members requested for addition + * - successful_additions: Number of successful additions + * - failed_additions: Number of failed additions + * - updated_team: The updated team object + * + * Example request: + * ```bash + * curl --location 'http://0.0.0.0:4000/team/bulk_member_add' --header 'Authorization: Bearer sk-1234' --header 'Content-Type: application/json' --data '{ + * "team_id": "team-1234", + * "members": [ + * { + * "user_id": "user1", + * "role": "user" + * }, + * { + * "user_email": "user2@example.com", + * "role": "admin" + * } + * ], + * "max_budget_in_team": 100.0 + * }' + * ``` + */ + post: operations["bulk_team_member_add_team_bulk_member_add_post"]; + delete?: never; + options?: never; + head?: never; + patch?: never; + trace?: never; + }; + "/team/daily/activity": { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + /** + * Get Team Daily Activity + * @description Get daily activity for specific teams or all teams. + * + * Args: + * team_ids (Optional[str]): Comma-separated list of team IDs to filter by. If not provided, returns data for all teams. + * start_date (Optional[str]): Start date for the activity period (YYYY-MM-DD). + * end_date (Optional[str]): End date for the activity period (YYYY-MM-DD). + * model (Optional[str]): Filter by model name. + * api_key (Optional[str]): Filter by API key. + * page (int): Page number for pagination. + * page_size (int): Number of items per page. + * exclude_team_ids (Optional[str]): Comma-separated list of team IDs to exclude. + * Returns: + * SpendAnalyticsPaginatedResponse: Paginated response containing daily activity data. + */ + get: operations["get_team_daily_activity_team_daily_activity_get"]; + put?: never; + post?: never; + delete?: never; + options?: never; + head?: never; + patch?: never; + trace?: never; + }; + "/team/delete": { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + get?: never; + put?: never; + /** + * Delete Team + * @description delete team and associated team keys + * + * Parameters: + * - team_ids: List[str] - Required. List of team IDs to delete. Example: ["team-1234", "team-5678"] + * + * ``` + * curl --location 'http://0.0.0.0:4000/team/delete' --header 'Authorization: Bearer sk-1234' --header 'Content-Type: application/json' --data-raw '{ + * "team_ids": ["8d916b1c-510d-4894-a334-1c16a93344f5"] + * }' + * ``` + */ + post: operations["delete_team_team_delete_post"]; + delete?: never; + options?: never; + head?: never; + patch?: never; + trace?: never; + }; + "/team/info": { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + /** + * Team Info + * @description get info on team + related keys + * + * Parameters: + * - team_id: str - Required. The unique identifier of the team to get info on. + * + * ``` + * curl --location 'http://localhost:4000/team/info?team_id=your_team_id_here' --header 'Authorization: Bearer your_api_key_here' + * ``` + */ + get: operations["team_info_team_info_get"]; + put?: never; + post?: never; + delete?: never; + options?: never; + head?: never; + patch?: never; + trace?: never; + }; + "/team/key/bulk_update": { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + get?: never; + put?: never; + /** + * Bulk Update Team Keys + * @description Apply one update payload to many keys inside a single team. + * + * Pass `team_id` plus either `key_ids` or `all_keys_in_team=True`. The + * `update_fields` payload is broadcast to every selected key. Per-key + * failures are returned in `failed_updates` rather than aborting the batch. + * + * Callable by proxy admins, or by team admins with `KEY_UPDATE` permission. + */ + post: operations["bulk_update_team_keys_team_key_bulk_update_post"]; + delete?: never; + options?: never; + head?: never; + patch?: never; + trace?: never; + }; + "/team/list": { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + /** + * List Team + * @description ``` + * curl --location --request GET 'http://0.0.0.0:4000/team/list' --header 'Authorization: Bearer sk-1234' + * ``` + * + * Parameters: + * - user_id: str - Optional. If passed will only return teams that the user_id is a member of. + * - organization_id: str - Optional. If passed will only return teams that belong to the organization_id. Pass 'default_organization' to get all teams without organization_id. + */ + get: operations["list_team_team_list_get"]; + put?: never; + post?: never; + delete?: never; + options?: never; + head?: never; + patch?: never; + trace?: never; + }; + "/team/member_add": { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + get?: never; + put?: never; + /** + * Team Member Add + * @description Add new members (either via user_email or user_id) to a team + * + * If user doesn't exist, new user row will also be added to User Table + * + * Only proxy_admin or admin of team, allowed to access this endpoint. + * ``` + * + * curl -X POST 'http://0.0.0.0:4000/team/member_add' -H 'Authorization: Bearer sk-1234' -H 'Content-Type: application/json' -d '{"team_id": "45e3e396-ee08-4a61-a88e-16b3ce7e0849", "member": {"role": "user", "user_id": "krrish247652@berri.ai"}}' + * + * ``` + */ + post: operations["team_member_add_team_member_add_post"]; + delete?: never; + options?: never; + head?: never; + patch?: never; + trace?: never; + }; + "/team/member_delete": { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + get?: never; + put?: never; + /** + * Team Member Delete + * @description [BETA] + * + * delete members (either via user_email or user_id) from a team + * + * If user doesn't exist, an exception will be raised + * ``` + * curl -X POST 'http://0.0.0.0:8000/team/member_delete' + * -H 'Authorization: Bearer sk-1234' + * -H 'Content-Type: application/json' + * -d '{ + * "team_id": "45e3e396-ee08-4a61-a88e-16b3ce7e0849", + * "user_id": "krrish247652@berri.ai" + * }' + * ``` + */ + post: operations["team_member_delete_team_member_delete_post"]; + delete?: never; + options?: never; + head?: never; + patch?: never; + trace?: never; + }; + "/team/member_update": { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + get?: never; + put?: never; + /** + * Team Member Update + * @description [BETA] + * + * Update team member budgets and team member role + */ + post: operations["team_member_update_team_member_update_post"]; + delete?: never; + options?: never; + head?: never; + patch?: never; + trace?: never; + }; + "/team/model/add": { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + get?: never; + put?: never; + /** + * Team Model Add + * @description Add models to a team's allowed model list. Only proxy admin or team admin can add models. + * + * Parameters: + * - team_id: str - Required. The team to add models to + * - models: List[str] - Required. List of models to add to the team + * + * Example Request: + * ``` + * curl --location 'http://0.0.0.0:4000/team/model/add' --header 'Authorization: Bearer sk-1234' --header 'Content-Type: application/json' --data '{ + * "team_id": "team-1234", + * "models": ["gpt-4", "claude-2"] + * }' + * ``` + */ + post: operations["team_model_add_team_model_add_post"]; + delete?: never; + options?: never; + head?: never; + patch?: never; + trace?: never; + }; + "/team/model/delete": { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + get?: never; + put?: never; + /** + * Team Model Delete + * @description Remove models from a team's allowed model list. Only proxy admin or team admin can remove models. + * + * Parameters: + * - team_id: str - Required. The team to remove models from + * - models: List[str] - Required. List of models to remove from the team + * + * Example Request: + * ``` + * curl --location 'http://0.0.0.0:4000/team/model/delete' --header 'Authorization: Bearer sk-1234' --header 'Content-Type: application/json' --data '{ + * "team_id": "team-1234", + * "models": ["gpt-4"] + * }' + * ``` + */ + post: operations["team_model_delete_team_model_delete_post"]; + delete?: never; + options?: never; + head?: never; + patch?: never; + trace?: never; + }; + "/team/new": { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + get?: never; + put?: never; + /** + * New Team + * @description Allow users to create a new team. Apply user permissions to their team. + * + * 👉 [Detailed Doc on setting team budgets](https://docs.litellm.ai/docs/proxy/team_budgets) + * + * + * Parameters: + * - team_alias: Optional[str] - User defined team alias + * - team_id: Optional[str] - The team id of the user. If none passed, we'll generate it. + * - members_with_roles: List[{"role": "admin" or "user", "user_id": ""}] - A list of users and their roles in the team. Get user_id when making a new user via `/user/new`. + * - team_member_permissions: Optional[List[str]] - A list of routes that non-admin team members can access. example: ["/key/generate", "/key/update", "/key/delete"] + * - metadata: Optional[dict] - Metadata for team, store information for team. Example metadata = {"extra_info": "some info"} + * - model_rpm_limit: Optional[Dict[str, int]] - The RPM (Requests Per Minute) limit for this team - applied across all keys for this team. + * - model_tpm_limit: Optional[Dict[str, int]] - The TPM (Tokens Per Minute) limit for this team - applied across all keys for this team. + * - mcp_rpm_limit: Optional[Dict[str, int]] - Per-MCP-server RPM limit for this team, keyed by MCP server name (alias if set, else the configured name). Example: {"github": 100, "slack": 200}. Applied across all keys for this team. + * - tpm_limit: Optional[int] - The TPM (Tokens Per Minute) limit for this team - all keys with this team_id will have at max this TPM limit + * - rpm_limit: Optional[int] - The RPM (Requests Per Minute) limit for this team - all keys associated with this team_id will have at max this RPM limit + * - rpm_limit_type: Optional[Literal["guaranteed_throughput", "best_effort_throughput"]] - The type of RPM limit enforcement. Use "guaranteed_throughput" to raise an error if overallocating RPM, or "best_effort_throughput" for best effort enforcement. + * - tpm_limit_type: Optional[Literal["guaranteed_throughput", "best_effort_throughput"]] - The type of TPM limit enforcement. Use "guaranteed_throughput" to raise an error if overallocating TPM, or "best_effort_throughput" for best effort enforcement. + * - max_budget: Optional[float] - The maximum budget allocated to the team - all keys for this team_id will have at max this max_budget + * - soft_budget: Optional[float] - The soft budget threshold for the team. If max_budget is set, soft_budget must be strictly lower than max_budget. Can be set independently if max_budget is not set. + * - budget_duration: Optional[str] - The duration of the budget for the team. Doc [here](https://docs.litellm.ai/docs/proxy/team_budgets) + * - models: Optional[list] - A list of models associated with the team - all keys for this team_id will have at most, these models. If empty, assumes all models are allowed. + * - blocked: bool - Flag indicating if the team is blocked or not - will stop all calls from keys with this team_id. + * - members: Optional[List] - Control team members via `/team/member/add` and `/team/member/delete`. + * - tags: Optional[List[str]] - Tags for [tracking spend](https://litellm.vercel.app/docs/proxy/enterprise#tracking-spend-for-custom-tags) and/or doing [tag-based routing](https://litellm.vercel.app/docs/proxy/tag_routing). + * - prompts: Optional[List[str]] - List of prompts that the team is allowed to use. + * - organization_id: Optional[str] - The organization id of the team. Default is None. Create via `/organization/new`. + * - model_aliases: Optional[dict] - Model aliases for the team. [Docs](https://docs.litellm.ai/docs/proxy/team_based_routing#create-team-with-model-alias) + * - guardrails: Optional[List[str]] - Guardrails for the team. [Docs](https://docs.litellm.ai/docs/proxy/guardrails) + * - policies: Optional[List[str]] - Policies for the team. [Docs](https://docs.litellm.ai/docs/proxy/guardrails/guardrail_policies) + * - disable_global_guardrails: Optional[bool] - Whether to disable global guardrails for the key. + * - object_permission: Optional[LiteLLM_ObjectPermissionBase] - team-specific object permission. Example - {"vector_stores": ["vector_store_1", "vector_store_2"], "agents": ["agent_1", "agent_2"], "agent_access_groups": ["dev_group"]}. IF null or {} then no object permission. + * - team_member_budget: Optional[float] - The maximum budget allocated to an individual team member. + * - team_member_budget_duration: Optional[str] - The duration of the budget for the team member. Doc [here](https://docs.litellm.ai/docs/proxy/team_budgets) + * - team_member_rpm_limit: Optional[int] - The RPM (Requests Per Minute) limit for individual team members. + * - team_member_tpm_limit: Optional[int] - The TPM (Tokens Per Minute) limit for individual team members. + * - team_member_key_duration: Optional[str] - The duration for a team member's key. e.g. "1d", "1w", "1mo" + * - allowed_passthrough_routes: Optional[List[str]] - List of allowed pass through routes for the team. + * - allowed_vector_store_indexes: Optional[List[dict]] - List of allowed vector store indexes for the key. Example - [{"index_name": "my-index", "index_permissions": ["write", "read"]}]. If specified, the key will only be able to use these specific vector store indexes. Create index, using `/v1/indexes` endpoint. + * - secret_manager_settings: Optional[dict] - Secret manager settings for the team. [Docs](https://docs.litellm.ai/docs/secret_managers/overview) + * - router_settings: Optional[UpdateRouterConfig] - team-specific router settings. Example - {"model_group_retry_policy": {"max_retries": 5}}. IF null or {} then no router settings. + * - access_group_ids: Optional[List[str]] - List of access group IDs to associate with the team. Access groups define which models the team can access. Example - ["access_group_1", "access_group_2"]. + * - enforced_file_expires_after: Optional[dict] - Enforced file expiration policy for the team. Keys created under this team will inherit this policy for file uploads. Example - {"anchor": "created_at", "days": 30}. + * - enforced_batch_output_expires_after: Optional[dict] - Enforced batch output file expiration policy for the team. Keys created under this team will inherit this policy for batch output files. Example - {"anchor": "created_at", "days": 30}. + * - budget_limits: Optional[list] - List of concurrent budget windows for the team. Each window specifies a budget_limit, time_period, and optional budget_duration. Example - [{"budget_limit": 10.0, "time_period": "1d"}, {"budget_limit": 50.0, "time_period": "7d"}]. + * - default_team_member_models: Optional[List[str]] - Default models assigned to new team members when they join this team. Must be a subset of the team's models. + * + * Returns: + * - team_id: (str) Unique team id - used for tracking spend across multiple keys for same team id. + * + * _deprecated_params: + * - admins: list - A list of user_id's for the admin role + * - users: list - A list of user_id's for the user role + * + * Example Request: + * ``` + * curl --location 'http://0.0.0.0:4000/team/new' --header 'Authorization: Bearer sk-1234' --header 'Content-Type: application/json' --data '{ + * "team_alias": "my-new-team_2", + * "members_with_roles": [{"role": "admin", "user_id": "user-1234"}, + * {"role": "user", "user_id": "user-2434"}] + * }' + * + * ``` + * + * ``` + * curl --location 'http://0.0.0.0:4000/team/new' --header 'Authorization: Bearer sk-1234' --header 'Content-Type: application/json' --data '{ + * "team_alias": "QA Prod Bot", + * "max_budget": 0.000000001, + * "budget_duration": "1d" + * }' + * ``` + */ + post: operations["new_team_team_new_post"]; + delete?: never; + options?: never; + head?: never; + patch?: never; + trace?: never; + }; + "/team/permissions_bulk_update": { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + get?: never; + put?: never; + /** + * Bulk Update Team Member Permissions + * @description Append permissions to existing teams. + * + * Either pass team_ids to target specific teams, or set + * apply_to_all_teams=True to update every team. For each team, + * the provided permissions are merged with the team's existing + * permissions (duplicates are skipped). + */ + post: operations["bulk_update_team_member_permissions_team_permissions_bulk_update_post"]; + delete?: never; + options?: never; + head?: never; + patch?: never; + trace?: never; + }; + "/team/permissions_list": { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + /** + * Team Member Permissions + * @description Get the team member permissions for a team + */ + get: operations["team_member_permissions_team_permissions_list_get"]; + put?: never; + post?: never; + delete?: never; + options?: never; + head?: never; + patch?: never; + trace?: never; + }; + "/team/permissions_update": { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + get?: never; + put?: never; + /** + * Update Team Member Permissions + * @description Update the team member permissions for a team + */ + post: operations["update_team_member_permissions_team_permissions_update_post"]; + delete?: never; + options?: never; + head?: never; + patch?: never; + trace?: never; + }; + "/team/unblock": { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + get?: never; + put?: never; + /** + * Unblock Team + * @description Unblocks a previously blocked team, re-enabling calls from keys with this team id. + * + * Parameters: + * - team_id: str - Required. The unique identifier of the team to unblock. + * + * Example: + * ``` + * curl --location 'http://0.0.0.0:4000/team/unblock' --header 'Authorization: Bearer sk-1234' --header 'Content-Type: application/json' --data '{ + * "team_id": "team-1234" + * }' + * ``` + */ + post: operations["unblock_team_team_unblock_post"]; + delete?: never; + options?: never; + head?: never; + patch?: never; + trace?: never; + }; + "/team/update": { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + get?: never; + put?: never; + /** + * Update Team + * @description Use `/team/member_add` AND `/team/member/delete` to add/remove new team members + * + * You can now update team budget / rate limits via /team/update + * + * Parameters: + * - team_id: str - The team id of the user. Required param. + * - team_alias: Optional[str] - User defined team alias + * - team_member_permissions: Optional[List[str]] - A list of routes that non-admin team members can access. example: ["/key/generate", "/key/update", "/key/delete"] + * - metadata: Optional[dict] - Metadata for team, store information for team. Example metadata = {"team": "core-infra", "app": "app2", "email": "ishaan@berri.ai" } + * - tpm_limit: Optional[int] - The TPM (Tokens Per Minute) limit for this team - all keys with this team_id will have at max this TPM limit + * - rpm_limit: Optional[int] - The RPM (Requests Per Minute) limit for this team - all keys associated with this team_id will have at max this RPM limit + * - max_budget: Optional[float] - The maximum budget allocated to the team - all keys for this team_id will have at max this max_budget + * - soft_budget: Optional[float] - The soft budget threshold for the team. If max_budget is set (either in the request or existing), soft_budget must be strictly lower than max_budget. Can be set independently if max_budget is not set. + * - budget_duration: Optional[str] - The duration of the budget for the team. Doc [here](https://docs.litellm.ai/docs/proxy/team_budgets) + * - models: Optional[list] - A list of models associated with the team - all keys for this team_id will have at most, these models. If empty, assumes all models are allowed. + * - prompts: Optional[List[str]] - List of prompts that the team is allowed to use. + * - blocked: bool - Flag indicating if the team is blocked or not - will stop all calls from keys with this team_id. + * - tags: Optional[List[str]] - Tags for [tracking spend](https://litellm.vercel.app/docs/proxy/enterprise#tracking-spend-for-custom-tags) and/or doing [tag-based routing](https://litellm.vercel.app/docs/proxy/tag_routing). + * - organization_id: Optional[str] - The organization id of the team. Default is None. Create via `/organization/new`. + * - model_aliases: Optional[dict] - Model aliases for the team. [Docs](https://docs.litellm.ai/docs/proxy/team_based_routing#create-team-with-model-alias) + * - guardrails: Optional[List[str]] - Guardrails for the team. [Docs](https://docs.litellm.ai/docs/proxy/guardrails) + * - policies: Optional[List[str]] - Policies for the team. [Docs](https://docs.litellm.ai/docs/proxy/guardrails/guardrail_policies) + * - disable_global_guardrails: Optional[bool] - Whether to disable global guardrails for the key. + * - object_permission: Optional[LiteLLM_ObjectPermissionBase] - team-specific object permission. Example - {"vector_stores": ["vector_store_1", "vector_store_2"], "agents": ["agent_1", "agent_2"], "agent_access_groups": ["dev_group"]}. IF null or {} then no object permission. + * - team_member_budget: Optional[float] - The maximum budget allocated to an individual team member. + * - team_member_budget_duration: Optional[str] - The duration of the budget for the team member. Doc [here](https://docs.litellm.ai/docs/proxy/team_budgets) + * - team_member_rpm_limit: Optional[int] - The RPM (Requests Per Minute) limit for individual team members. + * - team_member_tpm_limit: Optional[int] - The TPM (Tokens Per Minute) limit for individual team members. + * - team_member_key_duration: Optional[str] - The duration for a team member's key. e.g. "1d", "1w", "1mo" + * - allowed_passthrough_routes: Optional[List[str]] - List of allowed pass through routes for the team. + * - model_rpm_limit: Optional[Dict[str, int]] - The RPM (Requests Per Minute) limit per model for this team. Example: {"gpt-4": 100, "gpt-3.5-turbo": 200} + * - model_tpm_limit: Optional[Dict[str, int]] - The TPM (Tokens Per Minute) limit per model for this team. Example: {"gpt-4": 10000, "gpt-3.5-turbo": 20000} + * Example - update team TPM Limit + * - allowed_vector_store_indexes: Optional[List[dict]] - List of allowed vector store indexes for the key. Example - [{"index_name": "my-index", "index_permissions": ["write", "read"]}]. If specified, the key will only be able to use these specific vector store indexes. Create index, using `/v1/indexes` endpoint. + * - secret_manager_settings: Optional[dict] - Secret manager settings for the team. [Docs](https://docs.litellm.ai/docs/secret_managers/overview) + * - router_settings: Optional[UpdateRouterConfig] - team-specific router settings. Example - {"model_group_retry_policy": {"max_retries": 5}}. IF null or {} then no router settings. + * - access_group_ids: Optional[List[str]] - List of access group IDs to associate with the team. Access groups define which models the team can access. Example - ["access_group_1", "access_group_2"]. + * - enforced_file_expires_after: Optional[dict] - Enforced file expiration policy for the team. Keys created under this team will inherit this policy for file uploads. Example - {"anchor": "created_at", "days": 30}. + * - enforced_batch_output_expires_after: Optional[dict] - Enforced batch output file expiration policy for the team. Keys created under this team will inherit this policy for batch output files. Example - {"anchor": "created_at", "days": 30}. + * - budget_limits: Optional[list] - List of concurrent budget windows for the team. Each window specifies a budget_limit, time_period, and optional budget_duration. Example - [{"budget_limit": 10.0, "time_period": "1d"}, {"budget_limit": 50.0, "time_period": "7d"}]. + * - default_team_member_models: Optional[List[str]] - Default models assigned to new team members when they join this team. Must be a subset of the team's models. + * + * ``` + * curl --location 'http://0.0.0.0:4000/team/update' --header 'Authorization: Bearer sk-1234' --header 'Content-Type: application/json' --data-raw '{ + * "team_id": "8d916b1c-510d-4894-a334-1c16a93344f5", + * "tpm_limit": 100 + * }' + * ``` + * + * Example - Update Team `max_budget` budget + * ``` + * curl --location 'http://0.0.0.0:4000/team/update' --header 'Authorization: Bearer sk-1234' --header 'Content-Type: application/json' --data-raw '{ + * "team_id": "8d916b1c-510d-4894-a334-1c16a93344f5", + * "max_budget": 10 + * }' + * ``` + */ + post: operations["update_team_team_update_post"]; + delete?: never; + options?: never; + head?: never; + patch?: never; + trace?: never; + }; + "/team/{team_id}/callback": { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + /** + * Get Team Callbacks + * @description Get the success/failure callbacks and variables for a team + * + * Parameters: + * - team_id (str, required): The unique identifier for the team + * + * Example curl: + * ``` + * curl -X GET 'http://localhost:4000/team/dbe2f686-a686-4896-864a-4c3924458709/callback' -H 'Authorization: Bearer sk-1234' + * ``` + * + * This will return the callback settings for the team with id dbe2f686-a686-4896-864a-4c3924458709 + * + * Returns { + * "status": "success", + * "data": { + * "team_id": team_id, + * "success_callbacks": team_callback_settings_obj.success_callback, + * "failure_callbacks": team_callback_settings_obj.failure_callback, + * "callback_vars": team_callback_settings_obj.callback_vars, + * }, + * } + */ + get: operations["get_team_callbacks_team__team_id__callback_get"]; + put?: never; + /** + * Add Team Callbacks + * @description Add a success/failure callback to a team + * + * Use this if if you want different teams to have different success/failure callbacks + * + * Parameters: + * - callback_name (Literal["langfuse", "langsmith", "gcs"], required): The name of the callback to add + * - callback_type (Literal["success", "failure", "success_and_failure"], required): The type of callback to add. One of: + * - "success": Callback for successful LLM calls + * - "failure": Callback for failed LLM calls + * - "success_and_failure": Callback for both successful and failed LLM calls + * - callback_vars (StandardCallbackDynamicParams, required): A dictionary of variables to pass to the callback + * - langfuse_public_key: The public key for the Langfuse callback + * - langfuse_secret_key: The secret key for the Langfuse callback + * - langfuse_secret: The secret for the Langfuse callback + * - langfuse_host: The host for the Langfuse callback + * - gcs_bucket_name: The name of the GCS bucket + * - gcs_path_service_account: The path to the GCS service account + * - langsmith_api_key: The API key for the Langsmith callback + * - langsmith_project: The project for the Langsmith callback + * - langsmith_base_url: The base URL for the Langsmith callback + * + * Example curl: + * ``` + * curl -X POST 'http:/localhost:4000/team/dbe2f686-a686-4896-864a-4c3924458709/callback' -H 'Content-Type: application/json' -H 'Authorization: Bearer sk-1234' -d '{ + * "callback_name": "langfuse", + * "callback_type": "success", + * "callback_vars": {"langfuse_public_key": "pk-lf-xxxx1", "langfuse_secret_key": "sk-xxxxx"} + * + * }' + * ``` + * + * This means for the team where team_id = dbe2f686-a686-4896-864a-4c3924458709, all LLM calls will be logged to langfuse using the public key pk-lf-xxxx1 and the secret key sk-xxxxx + */ + post: operations["add_team_callbacks_team__team_id__callback_post"]; + delete?: never; + options?: never; + head?: never; + patch?: never; + trace?: never; + }; + "/team/{team_id}/disable_logging": { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + get?: never; + put?: never; + /** + * Disable Team Logging + * @description Disable all logging callbacks for a team + * + * Parameters: + * - team_id (str, required): The unique identifier for the team + * + * Example curl: + * ``` + * curl -X POST 'http://localhost:4000/team/dbe2f686-a686-4896-864a-4c3924458709/disable_logging' -H 'Authorization: Bearer sk-1234' + * ``` + */ + post: operations["disable_team_logging_team__team_id__disable_logging_post"]; + delete?: never; + options?: never; + head?: never; + patch?: never; + trace?: never; + }; + "/team/{team_id}/members/me": { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + /** + * Team Member Me + * @description Get the caller's own team-membership row for the given team. + * + * Used by internal users to view their own spend, budget, budget reset + * date, rate limits, and role within a team — without exposing other + * members' data. The caller is resolved from their API key; the path + * `/members/me` always refers to that caller. + * + * Returns 404 if the caller is not a member of the team. + * + * ``` + * curl --location 'http://localhost:4000/team/your_team_id/members/me' --header 'Authorization: Bearer your_api_key_here' + * ``` + */ + get: operations["team_member_me_team__team_id__members_me_get"]; + put?: never; + post?: never; + delete?: never; + options?: never; + head?: never; + patch?: never; + trace?: never; + }; + "/test": { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + /** + * Test Endpoint + * @description [DEPRECATED] use `/health/liveliness` instead. + * + * A test endpoint that pings the proxy server to check if it's healthy. + * + * Parameters: + * request (Request): The incoming request. + * + * Returns: + * dict: A dictionary containing the route of the request URL. + */ + get: operations["test_endpoint_test_get"]; + put?: never; + post?: never; + delete?: never; + options?: never; + head?: never; + patch?: never; + trace?: never; + }; + "/threads": { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + get?: never; + put?: never; + /** + * Create Threads + * @description Create a thread. + * + * API Reference - https://platform.openai.com/docs/api-reference/threads/createThread + */ + post: operations["create_threads_threads_post"]; + delete?: never; + options?: never; + head?: never; + patch?: never; + trace?: never; + }; + "/threads/{thread_id}": { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + /** + * Get Thread + * @description Retrieves a thread. + * + * API Reference - https://platform.openai.com/docs/api-reference/threads/getThread + */ + get: operations["get_thread_threads__thread_id__get"]; + put?: never; + post?: never; + delete?: never; + options?: never; + head?: never; + patch?: never; + trace?: never; + }; + "/threads/{thread_id}/messages": { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + /** + * Get Messages + * @description Returns a list of messages for a given thread. + * + * API Reference - https://platform.openai.com/docs/api-reference/messages/listMessages + */ + get: operations["get_messages_threads__thread_id__messages_get"]; + put?: never; + /** + * Add Messages + * @description Create a message. + * + * API Reference - https://platform.openai.com/docs/api-reference/messages/createMessage + */ + post: operations["add_messages_threads__thread_id__messages_post"]; + delete?: never; + options?: never; + head?: never; + patch?: never; + trace?: never; + }; + "/threads/{thread_id}/runs": { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + get?: never; + put?: never; + /** + * Run Thread + * @description Create a run. + * + * API Reference: https://platform.openai.com/docs/api-reference/runs/createRun + */ + post: operations["run_thread_threads__thread_id__runs_post"]; + delete?: never; + options?: never; + head?: never; + patch?: never; + trace?: never; + }; + "/toolset/{toolset_name}/mcp": { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + /** + * Toolset Mcp Route + * @description Namespace a toolset as its own MCP endpoint. + * + * Connecting to /toolset//mcp exposes exactly the tools defined in + * the toolset. Access is enforced: non-admin API keys must have the toolset + * listed in their object_permission.mcp_toolsets grant list, or the request + * will be rejected with a 403. + */ + get: operations["toolset_mcp_route_toolset__toolset_name__mcp_get"]; + /** + * Toolset Mcp Route + * @description Namespace a toolset as its own MCP endpoint. + * + * Connecting to /toolset//mcp exposes exactly the tools defined in + * the toolset. Access is enforced: non-admin API keys must have the toolset + * listed in their object_permission.mcp_toolsets grant list, or the request + * will be rejected with a 403. + */ + put: operations["toolset_mcp_route_toolset__toolset_name__mcp_put"]; + /** + * Toolset Mcp Route + * @description Namespace a toolset as its own MCP endpoint. + * + * Connecting to /toolset//mcp exposes exactly the tools defined in + * the toolset. Access is enforced: non-admin API keys must have the toolset + * listed in their object_permission.mcp_toolsets grant list, or the request + * will be rejected with a 403. + */ + post: operations["toolset_mcp_route_toolset__toolset_name__mcp_post"]; + /** + * Toolset Mcp Route + * @description Namespace a toolset as its own MCP endpoint. + * + * Connecting to /toolset//mcp exposes exactly the tools defined in + * the toolset. Access is enforced: non-admin API keys must have the toolset + * listed in their object_permission.mcp_toolsets grant list, or the request + * will be rejected with a 403. + */ + delete: operations["toolset_mcp_route_toolset__toolset_name__mcp_delete"]; + /** + * Toolset Mcp Route + * @description Namespace a toolset as its own MCP endpoint. + * + * Connecting to /toolset//mcp exposes exactly the tools defined in + * the toolset. Access is enforced: non-admin API keys must have the toolset + * listed in their object_permission.mcp_toolsets grant list, or the request + * will be rejected with a 403. + */ + options: operations["toolset_mcp_route_toolset__toolset_name__mcp_options"]; + /** + * Toolset Mcp Route + * @description Namespace a toolset as its own MCP endpoint. + * + * Connecting to /toolset//mcp exposes exactly the tools defined in + * the toolset. Access is enforced: non-admin API keys must have the toolset + * listed in their object_permission.mcp_toolsets grant list, or the request + * will be rejected with a 403. + */ + head: operations["toolset_mcp_route_toolset__toolset_name__mcp_head"]; + /** + * Toolset Mcp Route + * @description Namespace a toolset as its own MCP endpoint. + * + * Connecting to /toolset//mcp exposes exactly the tools defined in + * the toolset. Access is enforced: non-admin API keys must have the toolset + * listed in their object_permission.mcp_toolsets grant list, or the request + * will be rejected with a 403. + */ + patch: operations["toolset_mcp_route_toolset__toolset_name__mcp_patch"]; + trace?: never; + }; + "/update/default_team_settings": { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + get?: never; + put?: never; + post?: never; + delete?: never; + options?: never; + head?: never; + /** + * Update Default Team Settings + * @description Update the default team parameters for SSO users. + * These settings will be applied to new teams created from SSO. + */ + patch: operations["update_default_team_settings_update_default_team_settings_patch"]; + trace?: never; + }; + "/update/internal_user_settings": { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + get?: never; + put?: never; + post?: never; + delete?: never; + options?: never; + head?: never; + /** + * Update Internal User Settings + * @description Update the default internal user parameters for SSO users. + * These settings will be applied to new users who sign in via SSO. + */ + patch: operations["update_internal_user_settings_update_internal_user_settings_patch"]; + trace?: never; + }; + "/update/mcp_semantic_filter_settings": { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + get?: never; + put?: never; + post?: never; + delete?: never; + options?: never; + head?: never; + /** + * Update Mcp Semantic Filter Settings + * @description Update MCP semantic filter settings in database. + * Settings will be picked up by all pods within approximately 10 seconds via background polling. + */ + patch: operations["update_mcp_semantic_filter_settings_update_mcp_semantic_filter_settings_patch"]; + trace?: never; + }; + "/update/sso_settings": { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + get?: never; + put?: never; + post?: never; + delete?: never; + options?: never; + head?: never; + /** + * Update Sso Settings + * @description Update SSO configuration by saving to the dedicated SSO table. + */ + patch: operations["update_sso_settings_update_sso_settings_patch"]; + trace?: never; + }; + "/update/ui_settings": { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + get?: never; + put?: never; + post?: never; + delete?: never; + options?: never; + head?: never; + /** + * Update Ui Settings + * @description Update UI-specific configuration flags. + * Only proxy admins are allowed to modify these settings. + */ + patch: operations["update_ui_settings_update_ui_settings_patch"]; + trace?: never; + }; + "/update/ui_theme_settings": { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + get?: never; + put?: never; + post?: never; + delete?: never; + options?: never; + head?: never; + /** + * Update Ui Theme Settings + * @description Update UI theme configuration. + * Updates logo settings for the admin UI. + */ + patch: operations["update_ui_theme_settings_update_ui_theme_settings_patch"]; + trace?: never; + }; + "/upload/logo": { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + get?: never; + put?: never; + /** + * Upload Logo + * @description Upload a custom logo for the admin UI. + * Accepts image files (PNG, JPG, JPEG, SVG) and stores them for use in the UI. + */ + post: operations["upload_logo_upload_logo_post"]; + delete?: never; + options?: never; + head?: never; + patch?: never; + trace?: never; + }; + "/usage/ai/chat": { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + get?: never; + put?: never; + /** + * Usage Ai Chat + * @description AI chat about usage data. Streams SSE events with the AI response. + * The AI agent has access to tools that query aggregated daily activity data. + */ + post: operations["usage_ai_chat_usage_ai_chat_post"]; + delete?: never; + options?: never; + head?: never; + patch?: never; + trace?: never; + }; + "/user/available_users": { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + /** + * Available Enterprise Users + * @description For keys with `max_users` set, return the list of users that are allowed to use the key. + */ + get: operations["available_enterprise_users_user_available_users_get"]; + put?: never; + post?: never; + delete?: never; + options?: never; + head?: never; + patch?: never; + trace?: never; + }; + "/user/bulk_update": { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + get?: never; + put?: never; + /** + * Bulk User Update + * @description Bulk update multiple users at once. + * + * This endpoint allows updating multiple users in a single request. Each user update + * is processed independently - if some updates fail, others will still succeed. + * + * Parameters: + * - users: Optional[List[UpdateUserRequest]] - List of specific user update requests + * - all_users: Optional[bool] - Set to true to update all users in the system + * - user_updates: Optional[UpdateUserRequest] - Updates to apply when all_users=True + * + * Returns: + * - results: List of individual update results + * - total_requested: Total number of users requested for update + * - successful_updates: Number of successful updates + * - failed_updates: Number of failed updates + * + * Example request for specific users: + * ```bash + * curl --location 'http://0.0.0.0:4000/user/bulk_update' --header 'Authorization: Bearer sk-1234' --header 'Content-Type: application/json' --data '{ + * "users": [ + * { + * "user_id": "user1", + * "user_role": "internal_user", + * "max_budget": 100.0 + * }, + * { + * "user_email": "user2@example.com", + * "user_role": "internal_user_viewer", + * "max_budget": 50.0 + * } + * ] + * }' + * ``` + * + * Example request for all users: + * ```bash + * curl --location 'http://0.0.0.0:4000/user/bulk_update' --header 'Authorization: Bearer sk-1234' --header 'Content-Type: application/json' --data '{ + * "all_users": true, + * "user_updates": { + * "user_role": "internal_user", + * "max_budget": 50.0 + * } + * }' + * ``` + */ + post: operations["bulk_user_update_user_bulk_update_post"]; + delete?: never; + options?: never; + head?: never; + patch?: never; + trace?: never; + }; + "/user/daily/activity": { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + /** + * Get User Daily Activity + * @description [BETA] This is a beta endpoint. It will change. + * + * Meant to optimize querying spend data for analytics for a user. + * + * Returns: + * (by date) + * - spend + * - prompt_tokens + * - completion_tokens + * - cache_read_input_tokens + * - cache_creation_input_tokens + * - total_tokens + * - api_requests + * - breakdown by model, api_key, provider + */ + get: operations["get_user_daily_activity_user_daily_activity_get"]; + put?: never; + post?: never; + delete?: never; + options?: never; + head?: never; + patch?: never; + trace?: never; + }; + "/user/daily/activity/aggregated": { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + /** + * Get User Daily Activity Aggregated + * @description Aggregated analytics for a user's daily activity without pagination. + * Returns the same response shape as the paginated endpoint with page metadata set to single-page. + */ + get: operations["get_user_daily_activity_aggregated_user_daily_activity_aggregated_get"]; + put?: never; + post?: never; + delete?: never; + options?: never; + head?: never; + patch?: never; + trace?: never; + }; + "/user/delete": { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + get?: never; + put?: never; + /** + * Delete User + * @description delete user and associated user keys + * + * ``` + * curl --location 'http://0.0.0.0:4000/user/delete' + * --header 'Authorization: Bearer sk-1234' + * --header 'Content-Type: application/json' + * --data-raw '{ + * "user_ids": ["45e3e396-ee08-4a61-a88e-16b3ce7e0849"] + * }' + * ``` + * + * Parameters: + * - user_ids: List[str] - The list of user id's to be deleted. + */ + post: operations["delete_user_user_delete_post"]; + delete?: never; + options?: never; + head?: never; + patch?: never; + trace?: never; + }; + "/user/info": { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + /** + * User Info + * @description [10/07/2024] + * Note: To get all users (+pagination), use `/user/list` endpoint. + * + * + * Use this to get user information. (user row + all user key info) + * + * Example request + * ``` + * curl -X GET 'http://localhost:4000/user/info?user_id=krrish7%40berri.ai' --header 'Authorization: Bearer sk-1234' + * ``` + */ + get: operations["user_info_user_info_get"]; + put?: never; + post?: never; + delete?: never; + options?: never; + head?: never; + patch?: never; + trace?: never; + }; + "/user/list": { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + /** + * Get Users + * @description Get a paginated list of users with filtering and sorting options. + * + * Parameters: + * role: Optional[str] + * Filter users by role. Can be one of: + * - proxy_admin + * - proxy_admin_viewer + * - internal_user + * - internal_user_viewer + * user_ids: Optional[str] + * Get list of users by user_ids. Comma separated list of user_ids. + * sso_ids: Optional[str] + * Get list of users by sso_ids. Comma separated list of sso_ids. + * user_email: Optional[str] + * Filter users by partial email match + * team: Optional[str] + * Filter users by team id. Will match if user has this team in their teams array. + * page: int + * The page number to return + * page_size: int + * The number of items per page + * sort_by: Optional[str] + * Column to sort by (e.g. 'user_id', 'user_email', 'created_at', 'spend') + * sort_order: Optional[str] + * Sort order ('asc' or 'desc') + */ + get: operations["get_users_user_list_get"]; + put?: never; + post?: never; + delete?: never; + options?: never; + head?: never; + patch?: never; + trace?: never; + }; + "/user/new": { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + get?: never; + put?: never; + /** + * New User + * @description Use this to create a new INTERNAL user with a budget. + * Internal Users can access LiteLLM Admin UI to make keys, request access to models. + * This creates a new user and generates a new api key for the new user. The new api key is returned. + * + * Returns user id, budget + new key. + * + * Parameters: + * - user_id: Optional[str] - Specify a user id. If not set, a unique id will be generated. + * - user_alias: Optional[str] - A descriptive name for you to know who this user id refers to. + * - teams: Optional[list] - specify a list of team id's a user belongs to. + * - user_email: Optional[str] - Specify a user email. + * - send_invite_email: Optional[bool] - Specify if an invite email should be sent. + * - user_role: Optional[str] - Specify a user role - "proxy_admin", "proxy_admin_viewer", "internal_user", "internal_user_viewer", "team", "customer". Info about each role here: `https://github.com/BerriAI/litellm/litellm/proxy/_types.py#L20` + * - max_budget: Optional[float] - Specify max budget for a given user. + * - budget_duration: Optional[str] - Budget is reset at the end of specified duration. If not set, budget is never reset. You can set duration as seconds ("30s"), minutes ("30m"), hours ("30h"), days ("30d"), months ("1mo"). + * - models: Optional[list] - Model_name's a user is allowed to call. (if empty, key is allowed to call all models). Set to ['no-default-models'] to block all model access. Restricting user to only team-based model access. + * - tpm_limit: Optional[int] - Specify tpm limit for a given user (Tokens per minute) + * - rpm_limit: Optional[int] - Specify rpm limit for a given user (Requests per minute) + * - auto_create_key: bool - Default=True. Flag used for returning a key as part of the /user/new response + * - aliases: Optional[dict] - Model aliases for the user - [Docs](https://litellm.vercel.app/docs/proxy/virtual_keys#model-aliases) + * - config: Optional[dict] - [DEPRECATED PARAM] User-specific config. + * - allowed_cache_controls: Optional[list] - List of allowed cache control values. Example - ["no-cache", "no-store"]. See all values - https://docs.litellm.ai/docs/proxy/caching#turn-on--off-caching-per-request- + * - blocked: Optional[bool] - [Not Implemented Yet] Whether the user is blocked. + * - guardrails: Optional[List[str]] - [Not Implemented Yet] List of active guardrails for the user + * - policies: Optional[List[str]] - List of policy names to apply to the user. Policies define guardrails, conditions, and inheritance rules. + * - permissions: Optional[dict] - [Not Implemented Yet] User-specific permissions, eg. turning off pii masking. + * - metadata: Optional[dict] - Metadata for user, store information for user. Example metadata = {"team": "core-infra", "app": "app2", "email": "ishaan@berri.ai" } + * - max_parallel_requests: Optional[int] - Rate limit a user based on the number of parallel requests. Raises 429 error, if user's parallel requests > x. + * - soft_budget: Optional[float] - Get alerts when user crosses given budget, doesn't block requests. + * - model_max_budget: Optional[dict] - Model-specific max budget for user. [Docs](https://docs.litellm.ai/docs/proxy/users#add-model-specific-budgets-to-keys) + * - model_rpm_limit: Optional[float] - Model-specific rpm limit for user. [Docs](https://docs.litellm.ai/docs/proxy/users#add-model-specific-limits-to-keys) + * - mcp_rpm_limit: Optional[dict] - Per-MCP-server rpm limit, keyed by MCP server name {"github": 100, "slack": 200}. Enforced for keys and teams only; values set on a user are stored but not enforced per user. + * - model_tpm_limit: Optional[float] - Model-specific tpm limit for user. [Docs](https://docs.litellm.ai/docs/proxy/users#add-model-specific-limits-to-keys) + * - spend: Optional[float] - Amount spent by user. Default is 0. Will be updated by proxy whenever user is used. You can set duration as seconds ("30s"), minutes ("30m"), hours ("30h"), days ("30d"), months ("1mo"). + * - agent_id: Optional[str] - The agent id associated with the user. + * - team_id: Optional[str] - [DEPRECATED PARAM] The team id of the user. Default is None. + * - duration: Optional[str] - Duration for the key auto-created on `/user/new`. Default is None. + * - key_alias: Optional[str] - Alias for the key auto-created on `/user/new`. Default is None. + * - sso_user_id: Optional[str] - The id of the user in the SSO provider. + * - object_permission: Optional[LiteLLM_ObjectPermissionBase] - internal user-specific object permission. Example - {"vector_stores": ["vector_store_1", "vector_store_2"]}. IF null or {} then no object permission. + * - prompts: Optional[List[str]] - List of allowed prompts for the user. If specified, the user will only be able to use these specific prompts. + * - organizations: List[str] - List of organization id's the user is a member of + * - budget_limits: Optional[list] - List of concurrent budget windows for the user. Each window specifies a budget_limit, time_period, and optional budget_duration. Example - [{"budget_limit": 10.0, "time_period": "1d"}, {"budget_limit": 50.0, "time_period": "7d"}]. + * Returns: + * - key: (str) The generated api key for the user + * - expires: (datetime) Datetime object for when key expires. + * - user_id: (str) Unique user id - used for tracking spend across multiple keys for same user id. + * - max_budget: (float|None) Max budget for given user. + * + * Usage Example + * + * ```shell + * curl -X POST "http://localhost:4000/user/new" -H "Content-Type: application/json" -H "Authorization: Bearer sk-1234" -d '{ + * "username": "new_user", + * "email": "new_user@example.com" + * }' + * ``` + */ + post: operations["new_user_user_new_post"]; + delete?: never; + options?: never; + head?: never; + patch?: never; + trace?: never; + }; + "/user/update": { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + get?: never; + put?: never; + /** + * User Update + * @description Example curl + * + * ``` + * curl --location 'http://0.0.0.0:4000/user/update' --header 'Authorization: Bearer sk-1234' --header 'Content-Type: application/json' --data '{ + * "user_id": "test-litellm-user-4", + * "user_role": "proxy_admin_viewer" + * }' + * ``` + * + * Parameters: + * - user_id: Optional[str] - Specify a user id. If not set, a unique id will be generated. + * - user_email: Optional[str] - Specify a user email. + * - password: Optional[str] - Specify a user password. + * - user_alias: Optional[str] - A descriptive name for you to know who this user id refers to. + * - teams: Optional[list] - specify a list of team id's a user belongs to. + * - send_invite_email: Optional[bool] - Specify if an invite email should be sent. + * - user_role: Optional[str] - Specify a user role - "proxy_admin", "proxy_admin_viewer", "internal_user", "internal_user_viewer", "team", "customer". Info about each role here: `https://github.com/BerriAI/litellm/litellm/proxy/_types.py#L20` + * - max_budget: Optional[float] - Specify max budget for a given user. + * - budget_duration: Optional[str] - Budget is reset at the end of specified duration. If not set, budget is never reset. You can set duration as seconds ("30s"), minutes ("30m"), hours ("30h"), days ("30d"), months ("1mo"). + * - models: Optional[list] - Model_name's a user is allowed to call. (if empty, key is allowed to call all models) + * - tpm_limit: Optional[int] - Specify tpm limit for a given user (Tokens per minute) + * - rpm_limit: Optional[int] - Specify rpm limit for a given user (Requests per minute) + * - auto_create_key: bool - Default=True. Flag used for returning a key as part of the /user/new response + * - aliases: Optional[dict] - Model aliases for the user - [Docs](https://litellm.vercel.app/docs/proxy/virtual_keys#model-aliases) + * - config: Optional[dict] - [DEPRECATED PARAM] User-specific config. + * - allowed_cache_controls: Optional[list] - List of allowed cache control values. Example - ["no-cache", "no-store"]. See all values - https://docs.litellm.ai/docs/proxy/caching#turn-on--off-caching-per-request- + * - blocked: Optional[bool] - [Not Implemented Yet] Whether the user is blocked. + * - guardrails: Optional[List[str]] - [Not Implemented Yet] List of active guardrails for the user + * - policies: Optional[List[str]] - List of policy names to apply to the user. Policies define guardrails, conditions, and inheritance rules. + * - permissions: Optional[dict] - [Not Implemented Yet] User-specific permissions, eg. turning off pii masking. + * - metadata: Optional[dict] - Metadata for user, store information for user. Example metadata = {"team": "core-infra", "app": "app2", "email": "ishaan@berri.ai" } + * - max_parallel_requests: Optional[int] - Rate limit a user based on the number of parallel requests. Raises 429 error, if user's parallel requests > x. + * - soft_budget: Optional[float] - Get alerts when user crosses given budget, doesn't block requests. + * - model_max_budget: Optional[dict] - Model-specific max budget for user. [Docs](https://docs.litellm.ai/docs/proxy/users#add-model-specific-budgets-to-keys) + * - model_rpm_limit: Optional[float] - Model-specific rpm limit for user. [Docs](https://docs.litellm.ai/docs/proxy/users#add-model-specific-limits-to-keys) + * - mcp_rpm_limit: Optional[dict] - Per-MCP-server rpm limit, keyed by MCP server name {"github": 100, "slack": 200}. Enforced for keys and teams only; values set on a user are stored but not enforced per user. + * - model_tpm_limit: Optional[float] - Model-specific tpm limit for user. [Docs](https://docs.litellm.ai/docs/proxy/users#add-model-specific-limits-to-keys) + * - spend: Optional[float] - Amount spent by user. Default is 0. Will be updated by proxy whenever user is used. You can set duration as seconds ("30s"), minutes ("30m"), hours ("30h"), days ("30d"), months ("1mo"). + * - agent_id: Optional[str] - The agent id associated with the user. + * - team_id: Optional[str] - [DEPRECATED PARAM] The team id of the user. Default is None. + * - duration: Optional[str] - [NOT IMPLEMENTED]. + * - key_alias: Optional[str] - [NOT IMPLEMENTED]. + * - object_permission: Optional[LiteLLM_ObjectPermissionBase] - internal user-specific object permission. Example - {"vector_stores": ["vector_store_1", "vector_store_2"]}. IF null or {} then no object permission. + * - prompts: Optional[List[str]] - List of allowed prompts for the user. If specified, the user will only be able to use these specific prompts. + * - budget_limits: Optional[list] - List of concurrent budget windows for the user. Each window specifies a budget_limit, time_period, and optional budget_duration. Example - [{"budget_limit": 10.0, "time_period": "1d"}, {"budget_limit": 50.0, "time_period": "7d"}]. + */ + post: operations["user_update_user_update_post"]; + delete?: never; + options?: never; + head?: never; + patch?: never; + trace?: never; + }; + "/utils/dotprompt_json_converter": { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + get?: never; + put?: never; + /** + * Convert Prompt File To Json + * @description Convert a .prompt file to JSON format. + * + * This endpoint accepts a .prompt file upload and returns the equivalent JSON representation + * that can be stored in a database or used programmatically. + * + * Returns the JSON structure with 'content' and 'metadata' fields. + */ + post: operations["convert_prompt_file_to_json_utils_dotprompt_json_converter_post"]; + delete?: never; + options?: never; + head?: never; + patch?: never; + trace?: never; + }; + "/utils/supported_openai_params": { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + /** + * Supported Openai Params + * @description Returns supported openai params for a given litellm model name + * + * e.g. `gpt-4` vs `gpt-3.5-turbo` + * + * Example curl: + * ``` + * curl -X GET --location 'http://localhost:4000/utils/supported_openai_params?model=gpt-3.5-turbo-16k' --header 'Authorization: Bearer sk-1234' + * ``` + */ + get: operations["supported_openai_params_utils_supported_openai_params_get"]; + put?: never; + post?: never; + delete?: never; + options?: never; + head?: never; + patch?: never; + trace?: never; + }; + "/utils/test_policies_and_guardrails": { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + get?: never; + put?: never; + /** + * Test Policies And Guardrails + * @description Apply policies and/or guardrails to inputs (for compliance UI testing). + * + * Use inputs_list for batch testing: each input is processed as a separate call so + * per-input block/allow and errors are returned. + * + * Use inputs for a single call (legacy). + */ + post: operations["test_policies_and_guardrails_utils_test_policies_and_guardrails_post"]; + delete?: never; + options?: never; + head?: never; + patch?: never; + trace?: never; + }; + "/utils/token_counter": { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + get?: never; + put?: never; + /** + * Token Counter + * @description Args: + * request: TokenCountRequest + * call_endpoint: bool - When set to "True" it will call the token counting endpoint - e.g Anthropic or Google AI Studio Token Counting APIs. + * + * Returns: + * TokenCountResponse + */ + post: operations["token_counter_utils_token_counter_post"]; + delete?: never; + options?: never; + head?: never; + patch?: never; + trace?: never; + }; + "/utils/transform_request": { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + get?: never; + put?: never; + /** Transform Request */ + post: operations["transform_request_utils_transform_request_post"]; + delete?: never; + options?: never; + head?: never; + patch?: never; + trace?: never; + }; + "/v1/a2a/discover": { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + /** a2a_registration */ + get: { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + requestBody?: never; + responses: { + /** @description OK */ + 200: { + headers: { + [name: string]: unknown; + }; + content?: never; + }; + }; + }; + put?: never; + post?: never; + delete?: never; + options?: never; + head?: never; + patch?: never; + trace?: never; + }; + "/v1/a2a/{agent_id}/message/send": { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + get?: never; + put?: never; + /** + * Invoke Agent A2A + * @description Invoke an agent using the A2A protocol (JSON-RPC 2.0). + * + * Supported methods: + * - message/send: Send a message and get a response + * - message/stream: Send a message and stream the response + */ + post: operations["invoke_agent_a2a_v1_a2a__agent_id__message_send_post"]; + delete?: never; + options?: never; + head?: never; + patch?: never; + trace?: never; + }; + "/v1/access_group": { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + /** List Access Groups */ + get: operations["list_access_groups_v1_access_group_get"]; + put?: never; + /** Create Access Group */ + post: operations["create_access_group_v1_access_group_post"]; + delete?: never; + options?: never; + head?: never; + patch?: never; + trace?: never; + }; + "/v1/access_group/{access_group_id}": { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + /** Get Access Group */ + get: operations["get_access_group_v1_access_group__access_group_id__get"]; + /** Update Access Group */ + put: operations["update_access_group_v1_access_group__access_group_id__put"]; + post?: never; + /** Delete Access Group */ + delete: operations["delete_access_group_v1_access_group__access_group_id__delete"]; + options?: never; + head?: never; + patch?: never; + trace?: never; + }; + "/v1/agents": { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + /** + * Get Agents + * @description Example usage: + * ``` + * curl -X GET "http://localhost:4000/v1/agents" -H "Content-Type: application/json" -H "Authorization: Bearer your-key" ``` + * + * Pass `?health_check=true` to filter out agents whose URL is unreachable: + * ``` + * curl -X GET "http://localhost:4000/v1/agents?health_check=true" -H "Content-Type: application/json" -H "Authorization: Bearer your-key" ``` + * + * Returns: List[AgentResponse] + */ + get: operations["get_agents_v1_agents_get"]; + put?: never; + /** + * Create Agent + * @description Create a new agent + * + * Example Request: + * ```bash + * curl -X POST "http://localhost:4000/v1/agents" \ + * -H "Authorization: Bearer " \ + * -H "Content-Type: application/json" \ + * -d '{ + * "agent_name": "my-custom-agent", + * "agent_card_params": { + * "protocolVersion": "1.0", + * "name": "Hello World Agent", + * "description": "Just a hello world agent", + * "url": "http://localhost:9999/", + * "version": "1.0.0", + * "defaultInputModes": ["text"], + * "defaultOutputModes": ["text"], + * "capabilities": { + * "streaming": true + * }, + * "skills": [ + * { + * "id": "hello_world", + * "name": "Returns hello world", + * "description": "just returns hello world", + * "tags": ["hello world"], + * "examples": ["hi", "hello world"] + * } + * ] + * }, + * "litellm_params": { + * "make_public": true + * } + * }' + * ``` + */ + post: operations["create_agent_v1_agents_post"]; + delete?: never; + options?: never; + head?: never; + patch?: never; + trace?: never; + }; + "/v1/agents/make_public": { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + get?: never; + put?: never; + /** + * Make Agents Public + * @description Make multiple agents publicly discoverable + * + * Example Request: + * ```bash + * curl -X POST "http://localhost:4000/v1/agents/make_public" \ + * -H "Authorization: Bearer " \ + * -H "Content-Type: application/json" \ + * -d '{ + * "agent_ids": ["123e4567-e89b-12d3-a456-426614174000", "123e4567-e89b-12d3-a456-426614174001"] + * }' + * ``` + * + * Example Response: + * ```json + * { + * "agent_id": "123e4567-e89b-12d3-a456-426614174000", + * "agent_name": "my-custom-agent", + * "litellm_params": { + * "make_public": true + * }, + * "agent_card_params": {...}, + * "created_at": "2025-11-15T10:30:00Z", + * "updated_at": "2025-11-15T10:35:00Z", + * "created_by": "user123", + * "updated_by": "user123" + * } + * ``` + */ + post: operations["make_agents_public_v1_agents_make_public_post"]; + delete?: never; + options?: never; + head?: never; + patch?: never; + trace?: never; + }; + "/v1/agents/{agent_id}": { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + /** + * Get Agent By Id + * @description Get a specific agent by ID + * + * Example Request: + * ```bash + * curl -X GET "http://localhost:4000/agents/123e4567-e89b-12d3-a456-426614174000" \ + * -H "Authorization: Bearer " + * ``` + */ + get: operations["get_agent_by_id_v1_agents__agent_id__get"]; + /** + * Update Agent + * @description Update an existing agent + * + * Example Request: + * ```bash + * curl -X PUT "http://localhost:4000/agents/123e4567-e89b-12d3-a456-426614174000" \ + * -H "Authorization: Bearer " \ + * -H "Content-Type: application/json" \ + * -d '{ + * "agent": { + * "agent_name": "updated-agent", + * "agent_card_params": { + * "protocolVersion": "1.0", + * "name": "Updated Agent", + * "description": "Updated description", + * "url": "http://localhost:9999/", + * "version": "1.1.0", + * "defaultInputModes": ["text"], + * "defaultOutputModes": ["text"], + * "capabilities": { + * "streaming": true + * }, + * "skills": [] + * }, + * "litellm_params": { + * "make_public": false + * } + * } + * }' + * ``` + */ + put: operations["update_agent_v1_agents__agent_id__put"]; + post?: never; + /** + * Delete Agent + * @description Delete an agent + * + * Example Request: + * ```bash + * curl -X DELETE "http://localhost:4000/agents/123e4567-e89b-12d3-a456-426614174000" \ + * -H "Authorization: Bearer " + * ``` + * + * Example Response: + * ```json + * { + * "message": "Agent 123e4567-e89b-12d3-a456-426614174000 deleted successfully" + * } + * ``` + */ + delete: operations["delete_agent_v1_agents__agent_id__delete"]; + options?: never; + head?: never; + /** + * Patch Agent + * @description Update an existing agent + * + * Example Request: + * ```bash + * curl -X PUT "http://localhost:4000/agents/123e4567-e89b-12d3-a456-426614174000" \ + * -H "Authorization: Bearer " \ + * -H "Content-Type: application/json" \ + * -d '{ + * "agent": { + * "agent_name": "updated-agent", + * "agent_card_params": { + * "protocolVersion": "1.0", + * "name": "Updated Agent", + * "description": "Updated description", + * "url": "http://localhost:9999/", + * "version": "1.1.0", + * "defaultInputModes": ["text"], + * "defaultOutputModes": ["text"], + * "capabilities": { + * "streaming": true + * }, + * "skills": [] + * }, + * "litellm_params": { + * "make_public": false + * } + * } + * }' + * ``` + */ + patch: operations["patch_agent_v1_agents__agent_id__patch"]; + trace?: never; + }; + "/v1/agents/{agent_id}/make_public": { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + get?: never; + put?: never; + /** + * Make Agent Public + * @description Make an agent publicly discoverable + * + * Example Request: + * ```bash + * curl -X POST "http://localhost:4000/v1/agents/123e4567-e89b-12d3-a456-426614174000/make_public" \ + * -H "Authorization: Bearer " \ + * -H "Content-Type: application/json" + * ``` + * + * Example Response: + * ```json + * { + * "agent_id": "123e4567-e89b-12d3-a456-426614174000", + * "agent_name": "my-custom-agent", + * "litellm_params": { + * "make_public": true + * }, + * "agent_card_params": {...}, + * "created_at": "2025-11-15T10:30:00Z", + * "updated_at": "2025-11-15T10:35:00Z", + * "created_by": "user123", + * "updated_by": "user123" + * } + * ``` + */ + post: operations["make_agent_public_v1_agents__agent_id__make_public_post"]; + delete?: never; + options?: never; + head?: never; + patch?: never; + trace?: never; + }; + "/v1/assistants": { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + /** + * Get Assistants + * @description Returns a list of assistants. + * + * API Reference docs - https://platform.openai.com/docs/api-reference/assistants/listAssistants + */ + get: operations["get_assistants_v1_assistants_get"]; + put?: never; + /** + * Create Assistant + * @description Create assistant + * + * API Reference docs - https://platform.openai.com/docs/api-reference/assistants/createAssistant + */ + post: operations["create_assistant_v1_assistants_post"]; + delete?: never; + options?: never; + head?: never; + patch?: never; + trace?: never; + }; + "/v1/assistants/{assistant_id}": { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + get?: never; + put?: never; + post?: never; + /** + * Delete Assistant + * @description Delete assistant + * + * API Reference docs - https://platform.openai.com/docs/api-reference/assistants/createAssistant + */ + delete: operations["delete_assistant_v1_assistants__assistant_id__delete"]; + options?: never; + head?: never; + patch?: never; + trace?: never; + }; + "/v1/audio/speech": { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + get?: never; + put?: never; + /** + * Audio Speech + * @description Same params as: + * + * https://platform.openai.com/docs/api-reference/audio/createSpeech + */ + post: operations["audio_speech_v1_audio_speech_post"]; + delete?: never; + options?: never; + head?: never; + patch?: never; + trace?: never; + }; + "/v1/audio/transcriptions": { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + get?: never; + put?: never; + /** + * Audio Transcriptions + * @description Same params as: + * + * https://platform.openai.com/docs/api-reference/audio/createTranscription?lang=curl + */ + post: operations["audio_transcriptions_v1_audio_transcriptions_post"]; + delete?: never; + options?: never; + head?: never; + patch?: never; + trace?: never; + }; + "/v1/batches": { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + /** + * List Batches + * @description Lists + * This is the equivalent of GET https://api.openai.com/v1/batches/ + * Supports Identical Params as: https://platform.openai.com/docs/api-reference/batch/list + * + * Example Curl + * ``` + * curl http://localhost:4000/v1/batches?limit=2 -H "Authorization: Bearer sk-1234" -H "Content-Type: application/json" + * ``` + */ + get: operations["list_batches_v1_batches_get"]; + put?: never; + /** + * Create Batch + * @description Create large batches of API requests for asynchronous processing. + * This is the equivalent of POST https://api.openai.com/v1/batch + * Supports Identical Params as: https://platform.openai.com/docs/api-reference/batch + * + * Example Curl + * ``` + * curl http://localhost:4000/v1/batches -H "Authorization: Bearer sk-1234" -H "Content-Type: application/json" -d '{ + * "input_file_id": "file-abc123", + * "endpoint": "/v1/chat/completions", + * "completion_window": "24h" + * }' + * ``` + */ + post: operations["create_batch_v1_batches_post"]; + delete?: never; + options?: never; + head?: never; + patch?: never; + trace?: never; + }; + "/v1/batches/{batch_id}": { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + /** + * Retrieve Batch + * @description Retrieves a batch. + * This is the equivalent of GET https://api.openai.com/v1/batches/{batch_id} + * Supports Identical Params as: https://platform.openai.com/docs/api-reference/batch/retrieve + * + * Example Curl + * ``` + * curl http://localhost:4000/v1/batches/batch_abc123 -H "Authorization: Bearer sk-1234" -H "Content-Type: application/json" + * ``` + */ + get: operations["retrieve_batch_v1_batches__batch_id__get"]; + put?: never; + post?: never; + delete?: never; + options?: never; + head?: never; + patch?: never; + trace?: never; + }; + "/v1/batches/{batch_id}/cancel": { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + get?: never; + put?: never; + /** + * Cancel Batch + * @description Cancel a batch. + * This is the equivalent of POST https://api.openai.com/v1/batches/{batch_id}/cancel + * + * Supports Identical Params as: https://platform.openai.com/docs/api-reference/batch/cancel + * + * Example Curl + * ``` + * curl http://localhost:4000/v1/batches/batch_abc123/cancel -H "Authorization: Bearer sk-1234" -H "Content-Type: application/json" -X POST + * + * ``` + */ + post: operations["cancel_batch_v1_batches__batch_id__cancel_post"]; + delete?: never; + options?: never; + head?: never; + patch?: never; + trace?: never; + }; + "/v1/chat/completions": { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + get?: never; + put?: never; + /** + * Chat Completion + * @description Follows the exact same API spec as `OpenAI's Chat API https://platform.openai.com/docs/api-reference/chat` + * + * ```bash + * curl -X POST http://localhost:4000/v1/chat/completions + * -H "Content-Type: application/json" + * -H "Authorization: Bearer sk-1234" + * -d '{ + * "model": "gpt-4o", + * "messages": [ + * { + * "role": "user", + * "content": "Hello!" + * } + * ] + * }' + * ``` + */ + post: operations["chat_completion_v1_chat_completions_post"]; + delete?: never; + options?: never; + head?: never; + patch?: never; + trace?: never; + }; + "/v1/completions": { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + get?: never; + put?: never; + /** + * Completion + * @description Follows the exact same API spec as `OpenAI's Completions API https://platform.openai.com/docs/api-reference/completions` + * + * ```bash + * curl -X POST http://localhost:4000/v1/completions + * -H "Content-Type: application/json" + * -H "Authorization: Bearer sk-1234" + * -d '{ + * "model": "gpt-3.5-turbo-instruct", + * "prompt": "Once upon a time", + * "max_tokens": 50, + * "temperature": 0.7 + * }' + * ``` + */ + post: operations["completion_v1_completions_post"]; + delete?: never; + options?: never; + head?: never; + patch?: never; + trace?: never; + }; + "/v1/containers": { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + /** + * List Containers + * @description Container list endpoint for retrieving a list of containers. + * + * Follows the OpenAI Containers API spec: + * https://platform.openai.com/docs/api-reference/containers + * + * Example: + * ```bash + * curl -X GET "http://localhost:4000/v1/containers?limit=20&order=desc" -H "Authorization: Bearer sk-1234" + * ``` + * + * Or specify provider via header or query param: + * ```bash + * curl -X GET "http://localhost:4000/v1/containers?custom_llm_provider=azure" -H "Authorization: Bearer sk-1234" + * ``` + */ + get: operations["list_containers_v1_containers_get"]; + put?: never; + /** + * Create Container + * @description Container creation endpoint for creating new containers. + * + * Follows the OpenAI Containers API spec: + * https://platform.openai.com/docs/api-reference/containers + * + * Example: + * ```bash + * curl -X POST "http://localhost:4000/v1/containers" -H "Authorization: Bearer sk-1234" -H "Content-Type: application/json" -d '{ + * "name": "My Container", + * "expires_after": { + * "anchor": "last_active_at", + * "minutes": 20 + * } + * }' + * ``` + * + * Or specify provider via header: + * ```bash + * curl -X POST "http://localhost:4000/v1/containers" -H "Authorization: Bearer sk-1234" -H "custom-llm-provider: azure" -H "Content-Type: application/json" -d '{ + * "name": "My Container" + * }' + * ``` + */ + post: operations["create_container_v1_containers_post"]; + delete?: never; + options?: never; + head?: never; + patch?: never; + trace?: never; + }; + "/v1/containers/{container_id}": { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + /** + * Retrieve Container + * @description Container retrieve endpoint for getting details of a specific container. + * + * Follows the OpenAI Containers API spec: + * https://platform.openai.com/docs/api-reference/containers + * + * Example: + * ```bash + * curl -X GET "http://localhost:4000/v1/containers/cntr_123" -H "Authorization: Bearer sk-1234" + * ``` + * + * Or specify provider via header: + * ```bash + * curl -X GET "http://localhost:4000/v1/containers/cntr_123" -H "Authorization: Bearer sk-1234" -H "custom-llm-provider: azure" + * ``` + */ + get: operations["retrieve_container_v1_containers__container_id__get"]; + put?: never; + post?: never; + /** + * Delete Container + * @description Container delete endpoint for deleting a specific container. + * + * Follows the OpenAI Containers API spec: + * https://platform.openai.com/docs/api-reference/containers + * + * Example: + * ```bash + * curl -X DELETE "http://localhost:4000/v1/containers/cntr_123" -H "Authorization: Bearer sk-1234" + * ``` + * + * Or specify provider via header: + * ```bash + * curl -X DELETE "http://localhost:4000/v1/containers/cntr_123" -H "Authorization: Bearer sk-1234" -H "custom-llm-provider: azure" + * ``` + */ + delete: operations["delete_container_v1_containers__container_id__delete"]; + options?: never; + head?: never; + patch?: never; + trace?: never; + }; + "/v1/containers/{container_id}/files": { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + /** Handler Container Id */ + get: operations["handler_container_id_v1_containers__container_id__files_get"]; + put?: never; + /** Handler Multipart Upload */ + post: operations["handler_multipart_upload_v1_containers__container_id__files_post"]; + delete?: never; + options?: never; + head?: never; + patch?: never; + trace?: never; + }; + "/v1/containers/{container_id}/files/{file_id}": { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + /** Handler Container File */ + get: operations["handler_container_file_v1_containers__container_id__files__file_id__get"]; + put?: never; + post?: never; + /** Handler Container File */ + delete: operations["handler_container_file_v1_containers__container_id__files__file_id__delete"]; + options?: never; + head?: never; + patch?: never; + trace?: never; + }; + "/v1/containers/{container_id}/files/{file_id}/content": { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + /** Handler Binary Content */ + get: operations["handler_binary_content_v1_containers__container_id__files__file_id__content_get"]; + put?: never; + post?: never; + delete?: never; + options?: never; + head?: never; + patch?: never; + trace?: never; + }; + "/v1/embeddings": { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + get?: never; + put?: never; + /** + * Embeddings + * @description Follows the exact same API spec as `OpenAI's Embeddings API https://platform.openai.com/docs/api-reference/embeddings` + * + * ```bash + * curl -X POST http://localhost:4000/v1/embeddings + * -H "Content-Type: application/json" + * -H "Authorization: Bearer sk-1234" + * -d '{ + * "model": "text-embedding-ada-002", + * "input": "The quick brown fox jumps over the lazy dog" + * }' + * ``` + */ + post: operations["embeddings_v1_embeddings_post"]; + delete?: never; + options?: never; + head?: never; + patch?: never; + trace?: never; + }; + "/v1/evals": { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + /** + * List Evals + * @description List evaluations with pagination. + * + * Model-based routing (for multi-account support): + * - Pass model via header: `x-litellm-model: gpt-4-account-1` + * - Pass model via query: `?model=gpt-4-account-1` + * - Pass model via body: `{"model": "gpt-4-account-1"}` + * + * Example usage: + * ```bash + * curl "http://localhost:4000/v1/evals?limit=10" -H "Authorization: Bearer your-key" + * ``` + * + * Returns: ListEvalsResponse with list of evaluations + */ + get: operations["list_evals_v1_evals_get"]; + put?: never; + /** + * Create Eval + * @description Create a new evaluation. + * + * Model-based routing (for multi-account support): + * - Pass model via header: `x-litellm-model: gpt-4-account-1` + * - Pass model via query: `?model=gpt-4-account-1` + * - Pass model via body: `{"model": "gpt-4-account-1"}` + * + * Example usage: + * ```bash + * curl -X POST "http://localhost:4000/v1/evals" -H "Authorization: Bearer your-key" -H "Content-Type: application/json" -d '{ + * "name": "Test Eval", + * "data_source_config": {"type": "file", "file_id": "file-abc123"}, + * "testing_criteria": {"graders": [{"type": "llm_as_judge"}]} + * }' + * ``` + * + * Returns: Eval object with id, status, timestamps, etc. + */ + post: operations["create_eval_v1_evals_post"]; + delete?: never; + options?: never; + head?: never; + patch?: never; + trace?: never; + }; + "/v1/evals/{eval_id}": { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + /** + * Get Eval + * @description Get a specific evaluation by ID. + * + * Model-based routing (for multi-account support): + * - Pass model via header: `x-litellm-model: gpt-4-account-1` + * - Pass model via query: `?model=gpt-4-account-1` + * - Pass model via body: `{"model": "gpt-4-account-1"}` + * + * Example usage: + * ```bash + * curl "http://localhost:4000/v1/evals/eval_123" -H "Authorization: Bearer your-key" + * ``` + * + * Returns: Eval object + */ + get: operations["get_eval_v1_evals__eval_id__get"]; + put?: never; + /** + * Update Eval + * @description Update an evaluation. + * + * Model-based routing (for multi-account support): + * - Pass model via header: `x-litellm-model: gpt-4-account-1` + * - Pass model via query: `?model=gpt-4-account-1` + * - Pass model via body: `{"model": "gpt-4-account-1"}` + * + * Example usage: + * ```bash + * curl -X POST "http://localhost:4000/v1/evals/eval_123" -H "Authorization: Bearer your-key" -H "Content-Type: application/json" -d '{"name": "Updated Name"}' + * ``` + * + * Returns: Updated Eval object + */ + post: operations["update_eval_v1_evals__eval_id__post"]; + /** + * Delete Eval + * @description Delete an evaluation. + * + * Model-based routing (for multi-account support): + * - Pass model via header: `x-litellm-model: gpt-4-account-1` + * - Pass model via query: `?model=gpt-4-account-1` + * - Pass model via body: `{"model": "gpt-4-account-1"}` + * + * Example usage: + * ```bash + * curl -X DELETE "http://localhost:4000/v1/evals/eval_123" -H "Authorization: Bearer your-key" + * ``` + * + * Returns: DeleteEvalResponse with deletion confirmation + */ + delete: operations["delete_eval_v1_evals__eval_id__delete"]; + options?: never; + head?: never; + patch?: never; + trace?: never; + }; + "/v1/evals/{eval_id}/cancel": { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + get?: never; + put?: never; + /** + * Cancel Eval + * @description Cancel a running evaluation. + * + * Model-based routing (for multi-account support): + * - Pass model via header: `x-litellm-model: gpt-4-account-1` + * - Pass model via query: `?model=gpt-4-account-1` + * - Pass model via body: `{"model": "gpt-4-account-1"}` + * + * Example usage: + * ```bash + * curl -X POST "http://localhost:4000/v1/evals/eval_123/cancel" -H "Authorization: Bearer your-key" + * ``` + * + * Returns: CancelEvalResponse with cancellation confirmation + */ + post: operations["cancel_eval_v1_evals__eval_id__cancel_post"]; + delete?: never; + options?: never; + head?: never; + patch?: never; + trace?: never; + }; + "/v1/evals/{eval_id}/runs": { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + /** + * List Runs + * @description List all runs for an evaluation with pagination. + * + * Model-based routing (for multi-account support): + * - Pass model via header: `x-litellm-model: gpt-4-account-1` + * - Pass model via query: `?model=gpt-4-account-1` + * + * Example usage: + * ```bash + * curl "http://localhost:4000/v1/evals/eval_123/runs?limit=10" -H "Authorization: Bearer your-key" + * ``` + * + * Returns: ListRunsResponse with list of runs + */ + get: operations["list_runs_v1_evals__eval_id__runs_get"]; + put?: never; + /** + * Create Run + * @description Create a new run for an evaluation. + * + * Model-based routing (for multi-account support): + * - Pass model via header: `x-litellm-model: gpt-4-account-1` + * - Pass model via query: `?model=gpt-4-account-1` + * - Pass model via body: `{"model": "gpt-4-account-1"}` + * - Pass model via completion.model: `{"completion": {"model": "gpt-4-account-1"}}` + * + * Example usage: + * ```bash + * curl -X POST "http://localhost:4000/v1/evals/eval_123/runs" -H "Authorization: Bearer your-key" -H "Content-Type: application/json" -d '{ + * "data_source": {"type": "dataset", "dataset_id": "dataset_123"}, + * "completion": {"model": "gpt-4", "temperature": 0.7} + * }' + * ``` + * + * Returns: Run object with id, status, timestamps, etc. + */ + post: operations["create_run_v1_evals__eval_id__runs_post"]; + delete?: never; + options?: never; + head?: never; + patch?: never; + trace?: never; + }; + "/v1/evals/{eval_id}/runs/{run_id}": { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + /** + * Get Run + * @description Get a specific run by ID. + * + * Model-based routing (for multi-account support): + * - Pass model via header: `x-litellm-model: gpt-4-account-1` + * - Pass model via query: `?model=gpt-4-account-1` + * + * Example usage: + * ```bash + * curl "http://localhost:4000/v1/evals/eval_123/runs/run_456" -H "Authorization: Bearer your-key" + * ``` + * + * Returns: Run object with full details + */ + get: operations["get_run_v1_evals__eval_id__runs__run_id__get"]; + put?: never; + /** + * Cancel Run + * @description Cancel a running run. + * + * Model-based routing (for multi-account support): + * - Pass model via header: `x-litellm-model: gpt-4-account-1` + * - Pass model via query: `?model=gpt-4-account-1` + * + * Example usage: + * ```bash + * curl -X POST "http://localhost:4000/v1/evals/eval_123/runs/run_456/cancel" -H "Authorization: Bearer your-key" + * ``` + * + * Returns: CancelRunResponse with cancellation confirmation + */ + post: operations["cancel_run_v1_evals__eval_id__runs__run_id__post"]; + /** + * Delete Run + * @description Delete a run. + * + * Model-based routing (for multi-account support): + * - Pass model via header: `x-litellm-model: gpt-4-account-1` + * - Pass model via query: `?model=gpt-4-account-1` + * + * Example usage: + * ```bash + * curl -X DELETE "http://localhost:4000/v1/evals/eval_123/runs/run_456" -H "Authorization: Bearer your-key" + * ``` + * + * Returns: RunDeleteResponse with deletion confirmation + */ + delete: operations["delete_run_v1_evals__eval_id__runs__run_id__delete"]; + options?: never; + head?: never; + patch?: never; + trace?: never; + }; + "/v1/files": { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + /** + * List Files + * @description Returns information about a specific file. that can be used across - Assistants API, Batch API + * This is the equivalent of GET https://api.openai.com/v1/files/ + * + * Supports Identical Params as: https://platform.openai.com/docs/api-reference/files/list + * + * Example Curl + * ``` + * curl http://localhost:4000/v1/files -H "Authorization: Bearer sk-1234" + * + * ``` + */ + get: operations["list_files_v1_files_get"]; + put?: never; + /** + * Create File + * @description Upload a file that can be used across - Assistants API, Batch API + * This is the equivalent of POST https://api.openai.com/v1/files + * + * Supports Identical Params as: https://platform.openai.com/docs/api-reference/files/create + * + * Example Curl + * ``` + * curl http://localhost:4000/v1/files -H "Authorization: Bearer sk-1234" -F purpose="batch" -F file="@mydata.jsonl" + * -F expires_after[anchor]="created_at" -F expires_after[seconds]=2592000 + * ``` + */ + post: operations["create_file_v1_files_post"]; + delete?: never; + options?: never; + head?: never; + patch?: never; + trace?: never; + }; + "/v1/files/{file_id}": { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + /** + * Get File + * @description Returns information about a specific file. that can be used across - Assistants API, Batch API + * This is the equivalent of GET https://api.openai.com/v1/files/{file_id} + * + * Supports Identical Params as: https://platform.openai.com/docs/api-reference/files/retrieve + * + * Example Curl + * ``` + * curl http://localhost:4000/v1/files/file-abc123 -H "Authorization: Bearer sk-1234" + * + * ``` + */ + get: operations["get_file_v1_files__file_id__get"]; + put?: never; + post?: never; + /** + * Delete File + * @description Deletes a specified file. that can be used across - Assistants API, Batch API + * This is the equivalent of DELETE https://api.openai.com/v1/files/{file_id} + * + * Supports Identical Params as: https://platform.openai.com/docs/api-reference/files/delete + * + * Example Curl + * ``` + * curl http://localhost:4000/v1/files/file-abc123 -X DELETE -H "Authorization: Bearer $OPENAI_API_KEY" + * + * ``` + */ + delete: operations["delete_file_v1_files__file_id__delete"]; + options?: never; + head?: never; + patch?: never; + trace?: never; + }; + "/v1/files/{file_id}/content": { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + /** + * Get File Content + * @description Returns information about a specific file. that can be used across - Assistants API, Batch API + * This is the equivalent of GET https://api.openai.com/v1/files/{file_id}/content + * + * Supports Identical Params as: https://platform.openai.com/docs/api-reference/files/retrieve-contents + * + * Example Curl + * ``` + * curl http://localhost:4000/v1/files/file-abc123/content -H "Authorization: Bearer sk-1234" + * + * ``` + */ + get: operations["get_file_content_v1_files__file_id__content_get"]; + put?: never; + post?: never; + delete?: never; + options?: never; + head?: never; + patch?: never; + trace?: never; + }; + "/v1/fine_tuning/jobs": { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + /** + * ✨ (Enterprise) List Fine-Tuning Jobs + * @description Lists fine-tuning jobs for the organization. + * This is the equivalent of GET https://api.openai.com/v1/fine_tuning/jobs + * + * Supported Query Params: + * - `custom_llm_provider`: Name of the LiteLLM provider + * - `after`: Identifier for the last job from the previous pagination request. + * - `limit`: Number of fine-tuning jobs to retrieve (default is 20). + */ + get: operations["list_fine_tuning_jobs_v1_fine_tuning_jobs_get"]; + put?: never; + /** + * ✨ (Enterprise) Create Fine-Tuning Job + * @description Creates a fine-tuning job which begins the process of creating a new model from a given dataset. + * This is the equivalent of POST https://api.openai.com/v1/fine_tuning/jobs + * + * Supports Identical Params as: https://platform.openai.com/docs/api-reference/fine-tuning/create + * + * Example Curl: + * ``` + * curl http://localhost:4000/v1/fine_tuning/jobs -H "Content-Type: application/json" -H "Authorization: Bearer sk-1234" -d '{ + * "model": "gpt-3.5-turbo", + * "training_file": "file-abc123", + * "hyperparameters": { + * "n_epochs": 4 + * } + * }' + * ``` + */ + post: operations["create_fine_tuning_job_v1_fine_tuning_jobs_post"]; + delete?: never; + options?: never; + head?: never; + patch?: never; + trace?: never; + }; + "/v1/fine_tuning/jobs/{fine_tuning_job_id}": { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + /** + * ✨ (Enterprise) Retrieve Fine-Tuning Job + * @description Retrieves a fine-tuning job. + * This is the equivalent of GET https://api.openai.com/v1/fine_tuning/jobs/{fine_tuning_job_id} + * + * Supported Query Params: + * - `custom_llm_provider`: Name of the LiteLLM provider + * - `fine_tuning_job_id`: The ID of the fine-tuning job to retrieve. + */ + get: operations["retrieve_fine_tuning_job_v1_fine_tuning_jobs__fine_tuning_job_id__get"]; + put?: never; + post?: never; + delete?: never; + options?: never; + head?: never; + patch?: never; + trace?: never; + }; + "/v1/fine_tuning/jobs/{fine_tuning_job_id}/cancel": { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + get?: never; + put?: never; + /** + * ✨ (Enterprise) Cancel Fine-Tuning Jobs + * @description Cancel a fine-tuning job. + * + * This is the equivalent of POST https://api.openai.com/v1/fine_tuning/jobs/{fine_tuning_job_id}/cancel + * + * Supported Query Params: + * - `custom_llm_provider`: Name of the LiteLLM provider + * - `fine_tuning_job_id`: The ID of the fine-tuning job to cancel. + */ + post: operations["cancel_fine_tuning_job_v1_fine_tuning_jobs__fine_tuning_job_id__cancel_post"]; + delete?: never; + options?: never; + head?: never; + patch?: never; + trace?: never; + }; + "/v1/images/edits": { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + get?: never; + put?: never; + /** + * Image Edit Api + * @description Follows the OpenAI Images API spec: https://platform.openai.com/docs/api-reference/images/create + * + * ```bash + * curl -s -D >(grep -i x-request-id >&2) -o >(jq -r '.data[0].b64_json' | base64 --decode > gift-basket.png) -X POST "http://localhost:4000/v1/images/edits" -H "Authorization: Bearer sk-1234" -F "model=gpt-image-1" -F "image[]=@soap.png" -F 'prompt=Create a studio ghibli image of this' + * ``` + */ + post: operations["image_edit_api_v1_images_edits_post"]; + delete?: never; + options?: never; + head?: never; + patch?: never; + trace?: never; + }; + "/v1/images/generations": { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + get?: never; + put?: never; + /** Image Generation */ + post: operations["image_generation_v1_images_generations_post"]; + delete?: never; + options?: never; + head?: never; + patch?: never; + trace?: never; + }; + "/v1/indexes": { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + get?: never; + put?: never; + /** + * Index Create + * @description Create an index. Just writes the index to the database. + * + * ```bash + * curl -L -X POST 'http://0.0.0.0:4000/indexes/create' -H 'Content-Type: application/json' -H 'Authorization: Bearer sk-1234' -H 'LiteLLM-Beta: indexes_beta=v1' -d '{ + * "index_name": "dall-e-3", + * "vector_store_index": "real-index-name", + * "vector_store_name": "azure-ai-search" + * }' + * ``` + */ + post: operations["index_create_v1_indexes_post"]; + delete?: never; + options?: never; + head?: never; + patch?: never; + trace?: never; + }; + "/v1/mcp/access_groups": { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + /** + * Get Mcp Access Groups + * @description Get all available MCP access groups from the database AND config + */ + get: operations["get_mcp_access_groups_v1_mcp_access_groups_get"]; + put?: never; + post?: never; + delete?: never; + options?: never; + head?: never; + patch?: never; + trace?: never; + }; + "/v1/mcp/discover": { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + /** + * Discover Mcp Servers + * @description Returns a curated list of well-known MCP servers for discovery UI + */ + get: operations["discover_mcp_servers_v1_mcp_discover_get"]; + put?: never; + post?: never; + delete?: never; + options?: never; + head?: never; + patch?: never; + trace?: never; + }; + "/v1/mcp/make_public": { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + get?: never; + put?: never; + /** + * Make Mcp Servers Public + * @description Allows making MCP servers public for AI Hub + */ + post: operations["make_mcp_servers_public_v1_mcp_make_public_post"]; + delete?: never; + options?: never; + head?: never; + patch?: never; + trace?: never; + }; + "/v1/mcp/network/client-ip": { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + /** + * Get Client Ip + * @description Returns the caller's IP address as seen by the proxy. + */ + get: operations["get_client_ip_v1_mcp_network_client_ip_get"]; + put?: never; + post?: never; + delete?: never; + options?: never; + head?: never; + patch?: never; + trace?: never; + }; + "/v1/mcp/openapi-registry": { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + /** + * Get Openapi Registry + * @description Returns well-known OpenAPI APIs with OAuth 2.0 metadata for the OpenAPI MCP picker + */ + get: operations["get_openapi_registry_v1_mcp_openapi_registry_get"]; + put?: never; + post?: never; + delete?: never; + options?: never; + head?: never; + patch?: never; + trace?: never; + }; + "/v1/mcp/registry.json": { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + /** + * Get Mcp Registry + * @description MCP registry endpoint. Spec: https://github.com/modelcontextprotocol/registry + */ + get: operations["get_mcp_registry_v1_mcp_registry_json_get"]; + put?: never; + post?: never; + delete?: never; + options?: never; + head?: never; + patch?: never; + trace?: never; + }; + "/v1/mcp/server": { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + /** + * Fetch All Mcp Servers + * @description Returns the mcp server list with associated teams + */ + get: operations["fetch_all_mcp_servers_v1_mcp_server_get"]; + /** + * Edit Mcp Server + * @description Allows deleting mcp serves in the db + */ + put: operations["edit_mcp_server_v1_mcp_server_put"]; + /** + * Add Mcp Server + * @description Allows creation of mcp servers + */ + post: operations["add_mcp_server_v1_mcp_server_post"]; + delete?: never; + options?: never; + head?: never; + patch?: never; + trace?: never; + }; + "/v1/mcp/server/health": { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + /** + * Health Check Servers + * @description Health check for MCP servers + */ + get: operations["health_check_servers_v1_mcp_server_health_get"]; + put?: never; + post?: never; + delete?: never; + options?: never; + head?: never; + patch?: never; + trace?: never; + }; + "/v1/mcp/server/oauth/session": { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + get?: never; + put?: never; + /** + * Add Session Mcp Server + * @description Temporarily cache an MCP server in memory without writing to the database + */ + post: operations["add_session_mcp_server_v1_mcp_server_oauth_session_post"]; + delete?: never; + options?: never; + head?: never; + patch?: never; + trace?: never; + }; + "/v1/mcp/server/register": { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + get?: never; + put?: never; + /** + * Register Mcp Server + * @description Submit a new MCP server for admin review (non-admin users). Mirrors POST /guardrails/register. + */ + post: operations["register_mcp_server_v1_mcp_server_register_post"]; + delete?: never; + options?: never; + head?: never; + patch?: never; + trace?: never; + }; + "/v1/mcp/server/submissions": { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + /** + * Get Mcp Server Submissions + * @description Returns all MCP servers submitted by non-admin users (admin review queue). Mirrors GET /guardrails/submissions. + */ + get: operations["get_mcp_server_submissions_v1_mcp_server_submissions_get"]; + put?: never; + post?: never; + delete?: never; + options?: never; + head?: never; + patch?: never; + trace?: never; + }; + "/v1/mcp/server/{server_id}": { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + /** + * Fetch Mcp Server + * @description Returns the mcp server info + */ + get: operations["fetch_mcp_server_v1_mcp_server__server_id__get"]; + put?: never; + post?: never; + /** + * Remove Mcp Server + * @description Allows deleting mcp serves in the db + */ + delete: operations["remove_mcp_server_v1_mcp_server__server_id__delete"]; + options?: never; + head?: never; + patch?: never; + trace?: never; + }; + "/v1/mcp/server/{server_id}/approve": { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + get?: never; + /** + * Approve Mcp Server Submission + * @description Approve a pending MCP server submission (admin only). Mirrors PUT /guardrails/{id}/approve. + */ + put: operations["approve_mcp_server_submission_v1_mcp_server__server_id__approve_put"]; + post?: never; + delete?: never; + options?: never; + head?: never; + patch?: never; + trace?: never; + }; + "/v1/mcp/server/{server_id}/oauth-user-credential": { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + get?: never; + put?: never; + /** + * Store Mcp Oauth User Credential + * @description Store the calling user's OAuth2 token for an OpenAPI MCP server + */ + post: operations["store_mcp_oauth_user_credential_v1_mcp_server__server_id__oauth_user_credential_post"]; + /** + * Delete Mcp Oauth User Credential + * @description Revoke the calling user's stored OAuth2 token for an MCP server + */ + delete: operations["delete_mcp_oauth_user_credential_v1_mcp_server__server_id__oauth_user_credential_delete"]; + options?: never; + head?: never; + patch?: never; + trace?: never; + }; + "/v1/mcp/server/{server_id}/oauth-user-credential/status": { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + /** + * Get Mcp Oauth User Credential Status + * @description Check whether the calling user has a stored OAuth2 credential for this MCP server + */ + get: operations["get_mcp_oauth_user_credential_status_v1_mcp_server__server_id__oauth_user_credential_status_get"]; + put?: never; + post?: never; + delete?: never; + options?: never; + head?: never; + patch?: never; + trace?: never; + }; + "/v1/mcp/server/{server_id}/reject": { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + get?: never; + /** + * Reject Mcp Server Submission + * @description Reject a pending MCP server submission (admin only). Mirrors PUT /guardrails/{id}/reject. + */ + put: operations["reject_mcp_server_submission_v1_mcp_server__server_id__reject_put"]; + post?: never; + delete?: never; + options?: never; + head?: never; + patch?: never; + trace?: never; + }; + "/v1/mcp/server/{server_id}/user-credential": { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + get?: never; + put?: never; + /** + * Store Mcp User Credential + * @description Store or update the calling user's API key for a BYOK MCP server + */ + post: operations["store_mcp_user_credential_v1_mcp_server__server_id__user_credential_post"]; + /** + * Delete Mcp User Credential + * @description Delete the calling user's stored API key for a BYOK MCP server + */ + delete: operations["delete_mcp_user_credential_v1_mcp_server__server_id__user_credential_delete"]; + options?: never; + head?: never; + patch?: never; + trace?: never; + }; + "/v1/mcp/tools": { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + /** + * Get Mcp Tools + * @description Get all MCP tools available for the current key, including those from access groups + */ + get: operations["get_mcp_tools_v1_mcp_tools_get"]; + put?: never; + post?: never; + delete?: never; + options?: never; + head?: never; + patch?: never; + trace?: never; + }; + "/v1/mcp/toolset": { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + /** + * Fetch Mcp Toolsets + * @description List MCP toolsets accessible to the calling key + */ + get: operations["fetch_mcp_toolsets_v1_mcp_toolset_get"]; + /** + * Edit Mcp Toolset + * @description Update an existing MCP toolset (admin only) + */ + put: operations["edit_mcp_toolset_v1_mcp_toolset_put"]; + /** + * Add Mcp Toolset + * @description Create a new MCP toolset (admin only) + */ + post: operations["add_mcp_toolset_v1_mcp_toolset_post"]; + delete?: never; + options?: never; + head?: never; + patch?: never; + trace?: never; + }; + "/v1/mcp/toolset/{toolset_id}": { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + /** + * Fetch Mcp Toolset + * @description Get a specific MCP toolset by ID + */ + get: operations["fetch_mcp_toolset_v1_mcp_toolset__toolset_id__get"]; + put?: never; + post?: never; + /** + * Remove Mcp Toolset + * @description Delete an MCP toolset (admin only) + */ + delete: operations["remove_mcp_toolset_v1_mcp_toolset__toolset_id__delete"]; + options?: never; + head?: never; + patch?: never; + trace?: never; + }; + "/v1/mcp/user-credentials": { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + /** + * List Mcp User Credentials + * @description List all OAuth2 MCP credentials stored for the calling user + */ + get: operations["list_mcp_user_credentials_v1_mcp_user_credentials_get"]; + put?: never; + post?: never; + delete?: never; + options?: never; + head?: never; + patch?: never; + trace?: never; + }; + "/v1/memory": { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + /** + * List Memory + * @description List memory entries visible to the caller. + */ + get: operations["list_memory_v1_memory_get"]; + put?: never; + /** + * Create Memory + * @description Create a new memory entry for the caller (or, for admins, any scope). + */ + post: operations["create_memory_v1_memory_post"]; + delete?: never; + options?: never; + head?: never; + patch?: never; + trace?: never; + }; + "/v1/memory/{key}": { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + /** + * Get Memory + * @description Get a single memory entry by key, scoped to the caller. + */ + get: operations["get_memory_v1_memory__key__get"]; + /** + * Upsert Memory + * @description Upsert a memory entry by key within the caller's scope. + * + * If no row exists for (key, caller.user_id, caller.team_id), create one. + * If one exists, update the value/metadata fields that were provided. + */ + put: operations["upsert_memory_v1_memory__key__put"]; + post?: never; + /** + * Delete Memory + * @description Delete a memory entry by key, scoped to the caller. + */ + delete: operations["delete_memory_v1_memory__key__delete"]; + options?: never; + head?: never; + patch?: never; + trace?: never; + }; + "/v1/messages": { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + get?: never; + put?: never; + /** + * Anthropic Response + * @description Use `{PROXY_BASE_URL}/anthropic/v1/messages` instead - [Docs](https://docs.litellm.ai/docs/pass_through/anthropic_completion). + * + * This was a BETA endpoint that calls 100+ LLMs in the anthropic format. + */ + post: operations["anthropic_response_v1_messages_post"]; + delete?: never; + options?: never; + head?: never; + patch?: never; + trace?: never; + }; + "/v1/messages/count_tokens": { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + get?: never; + put?: never; + /** + * Count Tokens + * @description Count tokens for Anthropic Messages API format. + * + * This endpoint follows the Anthropic Messages API token counting specification. + * It accepts the same parameters as the /v1/messages endpoint but returns + * token counts instead of generating a response. + * + * Example usage: + * ``` + * curl -X POST "http://localhost:4000/v1/messages/count_tokens?beta=true" -H "Content-Type: application/json" -H "Authorization: Bearer your-key" -d '{ + * "model": "claude-3-sonnet-20240229", + * "messages": [{"role": "user", "content": "Hello Claude!"}] + * }' + * ``` + * + * Returns: {"input_tokens": } + */ + post: operations["count_tokens_v1_messages_count_tokens_post"]; + delete?: never; + options?: never; + head?: never; + patch?: never; + trace?: never; + }; + "/v1/model/info": { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + /** + * Model Info V1 + * @description Provides more info about each model in /models, including config.yaml descriptions (except api key and api base) + * + * Parameters: + * litellm_model_id: Optional[str] = None (this is the value of `x-litellm-model-id` returned in response headers) + * + * - When litellm_model_id is passed, it will return the info for that specific model + * - When litellm_model_id is not passed, it will return the info for all models + * + * Returns: + * Returns a dictionary containing information about each model. + * + * Example Response: + * ```json + * { + * "data": [ + * { + * "model_name": "fake-openai-endpoint", + * "litellm_params": { + * "api_base": "https://exampleopenaiendpoint-production.up.railway.app/", + * "model": "openai/fake" + * }, + * "model_info": { + * "id": "112f74fab24a7a5245d2ced3536dd8f5f9192c57ee6e332af0f0512e08bed5af", + * "db_model": false + * } + * } + * ] + * } + * + * ``` + */ + get: operations["model_info_v1_v1_model_info_get"]; + put?: never; + post?: never; + delete?: never; + options?: never; + head?: never; + patch?: never; + trace?: never; + }; + "/v1/models": { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + /** + * Model List + * @description Use `/model/info` - to get detailed model information, example - pricing, mode, etc. + * + * This is just for compatibility with openai projects like aider. + * + * Query Parameters: + * - include_metadata: Include additional metadata in the response with fallback information + * - fallback_type: Type of fallbacks to include ("general", "context_window", "content_policy") + * Defaults to "general" when include_metadata=true + * - scope: Optional scope parameter. Currently only accepts "expand". + * When scope=expand is passed, proxy admins, team admins, and org admins + * will receive all proxy models as if they are a proxy admin. + */ + get: operations["model_list_v1_models_get"]; + put?: never; + post?: never; + delete?: never; + options?: never; + head?: never; + patch?: never; + trace?: never; + }; + "/v1/models/{model_id}": { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + /** + * Model Info + * @description Retrieve information about a specific model accessible to your API key. + * + * Returns model details only if the model is available to your API key/team. + * Returns 404 if the model doesn't exist or is not accessible. + * + * Follows OpenAI API specification for individual model retrieval. + * https://platform.openai.com/docs/api-reference/models/retrieve + */ + get: operations["model_info_v1_models__model_id__get"]; + put?: never; + post?: never; + delete?: never; + options?: never; + head?: never; + patch?: never; + trace?: never; + }; + "/v1/moderations": { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + get?: never; + put?: never; + /** + * Moderations + * @description The moderations endpoint is a tool you can use to check whether content complies with an LLM Providers policies. + * Quick Start + * ``` + * curl --location 'http://0.0.0.0:4000/moderations' --header 'Content-Type: application/json' --header 'Authorization: Bearer sk-1234' --data '{"input": "Sample text goes here", "model": "text-moderation-stable"}' + * ``` + */ + post: operations["moderations_v1_moderations_post"]; + delete?: never; + options?: never; + head?: never; + patch?: never; + trace?: never; + }; + "/v1/ocr": { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + get?: never; + put?: never; + /** + * Ocr + * @description OCR endpoint for extracting text from documents and images. + * + * Supports two input modes: + * + * **1. JSON body** (Mistral OCR API compatible): + * ```bash + * curl -X POST "http://localhost:4000/v1/ocr" -H "Authorization: Bearer sk-1234" -H "Content-Type: application/json" -d '{ + * "model": "mistral-ocr", + * "document": { + * "type": "document_url", + * "document_url": "https://arxiv.org/pdf/2201.04234" + * } + * }' + * ``` + * + * **2. Multipart form file upload**: + * ```bash + * curl -X POST "http://localhost:4000/v1/ocr" -H "Authorization: Bearer sk-1234" -F "model=mistral-ocr" -F "file=@document.pdf" + * ``` + */ + post: operations["ocr_v1_ocr_post"]; + delete?: never; + options?: never; + head?: never; + patch?: never; + trace?: never; + }; + "/v1/rag/ingest": { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + get?: never; + put?: never; + /** + * Rag Ingest + * @description RAG Ingest endpoint - all-in-one document ingestion pipeline. + * + * Supports form upload (for files) or JSON body (for URLs). + * + * ## Form upload (for files): + * ```bash + * curl -X POST "http://localhost:4000/v1/rag/ingest" \ + * -H "Authorization: Bearer sk-1234" \ + * -F file="@document.pdf" \ + * -F 'ingest_options={"vector_store": {"custom_llm_provider": "openai"}}' + * ``` + * + * ## JSON body (for URLs): + * ```bash + * curl -X POST "http://localhost:4000/v1/rag/ingest" \ + * -H "Authorization: Bearer sk-1234" \ + * -H "Content-Type: application/json" \ + * -d '{ + * "file_url": "https://example.com/document.pdf", + * "ingest_options": {"vector_store": {"custom_llm_provider": "openai"}} + * }' + * ``` + * + * ## Bedrock: + * ```bash + * curl -X POST "http://localhost:4000/v1/rag/ingest" \ + * -H "Authorization: Bearer sk-1234" \ + * -F file="@document.pdf" \ + * -F 'ingest_options={"vector_store": {"custom_llm_provider": "bedrock"}}' + * ``` + */ + post: operations["rag_ingest_v1_rag_ingest_post"]; + delete?: never; + options?: never; + head?: never; + patch?: never; + trace?: never; + }; + "/v1/rag/query": { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + get?: never; + put?: never; + /** + * Rag Query + * @description RAG Query endpoint - search vector store, optionally rerank, and generate LLM response. + * + * This endpoint: + * 1. Extracts the query from the last user message + * 2. Searches the vector store for relevant context + * 3. Optionally reranks the results + * 4. Generates an LLM response with the retrieved context + * + * ## Example Request: + * ```bash + * curl -X POST "http://localhost:4000/v1/rag/query" \ + * -H "Authorization: Bearer sk-1234" \ + * -H "Content-Type: application/json" \ + * -d '{ + * "model": "gpt-4o-mini", + * "messages": [{"role": "user", "content": "What is LiteLLM?"}], + * "retrieval_config": { + * "vector_store_id": "vs_abc123", + * "custom_llm_provider": "openai", + * "top_k": 5 + * } + * }' + * ``` + * + * ## With Reranking: + * ```bash + * curl -X POST "http://localhost:4000/v1/rag/query" \ + * -H "Authorization: Bearer sk-1234" \ + * -H "Content-Type: application/json" \ + * -d '{ + * "model": "gpt-4o-mini", + * "messages": [{"role": "user", "content": "What is LiteLLM?"}], + * "retrieval_config": { + * "vector_store_id": "vs_abc123", + * "custom_llm_provider": "openai", + * "top_k": 10 + * }, + * "rerank": { + * "enabled": true, + * "model": "cohere/rerank-english-v3.0", + * "top_n": 3 + * } + * }' + * ``` + */ + post: operations["rag_query_v1_rag_query_post"]; + delete?: never; + options?: never; + head?: never; + patch?: never; + trace?: never; + }; + "/v1/realtime": { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + /** + * WebSocket: realtime_websocket_endpoint + * @description WebSocket connection endpoint + */ + get: operations["websocket_realtime_websocket_endpoint_get_2"]; + put?: never; + post?: never; + delete?: never; + options?: never; + head?: never; + patch?: never; + trace?: never; + }; + "/v1/realtime/calls": { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + get?: never; + put?: never; + /** Proxy Realtime Calls */ + post: operations["proxy_realtime_calls_v1_realtime_calls_post"]; + delete?: never; + options?: never; + head?: never; + patch?: never; + trace?: never; + }; + "/v1/realtime/client_secrets": { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + get?: never; + put?: never; + /** Create Realtime Client Secret */ + post: operations["create_realtime_client_secret_v1_realtime_client_secrets_post"]; + delete?: never; + options?: never; + head?: never; + patch?: never; + trace?: never; + }; + "/v1/rerank": { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + get?: never; + put?: never; + /** Rerank */ + post: operations["rerank_v1_rerank_post"]; + delete?: never; + options?: never; + head?: never; + patch?: never; + trace?: never; + }; + "/v1/responses": { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + /** + * WebSocket: responses_websocket_endpoint + * @description WebSocket connection endpoint + */ + get: operations["websocket_responses_websocket_endpoint_get_2"]; + put?: never; + /** + * Responses Api + * @description Follows the OpenAI Responses API spec: https://platform.openai.com/docs/api-reference/responses + * + * Supports background mode with polling_via_cache for partial response retrieval. + * When background=true and polling_via_cache is enabled, returns a polling_id immediately + * and streams the response in the background, updating Redis cache. + * + * ```bash + * # Normal request + * curl -X POST http://localhost:4000/v1/responses -H "Content-Type: application/json" -H "Authorization: Bearer sk-1234" -d '{ + * "model": "gpt-4o", + * "input": "Tell me about AI" + * }' + * + * # Background request with polling + * curl -X POST http://localhost:4000/v1/responses -H "Content-Type: application/json" -H "Authorization: Bearer sk-1234" -d '{ + * "model": "gpt-4o", + * "input": "Tell me about AI", + * "background": true + * }' + * ``` + */ + post: operations["responses_api_v1_responses_post"]; + delete?: never; + options?: never; + head?: never; + patch?: never; + trace?: never; + }; + "/v1/responses/compact": { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + get?: never; + put?: never; + /** + * Compact Response + * @description Compact a response by running a compaction pass over a conversation. + * + * Returns encrypted, opaque items that can be used to reduce context size. + * + * Follows the OpenAI Responses API spec: https://platform.openai.com/docs/api-reference/responses/compact + * + * ```bash + * curl -X POST http://localhost:4000/v1/responses/compact -H "Content-Type: application/json" -H "Authorization: Bearer sk-1234" -d '{ + * "model": "gpt-4o", + * "input": [{"role": "user", "content": "Hello"}] + * }' + * ``` + */ + post: operations["compact_response_v1_responses_compact_post"]; + delete?: never; + options?: never; + head?: never; + patch?: never; + trace?: never; + }; + "/v1/responses/{response_id}": { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + /** + * Get Response + * @description Get a response by ID. + * + * Supports both: + * - Polling IDs (litellm_poll_*): Returns cumulative cached content from background responses + * - Provider response IDs: Passes through to provider API + * + * Follows the OpenAI Responses API spec: https://platform.openai.com/docs/api-reference/responses/get + * + * ```bash + * # Get polling response + * curl -X GET http://localhost:4000/v1/responses/litellm_poll_abc123 -H "Authorization: Bearer sk-1234" + * + * # Get provider response + * curl -X GET http://localhost:4000/v1/responses/resp_abc123 -H "Authorization: Bearer sk-1234" + * ``` + */ + get: operations["get_response_v1_responses__response_id__get"]; + put?: never; + post?: never; + /** + * Delete Response + * @description Delete a response by ID. + * + * Supports both: + * - Polling IDs (litellm_poll_*): Deletes from Redis cache + * - Provider response IDs: Passes through to provider API + * + * Follows the OpenAI Responses API spec: https://platform.openai.com/docs/api-reference/responses/delete + * + * ```bash + * curl -X DELETE http://localhost:4000/v1/responses/resp_abc123 -H "Authorization: Bearer sk-1234" + * ``` + */ + delete: operations["delete_response_v1_responses__response_id__delete"]; + options?: never; + head?: never; + patch?: never; + trace?: never; + }; + "/v1/responses/{response_id}/cancel": { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + get?: never; + put?: never; + /** + * Cancel Response + * @description Cancel a response by ID. + * + * Supports both: + * - Polling IDs (litellm_poll_*): Cancels background response and updates status in Redis + * - Provider response IDs: Passes through to provider API + * + * Follows the OpenAI Responses API spec: https://platform.openai.com/docs/api-reference/responses/cancel + * + * ```bash + * # Cancel polling response + * curl -X POST http://localhost:4000/v1/responses/litellm_poll_abc123/cancel -H "Authorization: Bearer sk-1234" + * + * # Cancel provider response + * curl -X POST http://localhost:4000/v1/responses/resp_abc123/cancel -H "Authorization: Bearer sk-1234" + * ``` + */ + post: operations["cancel_response_v1_responses__response_id__cancel_post"]; + delete?: never; + options?: never; + head?: never; + patch?: never; + trace?: never; + }; + "/v1/responses/{response_id}/input_items": { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + /** + * Get Response Input Items + * @description List input items for a response. + */ + get: operations["get_response_input_items_v1_responses__response_id__input_items_get"]; + put?: never; + post?: never; + delete?: never; + options?: never; + head?: never; + patch?: never; + trace?: never; + }; + "/v1/search": { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + get?: never; + put?: never; + /** + * Search + * @description Search endpoint for performing web searches. + * + * Follows the Perplexity Search API spec: + * https://docs.perplexity.ai/api-reference/search-post + * + * The search_tool_name can be passed either: + * 1. In the URL path: /v1/search/{search_tool_name} + * 2. In the request body: {"search_tool_name": "..."} + * + * Example with search_tool_name in URL (recommended - keeps body Perplexity-compatible): + * ```bash + * curl -X POST "http://localhost:4000/v1/search/litellm-search" -H "Authorization: Bearer sk-1234" -H "Content-Type: application/json" -d '{ + * "query": "latest AI developments 2024", + * "max_results": 5, + * "search_domain_filter": ["arxiv.org", "nature.com"], + * "country": "US" + * }' + * ``` + * + * Example with search_tool_name in body: + * ```bash + * curl -X POST "http://localhost:4000/v1/search" -H "Authorization: Bearer sk-1234" -H "Content-Type: application/json" -d '{ + * "search_tool_name": "litellm-search", + * "query": "latest AI developments 2024", + * "max_results": 5, + * "search_domain_filter": ["arxiv.org", "nature.com"], + * "country": "US" + * }' + * ``` + * + * Request Body Parameters (when search_tool_name not in URL): + * - search_tool_name (str, required if not in URL): Name of the search tool configured in router + * - query (str or list[str], required): Search query + * - max_results (int, optional): Maximum number of results (1-20), default 10 + * - search_domain_filter (list[str], optional): List of domains to filter (max 20) + * - max_tokens_per_page (int, optional): Max tokens per page, default 1024 + * - country (str, optional): Country code filter (e.g., 'US', 'GB', 'DE') + * + * When using URL path parameter, only Perplexity-compatible parameters are needed in body: + * - query (str or list[str], required): Search query + * - max_results (int, optional): Maximum number of results (1-20), default 10 + * - search_domain_filter (list[str], optional): List of domains to filter (max 20) + * - max_tokens_per_page (int, optional): Max tokens per page, default 1024 + * - country (str, optional): Country code filter (e.g., 'US', 'GB', 'DE') + * + * Response follows Perplexity Search API format: + * ```json + * { + * "object": "search", + * "results": [ + * { + * "title": "Result title", + * "url": "https://example.com", + * "snippet": "Result snippet...", + * "date": "2024-01-01", + * "last_updated": "2024-01-01" + * } + * ] + * } + * ``` + */ + post: operations["search_v1_search_post"]; + delete?: never; + options?: never; + head?: never; + patch?: never; + trace?: never; + }; + "/v1/search/tools": { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + /** + * List Search Tools + * @description List all available search tools configured in the router. + * + * This endpoint returns the search tools that are currently loaded and available + * for use with the /v1/search endpoint. + * + * Example: + * ```bash + * curl -X GET "http://localhost:4000/v1/search/tools" -H "Authorization: Bearer sk-1234" + * ``` + * + * Response: + * ```json + * { + * "object": "list", + * "data": [ + * { + * "search_tool_name": "litellm-search", + * "search_provider": "perplexity", + * "description": "Perplexity search tool" + * } + * ] + * } + * ``` + */ + get: operations["list_search_tools_v1_search_tools_get"]; + put?: never; + post?: never; + delete?: never; + options?: never; + head?: never; + patch?: never; + trace?: never; + }; + "/v1/search/{search_tool_name}": { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + get?: never; + put?: never; + /** + * Search + * @description Search endpoint for performing web searches. + * + * Follows the Perplexity Search API spec: + * https://docs.perplexity.ai/api-reference/search-post + * + * The search_tool_name can be passed either: + * 1. In the URL path: /v1/search/{search_tool_name} + * 2. In the request body: {"search_tool_name": "..."} + * + * Example with search_tool_name in URL (recommended - keeps body Perplexity-compatible): + * ```bash + * curl -X POST "http://localhost:4000/v1/search/litellm-search" -H "Authorization: Bearer sk-1234" -H "Content-Type: application/json" -d '{ + * "query": "latest AI developments 2024", + * "max_results": 5, + * "search_domain_filter": ["arxiv.org", "nature.com"], + * "country": "US" + * }' + * ``` + * + * Example with search_tool_name in body: + * ```bash + * curl -X POST "http://localhost:4000/v1/search" -H "Authorization: Bearer sk-1234" -H "Content-Type: application/json" -d '{ + * "search_tool_name": "litellm-search", + * "query": "latest AI developments 2024", + * "max_results": 5, + * "search_domain_filter": ["arxiv.org", "nature.com"], + * "country": "US" + * }' + * ``` + * + * Request Body Parameters (when search_tool_name not in URL): + * - search_tool_name (str, required if not in URL): Name of the search tool configured in router + * - query (str or list[str], required): Search query + * - max_results (int, optional): Maximum number of results (1-20), default 10 + * - search_domain_filter (list[str], optional): List of domains to filter (max 20) + * - max_tokens_per_page (int, optional): Max tokens per page, default 1024 + * - country (str, optional): Country code filter (e.g., 'US', 'GB', 'DE') + * + * When using URL path parameter, only Perplexity-compatible parameters are needed in body: + * - query (str or list[str], required): Search query + * - max_results (int, optional): Maximum number of results (1-20), default 10 + * - search_domain_filter (list[str], optional): List of domains to filter (max 20) + * - max_tokens_per_page (int, optional): Max tokens per page, default 1024 + * - country (str, optional): Country code filter (e.g., 'US', 'GB', 'DE') + * + * Response follows Perplexity Search API format: + * ```json + * { + * "object": "search", + * "results": [ + * { + * "title": "Result title", + * "url": "https://example.com", + * "snippet": "Result snippet...", + * "date": "2024-01-01", + * "last_updated": "2024-01-01" + * } + * ] + * } + * ``` + */ + post: operations["search_v1_search__search_tool_name__post"]; + delete?: never; + options?: never; + head?: never; + patch?: never; + trace?: never; + }; + "/v1/skills": { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + /** + * List Skills + * @description List skills on Anthropic. + * + * Requires `?beta=true` query parameter. + * + * Model-based routing (for multi-account support): + * - Pass model via header: `x-litellm-model: claude-account-1` + * - Pass model via query: `?model=claude-account-1` + * - Pass model via body: `{"model": "claude-account-1"}` + * + * Example usage: + * ```bash + * # Basic usage + * curl "http://localhost:4000/v1/skills?beta=true&limit=10" -H "Authorization: Bearer your-key" + * + * # With model-based routing + * curl "http://localhost:4000/v1/skills?beta=true&limit=10" -H "Authorization: Bearer your-key" -H "x-litellm-model: claude-account-1" + * ``` + * + * Returns: ListSkillsResponse with list of skills + */ + get: operations["list_skills_v1_skills_get"]; + put?: never; + /** + * Create Skill + * @description Create a new skill on Anthropic. + * + * Requires `?beta=true` query parameter. + * + * Model-based routing (for multi-account support): + * - Pass model via header: `x-litellm-model: claude-account-1` + * - Pass model via query: `?model=claude-account-1` + * - Pass model via form field: `model=claude-account-1` + * + * Example usage: + * ```bash + * # Basic usage + * curl -X POST "http://localhost:4000/v1/skills?beta=true" -H "Content-Type: multipart/form-data" -H "Authorization: Bearer your-key" -F "display_title=My Skill" -F "files[]=@skill.zip" + * + * # With model-based routing + * curl -X POST "http://localhost:4000/v1/skills?beta=true" -H "Content-Type: multipart/form-data" -H "Authorization: Bearer your-key" -H "x-litellm-model: claude-account-1" -F "display_title=My Skill" -F "files[]=@skill.zip" + * ``` + * + * Returns: Skill object with id, display_title, etc. + */ + post: operations["create_skill_v1_skills_post"]; + delete?: never; + options?: never; + head?: never; + patch?: never; + trace?: never; + }; + "/v1/skills/{skill_id}": { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + /** + * Get Skill + * @description Get a specific skill by ID from Anthropic. + * + * Requires `?beta=true` query parameter. + * + * Model-based routing (for multi-account support): + * - Pass model via header: `x-litellm-model: claude-account-1` + * - Pass model via query: `?model=claude-account-1` + * - Pass model via body: `{"model": "claude-account-1"}` + * + * Example usage: + * ```bash + * # Basic usage + * curl "http://localhost:4000/v1/skills/skill_123?beta=true" -H "Authorization: Bearer your-key" + * + * # With model-based routing + * curl "http://localhost:4000/v1/skills/skill_123?beta=true" -H "Authorization: Bearer your-key" -H "x-litellm-model: claude-account-1" + * ``` + * + * Returns: Skill object + */ + get: operations["get_skill_v1_skills__skill_id__get"]; + put?: never; + post?: never; + /** + * Delete Skill + * @description Delete a skill by ID from Anthropic. + * + * Requires `?beta=true` query parameter. + * + * Note: Anthropic does not allow deleting skills with existing versions. + * + * Model-based routing (for multi-account support): + * - Pass model via header: `x-litellm-model: claude-account-1` + * - Pass model via query: `?model=claude-account-1` + * - Pass model via body: `{"model": "claude-account-1"}` + * + * Example usage: + * ```bash + * # Basic usage + * curl -X DELETE "http://localhost:4000/v1/skills/skill_123?beta=true" -H "Authorization: Bearer your-key" + * + * # With model-based routing + * curl -X DELETE "http://localhost:4000/v1/skills/skill_123?beta=true" -H "Authorization: Bearer your-key" -H "x-litellm-model: claude-account-1" + * ``` + * + * Returns: DeleteSkillResponse with type="skill_deleted" + */ + delete: operations["delete_skill_v1_skills__skill_id__delete"]; + options?: never; + head?: never; + patch?: never; + trace?: never; + }; + "/v1/threads": { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + get?: never; + put?: never; + /** + * Create Threads + * @description Create a thread. + * + * API Reference - https://platform.openai.com/docs/api-reference/threads/createThread + */ + post: operations["create_threads_v1_threads_post"]; + delete?: never; + options?: never; + head?: never; + patch?: never; + trace?: never; + }; + "/v1/threads/{thread_id}": { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + /** + * Get Thread + * @description Retrieves a thread. + * + * API Reference - https://platform.openai.com/docs/api-reference/threads/getThread + */ + get: operations["get_thread_v1_threads__thread_id__get"]; + put?: never; + post?: never; + delete?: never; + options?: never; + head?: never; + patch?: never; + trace?: never; + }; + "/v1/threads/{thread_id}/messages": { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + /** + * Get Messages + * @description Returns a list of messages for a given thread. + * + * API Reference - https://platform.openai.com/docs/api-reference/messages/listMessages + */ + get: operations["get_messages_v1_threads__thread_id__messages_get"]; + put?: never; + /** + * Add Messages + * @description Create a message. + * + * API Reference - https://platform.openai.com/docs/api-reference/messages/createMessage + */ + post: operations["add_messages_v1_threads__thread_id__messages_post"]; + delete?: never; + options?: never; + head?: never; + patch?: never; + trace?: never; + }; + "/v1/threads/{thread_id}/runs": { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + get?: never; + put?: never; + /** + * Run Thread + * @description Create a run. + * + * API Reference: https://platform.openai.com/docs/api-reference/runs/createRun + */ + post: operations["run_thread_v1_threads__thread_id__runs_post"]; + delete?: never; + options?: never; + head?: never; + patch?: never; + trace?: never; + }; + "/v1/tool/list": { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + /** + * List Tools + * @description List all auto-discovered tools and their policies. + * + * Parameters: + * - input_policy: Optional filter — one of "trusted", "untrusted", "blocked" + */ + get: operations["list_tools_v1_tool_list_get"]; + put?: never; + post?: never; + delete?: never; + options?: never; + head?: never; + patch?: never; + trace?: never; + }; + "/v1/tool/policy": { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + get?: never; + put?: never; + /** + * Update Tool Policy + * @description Set the input_policy and/or output_policy for a tool (global), or block for a specific team/key (override). + * + * Parameters: + * - tool_name: str - The tool to update + * - input_policy: optional - "trusted" | "untrusted" | "blocked" + * - output_policy: optional - "trusted" | "untrusted" + * - team_id: optional - if set, create/update override for this team only + * - key_hash: optional - if set, create/update override for this key only + */ + post: operations["update_tool_policy_v1_tool_policy_post"]; + delete?: never; + options?: never; + head?: never; + patch?: never; + trace?: never; + }; + "/v1/tool/policy/options": { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + /** + * Get Tool Policy Options + * @description Return the available input and output policy options with descriptions. + * Static data — no DB call. + */ + get: operations["get_tool_policy_options_v1_tool_policy_options_get"]; + put?: never; + post?: never; + delete?: never; + options?: never; + head?: never; + patch?: never; + trace?: never; + }; + "/v1/tool/{tool_name}": { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + /** + * Get Tool + * @description Get details for a single tool. + */ + get: operations["get_tool_v1_tool__tool_name__get"]; + put?: never; + post?: never; + delete?: never; + options?: never; + head?: never; + patch?: never; + trace?: never; + }; + "/v1/tool/{tool_name}/detail": { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + /** + * Get Tool Detail + * @description Get a single tool with its policy overrides (for UI detail view). + */ + get: operations["get_tool_detail_v1_tool__tool_name__detail_get"]; + put?: never; + post?: never; + delete?: never; + options?: never; + head?: never; + patch?: never; + trace?: never; + }; + "/v1/tool/{tool_name}/logs": { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + /** + * Get Tool Usage Logs + * @description Return paginated spend logs for requests that used this tool (from SpendLogToolIndex). + */ + get: operations["get_tool_usage_logs_v1_tool__tool_name__logs_get"]; + put?: never; + post?: never; + delete?: never; + options?: never; + head?: never; + patch?: never; + trace?: never; + }; + "/v1/tool/{tool_name}/overrides": { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + get?: never; + put?: never; + post?: never; + /** + * Delete Tool Policy Override + * @description Remove a policy override for a tool. Specify the override by team_id or key_hash + * (exactly one required). + */ + delete: operations["delete_tool_policy_override_v1_tool__tool_name__overrides_delete"]; + options?: never; + head?: never; + patch?: never; + trace?: never; + }; + "/v1/unified_access_group": { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + /** List Access Groups */ + get: operations["list_access_groups_v1_unified_access_group_get"]; + put?: never; + /** Create Access Group */ + post: operations["create_access_group_v1_unified_access_group_post"]; + delete?: never; + options?: never; + head?: never; + patch?: never; + trace?: never; + }; + "/v1/unified_access_group/{access_group_id}": { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + /** Get Access Group */ + get: operations["get_access_group_v1_unified_access_group__access_group_id__get"]; + /** Update Access Group */ + put: operations["update_access_group_v1_unified_access_group__access_group_id__put"]; + post?: never; + /** Delete Access Group */ + delete: operations["delete_access_group_v1_unified_access_group__access_group_id__delete"]; + options?: never; + head?: never; + patch?: never; + trace?: never; + }; + "/v1/vector_store/list": { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + /** + * List Vector Stores + * @description List all available vector stores with optional filtering and pagination. + * Combines both in-memory vector stores and those stored in the database. + * Database is the source of truth - deleted stores are removed from memory, updated stores sync to memory. + * + * Parameters: + * - page: int - Page number for pagination (default: 1) + * - page_size: int - Number of items per page (default: 100) + */ + get: operations["list_vector_stores_v1_vector_store_list_get"]; + put?: never; + post?: never; + delete?: never; + options?: never; + head?: never; + patch?: never; + trace?: never; + }; + "/v1/vector_stores": { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + /** + * Vector Store List + * @description List vector stores. + * + * API Reference: + * https://platform.openai.com/docs/api-reference/vector-stores/list + */ + get: operations["vector_store_list_v1_vector_stores_get"]; + put?: never; + /** + * Vector Store Create + * @description Create a vector store. + * + * API Reference: + * https://platform.openai.com/docs/api-reference/vector-stores/create + * + * Supports target_model_names parameter for creating vector stores across multiple models: + * ```json + * { + * "name": "my-vector-store", + * "target_model_names": "gpt-4,gemini-2.0" + * } + * ``` + */ + post: operations["vector_store_create_v1_vector_stores_post"]; + delete?: never; + options?: never; + head?: never; + patch?: never; + trace?: never; + }; + "/v1/vector_stores/{vector_store_id}": { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + /** + * Vector Store Retrieve + * @description Retrieve a vector store. + * + * API Reference: + * https://platform.openai.com/docs/api-reference/vector-stores/retrieve + */ + get: operations["vector_store_retrieve_v1_vector_stores__vector_store_id__get"]; + put?: never; + /** + * Vector Store Update + * @description Update a vector store. + * + * API Reference: + * https://platform.openai.com/docs/api-reference/vector-stores/modify + */ + post: operations["vector_store_update_v1_vector_stores__vector_store_id__post"]; + /** + * Vector Store Delete + * @description Delete a vector store. + * + * API Reference: + * https://platform.openai.com/docs/api-reference/vector-stores/delete + */ + delete: operations["vector_store_delete_v1_vector_stores__vector_store_id__delete"]; + options?: never; + head?: never; + patch?: never; + trace?: never; + }; + "/v1/vector_stores/{vector_store_id}/files": { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + /** Vector Store File List */ + get: operations["vector_store_file_list_v1_vector_stores__vector_store_id__files_get"]; + put?: never; + /** Vector Store File Create */ + post: operations["vector_store_file_create_v1_vector_stores__vector_store_id__files_post"]; + delete?: never; + options?: never; + head?: never; + patch?: never; + trace?: never; + }; + "/v1/vector_stores/{vector_store_id}/files/{file_id}": { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + /** Vector Store File Retrieve */ + get: operations["vector_store_file_retrieve_v1_vector_stores__vector_store_id__files__file_id__get"]; + put?: never; + /** Vector Store File Update */ + post: operations["vector_store_file_update_v1_vector_stores__vector_store_id__files__file_id__post"]; + /** Vector Store File Delete */ + delete: operations["vector_store_file_delete_v1_vector_stores__vector_store_id__files__file_id__delete"]; + options?: never; + head?: never; + patch?: never; + trace?: never; + }; + "/v1/vector_stores/{vector_store_id}/files/{file_id}/content": { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + /** Vector Store File Content */ + get: operations["vector_store_file_content_v1_vector_stores__vector_store_id__files__file_id__content_get"]; + put?: never; + post?: never; + delete?: never; + options?: never; + head?: never; + patch?: never; + trace?: never; + }; + "/v1/vector_stores/{vector_store_id}/search": { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + get?: never; + put?: never; + /** + * Vector Store Search + * @description Search a vector store. + * + * API Reference: + * https://platform.openai.com/docs/api-reference/vector-stores/search + */ + post: operations["vector_store_search_v1_vector_stores__vector_store_id__search_post"]; + delete?: never; + options?: never; + head?: never; + patch?: never; + trace?: never; + }; + "/v1/videos": { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + /** + * Video List + * @description Video list endpoint for retrieving a list of videos. + * + * Follows the OpenAI Videos API spec: + * https://platform.openai.com/docs/api-reference/videos + * + * Example: + * ```bash + * curl -X GET "http://localhost:4000/v1/videos" -H "Authorization: Bearer sk-1234" + * ``` + */ + get: operations["video_list_v1_videos_get"]; + put?: never; + /** + * Video Generation + * @description Video generation endpoint for creating videos from text prompts. + * + * Follows the OpenAI Videos API spec: + * https://platform.openai.com/docs/api-reference/videos + * + * Example: + * ```bash + * curl -X POST "http://localhost:4000/v1/videos" -H "Authorization: Bearer sk-1234" -H "Content-Type: application/json" -d '{ + * "model": "sora-2", + * "prompt": "A beautiful sunset over the ocean" + * }' + * ``` + */ + post: operations["video_generation_v1_videos_post"]; + delete?: never; + options?: never; + head?: never; + patch?: never; + trace?: never; + }; + "/v1/videos/characters": { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + get?: never; + put?: never; + /** + * Video Create Character + * @description Create a character from an uploaded video file. + * + * Follows the OpenAI Videos API spec: + * https://platform.openai.com/docs/api-reference/videos/create-character + * + * Example: + * ```bash + * curl -X POST "http://localhost:4000/v1/videos/characters" -H "Authorization: Bearer sk-1234" -F "video=@character_video.mp4" -F "name=my_character" + * ``` + */ + post: operations["video_create_character_v1_videos_characters_post"]; + delete?: never; + options?: never; + head?: never; + patch?: never; + trace?: never; + }; + "/v1/videos/characters/{character_id}": { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + /** + * Video Get Character + * @description Retrieve a character by ID. + * + * Follows the OpenAI Videos API spec: + * https://platform.openai.com/docs/api-reference/videos/get-character + * + * Example: + * ```bash + * curl -X GET "http://localhost:4000/v1/videos/characters/char_123" -H "Authorization: Bearer sk-1234" + * ``` + */ + get: operations["video_get_character_v1_videos_characters__character_id__get"]; + put?: never; + post?: never; + delete?: never; + options?: never; + head?: never; + patch?: never; + trace?: never; + }; + "/v1/videos/edits": { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + get?: never; + put?: never; + /** + * Video Edit + * @description Create a video edit job. + * + * Follows the OpenAI Videos API spec: + * https://platform.openai.com/docs/api-reference/videos/create-edit + * + * Example: + * ```bash + * curl -X POST "http://localhost:4000/v1/videos/edits" -H "Authorization: Bearer sk-1234" -H "Content-Type: application/json" -d '{"prompt": "Make it brighter", "video": {"id": "video_123"}}' + * ``` + */ + post: operations["video_edit_v1_videos_edits_post"]; + delete?: never; + options?: never; + head?: never; + patch?: never; + trace?: never; + }; + "/v1/videos/extensions": { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + get?: never; + put?: never; + /** + * Video Extension + * @description Create a video extension. + * + * Follows the OpenAI Videos API spec: + * https://platform.openai.com/docs/api-reference/videos/create-extension + * + * Example: + * ```bash + * curl -X POST "http://localhost:4000/v1/videos/extensions" -H "Authorization: Bearer sk-1234" -H "Content-Type: application/json" -d '{"prompt": "Continue the scene", "seconds": "5", "video": {"id": "video_123"}}' + * ``` + */ + post: operations["video_extension_v1_videos_extensions_post"]; + delete?: never; + options?: never; + head?: never; + patch?: never; + trace?: never; + }; + "/v1/videos/{video_id}": { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + /** + * Video Status + * @description Video status endpoint for retrieving video status and metadata. + * + * Follows the OpenAI Videos API spec: + * https://platform.openai.com/docs/api-reference/videos + * + * Example: + * ```bash + * curl -X GET "http://localhost:4000/v1/videos/video_123" -H "Authorization: Bearer sk-1234" + * ``` + */ + get: operations["video_status_v1_videos__video_id__get"]; + put?: never; + post?: never; + delete?: never; + options?: never; + head?: never; + patch?: never; + trace?: never; + }; + "/v1/videos/{video_id}/content": { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + /** + * Video Content + * @description Video content endpoint for downloading video content. + * + * Follows the OpenAI Videos API spec: + * https://platform.openai.com/docs/api-reference/videos + * + * Example: + * ```bash + * curl -X GET "http://localhost:4000/v1/videos/{video_id}/content" -H "Authorization: Bearer sk-1234" --output video.mp4 + * ``` + */ + get: operations["video_content_v1_videos__video_id__content_get"]; + put?: never; + post?: never; + delete?: never; + options?: never; + head?: never; + patch?: never; + trace?: never; + }; + "/v1/videos/{video_id}/remix": { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + get?: never; + put?: never; + /** + * Video Remix + * @description Video remix endpoint for remixing existing videos with new prompts. + * + * Follows the OpenAI Videos API spec: + * https://platform.openai.com/docs/api-reference/videos + * + * Example: + * ```bash + * curl -X POST "http://localhost:4000/v1/videos/video_123/remix" -H "Authorization: Bearer sk-1234" -H "Content-Type: application/json" -d '{ + * "prompt": "A new version with different colors" + * }' + * ``` + */ + post: operations["video_remix_v1_videos__video_id__remix_post"]; + delete?: never; + options?: never; + head?: never; + patch?: never; + trace?: never; + }; + "/v1/workflows/runs": { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + /** + * List Workflow Runs + * @description List workflow runs. Filter by workflow_type and/or status. + * + * Non-admin callers only see runs created by their own API key. + */ + get: operations["list_workflow_runs_v1_workflows_runs_get"]; + put?: never; + /** + * Create Workflow Run + * @description Create a new workflow run. Returns run_id and session_id. + * + * The caller's API key token is stored as created_by so that non-admin keys + * can only see and modify their own runs. + */ + post: operations["create_workflow_run_v1_workflows_runs_post"]; + delete?: never; + options?: never; + head?: never; + patch?: never; + trace?: never; + }; + "/v1/workflows/runs/{run_id}": { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + /** + * Get Workflow Run + * @description Get a workflow run with its most recent event. + */ + get: operations["get_workflow_run_v1_workflows_runs__run_id__get"]; + put?: never; + post?: never; + delete?: never; + options?: never; + head?: never; + /** + * Update Workflow Run + * @description Update status, metadata, or output on a workflow run. + */ + patch: operations["update_workflow_run_v1_workflows_runs__run_id__patch"]; + trace?: never; + }; + "/v1/workflows/runs/{run_id}/events": { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + /** + * List Workflow Events + * @description Fetch event log for a run, ordered by sequence_number. Default limit 100, max 500. + */ + get: operations["list_workflow_events_v1_workflows_runs__run_id__events_get"]; + put?: never; + /** + * Append Workflow Event + * @description Append an event to the run's event log. Also updates run.status if event_type maps to a status. + * + * Sequence numbers use optimistic concurrency: on a unique-constraint collision + * (concurrent append), retries up to _MAX_SEQUENCE_RETRIES times with a fresh MAX+1. + * The event+status update is atomic in a single DB transaction. + */ + post: operations["append_workflow_event_v1_workflows_runs__run_id__events_post"]; + delete?: never; + options?: never; + head?: never; + patch?: never; + trace?: never; + }; + "/v1/workflows/runs/{run_id}/messages": { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + /** + * List Workflow Messages + * @description Fetch conversation history for a run, ordered by sequence_number. Default limit 100, max 500. + */ + get: operations["list_workflow_messages_v1_workflows_runs__run_id__messages_get"]; + put?: never; + /** + * Append Workflow Message + * @description Append a conversation message. Stores full content (not truncated). + * + * Uses optimistic concurrency for sequence numbers. + */ + post: operations["append_workflow_message_v1_workflows_runs__run_id__messages_post"]; + delete?: never; + options?: never; + head?: never; + patch?: never; + trace?: never; + }; + "/v1beta/agents": { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + /** gemini_agents */ + get: { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + requestBody?: never; + responses: { + /** @description OK */ + 200: { + headers: { + [name: string]: unknown; + }; + content?: never; + }; + }; + }; + put?: never; + post?: never; + delete?: never; + options?: never; + head?: never; + patch?: never; + trace?: never; + }; + "/v1beta/interactions": { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + get?: never; + put?: never; + /** + * Create Interaction + * @description Create a new interaction using Google's Interactions API. + * + * Per OpenAPI spec: POST /{api_version}/interactions + * + * Supports both model interactions and agent interactions: + * - Model: Provide `model` parameter (e.g., "gemini-2.5-flash") + * - Agent: Provide `agent` parameter (e.g., "deep-research-pro-preview-12-2025") + * + * Example: + * ```bash + * curl -X POST "http://localhost:4000/v1beta/interactions" -H "Authorization: Bearer sk-1234" -H "Content-Type: application/json" -d '{ + * "model": "gemini/gemini-2.5-flash", + * "input": "Hello, how are you?" + * }' + * ``` + */ + post: operations["create_interaction_v1beta_interactions_post"]; + delete?: never; + options?: never; + head?: never; + patch?: never; + trace?: never; + }; + "/v1beta/interactions/{interaction_id}": { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + /** + * Get Interaction + * @description Get an interaction by ID. + * + * Per OpenAPI spec: GET /{api_version}/interactions/{interaction_id} + */ + get: operations["get_interaction_v1beta_interactions__interaction_id__get"]; + put?: never; + post?: never; + /** + * Delete Interaction + * @description Delete an interaction by ID. + * + * Per OpenAPI spec: DELETE /{api_version}/interactions/{interaction_id} + */ + delete: operations["delete_interaction_v1beta_interactions__interaction_id__delete"]; + options?: never; + head?: never; + patch?: never; + trace?: never; + }; + "/v1beta/interactions/{interaction_id}/cancel": { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + get?: never; + put?: never; + /** + * Cancel Interaction + * @description Cancel an interaction by ID. + * + * Per OpenAPI spec: POST /{api_version}/interactions/{interaction_id}:cancel + */ + post: operations["cancel_interaction_v1beta_interactions__interaction_id__cancel_post"]; + delete?: never; + options?: never; + head?: never; + patch?: never; + trace?: never; + }; + "/v1beta/models/{model_name}:countTokens": { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + get?: never; + put?: never; + /** + * Google Count Tokens + * @description ```json + * return { + * "totalTokens": 31, + * "totalBillableCharacters": 96, + * "promptTokensDetails": [ + * { + * "modality": "TEXT", + * "tokenCount": 31 + * } + * ] + * } + * ``` + */ + post: operations["google_count_tokens_v1beta_models__model_name__countTokens_post"]; + delete?: never; + options?: never; + head?: never; + patch?: never; + trace?: never; + }; + "/v1beta/models/{model_name}:generateContent": { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + get?: never; + put?: never; + /** Google Generate Content */ + post: operations["google_generate_content_v1beta_models__model_name__generateContent_post"]; + delete?: never; + options?: never; + head?: never; + patch?: never; + trace?: never; + }; + "/v1beta/models/{model_name}:streamGenerateContent": { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + get?: never; + put?: never; + /** Google Stream Generate Content */ + post: operations["google_stream_generate_content_v1beta_models__model_name__streamGenerateContent_post"]; + delete?: never; + options?: never; + head?: never; + patch?: never; + trace?: never; + }; + "/v2/guardrails/list": { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + /** + * List Guardrails V2 + * @description List the guardrails that are available in the database using GuardrailRegistry + * + * 👉 [Guardrail docs](https://docs.litellm.ai/docs/proxy/guardrails/quick_start) + * + * Example Request: + * ```bash + * curl -X GET "http://localhost:4000/v2/guardrails/list" -H "Authorization: Bearer " + * ``` + * + * Example Response: + * ```json + * { + * "guardrails": [ + * { + * "guardrail_id": "123e4567-e89b-12d3-a456-426614174000", + * "guardrail_name": "my-bedrock-guard", + * "litellm_params": { + * "guardrail": "bedrock", + * "mode": "pre_call", + * "guardrailIdentifier": "ff6ujrregl1q", + * "guardrailVersion": "DRAFT", + * "default_on": true + * }, + * "guardrail_info": { + * "description": "Bedrock content moderation guardrail" + * } + * } + * ] + * } + * ``` + */ + get: operations["list_guardrails_v2_v2_guardrails_list_get"]; + put?: never; + post?: never; + delete?: never; + options?: never; + head?: never; + patch?: never; + trace?: never; + }; + "/v2/rerank": { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + get?: never; + put?: never; + /** Rerank */ + post: operations["rerank_v2_rerank_post"]; + delete?: never; + options?: never; + head?: never; + patch?: never; + trace?: never; + }; + "/v2/team/list": { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + /** + * List Team V2 + * @description Get a paginated list of teams with filtering and sorting options. + * + * Parameters: + * user_id: Optional[str] + * Only return teams which this user belongs to + * organization_id: Optional[str] + * Only return teams which belong to this organization + * team_id: Optional[str] + * Filter teams by exact team_id match + * team_alias: Optional[str] + * Filter teams by partial team_alias match + * page: int + * The page number to return + * page_size: int + * The number of items per page + * sort_by: Optional[str] + * Column to sort by (e.g. 'team_id', 'team_alias', 'created_at') + * sort_order: str + * Sort order ('asc' or 'desc') + * status: Optional[str] + * Filter by status. Currently supports "deleted" to query deleted teams. + */ + get: operations["list_team_v2_v2_team_list_get"]; + put?: never; + post?: never; + delete?: never; + options?: never; + head?: never; + patch?: never; + trace?: never; + }; + "/v2/user/info": { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + /** + * User Info V2 + * @description Lightweight endpoint to get user info. Returns only the user object — no keys, no teams objects. + * + * This is the v2 replacement for /user/info, designed to avoid the "god endpoint" problem + * where the old endpoint loaded all keys and teams into memory. + * + * Access control: + * - Proxy admins can query any user + * - Team admins can query users within their teams + * - Internal users can only query themselves (omit user_id or pass own) + * - Returns 404 for non-existent users or unauthorized access + * + * Example request: + * ``` + * curl -X GET 'http://localhost:4000/v2/user/info?user_id=user123' \ + * --header 'Authorization: Bearer sk-1234' + * ``` + */ + get: operations["user_info_v2_v2_user_info_get"]; + put?: never; + post?: never; + delete?: never; + options?: never; + head?: never; + patch?: never; + trace?: never; + }; + "/vantage/delete": { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + get?: never; + put?: never; + post?: never; + /** + * Delete Vantage Settings + * @description Delete Vantage settings from the database. + * + * Only admin users can delete Vantage settings. + */ + delete: operations["delete_vantage_settings_vantage_delete_delete"]; + options?: never; + head?: never; + patch?: never; + trace?: never; + }; + "/vantage/dry-run": { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + get?: never; + put?: never; + /** + * Vantage Dry Run Export + * @description Perform a dry run export using the Vantage logger. + * + * Returns the data that would be exported without actually sending it to Vantage. + * + * Parameters: + * - limit: Limit on number of records to preview (default: 500) + * + * Only admin users can perform Vantage exports. + */ + post: operations["vantage_dry_run_export_vantage_dry_run_post"]; + delete?: never; + options?: never; + head?: never; + patch?: never; + trace?: never; + }; + "/vantage/export": { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + get?: never; + put?: never; + /** + * Vantage Export + * @description Perform an actual export using the Vantage logger. + * + * Exports usage data in FOCUS CSV format to the Vantage API. + * + * Parameters: + * - limit: Optional limit on number of records to export + * - start_time_utc: Optional start time for data export + * - end_time_utc: Optional end time for data export + * + * Only admin users can perform Vantage exports. + */ + post: operations["vantage_export_vantage_export_post"]; + delete?: never; + options?: never; + head?: never; + patch?: never; + trace?: never; + }; + "/vantage/init": { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + get?: never; + put?: never; + /** + * Init Vantage Settings + * @description Initialize Vantage settings and store in the database. + * + * Parameters: + * - api_key: Vantage API key for authentication + * - integration_token: Vantage integration token for the cost-import endpoint + * - base_url: Vantage API base URL (default: https://api.vantage.sh) + * + * Only admin users can configure Vantage settings. + */ + post: operations["init_vantage_settings_vantage_init_post"]; + delete?: never; + options?: never; + head?: never; + patch?: never; + trace?: never; + }; + "/vantage/settings": { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + /** + * Get Vantage Settings + * @description View current Vantage settings. + * + * Returns the current Vantage configuration with the API key masked for security. + * Only admin users (Proxy Admin or Admin Viewer) can view Vantage settings. + */ + get: operations["get_vantage_settings_vantage_settings_get"]; + /** + * Update Vantage Settings + * @description Update existing Vantage settings. + * + * Allows updating individual Vantage configuration fields without requiring all fields. + * Only admin users can update Vantage settings. + */ + put: operations["update_vantage_settings_vantage_settings_put"]; + post?: never; + delete?: never; + options?: never; + head?: never; + patch?: never; + trace?: never; + }; + "/vector_store/delete": { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + get?: never; + put?: never; + /** + * Delete Vector Store + * @description Delete a vector store from both database and in-memory registry. + * + * Parameters: + * - vector_store_id: str - ID of the vector store to delete + */ + post: operations["delete_vector_store_vector_store_delete_post"]; + delete?: never; + options?: never; + head?: never; + patch?: never; + trace?: never; + }; + "/vector_store/info": { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + get?: never; + put?: never; + /** + * Get Vector Store Info + * @description Return a single vector store's details + */ + post: operations["get_vector_store_info_vector_store_info_post"]; + delete?: never; + options?: never; + head?: never; + patch?: never; + trace?: never; + }; + "/vector_store/list": { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + /** + * List Vector Stores + * @description List all available vector stores with optional filtering and pagination. + * Combines both in-memory vector stores and those stored in the database. + * Database is the source of truth - deleted stores are removed from memory, updated stores sync to memory. + * + * Parameters: + * - page: int - Page number for pagination (default: 1) + * - page_size: int - Number of items per page (default: 100) + */ + get: operations["list_vector_stores_vector_store_list_get"]; + put?: never; + post?: never; + delete?: never; + options?: never; + head?: never; + patch?: never; + trace?: never; + }; + "/vector_store/new": { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + get?: never; + put?: never; + /** + * New Vector Store + * @description Create a new vector store. + * + * Parameters: + * - vector_store_id: str - Unique identifier for the vector store + * - custom_llm_provider: str - Provider of the vector store + * - vector_store_name: Optional[str] - Name of the vector store + * - vector_store_description: Optional[str] - Description of the vector store + * - vector_store_metadata: Optional[Dict] - Additional metadata for the vector store + */ + post: operations["new_vector_store_vector_store_new_post"]; + delete?: never; + options?: never; + head?: never; + patch?: never; + trace?: never; + }; + "/vector_store/update": { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + get?: never; + put?: never; + /** + * Update Vector Store + * @description Update vector store details in both database and in-memory registry. + * The updated data is immediately synchronized to the in-memory registry. + */ + post: operations["update_vector_store_vector_store_update_post"]; + delete?: never; + options?: never; + head?: never; + patch?: never; + trace?: never; + }; + "/vector_stores": { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + /** + * Vector Store List + * @description List vector stores. + * + * API Reference: + * https://platform.openai.com/docs/api-reference/vector-stores/list + */ + get: operations["vector_store_list_vector_stores_get"]; + put?: never; + /** + * Vector Store Create + * @description Create a vector store. + * + * API Reference: + * https://platform.openai.com/docs/api-reference/vector-stores/create + * + * Supports target_model_names parameter for creating vector stores across multiple models: + * ```json + * { + * "name": "my-vector-store", + * "target_model_names": "gpt-4,gemini-2.0" + * } + * ``` + */ + post: operations["vector_store_create_vector_stores_post"]; + delete?: never; + options?: never; + head?: never; + patch?: never; + trace?: never; + }; + "/vector_stores/{vector_store_id}": { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + /** + * Vector Store Retrieve + * @description Retrieve a vector store. + * + * API Reference: + * https://platform.openai.com/docs/api-reference/vector-stores/retrieve + */ + get: operations["vector_store_retrieve_vector_stores__vector_store_id__get"]; + put?: never; + /** + * Vector Store Update + * @description Update a vector store. + * + * API Reference: + * https://platform.openai.com/docs/api-reference/vector-stores/modify + */ + post: operations["vector_store_update_vector_stores__vector_store_id__post"]; + /** + * Vector Store Delete + * @description Delete a vector store. + * + * API Reference: + * https://platform.openai.com/docs/api-reference/vector-stores/delete + */ + delete: operations["vector_store_delete_vector_stores__vector_store_id__delete"]; + options?: never; + head?: never; + patch?: never; + trace?: never; + }; + "/vector_stores/{vector_store_id}/files": { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + /** Vector Store File List */ + get: operations["vector_store_file_list_vector_stores__vector_store_id__files_get"]; + put?: never; + /** Vector Store File Create */ + post: operations["vector_store_file_create_vector_stores__vector_store_id__files_post"]; + delete?: never; + options?: never; + head?: never; + patch?: never; + trace?: never; + }; + "/vector_stores/{vector_store_id}/files/{file_id}": { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + /** Vector Store File Retrieve */ + get: operations["vector_store_file_retrieve_vector_stores__vector_store_id__files__file_id__get"]; + put?: never; + /** Vector Store File Update */ + post: operations["vector_store_file_update_vector_stores__vector_store_id__files__file_id__post"]; + /** Vector Store File Delete */ + delete: operations["vector_store_file_delete_vector_stores__vector_store_id__files__file_id__delete"]; + options?: never; + head?: never; + patch?: never; + trace?: never; + }; + "/vector_stores/{vector_store_id}/files/{file_id}/content": { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + /** Vector Store File Content */ + get: operations["vector_store_file_content_vector_stores__vector_store_id__files__file_id__content_get"]; + put?: never; + post?: never; + delete?: never; + options?: never; + head?: never; + patch?: never; + trace?: never; + }; + "/vector_stores/{vector_store_id}/search": { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + get?: never; + put?: never; + /** + * Vector Store Search + * @description Search a vector store. + * + * API Reference: + * https://platform.openai.com/docs/api-reference/vector-stores/search + */ + post: operations["vector_store_search_vector_stores__vector_store_id__search_post"]; + delete?: never; + options?: never; + head?: never; + patch?: never; + trace?: never; + }; + "/vertex_ai/discovery/{endpoint}": { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + /** + * Vertex Discovery Proxy Route + * @description Call any vertex discovery endpoint using the proxy. + * + * Just use `{PROXY_BASE_URL}/vertex_ai/discovery/{endpoint:path}` + * + * Target url: `https://discoveryengine.googleapis.com` + */ + get: operations["vertex_discovery_proxy_route_vertex_ai_discovery__endpoint__get"]; + /** + * Vertex Discovery Proxy Route + * @description Call any vertex discovery endpoint using the proxy. + * + * Just use `{PROXY_BASE_URL}/vertex_ai/discovery/{endpoint:path}` + * + * Target url: `https://discoveryengine.googleapis.com` + */ + put: operations["vertex_discovery_proxy_route_vertex_ai_discovery__endpoint__put"]; + /** + * Vertex Discovery Proxy Route + * @description Call any vertex discovery endpoint using the proxy. + * + * Just use `{PROXY_BASE_URL}/vertex_ai/discovery/{endpoint:path}` + * + * Target url: `https://discoveryengine.googleapis.com` + */ + post: operations["vertex_discovery_proxy_route_vertex_ai_discovery__endpoint__post"]; + /** + * Vertex Discovery Proxy Route + * @description Call any vertex discovery endpoint using the proxy. + * + * Just use `{PROXY_BASE_URL}/vertex_ai/discovery/{endpoint:path}` + * + * Target url: `https://discoveryengine.googleapis.com` + */ + delete: operations["vertex_discovery_proxy_route_vertex_ai_discovery__endpoint__delete"]; + options?: never; + head?: never; + /** + * Vertex Discovery Proxy Route + * @description Call any vertex discovery endpoint using the proxy. + * + * Just use `{PROXY_BASE_URL}/vertex_ai/discovery/{endpoint:path}` + * + * Target url: `https://discoveryengine.googleapis.com` + */ + patch: operations["vertex_discovery_proxy_route_vertex_ai_discovery__endpoint__patch"]; + trace?: never; + }; + "/vertex_ai/live": { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + /** + * WebSocket: vertex_ai_live_passthrough_endpoint + * @description WebSocket connection endpoint + */ + get: operations["websocket_vertex_ai_live_passthrough_endpoint"]; + put?: never; + post?: never; + delete?: never; + options?: never; + head?: never; + patch?: never; + trace?: never; + }; + "/vertex_ai/{endpoint}": { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + /** + * Vertex Proxy Route + * @description Call LiteLLM proxy via Vertex AI SDK. + * + * [Docs](https://docs.litellm.ai/docs/pass_through/vertex_ai) + */ + get: operations["vertex_proxy_route_vertex_ai__endpoint__get"]; + /** + * Vertex Proxy Route + * @description Call LiteLLM proxy via Vertex AI SDK. + * + * [Docs](https://docs.litellm.ai/docs/pass_through/vertex_ai) + */ + put: operations["vertex_proxy_route_vertex_ai__endpoint__put"]; + /** + * Vertex Proxy Route + * @description Call LiteLLM proxy via Vertex AI SDK. + * + * [Docs](https://docs.litellm.ai/docs/pass_through/vertex_ai) + */ + post: operations["vertex_proxy_route_vertex_ai__endpoint__post"]; + /** + * Vertex Proxy Route + * @description Call LiteLLM proxy via Vertex AI SDK. + * + * [Docs](https://docs.litellm.ai/docs/pass_through/vertex_ai) + */ + delete: operations["vertex_proxy_route_vertex_ai__endpoint__delete"]; + options?: never; + head?: never; + /** + * Vertex Proxy Route + * @description Call LiteLLM proxy via Vertex AI SDK. + * + * [Docs](https://docs.litellm.ai/docs/pass_through/vertex_ai) + */ + patch: operations["vertex_proxy_route_vertex_ai__endpoint__patch"]; + trace?: never; + }; + "/videos": { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + /** + * Video List + * @description Video list endpoint for retrieving a list of videos. + * + * Follows the OpenAI Videos API spec: + * https://platform.openai.com/docs/api-reference/videos + * + * Example: + * ```bash + * curl -X GET "http://localhost:4000/v1/videos" -H "Authorization: Bearer sk-1234" + * ``` + */ + get: operations["video_list_videos_get"]; + put?: never; + /** + * Video Generation + * @description Video generation endpoint for creating videos from text prompts. + * + * Follows the OpenAI Videos API spec: + * https://platform.openai.com/docs/api-reference/videos + * + * Example: + * ```bash + * curl -X POST "http://localhost:4000/v1/videos" -H "Authorization: Bearer sk-1234" -H "Content-Type: application/json" -d '{ + * "model": "sora-2", + * "prompt": "A beautiful sunset over the ocean" + * }' + * ``` + */ + post: operations["video_generation_videos_post"]; + delete?: never; + options?: never; + head?: never; + patch?: never; + trace?: never; + }; + "/videos/characters": { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + get?: never; + put?: never; + /** + * Video Create Character + * @description Create a character from an uploaded video file. + * + * Follows the OpenAI Videos API spec: + * https://platform.openai.com/docs/api-reference/videos/create-character + * + * Example: + * ```bash + * curl -X POST "http://localhost:4000/v1/videos/characters" -H "Authorization: Bearer sk-1234" -F "video=@character_video.mp4" -F "name=my_character" + * ``` + */ + post: operations["video_create_character_videos_characters_post"]; + delete?: never; + options?: never; + head?: never; + patch?: never; + trace?: never; + }; + "/videos/characters/{character_id}": { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + /** + * Video Get Character + * @description Retrieve a character by ID. + * + * Follows the OpenAI Videos API spec: + * https://platform.openai.com/docs/api-reference/videos/get-character + * + * Example: + * ```bash + * curl -X GET "http://localhost:4000/v1/videos/characters/char_123" -H "Authorization: Bearer sk-1234" + * ``` + */ + get: operations["video_get_character_videos_characters__character_id__get"]; + put?: never; + post?: never; + delete?: never; + options?: never; + head?: never; + patch?: never; + trace?: never; + }; + "/videos/edits": { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + get?: never; + put?: never; + /** + * Video Edit + * @description Create a video edit job. + * + * Follows the OpenAI Videos API spec: + * https://platform.openai.com/docs/api-reference/videos/create-edit + * + * Example: + * ```bash + * curl -X POST "http://localhost:4000/v1/videos/edits" -H "Authorization: Bearer sk-1234" -H "Content-Type: application/json" -d '{"prompt": "Make it brighter", "video": {"id": "video_123"}}' + * ``` + */ + post: operations["video_edit_videos_edits_post"]; + delete?: never; + options?: never; + head?: never; + patch?: never; + trace?: never; + }; + "/videos/extensions": { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + get?: never; + put?: never; + /** + * Video Extension + * @description Create a video extension. + * + * Follows the OpenAI Videos API spec: + * https://platform.openai.com/docs/api-reference/videos/create-extension + * + * Example: + * ```bash + * curl -X POST "http://localhost:4000/v1/videos/extensions" -H "Authorization: Bearer sk-1234" -H "Content-Type: application/json" -d '{"prompt": "Continue the scene", "seconds": "5", "video": {"id": "video_123"}}' + * ``` + */ + post: operations["video_extension_videos_extensions_post"]; + delete?: never; + options?: never; + head?: never; + patch?: never; + trace?: never; + }; + "/videos/{video_id}": { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + /** + * Video Status + * @description Video status endpoint for retrieving video status and metadata. + * + * Follows the OpenAI Videos API spec: + * https://platform.openai.com/docs/api-reference/videos + * + * Example: + * ```bash + * curl -X GET "http://localhost:4000/v1/videos/video_123" -H "Authorization: Bearer sk-1234" + * ``` + */ + get: operations["video_status_videos__video_id__get"]; + put?: never; + post?: never; + delete?: never; + options?: never; + head?: never; + patch?: never; + trace?: never; + }; + "/videos/{video_id}/content": { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + /** + * Video Content + * @description Video content endpoint for downloading video content. + * + * Follows the OpenAI Videos API spec: + * https://platform.openai.com/docs/api-reference/videos + * + * Example: + * ```bash + * curl -X GET "http://localhost:4000/v1/videos/{video_id}/content" -H "Authorization: Bearer sk-1234" --output video.mp4 + * ``` + */ + get: operations["video_content_videos__video_id__content_get"]; + put?: never; + post?: never; + delete?: never; + options?: never; + head?: never; + patch?: never; + trace?: never; + }; + "/videos/{video_id}/remix": { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + get?: never; + put?: never; + /** + * Video Remix + * @description Video remix endpoint for remixing existing videos with new prompts. + * + * Follows the OpenAI Videos API spec: + * https://platform.openai.com/docs/api-reference/videos + * + * Example: + * ```bash + * curl -X POST "http://localhost:4000/v1/videos/video_123/remix" -H "Authorization: Bearer sk-1234" -H "Content-Type: application/json" -d '{ + * "prompt": "A new version with different colors" + * }' + * ``` + */ + post: operations["video_remix_videos__video_id__remix_post"]; + delete?: never; + options?: never; + head?: never; + patch?: never; + trace?: never; + }; + "/vllm/{endpoint}": { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + /** + * Vllm Proxy Route + * @description [Docs](https://docs.litellm.ai/docs/pass_through/vllm) + */ + get: operations["vllm_proxy_route_vllm__endpoint__get"]; + /** + * Vllm Proxy Route + * @description [Docs](https://docs.litellm.ai/docs/pass_through/vllm) + */ + put: operations["vllm_proxy_route_vllm__endpoint__put"]; + /** + * Vllm Proxy Route + * @description [Docs](https://docs.litellm.ai/docs/pass_through/vllm) + */ + post: operations["vllm_proxy_route_vllm__endpoint__post"]; + /** + * Vllm Proxy Route + * @description [Docs](https://docs.litellm.ai/docs/pass_through/vllm) + */ + delete: operations["vllm_proxy_route_vllm__endpoint__delete"]; + options?: never; + head?: never; + /** + * Vllm Proxy Route + * @description [Docs](https://docs.litellm.ai/docs/pass_through/vllm) + */ + patch: operations["vllm_proxy_route_vllm__endpoint__patch"]; + trace?: never; + }; + "/watsonx/{endpoint}": { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + /** + * Watsonx Proxy Route + * @description Watsonx pass-through endpoint. + * Allows using Watsonx APIs with automatic IAM token management and version parameter injection. + * + * Example: + * POST /watsonx/ml/v1/text/tokenization + * POST /watsonx/ml/v1/text/generation + */ + get: operations["watsonx_proxy_route_watsonx__endpoint__get"]; + /** + * Watsonx Proxy Route + * @description Watsonx pass-through endpoint. + * Allows using Watsonx APIs with automatic IAM token management and version parameter injection. + * + * Example: + * POST /watsonx/ml/v1/text/tokenization + * POST /watsonx/ml/v1/text/generation + */ + put: operations["watsonx_proxy_route_watsonx__endpoint__put"]; + /** + * Watsonx Proxy Route + * @description Watsonx pass-through endpoint. + * Allows using Watsonx APIs with automatic IAM token management and version parameter injection. + * + * Example: + * POST /watsonx/ml/v1/text/tokenization + * POST /watsonx/ml/v1/text/generation + */ + post: operations["watsonx_proxy_route_watsonx__endpoint__post"]; + /** + * Watsonx Proxy Route + * @description Watsonx pass-through endpoint. + * Allows using Watsonx APIs with automatic IAM token management and version parameter injection. + * + * Example: + * POST /watsonx/ml/v1/text/tokenization + * POST /watsonx/ml/v1/text/generation + */ + delete: operations["watsonx_proxy_route_watsonx__endpoint__delete"]; + options?: never; + head?: never; + /** + * Watsonx Proxy Route + * @description Watsonx pass-through endpoint. + * Allows using Watsonx APIs with automatic IAM token management and version parameter injection. + * + * Example: + * POST /watsonx/ml/v1/text/tokenization + * POST /watsonx/ml/v1/text/generation + */ + patch: operations["watsonx_proxy_route_watsonx__endpoint__patch"]; + trace?: never; + }; + "/{mcp_server_name}/mcp": { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + /** + * Dynamic Mcp Route + * @description Handle /{name}/mcp for MCP server aliases, toolsets, MCP access group tags, and comma-separated lists. + * + * Resolution order: + * 1. Registered MCP server alias / name + * 2. Comma-separated list (short-circuits before any DB call) + * 3. Toolset name (DB lookup, cached) + * 4. MCP access group tag (DB lookup, cached) + */ + get: operations["dynamic_mcp_route__mcp_server_name__mcp_get"]; + /** + * Dynamic Mcp Route + * @description Handle /{name}/mcp for MCP server aliases, toolsets, MCP access group tags, and comma-separated lists. + * + * Resolution order: + * 1. Registered MCP server alias / name + * 2. Comma-separated list (short-circuits before any DB call) + * 3. Toolset name (DB lookup, cached) + * 4. MCP access group tag (DB lookup, cached) + */ + put: operations["dynamic_mcp_route__mcp_server_name__mcp_put"]; + /** + * Dynamic Mcp Route + * @description Handle /{name}/mcp for MCP server aliases, toolsets, MCP access group tags, and comma-separated lists. + * + * Resolution order: + * 1. Registered MCP server alias / name + * 2. Comma-separated list (short-circuits before any DB call) + * 3. Toolset name (DB lookup, cached) + * 4. MCP access group tag (DB lookup, cached) + */ + post: operations["dynamic_mcp_route__mcp_server_name__mcp_post"]; + /** + * Dynamic Mcp Route + * @description Handle /{name}/mcp for MCP server aliases, toolsets, MCP access group tags, and comma-separated lists. + * + * Resolution order: + * 1. Registered MCP server alias / name + * 2. Comma-separated list (short-circuits before any DB call) + * 3. Toolset name (DB lookup, cached) + * 4. MCP access group tag (DB lookup, cached) + */ + delete: operations["dynamic_mcp_route__mcp_server_name__mcp_delete"]; + /** + * Dynamic Mcp Route + * @description Handle /{name}/mcp for MCP server aliases, toolsets, MCP access group tags, and comma-separated lists. + * + * Resolution order: + * 1. Registered MCP server alias / name + * 2. Comma-separated list (short-circuits before any DB call) + * 3. Toolset name (DB lookup, cached) + * 4. MCP access group tag (DB lookup, cached) + */ + options: operations["dynamic_mcp_route__mcp_server_name__mcp_options"]; + /** + * Dynamic Mcp Route + * @description Handle /{name}/mcp for MCP server aliases, toolsets, MCP access group tags, and comma-separated lists. + * + * Resolution order: + * 1. Registered MCP server alias / name + * 2. Comma-separated list (short-circuits before any DB call) + * 3. Toolset name (DB lookup, cached) + * 4. MCP access group tag (DB lookup, cached) + */ + head: operations["dynamic_mcp_route__mcp_server_name__mcp_head"]; + /** + * Dynamic Mcp Route + * @description Handle /{name}/mcp for MCP server aliases, toolsets, MCP access group tags, and comma-separated lists. + * + * Resolution order: + * 1. Registered MCP server alias / name + * 2. Comma-separated list (short-circuits before any DB call) + * 3. Toolset name (DB lookup, cached) + * 4. MCP access group tag (DB lookup, cached) + */ + patch: operations["dynamic_mcp_route__mcp_server_name__mcp_patch"]; + trace?: never; + }; + "/{provider}/v1/batches": { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + /** + * List Batches + * @description Lists + * This is the equivalent of GET https://api.openai.com/v1/batches/ + * Supports Identical Params as: https://platform.openai.com/docs/api-reference/batch/list + * + * Example Curl + * ``` + * curl http://localhost:4000/v1/batches?limit=2 -H "Authorization: Bearer sk-1234" -H "Content-Type: application/json" + * ``` + */ + get: operations["list_batches__provider__v1_batches_get"]; + put?: never; + /** + * Create Batch + * @description Create large batches of API requests for asynchronous processing. + * This is the equivalent of POST https://api.openai.com/v1/batch + * Supports Identical Params as: https://platform.openai.com/docs/api-reference/batch + * + * Example Curl + * ``` + * curl http://localhost:4000/v1/batches -H "Authorization: Bearer sk-1234" -H "Content-Type: application/json" -d '{ + * "input_file_id": "file-abc123", + * "endpoint": "/v1/chat/completions", + * "completion_window": "24h" + * }' + * ``` + */ + post: operations["create_batch__provider__v1_batches_post"]; + delete?: never; + options?: never; + head?: never; + patch?: never; + trace?: never; + }; + "/{provider}/v1/batches/{batch_id}": { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + /** + * Retrieve Batch + * @description Retrieves a batch. + * This is the equivalent of GET https://api.openai.com/v1/batches/{batch_id} + * Supports Identical Params as: https://platform.openai.com/docs/api-reference/batch/retrieve + * + * Example Curl + * ``` + * curl http://localhost:4000/v1/batches/batch_abc123 -H "Authorization: Bearer sk-1234" -H "Content-Type: application/json" + * ``` + */ + get: operations["retrieve_batch__provider__v1_batches__batch_id__get"]; + put?: never; + post?: never; + delete?: never; + options?: never; + head?: never; + patch?: never; + trace?: never; + }; + "/{provider}/v1/batches/{batch_id}/cancel": { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + get?: never; + put?: never; + /** + * Cancel Batch + * @description Cancel a batch. + * This is the equivalent of POST https://api.openai.com/v1/batches/{batch_id}/cancel + * + * Supports Identical Params as: https://platform.openai.com/docs/api-reference/batch/cancel + * + * Example Curl + * ``` + * curl http://localhost:4000/v1/batches/batch_abc123/cancel -H "Authorization: Bearer sk-1234" -H "Content-Type: application/json" -X POST + * + * ``` + */ + post: operations["cancel_batch__provider__v1_batches__batch_id__cancel_post"]; + delete?: never; + options?: never; + head?: never; + patch?: never; + trace?: never; + }; + "/{provider}/v1/files": { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + /** + * List Files + * @description Returns information about a specific file. that can be used across - Assistants API, Batch API + * This is the equivalent of GET https://api.openai.com/v1/files/ + * + * Supports Identical Params as: https://platform.openai.com/docs/api-reference/files/list + * + * Example Curl + * ``` + * curl http://localhost:4000/v1/files -H "Authorization: Bearer sk-1234" + * + * ``` + */ + get: operations["list_files__provider__v1_files_get"]; + put?: never; + /** + * Create File + * @description Upload a file that can be used across - Assistants API, Batch API + * This is the equivalent of POST https://api.openai.com/v1/files + * + * Supports Identical Params as: https://platform.openai.com/docs/api-reference/files/create + * + * Example Curl + * ``` + * curl http://localhost:4000/v1/files -H "Authorization: Bearer sk-1234" -F purpose="batch" -F file="@mydata.jsonl" + * -F expires_after[anchor]="created_at" -F expires_after[seconds]=2592000 + * ``` + */ + post: operations["create_file__provider__v1_files_post"]; + delete?: never; + options?: never; + head?: never; + patch?: never; + trace?: never; + }; + "/{provider}/v1/files/{file_id}": { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + /** + * Get File + * @description Returns information about a specific file. that can be used across - Assistants API, Batch API + * This is the equivalent of GET https://api.openai.com/v1/files/{file_id} + * + * Supports Identical Params as: https://platform.openai.com/docs/api-reference/files/retrieve + * + * Example Curl + * ``` + * curl http://localhost:4000/v1/files/file-abc123 -H "Authorization: Bearer sk-1234" + * + * ``` + */ + get: operations["get_file__provider__v1_files__file_id__get"]; + put?: never; + post?: never; + /** + * Delete File + * @description Deletes a specified file. that can be used across - Assistants API, Batch API + * This is the equivalent of DELETE https://api.openai.com/v1/files/{file_id} + * + * Supports Identical Params as: https://platform.openai.com/docs/api-reference/files/delete + * + * Example Curl + * ``` + * curl http://localhost:4000/v1/files/file-abc123 -X DELETE -H "Authorization: Bearer $OPENAI_API_KEY" + * + * ``` + */ + delete: operations["delete_file__provider__v1_files__file_id__delete"]; + options?: never; + head?: never; + patch?: never; + trace?: never; + }; + "/{provider}/v1/files/{file_id}/content": { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + /** + * Get File Content + * @description Returns information about a specific file. that can be used across - Assistants API, Batch API + * This is the equivalent of GET https://api.openai.com/v1/files/{file_id}/content + * + * Supports Identical Params as: https://platform.openai.com/docs/api-reference/files/retrieve-contents + * + * Example Curl + * ``` + * curl http://localhost:4000/v1/files/file-abc123/content -H "Authorization: Bearer sk-1234" + * + * ``` + */ + get: operations["get_file_content__provider__v1_files__file_id__content_get"]; + put?: never; + post?: never; + delete?: never; + options?: never; + head?: never; + patch?: never; + trace?: never; + }; +} +export type webhooks = Record; +export interface components { + schemas: { + /** + * APIKeySecurityScheme + * @description Defines a security scheme using an API key. + */ + APIKeySecurityScheme: { + /** Description */ + description?: string | null; + /** + * In + * @enum {string} + */ + in_: "query" | "header" | "cookie"; + /** Name */ + name: string; + /** + * Type + * @constant + */ + type: "apiKey"; + }; + /** + * AccessControl_UI_AccessMode + * @description Model for Controlling UI Access Mode via SSO Groups + */ + AccessControl_UI_AccessMode: { + /** Restricted Sso Group */ + restricted_sso_group: string; + /** Sso Group Jwt Field */ + sso_group_jwt_field: string; + /** + * Type + * @constant + */ + type: "restricted_sso_group"; + }; + /** AccessGroupCreateRequest */ + AccessGroupCreateRequest: { + /** Access Agent Ids */ + access_agent_ids?: string[] | null; + /** Access Group Name */ + access_group_name: string; + /** Access Mcp Server Ids */ + access_mcp_server_ids?: string[] | null; + /** Access Model Names */ + access_model_names?: string[] | null; + /** Assigned Key Ids */ + assigned_key_ids?: string[] | null; + /** Assigned Team Ids */ + assigned_team_ids?: string[] | null; + /** Description */ + description?: string | null; + }; + /** AccessGroupInfo */ + AccessGroupInfo: { + /** Access Group */ + access_group: string; + /** Deployment Count */ + deployment_count: number; + /** Model Names */ + model_names: string[]; + }; + /** AccessGroupResponse */ + AccessGroupResponse: { + /** Access Agent Ids */ + access_agent_ids: string[]; + /** Access Group Id */ + access_group_id: string; + /** Access Group Name */ + access_group_name: string; + /** Access Mcp Server Ids */ + access_mcp_server_ids: string[]; + /** Access Model Names */ + access_model_names: string[]; + /** Assigned Key Ids */ + assigned_key_ids: string[]; + /** Assigned Team Ids */ + assigned_team_ids: string[]; + /** + * Created At + * Format: date-time + */ + created_at: string; + /** Created By */ + created_by?: string | null; + /** Description */ + description?: string | null; + /** + * Updated At + * Format: date-time + */ + updated_at: string; + /** Updated By */ + updated_by?: string | null; + }; + /** AccessGroupUpdateRequest */ + AccessGroupUpdateRequest: { + /** Access Agent Ids */ + access_agent_ids?: string[] | null; + /** Access Group Name */ + access_group_name?: string | null; + /** Access Mcp Server Ids */ + access_mcp_server_ids?: string[] | null; + /** Access Model Names */ + access_model_names?: string[] | null; + /** Assigned Key Ids */ + assigned_key_ids?: string[] | null; + /** Assigned Team Ids */ + assigned_team_ids?: string[] | null; + /** Description */ + description?: string | null; + }; + /** + * ActiveUsersAnalyticsResponse + * @description Response for active users analytics + */ + ActiveUsersAnalyticsResponse: { + /** Results */ + results: components["schemas"]["TagActiveUsersResponse"][]; + }; + /** AddTeamCallback */ + AddTeamCallback: { + /** Callback Name */ + callback_name: string; + /** + * Callback Type + * @default success_and_failure + */ + callback_type: ("success" | "failure" | "success_and_failure") | null; + /** Callback Vars */ + callback_vars: { + [key: string]: string; + }; + }; + /** + * AgentCapabilities + * @description Defines optional capabilities supported by an agent. + */ + AgentCapabilities: { + /** Extensions */ + extensions?: components["schemas"]["AgentExtension"][] | null; + /** Pushnotifications */ + pushNotifications?: boolean | null; + /** Statetransitionhistory */ + stateTransitionHistory?: boolean | null; + /** Streaming */ + streaming?: boolean | null; + }; + /** + * AgentCard + * @description The AgentCard is a self-describing manifest for an agent. + * It provides essential metadata including the agent's identity, capabilities, + * skills, supported communication methods, and security requirements. + */ + AgentCard: { + /** Additionalinterfaces */ + additionalInterfaces?: components["schemas"]["AgentInterface"][] | null; + capabilities?: components["schemas"]["AgentCapabilities"]; + /** Defaultinputmodes */ + defaultInputModes?: string[]; + /** Defaultoutputmodes */ + defaultOutputModes?: string[]; + /** Description */ + description?: string; + /** Documentationurl */ + documentationUrl?: string | null; + /** Iconurl */ + iconUrl?: string | null; + /** Name */ + name?: string; + /** Preferredtransport */ + preferredTransport?: string | null; + /** Protocolversion */ + protocolVersion?: string; + provider?: components["schemas"]["AgentProvider"] | null; + /** Security */ + security?: { + [key: string]: string[]; + }[] | null; + /** Securityschemes */ + securitySchemes?: { + [key: string]: components["schemas"]["APIKeySecurityScheme"] | components["schemas"]["HTTPAuthSecurityScheme"] | components["schemas"]["OAuth2SecurityScheme"] | components["schemas"]["OpenIdConnectSecurityScheme"] | components["schemas"]["MutualTLSSecurityScheme"]; + } | null; + /** Signatures */ + signatures?: components["schemas"]["AgentCardSignature"][] | null; + /** Skills */ + skills?: components["schemas"]["AgentSkill"][]; + /** Supportsauthenticatedextendedcard */ + supportsAuthenticatedExtendedCard?: boolean | null; + /** Url */ + url?: string; + /** Version */ + version?: string; + }; + /** + * AgentCardSignature + * @description Represents a JWS signature of an AgentCard. + */ + AgentCardSignature: { + /** Header */ + header?: { + [key: string]: unknown; + } | null; + /** Protected */ + protected?: string; + /** Signature */ + signature?: string; + }; + /** AgentConfig */ + AgentConfig: { + agent_card_params: components["schemas"]["AgentCard"]; + /** Agent Name */ + agent_name: string; + /** Extra Headers */ + extra_headers?: string[] | null; + /** Litellm Params */ + litellm_params?: { + [key: string]: unknown; + }; + object_permission?: components["schemas"]["AgentObjectPermission"]; + /** Rpm Limit */ + rpm_limit?: number | null; + /** Session Rpm Limit */ + session_rpm_limit?: number | null; + /** Session Tpm Limit */ + session_tpm_limit?: number | null; + /** Static Headers */ + static_headers?: { + [key: string]: string; + } | null; + /** Tpm Limit */ + tpm_limit?: number | null; + }; + /** AgentCreateInfo */ + AgentCreateInfo: { + /** Agent Type */ + agent_type: string; + /** Agent Type Display Name */ + agent_type_display_name: string; + /** Credential Fields */ + credential_fields: components["schemas"]["AgentCredentialField"][]; + /** Description */ + description?: string | null; + /** Litellm Params Template */ + litellm_params_template?: { + [key: string]: string; + } | null; + /** Logo Url */ + logo_url?: string | null; + /** Model Template */ + model_template?: string | null; + }; + /** AgentCredentialField */ + AgentCredentialField: { + /** Default Value */ + default_value?: string | null; + /** + * Field Type + * @default text + * @enum {string} + */ + field_type: "text" | "password" | "select" | "upload" | "textarea"; + /** Include In Litellm Params */ + include_in_litellm_params?: boolean | null; + /** Key */ + key: string; + /** Label */ + label: string; + /** Options */ + options?: string[] | null; + /** Placeholder */ + placeholder?: string | null; + /** + * Required + * @default false + */ + required: boolean; + /** Tooltip */ + tooltip?: string | null; + }; + /** + * AgentExtension + * @description A declaration of a protocol extension supported by an Agent. + */ + AgentExtension: { + /** Description */ + description?: string | null; + /** Params */ + params?: { + [key: string]: unknown; + } | null; + /** Required */ + required?: boolean | null; + /** Uri */ + uri?: string; + }; + /** + * AgentInterface + * @description Declares a combination of a target URL and a transport protocol. + */ + AgentInterface: { + /** Transport */ + transport?: string; + /** Url */ + url?: string; + }; + /** AgentMakePublicResponse */ + AgentMakePublicResponse: { + /** Message */ + message: string; + /** Public Agent Groups */ + public_agent_groups: string[]; + /** Updated By */ + updated_by: string; + }; + /** AgentObjectPermission */ + AgentObjectPermission: { + /** Agents */ + agents?: string[] | null; + /** Mcp Access Groups */ + mcp_access_groups?: string[] | null; + /** Mcp Servers */ + mcp_servers?: string[] | null; + /** Mcp Tool Permissions */ + mcp_tool_permissions?: { + [key: string]: string[]; + } | null; + /** Models */ + models?: string[] | null; + }; + /** + * AgentProvider + * @description Represents the service provider of an agent. + */ + AgentProvider: { + /** Organization */ + organization?: string; + /** Url */ + url?: string; + }; + /** AgentResponse */ + AgentResponse: { + /** Agent Card Params */ + agent_card_params: { + [key: string]: unknown; + }; + /** Agent Id */ + agent_id: string; + /** Agent Name */ + agent_name: string; + /** Created At */ + created_at?: string | null; + /** Created By */ + created_by?: string | null; + /** Extra Headers */ + extra_headers?: string[] | null; + /** Litellm Params */ + litellm_params?: { + [key: string]: unknown; + } | null; + /** Object Permission */ + object_permission?: { + [key: string]: unknown; + } | null; + /** Rpm Limit */ + rpm_limit?: number | null; + /** Session Rpm Limit */ + session_rpm_limit?: number | null; + /** Session Tpm Limit */ + session_tpm_limit?: number | null; + /** Spend */ + spend?: number | null; + /** Static Headers */ + static_headers?: { + [key: string]: string; + } | null; + /** Tpm Limit */ + tpm_limit?: number | null; + /** Updated At */ + updated_at?: string | null; + /** Updated By */ + updated_by?: string | null; + }; + /** + * AgentSkill + * @description Represents a distinct capability or function that an agent can perform. + */ + AgentSkill: { + /** Description */ + description?: string; + /** Examples */ + examples?: string[] | null; + /** Id */ + id?: string; + /** Inputmodes */ + inputModes?: string[] | null; + /** Name */ + name?: string; + /** Outputmodes */ + outputModes?: string[] | null; + /** Security */ + security?: { + [key: string]: string[]; + }[] | null; + /** Tags */ + tags?: string[]; + }; + /** AllowedVectorStoreIndexItem */ + AllowedVectorStoreIndexItem: { + /** Index Name */ + index_name: string; + /** Index Permissions */ + index_permissions: ("read" | "write")[]; + }; + /** ApplyGuardrailRequest */ + ApplyGuardrailRequest: { + /** Entities */ + entities?: components["schemas"]["PiiEntityType"][] | null; + /** Guardrail Name */ + guardrail_name: string; + /** + * Input Type + * @default request + */ + input_type: string; + /** Language */ + language?: string | null; + /** Messages */ + messages?: { + [key: string]: unknown; + }[] | null; + /** Text */ + text: string; + }; + /** ApplyGuardrailResponse */ + ApplyGuardrailResponse: { + /** Response Text */ + response_text: string; + }; + /** + * AttachmentImpactResponse + * @description Response for estimating the impact of a policy attachment. + */ + AttachmentImpactResponse: { + /** + * Affected Keys Count + * @description Number of keys that would be affected (named + unnamed). + * @default 0 + */ + affected_keys_count: number; + /** + * Affected Teams Count + * @description Number of teams that would be affected (named + unnamed). + * @default 0 + */ + affected_teams_count: number; + /** + * Sample Keys + * @description Sample of affected key aliases (up to 10). + */ + sample_keys?: string[]; + /** + * Sample Teams + * @description Sample of affected team aliases (up to 10). + */ + sample_teams?: string[]; + /** + * Unnamed Keys Count + * @description Number of affected keys without an alias. + * @default 0 + */ + unnamed_keys_count: number; + /** + * Unnamed Teams Count + * @description Number of affected teams without an alias. + * @default 0 + */ + unnamed_teams_count: number; + }; + /** + * AuditLogResponse + * @description Response model for a single audit log entry + */ + AuditLogResponse: { + /** Action */ + action: string; + /** Before Value */ + before_value?: { + [key: string]: unknown; + } | null; + /** Changed By */ + changed_by: string; + /** Changed By Api Key */ + changed_by_api_key: string; + /** Id */ + id: string; + /** Object Id */ + object_id: string; + /** Table Name */ + table_name: string; + /** + * Updated At + * Format: date-time + */ + updated_at: string; + /** Updated Values */ + updated_values?: { + [key: string]: unknown; + } | null; + }; + /** BaseLitellmParams */ + "BaseLitellmParams-Input": { + /** + * Additional Provider Specific Params + * @description Additional provider-specific parameters for generic guardrail APIs + */ + additional_provider_specific_params?: { + [key: string]: unknown; + } | null; + /** + * Api Base + * @description Base URL for the guardrail service API + */ + api_base?: string | null; + /** + * Api Endpoint + * @description Optional custom API endpoint for Model Armor + */ + api_endpoint?: string | null; + /** + * Api Key + * @description API key for the guardrail service + */ + api_key?: string | null; + /** + * Blocked Words + * @description List of blocked words with individual actions + */ + blocked_words?: components["schemas"]["BlockedWord"][] | null; + /** + * Blocked Words File + * @description Path to YAML file containing blocked_words list + */ + blocked_words_file?: string | null; + /** + * Categories + * @description List of prebuilt categories to enable (harmful_*, bias_*) + */ + categories?: components["schemas"]["ContentFilterCategoryConfig"][] | null; + /** @description Threshold configuration for Lakera guardrail categories */ + category_thresholds?: components["schemas"]["LakeraCategoryThresholds"] | null; + /** + * Credentials + * @description Path to Google Cloud credentials JSON file or JSON string + */ + credentials?: string | null; + /** + * Custom Code + * @description Python-like code containing the apply_guardrail function for custom guardrail logic + */ + custom_code?: string | null; + /** + * Default On + * @description Whether the guardrail is enabled by default + */ + default_on?: boolean | null; + /** + * Detect Secrets Config + * @description Configuration for detect-secrets guardrail + */ + detect_secrets_config?: { + [key: string]: unknown; + } | null; + /** + * End Session After N Fails + * @description For /v1/realtime sessions: automatically close the session after this many guardrail violations. + */ + end_session_after_n_fails?: number | null; + /** + * Experimental Use Latest Role Message Only + * @description When True, guardrails only receive the latest message for the relevant role (e.g., newest user input pre-call, newest assistant output post-call) + * @default false + */ + experimental_use_latest_role_message_only: boolean | null; + /** + * Extra Headers + * @description Header names to forward from the client request to the guardrail (e.g. x-request-id). Only these headers' values are sent; others may be omitted or sent as [present]. Used by generic_guardrail_api (similar to MCP extra_headers). + */ + extra_headers?: string[] | null; + /** + * Fail On Error + * @description Whether to fail the request if Model Armor encounters an error + * @default true + */ + fail_on_error: boolean | null; + /** + * Guard Name + * @description Name of the guardrail in guardrails.ai + */ + guard_name?: string | null; + /** + * Keyword Redaction Tag + * @description Tag to use for keyword redaction + */ + keyword_redaction_tag?: string | null; + /** + * Location + * @description Google Cloud location/region (e.g., us-central1) + */ + location?: string | null; + /** + * Mask Request Content + * @description Will mask request content if guardrail makes any changes + */ + mask_request_content?: boolean | null; + /** + * Mask Response Content + * @description Will mask response content if guardrail makes any changes + */ + mask_response_content?: boolean | null; + /** + * Model + * @description Optional field if guardrail requires a 'model' parameter + */ + model?: string | null; + /** + * On Violation + * @description For /v1/realtime sessions: 'warn' speaks the violation message and continues; 'end_session' speaks the message and closes the connection. + */ + on_violation?: ("warn" | "end_session") | null; + /** + * Pangea Input Recipe + * @description Recipe for input (LLM request) + */ + pangea_input_recipe?: string | null; + /** + * Pangea Output Recipe + * @description Recipe for output (LLM response) + */ + pangea_output_recipe?: string | null; + /** + * Pattern Redaction Format + * @description Format string for pattern redaction (use {pattern_name} placeholder) + */ + pattern_redaction_format?: string | null; + /** + * Patterns + * @description List of patterns (prebuilt or custom regex) to detect + */ + patterns?: components["schemas"]["ContentFilterPattern"][] | null; + /** + * Realtime Violation Message + * @description The message the bot speaks aloud when a /v1/realtime guardrail fires. Falls back to violation_message_template if not set. + */ + realtime_violation_message?: string | null; + /** + * Severity Threshold + * @description Minimum severity to block (high, medium, low) + */ + severity_threshold?: string | null; + /** + * Skip System Message In Guardrail + * @description When True, unified guardrails skip system-role messages when building evaluation inputs (texts and structured_messages). When False, system messages are included even if litellm_settings sets a global skip. When None, use the global litellm.skip_system_message_in_guardrail setting. + */ + skip_system_message_in_guardrail?: boolean | null; + /** + * Template Id + * @description The ID of your Model Armor template + */ + template_id?: string | null; + /** + * Unreachable Fallback + * @description Behavior when a guardrail endpoint is unreachable due to network errors. NOTE: This is currently only implemented by guardrail='generic_guardrail_api'. 'fail_closed' raises an error (default). 'fail_open' logs a critical error and allows the request to proceed. + * @default fail_closed + * @enum {string} + */ + unreachable_fallback: "fail_closed" | "fail_open"; + /** + * Violation Message Template + * @description Custom message when a guardrail blocks an action. Supports placeholders like {tool_name}, {rule_id}, and {default_message}. + */ + violation_message_template?: string | null; + } & { + [key: string]: unknown; + }; + /** BaseLitellmParams */ + "BaseLitellmParams-Output": { + /** + * Additional Provider Specific Params + * @description Additional provider-specific parameters for generic guardrail APIs + */ + additional_provider_specific_params?: { + [key: string]: unknown; + } | null; + /** + * Api Base + * @description Base URL for the guardrail service API + */ + api_base?: string | null; + /** + * Api Endpoint + * @description Optional custom API endpoint for Model Armor + */ + api_endpoint?: string | null; + /** + * Api Key + * @description API key for the guardrail service + */ + api_key?: string | null; + /** + * Blocked Words + * @description List of blocked words with individual actions + */ + blocked_words?: components["schemas"]["BlockedWord"][] | null; + /** + * Blocked Words File + * @description Path to YAML file containing blocked_words list + */ + blocked_words_file?: string | null; + /** + * Categories + * @description List of prebuilt categories to enable (harmful_*, bias_*) + */ + categories?: components["schemas"]["ContentFilterCategoryConfig"][] | null; + /** @description Threshold configuration for Lakera guardrail categories */ + category_thresholds?: components["schemas"]["LakeraCategoryThresholds"] | null; + /** + * Credentials + * @description Path to Google Cloud credentials JSON file or JSON string + */ + credentials?: string | null; + /** + * Custom Code + * @description Python-like code containing the apply_guardrail function for custom guardrail logic + */ + custom_code?: string | null; + /** + * Default On + * @description Whether the guardrail is enabled by default + */ + default_on?: boolean | null; + /** + * Detect Secrets Config + * @description Configuration for detect-secrets guardrail + */ + detect_secrets_config?: { + [key: string]: unknown; + } | null; + /** + * End Session After N Fails + * @description For /v1/realtime sessions: automatically close the session after this many guardrail violations. + */ + end_session_after_n_fails?: number | null; + /** + * Experimental Use Latest Role Message Only + * @description When True, guardrails only receive the latest message for the relevant role (e.g., newest user input pre-call, newest assistant output post-call) + * @default false + */ + experimental_use_latest_role_message_only: boolean | null; + /** + * Extra Headers + * @description Header names to forward from the client request to the guardrail (e.g. x-request-id). Only these headers' values are sent; others may be omitted or sent as [present]. Used by generic_guardrail_api (similar to MCP extra_headers). + */ + extra_headers?: string[] | null; + /** + * Fail On Error + * @description Whether to fail the request if Model Armor encounters an error + * @default true + */ + fail_on_error: boolean | null; + /** + * Guard Name + * @description Name of the guardrail in guardrails.ai + */ + guard_name?: string | null; + /** + * Keyword Redaction Tag + * @description Tag to use for keyword redaction + */ + keyword_redaction_tag?: string | null; + /** + * Location + * @description Google Cloud location/region (e.g., us-central1) + */ + location?: string | null; + /** + * Mask Request Content + * @description Will mask request content if guardrail makes any changes + */ + mask_request_content?: boolean | null; + /** + * Mask Response Content + * @description Will mask response content if guardrail makes any changes + */ + mask_response_content?: boolean | null; + /** + * Model + * @description Optional field if guardrail requires a 'model' parameter + */ + model?: string | null; + /** + * On Violation + * @description For /v1/realtime sessions: 'warn' speaks the violation message and continues; 'end_session' speaks the message and closes the connection. + */ + on_violation?: ("warn" | "end_session") | null; + /** + * Pangea Input Recipe + * @description Recipe for input (LLM request) + */ + pangea_input_recipe?: string | null; + /** + * Pangea Output Recipe + * @description Recipe for output (LLM response) + */ + pangea_output_recipe?: string | null; + /** + * Pattern Redaction Format + * @description Format string for pattern redaction (use {pattern_name} placeholder) + */ + pattern_redaction_format?: string | null; + /** + * Patterns + * @description List of patterns (prebuilt or custom regex) to detect + */ + patterns?: components["schemas"]["ContentFilterPattern"][] | null; + /** + * Realtime Violation Message + * @description The message the bot speaks aloud when a /v1/realtime guardrail fires. Falls back to violation_message_template if not set. + */ + realtime_violation_message?: string | null; + /** + * Severity Threshold + * @description Minimum severity to block (high, medium, low) + */ + severity_threshold?: string | null; + /** + * Skip System Message In Guardrail + * @description When True, unified guardrails skip system-role messages when building evaluation inputs (texts and structured_messages). When False, system messages are included even if litellm_settings sets a global skip. When None, use the global litellm.skip_system_message_in_guardrail setting. + */ + skip_system_message_in_guardrail?: boolean | null; + /** + * Template Id + * @description The ID of your Model Armor template + */ + template_id?: string | null; + /** + * Unreachable Fallback + * @description Behavior when a guardrail endpoint is unreachable due to network errors. NOTE: This is currently only implemented by guardrail='generic_guardrail_api'. 'fail_closed' raises an error (default). 'fail_open' logs a critical error and allows the request to proceed. + * @default fail_closed + * @enum {string} + */ + unreachable_fallback: "fail_closed" | "fail_open"; + /** + * Violation Message Template + * @description Custom message when a guardrail blocks an action. Supports placeholders like {tool_name}, {rule_id}, and {default_message}. + */ + violation_message_template?: string | null; + } & { + [key: string]: unknown; + }; + /** BaseModel */ + BaseModel: Record; + /** BlockKeyRequest */ + BlockKeyRequest: { + /** Key */ + key: string; + }; + /** BlockTeamRequest */ + BlockTeamRequest: { + /** Team Id */ + team_id: string; + }; + /** BlockUsers */ + BlockUsers: { + /** User Ids */ + user_ids: string[]; + }; + /** + * BlockedWord + * @description Represents a blocked word with its action and optional description + */ + BlockedWord: { + /** @description Action to take when keyword is detected (BLOCK or MASK) */ + action: components["schemas"]["ContentFilterAction"]; + /** + * Description + * @description Optional description explaining why this keyword is sensitive + */ + description?: string | null; + /** + * Keyword + * @description The keyword to block or mask + */ + keyword: string; + }; + /** BlogPost */ + BlogPost: { + /** Date */ + date: string; + /** Description */ + description: string; + /** Title */ + title: string; + /** Url */ + url: string; + }; + /** BlogPostsResponse */ + BlogPostsResponse: { + /** Posts */ + posts: components["schemas"]["BlogPost"][]; + }; + /** Body_audio_transcriptions_audio_transcriptions_post */ + Body_audio_transcriptions_audio_transcriptions_post: { + /** File */ + file: string; + }; + /** Body_audio_transcriptions_v1_audio_transcriptions_post */ + Body_audio_transcriptions_v1_audio_transcriptions_post: { + /** File */ + file: string; + }; + /** Body_convert_prompt_file_to_json_utils_dotprompt_json_converter_post */ + Body_convert_prompt_file_to_json_utils_dotprompt_json_converter_post: { + /** + * File + * Format: binary + */ + file: string; + }; + /** Body_create_file__provider__v1_files_post */ + Body_create_file__provider__v1_files_post: { + /** + * Custom Llm Provider + * @default openai + */ + custom_llm_provider: string; + /** File */ + file: string; + /** Litellm Metadata */ + litellm_metadata?: string | null; + /** Purpose */ + purpose: string; + /** + * Target Model Names + * @default + */ + target_model_names: string; + /** + * Target Storage + * @default default + */ + target_storage: string; + }; + /** Body_create_file_files_post */ + Body_create_file_files_post: { + /** + * Custom Llm Provider + * @default openai + */ + custom_llm_provider: string; + /** File */ + file: string; + /** Litellm Metadata */ + litellm_metadata?: string | null; + /** Purpose */ + purpose: string; + /** + * Target Model Names + * @default + */ + target_model_names: string; + /** + * Target Storage + * @default default + */ + target_storage: string; + }; + /** Body_create_file_v1_files_post */ + Body_create_file_v1_files_post: { + /** + * Custom Llm Provider + * @default openai + */ + custom_llm_provider: string; + /** File */ + file: string; + /** Litellm Metadata */ + litellm_metadata?: string | null; + /** Purpose */ + purpose: string; + /** + * Target Model Names + * @default + */ + target_model_names: string; + /** + * Target Storage + * @default default + */ + target_storage: string; + }; + /** Body_image_edit_api_images_edits_post */ + Body_image_edit_api_images_edits_post: { + /** Image */ + image?: string[] | null; + /** Image[] */ + "image[]"?: string[] | null; + /** Mask */ + mask?: string[] | null; + /** Mask[] */ + "mask[]"?: string[] | null; + }; + /** Body_image_edit_api_openai_deployments__model__images_edits_post */ + Body_image_edit_api_openai_deployments__model__images_edits_post: { + /** Image */ + image?: string[] | null; + /** Image[] */ + "image[]"?: string[] | null; + /** Mask */ + mask?: string[] | null; + /** Mask[] */ + "mask[]"?: string[] | null; + }; + /** Body_image_edit_api_v1_images_edits_post */ + Body_image_edit_api_v1_images_edits_post: { + /** Image */ + image?: string[] | null; + /** Image[] */ + "image[]"?: string[] | null; + /** Mask */ + mask?: string[] | null; + /** Mask[] */ + "mask[]"?: string[] | null; + }; + /** Body_test_model_connection_health_test_connection_post */ + Body_test_model_connection_health_test_connection_post: { + /** + * Litellm Params + * @description Parameters for litellm.completion, litellm.embedding for the health check + */ + litellm_params?: { + [key: string]: unknown; + }; + /** + * Mode + * @description The mode to test the model with + * @default chat + */ + mode: ("chat" | "completion" | "embedding" | "audio_speech" | "audio_transcription" | "image_generation" | "video_generation" | "batch" | "rerank" | "realtime" | "responses" | "ocr") | null; + /** + * Model Info + * @description Model info for the health check + */ + model_info?: { + [key: string]: unknown; + }; + }; + /** Body_upload_logo_upload_logo_post */ + Body_upload_logo_upload_logo_post: { + /** File */ + file: string; + }; + /** Body_video_create_character_v1_videos_characters_post */ + Body_video_create_character_v1_videos_characters_post: { + /** Name */ + name: string; + /** Video */ + video: string; + }; + /** Body_video_create_character_videos_characters_post */ + Body_video_create_character_videos_characters_post: { + /** Name */ + name: string; + /** Video */ + video: string; + }; + /** Body_video_generation_v1_videos_post */ + Body_video_generation_v1_videos_post: { + /** Input Reference */ + input_reference?: string | null; + }; + /** Body_video_generation_videos_post */ + Body_video_generation_videos_post: { + /** Input Reference */ + input_reference?: string | null; + }; + /** + * BreakdownMetrics + * @description Breakdown of spend by different dimensions + */ + BreakdownMetrics: { + /** Api Keys */ + api_keys?: { + [key: string]: components["schemas"]["KeyMetricWithMetadata"]; + }; + /** Endpoints */ + endpoints?: { + [key: string]: components["schemas"]["MetricWithMetadata"]; + }; + /** Entities */ + entities?: { + [key: string]: components["schemas"]["MetricWithMetadata"]; + }; + /** Mcp Servers */ + mcp_servers?: { + [key: string]: components["schemas"]["MetricWithMetadata"]; + }; + /** Model Groups */ + model_groups?: { + [key: string]: components["schemas"]["MetricWithMetadata"]; + }; + /** Models */ + models?: { + [key: string]: components["schemas"]["MetricWithMetadata"]; + }; + /** Providers */ + providers?: { + [key: string]: components["schemas"]["MetricWithMetadata"]; + }; + }; + /** BudgetConfig */ + BudgetConfig: { + /** Budget Duration */ + budget_duration?: string | null; + /** Max Budget */ + max_budget?: number | null; + /** Rpm Limit */ + rpm_limit?: number | null; + /** Tpm Limit */ + tpm_limit?: number | null; + }; + /** BudgetDeleteRequest */ + BudgetDeleteRequest: { + /** Id */ + id: string; + }; + /** + * BudgetLimitEntry + * @description A single budget window with its own limit and independent reset schedule. + */ + BudgetLimitEntry: { + /** Budget Duration */ + budget_duration: string; + /** Max Budget */ + max_budget: number; + /** Reset At */ + reset_at?: string | null; + }; + /** BudgetNewRequest */ + BudgetNewRequest: { + /** + * Budget Duration + * @description Max duration budget should be set for (e.g. '1hr', '1d', '28d') + */ + budget_duration?: string | null; + /** + * Budget Id + * @description The unique budget id. + */ + budget_id?: string | null; + /** + * Budget Reset At + * @description Datetime when the budget is reset + */ + budget_reset_at?: string | null; + /** + * Max Budget + * @description Requests will fail if this budget (in USD) is exceeded. + */ + max_budget?: number | null; + /** + * Max Parallel Requests + * @description Max concurrent requests allowed for this budget id. + */ + max_parallel_requests?: number | null; + /** + * Model Max Budget + * @description Max budget for each model (e.g. {'gpt-4o': {'max_budget': '0.0000001', 'budget_duration': '1d', 'tpm_limit': 1000, 'rpm_limit': 1000}}) + */ + model_max_budget?: { + [key: string]: components["schemas"]["BudgetConfig"]; + } | null; + /** + * Rpm Limit + * @description Max requests per minute, allowed for this budget id. + */ + rpm_limit?: number | null; + /** + * Soft Budget + * @description Requests will NOT fail if this is exceeded. Will fire alerting though. + */ + soft_budget?: number | null; + /** + * Tpm Limit + * @description Max tokens per minute, allowed for this budget id. + */ + tpm_limit?: number | null; + }; + /** BudgetRequest */ + BudgetRequest: { + /** Budgets */ + budgets: string[]; + }; + /** + * BulkTeamMemberAddRequest + * @description Request for bulk team member addition + */ + BulkTeamMemberAddRequest: { + /** + * All Users + * @default false + */ + all_users: boolean | null; + /** Max Budget In Team */ + max_budget_in_team?: number | null; + /** Members */ + members?: components["schemas"]["Member"][] | null; + /** Team Id */ + team_id: string; + }; + /** + * BulkTeamMemberAddResponse + * @description Response for bulk team member add operations + */ + BulkTeamMemberAddResponse: { + /** Failed Additions */ + failed_additions: number; + /** Results */ + results: components["schemas"]["TeamMemberAddResult"][]; + /** Successful Additions */ + successful_additions: number; + /** Team Id */ + team_id: string; + /** Total Requested */ + total_requested: number; + /** Updated Team */ + updated_team?: { + [key: string]: unknown; + } | null; + }; + /** + * BulkUpdateKeyRequest + * @description Request for bulk key updates + */ + BulkUpdateKeyRequest: { + /** Keys */ + keys: components["schemas"]["BulkUpdateKeyRequestItem"][]; + }; + /** + * BulkUpdateKeyRequestItem + * @description Individual key update request item + */ + BulkUpdateKeyRequestItem: { + /** Budget Id */ + budget_id?: string | null; + /** Key */ + key: string; + /** Max Budget */ + max_budget?: number | null; + /** Tags */ + tags?: string[] | null; + /** Team Id */ + team_id?: string | null; + }; + /** + * BulkUpdateKeyResponse + * @description Response for bulk key update operations + */ + BulkUpdateKeyResponse: { + /** Failed Updates */ + failed_updates: components["schemas"]["FailedKeyUpdate"][]; + /** Successful Updates */ + successful_updates: components["schemas"]["SuccessfulKeyUpdate"][]; + /** Total Requested */ + total_requested: number; + }; + /** + * BulkUpdateTeamKeysRequest + * @description Apply one update payload to many keys inside a team; provide either `key_ids` or `all_keys_in_team=True`. + */ + BulkUpdateTeamKeysRequest: { + /** + * All Keys In Team + * @default false + */ + all_keys_in_team: boolean; + /** Key Ids */ + key_ids?: string[] | null; + /** Team Id */ + team_id: string; + update_fields: components["schemas"]["KeyUpdateFields"]; + }; + /** + * BulkUpdateTeamMemberPermissionsRequest + * @description Request to bulk-update team member permissions across teams. + */ + BulkUpdateTeamMemberPermissionsRequest: { + /** + * Apply To All Teams + * @default false + */ + apply_to_all_teams: boolean; + /** Permissions */ + permissions: components["schemas"]["KeyManagementRoutes"][]; + /** Team Ids */ + team_ids?: string[] | null; + }; + /** + * BulkUpdateTeamMemberPermissionsResponse + * @description Response for bulk team member permissions update. + */ + BulkUpdateTeamMemberPermissionsResponse: { + /** Message */ + message: string; + /** Permissions Appended */ + permissions_appended?: string[] | null; + /** Teams Updated */ + teams_updated: number; + }; + /** + * BulkUpdateUserRequest + * @description Request for bulk user updates + */ + BulkUpdateUserRequest: { + /** + * All Users + * @default false + */ + all_users: boolean | null; + user_updates?: components["schemas"]["UpdateUserRequestNoUserIDorEmail"] | null; + /** Users */ + users?: components["schemas"]["UpdateUserRequest"][] | null; + }; + /** + * BulkUpdateUserResponse + * @description Response for bulk user update operations + */ + BulkUpdateUserResponse: { + /** Failed Updates */ + failed_updates: number; + /** Results */ + results: components["schemas"]["UserUpdateResult"][]; + /** Successful Updates */ + successful_updates: number; + /** Total Requested */ + total_requested: number; + }; + /** CachePingResponse */ + CachePingResponse: { + /** Cache Type */ + cache_type: string; + /** Health Check Cache Params */ + health_check_cache_params?: { + [key: string]: unknown; + } | null; + /** Litellm Cache Params */ + litellm_cache_params?: string | null; + /** Ping Response */ + ping_response?: boolean | null; + /** Set Cache Response */ + set_cache_response?: string | null; + /** Status */ + status: string; + }; + /** CacheSettingsField */ + CacheSettingsField: { + /** Field Default */ + field_default?: unknown; + /** Field Description */ + field_description: string; + /** Field Name */ + field_name: string; + /** Field Type */ + field_type: string; + /** Field Value */ + field_value: unknown; + /** Link */ + link?: string | null; + /** Options */ + options?: string[] | null; + /** Redis Type */ + redis_type?: string | null; + /** Ui Field Name */ + ui_field_name: string; + }; + /** CacheSettingsResponse */ + CacheSettingsResponse: { + /** + * Current Values + * @description Current values of cache settings + */ + current_values: { + [key: string]: unknown; + }; + /** + * Fields + * @description List of all configurable cache settings with metadata + */ + fields: components["schemas"]["CacheSettingsField"][]; + /** + * Redis Type Descriptions + * @description Descriptions for each Redis type option + */ + redis_type_descriptions: { + [key: string]: string; + }; + }; + /** CacheSettingsUpdateRequest */ + CacheSettingsUpdateRequest: { + /** + * Cache Settings + * @description Cache settings to save + */ + cache_settings: { + [key: string]: unknown; + }; + }; + /** CacheTestRequest */ + CacheTestRequest: { + /** + * Cache Settings + * @description Cache settings to test connection with + */ + cache_settings: { + [key: string]: unknown; + }; + }; + /** CacheTestResponse */ + CacheTestResponse: { + /** + * Error + * @description Error message if connection failed + */ + error?: string | null; + /** + * Message + * @description Connection result message + */ + message: string; + /** + * Status + * @description Connection status: 'success' or 'failed' + */ + status: string; + }; + /** + * CallTypes + * @enum {string} + */ + CallTypes: "embedding" | "aembedding" | "completion" | "acompletion" | "atext_completion" | "text_completion" | "image_generation" | "aimage_generation" | "image_edit" | "aimage_edit" | "moderation" | "amoderation" | "atranscription" | "transcription" | "aspeech" | "speech" | "rerank" | "arerank" | "search" | "asearch" | "_arealtime" | "_aresponses_websocket" | "create_batch" | "acreate_batch" | "aretrieve_batch" | "retrieve_batch" | "acancel_batch" | "cancel_batch" | "pass_through_endpoint" | "anthropic_messages" | "get_assistants" | "aget_assistants" | "create_assistants" | "acreate_assistants" | "delete_assistant" | "adelete_assistant" | "acreate_thread" | "create_thread" | "aget_thread" | "get_thread" | "a_add_message" | "add_message" | "aget_messages" | "get_messages" | "arun_thread" | "run_thread" | "arun_thread_stream" | "run_thread_stream" | "afile_retrieve" | "file_retrieve" | "afile_delete" | "file_delete" | "afile_list" | "file_list" | "acreate_file" | "create_file" | "afile_content" | "file_content" | "create_fine_tuning_job" | "acreate_fine_tuning_job" | "create_video" | "acreate_video" | "avideo_retrieve" | "video_retrieve" | "avideo_content" | "video_content" | "video_remix" | "avideo_remix" | "video_list" | "avideo_list" | "video_retrieve_job" | "avideo_retrieve_job" | "video_delete" | "avideo_delete" | "video_create_character" | "avideo_create_character" | "video_get_character" | "avideo_get_character" | "video_edit" | "avideo_edit" | "video_extension" | "avideo_extension" | "vector_store_file_create" | "avector_store_file_create" | "vector_store_file_list" | "avector_store_file_list" | "vector_store_file_retrieve" | "avector_store_file_retrieve" | "vector_store_file_content" | "avector_store_file_content" | "vector_store_file_update" | "avector_store_file_update" | "vector_store_file_delete" | "avector_store_file_delete" | "vector_store_create" | "avector_store_create" | "vector_store_search" | "avector_store_search" | "create_container" | "acreate_container" | "list_containers" | "alist_containers" | "retrieve_container" | "aretrieve_container" | "delete_container" | "adelete_container" | "list_container_files" | "alist_container_files" | "upload_container_file" | "aupload_container_file" | "acancel_fine_tuning_job" | "cancel_fine_tuning_job" | "alist_fine_tuning_jobs" | "list_fine_tuning_jobs" | "aretrieve_fine_tuning_job" | "retrieve_fine_tuning_job" | "responses" | "aresponses" | "alist_input_items" | "llm_passthrough_route" | "allm_passthrough_route" | "generate_content" | "agenerate_content" | "generate_content_stream" | "agenerate_content_stream" | "ocr" | "aocr" | "call_mcp_tool" | "list_mcp_tools" | "asend_message" | "send_message" | "acreate_skill"; + /** CallbacksByType */ + CallbacksByType: { + /** Failure */ + failure: string[]; + /** Success */ + success: string[]; + /** Success And Failure */ + success_and_failure: string[]; + }; + /** + * CancelEvalResponse + * @description Response from cancelling an evaluation + */ + CancelEvalResponse: { + /** Id */ + id: string; + /** + * Object + * @default eval + */ + object: string; + /** + * Status + * @constant + */ + status: "cancelled"; + }; + /** + * CancelRunResponse + * @description Response from cancelling a run + */ + CancelRunResponse: { + /** Id */ + id: string; + /** + * Object + * @default eval.run + */ + object: string; + /** + * Status + * @constant + */ + status: "cancelled"; + }; + /** ChatCompletionAnnotation */ + ChatCompletionAnnotation: { + /** + * Type + * @constant + */ + type?: "url_citation"; + url_citation?: components["schemas"]["ChatCompletionAnnotationURLCitation"]; + } & { + [key: string]: unknown; + }; + /** ChatCompletionAnnotationURLCitation */ + ChatCompletionAnnotationURLCitation: { + /** End Index */ + end_index?: number; + /** Start Index */ + start_index?: number; + /** Title */ + title?: string; + /** Url */ + url?: string; + } & { + [key: string]: unknown; + }; + /** ChatCompletionAssistantMessage */ + ChatCompletionAssistantMessage: { + cache_control?: components["schemas"]["ChatCompletionCachedContent"]; + /** Content */ + content?: string | (components["schemas"]["ChatCompletionTextObject"] | components["schemas"]["ChatCompletionThinkingBlock"] | components["schemas"]["ChatCompletionRedactedThinkingBlock"] | components["schemas"]["ChatCompletionImageObject"])[] | null; + function_call?: components["schemas"]["ChatCompletionToolCallFunctionChunk"] | null; + /** Name */ + name?: string | null; + /** Reasoning Content */ + reasoning_content?: string | null; + /** Reasoning Items */ + reasoning_items?: components["schemas"]["ChatCompletionReasoningItem"][] | null; + /** + * Role + * @constant + */ + role: "assistant"; + /** Thinking Blocks */ + thinking_blocks?: (components["schemas"]["ChatCompletionThinkingBlock"] | components["schemas"]["ChatCompletionRedactedThinkingBlock"])[] | null; + /** Tool Calls */ + tool_calls?: components["schemas"]["ChatCompletionAssistantToolCall"][] | null; + }; + /** ChatCompletionAssistantToolCall */ + ChatCompletionAssistantToolCall: { + function: components["schemas"]["ChatCompletionToolCallFunctionChunk"]; + /** Id */ + id: string | null; + /** + * Type + * @constant + */ + type: "function"; + }; + /** ChatCompletionAudioObject */ + ChatCompletionAudioObject: { + input_audio: components["schemas"]["InputAudio"]; + /** + * Type + * @constant + */ + type: "input_audio"; + }; + /** ChatCompletionAudioResponse */ + ChatCompletionAudioResponse: { + /** Data */ + data: string; + /** Expires At */ + expires_at: number; + /** Id */ + id: string; + /** Transcript */ + transcript: string; + } & { + [key: string]: unknown; + }; + /** ChatCompletionCachedContent */ + ChatCompletionCachedContent: { + /** + * Type + * @constant + */ + type: "ephemeral"; + }; + /** ChatCompletionDeveloperMessage */ + ChatCompletionDeveloperMessage: { + cache_control?: components["schemas"]["ChatCompletionCachedContent"]; + /** Content */ + content: string | unknown[]; + /** Name */ + name?: string; + /** + * Role + * @constant + */ + role: "developer"; + }; + /** ChatCompletionDocumentObject */ + ChatCompletionDocumentObject: { + citations: components["schemas"]["CitationsObject"] | null; + /** Context */ + context: string; + source: components["schemas"]["DocumentObject"]; + /** Title */ + title: string; + /** + * Type + * @constant + */ + type: "document"; + }; + /** ChatCompletionFileObject */ + ChatCompletionFileObject: { + file: components["schemas"]["ChatCompletionFileObjectFile"]; + /** + * Type + * @constant + */ + type: "file"; + }; + /** ChatCompletionFileObjectFile */ + ChatCompletionFileObjectFile: { + /** Detail */ + detail?: string; + /** File Data */ + file_data?: string; + /** File Id */ + file_id?: string; + /** Filename */ + filename?: string; + /** Format */ + format?: string; + /** Video Metadata */ + video_metadata?: { + [key: string]: unknown; + }; + }; + /** ChatCompletionFunctionMessage */ + ChatCompletionFunctionMessage: { + /** Content */ + content: string | components["schemas"]["ChatCompletionTextObject"][] | null; + /** Name */ + name: string; + /** + * Role + * @constant + */ + role: "function"; + /** Tool Call Id */ + tool_call_id: string | null; + }; + /** ChatCompletionImageObject */ + ChatCompletionImageObject: { + /** Image Url */ + image_url: string | components["schemas"]["ChatCompletionImageUrlObject"]; + /** + * Type + * @constant + */ + type: "image_url"; + }; + /** ChatCompletionImageUrlObject */ + ChatCompletionImageUrlObject: { + /** Detail */ + detail?: string; + /** Format */ + format?: string; + /** Url */ + url: string; + }; + /** ChatCompletionMessageToolCall */ + ChatCompletionMessageToolCall: { + [key: string]: unknown; + }; + /** + * ChatCompletionReasoningItem + * @description Represents an OpenAI Responses API reasoning item for round-tripping in conversation history. + */ + ChatCompletionReasoningItem: { + /** Encrypted Content */ + encrypted_content?: string | null; + /** Id */ + id?: string; + /** Summary */ + summary?: components["schemas"]["ChatCompletionReasoningSummaryTextBlock"][]; + /** + * Type + * @constant + */ + type: "reasoning"; + }; + /** ChatCompletionReasoningSummaryTextBlock */ + ChatCompletionReasoningSummaryTextBlock: { + /** Text */ + text?: string; + /** + * Type + * @constant + */ + type: "summary_text"; + }; + /** ChatCompletionRedactedThinkingBlock */ + ChatCompletionRedactedThinkingBlock: { + /** Cache Control */ + cache_control?: { + [key: string]: unknown; + } | components["schemas"]["ChatCompletionCachedContent"] | null; + /** Data */ + data?: string; + /** + * Type + * @constant + */ + type: "redacted_thinking"; + }; + /** ChatCompletionSystemMessage */ + ChatCompletionSystemMessage: { + cache_control?: components["schemas"]["ChatCompletionCachedContent"]; + /** Content */ + content: string | unknown[]; + /** Name */ + name?: string; + /** + * Role + * @constant + */ + role: "system"; + }; + /** ChatCompletionTextObject */ + ChatCompletionTextObject: { + cache_control?: components["schemas"]["ChatCompletionCachedContent"]; + /** Text */ + text: string; + /** + * Type + * @constant + */ + type: "text"; + }; + /** ChatCompletionThinkingBlock */ + ChatCompletionThinkingBlock: { + /** Cache Control */ + cache_control?: { + [key: string]: unknown; + } | components["schemas"]["ChatCompletionCachedContent"] | null; + /** Signature */ + signature?: string; + /** Thinking */ + thinking?: string; + /** + * Type + * @constant + */ + type: "thinking"; + }; + /** ChatCompletionTokenLogprob */ + ChatCompletionTokenLogprob: { + /** Bytes */ + bytes?: number[] | null; + /** Logprob */ + logprob: number; + /** Token */ + token: string; + /** Top Logprobs */ + top_logprobs: components["schemas"]["TopLogprob"][]; + } & { + [key: string]: unknown; + }; + /** ChatCompletionToolCallChunk */ + ChatCompletionToolCallChunk: { + function: components["schemas"]["ChatCompletionToolCallFunctionChunk"]; + /** Id */ + id: string | null; + /** Index */ + index: number; + /** + * Type + * @constant + */ + type: "function"; + }; + /** ChatCompletionToolCallFunctionChunk */ + ChatCompletionToolCallFunctionChunk: { + /** Arguments */ + arguments?: string; + /** Name */ + name?: string | null; + /** Provider Specific Fields */ + provider_specific_fields?: { + [key: string]: unknown; + } | null; + }; + /** ChatCompletionToolMessage */ + ChatCompletionToolMessage: { + /** Content */ + content: string | components["schemas"]["ChatCompletionTextObject"][]; + /** + * Role + * @constant + */ + role: "tool"; + /** Tool Call Id */ + tool_call_id: string; + }; + /** ChatCompletionToolParam */ + ChatCompletionToolParam: { + cache_control?: components["schemas"]["ChatCompletionCachedContent"]; + function: components["schemas"]["ChatCompletionToolParamFunctionChunk"]; + /** Type */ + type: "function" | string; + }; + /** ChatCompletionToolParamFunctionChunk */ + ChatCompletionToolParamFunctionChunk: { + /** Description */ + description?: string; + /** Name */ + name: string; + /** Parameters */ + parameters?: { + [key: string]: unknown; + }; + /** Strict */ + strict?: boolean; + }; + /** ChatCompletionUserMessage */ + ChatCompletionUserMessage: { + cache_control?: components["schemas"]["ChatCompletionCachedContent"]; + /** Content */ + content: string | (components["schemas"]["ChatCompletionTextObject"] | components["schemas"]["ChatCompletionImageObject"] | components["schemas"]["ChatCompletionAudioObject"] | components["schemas"]["ChatCompletionDocumentObject"] | components["schemas"]["ChatCompletionVideoObject"] | components["schemas"]["ChatCompletionFileObject"])[]; + /** + * Role + * @constant + */ + role: "user"; + }; + /** ChatCompletionVideoObject */ + ChatCompletionVideoObject: { + /** + * Type + * @constant + */ + type: "video_url"; + /** Video Url */ + video_url: string | components["schemas"]["ChatCompletionVideoUrlObject"]; + }; + /** ChatCompletionVideoUrlObject */ + ChatCompletionVideoUrlObject: { + /** Detail */ + detail?: string; + /** Url */ + url: string; + }; + /** ChatMessage */ + ChatMessage: { + /** Content */ + content: string; + /** + * Role + * @enum {string} + */ + role: "user" | "assistant"; + }; + /** ChoiceLogprobs */ + ChoiceLogprobs: { + /** Content */ + content?: components["schemas"]["ChatCompletionTokenLogprob"][] | null; + } & { + [key: string]: unknown; + }; + /** Choices */ + Choices: { + /** + * Finish Reason + * @enum {string} + */ + finish_reason: "stop" | "content_filter" | "function_call" | "tool_calls" | "length" | "guardrail_intervened" | "eos" | "finish_reason_unspecified" | "malformed_function_call"; + /** Index */ + index: number; + /** Logprobs */ + logprobs?: components["schemas"]["ChoiceLogprobs"] | unknown | null; + message: components["schemas"]["Message"]; + /** Provider Specific Fields */ + provider_specific_fields?: { + [key: string]: unknown; + } | null; + } & { + [key: string]: unknown; + }; + /** CitationsObject */ + CitationsObject: { + /** Enabled */ + enabled: boolean; + }; + /** + * CloudZeroExportRequest + * @description Request model for CloudZero export operations + */ + CloudZeroExportRequest: { + /** + * End Time Utc + * @description End time for data export in UTC + */ + end_time_utc?: string | null; + /** + * Limit + * @description Optional limit on number of records to export + */ + limit?: number | null; + /** + * Operation + * @description CloudZero operation type (replace_hourly or sum) + * @default replace_hourly + */ + operation: string; + /** + * Start Time Utc + * @description Start time for data export in UTC + */ + start_time_utc?: string | null; + }; + /** + * CloudZeroExportResponse + * @description Response model for CloudZero export operations + */ + CloudZeroExportResponse: { + /** + * Dry Run Data + * @description Dry run data including usage data and CBF transformed data + */ + dry_run_data?: { + [key: string]: unknown; + } | null; + /** Message */ + message: string; + /** Records Exported */ + records_exported?: number | null; + /** Status */ + status: string; + /** + * Summary + * @description Summary statistics for dry run + */ + summary?: { + [key: string]: unknown; + } | null; + }; + /** + * CloudZeroInitRequest + * @description Request model for initializing CloudZero settings + */ + CloudZeroInitRequest: { + /** + * Api Key + * @description CloudZero API key for authentication + */ + api_key: string; + /** + * Connection Id + * @description CloudZero connection ID for data submission + */ + connection_id: string; + /** + * Timezone + * @description Timezone for date handling (default: UTC) + * @default UTC + */ + timezone: string; + }; + /** + * CloudZeroInitResponse + * @description Response model for CloudZero initialization + */ + CloudZeroInitResponse: { + /** Message */ + message: string; + /** Status */ + status: string; + }; + /** + * CloudZeroSettingsUpdate + * @description Request model for updating CloudZero settings + */ + CloudZeroSettingsUpdate: { + /** + * Api Key + * @description New CloudZero API key for authentication + */ + api_key?: string | null; + /** + * Connection Id + * @description New CloudZero connection ID for data submission + */ + connection_id?: string | null; + /** + * Timezone + * @description New timezone for date handling + */ + timezone?: string | null; + }; + /** + * CloudZeroSettingsView + * @description Response model for viewing CloudZero settings with masked API key + */ + CloudZeroSettingsView: { + /** + * Api Key Masked + * @description Masked API key showing only first 4 and last 4 characters + */ + api_key_masked?: string | null; + /** + * Connection Id + * @description CloudZero connection ID for data submission + */ + connection_id?: string | null; + /** + * Status + * @description Configuration status + */ + status?: string | null; + /** + * Timezone + * @description Timezone for date handling + */ + timezone?: string | null; + }; + /** + * ComplianceCheckRequest + * @description Request payload for compliance check endpoints. + * + * Mirrors the spend log fields needed for compliance evaluation. + */ + ComplianceCheckRequest: { + /** Guardrail Information */ + guardrail_information?: { + [key: string]: unknown; + }[] | null; + /** Model */ + model?: string | null; + /** Request Id */ + request_id: string; + /** Timestamp */ + timestamp?: string | null; + /** User Id */ + user_id?: string | null; + }; + /** + * ComplianceCheckResult + * @description Result of a single compliance check. + */ + ComplianceCheckResult: { + /** Article */ + article: string; + /** Check Name */ + check_name: string; + /** Detail */ + detail: string; + /** Passed */ + passed: boolean; + }; + /** + * ComplianceResponse + * @description Response from a compliance check endpoint. + */ + ComplianceResponse: { + /** Checks */ + checks: components["schemas"]["ComplianceCheckResult"][]; + /** Compliant */ + compliant: boolean; + /** Regulation */ + regulation: string; + }; + /** + * ConfigOverrideSettingsResponse + * @description Response model for config override settings GET endpoints. + */ + ConfigOverrideSettingsResponse: { + /** + * Config Type + * @description The type of config override + */ + config_type: string; + /** + * Field Schema + * @description Schema information for UI rendering + */ + field_schema: { + [key: string]: unknown; + }; + /** + * Values + * @description Current configuration values (sensitive fields decrypted) + */ + values: { + [key: string]: unknown; + }; + }; + /** ConfigurableClientsideParamsCustomAuth */ + "ConfigurableClientsideParamsCustomAuth-Input": { + /** Api Base */ + api_base: string; + } & { + [key: string]: unknown; + }; + /** ConfigurableClientsideParamsCustomAuth */ + "ConfigurableClientsideParamsCustomAuth-Output": { + /** Api Base */ + api_base: string; + }; + /** + * ContentFilterAction + * @description Action to take when content filter detects a match + * @enum {string} + */ + ContentFilterAction: "BLOCK" | "MASK"; + /** + * ContentFilterCategoryConfig + * @description category: "harmful_self_harm" + * enabled: true + * action: "BLOCK" + * severity_threshold: "medium" + * category_file: "/path/to/custom_file.yaml" # optional override + */ + ContentFilterCategoryConfig: { + /** + * Action + * @description The action to take when the category is detected + * @enum {string} + */ + action: "BLOCK" | "MASK"; + /** + * Category + * @description The category to detect + */ + category: string; + /** + * Category File + * @description Optional override. Use your own category file instead of the default one. + */ + category_file?: string | null; + /** + * Enabled + * @description Whether the category is enabled + * @default true + */ + enabled: boolean; + /** + * Severity Threshold + * @description The severity threshold to detect the category + * @default medium + * @enum {string} + */ + severity_threshold: "high" | "medium" | "low"; + } & { + [key: string]: unknown; + }; + /** + * ContentFilterPattern + * @description Represents a content filter pattern (prebuilt or custom regex) + */ + ContentFilterPattern: { + /** @description Action to take when pattern matches (BLOCK or MASK) */ + action: components["schemas"]["ContentFilterAction"]; + /** + * Name + * @description Name for this pattern (used in logging and error messages) + */ + name?: string | null; + /** + * Pattern + * @description Custom regex pattern. Required if pattern_type is 'regex' + */ + pattern?: string | null; + /** + * Pattern Name + * @description Name of prebuilt pattern (e.g., 'us_ssn', 'credit_card'). Required if pattern_type is 'prebuilt' + */ + pattern_name?: string | null; + /** + * Pattern Type + * @description Type of pattern: 'prebuilt' for predefined patterns or 'regex' for custom + * @enum {string} + */ + pattern_type: "prebuilt" | "regex"; + }; + /** + * CostEstimateRequest + * @description Request body for /cost/estimate endpoint. + */ + CostEstimateRequest: { + /** + * Input Tokens + * @description Expected input tokens per request + */ + input_tokens: number; + /** + * Model + * @description Model name (from /model_group/info) + */ + model: string; + /** + * Num Requests Per Day + * @description Number of requests per day + */ + num_requests_per_day?: number | null; + /** + * Num Requests Per Month + * @description Number of requests per month + */ + num_requests_per_month?: number | null; + /** + * Output Tokens + * @description Expected output tokens per request + */ + output_tokens: number; + }; + /** + * CostEstimateResponse + * @description Response body for /cost/estimate endpoint. + */ + CostEstimateResponse: { + /** + * Cost Per Request + * @description Total cost per request (includes margin) + */ + cost_per_request: number; + /** + * Daily Cost + * @description Total daily cost (includes margin) + */ + daily_cost?: number | null; + /** + * Daily Input Cost + * @description Daily input token cost + */ + daily_input_cost?: number | null; + /** + * Daily Margin Cost + * @description Daily margin/fee + */ + daily_margin_cost?: number | null; + /** + * Daily Output Cost + * @description Daily output token cost + */ + daily_output_cost?: number | null; + /** + * Input Cost Per Request + * @description Input token cost per request (before margin) + */ + input_cost_per_request: number; + /** Input Cost Per Token */ + input_cost_per_token?: number | null; + /** Input Tokens */ + input_tokens: number; + /** + * Margin Cost Per Request + * @description Margin/fee added per request + * @default 0 + */ + margin_cost_per_request: number; + /** Model */ + model: string; + /** + * Monthly Cost + * @description Total monthly cost (includes margin) + */ + monthly_cost?: number | null; + /** + * Monthly Input Cost + * @description Monthly input token cost + */ + monthly_input_cost?: number | null; + /** + * Monthly Margin Cost + * @description Monthly margin/fee + */ + monthly_margin_cost?: number | null; + /** + * Monthly Output Cost + * @description Monthly output token cost + */ + monthly_output_cost?: number | null; + /** Num Requests Per Day */ + num_requests_per_day?: number | null; + /** Num Requests Per Month */ + num_requests_per_month?: number | null; + /** + * Output Cost Per Request + * @description Output token cost per request (before margin) + */ + output_cost_per_request: number; + /** Output Cost Per Token */ + output_cost_per_token?: number | null; + /** Output Tokens */ + output_tokens: number; + /** Provider */ + provider?: string | null; + }; + /** CreateCredentialItem */ + CreateCredentialItem: { + /** Credential Info */ + credential_info: { + [key: string]: unknown; + }; + /** Credential Name */ + credential_name: string; + /** Credential Values */ + credential_values?: { + [key: string]: unknown; + } | null; + /** Model Id */ + model_id?: string | null; + }; + /** CreateGuardrailRequest */ + CreateGuardrailRequest: { + guardrail: components["schemas"]["Guardrail"]; + }; + /** CreateJWTKeyMappingRequest */ + CreateJWTKeyMappingRequest: { + /** Description */ + description?: string | null; + /** Jwt Claim Name */ + jwt_claim_name: string; + /** Jwt Claim Value */ + jwt_claim_value: string; + /** Key */ + key: string; + }; + /** CreateSearchToolRequest */ + CreateSearchToolRequest: { + search_tool: components["schemas"]["SearchTool"]; + }; + /** CredentialItem */ + CredentialItem: { + /** Credential Info */ + credential_info: { + [key: string]: unknown; + }; + /** Credential Name */ + credential_name: string; + /** Credential Values */ + credential_values: { + [key: string]: unknown; + }; + }; + /** DailySpendData */ + DailySpendData: { + breakdown?: components["schemas"]["BreakdownMetrics"]; + /** + * Date + * Format: date + */ + date: string; + metrics: components["schemas"]["SpendMetrics"]; + }; + /** DailySpendMetadata */ + DailySpendMetadata: { + /** + * Has More + * @default false + */ + has_more: boolean; + /** + * Page + * @default 1 + */ + page: number; + /** + * Total Api Requests + * @default 0 + */ + total_api_requests: number; + /** + * Total Cache Creation Input Tokens + * @default 0 + */ + total_cache_creation_input_tokens: number; + /** + * Total Cache Read Input Tokens + * @default 0 + */ + total_cache_read_input_tokens: number; + /** + * Total Completion Tokens + * @default 0 + */ + total_completion_tokens: number; + /** + * Total Failed Requests + * @default 0 + */ + total_failed_requests: number; + /** + * Total Pages + * @default 1 + */ + total_pages: number; + /** + * Total Prompt Tokens + * @default 0 + */ + total_prompt_tokens: number; + /** + * Total Spend + * @default 0 + */ + total_spend: number; + /** + * Total Successful Requests + * @default 0 + */ + total_successful_requests: number; + /** + * Total Tokens + * @default 0 + */ + total_tokens: number; + }; + /** + * DefaultInternalUserParams + * @description Default parameters to apply when a new user signs in via SSO or is created on the /user/new API endpoint + */ + DefaultInternalUserParams: { + /** + * Budget Duration + * @description Default budget duration for new users (e.g. 'daily', 'weekly', 'monthly') + */ + budget_duration?: string | null; + /** + * Max Budget + * @description Default maximum budget (in USD) for new users created + */ + max_budget?: number | null; + /** + * Models + * @description Default list of models that new users can access + */ + models?: string[] | null; + /** + * Teams + * @description Default teams for new users created + */ + teams?: string[] | components["schemas"]["NewUserRequestTeam"][] | null; + /** + * User Role + * @description Default role assigned to new users created + * @default internal_user_viewer + */ + user_role: ("internal_user" | "internal_user_viewer" | "proxy_admin" | "proxy_admin_viewer") | null; + }; + /** + * DefaultTeamSSOParams + * @description Default parameters to apply when a new team is automatically created by LiteLLM via SSO Groups + */ + DefaultTeamSSOParams: { + /** + * Budget Duration + * @description Default budget duration for new automatically created teams (e.g. 'daily', 'weekly', 'monthly') + */ + budget_duration?: string | null; + /** + * Max Budget + * @description Default maximum budget (in USD) for new automatically created teams + */ + max_budget?: number | null; + /** + * Models + * @description Default list of models that new automatically created teams can access + * @default [] + */ + models: string[]; + /** + * Rpm Limit + * @description Default rpm limit for new automatically created teams + */ + rpm_limit?: number | null; + /** + * Team Member Permissions + * @description Default permissions granted to members of newly created teams (e.g. /key/generate, /key/update, /key/delete). /key/info and /key/health are always included. + */ + team_member_permissions?: components["schemas"]["KeyManagementRoutes"][] | null; + /** + * Tpm Limit + * @description Default tpm limit for new automatically created teams + */ + tpm_limit?: number | null; + }; + /** + * DefaultTeamSettingsResponse + * @description Response model for default team settings + */ + DefaultTeamSettingsResponse: { + /** Field Schema */ + field_schema: { + [key: string]: unknown; + }; + /** Values */ + values: { + [key: string]: unknown; + }; + }; + /** + * DeleteCustomerRequest + * @description Delete multiple Customers + */ + DeleteCustomerRequest: { + /** User Ids */ + user_ids: string[]; + }; + /** + * DeleteEvalResponse + * @description Response from deleting an evaluation + */ + DeleteEvalResponse: { + /** Deleted */ + deleted: boolean; + /** Eval Id */ + eval_id: string; + /** + * Object + * @default eval.deleted + */ + object: string; + }; + /** DeleteJWTKeyMappingRequest */ + DeleteJWTKeyMappingRequest: { + /** Id */ + id: string; + }; + /** DeleteModelGroupResponse */ + DeleteModelGroupResponse: { + /** Access Group */ + access_group: string; + /** Message */ + message: string; + /** Models Updated */ + models_updated: number; + }; + /** DeleteOrganizationRequest */ + DeleteOrganizationRequest: { + /** Organization Ids */ + organization_ids: string[]; + }; + /** + * DeleteProjectRequest + * @description Request model for DELETE /project/delete + */ + DeleteProjectRequest: { + /** Project Ids */ + project_ids: string[]; + }; + /** + * DeleteSkillResponse + * @description Response from deleting a skill + */ + DeleteSkillResponse: { + /** Id */ + id: string; + /** + * Type + * @default skill_deleted + */ + type: string; + }; + /** DeleteTeamRequest */ + DeleteTeamRequest: { + /** Team Ids */ + team_ids: string[]; + }; + /** DeleteUserRequest */ + DeleteUserRequest: { + /** User Ids */ + user_ids: string[]; + }; + /** Deployment */ + Deployment: { + litellm_params: components["schemas"]["LiteLLM_Params"]; + model_info: components["schemas"]["ModelInfo"]; + /** Model Name */ + model_name: string; + } & { + [key: string]: unknown; + }; + /** + * DistinctTagResponse + * @description Response for distinct user agent tags + */ + DistinctTagResponse: { + /** Tag */ + tag: string; + }; + /** + * DistinctTagsResponse + * @description Response for all distinct user agent tags + */ + DistinctTagsResponse: { + /** Results */ + results: components["schemas"]["DistinctTagResponse"][]; + }; + /** DocumentObject */ + DocumentObject: { + /** Data */ + data: string; + /** Media Type */ + media_type: string; + /** + * Type + * @constant + */ + type: "text"; + }; + /** + * EmailEvent + * @enum {string} + */ + EmailEvent: "Virtual Key Created" | "New User Invitation" | "Virtual Key Rotated" | "Soft Budget Crossed" | "Max Budget Alert"; + /** EmailEventSettings */ + EmailEventSettings: { + /** Enabled */ + enabled: boolean; + event: components["schemas"]["EmailEvent"]; + }; + /** EmailEventSettingsResponse */ + EmailEventSettingsResponse: { + /** Settings */ + settings: components["schemas"]["EmailEventSettings"][]; + }; + /** EmailEventSettingsUpdateRequest */ + EmailEventSettingsUpdateRequest: { + /** Settings */ + settings: components["schemas"]["EmailEventSettings"][]; + }; + /** EmbeddingRequest */ + EmbeddingRequest: { + /** + * Api Base + * @default null + */ + api_base: string | null; + /** + * Api Key + * @default null + */ + api_key: string | null; + /** + * Api Type + * @default null + */ + api_type: string | null; + /** + * Api Version + * @default null + */ + api_version: string | null; + /** + * Caching + * @default false + */ + caching: boolean; + /** + * Custom Llm Provider + * @default null + */ + custom_llm_provider: string | { + [key: string]: unknown; + } | null; + /** + * Input + * @default [] + */ + input: string[]; + /** + * Litellm Call Id + * @default null + */ + litellm_call_id: string | null; + /** + * Litellm Logging Obj + * @default null + */ + litellm_logging_obj: { + [key: string]: unknown; + } | null; + /** + * Logger Fn + * @default null + */ + logger_fn: string | null; + /** Model */ + model: string; + /** + * Timeout + * @default 600 + */ + timeout: number; + /** + * User + * @default null + */ + user: string | null; + } & { + [key: string]: unknown; + }; + /** EndpointProvider */ + EndpointProvider: { + /** Display Name */ + display_name: string; + /** Slug */ + slug: string; + }; + /** EnrichTemplateRequest */ + EnrichTemplateRequest: { + /** + * Competitors + * @description Optional list of competitor names + */ + competitors?: string[] | null; + /** + * Instruction + * @description Refinement instruction for modifying the competitor list (e.g. 'add 10 more from Asia') + */ + instruction?: string | null; + /** Model */ + model?: string | null; + /** Parameters */ + parameters: { + [key: string]: unknown; + }; + /** Template Id */ + template_id: string; + }; + /** ErrorResponse */ + ErrorResponse: { + /** + * Detail + * @example { + * "error": { + * "code": "error_code", + * "message": "Error message", + * "param": "error_param", + * "type": "error_type" + * } + * } + */ + detail: { + [key: string]: unknown; + }; + }; + /** + * Eval + * @description Represents an evaluation from the OpenAI Evals API + */ + Eval: { + /** Created At */ + created_at: number; + /** Data Source Config */ + data_source_config: { + [key: string]: unknown; + }; + /** Id */ + id: string; + /** Metadata */ + metadata?: { + [key: string]: unknown; + } | null; + /** Name */ + name?: string | null; + /** + * Object + * @default eval + */ + object: string; + /** Testing Criteria */ + testing_criteria: { + [key: string]: unknown; + }[]; + /** Updated At */ + updated_at?: number | null; + }; + /** + * FailedKeyUpdate + * @description Failed key update with reason + */ + FailedKeyUpdate: { + /** Failed Reason */ + failed_reason: string; + /** Key */ + key: string; + /** Key Info */ + key_info?: { + [key: string]: unknown; + } | null; + }; + /** + * FallbackCreateRequest + * @description Request model for creating/updating fallbacks + */ + FallbackCreateRequest: { + /** + * Fallback Models + * @description List of fallback model names in order of priority + */ + fallback_models: string[]; + /** + * Fallback Type + * @description Type of fallback: 'general' (default), 'context_window', or 'content_policy' + * @default general + * @enum {string} + */ + fallback_type: "general" | "context_window" | "content_policy"; + /** + * Model + * @description The model name to configure fallbacks for (e.g., 'gpt-3.5-turbo') + */ + model: string; + }; + /** + * FallbackDeleteResponse + * @description Response model for deleting fallbacks + */ + FallbackDeleteResponse: { + /** + * Fallback Type + * @description Type of fallback + */ + fallback_type: string; + /** + * Message + * @description Success message + */ + message: string; + /** + * Model + * @description The model name + */ + model: string; + }; + /** + * FallbackGetResponse + * @description Response model for getting fallbacks + */ + FallbackGetResponse: { + /** + * Fallback Models + * @description List of fallback model names + */ + fallback_models: string[]; + /** + * Fallback Type + * @description Type of fallback + */ + fallback_type: string; + /** + * Model + * @description The model name + */ + model: string; + }; + /** + * FallbackResponse + * @description Response model for fallback operations + */ + FallbackResponse: { + /** + * Fallback Models + * @description List of fallback model names + */ + fallback_models: string[]; + /** + * Fallback Type + * @description Type of fallback + */ + fallback_type: string; + /** + * Message + * @description Success message + */ + message: string; + /** + * Model + * @description The model name + */ + model: string; + }; + /** FunctionCall */ + FunctionCall: { + /** Arguments */ + arguments: string; + /** Name */ + name?: string | null; + } & { + [key: string]: unknown; + }; + /** + * GUARDRAIL_DEFINITION_LOCATION + * @enum {string} + */ + GUARDRAIL_DEFINITION_LOCATION: "db" | "config"; + /** GenerateKeyRequest */ + GenerateKeyRequest: { + /** Access Group Ids */ + access_group_ids?: string[] | null; + /** Agent Id */ + agent_id?: string | null; + /** + * Aliases + * @default {} + */ + aliases: { + [key: string]: unknown; + } | null; + /** + * Allowed Cache Controls + * @default [] + */ + allowed_cache_controls: unknown[] | null; + /** Allowed Passthrough Routes */ + allowed_passthrough_routes?: unknown[] | null; + /** + * Allowed Routes + * @default [] + */ + allowed_routes: unknown[] | null; + /** Allowed Vector Store Indexes */ + allowed_vector_store_indexes?: components["schemas"]["AllowedVectorStoreIndexItem"][] | null; + /** + * Auto Rotate + * @description Whether this key should be automatically rotated + * @default false + */ + auto_rotate: boolean | null; + /** Blocked */ + blocked?: boolean | null; + /** Budget Duration */ + budget_duration?: string | null; + /** Budget Id */ + budget_id?: string | null; + /** Budget Limits */ + budget_limits?: components["schemas"]["BudgetLimitEntry"][] | null; + /** + * Config + * @default {} + */ + config: { + [key: string]: unknown; + } | null; + /** Disable Global Guardrails */ + disable_global_guardrails?: boolean | null; + /** Duration */ + duration?: string | null; + /** Enforced Params */ + enforced_params?: string[] | null; + /** Guardrails */ + guardrails?: string[] | null; + /** Key */ + key?: string | null; + /** Key Alias */ + key_alias?: string | null; + /** + * @description Type of key that determines default allowed routes. + * @default default + */ + key_type: components["schemas"]["LiteLLMKeyType"] | null; + /** Max Budget */ + max_budget?: number | null; + /** Max Parallel Requests */ + max_parallel_requests?: number | null; + /** Mcp Rpm Limit */ + mcp_rpm_limit?: { + [key: string]: number; + } | null; + /** + * Metadata + * @default {} + */ + metadata: { + [key: string]: unknown; + } | null; + /** + * Model Max Budget + * @default {} + */ + model_max_budget: { + [key: string]: unknown; + } | null; + /** Model Rpm Limit */ + model_rpm_limit?: { + [key: string]: unknown; + } | null; + /** Model Tpm Limit */ + model_tpm_limit?: { + [key: string]: unknown; + } | null; + /** + * Models + * @default [] + */ + models: unknown[] | null; + object_permission?: components["schemas"]["LiteLLM_ObjectPermissionBase"] | null; + /** Organization Id */ + organization_id?: string | null; + /** + * Permissions + * @default {} + */ + permissions: { + [key: string]: unknown; + } | null; + /** Policies */ + policies?: string[] | null; + /** Project Id */ + project_id?: string | null; + /** Prompts */ + prompts?: string[] | null; + /** + * Rotation Interval + * @description How often to rotate this key (e.g., '30d', '90d'). Required if auto_rotate=True + */ + rotation_interval?: string | null; + router_settings?: components["schemas"]["UpdateRouterConfig"] | null; + /** Rpm Limit */ + rpm_limit?: number | null; + /** Rpm Limit Type */ + rpm_limit_type?: ("guaranteed_throughput" | "best_effort_throughput" | "dynamic") | null; + /** Send Invite Email */ + send_invite_email?: boolean | null; + /** Soft Budget */ + soft_budget?: number | null; + /** + * Spend + * @default 0 + */ + spend: number | null; + /** Tags */ + tags?: string[] | null; + /** Team Id */ + team_id?: string | null; + /** Tpm Limit */ + tpm_limit?: number | null; + /** Tpm Limit Type */ + tpm_limit_type?: ("guaranteed_throughput" | "best_effort_throughput" | "dynamic") | null; + /** User Id */ + user_id?: string | null; + }; + /** GenerateKeyResponse */ + GenerateKeyResponse: { + /** Access Group Ids */ + access_group_ids?: string[] | null; + /** Agent Id */ + agent_id?: string | null; + /** + * Aliases + * @default {} + */ + aliases: { + [key: string]: unknown; + } | null; + /** + * Allowed Cache Controls + * @default [] + */ + allowed_cache_controls: unknown[] | null; + /** Allowed Passthrough Routes */ + allowed_passthrough_routes?: unknown[] | null; + /** + * Allowed Routes + * @default [] + */ + allowed_routes: unknown[] | null; + /** Allowed Vector Store Indexes */ + allowed_vector_store_indexes?: components["schemas"]["AllowedVectorStoreIndexItem"][] | null; + /** Blocked */ + blocked?: boolean | null; + /** Budget Duration */ + budget_duration?: string | null; + /** Budget Id */ + budget_id?: string | null; + /** Budget Limits */ + budget_limits?: components["schemas"]["BudgetLimitEntry"][] | null; + /** + * Config + * @default {} + */ + config: { + [key: string]: unknown; + } | null; + /** Created At */ + created_at?: string | null; + /** Created By */ + created_by?: string | null; + /** Disable Global Guardrails */ + disable_global_guardrails?: boolean | null; + /** Duration */ + duration?: string | null; + /** Enforced Params */ + enforced_params?: string[] | null; + /** Expires */ + expires?: string | null; + /** Guardrails */ + guardrails?: string[] | null; + /** Key */ + key: string; + /** Key Alias */ + key_alias?: string | null; + /** Key Name */ + key_name?: string | null; + /** Litellm Budget Table */ + litellm_budget_table?: unknown | null; + /** Max Budget */ + max_budget?: number | null; + /** Max Parallel Requests */ + max_parallel_requests?: number | null; + /** Mcp Rpm Limit */ + mcp_rpm_limit?: { + [key: string]: number; + } | null; + /** + * Metadata + * @default {} + */ + metadata: { + [key: string]: unknown; + } | null; + /** + * Model Max Budget + * @default {} + */ + model_max_budget: { + [key: string]: unknown; + } | null; + /** Model Rpm Limit */ + model_rpm_limit?: { + [key: string]: unknown; + } | null; + /** Model Tpm Limit */ + model_tpm_limit?: { + [key: string]: unknown; + } | null; + /** + * Models + * @default [] + */ + models: unknown[] | null; + object_permission?: components["schemas"]["LiteLLM_ObjectPermissionBase"] | null; + /** Organization Id */ + organization_id?: string | null; + /** + * Permissions + * @default {} + */ + permissions: { + [key: string]: unknown; + } | null; + /** Policies */ + policies?: string[] | null; + /** Project Id */ + project_id?: string | null; + /** Prompts */ + prompts?: string[] | null; + router_settings?: components["schemas"]["UpdateRouterConfig"] | null; + /** Rpm Limit */ + rpm_limit?: number | null; + /** Rpm Limit Type */ + rpm_limit_type?: ("guaranteed_throughput" | "best_effort_throughput" | "dynamic") | null; + /** + * Spend + * @default 0 + */ + spend: number | null; + /** Tags */ + tags?: string[] | null; + /** Team Id */ + team_id?: string | null; + /** Token */ + token?: string | null; + /** Token Id */ + token_id?: string | null; + /** Tpm Limit */ + tpm_limit?: number | null; + /** Tpm Limit Type */ + tpm_limit_type?: ("guaranteed_throughput" | "best_effort_throughput" | "dynamic") | null; + /** Updated At */ + updated_at?: string | null; + /** Updated By */ + updated_by?: string | null; + /** User Id */ + user_id?: string | null; + }; + /** GenericGuardrailAPIInputs */ + GenericGuardrailAPIInputs: { + /** Images */ + images?: string[]; + /** Model */ + model?: string | null; + /** Structured Messages */ + structured_messages?: (components["schemas"]["ChatCompletionUserMessage"] | components["schemas"]["ChatCompletionAssistantMessage"] | components["schemas"]["ChatCompletionToolMessage"] | components["schemas"]["ChatCompletionSystemMessage"] | components["schemas"]["ChatCompletionFunctionMessage"] | components["schemas"]["ChatCompletionDeveloperMessage"])[]; + /** Texts */ + texts?: string[]; + /** Tool Calls */ + tool_calls?: components["schemas"]["ChatCompletionToolCallChunk"][] | components["schemas"]["ChatCompletionMessageToolCall"][]; + /** Tools */ + tools?: components["schemas"]["ChatCompletionToolParam"][]; + }; + /** + * GetTeamMemberPermissionsResponse + * @description Response to get the team member permissions for a team + */ + GetTeamMemberPermissionsResponse: { + /** All Available Permissions */ + all_available_permissions: string[]; + /** Team Id */ + team_id: string; + /** + * Team Member Permissions + * @default [] + */ + team_member_permissions: string[] | null; + }; + /** + * GraySwanGuardrailConfigModelOptionalParams + * @description Optional parameters for the Gray Swan guardrail. + */ + GraySwanGuardrailConfigModelOptionalParams: { + /** + * Categories + * @description Default Gray Swan category definitions to send with each request. + */ + categories?: { + [key: string]: string; + } | null; + /** + * Fail Open + * @description If true (default), errors contacting Gray Swan are logged and the request proceeds. If false, errors propagate and block the request. + * @default true + */ + fail_open: boolean | null; + /** + * Guardrail Timeout + * @description Timeout in seconds for calling the Gray Swan guardrail service. + * @default 30 + */ + guardrail_timeout: number | null; + /** + * On Flagged Action + * @description Action when a violation is detected: 'block' rejects the call (400 error), 'monitor' logs only, 'passthrough' replaces response content with violation message (200 status). + * @default passthrough + */ + on_flagged_action: string | null; + /** + * Policy Id + * @description Gray Swan policy identifier to apply during monitoring. + */ + policy_id?: string | null; + /** + * Reasoning Mode + * @description Gray Swan reasoning mode override. Accepted values: 'off', 'hybrid', 'thinking'. + */ + reasoning_mode?: string | null; + /** + * Violation Threshold + * @description Threshold between 0 and 1 at which Gray Swan violations trigger the configured action. + * @default 0.5 + */ + violation_threshold: number | null; + }; + /** Guardrail */ + Guardrail: { + /** Created At */ + created_at?: string | null; + /** Guardrail Id */ + guardrail_id?: string | null; + /** Guardrail Info */ + guardrail_info?: { + [key: string]: unknown; + } | null; + /** Guardrail Name */ + guardrail_name: string; + litellm_params: components["schemas"]["LitellmParams"]; + /** Policy Template */ + policy_template?: string | null; + /** Updated At */ + updated_at?: string | null; + }; + /** GuardrailInfoResponse */ + GuardrailInfoResponse: { + /** Created At */ + created_at?: string | null; + /** @default config */ + guardrail_definition_location: components["schemas"]["GUARDRAIL_DEFINITION_LOCATION"]; + /** Guardrail Id */ + guardrail_id?: string | null; + /** Guardrail Info */ + guardrail_info?: { + [key: string]: unknown; + } | null; + /** Guardrail Name */ + guardrail_name: string; + litellm_params?: components["schemas"]["BaseLitellmParams-Output"] | null; + /** Updated At */ + updated_at?: string | null; + }; + /** GuardrailSubmissionItem */ + GuardrailSubmissionItem: { + /** Created At */ + created_at?: string | null; + /** Guardrail Id */ + guardrail_id: string; + /** Guardrail Info */ + guardrail_info?: { + [key: string]: unknown; + } | null; + /** Guardrail Name */ + guardrail_name: string; + /** Litellm Params */ + litellm_params?: { + [key: string]: unknown; + } | null; + /** Reviewed At */ + reviewed_at?: string | null; + /** Status */ + status: string; + /** Submitted At */ + submitted_at?: string | null; + /** Submitted By Email */ + submitted_by_email?: string | null; + /** Submitted By User Id */ + submitted_by_user_id?: string | null; + /** + * Team Guardrail + * @default false + */ + team_guardrail: boolean; + /** Team Id */ + team_id?: string | null; + /** Updated At */ + updated_at?: string | null; + }; + /** GuardrailSubmissionSummary */ + GuardrailSubmissionSummary: { + /** Active */ + active: number; + /** Pending Review */ + pending_review: number; + /** Rejected */ + rejected: number; + /** Total */ + total: number; + }; + /** GuardrailTestResultEntry */ + GuardrailTestResultEntry: { + /** Action */ + action: string; + /** Details */ + details: string; + /** Guardrail Name */ + guardrail_name: string; + /** Output Text */ + output_text: string; + }; + /** + * HTTPAuthSecurityScheme + * @description Defines a security scheme using HTTP authentication. + */ + HTTPAuthSecurityScheme: { + /** Bearerformat */ + bearerFormat: string | null; + /** Description */ + description?: string | null; + /** Scheme */ + scheme: string; + /** + * Type + * @constant + */ + type: "http"; + }; + /** HTTPValidationError */ + HTTPValidationError: { + /** Detail */ + detail?: components["schemas"]["ValidationError"][]; + }; + /** + * HashicorpVaultConfig + * @description Configuration for Hashicorp Vault secret manager integration. + */ + HashicorpVaultConfig: { + /** + * Approle Mount Path + * @description Mount path for the AppRole auth method (default: approle) + */ + approle_mount_path?: string | null; + /** + * Approle Role Id + * @description Role ID for Vault AppRole authentication + */ + approle_role_id?: string | null; + /** + * Approle Secret Id + * @description Secret ID for Vault AppRole authentication + */ + approle_secret_id?: string | null; + /** + * Client Cert + * @description Path to the client TLS certificate for Vault + */ + client_cert?: string | null; + /** + * Client Key + * @description Path to the client TLS private key for Vault + */ + client_key?: string | null; + /** + * Vault Addr + * @description The address of the Vault server (e.g., https://vault.example.com:8200) + */ + vault_addr?: string | null; + /** + * Vault Cert Role + * @description Certificate role name for TLS cert authentication + */ + vault_cert_role?: string | null; + /** + * Vault Mount Name + * @description KV engine mount name (default: secret) + */ + vault_mount_name?: string | null; + /** + * Vault Namespace + * @description Vault namespace (for multi-tenant Vault, sent as X-Vault-Namespace header) + */ + vault_namespace?: string | null; + /** + * Vault Path Prefix + * @description Optional path prefix for secrets (e.g., myapp -> secret/data/myapp/{secret_name}) + */ + vault_path_prefix?: string | null; + /** + * Vault Token + * @description Token for Vault token-based authentication + */ + vault_token?: string | null; + }; + /** Hyperparameters */ + Hyperparameters: { + /** Batch Size */ + batch_size?: string | number | null; + /** Learning Rate Multiplier */ + learning_rate_multiplier?: string | number | null; + /** N Epochs */ + n_epochs?: string | number | null; + } & { + [key: string]: unknown; + }; + /** IPAddress */ + IPAddress: { + /** Ip */ + ip: string; + }; + /** ImageURLListItem */ + ImageURLListItem: { + image_url: components["schemas"]["ImageURLObject"]; + /** Index */ + index: number; + /** + * Type + * @constant + */ + type: "image_url"; + } & { + [key: string]: unknown; + }; + /** ImageURLObject */ + ImageURLObject: { + /** Detail */ + detail?: string | null; + /** Url */ + url: string; + } & { + [key: string]: unknown; + }; + /** InProductNudgeResponse */ + InProductNudgeResponse: { + /** + * Is Claude Code Enabled + * @description Whether the Claude Code nudge should be shown. + * @default false + */ + is_claude_code_enabled: boolean; + }; + /** IndexCreateLiteLLMParams */ + IndexCreateLiteLLMParams: { + /** Vector Store Index */ + vector_store_index: string; + /** Vector Store Name */ + vector_store_name: string; + }; + /** IndexCreateRequest */ + IndexCreateRequest: { + /** Index Info */ + index_info?: { + [key: string]: unknown; + } | null; + /** Index Name */ + index_name: string; + litellm_params: components["schemas"]["IndexCreateLiteLLMParams"]; + }; + /** InputAudio */ + InputAudio: { + /** Data */ + data: string; + /** + * Format + * @enum {string} + */ + format: "wav" | "mp3"; + }; + /** + * InternalUserSettingsResponse + * @description Response model for internal user settings + */ + InternalUserSettingsResponse: { + /** Field Schema */ + field_schema: { + [key: string]: unknown; + }; + /** Values */ + values: { + [key: string]: unknown; + }; + }; + /** JWTKeyMappingResponse */ + JWTKeyMappingResponse: { + /** + * Created At + * Format: date-time + */ + created_at: string; + /** Created By */ + created_by?: string | null; + /** Description */ + description?: string | null; + /** Id */ + id: string; + /** Is Active */ + is_active: boolean; + /** Jwt Claim Name */ + jwt_claim_name: string; + /** Jwt Claim Value */ + jwt_claim_value: string; + /** + * Updated At + * Format: date-time + */ + updated_at: string; + /** Updated By */ + updated_by?: string | null; + }; + /** KeyHealthResponse */ + KeyHealthResponse: { + /** + * Key + * @enum {string} + */ + key?: "healthy" | "unhealthy"; + logging_callbacks?: components["schemas"]["LoggingCallbackStatus"] | null; + }; + /** KeyListResponseObject */ + KeyListResponseObject: { + /** Current Page */ + current_page?: number | null; + /** Keys */ + keys?: (string | components["schemas"]["UserAPIKeyAuth"] | components["schemas"]["LiteLLM_DeletedVerificationToken"])[]; + /** Total Count */ + total_count?: number | null; + /** Total Pages */ + total_pages?: number | null; + }; + /** + * KeyManagementRoutes + * @description Enum for key management routes + * @enum {string} + */ + KeyManagementRoutes: "/key/generate" | "/key/update" | "/key/delete" | "/key/regenerate" | "/key/service-account/generate" | "/key/{key_id}/regenerate" | "/key/block" | "/key/unblock" | "/key/bulk_update" | "/team/key/bulk_update" | "/key/{key_id}/reset_spend" | "/key/access_group_assignment" | "/key/info" | "/key/health" | "/key/list" | "/key/aliases" | "/team/daily/activity" | "/spend/logs" | "/spend/logs/v2"; + /** + * KeyMetadata + * @description Metadata for a key + */ + KeyMetadata: { + /** Key Alias */ + key_alias?: string | null; + /** Team Id */ + team_id?: string | null; + }; + /** + * KeyMetricWithMetadata + * @description Base class for metrics with additional metadata + */ + KeyMetricWithMetadata: { + metadata?: components["schemas"]["KeyMetadata"]; + metrics: components["schemas"]["SpendMetrics"]; + }; + /** KeyRequest */ + KeyRequest: { + /** Key Aliases */ + key_aliases?: string[] | null; + /** Keys */ + keys?: string[] | null; + }; + /** + * KeyUpdateFields + * @description Allowlist of bulk-broadcastable fields for /team/key/bulk_update; `extra="forbid"` blocks RBAC/ownership/scope mutations even by team admins. + */ + KeyUpdateFields: { + /** Budget Duration */ + budget_duration?: string | null; + /** Budget Id */ + budget_id?: string | null; + /** Budget Limits */ + budget_limits?: unknown[] | null; + /** Duration */ + duration?: string | null; + /** Max Budget */ + max_budget?: number | null; + /** Max Parallel Requests */ + max_parallel_requests?: number | null; + /** Metadata */ + metadata?: { + [key: string]: unknown; + } | null; + /** Model Max Budget */ + model_max_budget?: { + [key: string]: unknown; + } | null; + /** Model Rpm Limit */ + model_rpm_limit?: { + [key: string]: unknown; + } | null; + /** Model Tpm Limit */ + model_tpm_limit?: { + [key: string]: unknown; + } | null; + /** Rpm Limit */ + rpm_limit?: number | null; + /** Rpm Limit Type */ + rpm_limit_type?: ("guaranteed_throughput" | "best_effort_throughput" | "dynamic") | null; + /** Tags */ + tags?: string[] | null; + /** Temp Budget Expiry */ + temp_budget_expiry?: string | null; + /** Temp Budget Increase */ + temp_budget_increase?: number | null; + /** Tpm Limit */ + tpm_limit?: number | null; + /** Tpm Limit Type */ + tpm_limit_type?: ("guaranteed_throughput" | "best_effort_throughput" | "dynamic") | null; + }; + /** LakeraCategoryThresholds */ + LakeraCategoryThresholds: { + /** Jailbreak */ + jailbreak?: number; + /** Prompt Injection */ + prompt_injection?: number; + } & { + [key: string]: unknown; + }; + /** ListAccessGroupsResponse */ + ListAccessGroupsResponse: { + /** Access Groups */ + access_groups: components["schemas"]["AccessGroupInfo"][]; + }; + /** + * ListEvalsResponse + * @description Response from listing evaluations + */ + ListEvalsResponse: { + /** Data */ + data: components["schemas"]["Eval"][]; + /** First Id */ + first_id?: string | null; + /** + * Has More + * @default false + */ + has_more: boolean; + /** Last Id */ + last_id?: string | null; + /** + * Object + * @default list + */ + object: string; + }; + /** ListGuardrailSubmissionsResponse */ + ListGuardrailSubmissionsResponse: { + /** Submissions */ + submissions: components["schemas"]["GuardrailSubmissionItem"][]; + summary: components["schemas"]["GuardrailSubmissionSummary"]; + }; + /** ListGuardrailsResponse */ + ListGuardrailsResponse: { + /** Guardrails */ + guardrails: components["schemas"]["GuardrailInfoResponse"][]; + }; + /** + * ListPluginsResponse + * @description Response from listing plugins. + */ + ListPluginsResponse: { + /** Count */ + count: number; + /** Plugins */ + plugins: components["schemas"]["PluginListItem"][]; + }; + /** ListPromptsResponse */ + ListPromptsResponse: { + /** Prompts */ + prompts: components["schemas"]["PromptSpec"][]; + }; + /** + * ListRunsResponse + * @description Response from listing runs + */ + ListRunsResponse: { + /** Data */ + data: components["schemas"]["Run"][]; + /** First Id */ + first_id?: string | null; + /** + * Has More + * @default false + */ + has_more: boolean; + /** Last Id */ + last_id?: string | null; + /** + * Object + * @default list + */ + object: string; + }; + /** + * ListSearchToolsResponse + * @description Response model for listing search tools. + */ + ListSearchToolsResponse: { + /** Search Tools */ + search_tools: components["schemas"]["SearchToolInfoResponse"][]; + }; + /** + * ListSkillsResponse + * @description Response from listing skills + */ + ListSkillsResponse: { + /** Data */ + data: components["schemas"]["Skill"][]; + /** + * Has More + * @default false + */ + has_more: boolean; + /** Next Page */ + next_page?: string | null; + }; + /** LiteLLMFineTuningJobCreate */ + LiteLLMFineTuningJobCreate: { + /** Custom Llm Provider */ + custom_llm_provider?: ("openai" | "azure" | "vertex_ai") | null; + hyperparameters?: components["schemas"]["Hyperparameters"] | null; + /** Integrations */ + integrations?: string[] | null; + /** Model */ + model: string; + /** Seed */ + seed?: number | null; + /** Suffix */ + suffix?: string | null; + /** Training File */ + training_file: string; + /** Validation File */ + validation_file?: string | null; + } & { + [key: string]: unknown; + }; + /** + * LiteLLMKeyType + * @description Enum for key types that determine what routes a key can access + * @enum {string} + */ + LiteLLMKeyType: "llm_api" | "management" | "read_only" | "default"; + /** + * LiteLLM_BudgetTable + * @description Represents user-controllable params for a LiteLLM_BudgetTable record. + * + * Budget-write paths use `model_fields.keys()` on this class as an allowlist + * for user input. Keep server-managed fields (e.g. `budget_reset_at`) on + * `LiteLLM_BudgetTableFull` so they aren't user-settable. + */ + LiteLLM_BudgetTable: { + /** Allowed Models */ + allowed_models?: string[] | null; + /** Budget Duration */ + budget_duration?: string | null; + /** Budget Id */ + budget_id?: string | null; + /** Max Budget */ + max_budget?: number | null; + /** Max Parallel Requests */ + max_parallel_requests?: number | null; + /** Model Max Budget */ + model_max_budget?: { + [key: string]: unknown; + } | null; + /** Rpm Limit */ + rpm_limit?: number | null; + /** Soft Budget */ + soft_budget?: number | null; + /** Tpm Limit */ + tpm_limit?: number | null; + }; + /** + * LiteLLM_BudgetTableFull + * @description LiteLLM_BudgetTable + server-managed fields returned on API responses. + */ + LiteLLM_BudgetTableFull: { + /** Allowed Models */ + allowed_models?: string[] | null; + /** Budget Duration */ + budget_duration?: string | null; + /** Budget Id */ + budget_id?: string | null; + /** Budget Reset At */ + budget_reset_at?: string | null; + /** + * Created At + * Format: date-time + */ + created_at: string; + /** Max Budget */ + max_budget?: number | null; + /** Max Parallel Requests */ + max_parallel_requests?: number | null; + /** Model Max Budget */ + model_max_budget?: { + [key: string]: unknown; + } | null; + /** Rpm Limit */ + rpm_limit?: number | null; + /** Soft Budget */ + soft_budget?: number | null; + /** Tpm Limit */ + tpm_limit?: number | null; + }; + /** + * LiteLLM_DeletedTeamTable + * @description Recording of deleted teams for audit purposes. Mirrors LiteLLM_TeamTable + * plus metadata captured at deletion time. + */ + LiteLLM_DeletedTeamTable: { + /** Access Group Ids */ + access_group_ids?: string[] | null; + /** + * Admins + * @default [] + */ + admins: unknown[]; + /** + * Blocked + * @default false + */ + blocked: boolean; + /** Budget Duration */ + budget_duration?: string | null; + /** Budget Limits */ + budget_limits?: components["schemas"]["BudgetLimitEntry"][] | null; + /** Budget Reset At */ + budget_reset_at?: string | null; + /** Created At */ + created_at?: string | null; + /** Default Team Member Models */ + default_team_member_models?: string[] | null; + /** Deleted At */ + deleted_at?: string | null; + /** Deleted By */ + deleted_by?: string | null; + /** Deleted By Api Key */ + deleted_by_api_key?: string | null; + /** Id */ + id?: string | null; + /** Litellm Changed By */ + litellm_changed_by?: string | null; + litellm_model_table?: components["schemas"]["LiteLLM_ModelTable"] | null; + /** Max Budget */ + max_budget?: number | null; + /** Max Parallel Requests */ + max_parallel_requests?: number | null; + /** + * Members + * @default [] + */ + members: unknown[]; + /** + * Members With Roles + * @default [] + */ + members_with_roles: components["schemas"]["Member"][]; + /** Metadata */ + metadata?: { + [key: string]: unknown; + } | null; + /** Model Id */ + model_id?: number | null; + /** + * Models + * @default [] + */ + models: unknown[]; + object_permission?: components["schemas"]["LiteLLM_ObjectPermissionTable"] | null; + /** Object Permission Id */ + object_permission_id?: string | null; + /** Organization Id */ + organization_id?: string | null; + /** Router Settings */ + router_settings?: { + [key: string]: unknown; + } | null; + /** Rpm Limit */ + rpm_limit?: number | null; + /** Soft Budget */ + soft_budget?: number | null; + /** Spend */ + spend?: number | null; + /** Team Alias */ + team_alias?: string | null; + /** Team Id */ + team_id: string; + /** Team Member Permissions */ + team_member_permissions?: string[] | null; + /** Tpm Limit */ + tpm_limit?: number | null; + /** Updated At */ + updated_at?: string | null; + }; + /** + * LiteLLM_DeletedVerificationToken + * @description Recording of deleted keys for audit purposes. Mirrors LiteLLM_VerificationToken + * plus metadata captured at deletion time. + */ + LiteLLM_DeletedVerificationToken: { + /** Access Group Ids */ + access_group_ids?: string[] | null; + /** Agent Id */ + agent_id?: string | null; + /** + * Aliases + * @default {} + */ + aliases: { + [key: string]: unknown; + }; + /** + * Allowed Cache Controls + * @default [] + */ + allowed_cache_controls: unknown[] | null; + /** + * Allowed Routes + * @default [] + */ + allowed_routes: unknown[] | null; + /** + * Auto Rotate + * @default false + */ + auto_rotate: boolean | null; + /** Blocked */ + blocked?: boolean | null; + /** Budget Duration */ + budget_duration?: string | null; + /** Budget Limits */ + budget_limits?: { + [key: string]: unknown; + }[] | null; + /** Budget Reset At */ + budget_reset_at?: string | null; + /** + * Config + * @default {} + */ + config: { + [key: string]: unknown; + }; + /** Created At */ + created_at?: string | null; + /** Created By */ + created_by?: string | null; + /** Deleted At */ + deleted_at?: string | null; + /** Deleted By */ + deleted_by?: string | null; + /** Deleted By Api Key */ + deleted_by_api_key?: string | null; + /** Expires */ + expires?: string | null; + /** Id */ + id?: string | null; + /** Key Alias */ + key_alias?: string | null; + /** Key Name */ + key_name?: string | null; + /** Key Rotation At */ + key_rotation_at?: string | null; + /** Last Active */ + last_active?: string | null; + /** Last Rotation At */ + last_rotation_at?: string | null; + /** Litellm Budget Table */ + litellm_budget_table?: { + [key: string]: unknown; + } | null; + /** Litellm Changed By */ + litellm_changed_by?: string | null; + /** Max Budget */ + max_budget?: number | null; + /** Max Parallel Requests */ + max_parallel_requests?: number | null; + /** + * Metadata + * @default {} + */ + metadata: { + [key: string]: unknown; + }; + /** + * Model Max Budget + * @default {} + */ + model_max_budget: { + [key: string]: unknown; + }; + /** + * Model Spend + * @default {} + */ + model_spend: { + [key: string]: unknown; + }; + /** + * Models + * @default [] + */ + models: unknown[]; + object_permission?: components["schemas"]["LiteLLM_ObjectPermissionTable"] | null; + /** Object Permission Id */ + object_permission_id?: string | null; + /** Org Id */ + org_id?: string | null; + /** + * Permissions + * @default {} + */ + permissions: { + [key: string]: unknown; + }; + /** Project Id */ + project_id?: string | null; + /** + * Rotation Count + * @default 0 + */ + rotation_count: number | null; + /** Rotation Interval */ + rotation_interval?: string | null; + /** Router Settings */ + router_settings?: { + [key: string]: unknown; + } | null; + /** Rpm Limit */ + rpm_limit?: number | null; + /** + * Soft Budget Cooldown + * @default false + */ + soft_budget_cooldown: boolean; + /** + * Spend + * @default 0 + */ + spend: number; + /** Team Id */ + team_id?: string | null; + /** Token */ + token?: string | null; + /** Tpm Limit */ + tpm_limit?: number | null; + /** Updated At */ + updated_at?: string | null; + /** Updated By */ + updated_by?: string | null; + /** User Id */ + user_id?: string | null; + }; + /** LiteLLM_EndUserTable */ + LiteLLM_EndUserTable: { + /** Alias */ + alias?: string | null; + /** Allowed Model Region */ + allowed_model_region?: ("eu" | "us") | null; + /** Blocked */ + blocked: boolean; + /** Default Model */ + default_model?: string | null; + litellm_budget_table?: components["schemas"]["LiteLLM_BudgetTable"] | null; + object_permission?: components["schemas"]["LiteLLM_ObjectPermissionTable"] | null; + /** Object Permission Id */ + object_permission_id?: string | null; + /** + * Spend + * @default 0 + */ + spend: number; + /** User Id */ + user_id: string; + }; + /** + * LiteLLM_MCPServerTable + * @description Represents a LiteLLM_MCPServerTable record + */ + LiteLLM_MCPServerTable: { + /** Alias */ + alias?: string | null; + /** + * Allow All Keys + * @default false + */ + allow_all_keys: boolean; + /** Allowed Tools */ + allowed_tools?: string[]; + /** + * Approval Status + * @description Approval status: 'pending_review', 'active', 'rejected' + * @default active + */ + approval_status: string | null; + /** Args */ + args?: string[]; + /** Auth Type */ + auth_type?: ("none" | "api_key" | "bearer_token" | "basic" | "authorization" | "oauth2" | "aws_sigv4" | "token") | null; + /** Authorization Url */ + authorization_url?: string | null; + /** + * Available On Public Internet + * @default true + */ + available_on_public_internet: boolean; + /** Byok Api Key Help Url */ + byok_api_key_help_url?: string | null; + /** Byok Description */ + byok_description?: string[]; + /** Command */ + command?: string | null; + /** Created At */ + created_at?: string | null; + /** Created By */ + created_by?: string | null; + credentials?: components["schemas"]["MCPCredentials"] | null; + /** Description */ + description?: string | null; + /** Env */ + env?: { + [key: string]: string; + }; + /** Extra Headers */ + extra_headers?: string[]; + /** Has User Credential */ + has_user_credential?: boolean | null; + /** Health Check Error */ + health_check_error?: string | null; + /** Instructions */ + instructions?: string | null; + /** + * Is Byok + * @default false + */ + is_byok: boolean; + /** Last Health Check */ + last_health_check?: string | null; + /** Mcp Access Groups */ + mcp_access_groups?: string[]; + /** Mcp Info */ + mcp_info?: { + [key: string]: unknown; + } | null; + /** Registration Url */ + registration_url?: string | null; + /** Review Notes */ + review_notes?: string | null; + /** Reviewed At */ + reviewed_at?: string | null; + /** Server Id */ + server_id: string; + /** Server Name */ + server_name?: string | null; + /** Source Url */ + source_url?: string | null; + /** Spec Path */ + spec_path?: string | null; + /** Static Headers */ + static_headers?: { + [key: string]: string; + } | null; + /** + * Status + * @description Health status: 'healthy', 'unhealthy', 'unknown' + * @default unknown + */ + status: ("healthy" | "unhealthy" | "unknown") | null; + /** Submitted At */ + submitted_at?: string | null; + /** Submitted By */ + submitted_by?: string | null; + /** Teams */ + teams?: { + [key: string]: string | null; + }[]; + /** Token Url */ + token_url?: string | null; + /** Tool Name To Description */ + tool_name_to_description?: { + [key: string]: string; + } | null; + /** Tool Name To Display Name */ + tool_name_to_display_name?: { + [key: string]: string; + } | null; + /** + * Transport + * @enum {string} + */ + transport: "sse" | "http" | "stdio"; + /** Updated At */ + updated_at?: string | null; + /** Updated By */ + updated_by?: string | null; + /** Url */ + url?: string | null; + }; + /** + * LiteLLM_ManagedVectorStore + * @description LiteLLM managed vector store object - this is is the object stored in the database + */ + LiteLLM_ManagedVectorStore: { + /** Created At */ + created_at?: string | null; + /** Custom Llm Provider */ + custom_llm_provider?: string; + /** Litellm Credential Name */ + litellm_credential_name?: string | null; + /** Litellm Params */ + litellm_params?: { + [key: string]: unknown; + } | null; + /** Team Id */ + team_id?: string | null; + /** Updated At */ + updated_at?: string | null; + /** User Id */ + user_id?: string | null; + /** Vector Store Description */ + vector_store_description?: string | null; + /** Vector Store Id */ + vector_store_id?: string; + /** Vector Store Metadata */ + vector_store_metadata?: { + [key: string]: unknown; + } | string | null; + /** Vector Store Name */ + vector_store_name?: string | null; + }; + /** + * LiteLLM_ManagedVectorStoreListResponse + * @description Response format for listing vector stores + */ + LiteLLM_ManagedVectorStoreListResponse: { + /** Current Page */ + current_page?: number | null; + /** Data */ + data?: components["schemas"]["LiteLLM_ManagedVectorStore"][]; + /** + * Object + * @constant + */ + object?: "list"; + /** Total Count */ + total_count?: number | null; + /** Total Pages */ + total_pages?: number | null; + }; + /** LiteLLM_ManagedVectorStoresTable */ + LiteLLM_ManagedVectorStoresTable: { + /** Created At */ + created_at: string | null; + /** Custom Llm Provider */ + custom_llm_provider: string; + /** Litellm Credential Name */ + litellm_credential_name: string | null; + /** Litellm Params */ + litellm_params: { + [key: string]: unknown; + } | null; + /** Team Id */ + team_id: string | null; + /** Updated At */ + updated_at: string | null; + /** User Id */ + user_id: string | null; + /** Vector Store Description */ + vector_store_description: string | null; + /** Vector Store Id */ + vector_store_id: string; + /** Vector Store Metadata */ + vector_store_metadata: { + [key: string]: unknown; + } | null; + /** Vector Store Name */ + vector_store_name: string | null; + }; + /** LiteLLM_MemoryRow */ + LiteLLM_MemoryRow: { + /** Created At */ + created_at?: string | null; + /** Created By */ + created_by?: string | null; + /** Key */ + key: string; + /** Memory Id */ + memory_id: string; + /** Metadata */ + metadata?: unknown | null; + /** Team Id */ + team_id?: string | null; + /** Updated At */ + updated_at?: string | null; + /** Updated By */ + updated_by?: string | null; + /** User Id */ + user_id?: string | null; + /** Value */ + value: string; + }; + /** LiteLLM_ModelTable */ + LiteLLM_ModelTable: { + /** Created By */ + created_by: string; + /** Id */ + id?: number | null; + /** Model Aliases */ + model_aliases?: { + [key: string]: unknown; + } | string | null; + team?: components["schemas"]["LiteLLM_TeamTable"] | null; + /** Updated By */ + updated_by: string; + }; + /** LiteLLM_ObjectPermissionBase */ + LiteLLM_ObjectPermissionBase: { + /** Agent Access Groups */ + agent_access_groups?: string[] | null; + /** Agents */ + agents?: string[] | null; + /** Blocked Tools */ + blocked_tools?: string[] | null; + /** Mcp Access Groups */ + mcp_access_groups?: string[] | null; + /** Mcp Servers */ + mcp_servers?: string[] | null; + /** Mcp Tool Permissions */ + mcp_tool_permissions?: { + [key: string]: string[]; + } | null; + /** Mcp Toolsets */ + mcp_toolsets?: string[] | null; + /** Models */ + models?: string[] | null; + /** Search Tools */ + search_tools?: string[] | null; + /** Vector Stores */ + vector_stores?: string[] | null; + }; + /** + * LiteLLM_ObjectPermissionTable + * @description Represents a LiteLLM_ObjectPermissionTable record + */ + LiteLLM_ObjectPermissionTable: { + /** + * Agent Access Groups + * @default [] + */ + agent_access_groups: string[] | null; + /** + * Agents + * @default [] + */ + agents: string[] | null; + /** + * Blocked Tools + * @default [] + */ + blocked_tools: string[] | null; + /** + * Mcp Access Groups + * @default [] + */ + mcp_access_groups: string[] | null; + /** + * Mcp Servers + * @default [] + */ + mcp_servers: string[] | null; + /** Mcp Tool Permissions */ + mcp_tool_permissions?: { + [key: string]: string[]; + } | null; + /** Mcp Toolsets */ + mcp_toolsets?: string[] | null; + /** Object Permission Id */ + object_permission_id: string; + /** + * Search Tools + * @default [] + */ + search_tools: string[] | null; + /** + * Vector Stores + * @default [] + */ + vector_stores: string[] | null; + }; + /** + * LiteLLM_OrganizationMembershipTable + * @description This is the table that track what organizations a user belongs to and users spend within the organization + */ + LiteLLM_OrganizationMembershipTable: { + /** Budget Id */ + budget_id?: string | null; + /** + * Created At + * Format: date-time + */ + created_at: string; + litellm_budget_table?: components["schemas"]["LiteLLM_BudgetTable"] | null; + /** Organization Id */ + organization_id: string; + /** + * Spend + * @default 0 + */ + spend: number; + /** + * Updated At + * Format: date-time + */ + updated_at: string; + /** User */ + user?: unknown | null; + /** User Email */ + user_email?: string | null; + /** User Id */ + user_id: string; + /** User Role */ + user_role?: string | null; + }; + /** + * LiteLLM_OrganizationTableWithMembers + * @description Returned by the /organization/info endpoint and /organization/list endpoint + */ + LiteLLM_OrganizationTableWithMembers: { + /** Budget Id */ + budget_id: string; + /** + * Created At + * Format: date-time + */ + created_at: string; + /** Created By */ + created_by: string; + litellm_budget_table?: components["schemas"]["LiteLLM_BudgetTable"] | null; + /** + * Members + * @default [] + */ + members: components["schemas"]["LiteLLM_OrganizationMembershipTable"][]; + /** Metadata */ + metadata?: { + [key: string]: unknown; + } | null; + /** Models */ + models: string[]; + object_permission?: components["schemas"]["LiteLLM_ObjectPermissionTable"] | null; + /** Object Permission Id */ + object_permission_id?: string | null; + /** Organization Alias */ + organization_alias?: string | null; + /** Organization Id */ + organization_id?: string | null; + /** + * Spend + * @default 0 + */ + spend: number; + /** + * Teams + * @default [] + */ + teams: components["schemas"]["LiteLLM_TeamTable"][]; + /** + * Updated At + * Format: date-time + */ + updated_at: string; + /** Updated By */ + updated_by: string; + /** Users */ + users?: components["schemas"]["LiteLLM_UserTable"][] | null; + }; + /** + * LiteLLM_Params + * @description LiteLLM Params with 'model' requirement - used for completions + */ + LiteLLM_Params: { + /** Adaptive Router Config */ + adaptive_router_config?: { + [key: string]: unknown; + } | null; + /** Adaptive Router Default Model */ + adaptive_router_default_model?: string | null; + /** Api Base */ + api_base?: string | null; + /** Api Key */ + api_key?: string | null; + /** Api Version */ + api_version?: string | null; + /** Auto Router Config */ + auto_router_config?: string | null; + /** Auto Router Config Path */ + auto_router_config_path?: string | null; + /** Auto Router Default Model */ + auto_router_default_model?: string | null; + /** Auto Router Embedding Model */ + auto_router_embedding_model?: string | null; + /** Aws Access Key Id */ + aws_access_key_id?: string | null; + /** Aws Bedrock Runtime Endpoint */ + aws_bedrock_runtime_endpoint?: string | null; + /** Aws Region Name */ + aws_region_name?: string | null; + /** Aws Secret Access Key */ + aws_secret_access_key?: string | null; + /** Budget Duration */ + budget_duration?: string | null; + /** Cache Creation Input Audio Token Cost */ + cache_creation_input_audio_token_cost?: number | null; + /** Cache Creation Input Token Cost */ + cache_creation_input_token_cost?: number | null; + /** Cache Creation Input Token Cost Above 1Hr */ + cache_creation_input_token_cost_above_1hr?: number | null; + /** Cache Creation Input Token Cost Above 200K Tokens */ + cache_creation_input_token_cost_above_200k_tokens?: number | null; + /** Cache Read Input Audio Token Cost */ + cache_read_input_audio_token_cost?: number | null; + /** Cache Read Input Token Cost */ + cache_read_input_token_cost?: number | null; + /** Cache Read Input Token Cost Above 200K Tokens */ + cache_read_input_token_cost_above_200k_tokens?: number | null; + /** Cache Read Input Token Cost Flex */ + cache_read_input_token_cost_flex?: number | null; + /** Cache Read Input Token Cost Priority */ + cache_read_input_token_cost_priority?: number | null; + /** Citation Cost Per Token */ + citation_cost_per_token?: number | null; + /** Complexity Router Config */ + complexity_router_config?: { + [key: string]: unknown; + } | null; + /** Complexity Router Default Model */ + complexity_router_default_model?: string | null; + /** Configurable Clientside Auth Params */ + configurable_clientside_auth_params?: (string | components["schemas"]["ConfigurableClientsideParamsCustomAuth-Input"])[] | null; + /** Custom Llm Provider */ + custom_llm_provider?: string | null; + /** Default Api Key Rpm Limit */ + default_api_key_rpm_limit?: number | null; + /** Default Api Key Tpm Limit */ + default_api_key_tpm_limit?: number | null; + /** Gcs Bucket Name */ + gcs_bucket_name?: string | null; + /** Input Cost Per Audio Per Second */ + input_cost_per_audio_per_second?: number | null; + /** Input Cost Per Audio Per Second Above 128K Tokens */ + input_cost_per_audio_per_second_above_128k_tokens?: number | null; + /** Input Cost Per Audio Token */ + input_cost_per_audio_token?: number | null; + /** Input Cost Per Character */ + input_cost_per_character?: number | null; + /** Input Cost Per Character Above 128K Tokens */ + input_cost_per_character_above_128k_tokens?: number | null; + /** Input Cost Per Image */ + input_cost_per_image?: number | null; + /** Input Cost Per Image Above 128K Tokens */ + input_cost_per_image_above_128k_tokens?: number | null; + /** Input Cost Per Pixel */ + input_cost_per_pixel?: number | null; + /** Input Cost Per Query */ + input_cost_per_query?: number | null; + /** Input Cost Per Second */ + input_cost_per_second?: number | null; + /** Input Cost Per Token */ + input_cost_per_token?: number | null; + /** Input Cost Per Token Above 128K Tokens */ + input_cost_per_token_above_128k_tokens?: number | null; + /** Input Cost Per Token Above 200K Tokens */ + input_cost_per_token_above_200k_tokens?: number | null; + /** Input Cost Per Token Batches */ + input_cost_per_token_batches?: number | null; + /** Input Cost Per Token Cache Hit */ + input_cost_per_token_cache_hit?: number | null; + /** Input Cost Per Token Flex */ + input_cost_per_token_flex?: number | null; + /** Input Cost Per Token Priority */ + input_cost_per_token_priority?: number | null; + /** Input Cost Per Video Per Second */ + input_cost_per_video_per_second?: number | null; + /** Input Cost Per Video Per Second Above 128K Tokens */ + input_cost_per_video_per_second_above_128k_tokens?: number | null; + /** Input Cost Per Video Per Second Above 15S Interval */ + input_cost_per_video_per_second_above_15s_interval?: number | null; + /** Input Cost Per Video Per Second Above 8S Interval */ + input_cost_per_video_per_second_above_8s_interval?: number | null; + /** Litellm Credential Name */ + litellm_credential_name?: string | null; + /** Litellm Trace Id */ + litellm_trace_id?: string | null; + /** Max Budget */ + max_budget?: number | null; + /** Max File Size Mb */ + max_file_size_mb?: number | null; + /** Max Retries */ + max_retries?: number | null; + /** + * Merge Reasoning Content In Choices + * @default false + */ + merge_reasoning_content_in_choices: boolean | null; + /** Milvus Db Name */ + milvus_db_name?: string | null; + /** Milvus Partition Names */ + milvus_partition_names?: string[] | null; + /** Milvus Text Field */ + milvus_text_field?: string | null; + /** Mock Response */ + mock_response?: string | components["schemas"]["ModelResponse"] | unknown | null; + /** Model */ + model: string; + /** Model Info */ + model_info?: { + [key: string]: unknown; + } | null; + /** Organization */ + organization?: string | null; + /** Output Cost Per Audio Per Second */ + output_cost_per_audio_per_second?: number | null; + /** Output Cost Per Audio Token */ + output_cost_per_audio_token?: number | null; + /** Output Cost Per Character */ + output_cost_per_character?: number | null; + /** Output Cost Per Character Above 128K Tokens */ + output_cost_per_character_above_128k_tokens?: number | null; + /** Output Cost Per Image */ + output_cost_per_image?: number | null; + /** Output Cost Per Image Token */ + output_cost_per_image_token?: number | null; + /** Output Cost Per Pixel */ + output_cost_per_pixel?: number | null; + /** Output Cost Per Reasoning Token */ + output_cost_per_reasoning_token?: number | null; + /** Output Cost Per Second */ + output_cost_per_second?: number | null; + /** Output Cost Per Second 1080P */ + output_cost_per_second_1080p?: number | null; + /** Output Cost Per Token */ + output_cost_per_token?: number | null; + /** Output Cost Per Token Above 128K Tokens */ + output_cost_per_token_above_128k_tokens?: number | null; + /** Output Cost Per Token Above 200K Tokens */ + output_cost_per_token_above_200k_tokens?: number | null; + /** Output Cost Per Token Batches */ + output_cost_per_token_batches?: number | null; + /** Output Cost Per Token Flex */ + output_cost_per_token_flex?: number | null; + /** Output Cost Per Token Priority */ + output_cost_per_token_priority?: number | null; + /** Output Cost Per Video Per Second */ + output_cost_per_video_per_second?: number | null; + /** Quality Router Config */ + quality_router_config?: { + [key: string]: unknown; + } | null; + /** Quality Router Default Model */ + quality_router_default_model?: string | null; + /** Region Name */ + region_name?: string | null; + /** Rpm */ + rpm?: number | null; + /** S3 Bucket Name */ + s3_bucket_name?: string | null; + /** S3 Encryption Key Id */ + s3_encryption_key_id?: string | null; + /** Search Context Cost Per Query */ + search_context_cost_per_query?: { + [key: string]: unknown; + } | null; + /** Stream Timeout */ + stream_timeout?: string | number | null; + /** Tag Regex */ + tag_regex?: string[] | null; + /** Tags */ + tags?: string[] | null; + /** Tiered Pricing */ + tiered_pricing?: { + [key: string]: unknown; + }[] | null; + /** Timeout */ + timeout?: number | string | null; + /** Tpm */ + tpm?: number | null; + /** Use Chat Completions Api */ + use_chat_completions_api?: boolean | null; + /** + * Use In Pass Through + * @default false + */ + use_in_pass_through: boolean | null; + /** + * Use Litellm Proxy + * @default false + */ + use_litellm_proxy: boolean | null; + /** Vector Store Id */ + vector_store_id?: string | null; + /** Vertex Credentials */ + vertex_credentials?: string | { + [key: string]: unknown; + } | null; + /** Vertex Location */ + vertex_location?: string | null; + /** Vertex Project */ + vertex_project?: string | null; + /** Watsonx Region Name */ + watsonx_region_name?: string | null; + } & { + [key: string]: unknown; + }; + /** + * LiteLLM_ProjectTable + * @description Database model representation for project + */ + LiteLLM_ProjectTable: { + /** + * Blocked + * @default false + */ + blocked: boolean; + /** Budget Id */ + budget_id?: string | null; + /** Created At */ + created_at?: string | null; + /** Created By */ + created_by: string; + /** Description */ + description?: string | null; + litellm_budget_table?: components["schemas"]["LiteLLM_BudgetTable"] | null; + /** Metadata */ + metadata?: { + [key: string]: unknown; + } | null; + /** Model Rpm Limit */ + model_rpm_limit?: { + [key: string]: unknown; + } | null; + /** Model Spend */ + model_spend?: { + [key: string]: unknown; + } | null; + /** Model Tpm Limit */ + model_tpm_limit?: { + [key: string]: unknown; + } | null; + /** + * Models + * @default [] + */ + models: string[]; + object_permission?: components["schemas"]["LiteLLM_ObjectPermissionTable"] | null; + /** Object Permission Id */ + object_permission_id?: string | null; + /** Project Alias */ + project_alias?: string | null; + /** Project Id */ + project_id: string; + /** + * Spend + * @default 0 + */ + spend: number; + /** Team Id */ + team_id?: string | null; + /** Updated At */ + updated_at?: string | null; + /** Updated By */ + updated_by: string; + }; + /** LiteLLM_SpendLogs */ + LiteLLM_SpendLogs: { + /** + * Api Base + * @default + */ + api_base: string | null; + /** Api Key */ + api_key: string; + /** + * Cache Hit + * @default False + */ + cache_hit: string | null; + /** Cache Key */ + cache_key?: string | null; + /** Call Type */ + call_type: string; + /** + * Completion Tokens + * @default 0 + */ + completion_tokens: number | null; + /** Endtime */ + endTime: string | null; + /** Messages */ + messages: string | unknown[] | { + [key: string]: unknown; + } | null; + /** + * Metadata + * @default {} + */ + metadata: unknown | null; + /** + * Model + * @default + */ + model: string | null; + /** + * Prompt Tokens + * @default 0 + */ + prompt_tokens: number | null; + /** Request Id */ + request_id: string; + /** Request Tags */ + request_tags?: unknown | null; + /** Requester Ip Address */ + requester_ip_address?: string | null; + /** Response */ + response: string | unknown[] | { + [key: string]: unknown; + } | null; + /** + * Spend + * @default 0 + */ + spend: number | null; + /** Starttime */ + startTime: string | null; + /** + * Total Tokens + * @default 0 + */ + total_tokens: number | null; + /** + * User + * @default + */ + user: string | null; + }; + /** LiteLLM_TeamMembership */ + LiteLLM_TeamMembership: { + /** Budget Id */ + budget_id?: string | null; + /** Litellm Budget Table */ + litellm_budget_table?: components["schemas"]["LiteLLM_BudgetTableFull"] | components["schemas"]["LiteLLM_BudgetTable"] | null; + /** + * Spend + * @default 0 + */ + spend: number | null; + /** Team Id */ + team_id: string; + /** + * Total Spend + * @default 0 + */ + total_spend: number | null; + /** User Id */ + user_id: string; + }; + /** LiteLLM_TeamTable */ + LiteLLM_TeamTable: { + /** Access Group Ids */ + access_group_ids?: string[] | null; + /** + * Admins + * @default [] + */ + admins: unknown[]; + /** + * Blocked + * @default false + */ + blocked: boolean; + /** Budget Duration */ + budget_duration?: string | null; + /** Budget Limits */ + budget_limits?: components["schemas"]["BudgetLimitEntry"][] | null; + /** Budget Reset At */ + budget_reset_at?: string | null; + /** Created At */ + created_at?: string | null; + /** Default Team Member Models */ + default_team_member_models?: string[] | null; + litellm_model_table?: components["schemas"]["LiteLLM_ModelTable"] | null; + /** Max Budget */ + max_budget?: number | null; + /** Max Parallel Requests */ + max_parallel_requests?: number | null; + /** + * Members + * @default [] + */ + members: unknown[]; + /** + * Members With Roles + * @default [] + */ + members_with_roles: components["schemas"]["Member"][]; + /** Metadata */ + metadata?: { + [key: string]: unknown; + } | null; + /** Model Id */ + model_id?: number | null; + /** + * Models + * @default [] + */ + models: unknown[]; + object_permission?: components["schemas"]["LiteLLM_ObjectPermissionTable"] | null; + /** Object Permission Id */ + object_permission_id?: string | null; + /** Organization Id */ + organization_id?: string | null; + /** Router Settings */ + router_settings?: { + [key: string]: unknown; + } | null; + /** Rpm Limit */ + rpm_limit?: number | null; + /** Soft Budget */ + soft_budget?: number | null; + /** Spend */ + spend?: number | null; + /** Team Alias */ + team_alias?: string | null; + /** Team Id */ + team_id: string; + /** Team Member Permissions */ + team_member_permissions?: string[] | null; + /** Tpm Limit */ + tpm_limit?: number | null; + /** Updated At */ + updated_at?: string | null; + }; + /** LiteLLM_ToolTableRow */ + LiteLLM_ToolTableRow: { + /** Assignments */ + assignments?: { + [key: string]: unknown; + } | null; + /** + * Call Count + * @default 0 + */ + call_count: number; + /** Created At */ + created_at?: string | null; + /** Created By */ + created_by?: string | null; + /** + * Input Policy + * @default untrusted + * @enum {string} + */ + input_policy: "trusted" | "untrusted" | "blocked"; + /** Key Alias */ + key_alias?: string | null; + /** Key Hash */ + key_hash?: string | null; + /** Last Used At */ + last_used_at?: string | null; + /** Origin */ + origin?: string | null; + /** + * Output Policy + * @default untrusted + * @enum {string} + */ + output_policy: "trusted" | "untrusted"; + /** Team Id */ + team_id?: string | null; + /** Tool Id */ + tool_id: string; + /** Tool Name */ + tool_name: string; + /** Updated At */ + updated_at?: string | null; + /** Updated By */ + updated_by?: string | null; + /** User Agent */ + user_agent?: string | null; + }; + /** LiteLLM_UserTable */ + LiteLLM_UserTable: { + /** Budget Duration */ + budget_duration?: string | null; + /** Budget Reset At */ + budget_reset_at?: string | null; + /** Created At */ + created_at?: string | null; + /** Max Budget */ + max_budget?: number | null; + /** Metadata */ + metadata?: { + [key: string]: unknown; + } | null; + /** + * Model Max Budget + * @default {} + */ + model_max_budget: { + [key: string]: unknown; + } | null; + /** + * Model Spend + * @default {} + */ + model_spend: { + [key: string]: unknown; + } | null; + /** + * Models + * @default [] + */ + models: unknown[]; + object_permission?: components["schemas"]["LiteLLM_ObjectPermissionTable"] | null; + /** Organization Memberships */ + organization_memberships?: components["schemas"]["LiteLLM_OrganizationMembershipTable"][] | null; + /** Rpm Limit */ + rpm_limit?: number | null; + /** + * Spend + * @default 0 + */ + spend: number; + /** Sso User Id */ + sso_user_id?: string | null; + /** + * Teams + * @default [] + */ + teams: string[]; + /** Tpm Limit */ + tpm_limit?: number | null; + /** Updated At */ + updated_at?: string | null; + /** User Alias */ + user_alias?: string | null; + /** User Email */ + user_email?: string | null; + /** User Id */ + user_id: string; + /** User Role */ + user_role?: string | null; + }; + /** LiteLLM_UserTableWithKeyCount */ + LiteLLM_UserTableWithKeyCount: { + /** Budget Duration */ + budget_duration?: string | null; + /** Budget Reset At */ + budget_reset_at?: string | null; + /** Created At */ + created_at?: string | null; + /** + * Key Count + * @default 0 + */ + key_count: number; + /** Max Budget */ + max_budget?: number | null; + /** Metadata */ + metadata?: { + [key: string]: unknown; + } | null; + /** + * Model Max Budget + * @default {} + */ + model_max_budget: { + [key: string]: unknown; + } | null; + /** + * Model Spend + * @default {} + */ + model_spend: { + [key: string]: unknown; + } | null; + /** + * Models + * @default [] + */ + models: unknown[]; + object_permission?: components["schemas"]["LiteLLM_ObjectPermissionTable"] | null; + /** Organization Memberships */ + organization_memberships?: components["schemas"]["LiteLLM_OrganizationMembershipTable"][] | null; + /** Rpm Limit */ + rpm_limit?: number | null; + /** + * Spend + * @default 0 + */ + spend: number; + /** Sso User Id */ + sso_user_id?: string | null; + /** + * Teams + * @default [] + */ + teams: string[]; + /** Tpm Limit */ + tpm_limit?: number | null; + /** Updated At */ + updated_at?: string | null; + /** User Alias */ + user_alias?: string | null; + /** User Email */ + user_email?: string | null; + /** User Id */ + user_id: string; + /** User Role */ + user_role?: string | null; + }; + /** LiteLLM_VerificationToken */ + LiteLLM_VerificationToken: { + /** Access Group Ids */ + access_group_ids?: string[] | null; + /** Agent Id */ + agent_id?: string | null; + /** + * Aliases + * @default {} + */ + aliases: { + [key: string]: unknown; + }; + /** + * Allowed Cache Controls + * @default [] + */ + allowed_cache_controls: unknown[] | null; + /** + * Allowed Routes + * @default [] + */ + allowed_routes: unknown[] | null; + /** + * Auto Rotate + * @default false + */ + auto_rotate: boolean | null; + /** Blocked */ + blocked?: boolean | null; + /** Budget Duration */ + budget_duration?: string | null; + /** Budget Limits */ + budget_limits?: { + [key: string]: unknown; + }[] | null; + /** Budget Reset At */ + budget_reset_at?: string | null; + /** + * Config + * @default {} + */ + config: { + [key: string]: unknown; + }; + /** Created At */ + created_at?: string | null; + /** Created By */ + created_by?: string | null; + /** Expires */ + expires?: string | null; + /** Key Alias */ + key_alias?: string | null; + /** Key Name */ + key_name?: string | null; + /** Key Rotation At */ + key_rotation_at?: string | null; + /** Last Active */ + last_active?: string | null; + /** Last Rotation At */ + last_rotation_at?: string | null; + /** Litellm Budget Table */ + litellm_budget_table?: { + [key: string]: unknown; + } | null; + /** Max Budget */ + max_budget?: number | null; + /** Max Parallel Requests */ + max_parallel_requests?: number | null; + /** + * Metadata + * @default {} + */ + metadata: { + [key: string]: unknown; + }; + /** + * Model Max Budget + * @default {} + */ + model_max_budget: { + [key: string]: unknown; + }; + /** + * Model Spend + * @default {} + */ + model_spend: { + [key: string]: unknown; + }; + /** + * Models + * @default [] + */ + models: unknown[]; + object_permission?: components["schemas"]["LiteLLM_ObjectPermissionTable"] | null; + /** Object Permission Id */ + object_permission_id?: string | null; + /** Org Id */ + org_id?: string | null; + /** + * Permissions + * @default {} + */ + permissions: { + [key: string]: unknown; + }; + /** Project Id */ + project_id?: string | null; + /** + * Rotation Count + * @default 0 + */ + rotation_count: number | null; + /** Rotation Interval */ + rotation_interval?: string | null; + /** Router Settings */ + router_settings?: { + [key: string]: unknown; + } | null; + /** Rpm Limit */ + rpm_limit?: number | null; + /** + * Soft Budget Cooldown + * @default false + */ + soft_budget_cooldown: boolean; + /** + * Spend + * @default 0 + */ + spend: number; + /** Team Id */ + team_id?: string | null; + /** Token */ + token?: string | null; + /** Tpm Limit */ + tpm_limit?: number | null; + /** Updated At */ + updated_at?: string | null; + /** Updated By */ + updated_by?: string | null; + /** User Id */ + user_id?: string | null; + }; + /** LitellmParams */ + LitellmParams: { + /** + * Action + * @description 'block' raises an error; 'mask' replaces the code block with a placeholder. + * @default block + * @enum {string} + */ + action: "block" | "mask"; + /** + * Additional Provider Specific Params + * @description Additional provider-specific parameters for generic guardrail APIs + */ + additional_provider_specific_params?: { + [key: string]: unknown; + } | null; + /** + * Akto Account Id + * @description Akto account ID for multi-tenant deployments. Env: AKTO_ACCOUNT_ID. Default: '1000000'. + */ + akto_account_id?: string | null; + /** + * Akto Api Key + * @description API key for Akto. Env: AKTO_API_KEY. + */ + akto_api_key?: string | null; + /** + * Akto Base Url + * @description Akto Guardrail API Base URL. Env: AKTO_GUARDRAIL_API_BASE. + * @example http://localhost:9090 + * @example https://akto-ingestion.example.com + */ + akto_base_url?: string | null; + /** + * Akto Vxlan Id + * @description Akto VXLAN ID. Env: AKTO_VXLAN_ID. Default: '0'. + */ + akto_vxlan_id?: string | null; + /** + * Anonymize Input + * @description If True, replaces sensitive content with anonymized version when only PII/PCI/secrets are detected. Only applies in blocking mode. Defaults to False if not provided + */ + anonymize_input?: boolean | null; + /** + * Api Base + * @description Base URL for the Lakera AI API + */ + api_base?: string | null; + /** + * Api Endpoint + * @description Optional custom API endpoint for Model Armor + */ + api_endpoint?: string | null; + /** + * Api Id + * @description The Hiddenlayer API Id for the Hiddenlayer API. If not provided, the `HIDDENLAYER_CLIENT_ID` environment variable is checked or https://api.hiddenlayer.ai is used. + */ + api_id?: string | null; + /** + * Api Key + * @description API key for the Lakera AI service + */ + api_key?: string | null; + /** + * Api Version + * @description API version for Javelin service + * @default v1 + */ + api_version: string | null; + /** + * Application + * @description Application name for Javelin service + */ + application?: string | null; + /** + * Application Id + * @description Application ID for Noma Security. Defaults to 'litellm' if not provided + */ + application_id?: string | null; + /** + * Assertions + * @description Custom assertions to validate against the output. Each assertion is a string describing a condition. + */ + assertions?: string[] | null; + /** + * Async Mode + * @description Set to True to request asynchronous analysis (sets `plr_async` header). Defaults to provider behaviour when omitted. + */ + async_mode?: boolean | null; + /** + * Auth Token + * @description Authorization bearer token for IBM Guardrails API. Reads from IBM_GUARDRAILS_AUTH_TOKEN env var if None. + */ + auth_token?: string | null; + /** + * Aws Access Key Id + * @description AWS access key ID for authentication + */ + aws_access_key_id?: string | null; + /** + * Aws Bedrock Runtime Endpoint + * @description AWS Bedrock runtime endpoint URL + */ + aws_bedrock_runtime_endpoint?: string | null; + /** + * Aws Profile Name + * @description AWS profile name for credential retrieval + */ + aws_profile_name?: string | null; + /** + * Aws Region Name + * @description AWS region where your guardrail is deployed + */ + aws_region_name?: string | null; + /** + * Aws Role Name + * @description AWS role name for assuming roles + */ + aws_role_name?: string | null; + /** + * Aws Secret Access Key + * @description AWS secret access key for authentication + */ + aws_secret_access_key?: string | null; + /** + * Aws Session Name + * @description Name of the AWS session + */ + aws_session_name?: string | null; + /** + * Aws Session Token + * @description AWS session token for temporary credentials + */ + aws_session_token?: string | null; + /** + * Aws Sts Endpoint + * @description AWS STS endpoint URL + */ + aws_sts_endpoint?: string | null; + /** + * Aws Web Identity Token + * @description Web identity token for AWS role assumption + */ + aws_web_identity_token?: string | null; + /** + * Base Url + * @description Base URL for the IBM Guardrails server + */ + base_url?: string | null; + /** + * Block Failures + * @description If True, blocks requests on API failures. Defaults to True if not provided + */ + block_failures?: boolean | null; + /** + * Block On Error + * @description Whether to block the request when the PromptGuard API is unreachable. Defaults to true (fail-closed). Set to false for fail-open behaviour. + */ + block_on_error?: boolean | null; + /** + * Block On Violation + * @description Whether to block requests when violations are detected. Defaults to True. + * @default true + */ + block_on_violation: boolean | null; + /** + * Blocked Languages + * @description Language tags to block (e.g. python, javascript, bash). Empty or None = block all fenced code blocks. + */ + blocked_languages?: string[] | null; + /** + * Blocked Words + * @description List of blocked words with individual actions + */ + blocked_words?: components["schemas"]["BlockedWord"][] | null; + /** + * Blocked Words File + * @description Path to YAML file containing blocked_words list + */ + blocked_words_file?: string | null; + /** + * Breakdown + * @description Whether to include breakdown in the response + * @default true + */ + breakdown: boolean | null; + /** + * Categories + * @description List of prebuilt categories to enable (harmful_*, bias_*) + */ + categories?: components["schemas"]["ContentFilterCategoryConfig"][] | null; + /** @description Threshold configuration for Lakera guardrail categories */ + category_thresholds?: components["schemas"]["LakeraCategoryThresholds"] | null; + /** + * Confidence Threshold + * @description Only block or mask when detection confidence >= this value; below threshold, allow or log_only. + * @default 0.5 + */ + confidence_threshold: number; + /** + * Config + * @description Additional configuration for the guardrail + */ + config?: { + [key: string]: unknown; + } | null; + /** + * Content Moderation Check + * @description Enable content moderation to check for harmful content (harassment, hate speech, etc.). + */ + content_moderation_check?: boolean | null; + /** + * Credentials + * @description Path to Google Cloud credentials JSON file or JSON string + */ + credentials?: string | null; + /** + * Custom Code + * @description Python-like code containing the apply_guardrail function for custom guardrail logic + */ + custom_code?: string | null; + /** + * Default Action + * @description Fallback decision when no rule matches + * @default deny + * @enum {string} + */ + default_action: "allow" | "deny"; + /** + * Default On + * @description Whether the guardrail is enabled by default + */ + default_on?: boolean | null; + /** + * Deployment Name + * @description The EnkryptAI deployment name to use. Sent via X-Enkrypt-Deployment header. + */ + deployment_name?: string | null; + /** + * Detect Execution Intent + * @description When True, block only when user intent is to run/execute; allow when intent is explain/refactor/don't run. Also block text-only execution requests (e.g. 'run `ls`', 'read /etc/passwd'). + * @default true + */ + detect_execution_intent: boolean; + /** + * Detect Secrets Config + * @description Configuration for detect-secrets guardrail + */ + detect_secrets_config?: { + [key: string]: unknown; + } | null; + /** + * Detector Id + * @description Name of the detector inside the server (e.g., 'jailbreak-detector') + */ + detector_id?: string | null; + /** + * Detectors + * @description Dictionary of detector configurations (e.g., {'nsfw': {'enabled': True}, 'toxicity': {'enabled': True}}). + */ + detectors?: { + [key: string]: unknown; + } | null; + /** + * Dev Info + * @description Whether to include developer information in the response + * @default true + */ + dev_info: boolean | null; + /** + * Disable Exception On Block + * @description If True, will not raise an exception when the guardrail is blocked. Useful for OpenWebUI where exceptions can end the chat flow. + * @default false + */ + disable_exception_on_block: boolean | null; + /** + * End Session After N Fails + * @description For /v1/realtime sessions: automatically close the session after this many guardrail violations. + */ + end_session_after_n_fails?: number | null; + /** + * Evaluation Id + * @description Pre-configured evaluation ID from Qualifire dashboard. When provided, uses invoke_evaluation() instead of evaluate(). + */ + evaluation_id?: string | null; + /** + * Experimental Use Latest Role Message Only + * @description When True, guardrails only receive the latest message for the relevant role (e.g., newest user input pre-call, newest assistant output post-call) + * @default false + */ + experimental_use_latest_role_message_only: boolean | null; + /** + * Extra Headers + * @description Header names to forward from the client request to the guardrail (e.g. x-request-id). Only these headers' values are sent; others may be omitted or sent as [present]. Used by generic_guardrail_api (similar to MCP extra_headers). + */ + extra_headers?: string[] | null; + /** + * Fail On Error + * @description Whether to fail the request if Model Armor encounters an error + * @default true + */ + fail_on_error: boolean | null; + /** + * Grounding Check + * @description Enable grounding verification to ensure output is grounded in provided context. + */ + grounding_check?: boolean | null; + /** + * Grounding Strictness + * @description Strictness level for XecGuard context-grounding validation. 'BALANCED' (default) treats INCOMPLETE answers as SAFE; 'STRICT' flags them as UNSAFE. Grounding only runs in post_call when `metadata.xecguard_grounding_documents` is provided. + */ + grounding_strictness?: ("BALANCED" | "STRICT") | null; + /** + * Guard Name + * @description Name of the Javelin guard to use + */ + guard_name?: string | null; + /** + * Guardrail + * @description The type of guardrail integration to use + */ + guardrail: string; + /** + * Guardrailidentifier + * @description The ID of your guardrail on Bedrock + */ + guardrailIdentifier?: string | null; + /** + * Guardrailversion + * @description The version of your Bedrock guardrail (e.g., DRAFT or version number) + */ + guardrailVersion?: string | null; + /** + * Guardrail Timeout + * @description HTTP timeout in seconds. Default: 5. + */ + guardrail_timeout?: number | null; + /** + * Hallucinations Check + * @description Enable hallucination detection to detect factual inaccuracies. + */ + hallucinations_check?: boolean | null; + /** + * Include Evidence + * @description Include detailed evidence payloads in responses (sets `plr_evidence` header). + * @default true + */ + include_evidence: boolean | null; + /** + * Include Scanners + * @description Include scanner category summaries in responses (sets `plr_scanners` header). + * @default true + */ + include_scanners: boolean | null; + /** + * Is Detector Server + * @description Boolean flag to determine if calling a detector server (True) or the FMS Orchestrator (False). Defaults to True. + * @default true + */ + is_detector_server: boolean | null; + /** + * Keyword Redaction Tag + * @description Tag to use for keyword redaction + */ + keyword_redaction_tag?: string | null; + /** + * Lasso Conversation Id + * @description Conversation ID for the Lasso guardrail + */ + lasso_conversation_id?: string | null; + /** + * Lasso User Id + * @description User ID for the Lasso guardrail + */ + lasso_user_id?: string | null; + /** + * Location + * @description Google Cloud location/region (e.g., us-central1) + */ + location?: string | null; + /** + * Mask + * @description Enable content masking using Lasso classifix API + * @default false + */ + mask: boolean | null; + /** + * Mask Request Content + * @description Will mask request content if guardrail makes any changes + */ + mask_request_content?: boolean | null; + /** + * Mask Response Content + * @description Will mask response content if guardrail makes any changes + */ + mask_response_content?: boolean | null; + /** + * Metadata + * @description Additional metadata to include in the request + */ + metadata?: { + [key: string]: unknown; + } | null; + /** + * Mock Redacted Text + * @description Mock redacted text for testing + */ + mock_redacted_text?: { + [key: string]: unknown; + } | null; + /** + * Mode + * @description When to apply the guardrail (pre_call, post_call, during_call, logging_only) + */ + mode: string | string[] | components["schemas"]["Mode"]; + /** + * Model + * @description Optional field if guardrail requires a 'model' parameter + */ + model?: string | null; + /** + * Monitor Mode + * @description If True, logs violations without blocking. Defaults to False if not provided + */ + monitor_mode?: boolean | null; + /** + * On Disallowed Action + * @description Choose whether disallowed tools block the request or get rewritten out of the payload + * @default block + * @enum {string} + */ + on_disallowed_action: "block" | "rewrite"; + /** + * On Flagged + * @description Action to take when content is flagged: 'block' (raise exception) or 'monitor' (log only) + * @default block + */ + on_flagged: ("block" | "monitor") | null; + /** + * On Flagged Action + * @description Action to take when content is flagged: 'block' (raise exception) or 'monitor' (log only) + * @default monitor + */ + on_flagged_action: string | null; + /** + * On Violation + * @description For /v1/realtime sessions: 'warn' speaks the violation message and continues; 'end_session' speaks the message and closes the connection. + */ + on_violation?: ("warn" | "end_session") | null; + /** @description Optional parameters for the guardrail */ + optional_params?: components["schemas"]["GraySwanGuardrailConfigModelOptionalParams"] | null; + /** + * Output Parse Pii + * @description When True, LiteLLM will replace the masked text with the original text in the response + */ + output_parse_pii?: boolean | null; + /** + * Pangea Input Recipe + * @description Recipe for input (LLM request) + */ + pangea_input_recipe?: string | null; + /** + * Pangea Output Recipe + * @description Recipe for output (LLM response) + */ + pangea_output_recipe?: string | null; + /** + * Pattern Redaction Format + * @description Format string for pattern redaction (use {pattern_name} placeholder) + */ + pattern_redaction_format?: string | null; + /** + * Patterns + * @description List of patterns (prebuilt or custom regex) to detect + */ + patterns?: components["schemas"]["ContentFilterPattern"][] | null; + /** + * Payload + * @description Whether to include payload in the response + * @default true + */ + payload: boolean | null; + /** + * Persist Session + * @description Controls Pillar session persistence (sets `plr_persist` header). Set to False to disable persistence. + */ + persist_session?: boolean | null; + /** + * Pii Check + * @description Enable PII (Personally Identifiable Information) detection. + */ + pii_check?: boolean | null; + /** + * Pii Entities Config + * @description Configuration for PII entity types and actions + */ + pii_entities_config?: { + [key: string]: components["schemas"]["PiiAction"]; + } | null; + /** + * Policy Id + * @description Policy ID for Zscaler AI Guard. Can also be set via ZSCALER_AI_GUARD_POLICY_ID environment variable + */ + policy_id?: number | null; + /** + * Policy Name + * @description The EnkryptAI policy name to use. Sent via x-enkrypt-policy header. + */ + policy_name?: string | null; + /** + * Policy Names + * @description XecGuard policies to apply on each scan. Select one or more of the built-in default policies; if none are selected, the guardrail defaults to System Prompt Enforcement + Harmful Content Protection. + */ + policy_names?: string[] | null; + /** + * Presidio Ad Hoc Recognizers + * @description Path to a JSON file containing ad-hoc recognizers for Presidio + */ + presidio_ad_hoc_recognizers?: string | null; + /** + * Presidio Analyzer Api Base + * @description Base URL for the Presidio analyzer API + */ + presidio_analyzer_api_base?: string | null; + /** + * Presidio Anonymizer Api Base + * @description Base URL for the Presidio anonymizer API + */ + presidio_anonymizer_api_base?: string | null; + /** + * Presidio Entities Deny List + * @description List of entity types to exclude from Presidio detection results. Detections of these types will be silently dropped. Useful for suppressing false positives (e.g., US_DRIVER_LICENSE on coding routes). + */ + presidio_entities_deny_list?: (components["schemas"]["PiiEntityType"] | string)[] | null; + /** + * Presidio Filter Scope + * @description Where to apply Presidio checks: 'input' (user -> model), 'output' (model -> user), or 'both' (default). + */ + presidio_filter_scope?: ("input" | "output" | "both") | null; + /** + * Presidio Language + * @description Language code for Presidio PII analysis (e.g., 'en', 'de', 'es', 'fr') + * @default en + */ + presidio_language: string | null; + /** + * Presidio Run On + * @description Where to apply Presidio checks: input, output, or both (default). + */ + presidio_run_on?: ("input" | "output" | "both") | null; + /** + * Presidio Score Thresholds + * @description Optional per-entity minimum confidence scores for Presidio detections. Entities below the threshold are ignored. + */ + presidio_score_thresholds?: { + [key: string]: number; + } | null; + /** + * Project Id + * @description Project ID for the Lakera AI project + */ + project_id?: string | null; + /** + * Prompt Injections + * @description Enable prompt injection detection. Default check if no evaluation_id and no other checks are specified. + */ + prompt_injections?: boolean | null; + /** + * Realtime Violation Message + * @description The message the bot speaks aloud when a /v1/realtime guardrail fires. Falls back to violation_message_template if not set. + */ + realtime_violation_message?: string | null; + /** + * Rules + * @description Ordered allow/deny rules. Patterns use regex for tool names/types and optional regex constraints on tool arguments. + */ + rules?: components["schemas"]["ToolPermissionRule"][] | null; + /** + * Send User Api Key Alias + * @description Whether to send user_API_key_alias in headers + * @default false + */ + send_user_api_key_alias: boolean | null; + /** + * Send User Api Key Team Id + * @description Whether to send user_API_key_team_id in headers + * @default false + */ + send_user_api_key_team_id: boolean | null; + /** + * Send User Api Key User Id + * @description Whether to send user_API_key_user_id in headers + * @default false + */ + send_user_api_key_user_id: boolean | null; + /** + * Severity Threshold + * @description Minimum severity to block (high, medium, low) + */ + severity_threshold?: string | null; + /** + * Skip System Message In Guardrail + * @description When True, unified guardrails skip system-role messages when building evaluation inputs (texts and structured_messages). When False, system messages are included even if litellm_settings sets a global skip. When None, use the global litellm.skip_system_message_in_guardrail setting. + */ + skip_system_message_in_guardrail?: boolean | null; + /** + * Template Id + * @description The ID of your Model Armor template + */ + template_id?: string | null; + /** + * Tool Selection Quality Check + * @description Enable tool selection quality check to evaluate quality of tool/function calls. + */ + tool_selection_quality_check?: boolean | null; + /** + * Unreachable Fallback + * @description What to do when Akto is unreachable. 'fail_open' = allow, 'fail_closed' = block. + * @default fail_closed + * @enum {string} + */ + unreachable_fallback: "fail_closed" | "fail_open"; + /** + * Use V2 + * @description If True and guardrail='noma', route to the new Noma v2 implementation instead of the legacy implementation. + * @default false + */ + use_v2: boolean | null; + /** + * Verify Ssl + * @description Whether to verify SSL certificates. Defaults to True. + * @default true + */ + verify_ssl: boolean | null; + /** + * Version + * @description Hiddenlayer guardrail version to use. + * @default 2 + */ + version: number | null; + /** + * Violation Message Template + * @description Custom message when a guardrail blocks an action. Supports placeholders like {tool_name}, {rule_id}, and {default_message}. + */ + violation_message_template?: string | null; + /** + * Xecguard Model + * @description XecGuard scanning model identifier. Defaults to 'xecguard_v2'. + */ + xecguard_model?: string | null; + } & { + [key: string]: unknown; + }; + /** + * LitellmUserRoles + * @description Admin Roles: + * PROXY_ADMIN: admin over the platform + * PROXY_ADMIN_VIEW_ONLY: can login, view all own keys, view all spend + * ORG_ADMIN: admin over a specific organization, can create teams, users only within their organization + * + * Internal User Roles: + * INTERNAL_USER: can login, view/create/delete their own keys, view their spend + * INTERNAL_USER_VIEW_ONLY: can login, view their own keys, view their own spend + * + * + * Team Roles: + * TEAM: used for JWT auth + * + * + * Customer Roles: + * CUSTOMER: External users -> these are customers + * @enum {string} + */ + LitellmUserRoles: "proxy_admin" | "proxy_admin_viewer" | "org_admin" | "internal_user" | "internal_user_viewer" | "team" | "customer"; + /** LoggingCallbackStatus */ + LoggingCallbackStatus: { + /** Callbacks */ + callbacks?: string[]; + /** Details */ + details?: string | null; + /** + * Status + * @enum {string} + */ + status?: "healthy" | "unhealthy"; + }; + /** MCPCredentials */ + MCPCredentials: { + /** Auth Value */ + auth_value?: string | null; + /** Aws Access Key Id */ + aws_access_key_id?: string | null; + /** Aws Region Name */ + aws_region_name?: string | null; + /** Aws Role Name */ + aws_role_name?: string | null; + /** Aws Secret Access Key */ + aws_secret_access_key?: string | null; + /** Aws Service Name */ + aws_service_name?: string | null; + /** Aws Session Name */ + aws_session_name?: string | null; + /** Aws Session Token */ + aws_session_token?: string | null; + /** Client Id */ + client_id?: string | null; + /** Client Secret */ + client_secret?: string | null; + /** Scopes */ + scopes?: string[] | null; + }; + /** + * MCPOAuthUserCredentialRequest + * @description Stores a user's OAuth2 token for an OpenAPI MCP server. + */ + MCPOAuthUserCredentialRequest: { + /** Access Token */ + access_token: string; + /** Expires In */ + expires_in?: number | null; + /** Refresh Token */ + refresh_token?: string | null; + /** Scopes */ + scopes?: string[] | null; + }; + /** + * MCPOAuthUserCredentialStatus + * @description Describes whether the calling user has a stored OAuth credential. + */ + MCPOAuthUserCredentialStatus: { + /** Connected At */ + connected_at?: string | null; + /** Expires At */ + expires_at?: string | null; + /** Has Credential */ + has_credential: boolean; + /** + * Is Expired + * @default false + */ + is_expired: boolean; + /** Server Id */ + server_id: string; + }; + /** + * MCPPublicServer + * @description Safe params for public MCP servers + */ + MCPPublicServer: { + /** Alias */ + alias?: string | null; + /** Auth Type */ + auth_type?: ("none" | "api_key" | "bearer_token" | "basic" | "authorization" | "oauth2" | "aws_sigv4" | "token" | "oauth2_token_exchange") | null; + /** Mcp Info */ + mcp_info?: { + [key: string]: unknown; + } | null; + /** Name */ + name: string; + /** Server Id */ + server_id: string; + /** Server Name */ + server_name?: string | null; + /** Spec Path */ + spec_path?: string | null; + /** + * Transport + * @enum {string} + */ + transport: "sse" | "http" | "stdio"; + /** Url */ + url?: string | null; + }; + /** + * MCPSemanticFilterSettings + * @description Configuration for MCP Semantic Tool Filter + */ + MCPSemanticFilterSettings: { + /** + * Embedding Model + * @description Embedding model to use for semantic similarity (e.g., 'text-embedding-3-small', 'text-embedding-ada-002') + * @default text-embedding-3-small + */ + embedding_model: string; + /** + * Enabled + * @description Enable semantic filtering of MCP tools based on query relevance + * @default false + */ + enabled: boolean; + /** + * Similarity Threshold + * @description Minimum similarity score for tool inclusion (0.0 to 1.0, where 1.0 = exact match) + * @default 0.3 + */ + similarity_threshold: number; + /** + * Top K + * @description Number of most relevant tools to return + * @default 10 + */ + top_k: number; + }; + /** + * MCPSemanticFilterSettingsResponse + * @description Response model for MCP semantic filter settings + */ + MCPSemanticFilterSettingsResponse: { + /** Field Schema */ + field_schema: { + [key: string]: unknown; + }; + /** Values */ + values: { + [key: string]: unknown; + }; + }; + /** MCPSubmissionsSummary */ + MCPSubmissionsSummary: { + /** Active */ + active: number; + /** Items */ + items: components["schemas"]["LiteLLM_MCPServerTable"][]; + /** Pending Review */ + pending_review: number; + /** Rejected */ + rejected: number; + /** Total */ + total: number; + }; + /** MCPToolsetTool */ + MCPToolsetTool: { + /** Server Id */ + server_id: string; + /** Tool Name */ + tool_name: string; + }; + /** + * MCPUserCredentialListItem + * @description One entry in the /user-credentials list. + */ + MCPUserCredentialListItem: { + /** Alias */ + alias?: string | null; + /** Connected At */ + connected_at?: string | null; + /** Credential Type */ + credential_type: string; + /** Expires At */ + expires_at?: string | null; + /** Has Credential */ + has_credential: boolean; + /** Server Id */ + server_id: string; + /** Server Name */ + server_name?: string | null; + }; + /** MCPUserCredentialRequest */ + MCPUserCredentialRequest: { + /** Credential */ + credential: string; + /** + * Save + * @default true + */ + save: boolean; + }; + /** MCPUserCredentialResponse */ + MCPUserCredentialResponse: { + /** Has Credential */ + has_credential: boolean; + /** Server Id */ + server_id: string; + }; + /** MakeAgentsPublicRequest */ + MakeAgentsPublicRequest: { + /** Agent Ids */ + agent_ids: string[]; + }; + /** MakeMCPServersPublicRequest */ + MakeMCPServersPublicRequest: { + /** Mcp Server Ids */ + mcp_server_ids: string[]; + }; + /** Member */ + Member: { + /** + * Role + * @description The role of the user within the team. 'admin' users can manage team settings and members, 'user' is a regular team member + * @enum {string} + */ + role: "admin" | "user"; + /** + * User Email + * @description The email address of the user to add. Either user_id or user_email must be provided + */ + user_email?: string | null; + /** + * User Id + * @description The unique ID of the user to add. Either user_id or user_email must be provided + */ + user_id?: string | null; + }; + /** MemoryCreateRequest */ + MemoryCreateRequest: { + /** + * Key + * @description Memory key (acts as the namespace in the URL). + */ + key: string; + /** + * Metadata + * @description Optional JSON metadata (tags, structured fields). + */ + metadata?: unknown | null; + /** + * Team Id + * @description Scope to this team. Defaults to the caller's team_id. + */ + team_id?: string | null; + /** + * User Id + * @description Scope to this user. Defaults to the caller's user_id. + */ + user_id?: string | null; + /** + * Value + * @description Memory content. Typically markdown/text for LLM context. + */ + value: string; + }; + /** MemoryDeleteResponse */ + MemoryDeleteResponse: { + /** Deleted */ + deleted: boolean; + /** Key */ + key: string; + }; + /** MemoryListResponse */ + MemoryListResponse: { + /** Memories */ + memories: components["schemas"]["LiteLLM_MemoryRow"][]; + /** Total */ + total: number; + }; + /** MemoryUpdateRequest */ + MemoryUpdateRequest: { + /** Metadata */ + metadata?: unknown | null; + /** Team Id */ + team_id?: string | null; + /** User Id */ + user_id?: string | null; + /** Value */ + value?: string | null; + }; + /** Message */ + Message: { + /** Annotations */ + annotations?: components["schemas"]["ChatCompletionAnnotation"][] | null; + audio?: components["schemas"]["ChatCompletionAudioResponse"] | null; + /** Content */ + content: string | null; + function_call: components["schemas"]["FunctionCall"] | null; + /** Images */ + images?: components["schemas"]["ImageURLListItem"][] | null; + /** Provider Specific Fields */ + provider_specific_fields?: { + [key: string]: unknown; + } | null; + /** Reasoning Content */ + reasoning_content?: string | null; + /** Reasoning Items */ + reasoning_items?: components["schemas"]["ChatCompletionReasoningItem"][] | null; + /** + * Role + * @enum {string} + */ + role: "assistant" | "user" | "system" | "tool" | "function"; + /** Thinking Blocks */ + thinking_blocks?: (components["schemas"]["ChatCompletionThinkingBlock"] | components["schemas"]["ChatCompletionRedactedThinkingBlock"])[] | null; + /** Tool Calls */ + tool_calls: components["schemas"]["ChatCompletionMessageToolCall"][] | null; + } & { + [key: string]: unknown; + }; + /** MetricWithMetadata */ + MetricWithMetadata: { + /** Api Key Breakdown */ + api_key_breakdown?: { + [key: string]: components["schemas"]["KeyMetricWithMetadata"]; + }; + /** Metadata */ + metadata?: { + [key: string]: unknown; + }; + metrics: components["schemas"]["SpendMetrics"]; + }; + /** Mode */ + Mode: { + /** + * Default + * @description Default mode when no tags match + */ + default?: string | string[] | null; + /** + * Tags + * @description Tags for the guardrail mode + */ + tags: { + [key: string]: string | string[]; + }; + }; + /** ModelGroupInfoProxy */ + ModelGroupInfoProxy: { + /** Configurable Clientside Auth Params */ + configurable_clientside_auth_params?: (string | components["schemas"]["ConfigurableClientsideParamsCustomAuth-Output"])[] | null; + /** Health Checked At */ + health_checked_at?: string | null; + /** Health Response Time */ + health_response_time?: number | null; + /** Health Status */ + health_status?: string | null; + /** Input Cost Per Pixel */ + input_cost_per_pixel?: number | null; + /** Input Cost Per Token */ + input_cost_per_token?: number | null; + /** + * Is Public Model Group + * @default false + */ + is_public_model_group: boolean; + /** Max Input Tokens */ + max_input_tokens?: number | null; + /** Max Output Tokens */ + max_output_tokens?: number | null; + /** + * Mode + * @default chat + */ + mode: string | ("chat" | "embedding" | "completion" | "image_generation" | "audio_transcription" | "rerank" | "moderations") | null; + /** Model Group */ + model_group: string; + /** Output Cost Per Token */ + output_cost_per_token?: number | null; + /** Providers */ + providers: string[]; + /** Rpm */ + rpm?: number | null; + /** + * Supported Openai Params + * @default [] + */ + supported_openai_params: string[] | null; + /** + * Supports Function Calling + * @default false + */ + supports_function_calling: boolean; + /** + * Supports Parallel Function Calling + * @default false + */ + supports_parallel_function_calling: boolean; + /** + * Supports Reasoning + * @default false + */ + supports_reasoning: boolean; + /** + * Supports Url Context + * @default false + */ + supports_url_context: boolean; + /** + * Supports Vision + * @default false + */ + supports_vision: boolean; + /** + * Supports Web Search + * @default false + */ + supports_web_search: boolean; + /** Tpm */ + tpm?: number | null; + }; + /** ModelInfo */ + ModelInfo: { + /** Base Model */ + base_model?: string | null; + /** Blocked */ + blocked?: boolean | null; + /** Created At */ + created_at?: string | null; + /** Created By */ + created_by?: string | null; + /** + * Db Model + * @default false + */ + db_model: boolean; + /** Id */ + id: string | null; + /** Team Id */ + team_id?: string | null; + /** Team Public Model Name */ + team_public_model_name?: string | null; + /** Tier */ + tier?: ("free" | "paid") | null; + /** Updated At */ + updated_at?: string | null; + /** Updated By */ + updated_by?: string | null; + } & { + [key: string]: unknown; + }; + /** ModelInfoDelete */ + ModelInfoDelete: { + /** Id */ + id: string; + }; + /** ModelResponse */ + ModelResponse: { + /** Choices */ + choices: components["schemas"]["Choices"][]; + /** Created */ + created: number; + /** Id */ + id: string; + /** Model */ + model?: string | null; + /** Object */ + object: string; + /** System Fingerprint */ + system_fingerprint?: string | null; + } & { + [key: string]: unknown; + }; + /** + * MutualTLSSecurityScheme + * @description Defines a security scheme using mTLS authentication. + */ + MutualTLSSecurityScheme: { + /** Description */ + description?: string | null; + /** + * Type + * @constant + */ + type: "mutualTLS"; + }; + /** + * NewCustomerRequest + * @description Create a new customer, allocate a budget to them + */ + NewCustomerRequest: { + /** Alias */ + alias?: string | null; + /** Allowed Model Region */ + allowed_model_region?: ("eu" | "us") | null; + /** + * Blocked + * @default false + */ + blocked: boolean; + /** + * Budget Duration + * @description Max duration budget should be set for (e.g. '1hr', '1d', '28d') + */ + budget_duration?: string | null; + /** Budget Id */ + budget_id?: string | null; + /** + * Budget Reset At + * @description Datetime when the budget is reset + */ + budget_reset_at?: string | null; + /** Default Model */ + default_model?: string | null; + /** + * Max Budget + * @description Requests will fail if this budget (in USD) is exceeded. + */ + max_budget?: number | null; + /** + * Max Parallel Requests + * @description Max concurrent requests allowed for this budget id. + */ + max_parallel_requests?: number | null; + /** + * Model Max Budget + * @description Max budget for each model (e.g. {'gpt-4o': {'max_budget': '0.0000001', 'budget_duration': '1d', 'tpm_limit': 1000, 'rpm_limit': 1000}}) + */ + model_max_budget?: { + [key: string]: components["schemas"]["BudgetConfig"]; + } | null; + object_permission?: components["schemas"]["LiteLLM_ObjectPermissionBase"] | null; + /** + * Rpm Limit + * @description Max requests per minute, allowed for this budget id. + */ + rpm_limit?: number | null; + /** + * Soft Budget + * @description Requests will NOT fail if this is exceeded. Will fire alerting though. + */ + soft_budget?: number | null; + /** Spend */ + spend?: number | null; + /** + * Tpm Limit + * @description Max tokens per minute, allowed for this budget id. + */ + tpm_limit?: number | null; + /** User Id */ + user_id: string; + }; + /** NewMCPServerRequest */ + NewMCPServerRequest: { + /** Alias */ + alias?: string | null; + /** + * Allow All Keys + * @default false + */ + allow_all_keys: boolean; + /** Allowed Tools */ + allowed_tools?: string[] | null; + /** + * Approval Status + * @description Server-managed: set by the endpoint; caller values are overridden. + */ + approval_status?: string | null; + /** Args */ + args?: string[]; + /** Auth Type */ + auth_type?: ("none" | "api_key" | "bearer_token" | "basic" | "authorization" | "oauth2" | "aws_sigv4" | "token") | null; + /** Authorization Url */ + authorization_url?: string | null; + /** + * Available On Public Internet + * @default true + */ + available_on_public_internet: boolean; + /** Byok Api Key Help Url */ + byok_api_key_help_url?: string | null; + /** Byok Description */ + byok_description?: string[]; + /** Command */ + command?: string | null; + credentials?: components["schemas"]["MCPCredentials"] | null; + /** Description */ + description?: string | null; + /** Env */ + env?: { + [key: string]: string; + }; + /** Extra Headers */ + extra_headers?: string[] | null; + /** Instructions */ + instructions?: string | null; + /** + * Is Byok + * @default false + */ + is_byok: boolean; + /** Mcp Access Groups */ + mcp_access_groups?: string[]; + /** Mcp Info */ + mcp_info?: { + [key: string]: unknown; + } | null; + /** Oauth2 Flow */ + oauth2_flow?: ("client_credentials" | "authorization_code") | null; + /** Registration Url */ + registration_url?: string | null; + /** Server Id */ + server_id?: string | null; + /** Server Name */ + server_name?: string | null; + /** Source Url */ + source_url?: string | null; + /** Spec Path */ + spec_path?: string | null; + /** Static Headers */ + static_headers?: { + [key: string]: string; + } | null; + /** + * Submitted At + * @description Server-managed: set by the endpoint; caller values are overridden. + */ + submitted_at?: string | null; + /** + * Submitted By + * @description Server-managed: set by the endpoint; caller values are overridden. + */ + submitted_by?: string | null; + /** Token Url */ + token_url?: string | null; + /** Tool Name To Description */ + tool_name_to_description?: { + [key: string]: string; + } | null; + /** Tool Name To Display Name */ + tool_name_to_display_name?: { + [key: string]: string; + } | null; + /** + * Transport + * @default sse + * @enum {string} + */ + transport: "sse" | "http" | "stdio"; + /** Url */ + url?: string | null; + }; + /** NewMCPToolsetRequest */ + NewMCPToolsetRequest: { + /** Description */ + description?: string | null; + /** + * Tools + * @default [] + */ + tools: components["schemas"]["MCPToolsetTool"][]; + /** Toolset Name */ + toolset_name: string; + }; + /** NewModelGroupRequest */ + NewModelGroupRequest: { + /** Access Group */ + access_group: string; + /** Model Ids */ + model_ids?: string[] | null; + /** Model Names */ + model_names?: string[] | null; + }; + /** NewModelGroupResponse */ + NewModelGroupResponse: { + /** Access Group */ + access_group: string; + /** Model Ids */ + model_ids?: string[] | null; + /** Model Names */ + model_names?: string[] | null; + /** Models Updated */ + models_updated: number; + }; + /** NewOrganizationRequest */ + NewOrganizationRequest: { + /** Allowed Models */ + allowed_models?: string[] | null; + /** Budget Duration */ + budget_duration?: string | null; + /** Budget Id */ + budget_id?: string | null; + /** Max Budget */ + max_budget?: number | null; + /** Max Parallel Requests */ + max_parallel_requests?: number | null; + /** Metadata */ + metadata?: { + [key: string]: unknown; + } | null; + /** Model Max Budget */ + model_max_budget?: { + [key: string]: unknown; + } | null; + /** Model Rpm Limit */ + model_rpm_limit?: { + [key: string]: number; + } | null; + /** Model Tpm Limit */ + model_tpm_limit?: { + [key: string]: number; + } | null; + /** + * Models + * @default [] + */ + models: unknown[]; + object_permission?: components["schemas"]["LiteLLM_ObjectPermissionBase"] | null; + /** Organization Alias */ + organization_alias: string; + /** Organization Id */ + organization_id?: string | null; + /** Rpm Limit */ + rpm_limit?: number | null; + /** Soft Budget */ + soft_budget?: number | null; + /** Tpm Limit */ + tpm_limit?: number | null; + }; + /** NewOrganizationResponse */ + NewOrganizationResponse: { + /** Budget Id */ + budget_id: string; + /** + * Created At + * Format: date-time + */ + created_at: string; + /** Created By */ + created_by: string; + litellm_budget_table?: components["schemas"]["LiteLLM_BudgetTable"] | null; + /** Metadata */ + metadata?: { + [key: string]: unknown; + } | null; + /** Models */ + models: string[]; + object_permission?: components["schemas"]["LiteLLM_ObjectPermissionTable"] | null; + /** Object Permission Id */ + object_permission_id?: string | null; + /** Organization Alias */ + organization_alias?: string | null; + /** Organization Id */ + organization_id: string; + /** + * Spend + * @default 0 + */ + spend: number; + /** + * Updated At + * Format: date-time + */ + updated_at: string; + /** Updated By */ + updated_by: string; + /** Users */ + users?: components["schemas"]["LiteLLM_UserTable"][] | null; + }; + /** + * NewProjectRequest + * @description Request model for POST /project/new + */ + NewProjectRequest: { + /** Allowed Models */ + allowed_models?: string[] | null; + /** + * Blocked + * @default false + */ + blocked: boolean; + /** Budget Duration */ + budget_duration?: string | null; + /** Budget Id */ + budget_id?: string | null; + /** Description */ + description?: string | null; + /** Guardrails */ + guardrails?: string[] | null; + /** Max Budget */ + max_budget?: number | null; + /** Max Parallel Requests */ + max_parallel_requests?: number | null; + /** Metadata */ + metadata?: { + [key: string]: unknown; + } | null; + /** Model Max Budget */ + model_max_budget?: { + [key: string]: unknown; + } | null; + /** Model Rpm Limit */ + model_rpm_limit?: { + [key: string]: unknown; + } | null; + /** Model Tpm Limit */ + model_tpm_limit?: { + [key: string]: unknown; + } | null; + /** + * Models + * @default [] + */ + models: string[]; + object_permission?: components["schemas"]["LiteLLM_ObjectPermissionBase"] | null; + /** Policies */ + policies?: string[] | null; + /** Project Alias */ + project_alias?: string | null; + /** Project Id */ + project_id?: string | null; + /** Rpm Limit */ + rpm_limit?: number | null; + /** Soft Budget */ + soft_budget?: number | null; + /** Tags */ + tags?: string[] | null; + /** Team Id */ + team_id: string; + /** Tpm Limit */ + tpm_limit?: number | null; + }; + /** + * NewProjectResponse + * @description Response model for POST /project/new + */ + NewProjectResponse: { + /** + * Blocked + * @default false + */ + blocked: boolean; + /** Budget Id */ + budget_id?: string | null; + /** + * Created At + * Format: date-time + */ + created_at: string; + /** Created By */ + created_by: string; + /** Description */ + description?: string | null; + litellm_budget_table?: components["schemas"]["LiteLLM_BudgetTable"] | null; + /** Metadata */ + metadata?: { + [key: string]: unknown; + } | null; + /** Model Rpm Limit */ + model_rpm_limit?: { + [key: string]: unknown; + } | null; + /** Model Spend */ + model_spend?: { + [key: string]: unknown; + } | null; + /** Model Tpm Limit */ + model_tpm_limit?: { + [key: string]: unknown; + } | null; + /** + * Models + * @default [] + */ + models: string[]; + object_permission?: components["schemas"]["LiteLLM_ObjectPermissionTable"] | null; + /** Object Permission Id */ + object_permission_id?: string | null; + /** Project Alias */ + project_alias?: string | null; + /** Project Id */ + project_id: string; + /** + * Spend + * @default 0 + */ + spend: number; + /** Team Id */ + team_id?: string | null; + /** + * Updated At + * Format: date-time + */ + updated_at: string; + /** Updated By */ + updated_by: string; + }; + /** NewTeamRequest */ + NewTeamRequest: { + /** Access Group Ids */ + access_group_ids?: string[] | null; + /** + * Admins + * @default [] + */ + admins: unknown[]; + /** Allowed Passthrough Routes */ + allowed_passthrough_routes?: unknown[] | null; + /** Allowed Vector Store Indexes */ + allowed_vector_store_indexes?: components["schemas"]["AllowedVectorStoreIndexItem"][] | null; + /** + * Blocked + * @default false + */ + blocked: boolean; + /** Budget Duration */ + budget_duration?: string | null; + /** Budget Limits */ + budget_limits?: components["schemas"]["BudgetLimitEntry"][] | null; + /** Default Team Member Models */ + default_team_member_models?: string[] | null; + /** Disable Global Guardrails */ + disable_global_guardrails?: boolean | null; + /** Enforced Batch Output Expires After */ + enforced_batch_output_expires_after?: { + [key: string]: unknown; + } | null; + /** Enforced File Expires After */ + enforced_file_expires_after?: { + [key: string]: unknown; + } | null; + /** Guardrails */ + guardrails?: string[] | null; + /** Max Budget */ + max_budget?: number | null; + /** Mcp Rpm Limit */ + mcp_rpm_limit?: { + [key: string]: number; + } | null; + /** + * Members + * @default [] + */ + members: unknown[]; + /** + * Members With Roles + * @default [] + */ + members_with_roles: components["schemas"]["Member"][]; + /** Metadata */ + metadata?: { + [key: string]: unknown; + } | null; + /** Model Aliases */ + model_aliases?: { + [key: string]: unknown; + } | null; + /** Model Rpm Limit */ + model_rpm_limit?: { + [key: string]: number; + } | null; + /** Model Tpm Limit */ + model_tpm_limit?: { + [key: string]: number; + } | null; + /** + * Models + * @default [] + */ + models: unknown[]; + object_permission?: components["schemas"]["LiteLLM_ObjectPermissionBase"] | null; + /** Organization Id */ + organization_id?: string | null; + /** Policies */ + policies?: string[] | null; + /** Prompts */ + prompts?: string[] | null; + /** Router Settings */ + router_settings?: { + [key: string]: unknown; + } | null; + /** Rpm Limit */ + rpm_limit?: number | null; + /** Rpm Limit Type */ + rpm_limit_type?: ("guaranteed_throughput" | "best_effort_throughput") | null; + /** Secret Manager Settings */ + secret_manager_settings?: { + [key: string]: unknown; + } | null; + /** Soft Budget */ + soft_budget?: number | null; + /** Tags */ + tags?: unknown[] | null; + /** Team Alias */ + team_alias?: string | null; + /** Team Id */ + team_id?: string | null; + /** Team Member Budget */ + team_member_budget?: number | null; + /** Team Member Budget Duration */ + team_member_budget_duration?: string | null; + /** Team Member Key Duration */ + team_member_key_duration?: string | null; + /** Team Member Permissions */ + team_member_permissions?: string[] | null; + /** Team Member Rpm Limit */ + team_member_rpm_limit?: number | null; + /** Team Member Tpm Limit */ + team_member_tpm_limit?: number | null; + /** Tpm Limit */ + tpm_limit?: number | null; + /** Tpm Limit Type */ + tpm_limit_type?: ("guaranteed_throughput" | "best_effort_throughput") | null; + }; + /** NewUserRequest */ + NewUserRequest: { + /** Agent Id */ + agent_id?: string | null; + /** + * Aliases + * @default {} + */ + aliases: { + [key: string]: unknown; + } | null; + /** + * Allowed Cache Controls + * @default [] + */ + allowed_cache_controls: unknown[] | null; + /** + * Auto Create Key + * @default true + */ + auto_create_key: boolean; + /** Blocked */ + blocked?: boolean | null; + /** Budget Duration */ + budget_duration?: string | null; + /** Budget Limits */ + budget_limits?: components["schemas"]["BudgetLimitEntry"][] | null; + /** + * Config + * @default {} + */ + config: { + [key: string]: unknown; + } | null; + /** Duration */ + duration?: string | null; + /** Guardrails */ + guardrails?: string[] | null; + /** Key Alias */ + key_alias?: string | null; + /** Max Budget */ + max_budget?: number | null; + /** Max Parallel Requests */ + max_parallel_requests?: number | null; + /** Mcp Rpm Limit */ + mcp_rpm_limit?: { + [key: string]: number; + } | null; + /** + * Metadata + * @default {} + */ + metadata: { + [key: string]: unknown; + } | null; + /** + * Model Max Budget + * @default {} + */ + model_max_budget: { + [key: string]: unknown; + } | null; + /** Model Rpm Limit */ + model_rpm_limit?: { + [key: string]: unknown; + } | null; + /** Model Tpm Limit */ + model_tpm_limit?: { + [key: string]: unknown; + } | null; + /** + * Models + * @default [] + */ + models: unknown[] | null; + object_permission?: components["schemas"]["LiteLLM_ObjectPermissionBase"] | null; + /** Organizations */ + organizations?: string[] | null; + /** + * Permissions + * @default {} + */ + permissions: { + [key: string]: unknown; + } | null; + /** Policies */ + policies?: string[] | null; + /** Prompts */ + prompts?: string[] | null; + /** Rpm Limit */ + rpm_limit?: number | null; + /** Send Invite Email */ + send_invite_email?: boolean | null; + /** + * Spend + * @default 0 + */ + spend: number | null; + /** Sso User Id */ + sso_user_id?: string | null; + /** Team Id */ + team_id?: string | null; + /** Teams */ + teams?: string[] | components["schemas"]["NewUserRequestTeam"][] | null; + /** Tpm Limit */ + tpm_limit?: number | null; + /** User Alias */ + user_alias?: string | null; + /** User Email */ + user_email?: string | null; + /** User Id */ + user_id?: string | null; + /** User Role */ + user_role?: ("proxy_admin" | "proxy_admin_viewer" | "internal_user" | "internal_user_viewer") | null; + }; + /** NewUserRequestTeam */ + NewUserRequestTeam: { + /** Max Budget In Team */ + max_budget_in_team?: number | null; + /** Team Id */ + team_id: string; + /** + * User Role + * @default user + * @enum {string} + */ + user_role: "user" | "admin"; + }; + /** NewUserResponse */ + NewUserResponse: { + /** Access Group Ids */ + access_group_ids?: string[] | null; + /** Agent Id */ + agent_id?: string | null; + /** + * Aliases + * @default {} + */ + aliases: { + [key: string]: unknown; + } | null; + /** + * Allowed Cache Controls + * @default [] + */ + allowed_cache_controls: unknown[] | null; + /** Allowed Passthrough Routes */ + allowed_passthrough_routes?: unknown[] | null; + /** + * Allowed Routes + * @default [] + */ + allowed_routes: unknown[] | null; + /** Allowed Vector Store Indexes */ + allowed_vector_store_indexes?: components["schemas"]["AllowedVectorStoreIndexItem"][] | null; + /** Blocked */ + blocked?: boolean | null; + /** Budget Duration */ + budget_duration?: string | null; + /** Budget Id */ + budget_id?: string | null; + /** Budget Limits */ + budget_limits?: components["schemas"]["BudgetLimitEntry"][] | null; + /** + * Config + * @default {} + */ + config: { + [key: string]: unknown; + } | null; + /** Created At */ + created_at?: string | null; + /** Created By */ + created_by?: string | null; + /** Disable Global Guardrails */ + disable_global_guardrails?: boolean | null; + /** Duration */ + duration?: string | null; + /** Enforced Params */ + enforced_params?: string[] | null; + /** Expires */ + expires?: string | null; + /** Guardrails */ + guardrails?: string[] | null; + /** Key */ + key: string; + /** Key Alias */ + key_alias?: string | null; + /** Key Name */ + key_name?: string | null; + /** Litellm Budget Table */ + litellm_budget_table?: unknown | null; + /** Max Budget */ + max_budget?: number | null; + /** Max Parallel Requests */ + max_parallel_requests?: number | null; + /** Mcp Rpm Limit */ + mcp_rpm_limit?: { + [key: string]: number; + } | null; + /** + * Metadata + * @default {} + */ + metadata: { + [key: string]: unknown; + } | null; + /** Model Max Budget */ + model_max_budget?: { + [key: string]: unknown; + } | null; + /** Model Rpm Limit */ + model_rpm_limit?: { + [key: string]: unknown; + } | null; + /** Model Tpm Limit */ + model_tpm_limit?: { + [key: string]: unknown; + } | null; + /** + * Models + * @default [] + */ + models: unknown[] | null; + object_permission?: components["schemas"]["LiteLLM_ObjectPermissionBase"] | null; + /** Organization Id */ + organization_id?: string | null; + /** + * Permissions + * @default {} + */ + permissions: { + [key: string]: unknown; + } | null; + /** Policies */ + policies?: string[] | null; + /** Project Id */ + project_id?: string | null; + /** Prompts */ + prompts?: string[] | null; + router_settings?: components["schemas"]["UpdateRouterConfig"] | null; + /** Rpm Limit */ + rpm_limit?: number | null; + /** Rpm Limit Type */ + rpm_limit_type?: ("guaranteed_throughput" | "best_effort_throughput" | "dynamic") | null; + /** + * Spend + * @default 0 + */ + spend: number | null; + /** Tags */ + tags?: string[] | null; + /** Team Id */ + team_id?: string | null; + /** Teams */ + teams?: unknown[] | null; + /** Token */ + token?: string | null; + /** Token Id */ + token_id?: string | null; + /** Tpm Limit */ + tpm_limit?: number | null; + /** Tpm Limit Type */ + tpm_limit_type?: ("guaranteed_throughput" | "best_effort_throughput" | "dynamic") | null; + /** Updated At */ + updated_at?: string | null; + /** Updated By */ + updated_by?: string | null; + /** User Alias */ + user_alias?: string | null; + /** User Email */ + user_email?: string | null; + /** User Id */ + user_id?: string | null; + /** User Role */ + user_role?: ("proxy_admin" | "proxy_admin_viewer" | "internal_user" | "internal_user_viewer") | null; + }; + /** + * OAuth2SecurityScheme + * @description Defines a security scheme using OAuth 2.0. + */ + OAuth2SecurityScheme: { + /** Description */ + description?: string | null; + flows: components["schemas"]["OAuthFlows"]; + /** Oauth2Metadataurl */ + oauth2MetadataUrl: string | null; + /** + * Type + * @constant + */ + type: "oauth2"; + }; + /** + * OAuthFlows + * @description Defines the configuration for the supported OAuth 2.0 flows. + */ + OAuthFlows: { + /** Authorizationcode */ + authorizationCode?: { + [key: string]: unknown; + } | null; + /** Clientcredentials */ + clientCredentials?: { + [key: string]: unknown; + } | null; + /** Implicit */ + implicit?: { + [key: string]: unknown; + } | null; + /** Password */ + password?: { + [key: string]: unknown; + } | null; + }; + /** + * OpenIdConnectSecurityScheme + * @description Defines a security scheme using OpenID Connect. + */ + OpenIdConnectSecurityScheme: { + /** Description */ + description?: string | null; + /** Openidconnecturl */ + openIdConnectUrl: string; + /** + * Type + * @constant + */ + type: "openIdConnect"; + }; + /** OrgMember */ + OrgMember: { + /** + * Role + * @enum {string} + */ + role: "org_admin" | "internal_user" | "internal_user_viewer"; + /** + * User Email + * @description The email address of the user to add. Either user_id or user_email must be provided + */ + user_email?: string | null; + /** + * User Id + * @description The unique ID of the user to add. Either user_id or user_email must be provided + */ + user_id?: string | null; + }; + /** OrganizationAddMemberResponse */ + OrganizationAddMemberResponse: { + /** Organization Id */ + organization_id: string; + /** Updated Organization Memberships */ + updated_organization_memberships: components["schemas"]["LiteLLM_OrganizationMembershipTable"][]; + /** Updated Users */ + updated_users: components["schemas"]["LiteLLM_UserTable"][]; + }; + /** OrganizationMemberAddRequest */ + OrganizationMemberAddRequest: { + /** Max Budget In Organization */ + max_budget_in_organization?: number | null; + /** Member */ + member: components["schemas"]["OrgMember"][] | components["schemas"]["OrgMember"]; + /** Organization Id */ + organization_id: string; + }; + /** OrganizationMemberDeleteRequest */ + OrganizationMemberDeleteRequest: { + /** Organization Id */ + organization_id: string; + /** User Email */ + user_email?: string | null; + /** User Id */ + user_id?: string | null; + }; + /** OrganizationMemberUpdateRequest */ + OrganizationMemberUpdateRequest: { + /** Max Budget In Organization */ + max_budget_in_organization?: number | null; + /** Organization Id */ + organization_id: string; + role?: components["schemas"]["LitellmUserRoles"] | null; + /** User Email */ + user_email?: string | null; + /** User Id */ + user_id?: string | null; + }; + /** OrganizationRequest */ + OrganizationRequest: { + /** Organizations */ + organizations: string[]; + }; + /** + * PaginatedAuditLogResponse + * @description Response model for paginated audit logs + */ + PaginatedAuditLogResponse: { + /** Audit Logs */ + audit_logs: components["schemas"]["AuditLogResponse"][]; + /** + * Page + * @description Current page number + */ + page: number; + /** + * Page Size + * @description Number of items per page + */ + page_size: number; + /** + * Total + * @description Total number of audit logs matching the filters + */ + total: number; + /** + * Total Pages + * @description Total number of pages + */ + total_pages: number; + }; + /** PassThroughEndpointResponse */ + PassThroughEndpointResponse: { + /** Endpoints */ + endpoints: components["schemas"]["PassThroughGenericEndpoint"][]; + }; + /** PassThroughGenericEndpoint */ + PassThroughGenericEndpoint: { + /** + * Auth + * @description Whether authentication is required for the pass-through endpoint. Defaults to True so a pass-through silently created without an explicit value still requires a valid LiteLLM API key — set to False only if the endpoint is meant to be a public forwarder (e.g. an unauthenticated webhook target). + * @default true + */ + auth: boolean; + /** + * Cost Per Request + * @description The USD cost per request to the target endpoint. This is used to calculate the cost of the request to the target endpoint. + * @default 0 + */ + cost_per_request: number; + /** + * Default Query Params + * @description Key-value pairs of default query parameters to be sent with every request to this endpoint. These can be overridden by client-provided query parameters. For example: {'key': 'default_value', 'api_version': '2023-01'} + * @default {} + */ + default_query_params: { + [key: string]: unknown; + }; + /** + * Guardrails + * @description Guardrails configuration for this passthrough endpoint. Dict keys are guardrail names, values are optional settings for field targeting. When set, all org/team/key level guardrails will also execute. Defaults to None (no guardrails execute). + */ + guardrails?: { + [key: string]: components["schemas"]["PassThroughGuardrailSettings"] | null; + } | null; + /** + * Headers + * @description Key-value pairs of headers to be forwarded with the request. You can set any key value pair here and it will be forwarded to your target endpoint + * @default {} + */ + headers: { + [key: string]: unknown; + }; + /** + * Id + * @description Optional unique identifier for the pass-through endpoint. If not provided, endpoints will be identified by path for backwards compatibility. + */ + id?: string | null; + /** + * Include Subpath + * @description If True, requests to subpaths of the path will be forwarded to the target endpoint. For example, if the path is /bria and include_subpath is True, requests to /bria/v1/text-to-image/base/2.3 will be forwarded to the target endpoint. + * @default false + */ + include_subpath: boolean; + /** + * Is From Config + * @description True if this endpoint is defined in the config file, False if from DB. Config-defined endpoints cannot be edited via the UI. + * @default false + */ + is_from_config: boolean; + /** + * Methods + * @description List of HTTP methods this endpoint handles (e.g., ['GET', 'POST']). If None or empty, all methods (GET, POST, PUT, DELETE, PATCH) are supported for backward compatibility. This allows the same path to have different targets for different HTTP methods. + */ + methods?: string[] | null; + /** + * Path + * @description The route to be added to the LiteLLM Proxy Server. + */ + path: string; + /** + * Target + * @description The URL to which requests for this path should be forwarded. + */ + target: string; + }; + /** + * PassThroughGuardrailSettings + * @description Settings for a specific guardrail on a passthrough endpoint. + * + * Allows field-level targeting for guardrail execution. + */ + PassThroughGuardrailSettings: { + /** + * Request Fields + * @description JSONPath expressions for input field targeting (pre_call). Examples: 'query', 'documents[*].text', 'messages[*].content'. If not specified, guardrail runs on entire request payload. + */ + request_fields?: string[] | null; + /** + * Response Fields + * @description JSONPath expressions for output field targeting (post_call). Examples: 'results[*].text', 'output'. If not specified, guardrail runs on entire response payload. + */ + response_fields?: string[] | null; + }; + /** PatchAgentRequest */ + PatchAgentRequest: { + agent_card_params?: components["schemas"]["AgentCard"]; + /** Agent Name */ + agent_name?: string; + /** Extra Headers */ + extra_headers?: string[] | null; + /** Litellm Params */ + litellm_params?: { + [key: string]: unknown; + }; + object_permission?: components["schemas"]["AgentObjectPermission"]; + /** Rpm Limit */ + rpm_limit?: number | null; + /** Session Rpm Limit */ + session_rpm_limit?: number | null; + /** Session Tpm Limit */ + session_tpm_limit?: number | null; + /** Static Headers */ + static_headers?: { + [key: string]: string; + } | null; + /** Tpm Limit */ + tpm_limit?: number | null; + }; + /** PatchGuardrailRequest */ + PatchGuardrailRequest: { + /** Guardrail Info */ + guardrail_info?: { + [key: string]: unknown; + } | null; + /** Guardrail Name */ + guardrail_name?: string | null; + litellm_params?: components["schemas"]["BaseLitellmParams-Input"] | null; + }; + /** PatchPromptRequest */ + PatchPromptRequest: { + litellm_params?: components["schemas"]["PromptLiteLLMParams"] | null; + prompt_info?: components["schemas"]["PromptInfo"] | null; + }; + /** + * PerTestingCriteriaResult + * @description Results for a specific testing criteria + */ + PerTestingCriteriaResult: { + /** Average Score */ + average_score?: number | null; + result_counts: components["schemas"]["ResultCounts"]; + /** Testing Criteria Index */ + testing_criteria_index: number; + }; + /** + * PerUserAnalyticsResponse + * @description Response for per-user analytics + */ + PerUserAnalyticsResponse: { + /** Page */ + page: number; + /** Page Size */ + page_size: number; + /** Results */ + results: components["schemas"]["PerUserMetrics"][]; + /** Total Count */ + total_count: number; + /** Total Pages */ + total_pages: number; + }; + /** + * PerUserMetrics + * @description Metrics for individual user + */ + PerUserMetrics: { + /** + * Failed Requests + * @default 0 + */ + failed_requests: number; + /** + * Spend + * @default 0 + */ + spend: number; + /** + * Successful Requests + * @default 0 + */ + successful_requests: number; + /** + * Total Requests + * @default 0 + */ + total_requests: number; + /** + * Total Tokens + * @default 0 + */ + total_tokens: number; + /** User Agent */ + user_agent?: string | null; + /** User Email */ + user_email?: string | null; + /** User Id */ + user_id: string; + }; + /** + * PiiAction + * @enum {string} + */ + PiiAction: "BLOCK" | "MASK"; + /** + * PiiEntityType + * @enum {string} + */ + PiiEntityType: "CREDIT_CARD" | "CRYPTO" | "DATE_TIME" | "EMAIL_ADDRESS" | "IBAN_CODE" | "IP_ADDRESS" | "NRP" | "LOCATION" | "PERSON" | "PHONE_NUMBER" | "MEDICAL_LICENSE" | "URL" | "US_BANK_NUMBER" | "US_DRIVER_LICENSE" | "US_ITIN" | "US_PASSPORT" | "US_SSN" | "UK_NHS" | "UK_NINO" | "ES_NIF" | "ES_NIE" | "IT_FISCAL_CODE" | "IT_DRIVER_LICENSE" | "IT_VAT_CODE" | "IT_PASSPORT" | "IT_IDENTITY_CARD" | "PL_PESEL" | "SG_NRIC_FIN" | "SG_UEN" | "AU_ABN" | "AU_ACN" | "AU_TFN" | "AU_MEDICARE" | "IN_PAN" | "IN_AADHAAR" | "IN_VEHICLE_REGISTRATION" | "IN_VOTER" | "IN_PASSPORT" | "FI_PERSONAL_IDENTITY_CODE"; + /** + * PipelineTestRequest + * @description Request body for testing a guardrail pipeline with sample messages. + */ + PipelineTestRequest: { + /** + * Pipeline + * @description Pipeline definition with 'mode' and 'steps'. + */ + pipeline: { + [key: string]: unknown; + }; + /** + * Test Messages + * @description Test messages to run through the pipeline, e.g. [{'role': 'user', 'content': '...'}]. + */ + test_messages: { + [key: string]: string; + }[]; + }; + /** + * PluginAuthor + * @description Plugin author information. + */ + PluginAuthor: { + /** + * Email + * @description Author email + */ + email?: string | null; + /** + * Name + * @description Author name + */ + name: string; + }; + /** + * PluginListItem + * @description Plugin item in list responses. + */ + PluginListItem: { + author?: components["schemas"]["PluginAuthor"] | null; + /** Category */ + category?: string | null; + /** Created At */ + created_at: string | null; + /** Description */ + description: string | null; + /** Domain */ + domain?: string | null; + /** Enabled */ + enabled: boolean; + /** Homepage */ + homepage?: string | null; + /** Id */ + id: string; + /** Keywords */ + keywords?: string[] | null; + /** Name */ + name: string; + /** Namespace */ + namespace?: string | null; + /** Source */ + source: { + [key: string]: string; + }; + /** Updated At */ + updated_at: string | null; + /** Version */ + version: string | null; + }; + /** + * PolicyAttachmentCreateRequest + * @description Request body for creating a policy attachment. + */ + PolicyAttachmentCreateRequest: { + /** + * Keys + * @description Key aliases or patterns this attachment applies to. + */ + keys?: string[] | null; + /** + * Models + * @description Model names or patterns this attachment applies to. + */ + models?: string[] | null; + /** + * Policy Name + * @description Name of the policy to attach. + */ + policy_name: string; + /** + * Scope + * @description Use '*' for global scope (applies to all requests). + */ + scope?: string | null; + /** + * Tags + * @description Tag patterns this attachment applies to. Supports wildcards (e.g., health-*). + */ + tags?: string[] | null; + /** + * Teams + * @description Team aliases or patterns this attachment applies to. + */ + teams?: string[] | null; + }; + /** + * PolicyAttachmentDBResponse + * @description Response for a policy attachment from the database. + */ + PolicyAttachmentDBResponse: { + /** + * Attachment Id + * @description Unique ID of the attachment. + */ + attachment_id: string; + /** + * Created At + * @description When the attachment was created. + */ + created_at?: string | null; + /** + * Created By + * @description Who created the attachment. + */ + created_by?: string | null; + /** + * Keys + * @description Key patterns. + */ + keys?: string[]; + /** + * Models + * @description Model patterns. + */ + models?: string[]; + /** + * Policy Name + * @description Name of the attached policy. + */ + policy_name: string; + /** + * Scope + * @description Scope of the attachment. + */ + scope?: string | null; + /** + * Tags + * @description Tag patterns. + */ + tags?: string[]; + /** + * Teams + * @description Team patterns. + */ + teams?: string[]; + /** + * Updated At + * @description When the attachment was last updated. + */ + updated_at?: string | null; + /** + * Updated By + * @description Who last updated the attachment. + */ + updated_by?: string | null; + }; + /** + * PolicyAttachmentListResponse + * @description Response for listing policy attachments. + */ + PolicyAttachmentListResponse: { + /** + * Attachments + * @description List of policy attachments. + */ + attachments?: components["schemas"]["PolicyAttachmentDBResponse"][]; + /** + * Total Count + * @description Total number of attachments. + * @default 0 + */ + total_count: number; + }; + /** + * PolicyConditionRequest + * @description Condition for when a policy applies. + */ + PolicyConditionRequest: { + /** + * Model + * @description Model name pattern (exact match or regex) for when policy applies. + */ + model?: string | null; + }; + /** + * PolicyCreateRequest + * @description Request body for creating a new policy. + */ + PolicyCreateRequest: { + /** @description Condition for when this policy applies. */ + condition?: components["schemas"]["PolicyConditionRequest"] | null; + /** + * Description + * @description Human-readable description of the policy. + */ + description?: string | null; + /** + * Guardrails Add + * @description List of guardrail names to add. + */ + guardrails_add?: string[] | null; + /** + * Guardrails Remove + * @description List of guardrail names to remove (from inherited). + */ + guardrails_remove?: string[] | null; + /** + * Inherit + * @description Name of parent policy to inherit from. + */ + inherit?: string | null; + /** + * Pipeline + * @description Optional guardrail pipeline for ordered execution. Contains 'mode' and 'steps'. + */ + pipeline?: { + [key: string]: unknown; + } | null; + /** + * Policy Name + * @description Unique name for the policy. + */ + policy_name: string; + }; + /** + * PolicyDBResponse + * @description Response for a policy from the database. + */ + PolicyDBResponse: { + /** + * Condition + * @description Policy condition. + */ + condition?: { + [key: string]: unknown; + } | null; + /** + * Created At + * @description When the policy was created. + */ + created_at?: string | null; + /** + * Created By + * @description Who created the policy. + */ + created_by?: string | null; + /** + * Description + * @description Policy description. + */ + description?: string | null; + /** + * Guardrails Add + * @description Guardrails to add. + */ + guardrails_add?: string[]; + /** + * Guardrails Remove + * @description Guardrails to remove. + */ + guardrails_remove?: string[]; + /** + * Inherit + * @description Parent policy name. + */ + inherit?: string | null; + /** + * Is Latest + * @description True if this is the latest version by version_number. + * @default true + */ + is_latest: boolean; + /** + * Parent Version Id + * @description Policy ID this version was cloned from. + */ + parent_version_id?: string | null; + /** + * Pipeline + * @description Optional guardrail pipeline. + */ + pipeline?: { + [key: string]: unknown; + } | null; + /** + * Policy Id + * @description Unique ID of the policy. + */ + policy_id: string; + /** + * Policy Name + * @description Name of the policy. + */ + policy_name: string; + /** + * Production At + * @description When this version was promoted to production. + */ + production_at?: string | null; + /** + * Published At + * @description When this version was published. + */ + published_at?: string | null; + /** + * Updated At + * @description When the policy was last updated. + */ + updated_at?: string | null; + /** + * Updated By + * @description Who last updated the policy. + */ + updated_by?: string | null; + /** + * Version Number + * @description Version number of this policy. + * @default 1 + */ + version_number: number; + /** + * Version Status + * @description One of: draft, published, production. + * @default production + */ + version_status: string; + }; + /** + * PolicyGuardrailsResponse + * @description Guardrails configuration for a policy. + */ + PolicyGuardrailsResponse: { + /** Add */ + add?: string[]; + /** Remove */ + remove?: string[]; + }; + /** + * PolicyInfoResponse + * @description Response for /policy/info/{policy_name} endpoint. + */ + PolicyInfoResponse: { + guardrails: components["schemas"]["PolicyGuardrailsResponse"]; + /** Inherit */ + inherit?: string | null; + /** Inheritance Chain */ + inheritance_chain: string[]; + /** Policy Name */ + policy_name: string; + /** Resolved Guardrails */ + resolved_guardrails: string[]; + scope: components["schemas"]["PolicyScopeResponse"]; + }; + /** + * PolicyListDBResponse + * @description Response for listing policies from the database. + */ + PolicyListDBResponse: { + /** + * Policies + * @description List of policies. + */ + policies?: components["schemas"]["PolicyDBResponse"][]; + /** + * Total Count + * @description Total number of policies. + * @default 0 + */ + total_count: number; + }; + /** + * PolicyListResponse + * @description Response for /policy/list endpoint. + */ + PolicyListResponse: { + /** Policies */ + policies: { + [key: string]: components["schemas"]["PolicySummaryItem"]; + }; + /** Total Count */ + total_count: number; + }; + /** + * PolicyMatchContext + * @description Context used to match a request against policies. + * + * Contains the team alias, key alias, and model from the incoming request. + */ + PolicyMatchContext: { + /** + * Key Alias + * @description API key alias from the request. + */ + key_alias?: string | null; + /** + * Model + * @description Model name from the request. + */ + model?: string | null; + /** + * Tags + * @description Tags from key/team metadata. + */ + tags?: string[] | null; + /** + * Team Alias + * @description Team alias from the request. + */ + team_alias?: string | null; + }; + /** + * PolicyMatchDetail + * @description Details about why a specific policy matched. + */ + PolicyMatchDetail: { + /** + * Guardrails Added + * @description Guardrails this policy contributes. + */ + guardrails_added?: string[]; + /** + * Matched Via + * @description How the policy was matched (e.g., 'tag:healthcare', 'team:health-team', 'scope:*'). + */ + matched_via: string; + /** + * Policy Name + * @description Name of the matched policy. + */ + policy_name: string; + }; + /** + * PolicyResolveRequest + * @description Request body for resolving effective policies/guardrails for a context. + */ + PolicyResolveRequest: { + /** + * Key Alias + * @description Key alias to resolve for. + */ + key_alias?: string | null; + /** + * Model + * @description Model name to resolve for. + */ + model?: string | null; + /** + * Tags + * @description Tags to resolve for. + */ + tags?: string[] | null; + /** + * Team Alias + * @description Team alias to resolve for. + */ + team_alias?: string | null; + }; + /** + * PolicyResolveResponse + * @description Response for resolving effective policies/guardrails for a context. + */ + PolicyResolveResponse: { + /** + * Effective Guardrails + * @description Final list of guardrails that would be applied. + */ + effective_guardrails?: string[]; + /** + * Matched Policies + * @description Details about each matched policy and why it matched. + */ + matched_policies?: components["schemas"]["PolicyMatchDetail"][]; + }; + /** + * PolicyScopeResponse + * @description Scope configuration for a policy. + */ + PolicyScopeResponse: { + /** Keys */ + keys?: string[]; + /** Models */ + models?: string[]; + /** Tags */ + tags?: string[]; + /** Teams */ + teams?: string[]; + }; + /** + * PolicySummaryItem + * @description Summary of a single policy for list endpoint. + */ + PolicySummaryItem: { + guardrails: components["schemas"]["PolicyGuardrailsResponse"]; + /** Inherit */ + inherit?: string | null; + /** Inheritance Chain */ + inheritance_chain: string[]; + /** Resolved Guardrails */ + resolved_guardrails: string[]; + scope: components["schemas"]["PolicyScopeResponse"]; + }; + /** + * PolicyTestResponse + * @description Response for /policy/test endpoint. + */ + PolicyTestResponse: { + context: components["schemas"]["PolicyMatchContext"]; + /** Matching Policies */ + matching_policies: string[]; + /** Message */ + message?: string | null; + /** Resolved Guardrails */ + resolved_guardrails: string[]; + }; + /** + * PolicyUpdateRequest + * @description Request body for updating a policy. + */ + PolicyUpdateRequest: { + /** @description Condition for when this policy applies. */ + condition?: components["schemas"]["PolicyConditionRequest"] | null; + /** + * Description + * @description Human-readable description of the policy. + */ + description?: string | null; + /** + * Guardrails Add + * @description List of guardrail names to add. + */ + guardrails_add?: string[] | null; + /** + * Guardrails Remove + * @description List of guardrail names to remove (from inherited). + */ + guardrails_remove?: string[] | null; + /** + * Inherit + * @description Name of parent policy to inherit from. + */ + inherit?: string | null; + /** + * Pipeline + * @description Optional guardrail pipeline for ordered execution. Contains 'mode' and 'steps'. + */ + pipeline?: { + [key: string]: unknown; + } | null; + /** + * Policy Name + * @description New name for the policy. + */ + policy_name?: string | null; + }; + /** + * PolicyValidateRequest + * @description Request body for the /policy/validate endpoint. + */ + PolicyValidateRequest: { + /** + * Policies + * @description Policy configuration to validate. Map of policy names to policy definitions. + */ + policies: { + [key: string]: unknown; + }; + }; + /** + * PolicyValidationError + * @description Represents a validation error or warning for a policy. + */ + PolicyValidationError: { + /** @description Type of validation error. */ + error_type: components["schemas"]["PolicyValidationErrorType"]; + /** + * Field + * @description Specific field that caused the error (e.g., 'guardrails.add', 'scope.teams'). + */ + field?: string | null; + /** + * Message + * @description Human-readable error message. + */ + message: string; + /** + * Policy Name + * @description Name of the policy with the issue. + */ + policy_name: string; + /** + * Value + * @description The invalid value that caused the error. + */ + value?: string | null; + }; + /** + * PolicyValidationErrorType + * @description Types of validation errors that can occur. + * @enum {string} + */ + PolicyValidationErrorType: "invalid_guardrail" | "invalid_team" | "invalid_key" | "invalid_model" | "invalid_inheritance" | "circular_inheritance" | "invalid_scope" | "invalid_syntax"; + /** + * PolicyValidationResponse + * @description Response from policy validation. + * + * - `valid`: True if no blocking errors were found + * - `errors`: List of blocking errors (prevent policy from being applied) + * - `warnings`: List of non-blocking warnings (policy can still be applied) + */ + PolicyValidationResponse: { + /** + * Errors + * @description List of blocking validation errors. + */ + errors?: components["schemas"]["PolicyValidationError"][]; + /** + * Valid + * @description True if the policy configuration is valid. + */ + valid: boolean; + /** + * Warnings + * @description List of non-blocking validation warnings. + */ + warnings?: components["schemas"]["PolicyValidationError"][]; + }; + /** + * PolicyVersionCompareResponse + * @description Response for comparing two policy versions. + */ + PolicyVersionCompareResponse: { + /** + * Field Diffs + * @description Field name -> {version_a: val, version_b: val} for differing fields. + */ + field_diffs?: { + [key: string]: { + [key: string]: unknown; + }; + }; + /** @description First version. */ + version_a: components["schemas"]["PolicyDBResponse"]; + /** @description Second version. */ + version_b: components["schemas"]["PolicyDBResponse"]; + }; + /** + * PolicyVersionCreateRequest + * @description Request body for creating a new policy version (draft). + */ + PolicyVersionCreateRequest: { + /** + * Source Policy Id + * @description Policy ID to clone from. If None, clone from current production version. + */ + source_policy_id?: string | null; + }; + /** + * PolicyVersionListResponse + * @description Response for listing all versions of a policy. + */ + PolicyVersionListResponse: { + /** + * Policy Name + * @description Name of the policy. + */ + policy_name: string; + /** + * Total Count + * @description Total number of versions. + * @default 0 + */ + total_count: number; + /** + * Versions + * @description All versions ordered by version_number desc. + */ + versions?: components["schemas"]["PolicyDBResponse"][]; + }; + /** + * PolicyVersionStatusUpdateRequest + * @description Request body for updating a policy version's status. + */ + PolicyVersionStatusUpdateRequest: { + /** + * Version Status + * @description New status: 'published' or 'production'. + */ + version_status: string; + }; + /** Prompt */ + Prompt: { + litellm_params: components["schemas"]["PromptLiteLLMParams"]; + /** Prompt Id */ + prompt_id: string; + prompt_info?: components["schemas"]["PromptInfo"] | null; + }; + /** PromptInfo */ + PromptInfo: { + /** + * Environment + * @default development + */ + environment: string | null; + /** + * Prompt Type + * @enum {string} + */ + prompt_type: "config" | "db"; + } & { + [key: string]: unknown; + }; + /** PromptInfoResponse */ + PromptInfoResponse: { + /** Environments */ + environments?: string[] | null; + prompt_spec: components["schemas"]["PromptSpec"]; + raw_prompt_template?: components["schemas"]["PromptTemplateBase"] | null; + }; + /** PromptLiteLLMParams */ + PromptLiteLLMParams: { + /** Api Base */ + api_base?: string | null; + /** Api Key */ + api_key?: string | null; + /** Dotprompt Content */ + dotprompt_content?: string | null; + /** + * Ignore Prompt Manager Model + * @default false + */ + ignore_prompt_manager_model: boolean | null; + /** + * Ignore Prompt Manager Optional Params + * @default false + */ + ignore_prompt_manager_optional_params: boolean | null; + /** Prompt Id */ + prompt_id?: string | null; + /** Prompt Integration */ + prompt_integration: string; + /** Provider Specific Query Params */ + provider_specific_query_params?: { + [key: string]: unknown; + } | null; + } & { + [key: string]: unknown; + }; + /** PromptSpec */ + PromptSpec: { + /** Created At */ + created_at?: string | null; + /** Created By */ + created_by?: string | null; + /** + * Environment + * @default development + */ + environment: string | null; + litellm_params: components["schemas"]["PromptLiteLLMParams"]; + /** Prompt Id */ + prompt_id: string; + prompt_info: components["schemas"]["PromptInfo"]; + /** Updated At */ + updated_at?: string | null; + /** Version */ + version?: number | null; + }; + /** PromptTemplateBase */ + PromptTemplateBase: { + /** Content */ + content: string; + /** Litellm Prompt Id */ + litellm_prompt_id: string; + /** Metadata */ + metadata?: { + [key: string]: unknown; + } | null; + }; + /** PromptTokensDetails */ + PromptTokensDetails: { + /** + * Modality + * @enum {string} + */ + modality: "TEXT" | "AUDIO" | "IMAGE" | "VIDEO"; + /** Tokencount */ + tokenCount: number; + }; + /** + * ProviderBudgetResponse + * @description Complete provider budget configuration and status. + * Maps provider names to their budget configs. + */ + ProviderBudgetResponse: { + /** + * Providers + * @default {} + */ + providers: { + [key: string]: components["schemas"]["ProviderBudgetResponseObject"]; + }; + }; + /** + * ProviderBudgetResponseObject + * @description Configuration for a single provider's budget settings + */ + ProviderBudgetResponseObject: { + /** Budget Limit */ + budget_limit: number | null; + /** Budget Reset At */ + budget_reset_at?: string | null; + /** + * Spend + * @default 0 + */ + spend: number | null; + /** Time Period */ + time_period: string | null; + }; + /** ProviderCreateInfo */ + ProviderCreateInfo: { + /** Credential Fields */ + credential_fields: components["schemas"]["ProviderCredentialField"][]; + /** Default Model Placeholder */ + default_model_placeholder?: string | null; + /** Litellm Provider */ + litellm_provider: string; + /** Provider */ + provider: string; + /** Provider Display Name */ + provider_display_name: string; + }; + /** ProviderCredentialField */ + ProviderCredentialField: { + /** Default Value */ + default_value?: string | null; + /** + * Field Type + * @default text + * @enum {string} + */ + field_type: "text" | "password" | "select" | "upload" | "textarea"; + /** Key */ + key: string; + /** Label */ + label: string; + /** Options */ + options?: string[] | null; + /** Placeholder */ + placeholder?: string | null; + /** + * Required + * @default false + */ + required: boolean; + /** Tooltip */ + tooltip?: string | null; + }; + /** + * ProxyChatCompletionRequest + * @description Pydantic model for chat completion requests that includes both OpenAI standard fields + * and LiteLLM-specific parameters. This replaces the previous TypedDict version. + */ + ProxyChatCompletionRequest: { + /** + * Caching + * @default null + */ + caching: boolean | null; + /** + * Context Window Fallback Dict + * @default null + */ + context_window_fallback_dict: { + [key: string]: string; + } | null; + /** + * Fallbacks + * @default null + */ + fallbacks: string[] | null; + /** + * Frequency Penalty + * @default null + */ + frequency_penalty: number | null; + /** + * Function Call + * @default null + */ + function_call: string | { + [key: string]: unknown; + } | null; + /** + * Functions + * @default null + */ + functions: { + [key: string]: unknown; + }[] | null; + /** + * Guardrails + * @default null + */ + guardrails: string[] | null; + /** + * Logit Bias + * @default null + */ + logit_bias: { + [key: string]: number; + } | null; + /** + * Logprobs + * @default null + */ + logprobs: boolean | null; + /** + * Max Tokens + * @default null + */ + max_tokens: number | null; + /** Messages */ + messages: (components["schemas"]["ChatCompletionUserMessage"] | components["schemas"]["ChatCompletionAssistantMessage"] | components["schemas"]["ChatCompletionToolMessage"] | components["schemas"]["ChatCompletionSystemMessage"] | components["schemas"]["ChatCompletionFunctionMessage"] | components["schemas"]["ChatCompletionDeveloperMessage"])[]; + /** + * Metadata + * @default null + */ + metadata: { + [key: string]: unknown; + } | null; + /** Model */ + model: string; + /** + * N + * @default null + */ + n: number | null; + /** + * Num Retries + * @default null + */ + num_retries: number | null; + /** + * Parallel Tool Calls + * @default null + */ + parallel_tool_calls: boolean | null; + /** + * Presence Penalty + * @default null + */ + presence_penalty: number | null; + /** + * Response Format + * @default null + */ + response_format: { + [key: string]: unknown; + } | null; + /** + * Seed + * @default null + */ + seed: number | null; + /** + * Service Tier + * @default null + */ + service_tier: string | null; + /** + * Stop + * @default null + */ + stop: string | string[] | null; + /** + * Stream + * @default null + */ + stream: boolean | null; + /** + * Stream Options + * @default null + */ + stream_options: { + [key: string]: unknown; + } | null; + /** + * Temperature + * @default null + */ + temperature: number | null; + /** + * Tool Choice + * @default null + */ + tool_choice: string | { + [key: string]: unknown; + } | null; + /** + * Tools + * @default null + */ + tools: { + [key: string]: unknown; + }[] | null; + /** + * Top Logprobs + * @default null + */ + top_logprobs: number | null; + /** + * Top P + * @default null + */ + top_p: number | null; + /** + * User + * @default null + */ + user: string | null; + }; + /** PublicModelHubInfo */ + PublicModelHubInfo: { + /** Custom Docs Description */ + custom_docs_description: string | null; + /** Docs Title */ + docs_title: string; + /** Litellm Version */ + litellm_version: string; + /** Useful Links */ + useful_links: { + [key: string]: string | { + [key: string]: unknown; + }; + } | null; + }; + /** RawRequestTypedDict */ + RawRequestTypedDict: { + /** Error */ + error?: string | null; + /** Raw Request Api Base */ + raw_request_api_base?: string | null; + /** Raw Request Body */ + raw_request_body?: { + [key: string]: unknown; + } | null; + /** Raw Request Headers */ + raw_request_headers?: { + [key: string]: unknown; + } | null; + }; + /** + * RealtimeClientSecretResponse + * @description Response from POST /v1/realtime/client_secrets. + * + * Both the top-level `value` and `session.client_secret.value` + * will contain the encrypted token instead of the raw ephemeral key. + * The `session` field is kept as a raw dict so unknown fields pass through. + */ + RealtimeClientSecretResponse: { + /** Expires At */ + expires_at?: number | null; + /** Session */ + session?: { + [key: string]: unknown; + } | null; + /** Value */ + value: string; + }; + /** RegenerateKeyRequest */ + RegenerateKeyRequest: { + /** Access Group Ids */ + access_group_ids?: string[] | null; + /** Agent Id */ + agent_id?: string | null; + /** + * Aliases + * @default {} + */ + aliases: { + [key: string]: unknown; + } | null; + /** + * Allowed Cache Controls + * @default [] + */ + allowed_cache_controls: unknown[] | null; + /** Allowed Passthrough Routes */ + allowed_passthrough_routes?: unknown[] | null; + /** + * Allowed Routes + * @default [] + */ + allowed_routes: unknown[] | null; + /** Allowed Vector Store Indexes */ + allowed_vector_store_indexes?: components["schemas"]["AllowedVectorStoreIndexItem"][] | null; + /** + * Auto Rotate + * @description Whether this key should be automatically rotated + * @default false + */ + auto_rotate: boolean | null; + /** Blocked */ + blocked?: boolean | null; + /** Budget Duration */ + budget_duration?: string | null; + /** Budget Id */ + budget_id?: string | null; + /** Budget Limits */ + budget_limits?: components["schemas"]["BudgetLimitEntry"][] | null; + /** + * Config + * @default {} + */ + config: { + [key: string]: unknown; + } | null; + /** Disable Global Guardrails */ + disable_global_guardrails?: boolean | null; + /** Duration */ + duration?: string | null; + /** Enforced Params */ + enforced_params?: string[] | null; + /** Grace Period */ + grace_period?: string | null; + /** Guardrails */ + guardrails?: string[] | null; + /** Key */ + key?: string | null; + /** Key Alias */ + key_alias?: string | null; + /** + * @description Type of key that determines default allowed routes. + * @default default + */ + key_type: components["schemas"]["LiteLLMKeyType"] | null; + /** Max Budget */ + max_budget?: number | null; + /** Max Parallel Requests */ + max_parallel_requests?: number | null; + /** Mcp Rpm Limit */ + mcp_rpm_limit?: { + [key: string]: number; + } | null; + /** Metadata */ + metadata?: { + [key: string]: unknown; + } | null; + /** + * Model Max Budget + * @default {} + */ + model_max_budget: { + [key: string]: unknown; + } | null; + /** Model Rpm Limit */ + model_rpm_limit?: { + [key: string]: unknown; + } | null; + /** Model Tpm Limit */ + model_tpm_limit?: { + [key: string]: unknown; + } | null; + /** + * Models + * @default [] + */ + models: unknown[] | null; + /** New Key */ + new_key?: string | null; + /** New Master Key */ + new_master_key?: string | null; + object_permission?: components["schemas"]["LiteLLM_ObjectPermissionBase"] | null; + /** Organization Id */ + organization_id?: string | null; + /** + * Permissions + * @default {} + */ + permissions: { + [key: string]: unknown; + } | null; + /** Policies */ + policies?: string[] | null; + /** Project Id */ + project_id?: string | null; + /** Prompts */ + prompts?: string[] | null; + /** + * Rotation Interval + * @description How often to rotate this key (e.g., '30d', '90d'). Required if auto_rotate=True + */ + rotation_interval?: string | null; + router_settings?: components["schemas"]["UpdateRouterConfig"] | null; + /** Rpm Limit */ + rpm_limit?: number | null; + /** Rpm Limit Type */ + rpm_limit_type?: ("guaranteed_throughput" | "best_effort_throughput" | "dynamic") | null; + /** Send Invite Email */ + send_invite_email?: boolean | null; + /** Soft Budget */ + soft_budget?: number | null; + /** Spend */ + spend?: number | null; + /** Tags */ + tags?: string[] | null; + /** Team Id */ + team_id?: string | null; + /** Tpm Limit */ + tpm_limit?: number | null; + /** Tpm Limit Type */ + tpm_limit_type?: ("guaranteed_throughput" | "best_effort_throughput" | "dynamic") | null; + /** User Id */ + user_id?: string | null; + }; + /** + * RegisterGuardrailRequest + * @description Request body for POST /guardrails/register. Follows Generic Guardrail API config. + */ + RegisterGuardrailRequest: { + /** Guardrail Info */ + guardrail_info?: { + [key: string]: unknown; + } | null; + /** Guardrail Name */ + guardrail_name: string; + /** Litellm Params */ + litellm_params: { + [key: string]: unknown; + }; + /** Team Id */ + team_id?: string | null; + }; + /** RegisterGuardrailResponse */ + RegisterGuardrailResponse: { + /** Guardrail Id */ + guardrail_id: string; + /** Guardrail Name */ + guardrail_name: string; + /** Status */ + status: string; + /** Submitted At */ + submitted_at?: string | null; + }; + /** + * RegisterPluginRequest + * @description Request body for registering a plugin in the marketplace. + * + * LiteLLM acts as a registry/discovery layer. Plugins are hosted on + * GitHub/GitLab/Bitbucket and referenced by their git source. + */ + RegisterPluginRequest: { + /** @description Plugin author */ + author?: components["schemas"]["PluginAuthor"] | null; + /** + * Category + * @description Plugin category + */ + category?: string | null; + /** + * Description + * @description Plugin description + */ + description?: string | null; + /** + * Domain + * @description Skill domain (e.g., 'Productivity') + */ + domain?: string | null; + /** + * Homepage + * @description Plugin homepage URL + */ + homepage?: string | null; + /** + * Keywords + * @description Search keywords + */ + keywords?: string[] | null; + /** + * Name + * @description Plugin name (kebab-case, e.g., 'my-plugin') + */ + name: string; + /** + * Namespace + * @description Skill namespace within domain (e.g., 'workflows') + */ + namespace?: string | null; + /** + * Source + * @description Git source reference. Supported formats: + * - GitHub: {'source': 'github', 'repo': 'org/repo'} + * - Git URL: {'source': 'url', 'url': 'https://github.com/org/repo.git'} + * - Git Subdir: {'source': 'git-subdir', 'url': 'https://github.com/org/repo.git', 'path': 'plugins/plugin-name'} + */ + source: { + [key: string]: string; + }; + /** + * Version + * @description Semantic version + * @default 1.0.0 + */ + version: string | null; + }; + /** RejectMCPServerRequest */ + RejectMCPServerRequest: { + /** Review Notes */ + review_notes?: string | null; + }; + /** ResetSpendRequest */ + ResetSpendRequest: { + /** Reset To */ + reset_to: number; + }; + /** ResponseLiteLLM_ManagedVectorStore */ + ResponseLiteLLM_ManagedVectorStore: { + vector_store?: components["schemas"]["LiteLLM_ManagedVectorStoresTable"]; + }; + /** + * ResultCounts + * @description Result counts for a run + */ + ResultCounts: { + /** + * Error + * @default 0 + */ + error: number; + /** + * Failed + * @default 0 + */ + failed: number; + /** + * Passed + * @default 0 + */ + passed: number; + /** Total */ + total: number; + }; + /** + * RoleMappings + * @description Configuration for mapping SSO groups to LiteLLM roles. + * + * The system will look at the group_claim field in the SSO token to determine + * which role to assign the user based on the roles mapping. + */ + RoleMappings: { + /** @description Default role to assign if user's groups don't match any role mappings. Must be a valid LitellmUserRoles value (e.g., 'proxy_admin', 'internal_user', 'proxy_admin_viewer') */ + default_role?: components["schemas"]["LitellmUserRoles"] | null; + /** + * Group Claim + * @description The field name in the SSO token that contains the groups array (e.g., 'groups', 'roles') + */ + group_claim: string; + /** + * Provider + * @description SSO Provider name (e.g., 'google', 'microsoft', 'generic') + */ + provider: string; + /** + * Roles + * @description Mapping of LiteLLM role names to arrays of SSO group names. Example: {'proxy_admin': ['group-1', 'group-2'], 'proxy_admin_viewer': ['group-3']} + */ + roles?: { + [key: string]: string[]; + }; + }; + /** RouterFieldsResponse */ + RouterFieldsResponse: { + /** + * Fields + * @description List of all configurable router settings with metadata (without field values) + */ + fields: components["schemas"]["RouterSettingsField"][]; + /** + * Routing Strategy Descriptions + * @description Descriptions for each routing strategy option + */ + routing_strategy_descriptions: { + [key: string]: string; + }; + }; + /** RouterSettingsField */ + RouterSettingsField: { + /** Field Default */ + field_default?: unknown; + /** Field Description */ + field_description: string; + /** Field Name */ + field_name: string; + /** Field Type */ + field_type: string; + /** Field Value */ + field_value: unknown; + /** Link */ + link?: string | null; + /** Options */ + options?: string[] | null; + /** Ui Field Name */ + ui_field_name: string; + }; + /** RouterSettingsResponse */ + RouterSettingsResponse: { + /** + * Current Values + * @description Current values of router settings + */ + current_values: { + [key: string]: unknown; + }; + /** + * Fields + * @description List of all configurable router settings with metadata + */ + fields: components["schemas"]["RouterSettingsField"][]; + /** + * Routing Strategy Descriptions + * @description Descriptions for each routing strategy option + */ + routing_strategy_descriptions: { + [key: string]: string; + }; + }; + /** + * RoutingGroup + * @description A group of models that share a routing strategy. + */ + RoutingGroup: { + /** Group Name */ + group_name: string; + /** Models */ + models: string[]; + /** Routing Strategy */ + routing_strategy: string; + /** Routing Strategy Args */ + routing_strategy_args?: { + [key: string]: unknown; + } | null; + }; + /** + * Run + * @description Represents a run from the OpenAI Evals API + */ + Run: { + /** Completed At */ + completed_at?: number | null; + /** Created At */ + created_at: number; + /** Data Source */ + data_source: { + [key: string]: unknown; + }; + /** Error */ + error?: { + [key: string]: unknown; + } | null; + /** Eval Id */ + eval_id: string; + /** Id */ + id: string; + /** Metadata */ + metadata?: { + [key: string]: unknown; + } | null; + /** Model */ + model?: string | null; + /** Name */ + name?: string | null; + /** + * Object + * @default eval.run + */ + object: string; + /** Per Model Usage */ + per_model_usage?: unknown | null; + /** Per Testing Criteria Results */ + per_testing_criteria_results?: components["schemas"]["PerTestingCriteriaResult"][] | null; + /** Report Url */ + report_url?: string | null; + /** Result Counts */ + result_counts?: { + [key: string]: number; + } | null; + /** Shared With Openai */ + shared_with_openai?: boolean | null; + /** Started At */ + started_at?: number | null; + /** + * Status + * @enum {string} + */ + status: "queued" | "running" | "completed" | "failed" | "cancelled"; + }; + /** + * RunDeleteResponse + * @description Response from deleting a run + */ + RunDeleteResponse: { + /** + * Deleted + * @default true + */ + deleted: boolean | null; + /** + * Object + * @default eval.run.deleted + */ + object: string | null; + /** Run Id */ + run_id: string; + }; + /** SCIMFeature */ + SCIMFeature: { + /** Maxoperations */ + maxOperations?: number | null; + /** Maxpayloadsize */ + maxPayloadSize?: number | null; + /** Maxresults */ + maxResults?: number | null; + /** Supported */ + supported: boolean; + }; + /** SCIMGroup */ + SCIMGroup: { + /** Displayname */ + displayName: string; + /** Externalid */ + externalId?: string | null; + /** Id */ + id?: string | null; + /** Members */ + members?: components["schemas"]["SCIMMember"][] | null; + /** Meta */ + meta?: { + [key: string]: unknown; + } | null; + /** Schemas */ + schemas: string[]; + }; + /** SCIMListResponse */ + SCIMListResponse: { + /** Resources */ + Resources: components["schemas"]["SCIMUser"][] | components["schemas"]["SCIMGroup"][]; + /** + * Itemsperpage + * @default 10 + */ + itemsPerPage: number | null; + /** + * Schemas + * @default [ + * "urn:ietf:params:scim:api:messages:2.0:ListResponse" + * ] + */ + schemas: string[]; + /** + * Startindex + * @default 1 + */ + startIndex: number | null; + /** Totalresults */ + totalResults: number; + }; + /** SCIMMember */ + SCIMMember: { + /** Display */ + display?: string | null; + /** Value */ + value: string; + }; + /** SCIMPatchOp */ + SCIMPatchOp: { + /** Operations */ + Operations: components["schemas"]["SCIMPatchOperation"][]; + /** + * Schemas + * @default [ + * "urn:ietf:params:scim:api:messages:2.0:PatchOp" + * ] + */ + schemas: string[]; + }; + /** SCIMPatchOperation */ + SCIMPatchOperation: { + /** Op */ + op: string; + /** Path */ + path?: string | null; + /** Value */ + value?: unknown | null; + }; + /** SCIMServiceProviderConfig */ + SCIMServiceProviderConfig: { + /** Authenticationschemes */ + authenticationSchemes?: { + [key: string]: unknown; + }[] | null; + /** + * @default { + * "supported": false + * } + */ + bulk: components["schemas"]["SCIMFeature"]; + /** + * @default { + * "supported": false + * } + */ + changePassword: components["schemas"]["SCIMFeature"]; + /** + * @default { + * "supported": false + * } + */ + etag: components["schemas"]["SCIMFeature"]; + /** + * @default { + * "supported": false + * } + */ + filter: components["schemas"]["SCIMFeature"]; + /** Meta */ + meta?: { + [key: string]: unknown; + } | null; + /** + * @default { + * "supported": true + * } + */ + patch: components["schemas"]["SCIMFeature"]; + /** + * Schemas + * @default [ + * "urn:ietf:params:scim:schemas:core:2.0:ServiceProviderConfig" + * ] + */ + schemas: string[]; + /** + * @default { + * "supported": false + * } + */ + sort: components["schemas"]["SCIMFeature"]; + }; + /** SCIMUser */ + SCIMUser: { + /** + * Active + * @default true + */ + active: boolean; + /** Displayname */ + displayName?: string | null; + /** Emails */ + emails?: components["schemas"]["SCIMUserEmail"][] | null; + /** Externalid */ + externalId?: string | null; + /** Groups */ + groups?: components["schemas"]["SCIMUserGroup"][] | null; + /** Id */ + id?: string | null; + /** Meta */ + meta?: { + [key: string]: unknown; + } | null; + name?: components["schemas"]["SCIMUserName"] | null; + /** Schemas */ + schemas: string[]; + /** Username */ + userName?: string | null; + }; + /** SCIMUserEmail */ + SCIMUserEmail: { + /** Primary */ + primary?: boolean | null; + /** Type */ + type?: string | null; + /** + * Value + * Format: email + */ + value: string; + }; + /** SCIMUserGroup */ + SCIMUserGroup: { + /** Display */ + display?: string | null; + /** + * Type + * @default direct + */ + type: string | null; + /** Value */ + value: string; + }; + /** SCIMUserName */ + SCIMUserName: { + /** Familyname */ + familyName?: string | null; + /** Formatted */ + formatted?: string | null; + /** Givenname */ + givenName?: string | null; + /** Honorificprefix */ + honorificPrefix?: string | null; + /** Honorificsuffix */ + honorificSuffix?: string | null; + /** Middlename */ + middleName?: string | null; + }; + /** + * SSOConfig + * @description Configuration for SSO environment variables and settings + */ + SSOConfig: { + /** + * Generic Authorization Endpoint + * @description Authorization endpoint URL for generic OAuth provider + */ + generic_authorization_endpoint?: string | null; + /** + * Generic Client Id + * @description Generic OAuth Client ID for SSO authentication (used for Okta and other providers) + */ + generic_client_id?: string | null; + /** + * Generic Client Secret + * @description Generic OAuth Client Secret for SSO authentication + */ + generic_client_secret?: string | null; + /** + * Generic Token Endpoint + * @description Token endpoint URL for generic OAuth provider + */ + generic_token_endpoint?: string | null; + /** + * Generic Userinfo Endpoint + * @description User info endpoint URL for generic OAuth provider + */ + generic_userinfo_endpoint?: string | null; + /** + * Google Client Id + * @description Google OAuth Client ID for SSO authentication + */ + google_client_id?: string | null; + /** + * Google Client Secret + * @description Google OAuth Client Secret for SSO authentication + */ + google_client_secret?: string | null; + /** + * Microsoft Client Id + * @description Microsoft OAuth Client ID for SSO authentication + */ + microsoft_client_id?: string | null; + /** + * Microsoft Client Secret + * @description Microsoft OAuth Client Secret for SSO authentication + */ + microsoft_client_secret?: string | null; + /** + * Microsoft Tenant + * @description Microsoft Azure Tenant ID for SSO authentication + */ + microsoft_tenant?: string | null; + /** + * Proxy Base Url + * @description Base URL of the proxy server for SSO redirects + */ + proxy_base_url?: string | null; + /** @description Configuration for mapping SSO groups to LiteLLM roles based on group claims in the SSO token */ + role_mappings?: components["schemas"]["RoleMappings"] | null; + /** @description Configuration for mapping SSO JWT fields to team IDs. Takes precedence over config file settings. */ + team_mappings?: components["schemas"]["TeamMappings"] | null; + /** + * Ui Access Mode + * @description Access mode for the UI + */ + ui_access_mode?: components["schemas"]["AccessControl_UI_AccessMode"] | string | null; + /** + * User Email + * @description Email of the proxy admin user + */ + user_email?: string | null; + }; + /** + * SSOSettingsResponse + * @description Response model for SSO settings + */ + SSOSettingsResponse: { + /** Field Schema */ + field_schema: { + [key: string]: unknown; + }; + /** Values */ + values: { + [key: string]: unknown; + }; + }; + /** + * SearchTool + * @description Search tool configuration. + * + * Example: + * { + * "search_tool_id": "123e4567-e89b-12d3-a456-426614174000", + * "search_tool_name": "litellm-search", + * "litellm_params": { + * "search_provider": "perplexity", + * "api_key": "sk-..." + * }, + * "search_tool_info": { + * "description": "Perplexity search tool" + * } + * } + */ + SearchTool: { + /** Created At */ + created_at?: string | null; + litellm_params: components["schemas"]["SearchToolLiteLLMParams"]; + /** Search Tool Id */ + search_tool_id?: string | null; + /** Search Tool Info */ + search_tool_info?: { + [key: string]: unknown; + } | null; + /** Search Tool Name */ + search_tool_name: string; + /** Updated At */ + updated_at?: string | null; + }; + /** + * SearchToolInfoResponse + * @description Response model for search tool information. + */ + SearchToolInfoResponse: { + /** Created At */ + created_at?: string | null; + /** Is From Config */ + is_from_config?: boolean | null; + /** Litellm Params */ + litellm_params?: { + [key: string]: unknown; + }; + /** Search Tool Id */ + search_tool_id?: string | null; + /** Search Tool Info */ + search_tool_info?: { + [key: string]: unknown; + } | null; + /** Search Tool Name */ + search_tool_name?: string; + /** Updated At */ + updated_at?: string | null; + }; + /** + * SearchToolLiteLLMParams + * @description LiteLLM params for search tools configuration. + */ + SearchToolLiteLLMParams: { + /** Api Base */ + api_base?: string | null; + /** Api Key */ + api_key?: string | null; + /** Max Retries */ + max_retries?: number | null; + /** Search Provider */ + search_provider: string; + /** Timeout */ + timeout?: number | null; + }; + /** + * Skill + * @description Represents a skill from the Anthropic Skills API + */ + Skill: { + /** Created At */ + created_at: string; + /** Display Title */ + display_title?: string | null; + /** Id */ + id: string; + /** Latest Version */ + latest_version?: string | null; + /** Source */ + source: string; + /** + * Type + * @default skill + */ + type: string; + /** Updated At */ + updated_at: string; + }; + /** SpendAnalyticsPaginatedResponse */ + SpendAnalyticsPaginatedResponse: { + metadata?: components["schemas"]["DailySpendMetadata"]; + /** Results */ + results: components["schemas"]["DailySpendData"][]; + }; + /** SpendCalculateRequest */ + SpendCalculateRequest: { + /** Completion Response */ + completion_response?: { + [key: string]: unknown; + } | null; + /** Messages */ + messages?: unknown[] | null; + /** Model */ + model?: string | null; + }; + /** SpendMetrics */ + SpendMetrics: { + /** + * Api Requests + * @default 0 + */ + api_requests: number; + /** + * Cache Creation Input Tokens + * @default 0 + */ + cache_creation_input_tokens: number; + /** + * Cache Read Input Tokens + * @default 0 + */ + cache_read_input_tokens: number; + /** + * Completion Tokens + * @default 0 + */ + completion_tokens: number; + /** + * Failed Requests + * @default 0 + */ + failed_requests: number; + /** + * Prompt Tokens + * @default 0 + */ + prompt_tokens: number; + /** + * Spend + * @default 0 + */ + spend: number; + /** + * Successful Requests + * @default 0 + */ + successful_requests: number; + /** + * Total Tokens + * @default 0 + */ + total_tokens: number; + }; + /** + * SuccessfulKeyUpdate + * @description Successfully updated key with its updated information + */ + SuccessfulKeyUpdate: { + /** Key */ + key: string; + /** Key Info */ + key_info: { + [key: string]: unknown; + }; + }; + /** SuggestTemplatesRequest */ + SuggestTemplatesRequest: { + /** Attack Examples */ + attack_examples?: string[]; + /** + * Description + * @default + */ + description: string; + /** Model */ + model?: string | null; + }; + /** SupportedEndpoint */ + SupportedEndpoint: { + /** Endpoint */ + endpoint: string; + /** Key */ + key: string; + /** Label */ + label: string; + /** Providers */ + providers: components["schemas"]["EndpointProvider"][]; + }; + /** SupportedEndpointsResponse */ + SupportedEndpointsResponse: { + /** Endpoints */ + endpoints: components["schemas"]["SupportedEndpoint"][]; + }; + /** + * TagActiveUsersResponse + * @description Response for tag active users metrics + */ + TagActiveUsersResponse: { + /** Active Users */ + active_users: number; + /** Date */ + date: string; + /** Period End */ + period_end?: string | null; + /** Period Start */ + period_start?: string | null; + /** Tag */ + tag: string; + }; + /** TagDeleteRequest */ + TagDeleteRequest: { + /** Name */ + name: string; + }; + /** TagInfoRequest */ + TagInfoRequest: { + /** Names */ + names: string[]; + }; + /** TagNewRequest */ + TagNewRequest: { + /** Budget Duration */ + budget_duration?: string | null; + /** Budget Id */ + budget_id?: string | null; + /** Description */ + description?: string | null; + /** Max Budget */ + max_budget?: number | null; + /** Max Parallel Requests */ + max_parallel_requests?: number | null; + /** Model Info */ + model_info?: { + [key: string]: string; + } | null; + /** Model Max Budget */ + model_max_budget?: { + [key: string]: unknown; + } | null; + /** Models */ + models?: string[] | null; + /** Name */ + name: string; + /** Rpm Limit */ + rpm_limit?: number | null; + /** Soft Budget */ + soft_budget?: number | null; + /** Tpm Limit */ + tpm_limit?: number | null; + }; + /** + * TagSummaryMetrics + * @description Summary metrics for a tag + */ + TagSummaryMetrics: { + /** Failed Requests */ + failed_requests: number; + /** Successful Requests */ + successful_requests: number; + /** Tag */ + tag: string; + /** Total Requests */ + total_requests: number; + /** Total Spend */ + total_spend: number; + /** Total Tokens */ + total_tokens: number; + /** Unique Users */ + unique_users: number; + }; + /** + * TagSummaryResponse + * @description Response for tag summary analytics + */ + TagSummaryResponse: { + /** Results */ + results: components["schemas"]["TagSummaryMetrics"][]; + }; + /** TagUpdateRequest */ + TagUpdateRequest: { + /** Budget Duration */ + budget_duration?: string | null; + /** Budget Id */ + budget_id?: string | null; + /** Description */ + description?: string | null; + /** Max Budget */ + max_budget?: number | null; + /** Max Parallel Requests */ + max_parallel_requests?: number | null; + /** Model Info */ + model_info?: { + [key: string]: string; + } | null; + /** Model Max Budget */ + model_max_budget?: { + [key: string]: unknown; + } | null; + /** Models */ + models?: string[] | null; + /** Name */ + name: string; + /** Rpm Limit */ + rpm_limit?: number | null; + /** Soft Budget */ + soft_budget?: number | null; + /** Tpm Limit */ + tpm_limit?: number | null; + }; + /** TeamAddMemberResponse */ + TeamAddMemberResponse: { + /** Access Group Ids */ + access_group_ids?: string[] | null; + /** + * Admins + * @default [] + */ + admins: unknown[]; + /** + * Blocked + * @default false + */ + blocked: boolean; + /** Budget Duration */ + budget_duration?: string | null; + /** Budget Limits */ + budget_limits?: components["schemas"]["BudgetLimitEntry"][] | null; + /** Budget Reset At */ + budget_reset_at?: string | null; + /** Created At */ + created_at?: string | null; + /** Default Team Member Models */ + default_team_member_models?: string[] | null; + litellm_model_table?: components["schemas"]["LiteLLM_ModelTable"] | null; + /** Max Budget */ + max_budget?: number | null; + /** Max Parallel Requests */ + max_parallel_requests?: number | null; + /** + * Members + * @default [] + */ + members: unknown[]; + /** + * Members With Roles + * @default [] + */ + members_with_roles: components["schemas"]["Member"][]; + /** Metadata */ + metadata?: { + [key: string]: unknown; + } | null; + /** Model Id */ + model_id?: number | null; + /** + * Models + * @default [] + */ + models: unknown[]; + object_permission?: components["schemas"]["LiteLLM_ObjectPermissionTable"] | null; + /** Object Permission Id */ + object_permission_id?: string | null; + /** Organization Id */ + organization_id?: string | null; + /** Router Settings */ + router_settings?: { + [key: string]: unknown; + } | null; + /** Rpm Limit */ + rpm_limit?: number | null; + /** Soft Budget */ + soft_budget?: number | null; + /** Spend */ + spend?: number | null; + /** Team Alias */ + team_alias?: string | null; + /** Team Id */ + team_id: string; + /** Team Member Permissions */ + team_member_permissions?: string[] | null; + /** Tpm Limit */ + tpm_limit?: number | null; + /** Updated At */ + updated_at?: string | null; + /** Updated Team Memberships */ + updated_team_memberships: components["schemas"]["LiteLLM_TeamMembership"][]; + /** Updated Users */ + updated_users: components["schemas"]["LiteLLM_UserTable"][]; + }; + /** + * TeamListItem + * @description A team item in the paginated list response, enriched with computed fields. + */ + TeamListItem: { + /** Access Group Agent Ids */ + access_group_agent_ids?: string[] | null; + /** Access Group Ids */ + access_group_ids?: string[] | null; + /** Access Group Mcp Server Ids */ + access_group_mcp_server_ids?: string[] | null; + /** Access Group Models */ + access_group_models?: string[] | null; + /** + * Admins + * @default [] + */ + admins: unknown[]; + /** + * Blocked + * @default false + */ + blocked: boolean; + /** Budget Duration */ + budget_duration?: string | null; + /** Budget Limits */ + budget_limits?: components["schemas"]["BudgetLimitEntry"][] | null; + /** Budget Reset At */ + budget_reset_at?: string | null; + /** Created At */ + created_at?: string | null; + /** Default Team Member Models */ + default_team_member_models?: string[] | null; + /** + * Keys Count + * @default 0 + */ + keys_count: number; + litellm_model_table?: components["schemas"]["LiteLLM_ModelTable"] | null; + /** Max Budget */ + max_budget?: number | null; + /** Max Parallel Requests */ + max_parallel_requests?: number | null; + /** + * Members + * @default [] + */ + members: unknown[]; + /** + * Members Count + * @default 0 + */ + members_count: number; + /** + * Members With Roles + * @default [] + */ + members_with_roles: components["schemas"]["Member"][]; + /** Metadata */ + metadata?: { + [key: string]: unknown; + } | null; + /** Model Id */ + model_id?: number | null; + /** + * Models + * @default [] + */ + models: unknown[]; + object_permission?: components["schemas"]["LiteLLM_ObjectPermissionTable"] | null; + /** Object Permission Id */ + object_permission_id?: string | null; + /** Organization Id */ + organization_id?: string | null; + /** Router Settings */ + router_settings?: { + [key: string]: unknown; + } | null; + /** Rpm Limit */ + rpm_limit?: number | null; + /** Soft Budget */ + soft_budget?: number | null; + /** Spend */ + spend?: number | null; + /** Team Alias */ + team_alias?: string | null; + /** Team Id */ + team_id: string; + /** Team Member Permissions */ + team_member_permissions?: string[] | null; + /** Tpm Limit */ + tpm_limit?: number | null; + /** Updated At */ + updated_at?: string | null; + }; + /** + * TeamListResponse + * @description Response to get the list of teams + */ + TeamListResponse: { + /** Page */ + page: number; + /** Page Size */ + page_size: number; + /** Teams */ + teams: (components["schemas"]["TeamListItem"] | components["schemas"]["LiteLLM_TeamTable"] | components["schemas"]["LiteLLM_DeletedTeamTable"])[]; + /** Total */ + total: number; + /** Total Pages */ + total_pages: number; + }; + /** + * TeamMappings + * @description Configuration for mapping SSO JWT fields to team IDs. + * + * This allows configuring team_ids_jwt_field via the database instead of + * requiring config file changes and restarts. + */ + TeamMappings: { + /** + * Team Ids Jwt Field + * @description The field name in the SSO/JWT token that contains the team IDs array (e.g., 'groups', 'teams'). Supports dot notation for nested fields. + */ + team_ids_jwt_field?: string | null; + }; + /** + * TeamMemberAddRequest + * @description Request body for adding members to a team. + * + * Example: + * ```json + * { + * "team_id": "45e3e396-ee08-4a61-a88e-16b3ce7e0849", + * "member": { + * "role": "user", + * "user_id": "user123" + * }, + * "max_budget_in_team": 100.0 + * } + * ``` + */ + TeamMemberAddRequest: { + /** + * Allowed Models + * @description List of models this team member can access. If not set, inherits the team's default_team_member_models or all team models. + */ + allowed_models?: string[] | null; + /** + * Max Budget In Team + * @description Maximum budget allocated to this user within the team. If not set, user has unlimited budget within team limits + */ + max_budget_in_team?: number | null; + /** + * Member + * @description Member object or list of member objects to add. Each member must include either user_id or user_email, and a role + */ + member: components["schemas"]["Member"][] | components["schemas"]["Member"]; + /** + * Team Id + * @description The ID of the team to add the member to + */ + team_id: string; + }; + /** + * TeamMemberAddResult + * @description Result of a single team member add operation + */ + TeamMemberAddResult: { + /** Error */ + error?: string | null; + /** Success */ + success: boolean; + /** Updated Team Membership */ + updated_team_membership?: { + [key: string]: unknown; + } | null; + /** Updated User */ + updated_user?: { + [key: string]: unknown; + } | null; + /** User Email */ + user_email?: string | null; + /** User Id */ + user_id?: string | null; + }; + /** TeamMemberDeleteRequest */ + TeamMemberDeleteRequest: { + /** Team Id */ + team_id: string; + /** User Email */ + user_email?: string | null; + /** User Id */ + user_id?: string | null; + }; + /** + * TeamMemberInfoResponse + * @description Response for GET /team/{team_id}/members/me — caller's own membership row. + */ + TeamMemberInfoResponse: { + /** Budget Id */ + budget_id?: string | null; + /** Litellm Budget Table */ + litellm_budget_table?: components["schemas"]["LiteLLM_BudgetTableFull"] | components["schemas"]["LiteLLM_BudgetTable"] | null; + /** Role */ + role?: string | null; + /** + * Spend + * @default 0 + */ + spend: number | null; + /** Team Alias */ + team_alias?: string | null; + /** Team Id */ + team_id: string; + /** + * Total Spend + * @default 0 + */ + total_spend: number | null; + /** User Email */ + user_email?: string | null; + /** User Id */ + user_id: string; + }; + /** TeamMemberUpdateRequest */ + TeamMemberUpdateRequest: { + /** + * Allowed Models + * @description List of models this team member can access. Pass an empty list to remove per-member model restrictions. + */ + allowed_models?: string[] | null; + /** Max Budget In Team */ + max_budget_in_team?: number | null; + /** Role */ + role?: ("admin" | "user") | null; + /** + * Rpm Limit + * @description Requests per minute limit for this team member + */ + rpm_limit?: number | null; + /** Team Id */ + team_id: string; + /** + * Tpm Limit + * @description Tokens per minute limit for this team member + */ + tpm_limit?: number | null; + /** User Email */ + user_email?: string | null; + /** User Id */ + user_id?: string | null; + }; + /** TeamMemberUpdateResponse */ + TeamMemberUpdateResponse: { + /** Allowed Models */ + allowed_models?: string[] | null; + /** Max Budget In Team */ + max_budget_in_team?: number | null; + /** Rpm Limit */ + rpm_limit?: number | null; + /** Team Id */ + team_id: string; + /** Tpm Limit */ + tpm_limit?: number | null; + /** User Email */ + user_email?: string | null; + /** User Id */ + user_id: string; + }; + /** + * TeamModelAddRequest + * @description Request to add models to a team + */ + TeamModelAddRequest: { + /** Models */ + models: string[]; + /** Team Id */ + team_id: string; + }; + /** + * TeamModelDeleteRequest + * @description Request to delete models from a team + */ + TeamModelDeleteRequest: { + /** Models */ + models: string[]; + /** Team Id */ + team_id: string; + }; + /** + * TestCustomCodeGuardrailRequest + * @description Request model for testing custom code guardrails. + */ + TestCustomCodeGuardrailRequest: { + /** Custom Code */ + custom_code: string; + /** + * Input Type + * @default request + */ + input_type: string; + /** Request Data */ + request_data?: { + [key: string]: unknown; + } | null; + /** Test Input */ + test_input: { + [key: string]: unknown; + }; + }; + /** + * TestCustomCodeGuardrailResponse + * @description Response model for testing custom code guardrails. + */ + TestCustomCodeGuardrailResponse: { + /** Error */ + error?: string | null; + /** Error Type */ + error_type?: string | null; + /** Result */ + result?: { + [key: string]: unknown; + } | null; + /** Success */ + success: boolean; + }; + /** + * TestPoliciesAndGuardrailsRequest + * @description Request body for POST /utils/test_policies_and_guardrails. + */ + TestPoliciesAndGuardrailsRequest: { + /** + * Agent Id + * @description When set, call chat completion with this model/agent for each input and include the response in the result. + */ + agent_id?: string | null; + /** + * Guardrail Names + * @description Guardrail names to apply directly + */ + guardrail_names?: string[] | null; + /** + * Input Type + * @description Whether inputs are request or response + * @default request + * @enum {string} + */ + input_type: "request" | "response"; + /** + * Inputs List + * @description List of GenericGuardrailAPIInputs; each item processed separately (for batch compliance testing). + * @default [] + */ + inputs_list: components["schemas"]["GenericGuardrailAPIInputs"][]; + /** + * Policy Names + * @description Policy names to resolve guardrails from + */ + policy_names?: string[] | null; + /** + * Request Data + * @description Request context (model, user_id, etc.) + */ + request_data?: { + [key: string]: unknown; + }; + }; + /** TestPolicyTemplateRequest */ + TestPolicyTemplateRequest: { + /** + * Guardrail Definitions + * @description All guardrailDefinitions from the policy template + */ + guardrail_definitions: { + [key: string]: unknown; + }[]; + /** + * Text + * @description Test input text to run guardrails against + */ + text: string; + }; + /** TestPolicyTemplateResponse */ + TestPolicyTemplateResponse: { + /** Overall Action */ + overall_action: string; + /** Results */ + results: components["schemas"]["GuardrailTestResultEntry"][]; + }; + /** TestPromptRequest */ + TestPromptRequest: { + /** Conversation History */ + conversation_history?: { + [key: string]: string; + }[] | null; + /** Dotprompt Content */ + dotprompt_content: string; + /** Prompt Variables */ + prompt_variables?: { + [key: string]: unknown; + } | null; + }; + /** TestSearchToolConnectionRequest */ + TestSearchToolConnectionRequest: { + /** Litellm Params */ + litellm_params: { + [key: string]: unknown; + }; + }; + /** + * TokenCountDetailsResponse + * @description Response structure for token count details with modality breakdown. + * + * Example: + * {'totalTokens': 12, 'promptTokensDetails': [{'modality': 'TEXT', 'tokenCount': 12}]} + */ + TokenCountDetailsResponse: { + /** Prompttokensdetails */ + promptTokensDetails: components["schemas"]["PromptTokensDetails"][]; + /** Totaltokens */ + totalTokens: number; + }; + /** TokenCountRequest */ + TokenCountRequest: { + /** Contents */ + contents?: { + [key: string]: unknown; + }[] | null; + /** Messages */ + messages?: { + [key: string]: unknown; + }[] | null; + /** Model */ + model: string; + /** Prompt */ + prompt?: string | null; + /** System */ + system?: unknown | null; + /** Tools */ + tools?: { + [key: string]: unknown; + }[] | null; + }; + /** TokenCountResponse */ + TokenCountResponse: { + /** + * Error + * @default false + */ + error: boolean; + /** Error Message */ + error_message?: string | null; + /** Model Used */ + model_used: string; + /** Original Response */ + original_response?: { + [key: string]: unknown; + } | null; + /** Request Model */ + request_model: string; + /** Status Code */ + status_code?: number | null; + /** Tokenizer Type */ + tokenizer_type: string; + /** Total Tokens */ + total_tokens: number; + }; + /** ToolDetailResponse */ + ToolDetailResponse: { + /** Overrides */ + overrides?: components["schemas"]["ToolPolicyOverrideRow"][]; + tool: components["schemas"]["LiteLLM_ToolTableRow"]; + }; + /** ToolListResponse */ + ToolListResponse: { + /** Tools */ + tools: components["schemas"]["LiteLLM_ToolTableRow"][]; + /** Total */ + total: number; + }; + /** + * ToolPermissionRule + * @description A rule defining permission for a specific tool or tool pattern + */ + ToolPermissionRule: { + /** + * Allowed Param Patterns + * @description Optional regex map enforcing nested parameter values using dot/[] paths + */ + allowed_param_patterns?: { + [key: string]: string; + } | null; + /** + * Decision + * @description Whether to allow or deny this tool usage + * @enum {string} + */ + decision: "allow" | "deny"; + /** + * Id + * @description Unique identifier for the rule + */ + id: string; + /** + * Tool Name + * @description Regex pattern applied to the tool's function name + */ + tool_name?: string | null; + /** + * Tool Type + * @description Regex pattern applied to the tool type (e.g., function) + */ + tool_type?: string | null; + }; + /** ToolPolicyOption */ + ToolPolicyOption: { + /** Description */ + description: string; + /** Label */ + label: string; + /** Value */ + value: string; + }; + /** ToolPolicyOptionsResponse */ + ToolPolicyOptionsResponse: { + /** Input Policies */ + input_policies: components["schemas"]["ToolPolicyOption"][]; + /** Output Policies */ + output_policies: components["schemas"]["ToolPolicyOption"][]; + }; + /** ToolPolicyOverrideRow */ + ToolPolicyOverrideRow: { + /** Created At */ + created_at?: string | null; + /** + * Input Policy + * @default blocked + * @enum {string} + */ + input_policy: "trusted" | "untrusted" | "blocked"; + /** Key Alias */ + key_alias?: string | null; + /** Key Hash */ + key_hash?: string | null; + /** Override Id */ + override_id: string; + /** Team Id */ + team_id?: string | null; + /** Tool Name */ + tool_name: string; + /** Updated At */ + updated_at?: string | null; + }; + /** ToolPolicyUpdateRequest */ + ToolPolicyUpdateRequest: { + /** Input Policy */ + input_policy?: ("trusted" | "untrusted" | "blocked") | null; + /** Key Alias */ + key_alias?: string | null; + /** Key Hash */ + key_hash?: string | null; + /** Output Policy */ + output_policy?: ("trusted" | "untrusted") | null; + /** Team Id */ + team_id?: string | null; + /** Tool Name */ + tool_name: string; + }; + /** ToolPolicyUpdateResponse */ + ToolPolicyUpdateResponse: { + /** Input Policy */ + input_policy?: ("trusted" | "untrusted" | "blocked") | null; + /** Key Hash */ + key_hash?: string | null; + /** Output Policy */ + output_policy?: ("trusted" | "untrusted") | null; + /** Team Id */ + team_id?: string | null; + /** Tool Name */ + tool_name: string; + /** Updated */ + updated: boolean; + }; + /** + * ToolUsageLogEntry + * @description One spend log row for a tool call (for UI "recent logs" table). + */ + ToolUsageLogEntry: { + /** Id */ + id: string; + /** Input Snippet */ + input_snippet?: string | null; + /** Model */ + model?: string | null; + /** Spend */ + spend?: number | null; + /** Timestamp */ + timestamp: string; + /** Total Tokens */ + total_tokens?: number | null; + }; + /** ToolUsageLogsResponse */ + ToolUsageLogsResponse: { + /** Logs */ + logs: components["schemas"]["ToolUsageLogEntry"][]; + /** Page */ + page: number; + /** Page Size */ + page_size: number; + /** Total */ + total: number; + }; + /** TopLogprob */ + TopLogprob: { + /** Bytes */ + bytes?: number[] | null; + /** Logprob */ + logprob: number; + /** Token */ + token: string; + } & { + [key: string]: unknown; + }; + /** TransformRequestBody */ + TransformRequestBody: { + call_type: components["schemas"]["CallTypes"]; + /** Request Body */ + request_body: { + [key: string]: unknown; + }; + }; + /** + * UISettingsResponse + * @description Response model for UI settings + */ + UISettingsResponse: { + /** Field Schema */ + field_schema: { + [key: string]: unknown; + }; + /** Values */ + values: { + [key: string]: unknown; + }; + }; + /** + * UIThemeConfig + * @description Configuration for UI theme customization + */ + UIThemeConfig: { + /** + * Favicon Url + * @description URL to custom favicon image. Must be an HTTP/HTTPS URL to a .ico, .png, or .svg file + */ + favicon_url?: string | null; + /** + * Logo Url + * @description URL or path to custom logo image. Can be a local file path or HTTP/HTTPS URL + */ + logo_url?: string | null; + }; + /** + * UIThemeSettingsResponse + * @description Response model for UI theme settings + */ + UIThemeSettingsResponse: { + /** Field Schema */ + field_schema: { + [key: string]: unknown; + }; + /** Values */ + values: { + [key: string]: unknown; + }; + }; + /** UiDiscoveryEndpoints */ + UiDiscoveryEndpoints: { + /** Admin Ui Disabled */ + admin_ui_disabled: boolean; + /** Auto Redirect To Sso */ + auto_redirect_to_sso: boolean; + /** + * Is Control Plane + * @default false + */ + is_control_plane: boolean; + /** Proxy Base Url */ + proxy_base_url: string | null; + /** Server Root Path */ + server_root_path: string; + /** Sso Configured */ + sso_configured: boolean; + /** + * Workers + * @default [] + */ + workers: components["schemas"]["WorkerRegistryEntry"][]; + }; + /** + * UpdateCustomerRequest + * @description Update a Customer, use this to update customer budgets etc + */ + UpdateCustomerRequest: { + /** Alias */ + alias?: string | null; + /** Allowed Model Region */ + allowed_model_region?: ("eu" | "us") | null; + /** + * Blocked + * @default false + */ + blocked: boolean; + /** Budget Id */ + budget_id?: string | null; + /** Default Model */ + default_model?: string | null; + /** Max Budget */ + max_budget?: number | null; + object_permission?: components["schemas"]["LiteLLM_ObjectPermissionBase"] | null; + /** User Id */ + user_id: string; + }; + /** UpdateGuardrailRequest */ + UpdateGuardrailRequest: { + guardrail: components["schemas"]["Guardrail"]; + }; + /** UpdateJWTKeyMappingRequest */ + UpdateJWTKeyMappingRequest: { + /** Description */ + description?: string | null; + /** Id */ + id: string; + /** Is Active */ + is_active?: boolean | null; + /** Key */ + key?: string | null; + }; + /** UpdateKeyRequest */ + UpdateKeyRequest: { + /** Access Group Ids */ + access_group_ids?: string[] | null; + /** Agent Id */ + agent_id?: string | null; + /** + * Aliases + * @default {} + */ + aliases: { + [key: string]: unknown; + } | null; + /** + * Allowed Cache Controls + * @default [] + */ + allowed_cache_controls: unknown[] | null; + /** Allowed Passthrough Routes */ + allowed_passthrough_routes?: unknown[] | null; + /** + * Allowed Routes + * @default [] + */ + allowed_routes: unknown[] | null; + /** Allowed Vector Store Indexes */ + allowed_vector_store_indexes?: components["schemas"]["AllowedVectorStoreIndexItem"][] | null; + /** Auto Rotate */ + auto_rotate?: boolean | null; + /** Blocked */ + blocked?: boolean | null; + /** Budget Duration */ + budget_duration?: string | null; + /** Budget Id */ + budget_id?: string | null; + /** Budget Limits */ + budget_limits?: components["schemas"]["BudgetLimitEntry"][] | null; + /** + * Config + * @default {} + */ + config: { + [key: string]: unknown; + } | null; + /** Disable Global Guardrails */ + disable_global_guardrails?: boolean | null; + /** Duration */ + duration?: string | null; + /** Enforced Params */ + enforced_params?: string[] | null; + /** Guardrails */ + guardrails?: string[] | null; + /** Key */ + key: string; + /** Key Alias */ + key_alias?: string | null; + /** Max Budget */ + max_budget?: number | null; + /** Max Parallel Requests */ + max_parallel_requests?: number | null; + /** Mcp Rpm Limit */ + mcp_rpm_limit?: { + [key: string]: number; + } | null; + /** Metadata */ + metadata?: { + [key: string]: unknown; + } | null; + /** + * Model Max Budget + * @default {} + */ + model_max_budget: { + [key: string]: unknown; + } | null; + /** Model Rpm Limit */ + model_rpm_limit?: { + [key: string]: unknown; + } | null; + /** Model Tpm Limit */ + model_tpm_limit?: { + [key: string]: unknown; + } | null; + /** + * Models + * @default [] + */ + models: unknown[] | null; + object_permission?: components["schemas"]["LiteLLM_ObjectPermissionBase"] | null; + /** Organization Id */ + organization_id?: string | null; + /** + * Permissions + * @default {} + */ + permissions: { + [key: string]: unknown; + } | null; + /** Policies */ + policies?: string[] | null; + /** Prompts */ + prompts?: string[] | null; + /** Rotation Interval */ + rotation_interval?: string | null; + router_settings?: components["schemas"]["UpdateRouterConfig"] | null; + /** Rpm Limit */ + rpm_limit?: number | null; + /** Rpm Limit Type */ + rpm_limit_type?: ("guaranteed_throughput" | "best_effort_throughput" | "dynamic") | null; + /** Spend */ + spend?: number | null; + /** Tags */ + tags?: string[] | null; + /** Team Id */ + team_id?: string | null; + /** Temp Budget Expiry */ + temp_budget_expiry?: string | null; + /** Temp Budget Increase */ + temp_budget_increase?: number | null; + /** Tpm Limit */ + tpm_limit?: number | null; + /** Tpm Limit Type */ + tpm_limit_type?: ("guaranteed_throughput" | "best_effort_throughput" | "dynamic") | null; + /** User Id */ + user_id?: string | null; + }; + /** UpdateMCPServerRequest */ + UpdateMCPServerRequest: { + /** Alias */ + alias?: string | null; + /** + * Allow All Keys + * @default false + */ + allow_all_keys: boolean; + /** Allowed Tools */ + allowed_tools?: string[] | null; + /** Args */ + args?: string[]; + /** Auth Type */ + auth_type?: ("none" | "api_key" | "bearer_token" | "basic" | "authorization" | "oauth2" | "aws_sigv4" | "token") | null; + /** Authorization Url */ + authorization_url?: string | null; + /** + * Available On Public Internet + * @default true + */ + available_on_public_internet: boolean; + /** Byok Api Key Help Url */ + byok_api_key_help_url?: string | null; + /** Byok Description */ + byok_description?: string[]; + /** Command */ + command?: string | null; + credentials?: components["schemas"]["MCPCredentials"] | null; + /** Description */ + description?: string | null; + /** Env */ + env?: { + [key: string]: string; + }; + /** Extra Headers */ + extra_headers?: string[] | null; + /** Instructions */ + instructions?: string | null; + /** + * Is Byok + * @default false + */ + is_byok: boolean; + /** Mcp Access Groups */ + mcp_access_groups?: string[]; + /** Mcp Info */ + mcp_info?: { + [key: string]: unknown; + } | null; + /** Registration Url */ + registration_url?: string | null; + /** Server Id */ + server_id: string; + /** Server Name */ + server_name?: string | null; + /** Source Url */ + source_url?: string | null; + /** Spec Path */ + spec_path?: string | null; + /** Static Headers */ + static_headers?: { + [key: string]: string; + } | null; + /** Token Url */ + token_url?: string | null; + /** Tool Name To Description */ + tool_name_to_description?: { + [key: string]: string; + } | null; + /** Tool Name To Display Name */ + tool_name_to_display_name?: { + [key: string]: string; + } | null; + /** + * Transport + * @default sse + * @enum {string} + */ + transport: "sse" | "http" | "stdio"; + /** Url */ + url?: string | null; + }; + /** UpdateMCPToolsetRequest */ + UpdateMCPToolsetRequest: { + /** Description */ + description?: string | null; + /** Tools */ + tools?: components["schemas"]["MCPToolsetTool"][] | null; + /** Toolset Id */ + toolset_id: string; + /** Toolset Name */ + toolset_name?: string | null; + }; + /** UpdateModelGroupRequest */ + UpdateModelGroupRequest: { + /** Model Ids */ + model_ids?: string[] | null; + /** Model Names */ + model_names?: string[] | null; + }; + /** + * UpdateProjectRequest + * @description Request model for POST /project/update + */ + UpdateProjectRequest: { + /** Allowed Models */ + allowed_models?: string[] | null; + /** Blocked */ + blocked?: boolean | null; + /** Budget Duration */ + budget_duration?: string | null; + /** Budget Id */ + budget_id?: string | null; + /** Description */ + description?: string | null; + /** Guardrails */ + guardrails?: string[] | null; + /** Max Budget */ + max_budget?: number | null; + /** Max Parallel Requests */ + max_parallel_requests?: number | null; + /** Metadata */ + metadata?: { + [key: string]: unknown; + } | null; + /** Model Max Budget */ + model_max_budget?: { + [key: string]: unknown; + } | null; + /** Model Rpm Limit */ + model_rpm_limit?: { + [key: string]: unknown; + } | null; + /** Model Tpm Limit */ + model_tpm_limit?: { + [key: string]: unknown; + } | null; + /** Models */ + models?: string[] | null; + object_permission?: components["schemas"]["LiteLLM_ObjectPermissionBase"] | null; + /** Policies */ + policies?: string[] | null; + /** Project Alias */ + project_alias?: string | null; + /** Project Id */ + project_id: string; + /** Rpm Limit */ + rpm_limit?: number | null; + /** Soft Budget */ + soft_budget?: number | null; + /** Tags */ + tags?: string[] | null; + /** Team Id */ + team_id?: string | null; + /** Tpm Limit */ + tpm_limit?: number | null; + }; + /** + * UpdatePublicModelGroupsRequest + * @description Request model for updating public model groups + */ + UpdatePublicModelGroupsRequest: { + /** + * Model Groups + * @description List of model group names to make public + */ + model_groups: string[]; + }; + /** + * UpdateRouterConfig + * @description Set of params that you can modify via `router.update_settings()`. + */ + UpdateRouterConfig: { + /** Allowed Fails */ + allowed_fails?: number | null; + /** Context Window Fallbacks */ + context_window_fallbacks?: { + [key: string]: unknown; + }[] | null; + /** Cooldown Time */ + cooldown_time?: number | null; + /** Fallbacks */ + fallbacks?: { + [key: string]: unknown; + }[] | null; + /** Max Retries */ + max_retries?: number | null; + /** Model Group Affinity Config */ + model_group_affinity_config?: { + [key: string]: string[]; + } | null; + /** + * Model Group Alias + * @default {} + */ + model_group_alias: { + [key: string]: string | { + [key: string]: unknown; + }; + } | null; + /** Model Group Retry Policy */ + model_group_retry_policy?: { + [key: string]: unknown; + } | null; + /** Num Retries */ + num_retries?: number | null; + /** Retry After */ + retry_after?: number | null; + /** Routing Groups */ + routing_groups?: components["schemas"]["RoutingGroup"][] | null; + /** Routing Strategy */ + routing_strategy?: string | null; + /** Routing Strategy Args */ + routing_strategy_args?: { + [key: string]: unknown; + } | null; + /** Timeout */ + timeout?: number | null; + }; + /** UpdateSearchToolRequest */ + UpdateSearchToolRequest: { + search_tool: components["schemas"]["SearchTool"]; + }; + /** + * UpdateTeamMemberPermissionsRequest + * @description Request to update the team member permissions for a team + */ + UpdateTeamMemberPermissionsRequest: { + /** Team Id */ + team_id: string; + /** Team Member Permissions */ + team_member_permissions: string[]; + }; + /** + * UpdateTeamRequest + * @description UpdateTeamRequest, used by /team/update when you need to update a team + * + * team_id: str + * team_alias: Optional[str] = None + * organization_id: Optional[str] = None + * metadata: Optional[dict] = None + * tpm_limit: Optional[int] = None + * rpm_limit: Optional[int] = None + * max_budget: Optional[float] = None + * models: Optional[list] = None + * blocked: Optional[bool] = None + * budget_duration: Optional[str] = None + * guardrails: Optional[List[str]] = None + * policies: Optional[List[str]] = None + */ + UpdateTeamRequest: { + /** Access Group Ids */ + access_group_ids?: string[] | null; + /** Allowed Passthrough Routes */ + allowed_passthrough_routes?: unknown[] | null; + /** Allowed Vector Store Indexes */ + allowed_vector_store_indexes?: components["schemas"]["AllowedVectorStoreIndexItem"][] | null; + /** Blocked */ + blocked?: boolean | null; + /** Budget Duration */ + budget_duration?: string | null; + /** Budget Limits */ + budget_limits?: components["schemas"]["BudgetLimitEntry"][] | null; + /** Default Team Member Models */ + default_team_member_models?: string[] | null; + /** Disable Global Guardrails */ + disable_global_guardrails?: boolean | null; + /** Enforced Batch Output Expires After */ + enforced_batch_output_expires_after?: { + [key: string]: unknown; + } | null; + /** Enforced File Expires After */ + enforced_file_expires_after?: { + [key: string]: unknown; + } | null; + /** Guardrails */ + guardrails?: string[] | null; + /** Max Budget */ + max_budget?: number | null; + /** Mcp Rpm Limit */ + mcp_rpm_limit?: { + [key: string]: number; + } | null; + /** Metadata */ + metadata?: { + [key: string]: unknown; + } | null; + /** Model Aliases */ + model_aliases?: { + [key: string]: unknown; + } | null; + /** Model Rpm Limit */ + model_rpm_limit?: { + [key: string]: number; + } | null; + /** Model Tpm Limit */ + model_tpm_limit?: { + [key: string]: number; + } | null; + /** Models */ + models?: unknown[] | null; + object_permission?: components["schemas"]["LiteLLM_ObjectPermissionBase"] | null; + /** Organization Id */ + organization_id?: string | null; + /** Policies */ + policies?: string[] | null; + /** Prompts */ + prompts?: string[] | null; + /** Router Settings */ + router_settings?: { + [key: string]: unknown; + } | null; + /** Rpm Limit */ + rpm_limit?: number | null; + /** Secret Manager Settings */ + secret_manager_settings?: { + [key: string]: unknown; + } | null; + /** Soft Budget */ + soft_budget?: number | null; + /** Tags */ + tags?: unknown[] | null; + /** Team Alias */ + team_alias?: string | null; + /** Team Id */ + team_id: string; + /** Team Member Budget */ + team_member_budget?: number | null; + /** Team Member Budget Duration */ + team_member_budget_duration?: string | null; + /** Team Member Key Duration */ + team_member_key_duration?: string | null; + /** Team Member Rpm Limit */ + team_member_rpm_limit?: number | null; + /** Team Member Tpm Limit */ + team_member_tpm_limit?: number | null; + /** Tpm Limit */ + tpm_limit?: number | null; + }; + /** UpdateUsefulLinksRequest */ + UpdateUsefulLinksRequest: { + /** Useful Links */ + useful_links: { + [key: string]: string | { + [key: string]: unknown; + }; + }; + }; + /** UpdateUserRequest */ + UpdateUserRequest: { + /** Agent Id */ + agent_id?: string | null; + /** + * Aliases + * @default {} + */ + aliases: { + [key: string]: unknown; + } | null; + /** + * Allowed Cache Controls + * @default [] + */ + allowed_cache_controls: unknown[] | null; + /** Blocked */ + blocked?: boolean | null; + /** Budget Duration */ + budget_duration?: string | null; + /** Budget Limits */ + budget_limits?: components["schemas"]["BudgetLimitEntry"][] | null; + /** + * Config + * @default {} + */ + config: { + [key: string]: unknown; + } | null; + /** Duration */ + duration?: string | null; + /** Guardrails */ + guardrails?: string[] | null; + /** Key Alias */ + key_alias?: string | null; + /** Max Budget */ + max_budget?: number | null; + /** Max Parallel Requests */ + max_parallel_requests?: number | null; + /** Mcp Rpm Limit */ + mcp_rpm_limit?: { + [key: string]: number; + } | null; + /** Metadata */ + metadata?: { + [key: string]: unknown; + } | null; + /** + * Model Max Budget + * @default {} + */ + model_max_budget: { + [key: string]: unknown; + } | null; + /** Model Rpm Limit */ + model_rpm_limit?: { + [key: string]: unknown; + } | null; + /** Model Tpm Limit */ + model_tpm_limit?: { + [key: string]: unknown; + } | null; + /** + * Models + * @default [] + */ + models: unknown[] | null; + object_permission?: components["schemas"]["LiteLLM_ObjectPermissionBase"] | null; + /** Password */ + password?: string | null; + /** + * Permissions + * @default {} + */ + permissions: { + [key: string]: unknown; + } | null; + /** Policies */ + policies?: string[] | null; + /** Prompts */ + prompts?: string[] | null; + /** Rpm Limit */ + rpm_limit?: number | null; + /** Spend */ + spend?: number | null; + /** Team Id */ + team_id?: string | null; + /** Tpm Limit */ + tpm_limit?: number | null; + /** User Alias */ + user_alias?: string | null; + /** User Email */ + user_email?: string | null; + /** User Id */ + user_id?: string | null; + /** User Role */ + user_role?: ("proxy_admin" | "proxy_admin_viewer" | "internal_user" | "internal_user_viewer") | null; + }; + /** UpdateUserRequestNoUserIDorEmail */ + UpdateUserRequestNoUserIDorEmail: { + /** Agent Id */ + agent_id?: string | null; + /** + * Aliases + * @default {} + */ + aliases: { + [key: string]: unknown; + } | null; + /** + * Allowed Cache Controls + * @default [] + */ + allowed_cache_controls: unknown[] | null; + /** Blocked */ + blocked?: boolean | null; + /** Budget Duration */ + budget_duration?: string | null; + /** Budget Limits */ + budget_limits?: components["schemas"]["BudgetLimitEntry"][] | null; + /** + * Config + * @default {} + */ + config: { + [key: string]: unknown; + } | null; + /** Duration */ + duration?: string | null; + /** Guardrails */ + guardrails?: string[] | null; + /** Key Alias */ + key_alias?: string | null; + /** Max Budget */ + max_budget?: number | null; + /** Max Parallel Requests */ + max_parallel_requests?: number | null; + /** Mcp Rpm Limit */ + mcp_rpm_limit?: { + [key: string]: number; + } | null; + /** Metadata */ + metadata?: { + [key: string]: unknown; + } | null; + /** + * Model Max Budget + * @default {} + */ + model_max_budget: { + [key: string]: unknown; + } | null; + /** Model Rpm Limit */ + model_rpm_limit?: { + [key: string]: unknown; + } | null; + /** Model Tpm Limit */ + model_tpm_limit?: { + [key: string]: unknown; + } | null; + /** + * Models + * @default [] + */ + models: unknown[] | null; + object_permission?: components["schemas"]["LiteLLM_ObjectPermissionBase"] | null; + /** Password */ + password?: string | null; + /** + * Permissions + * @default {} + */ + permissions: { + [key: string]: unknown; + } | null; + /** Policies */ + policies?: string[] | null; + /** Prompts */ + prompts?: string[] | null; + /** Rpm Limit */ + rpm_limit?: number | null; + /** Spend */ + spend?: number | null; + /** Team Id */ + team_id?: string | null; + /** Tpm Limit */ + tpm_limit?: number | null; + /** User Alias */ + user_alias?: string | null; + /** User Id */ + user_id?: string | null; + /** User Role */ + user_role?: ("proxy_admin" | "proxy_admin_viewer" | "internal_user" | "internal_user_viewer") | null; + }; + /** UsageAIChatRequest */ + UsageAIChatRequest: { + /** + * Messages + * @description Chat messages (user/assistant history) + */ + messages: components["schemas"]["ChatMessage"][]; + /** + * Model + * @description Model to use for AI chat + */ + model?: string | null; + }; + /** UsageDetailResponse */ + UsageDetailResponse: { + /** Avglatency */ + avgLatency: number | null; + /** Avgscore */ + avgScore: number | null; + /** Description */ + description: string | null; + /** Failrate */ + failRate: number; + /** Guardrail Id */ + guardrail_id: string; + /** Guardrail Name */ + guardrail_name: string; + /** Provider */ + provider: string; + /** Requestsevaluated */ + requestsEvaluated: number; + /** Status */ + status: string; + /** Time Series */ + time_series: { + [key: string]: unknown; + }[]; + /** Trend */ + trend: string; + /** Type */ + type: string; + }; + /** UsageLogEntry */ + UsageLogEntry: { + /** Action */ + action: string; + /** Id */ + id: string; + /** Input Snippet */ + input_snippet: string | null; + /** Latency Ms */ + latency_ms: number | null; + /** Model */ + model: string | null; + /** Output Snippet */ + output_snippet: string | null; + /** Reason */ + reason: string | null; + /** Score */ + score: number | null; + /** Timestamp */ + timestamp: string; + }; + /** UsageLogsResponse */ + UsageLogsResponse: { + /** Logs */ + logs: components["schemas"]["UsageLogEntry"][]; + /** Page */ + page: number; + /** Page Size */ + page_size: number; + /** Total */ + total: number; + }; + /** UsageOverviewResponse */ + UsageOverviewResponse: { + /** Chart */ + chart: { + [key: string]: unknown; + }[]; + /** Passrate */ + passRate: number; + /** Rows */ + rows: components["schemas"]["UsageOverviewRow"][]; + /** Totalblocked */ + totalBlocked: number; + /** Totalrequests */ + totalRequests: number; + }; + /** UsageOverviewRow */ + UsageOverviewRow: { + /** Avglatency */ + avgLatency: number | null; + /** Avgscore */ + avgScore: number | null; + /** Failrate */ + failRate: number; + /** Id */ + id: string; + /** Name */ + name: string; + /** Provider */ + provider: string; + /** Requestsevaluated */ + requestsEvaluated: number; + /** Status */ + status: string; + /** Trend */ + trend: string; + /** Type */ + type: string; + }; + /** + * UserAPIKeyAuth + * @description Return the row in the db + */ + UserAPIKeyAuth: { + /** Access Group Ids */ + access_group_ids?: string[] | null; + /** Agent Id */ + agent_id?: string | null; + /** + * Aliases + * @default {} + */ + aliases: { + [key: string]: unknown; + }; + /** + * Allowed Cache Controls + * @default [] + */ + allowed_cache_controls: unknown[] | null; + /** Allowed Model Region */ + allowed_model_region?: ("eu" | "us") | null; + /** + * Allowed Routes + * @default [] + */ + allowed_routes: unknown[] | null; + /** Api Key */ + api_key?: string | null; + /** + * Auto Rotate + * @default false + */ + auto_rotate: boolean | null; + /** Blocked */ + blocked?: boolean | null; + /** Budget Duration */ + budget_duration?: string | null; + /** Budget Limits */ + budget_limits?: { + [key: string]: unknown; + }[] | null; + /** Budget Reset At */ + budget_reset_at?: string | null; + /** + * Config + * @default {} + */ + config: { + [key: string]: unknown; + }; + /** Created At */ + created_at?: string | null; + /** Created By */ + created_by?: string | null; + /** Created By User */ + created_by_user?: unknown | null; + /** End User Id */ + end_user_id?: string | null; + /** End User Max Budget */ + end_user_max_budget?: number | null; + /** End User Model Max Budget */ + end_user_model_max_budget?: { + [key: string]: unknown; + } | null; + end_user_object_permission?: components["schemas"]["LiteLLM_ObjectPermissionTable"] | null; + /** End User Rpm Limit */ + end_user_rpm_limit?: number | null; + /** End User Tpm Limit */ + end_user_tpm_limit?: number | null; + /** Expires */ + expires?: string | null; + /** Jwt Claims */ + jwt_claims?: { + [key: string]: unknown; + } | null; + /** Key Alias */ + key_alias?: string | null; + /** Key Name */ + key_name?: string | null; + /** Key Rotation At */ + key_rotation_at?: string | null; + /** Last Active */ + last_active?: string | null; + /** Last Refreshed At */ + last_refreshed_at?: number | null; + /** Last Rotation At */ + last_rotation_at?: string | null; + /** Litellm Budget Table */ + litellm_budget_table?: { + [key: string]: unknown; + } | null; + /** Max Budget */ + max_budget?: number | null; + /** Max Parallel Requests */ + max_parallel_requests?: number | null; + /** + * Metadata + * @default {} + */ + metadata: { + [key: string]: unknown; + }; + /** + * Model Max Budget + * @default {} + */ + model_max_budget: { + [key: string]: unknown; + }; + /** + * Model Spend + * @default {} + */ + model_spend: { + [key: string]: unknown; + }; + /** + * Models + * @default [] + */ + models: unknown[]; + object_permission?: components["schemas"]["LiteLLM_ObjectPermissionTable"] | null; + /** Object Permission Id */ + object_permission_id?: string | null; + /** Org Id */ + org_id?: string | null; + /** Organization Alias */ + organization_alias?: string | null; + /** Organization Max Budget */ + organization_max_budget?: number | null; + /** Organization Metadata */ + organization_metadata?: { + [key: string]: unknown; + } | null; + /** Organization Rpm Limit */ + organization_rpm_limit?: number | null; + /** Organization Tpm Limit */ + organization_tpm_limit?: number | null; + /** Parent Otel Span */ + parent_otel_span?: unknown | null; + /** + * Permissions + * @default {} + */ + permissions: { + [key: string]: unknown; + }; + /** Project Alias */ + project_alias?: string | null; + /** Project Id */ + project_id?: string | null; + /** Project Metadata */ + project_metadata?: { + [key: string]: unknown; + } | null; + /** Request Route */ + request_route?: string | null; + /** + * Rotation Count + * @default 0 + */ + rotation_count: number | null; + /** Rotation Interval */ + rotation_interval?: string | null; + /** Router Settings */ + router_settings?: { + [key: string]: unknown; + } | null; + /** Rpm Limit */ + rpm_limit?: number | null; + /** Rpm Limit Per Model */ + rpm_limit_per_model?: { + [key: string]: number; + } | null; + /** Soft Budget */ + soft_budget?: number | null; + /** + * Soft Budget Cooldown + * @default false + */ + soft_budget_cooldown: boolean; + /** + * Spend + * @default 0 + */ + spend: number; + /** Team Alias */ + team_alias?: string | null; + /** + * Team Blocked + * @default false + */ + team_blocked: boolean; + /** Team Id */ + team_id?: string | null; + /** Team Max Budget */ + team_max_budget?: number | null; + team_member?: components["schemas"]["Member"] | null; + /** Team Member Rpm Limit */ + team_member_rpm_limit?: number | null; + /** Team Member Spend */ + team_member_spend?: number | null; + /** Team Member Tpm Limit */ + team_member_tpm_limit?: number | null; + /** Team Metadata */ + team_metadata?: { + [key: string]: unknown; + } | null; + /** Team Model Aliases */ + team_model_aliases?: { + [key: string]: unknown; + } | null; + /** + * Team Models + * @default [] + */ + team_models: unknown[]; + team_object_permission?: components["schemas"]["LiteLLM_ObjectPermissionTable"] | null; + /** Team Object Permission Id */ + team_object_permission_id?: string | null; + /** Team Rpm Limit */ + team_rpm_limit?: number | null; + /** Team Soft Budget */ + team_soft_budget?: number | null; + /** Team Spend */ + team_spend?: number | null; + /** Team Tpm Limit */ + team_tpm_limit?: number | null; + /** Token */ + token?: string | null; + /** Tpm Limit */ + tpm_limit?: number | null; + /** Tpm Limit Per Model */ + tpm_limit_per_model?: { + [key: string]: number; + } | null; + /** Updated At */ + updated_at?: string | null; + /** Updated By */ + updated_by?: string | null; + /** User */ + user?: unknown | null; + /** User Email */ + user_email?: string | null; + /** User Id */ + user_id?: string | null; + /** User Max Budget */ + user_max_budget?: number | null; + user_role?: components["schemas"]["LitellmUserRoles"] | null; + /** User Rpm Limit */ + user_rpm_limit?: number | null; + /** User Spend */ + user_spend?: number | null; + /** User Tpm Limit */ + user_tpm_limit?: number | null; + }; + /** UserInfoResponse */ + UserInfoResponse: { + /** Keys */ + keys: unknown[]; + /** Teams */ + teams: unknown[]; + /** User Id */ + user_id: string | null; + /** User Info */ + user_info: { + [key: string]: unknown; + } | components["schemas"]["BaseModel"] | null; + }; + /** + * UserInfoV2Response + * @description Response model for GET /v2/user/info + * + * Returns ONLY the user object - no keys, no teams objects. + * This is a lightweight alternative to UserInfoResponse. + */ + UserInfoV2Response: { + /** Budget Duration */ + budget_duration?: string | null; + /** Budget Reset At */ + budget_reset_at?: string | null; + /** Created At */ + created_at?: string | null; + /** Max Budget */ + max_budget?: number | null; + /** Metadata */ + metadata?: { + [key: string]: unknown; + } | null; + /** + * Models + * @default [] + */ + models: string[]; + /** + * Spend + * @default 0 + */ + spend: number; + /** Sso User Id */ + sso_user_id?: string | null; + /** + * Teams + * @default [] + */ + teams: string[]; + /** Updated At */ + updated_at?: string | null; + /** User Alias */ + user_alias?: string | null; + /** User Email */ + user_email?: string | null; + /** User Id */ + user_id: string; + /** User Role */ + user_role?: string | null; + }; + /** + * UserListResponse + * @description Response model for the user list endpoint + */ + UserListResponse: { + /** Page */ + page: number; + /** Page Size */ + page_size: number; + /** Total */ + total: number; + /** Total Pages */ + total_pages: number; + /** Users */ + users: components["schemas"]["LiteLLM_UserTableWithKeyCount"][]; + }; + /** + * UserUpdateResult + * @description Result of a single user update operation + */ + UserUpdateResult: { + /** Error */ + error?: string | null; + /** Success */ + success: boolean; + /** Updated User */ + updated_user?: { + [key: string]: unknown; + } | null; + /** User Email */ + user_email?: string | null; + /** User Id */ + user_id?: string | null; + }; + /** ValidationError */ + ValidationError: { + /** Context */ + ctx?: Record; + /** Input */ + input?: unknown; + /** Location */ + loc: (string | number)[]; + /** Message */ + msg: string; + /** Error Type */ + type: string; + }; + /** + * VantageDryRunRequest + * @description Request model for Vantage dry-run operations (capped for preview) + */ + VantageDryRunRequest: { + /** + * Limit + * @description Limit on number of records to preview (default: 500) + * @default 500 + */ + limit: number | null; + }; + /** + * VantageExportRequest + * @description Request model for Vantage export operations (actual export, no default limit) + */ + VantageExportRequest: { + /** + * End Time Utc + * @description End time for data export in UTC + */ + end_time_utc?: string | null; + /** + * Limit + * @description Optional limit on number of records to export (default: no limit) + */ + limit?: number | null; + /** + * Start Time Utc + * @description Start time for data export in UTC + */ + start_time_utc?: string | null; + }; + /** + * VantageExportResponse + * @description Response model for Vantage export operations + */ + VantageExportResponse: { + /** + * Dry Run Data + * @description Dry run data including usage data and FOCUS transformed data + */ + dry_run_data?: { + [key: string]: unknown; + } | null; + /** Message */ + message: string; + /** Status */ + status: string; + /** + * Summary + * @description Summary statistics for dry run + */ + summary?: { + [key: string]: unknown; + } | null; + }; + /** + * VantageInitRequest + * @description Request model for initializing Vantage settings + */ + VantageInitRequest: { + /** + * Api Key + * @description Vantage API key for authentication + */ + api_key: string; + /** + * Base Url + * @description Vantage API base URL (default: https://api.vantage.sh) + * @default https://api.vantage.sh + */ + base_url: string; + /** + * Integration Token + * @description Vantage integration token for the cost-import endpoint + */ + integration_token: string; + }; + /** + * VantageInitResponse + * @description Response model for Vantage initialization + */ + VantageInitResponse: { + /** Message */ + message: string; + /** Status */ + status: string; + }; + /** + * VantageSettingsUpdate + * @description Request model for updating Vantage settings + */ + VantageSettingsUpdate: { + /** + * Api Key + * @description New Vantage API key for authentication + */ + api_key?: string | null; + /** + * Base Url + * @description New Vantage API base URL + */ + base_url?: string | null; + /** + * Integration Token + * @description New Vantage integration token + */ + integration_token?: string | null; + }; + /** + * VantageSettingsView + * @description Response model for viewing Vantage settings with masked API key + */ + VantageSettingsView: { + /** + * Api Key Masked + * @description Masked API key showing only first 4 and last 4 characters + */ + api_key_masked?: string | null; + /** + * Base Url + * @description Vantage API base URL + */ + base_url?: string | null; + /** + * Integration Token Masked + * @description Masked integration token showing only first 4 and last 4 characters + */ + integration_token_masked?: string | null; + /** + * Status + * @description Configuration status + */ + status?: string | null; + }; + /** VectorStoreDeleteRequest */ + VectorStoreDeleteRequest: { + /** Vector Store Id */ + vector_store_id: string; + }; + /** VectorStoreInfoRequest */ + VectorStoreInfoRequest: { + /** Vector Store Id */ + vector_store_id: string; + }; + /** VectorStoreUpdateRequest */ + VectorStoreUpdateRequest: { + /** Custom Llm Provider */ + custom_llm_provider?: string | null; + /** Vector Store Description */ + vector_store_description?: string | null; + /** Vector Store Id */ + vector_store_id: string; + /** Vector Store Metadata */ + vector_store_metadata?: { + [key: string]: unknown; + } | null; + /** Vector Store Name */ + vector_store_name?: string | null; + }; + /** WorkerRegistryEntry */ + WorkerRegistryEntry: { + /** Name */ + name: string; + /** Url */ + url: string; + /** Worker Id */ + worker_id: string; + }; + /** WorkflowEventCreateRequest */ + WorkflowEventCreateRequest: { + /** Data */ + data?: { + [key: string]: unknown; + } | null; + /** Event Type */ + event_type: string; + /** Step Name */ + step_name: string; + }; + /** WorkflowMessageCreateRequest */ + WorkflowMessageCreateRequest: { + /** Content */ + content: string; + /** Role */ + role: string; + /** Session Id */ + session_id?: string | null; + }; + /** WorkflowRunCreateRequest */ + WorkflowRunCreateRequest: { + /** Input */ + input?: { + [key: string]: unknown; + } | null; + /** Metadata */ + metadata?: { + [key: string]: unknown; + } | null; + /** Workflow Type */ + workflow_type: string; + }; + /** WorkflowRunUpdateRequest */ + WorkflowRunUpdateRequest: { + /** Metadata */ + metadata?: { + [key: string]: unknown; + } | null; + /** Output */ + output?: { + [key: string]: unknown; + } | null; + /** Status */ + status?: ("pending" | "running" | "paused" | "completed" | "failed") | null; + }; + /** updateDeployment */ + updateDeployment: { + /** Blocked */ + blocked?: boolean | null; + litellm_params?: components["schemas"]["updateLiteLLMParams"] | null; + model_info?: components["schemas"]["ModelInfo"] | null; + /** Model Name */ + model_name?: string | null; + }; + /** updateLiteLLMParams */ + updateLiteLLMParams: { + /** Adaptive Router Config */ + adaptive_router_config?: { + [key: string]: unknown; + } | null; + /** Adaptive Router Default Model */ + adaptive_router_default_model?: string | null; + /** Api Base */ + api_base?: string | null; + /** Api Key */ + api_key?: string | null; + /** Api Version */ + api_version?: string | null; + /** Auto Router Config */ + auto_router_config?: string | null; + /** Auto Router Config Path */ + auto_router_config_path?: string | null; + /** Auto Router Default Model */ + auto_router_default_model?: string | null; + /** Auto Router Embedding Model */ + auto_router_embedding_model?: string | null; + /** Aws Access Key Id */ + aws_access_key_id?: string | null; + /** Aws Bedrock Runtime Endpoint */ + aws_bedrock_runtime_endpoint?: string | null; + /** Aws Region Name */ + aws_region_name?: string | null; + /** Aws Secret Access Key */ + aws_secret_access_key?: string | null; + /** Budget Duration */ + budget_duration?: string | null; + /** Cache Creation Input Audio Token Cost */ + cache_creation_input_audio_token_cost?: number | null; + /** Cache Creation Input Token Cost */ + cache_creation_input_token_cost?: number | null; + /** Cache Creation Input Token Cost Above 1Hr */ + cache_creation_input_token_cost_above_1hr?: number | null; + /** Cache Creation Input Token Cost Above 200K Tokens */ + cache_creation_input_token_cost_above_200k_tokens?: number | null; + /** Cache Read Input Audio Token Cost */ + cache_read_input_audio_token_cost?: number | null; + /** Cache Read Input Token Cost */ + cache_read_input_token_cost?: number | null; + /** Cache Read Input Token Cost Above 200K Tokens */ + cache_read_input_token_cost_above_200k_tokens?: number | null; + /** Cache Read Input Token Cost Flex */ + cache_read_input_token_cost_flex?: number | null; + /** Cache Read Input Token Cost Priority */ + cache_read_input_token_cost_priority?: number | null; + /** Citation Cost Per Token */ + citation_cost_per_token?: number | null; + /** Complexity Router Config */ + complexity_router_config?: { + [key: string]: unknown; + } | null; + /** Complexity Router Default Model */ + complexity_router_default_model?: string | null; + /** Configurable Clientside Auth Params */ + configurable_clientside_auth_params?: (string | components["schemas"]["ConfigurableClientsideParamsCustomAuth-Input"])[] | null; + /** Custom Llm Provider */ + custom_llm_provider?: string | null; + /** Default Api Key Rpm Limit */ + default_api_key_rpm_limit?: number | null; + /** Default Api Key Tpm Limit */ + default_api_key_tpm_limit?: number | null; + /** Gcs Bucket Name */ + gcs_bucket_name?: string | null; + /** Input Cost Per Audio Per Second */ + input_cost_per_audio_per_second?: number | null; + /** Input Cost Per Audio Per Second Above 128K Tokens */ + input_cost_per_audio_per_second_above_128k_tokens?: number | null; + /** Input Cost Per Audio Token */ + input_cost_per_audio_token?: number | null; + /** Input Cost Per Character */ + input_cost_per_character?: number | null; + /** Input Cost Per Character Above 128K Tokens */ + input_cost_per_character_above_128k_tokens?: number | null; + /** Input Cost Per Image */ + input_cost_per_image?: number | null; + /** Input Cost Per Image Above 128K Tokens */ + input_cost_per_image_above_128k_tokens?: number | null; + /** Input Cost Per Pixel */ + input_cost_per_pixel?: number | null; + /** Input Cost Per Query */ + input_cost_per_query?: number | null; + /** Input Cost Per Second */ + input_cost_per_second?: number | null; + /** Input Cost Per Token */ + input_cost_per_token?: number | null; + /** Input Cost Per Token Above 128K Tokens */ + input_cost_per_token_above_128k_tokens?: number | null; + /** Input Cost Per Token Above 200K Tokens */ + input_cost_per_token_above_200k_tokens?: number | null; + /** Input Cost Per Token Batches */ + input_cost_per_token_batches?: number | null; + /** Input Cost Per Token Cache Hit */ + input_cost_per_token_cache_hit?: number | null; + /** Input Cost Per Token Flex */ + input_cost_per_token_flex?: number | null; + /** Input Cost Per Token Priority */ + input_cost_per_token_priority?: number | null; + /** Input Cost Per Video Per Second */ + input_cost_per_video_per_second?: number | null; + /** Input Cost Per Video Per Second Above 128K Tokens */ + input_cost_per_video_per_second_above_128k_tokens?: number | null; + /** Input Cost Per Video Per Second Above 15S Interval */ + input_cost_per_video_per_second_above_15s_interval?: number | null; + /** Input Cost Per Video Per Second Above 8S Interval */ + input_cost_per_video_per_second_above_8s_interval?: number | null; + /** Litellm Credential Name */ + litellm_credential_name?: string | null; + /** Litellm Trace Id */ + litellm_trace_id?: string | null; + /** Max Budget */ + max_budget?: number | null; + /** Max File Size Mb */ + max_file_size_mb?: number | null; + /** Max Retries */ + max_retries?: number | null; + /** + * Merge Reasoning Content In Choices + * @default false + */ + merge_reasoning_content_in_choices: boolean | null; + /** Milvus Db Name */ + milvus_db_name?: string | null; + /** Milvus Partition Names */ + milvus_partition_names?: string[] | null; + /** Milvus Text Field */ + milvus_text_field?: string | null; + /** Mock Response */ + mock_response?: string | components["schemas"]["ModelResponse"] | unknown | null; + /** Model */ + model?: string | null; + /** Model Info */ + model_info?: { + [key: string]: unknown; + } | null; + /** Organization */ + organization?: string | null; + /** Output Cost Per Audio Per Second */ + output_cost_per_audio_per_second?: number | null; + /** Output Cost Per Audio Token */ + output_cost_per_audio_token?: number | null; + /** Output Cost Per Character */ + output_cost_per_character?: number | null; + /** Output Cost Per Character Above 128K Tokens */ + output_cost_per_character_above_128k_tokens?: number | null; + /** Output Cost Per Image */ + output_cost_per_image?: number | null; + /** Output Cost Per Image Token */ + output_cost_per_image_token?: number | null; + /** Output Cost Per Pixel */ + output_cost_per_pixel?: number | null; + /** Output Cost Per Reasoning Token */ + output_cost_per_reasoning_token?: number | null; + /** Output Cost Per Second */ + output_cost_per_second?: number | null; + /** Output Cost Per Second 1080P */ + output_cost_per_second_1080p?: number | null; + /** Output Cost Per Token */ + output_cost_per_token?: number | null; + /** Output Cost Per Token Above 128K Tokens */ + output_cost_per_token_above_128k_tokens?: number | null; + /** Output Cost Per Token Above 200K Tokens */ + output_cost_per_token_above_200k_tokens?: number | null; + /** Output Cost Per Token Batches */ + output_cost_per_token_batches?: number | null; + /** Output Cost Per Token Flex */ + output_cost_per_token_flex?: number | null; + /** Output Cost Per Token Priority */ + output_cost_per_token_priority?: number | null; + /** Output Cost Per Video Per Second */ + output_cost_per_video_per_second?: number | null; + /** Quality Router Config */ + quality_router_config?: { + [key: string]: unknown; + } | null; + /** Quality Router Default Model */ + quality_router_default_model?: string | null; + /** Region Name */ + region_name?: string | null; + /** Rpm */ + rpm?: number | null; + /** S3 Bucket Name */ + s3_bucket_name?: string | null; + /** S3 Encryption Key Id */ + s3_encryption_key_id?: string | null; + /** Search Context Cost Per Query */ + search_context_cost_per_query?: { + [key: string]: unknown; + } | null; + /** Stream Timeout */ + stream_timeout?: string | number | null; + /** Tag Regex */ + tag_regex?: string[] | null; + /** Tags */ + tags?: string[] | null; + /** Tiered Pricing */ + tiered_pricing?: { + [key: string]: unknown; + }[] | null; + /** Timeout */ + timeout?: number | string | null; + /** Tpm */ + tpm?: number | null; + /** Use Chat Completions Api */ + use_chat_completions_api?: boolean | null; + /** + * Use In Pass Through + * @default false + */ + use_in_pass_through: boolean | null; + /** + * Use Litellm Proxy + * @default false + */ + use_litellm_proxy: boolean | null; + /** Vector Store Id */ + vector_store_id?: string | null; + /** Vertex Credentials */ + vertex_credentials?: string | { + [key: string]: unknown; + } | null; + /** Vertex Location */ + vertex_location?: string | null; + /** Vertex Project */ + vertex_project?: string | null; + /** Watsonx Region Name */ + watsonx_region_name?: string | null; + } & { + [key: string]: unknown; + }; + }; + responses: never; + parameters: never; + requestBodies: never; + headers: never; + pathItems: never; +} +export type $defs = Record; +export interface operations { + home__get: { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + requestBody?: never; + responses: { + /** @description Successful Response */ + 200: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": unknown; + }; + }; + }; + }; + get_ui_config__well_known_litellm_ui_config_get: { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + requestBody?: never; + responses: { + /** @description Successful Response */ + 200: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["UiDiscoveryEndpoints"]; + }; + }; + }; + }; + invoke_agent_a2a_a2a__agent_id__post: { + parameters: { + query?: never; + header?: never; + path: { + agent_id: string; + }; + cookie?: never; + }; + requestBody?: never; + responses: { + /** @description Successful Response */ + 200: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": unknown; + }; + }; + /** @description Validation Error */ + 422: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["HTTPValidationError"]; + }; + }; + }; + }; + get_agent_card_a2a__agent_id___well_known_agent_card_json_get: { + parameters: { + query?: never; + header?: never; + path: { + agent_id: string; + }; + cookie?: never; + }; + requestBody?: never; + responses: { + /** @description Successful Response */ + 200: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": unknown; + }; + }; + /** @description Validation Error */ + 422: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["HTTPValidationError"]; + }; + }; + }; + }; + get_agent_card_a2a__agent_id___well_known_agent_json_get: { + parameters: { + query?: never; + header?: never; + path: { + agent_id: string; + }; + cookie?: never; + }; + requestBody?: never; + responses: { + /** @description Successful Response */ + 200: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": unknown; + }; + }; + /** @description Validation Error */ + 422: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["HTTPValidationError"]; + }; + }; + }; + }; + invoke_agent_a2a_a2a__agent_id__message_send_post: { + parameters: { + query?: never; + header?: never; + path: { + agent_id: string; + }; + cookie?: never; + }; + requestBody?: never; + responses: { + /** @description Successful Response */ + 200: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": unknown; + }; + }; + /** @description Validation Error */ + 422: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["HTTPValidationError"]; + }; + }; + }; + }; + list_access_groups_access_group_list_get: { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + requestBody?: never; + responses: { + /** @description Successful Response */ + 200: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["ListAccessGroupsResponse"]; + }; + }; + }; + }; + create_model_group_access_group_new_post: { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + requestBody: { + content: { + "application/json": components["schemas"]["NewModelGroupRequest"]; + }; + }; + responses: { + /** @description Successful Response */ + 200: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["NewModelGroupResponse"]; + }; + }; + /** @description Validation Error */ + 422: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["HTTPValidationError"]; + }; + }; + }; + }; + delete_access_group_access_group__access_group__delete_delete: { + parameters: { + query?: never; + header?: never; + path: { + access_group: string; + }; + cookie?: never; + }; + requestBody?: never; + responses: { + /** @description Successful Response */ + 200: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["DeleteModelGroupResponse"]; + }; + }; + /** @description Validation Error */ + 422: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["HTTPValidationError"]; + }; + }; + }; + }; + get_access_group_info_access_group__access_group__info_get: { + parameters: { + query?: never; + header?: never; + path: { + access_group: string; + }; + cookie?: never; + }; + requestBody?: never; + responses: { + /** @description Successful Response */ + 200: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["AccessGroupInfo"]; + }; + }; + /** @description Validation Error */ + 422: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["HTTPValidationError"]; + }; + }; + }; + }; + update_access_group_access_group__access_group__update_put: { + parameters: { + query?: never; + header?: never; + path: { + access_group: string; + }; + cookie?: never; + }; + requestBody: { + content: { + "application/json": components["schemas"]["UpdateModelGroupRequest"]; + }; + }; + responses: { + /** @description Successful Response */ + 200: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["NewModelGroupResponse"]; + }; + }; + /** @description Validation Error */ + 422: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["HTTPValidationError"]; + }; + }; + }; + }; + active_callbacks_active_callbacks_get: { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + requestBody?: never; + responses: { + /** @description Successful Response */ + 200: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": unknown; + }; + }; + }; + }; + get_adaptive_router_state_adaptive_router_state_get: { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + requestBody?: never; + responses: { + /** @description Successful Response */ + 200: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": unknown; + }; + }; + }; + }; + add_allowed_ip_add_allowed_ip_post: { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + requestBody: { + content: { + "application/json": components["schemas"]["IPAddress"]; + }; + }; + responses: { + /** @description Successful Response */ + 200: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": unknown; + }; + }; + /** @description Validation Error */ + 422: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["HTTPValidationError"]; + }; + }; + }; + }; + get_agent_daily_activity_agent_daily_activity_get: { + parameters: { + query?: { + agent_ids?: string | null; + start_date?: string | null; + end_date?: string | null; + model?: string | null; + api_key?: string | null; + page?: number; + page_size?: number; + exclude_agent_ids?: string | null; + }; + header?: never; + path?: never; + cookie?: never; + }; + requestBody?: never; + responses: { + /** @description Successful Response */ + 200: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["SpendAnalyticsPaginatedResponse"]; + }; + }; + /** @description Validation Error */ + 422: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["HTTPValidationError"]; + }; + }; + }; + }; + anthropic_proxy_route_anthropic__endpoint__get: { + parameters: { + query?: never; + header?: never; + path: { + endpoint: string; + }; + cookie?: never; + }; + requestBody?: never; + responses: { + /** @description Successful Response */ + 200: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": unknown; + }; + }; + /** @description Validation Error */ + 422: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["HTTPValidationError"]; + }; + }; + }; + }; + anthropic_proxy_route_anthropic__endpoint__put: { + parameters: { + query?: never; + header?: never; + path: { + endpoint: string; + }; + cookie?: never; + }; + requestBody?: never; + responses: { + /** @description Successful Response */ + 200: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": unknown; + }; + }; + /** @description Validation Error */ + 422: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["HTTPValidationError"]; + }; + }; + }; + }; + anthropic_proxy_route_anthropic__endpoint__post: { + parameters: { + query?: never; + header?: never; + path: { + endpoint: string; + }; + cookie?: never; + }; + requestBody?: never; + responses: { + /** @description Successful Response */ + 200: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": unknown; + }; + }; + /** @description Validation Error */ + 422: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["HTTPValidationError"]; + }; + }; + }; + }; + anthropic_proxy_route_anthropic__endpoint__delete: { + parameters: { + query?: never; + header?: never; + path: { + endpoint: string; + }; + cookie?: never; + }; + requestBody?: never; + responses: { + /** @description Successful Response */ + 200: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": unknown; + }; + }; + /** @description Validation Error */ + 422: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["HTTPValidationError"]; + }; + }; + }; + }; + anthropic_proxy_route_anthropic__endpoint__patch: { + parameters: { + query?: never; + header?: never; + path: { + endpoint: string; + }; + cookie?: never; + }; + requestBody?: never; + responses: { + /** @description Successful Response */ + 200: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": unknown; + }; + }; + /** @description Validation Error */ + 422: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["HTTPValidationError"]; + }; + }; + }; + }; + event_logging_batch_api_event_logging_batch_post: { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + requestBody?: never; + responses: { + /** @description Successful Response */ + 200: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": unknown; + }; + }; + }; + }; + apply_guardrail_apply_guardrail_post: { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + requestBody: { + content: { + "application/json": components["schemas"]["ApplyGuardrailRequest"]; + }; + }; + responses: { + /** @description Successful Response */ + 200: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["ApplyGuardrailResponse"]; + }; + }; + /** @description Validation Error */ + 422: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["HTTPValidationError"]; + }; + }; + }; + }; + assemblyai_proxy_route_assemblyai__endpoint__get: { + parameters: { + query?: never; + header?: never; + path: { + endpoint: string; + }; + cookie?: never; + }; + requestBody?: never; + responses: { + /** @description Successful Response */ + 200: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": unknown; + }; + }; + /** @description Validation Error */ + 422: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["HTTPValidationError"]; + }; + }; + }; + }; + assemblyai_proxy_route_assemblyai__endpoint__put: { + parameters: { + query?: never; + header?: never; + path: { + endpoint: string; + }; + cookie?: never; + }; + requestBody?: never; + responses: { + /** @description Successful Response */ + 200: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": unknown; + }; + }; + /** @description Validation Error */ + 422: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["HTTPValidationError"]; + }; + }; + }; + }; + assemblyai_proxy_route_assemblyai__endpoint__post: { + parameters: { + query?: never; + header?: never; + path: { + endpoint: string; + }; + cookie?: never; + }; + requestBody?: never; + responses: { + /** @description Successful Response */ + 200: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": unknown; + }; + }; + /** @description Validation Error */ + 422: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["HTTPValidationError"]; + }; + }; + }; + }; + assemblyai_proxy_route_assemblyai__endpoint__delete: { + parameters: { + query?: never; + header?: never; + path: { + endpoint: string; + }; + cookie?: never; + }; + requestBody?: never; + responses: { + /** @description Successful Response */ + 200: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": unknown; + }; + }; + /** @description Validation Error */ + 422: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["HTTPValidationError"]; + }; + }; + }; + }; + assemblyai_proxy_route_assemblyai__endpoint__patch: { + parameters: { + query?: never; + header?: never; + path: { + endpoint: string; + }; + cookie?: never; + }; + requestBody?: never; + responses: { + /** @description Successful Response */ + 200: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": unknown; + }; + }; + /** @description Validation Error */ + 422: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["HTTPValidationError"]; + }; + }; + }; + }; + get_assistants_assistants_get: { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + requestBody?: never; + responses: { + /** @description Successful Response */ + 200: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": unknown; + }; + }; + }; + }; + create_assistant_assistants_post: { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + requestBody?: never; + responses: { + /** @description Successful Response */ + 200: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": unknown; + }; + }; + }; + }; + delete_assistant_assistants__assistant_id__delete: { + parameters: { + query?: never; + header?: never; + path: { + assistant_id: string; + }; + cookie?: never; + }; + requestBody?: never; + responses: { + /** @description Successful Response */ + 200: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": unknown; + }; + }; + /** @description Validation Error */ + 422: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["HTTPValidationError"]; + }; + }; + }; + }; + audio_speech_audio_speech_post: { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + requestBody?: never; + responses: { + /** @description Successful Response */ + 200: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": unknown; + }; + }; + }; + }; + audio_transcriptions_audio_transcriptions_post: { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + requestBody: { + content: { + "multipart/form-data": components["schemas"]["Body_audio_transcriptions_audio_transcriptions_post"]; + }; + }; + responses: { + /** @description Successful Response */ + 200: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": unknown; + }; + }; + /** @description Validation Error */ + 422: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["HTTPValidationError"]; + }; + }; + }; + }; + get_audit_logs_audit_get: { + parameters: { + query?: { + page?: number; + page_size?: number; + /** @description Filter by user or system that performed the action */ + changed_by?: string | null; + /** @description Filter by API key hash that performed the action */ + changed_by_api_key?: string | null; + /** @description Filter by action type (create, update, delete) */ + action?: string | null; + /** @description Filter by table name that was modified */ + table_name?: string | null; + /** @description Filter by ID of the object that was modified */ + object_id?: string | null; + /** @description Filter logs after this date */ + start_date?: string | null; + /** @description Filter logs before this date */ + end_date?: string | null; + /** @description Filter by team_id present in before_value or updated_values JSON (PostgreSQL only) */ + object_team_id?: string | null; + /** @description Filter by token (key hash) present in before_value or updated_values JSON (PostgreSQL only) */ + object_key_hash?: string | null; + /** @description Column to sort by (e.g. 'updated_at', 'action', 'table_name') */ + sort_by?: string | null; + /** @description Sort order ('asc' or 'desc') */ + sort_order?: string; + }; + header?: never; + path?: never; + cookie?: never; + }; + requestBody?: never; + responses: { + /** @description Successful Response */ + 200: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["PaginatedAuditLogResponse"]; + }; + }; + /** @description Validation Error */ + 422: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["HTTPValidationError"]; + }; + }; + }; + }; + get_audit_log_by_id_audit__id__get: { + parameters: { + query?: never; + header?: never; + path: { + id: string; + }; + cookie?: never; + }; + requestBody?: never; + responses: { + /** @description Successful Response */ + 200: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["AuditLogResponse"]; + }; + }; + /** @description Audit log not found */ + 404: { + headers: { + [name: string]: unknown; + }; + content?: never; + }; + /** @description Validation Error */ + 422: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["HTTPValidationError"]; + }; + }; + /** @description Database connection error */ + 500: { + headers: { + [name: string]: unknown; + }; + content?: never; + }; + }; + }; + azure_proxy_route_azure__endpoint__get: { + parameters: { + query?: never; + header?: never; + path: { + endpoint: string; + }; + cookie?: never; + }; + requestBody?: never; + responses: { + /** @description Successful Response */ + 200: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": unknown; + }; + }; + /** @description Validation Error */ + 422: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["HTTPValidationError"]; + }; + }; + }; + }; + azure_proxy_route_azure__endpoint__put: { + parameters: { + query?: never; + header?: never; + path: { + endpoint: string; + }; + cookie?: never; + }; + requestBody?: never; + responses: { + /** @description Successful Response */ + 200: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": unknown; + }; + }; + /** @description Validation Error */ + 422: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["HTTPValidationError"]; + }; + }; + }; + }; + azure_proxy_route_azure__endpoint__post: { + parameters: { + query?: never; + header?: never; + path: { + endpoint: string; + }; + cookie?: never; + }; + requestBody?: never; + responses: { + /** @description Successful Response */ + 200: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": unknown; + }; + }; + /** @description Validation Error */ + 422: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["HTTPValidationError"]; + }; + }; + }; + }; + azure_proxy_route_azure__endpoint__delete: { + parameters: { + query?: never; + header?: never; + path: { + endpoint: string; + }; + cookie?: never; + }; + requestBody?: never; + responses: { + /** @description Successful Response */ + 200: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": unknown; + }; + }; + /** @description Validation Error */ + 422: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["HTTPValidationError"]; + }; + }; + }; + }; + azure_proxy_route_azure__endpoint__patch: { + parameters: { + query?: never; + header?: never; + path: { + endpoint: string; + }; + cookie?: never; + }; + requestBody?: never; + responses: { + /** @description Successful Response */ + 200: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": unknown; + }; + }; + /** @description Validation Error */ + 422: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["HTTPValidationError"]; + }; + }; + }; + }; + azure_proxy_route_azure_ai__endpoint__get: { + parameters: { + query?: never; + header?: never; + path: { + endpoint: string; + }; + cookie?: never; + }; + requestBody?: never; + responses: { + /** @description Successful Response */ + 200: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": unknown; + }; + }; + /** @description Validation Error */ + 422: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["HTTPValidationError"]; + }; + }; + }; + }; + azure_proxy_route_azure_ai__endpoint__put: { + parameters: { + query?: never; + header?: never; + path: { + endpoint: string; + }; + cookie?: never; + }; + requestBody?: never; + responses: { + /** @description Successful Response */ + 200: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": unknown; + }; + }; + /** @description Validation Error */ + 422: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["HTTPValidationError"]; + }; + }; + }; + }; + azure_proxy_route_azure_ai__endpoint__post: { + parameters: { + query?: never; + header?: never; + path: { + endpoint: string; + }; + cookie?: never; + }; + requestBody?: never; + responses: { + /** @description Successful Response */ + 200: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": unknown; + }; + }; + /** @description Validation Error */ + 422: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["HTTPValidationError"]; + }; + }; + }; + }; + azure_proxy_route_azure_ai__endpoint__delete: { + parameters: { + query?: never; + header?: never; + path: { + endpoint: string; + }; + cookie?: never; + }; + requestBody?: never; + responses: { + /** @description Successful Response */ + 200: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": unknown; + }; + }; + /** @description Validation Error */ + 422: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["HTTPValidationError"]; + }; + }; + }; + }; + azure_proxy_route_azure_ai__endpoint__patch: { + parameters: { + query?: never; + header?: never; + path: { + endpoint: string; + }; + cookie?: never; + }; + requestBody?: never; + responses: { + /** @description Successful Response */ + 200: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": unknown; + }; + }; + /** @description Validation Error */ + 422: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["HTTPValidationError"]; + }; + }; + }; + }; + list_batches_batches_get: { + parameters: { + query?: { + provider?: string | null; + limit?: number | null; + after?: string | null; + target_model_names?: string | null; + }; + header?: never; + path?: never; + cookie?: never; + }; + requestBody?: never; + responses: { + /** @description Successful Response */ + 200: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": unknown; + }; + }; + /** @description Validation Error */ + 422: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["HTTPValidationError"]; + }; + }; + }; + }; + create_batch_batches_post: { + parameters: { + query?: { + provider?: string | null; + }; + header?: never; + path?: never; + cookie?: never; + }; + requestBody?: never; + responses: { + /** @description Successful Response */ + 200: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": unknown; + }; + }; + /** @description Validation Error */ + 422: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["HTTPValidationError"]; + }; + }; + }; + }; + retrieve_batch_batches__batch_id__get: { + parameters: { + query?: { + provider?: string | null; + }; + header?: never; + path: { + /** @description The ID of the batch to retrieve */ + batch_id: string; + }; + cookie?: never; + }; + requestBody?: never; + responses: { + /** @description Successful Response */ + 200: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": unknown; + }; + }; + /** @description Validation Error */ + 422: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["HTTPValidationError"]; + }; + }; + }; + }; + cancel_batch_batches__batch_id__cancel_post: { + parameters: { + query?: { + provider?: string | null; + }; + header?: never; + path: { + batch_id: string; + }; + cookie?: never; + }; + requestBody?: never; + responses: { + /** @description Successful Response */ + 200: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": unknown; + }; + }; + /** @description Validation Error */ + 422: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["HTTPValidationError"]; + }; + }; + }; + }; + bedrock_proxy_route_bedrock__endpoint__get: { + parameters: { + query?: never; + header?: never; + path: { + endpoint: string; + }; + cookie?: never; + }; + requestBody?: never; + responses: { + /** @description Successful Response */ + 200: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": unknown; + }; + }; + /** @description Validation Error */ + 422: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["HTTPValidationError"]; + }; + }; + }; + }; + bedrock_proxy_route_bedrock__endpoint__put: { + parameters: { + query?: never; + header?: never; + path: { + endpoint: string; + }; + cookie?: never; + }; + requestBody?: never; + responses: { + /** @description Successful Response */ + 200: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": unknown; + }; + }; + /** @description Validation Error */ + 422: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["HTTPValidationError"]; + }; + }; + }; + }; + bedrock_proxy_route_bedrock__endpoint__post: { + parameters: { + query?: never; + header?: never; + path: { + endpoint: string; + }; + cookie?: never; + }; + requestBody?: never; + responses: { + /** @description Successful Response */ + 200: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": unknown; + }; + }; + /** @description Validation Error */ + 422: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["HTTPValidationError"]; + }; + }; + }; + }; + bedrock_proxy_route_bedrock__endpoint__delete: { + parameters: { + query?: never; + header?: never; + path: { + endpoint: string; + }; + cookie?: never; + }; + requestBody?: never; + responses: { + /** @description Successful Response */ + 200: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": unknown; + }; + }; + /** @description Validation Error */ + 422: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["HTTPValidationError"]; + }; + }; + }; + }; + bedrock_proxy_route_bedrock__endpoint__patch: { + parameters: { + query?: never; + header?: never; + path: { + endpoint: string; + }; + cookie?: never; + }; + requestBody?: never; + responses: { + /** @description Successful Response */ + 200: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": unknown; + }; + }; + /** @description Validation Error */ + 422: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["HTTPValidationError"]; + }; + }; + }; + }; + delete_budget_budget_delete_post: { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + requestBody: { + content: { + "application/json": components["schemas"]["BudgetDeleteRequest"]; + }; + }; + responses: { + /** @description Successful Response */ + 200: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": unknown; + }; + }; + /** @description Validation Error */ + 422: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["HTTPValidationError"]; + }; + }; + }; + }; + info_budget_budget_info_post: { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + requestBody: { + content: { + "application/json": components["schemas"]["BudgetRequest"]; + }; + }; + responses: { + /** @description Successful Response */ + 200: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": unknown; + }; + }; + /** @description Validation Error */ + 422: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["HTTPValidationError"]; + }; + }; + }; + }; + list_budget_budget_list_get: { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + requestBody?: never; + responses: { + /** @description Successful Response */ + 200: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": unknown; + }; + }; + }; + }; + new_budget_budget_new_post: { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + requestBody: { + content: { + "application/json": components["schemas"]["BudgetNewRequest"]; + }; + }; + responses: { + /** @description Successful Response */ + 200: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": unknown; + }; + }; + /** @description Validation Error */ + 422: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["HTTPValidationError"]; + }; + }; + }; + }; + budget_settings_budget_settings_get: { + parameters: { + query: { + budget_id: string; + }; + header?: never; + path?: never; + cookie?: never; + }; + requestBody?: never; + responses: { + /** @description Successful Response */ + 200: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": unknown; + }; + }; + /** @description Validation Error */ + 422: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["HTTPValidationError"]; + }; + }; + }; + }; + update_budget_budget_update_post: { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + requestBody: { + content: { + "application/json": components["schemas"]["BudgetNewRequest"]; + }; + }; + responses: { + /** @description Successful Response */ + 200: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": unknown; + }; + }; + /** @description Validation Error */ + 422: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["HTTPValidationError"]; + }; + }; + }; + }; + cache_delete_cache_delete_post: { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + requestBody?: never; + responses: { + /** @description Successful Response */ + 200: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": unknown; + }; + }; + }; + }; + cache_flushall_cache_flushall_post: { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + requestBody?: never; + responses: { + /** @description Successful Response */ + 200: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": unknown; + }; + }; + }; + }; + cache_ping_cache_ping_get: { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + requestBody?: never; + responses: { + /** @description Successful Response */ + 200: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["CachePingResponse"]; + }; + }; + }; + }; + cache_redis_info_cache_redis_info_get: { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + requestBody?: never; + responses: { + /** @description Successful Response */ + 200: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": unknown; + }; + }; + }; + }; + get_cache_settings_cache_settings_get: { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + requestBody?: never; + responses: { + /** @description Successful Response */ + 200: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["CacheSettingsResponse"]; + }; + }; + }; + }; + update_cache_settings_cache_settings_post: { + parameters: { + query?: never; + header?: { + /** @description The litellm-changed-by header enables tracking of actions performed by authorized users on behalf of other users, providing an audit trail for accountability */ + "litellm-changed-by"?: string | null; + }; + path?: never; + cookie?: never; + }; + requestBody: { + content: { + "application/json": components["schemas"]["CacheSettingsUpdateRequest"]; + }; + }; + responses: { + /** @description Successful Response */ + 200: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": unknown; + }; + }; + /** @description Validation Error */ + 422: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["HTTPValidationError"]; + }; + }; + }; + }; + test_cache_connection_cache_settings_test_post: { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + requestBody: { + content: { + "application/json": components["schemas"]["CacheTestRequest"]; + }; + }; + responses: { + /** @description Successful Response */ + 200: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["CacheTestResponse"]; + }; + }; + /** @description Validation Error */ + 422: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["HTTPValidationError"]; + }; + }; + }; + }; + get_callback_configs_callbacks_configs_get: { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + requestBody?: never; + responses: { + /** @description Successful Response */ + 200: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": unknown; + }; + }; + }; + }; + list_callbacks_callbacks_list_get: { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + requestBody?: never; + responses: { + /** @description Successful Response */ + 200: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["CallbacksByType"]; + }; + }; + }; + }; + chat_completion_chat_completions_post: { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + requestBody: { + content: { + "application/json": { + /** + * Caching + * @default null + */ + caching?: boolean | null; + /** + * Context Window Fallback Dict + * @default null + */ + context_window_fallback_dict?: { + [key: string]: string; + } | null; + /** + * Fallbacks + * @default null + */ + fallbacks?: string[] | null; + /** + * Frequency Penalty + * @default null + */ + frequency_penalty?: number | null; + /** + * Function Call + * @default null + */ + function_call?: string | { + [key: string]: unknown; + } | null; + /** + * Functions + * @default null + */ + functions?: { + [key: string]: unknown; + }[] | null; + /** + * Guardrails + * @default null + */ + guardrails?: string[] | null; + /** + * Logit Bias + * @default null + */ + logit_bias?: { + [key: string]: number; + } | null; + /** + * Logprobs + * @default null + */ + logprobs?: boolean | null; + /** + * Max Tokens + * @default null + */ + max_tokens?: number | null; + /** + * Messages + * @example [ + * { + * "content": "Hello, how are you?", + * "role": "user" + * } + * ] + */ + messages: (components["schemas"]["ChatCompletionUserMessage"] | components["schemas"]["ChatCompletionAssistantMessage"] | components["schemas"]["ChatCompletionToolMessage"] | components["schemas"]["ChatCompletionSystemMessage"] | components["schemas"]["ChatCompletionFunctionMessage"] | components["schemas"]["ChatCompletionDeveloperMessage"])[]; + /** + * Metadata + * @default null + */ + metadata?: { + [key: string]: unknown; + } | null; + /** Model */ + model: string; + /** + * N + * @default null + */ + n?: number | null; + /** + * Num Retries + * @default null + */ + num_retries?: number | null; + /** + * Parallel Tool Calls + * @default null + */ + parallel_tool_calls?: boolean | null; + /** + * Presence Penalty + * @default null + */ + presence_penalty?: number | null; + /** + * Response Format + * @default null + */ + response_format?: { + [key: string]: unknown; + } | null; + /** + * Seed + * @default null + */ + seed?: number | null; + /** + * Service Tier + * @default null + */ + service_tier?: string | null; + /** + * Stop + * @default null + */ + stop?: string | string[] | null; + /** + * Stream + * @default null + */ + stream?: boolean | null; + /** + * Stream Options + * @default null + */ + stream_options?: { + [key: string]: unknown; + } | null; + /** + * Temperature + * @default null + */ + temperature?: number | null; + /** + * Tool Choice + * @default null + */ + tool_choice?: string | { + [key: string]: unknown; + } | null; + /** + * Tools + * @default null + */ + tools?: { + [key: string]: unknown; + }[] | null; + /** + * Top Logprobs + * @default null + */ + top_logprobs?: number | null; + /** + * Top P + * @default null + */ + top_p?: number | null; + /** + * User + * @default null + */ + user?: string | null; + }; + }; + }; + responses: { + /** @description Successful Response */ + 200: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": unknown; + }; + }; + /** @description Validation Error */ + 422: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["HTTPValidationError"]; + }; + }; + }; + }; + get_marketplace_claude_code_marketplace_json_get: { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + requestBody?: never; + responses: { + /** @description Successful Response */ + 200: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": unknown; + }; + }; + }; + }; + list_plugins_claude_code_plugins_get: { + parameters: { + query?: { + enabled_only?: boolean; + }; + header?: never; + path?: never; + cookie?: never; + }; + requestBody?: never; + responses: { + /** @description Successful Response */ + 200: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["ListPluginsResponse"]; + }; + }; + /** @description Validation Error */ + 422: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["HTTPValidationError"]; + }; + }; + }; + }; + register_plugin_claude_code_plugins_post: { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + requestBody: { + content: { + "application/json": components["schemas"]["RegisterPluginRequest"]; + }; + }; + responses: { + /** @description Successful Response */ + 200: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": unknown; + }; + }; + /** @description Validation Error */ + 422: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["HTTPValidationError"]; + }; + }; + }; + }; + get_plugin_claude_code_plugins__plugin_name__get: { + parameters: { + query?: never; + header?: never; + path: { + plugin_name: string; + }; + cookie?: never; + }; + requestBody?: never; + responses: { + /** @description Successful Response */ + 200: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": unknown; + }; + }; + /** @description Validation Error */ + 422: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["HTTPValidationError"]; + }; + }; + }; + }; + delete_plugin_claude_code_plugins__plugin_name__delete: { + parameters: { + query?: never; + header?: never; + path: { + plugin_name: string; + }; + cookie?: never; + }; + requestBody?: never; + responses: { + /** @description Successful Response */ + 200: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": unknown; + }; + }; + /** @description Validation Error */ + 422: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["HTTPValidationError"]; + }; + }; + }; + }; + disable_plugin_claude_code_plugins__plugin_name__disable_post: { + parameters: { + query?: never; + header?: never; + path: { + plugin_name: string; + }; + cookie?: never; + }; + requestBody?: never; + responses: { + /** @description Successful Response */ + 200: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": unknown; + }; + }; + /** @description Validation Error */ + 422: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["HTTPValidationError"]; + }; + }; + }; + }; + enable_plugin_claude_code_plugins__plugin_name__enable_post: { + parameters: { + query?: never; + header?: never; + path: { + plugin_name: string; + }; + cookie?: never; + }; + requestBody?: never; + responses: { + /** @description Successful Response */ + 200: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": unknown; + }; + }; + /** @description Validation Error */ + 422: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["HTTPValidationError"]; + }; + }; + }; + }; + delete_cloudzero_settings_cloudzero_delete_delete: { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + requestBody?: never; + responses: { + /** @description Successful Response */ + 200: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["CloudZeroInitResponse"]; + }; + }; + }; + }; + cloudzero_dry_run_export_cloudzero_dry_run_post: { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + requestBody: { + content: { + "application/json": components["schemas"]["CloudZeroExportRequest"]; + }; + }; + responses: { + /** @description Successful Response */ + 200: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["CloudZeroExportResponse"]; + }; + }; + /** @description Validation Error */ + 422: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["HTTPValidationError"]; + }; + }; + }; + }; + cloudzero_export_cloudzero_export_post: { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + requestBody: { + content: { + "application/json": components["schemas"]["CloudZeroExportRequest"]; + }; + }; + responses: { + /** @description Successful Response */ + 200: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["CloudZeroExportResponse"]; + }; + }; + /** @description Validation Error */ + 422: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["HTTPValidationError"]; + }; + }; + }; + }; + init_cloudzero_settings_cloudzero_init_post: { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + requestBody: { + content: { + "application/json": components["schemas"]["CloudZeroInitRequest"]; + }; + }; + responses: { + /** @description Successful Response */ + 200: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["CloudZeroInitResponse"]; + }; + }; + /** @description Validation Error */ + 422: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["HTTPValidationError"]; + }; + }; + }; + }; + get_cloudzero_settings_cloudzero_settings_get: { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + requestBody?: never; + responses: { + /** @description Successful Response */ + 200: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["CloudZeroSettingsView"]; + }; + }; + }; + }; + update_cloudzero_settings_cloudzero_settings_put: { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + requestBody: { + content: { + "application/json": components["schemas"]["CloudZeroSettingsUpdate"]; + }; + }; + responses: { + /** @description Successful Response */ + 200: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["CloudZeroInitResponse"]; + }; + }; + /** @description Validation Error */ + 422: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["HTTPValidationError"]; + }; + }; + }; + }; + cohere_proxy_route_cohere__endpoint__get: { + parameters: { + query?: never; + header?: never; + path: { + endpoint: string; + }; + cookie?: never; + }; + requestBody?: never; + responses: { + /** @description Successful Response */ + 200: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": unknown; + }; + }; + /** @description Validation Error */ + 422: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["HTTPValidationError"]; + }; + }; + }; + }; + cohere_proxy_route_cohere__endpoint__put: { + parameters: { + query?: never; + header?: never; + path: { + endpoint: string; + }; + cookie?: never; + }; + requestBody?: never; + responses: { + /** @description Successful Response */ + 200: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": unknown; + }; + }; + /** @description Validation Error */ + 422: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["HTTPValidationError"]; + }; + }; + }; + }; + cohere_proxy_route_cohere__endpoint__post: { + parameters: { + query?: never; + header?: never; + path: { + endpoint: string; + }; + cookie?: never; + }; + requestBody?: never; + responses: { + /** @description Successful Response */ + 200: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": unknown; + }; + }; + /** @description Validation Error */ + 422: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["HTTPValidationError"]; + }; + }; + }; + }; + cohere_proxy_route_cohere__endpoint__delete: { + parameters: { + query?: never; + header?: never; + path: { + endpoint: string; + }; + cookie?: never; + }; + requestBody?: never; + responses: { + /** @description Successful Response */ + 200: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": unknown; + }; + }; + /** @description Validation Error */ + 422: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["HTTPValidationError"]; + }; + }; + }; + }; + cohere_proxy_route_cohere__endpoint__patch: { + parameters: { + query?: never; + header?: never; + path: { + endpoint: string; + }; + cookie?: never; + }; + requestBody?: never; + responses: { + /** @description Successful Response */ + 200: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": unknown; + }; + }; + /** @description Validation Error */ + 422: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["HTTPValidationError"]; + }; + }; + }; + }; + completion_completions_post: { + parameters: { + query?: { + model?: string | null; + }; + header?: never; + path?: never; + cookie?: never; + }; + requestBody?: never; + responses: { + /** @description Successful Response */ + 200: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": unknown; + }; + }; + /** @description Validation Error */ + 422: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["HTTPValidationError"]; + }; + }; + }; + }; + check_eu_ai_act_compliance_compliance_eu_ai_act_post: { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + requestBody: { + content: { + "application/json": components["schemas"]["ComplianceCheckRequest"]; + }; + }; + responses: { + /** @description Successful Response */ + 200: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["ComplianceResponse"]; + }; + }; + /** @description Validation Error */ + 422: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["HTTPValidationError"]; + }; + }; + }; + }; + check_gdpr_compliance_compliance_gdpr_post: { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + requestBody: { + content: { + "application/json": components["schemas"]["ComplianceCheckRequest"]; + }; + }; + responses: { + /** @description Successful Response */ + 200: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["ComplianceResponse"]; + }; + }; + /** @description Validation Error */ + 422: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["HTTPValidationError"]; + }; + }; + }; + }; + get_cost_discount_config_config_cost_discount_config_get: { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + requestBody?: never; + responses: { + /** @description Successful Response */ + 200: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": unknown; + }; + }; + }; + }; + update_cost_discount_config_config_cost_discount_config_patch: { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + requestBody: { + content: { + "application/json": { + [key: string]: number; + }; + }; + }; + responses: { + /** @description Successful Response */ + 200: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": unknown; + }; + }; + /** @description Validation Error */ + 422: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["HTTPValidationError"]; + }; + }; + }; + }; + get_cost_margin_config_config_cost_margin_config_get: { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + requestBody?: never; + responses: { + /** @description Successful Response */ + 200: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": unknown; + }; + }; + }; + }; + update_cost_margin_config_config_cost_margin_config_patch: { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + requestBody: { + content: { + "application/json": { + [key: string]: number | { + [key: string]: number; + }; + }; + }; + }; + responses: { + /** @description Successful Response */ + 200: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": unknown; + }; + }; + /** @description Validation Error */ + 422: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["HTTPValidationError"]; + }; + }; + }; + }; + get_pass_through_endpoints_config_pass_through_endpoint_get: { + parameters: { + query?: { + endpoint_id?: string | null; + team_id?: string | null; + }; + header?: never; + path?: never; + cookie?: never; + }; + requestBody?: never; + responses: { + /** @description Successful Response */ + 200: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["PassThroughEndpointResponse"]; + }; + }; + /** @description Validation Error */ + 422: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["HTTPValidationError"]; + }; + }; + }; + }; + create_pass_through_endpoints_config_pass_through_endpoint_post: { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + requestBody: { + content: { + "application/json": components["schemas"]["PassThroughGenericEndpoint"]; + }; + }; + responses: { + /** @description Successful Response */ + 200: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": unknown; + }; + }; + /** @description Validation Error */ + 422: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["HTTPValidationError"]; + }; + }; + }; + }; + delete_pass_through_endpoints_config_pass_through_endpoint_delete: { + parameters: { + query: { + endpoint_id: string; + }; + header?: never; + path?: never; + cookie?: never; + }; + requestBody?: never; + responses: { + /** @description Successful Response */ + 200: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["PassThroughEndpointResponse"]; + }; + }; + /** @description Validation Error */ + 422: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["HTTPValidationError"]; + }; + }; + }; + }; + get_pass_through_endpoints_config_pass_through_endpoint_team__team_id__get: { + parameters: { + query?: { + endpoint_id?: string | null; + }; + header?: never; + path: { + team_id: string | null; + }; + cookie?: never; + }; + requestBody?: never; + responses: { + /** @description Successful Response */ + 200: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["PassThroughEndpointResponse"]; + }; + }; + /** @description Validation Error */ + 422: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["HTTPValidationError"]; + }; + }; + }; + }; + update_pass_through_endpoints_config_pass_through_endpoint__endpoint_id__post: { + parameters: { + query?: never; + header?: never; + path: { + endpoint_id: string; + }; + cookie?: never; + }; + requestBody: { + content: { + "application/json": components["schemas"]["PassThroughGenericEndpoint"]; + }; + }; + responses: { + /** @description Successful Response */ + 200: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": unknown; + }; + }; + /** @description Validation Error */ + 422: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["HTTPValidationError"]; + }; + }; + }; + }; + get_hashicorp_vault_config_config_overrides_hashicorp_vault_get: { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + requestBody?: never; + responses: { + /** @description Successful Response */ + 200: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["ConfigOverrideSettingsResponse"]; + }; + }; + }; + }; + update_hashicorp_vault_config_config_overrides_hashicorp_vault_post: { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + requestBody: { + content: { + "application/json": components["schemas"]["HashicorpVaultConfig"]; + }; + }; + responses: { + /** @description Successful Response */ + 200: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": unknown; + }; + }; + /** @description Validation Error */ + 422: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["HTTPValidationError"]; + }; + }; + }; + }; + delete_hashicorp_vault_config_config_overrides_hashicorp_vault_delete: { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + requestBody?: never; + responses: { + /** @description Successful Response */ + 200: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": unknown; + }; + }; + }; + }; + test_hashicorp_vault_connection_config_overrides_hashicorp_vault_test_connection_post: { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + requestBody?: never; + responses: { + /** @description Successful Response */ + 200: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": unknown; + }; + }; + }; + }; + list_containers_containers_get: { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + requestBody?: never; + responses: { + /** @description Successful Response */ + 200: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": unknown; + }; + }; + }; + }; + create_container_containers_post: { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + requestBody?: never; + responses: { + /** @description Successful Response */ + 200: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": unknown; + }; + }; + }; + }; + retrieve_container_containers__container_id__get: { + parameters: { + query?: never; + header?: never; + path: { + container_id: string; + }; + cookie?: never; + }; + requestBody?: never; + responses: { + /** @description Successful Response */ + 200: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": unknown; + }; + }; + /** @description Validation Error */ + 422: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["HTTPValidationError"]; + }; + }; + }; + }; + delete_container_containers__container_id__delete: { + parameters: { + query?: never; + header?: never; + path: { + container_id: string; + }; + cookie?: never; + }; + requestBody?: never; + responses: { + /** @description Successful Response */ + 200: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": unknown; + }; + }; + /** @description Validation Error */ + 422: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["HTTPValidationError"]; + }; + }; + }; + }; + handler_container_id_containers__container_id__files_get: { + parameters: { + query?: never; + header?: never; + path: { + container_id: string; + }; + cookie?: never; + }; + requestBody?: never; + responses: { + /** @description Successful Response */ + 200: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": unknown; + }; + }; + /** @description Validation Error */ + 422: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["HTTPValidationError"]; + }; + }; + }; + }; + handler_multipart_upload_containers__container_id__files_post: { + parameters: { + query?: never; + header?: never; + path: { + container_id: string; + }; + cookie?: never; + }; + requestBody?: never; + responses: { + /** @description Successful Response */ + 200: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": unknown; + }; + }; + /** @description Validation Error */ + 422: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["HTTPValidationError"]; + }; + }; + }; + }; + handler_container_file_containers__container_id__files__file_id__get: { + parameters: { + query?: never; + header?: never; + path: { + container_id: string; + file_id: string; + }; + cookie?: never; + }; + requestBody?: never; + responses: { + /** @description Successful Response */ + 200: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": unknown; + }; + }; + /** @description Validation Error */ + 422: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["HTTPValidationError"]; + }; + }; + }; + }; + handler_container_file_containers__container_id__files__file_id__delete: { + parameters: { + query?: never; + header?: never; + path: { + container_id: string; + file_id: string; + }; + cookie?: never; + }; + requestBody?: never; + responses: { + /** @description Successful Response */ + 200: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": unknown; + }; + }; + /** @description Validation Error */ + 422: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["HTTPValidationError"]; + }; + }; + }; + }; + handler_binary_content_containers__container_id__files__file_id__content_get: { + parameters: { + query?: never; + header?: never; + path: { + container_id: string; + file_id: string; + }; + cookie?: never; + }; + requestBody?: never; + responses: { + /** @description Successful Response */ + 200: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": unknown; + }; + }; + /** @description Validation Error */ + 422: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["HTTPValidationError"]; + }; + }; + }; + }; + estimate_cost_cost_estimate_post: { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + requestBody: { + content: { + "application/json": components["schemas"]["CostEstimateRequest"]; + }; + }; + responses: { + /** @description Successful Response */ + 200: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["CostEstimateResponse"]; + }; + }; + /** @description Validation Error */ + 422: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["HTTPValidationError"]; + }; + }; + }; + }; + get_credentials_credentials_get: { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + requestBody?: never; + responses: { + /** @description Successful Response */ + 200: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": unknown; + }; + }; + }; + }; + create_credential_credentials_post: { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + requestBody: { + content: { + "application/json": components["schemas"]["CreateCredentialItem"]; + }; + }; + responses: { + /** @description Successful Response */ + 200: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": unknown; + }; + }; + /** @description Validation Error */ + 422: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["HTTPValidationError"]; + }; + }; + }; + }; + get_credential_by_model_credentials_by_model__model_id__get: { + parameters: { + query?: never; + header?: never; + path: { + /** @description The model ID to look up credentials for */ + model_id: string; + }; + cookie?: never; + }; + requestBody?: never; + responses: { + /** @description Successful Response */ + 200: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["CredentialItem"]; + }; + }; + /** @description Validation Error */ + 422: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["HTTPValidationError"]; + }; + }; + }; + }; + get_credential_by_name_credentials_by_name__credential_name__get: { + parameters: { + query?: never; + header?: never; + path: { + /** @description The credential name, percent-decoded; may contain slashes */ + credential_name: string; + }; + cookie?: never; + }; + requestBody?: never; + responses: { + /** @description Successful Response */ + 200: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["CredentialItem"]; + }; + }; + /** @description Validation Error */ + 422: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["HTTPValidationError"]; + }; + }; + }; + }; + delete_credential_credentials__credential_name__delete: { + parameters: { + query?: never; + header?: never; + path: { + /** @description The credential name, percent-decoded; may contain slashes */ + credential_name: string; + }; + cookie?: never; + }; + requestBody?: never; + responses: { + /** @description Successful Response */ + 200: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": unknown; + }; + }; + /** @description Validation Error */ + 422: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["HTTPValidationError"]; + }; + }; + }; + }; + update_credential_credentials__credential_name__patch: { + parameters: { + query?: never; + header?: never; + path: { + /** @description The credential name, percent-decoded; may contain slashes */ + credential_name: string; + }; + cookie?: never; + }; + requestBody: { + content: { + "application/json": components["schemas"]["CredentialItem"]; + }; + }; + responses: { + /** @description Successful Response */ + 200: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": unknown; + }; + }; + /** @description Validation Error */ + 422: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["HTTPValidationError"]; + }; + }; + }; + }; + cursor_chat_completions_cursor_chat_completions_post: { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + requestBody?: never; + responses: { + /** @description Successful Response */ + 200: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": unknown; + }; + }; + }; + }; + cursor_proxy_route_cursor__endpoint__get: { + parameters: { + query?: never; + header?: never; + path: { + endpoint: string; + }; + cookie?: never; + }; + requestBody?: never; + responses: { + /** @description Successful Response */ + 200: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": unknown; + }; + }; + /** @description Validation Error */ + 422: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["HTTPValidationError"]; + }; + }; + }; + }; + cursor_proxy_route_cursor__endpoint__put: { + parameters: { + query?: never; + header?: never; + path: { + endpoint: string; + }; + cookie?: never; + }; + requestBody?: never; + responses: { + /** @description Successful Response */ + 200: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": unknown; + }; + }; + /** @description Validation Error */ + 422: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["HTTPValidationError"]; + }; + }; + }; + }; + cursor_proxy_route_cursor__endpoint__post: { + parameters: { + query?: never; + header?: never; + path: { + endpoint: string; + }; + cookie?: never; + }; + requestBody?: never; + responses: { + /** @description Successful Response */ + 200: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": unknown; + }; + }; + /** @description Validation Error */ + 422: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["HTTPValidationError"]; + }; + }; + }; + }; + cursor_proxy_route_cursor__endpoint__delete: { + parameters: { + query?: never; + header?: never; + path: { + endpoint: string; + }; + cookie?: never; + }; + requestBody?: never; + responses: { + /** @description Successful Response */ + 200: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": unknown; + }; + }; + /** @description Validation Error */ + 422: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["HTTPValidationError"]; + }; + }; + }; + }; + cursor_proxy_route_cursor__endpoint__patch: { + parameters: { + query?: never; + header?: never; + path: { + endpoint: string; + }; + cookie?: never; + }; + requestBody?: never; + responses: { + /** @description Successful Response */ + 200: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": unknown; + }; + }; + /** @description Validation Error */ + 422: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["HTTPValidationError"]; + }; + }; + }; + }; + block_user_customer_block_post: { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + requestBody: { + content: { + "application/json": components["schemas"]["BlockUsers"]; + }; + }; + responses: { + /** @description Successful Response */ + 200: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": unknown; + }; + }; + /** @description Validation Error */ + 422: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["HTTPValidationError"]; + }; + }; + }; + }; + get_customer_daily_activity_customer_daily_activity_get: { + parameters: { + query?: { + end_user_ids?: string | null; + start_date?: string | null; + end_date?: string | null; + model?: string | null; + api_key?: string | null; + page?: number; + page_size?: number; + exclude_end_user_ids?: string | null; + }; + header?: never; + path?: never; + cookie?: never; + }; + requestBody?: never; + responses: { + /** @description Successful Response */ + 200: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["SpendAnalyticsPaginatedResponse"]; + }; + }; + /** @description Validation Error */ + 422: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["HTTPValidationError"]; + }; + }; + }; + }; + delete_end_user_customer_delete_post: { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + requestBody: { + content: { + "application/json": components["schemas"]["DeleteCustomerRequest"]; + }; + }; + responses: { + /** @description Successful Response */ + 200: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": unknown; + }; + }; + /** @description Validation Error */ + 422: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["HTTPValidationError"]; + }; + }; + }; + }; + end_user_info_customer_info_get: { + parameters: { + query: { + /** @description End User ID in the request parameters */ + end_user_id: string; + }; + header?: never; + path?: never; + cookie?: never; + }; + requestBody?: never; + responses: { + /** @description Successful Response */ + 200: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["LiteLLM_EndUserTable"]; + }; + }; + /** @description Validation Error */ + 422: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["HTTPValidationError"]; + }; + }; + }; + }; + list_end_user_customer_list_get: { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + requestBody?: never; + responses: { + /** @description Successful Response */ + 200: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["LiteLLM_EndUserTable"][]; + }; + }; + }; + }; + new_end_user_customer_new_post: { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + requestBody: { + content: { + "application/json": components["schemas"]["NewCustomerRequest"]; + }; + }; + responses: { + /** @description Successful Response */ + 200: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": unknown; + }; + }; + /** @description Validation Error */ + 422: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["HTTPValidationError"]; + }; + }; + }; + }; + unblock_user_customer_unblock_post: { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + requestBody: { + content: { + "application/json": components["schemas"]["BlockUsers"]; + }; + }; + responses: { + /** @description Successful Response */ + 200: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": unknown; + }; + }; + /** @description Validation Error */ + 422: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["HTTPValidationError"]; + }; + }; + }; + }; + update_end_user_customer_update_post: { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + requestBody: { + content: { + "application/json": components["schemas"]["UpdateCustomerRequest"]; + }; + }; + responses: { + /** @description Successful Response */ + 200: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": unknown; + }; + }; + /** @description Validation Error */ + 422: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["HTTPValidationError"]; + }; + }; + }; + }; + get_active_tasks_stats_debug_asyncio_tasks_get: { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + requestBody?: never; + responses: { + /** @description Successful Response */ + 200: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": unknown; + }; + }; + }; + }; + delete_allowed_ip_delete_allowed_ip_post: { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + requestBody: { + content: { + "application/json": components["schemas"]["IPAddress"]; + }; + }; + responses: { + /** @description Successful Response */ + 200: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": unknown; + }; + }; + /** @description Validation Error */ + 422: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["HTTPValidationError"]; + }; + }; + }; + }; + get_email_event_settings_email_event_settings_get: { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + requestBody?: never; + responses: { + /** @description Successful Response */ + 200: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["EmailEventSettingsResponse"]; + }; + }; + }; + }; + update_event_settings_email_event_settings_patch: { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + requestBody: { + content: { + "application/json": components["schemas"]["EmailEventSettingsUpdateRequest"]; + }; + }; + responses: { + /** @description Successful Response */ + 200: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": unknown; + }; + }; + /** @description Validation Error */ + 422: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["HTTPValidationError"]; + }; + }; + }; + }; + reset_event_settings_email_event_settings_reset_post: { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + requestBody?: never; + responses: { + /** @description Successful Response */ + 200: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": unknown; + }; + }; + }; + }; + embeddings_embeddings_post: { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + requestBody: { + content: { + "application/json": { + /** + * Api Base + * @default null + */ + api_base?: string | null; + /** + * Api Key + * @default null + */ + api_key?: string | null; + /** + * Api Type + * @default null + */ + api_type?: string | null; + /** + * Api Version + * @default null + */ + api_version?: string | null; + /** + * Caching + * @default false + */ + caching?: boolean; + /** + * Custom Llm Provider + * @default null + */ + custom_llm_provider?: string | { + [key: string]: unknown; + } | null; + /** + * Input + * @default [] + */ + input?: string[]; + /** + * Litellm Call Id + * @default null + */ + litellm_call_id?: string | null; + /** + * Litellm Logging Obj + * @default null + */ + litellm_logging_obj?: { + [key: string]: unknown; + } | null; + /** + * Logger Fn + * @default null + */ + logger_fn?: string | null; + /** Model */ + model: string; + /** + * Timeout + * @default 600 + */ + timeout?: number; + /** + * User + * @default null + */ + user?: string | null; + }; + }; + }; + responses: { + /** @description Successful Response */ + 200: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": unknown; + }; + }; + /** @description Validation Error */ + 422: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["HTTPValidationError"]; + }; + }; + }; + }; + chat_completion_engines__model__chat_completions_post: { + parameters: { + query?: never; + header?: never; + path: { + model: string | null; + }; + cookie?: never; + }; + requestBody: { + content: { + "application/json": { + /** + * Caching + * @default null + */ + caching?: boolean | null; + /** + * Context Window Fallback Dict + * @default null + */ + context_window_fallback_dict?: { + [key: string]: string; + } | null; + /** + * Fallbacks + * @default null + */ + fallbacks?: string[] | null; + /** + * Frequency Penalty + * @default null + */ + frequency_penalty?: number | null; + /** + * Function Call + * @default null + */ + function_call?: string | { + [key: string]: unknown; + } | null; + /** + * Functions + * @default null + */ + functions?: { + [key: string]: unknown; + }[] | null; + /** + * Guardrails + * @default null + */ + guardrails?: string[] | null; + /** + * Logit Bias + * @default null + */ + logit_bias?: { + [key: string]: number; + } | null; + /** + * Logprobs + * @default null + */ + logprobs?: boolean | null; + /** + * Max Tokens + * @default null + */ + max_tokens?: number | null; + /** + * Messages + * @example [ + * { + * "content": "Hello, how are you?", + * "role": "user" + * } + * ] + */ + messages: (components["schemas"]["ChatCompletionUserMessage"] | components["schemas"]["ChatCompletionAssistantMessage"] | components["schemas"]["ChatCompletionToolMessage"] | components["schemas"]["ChatCompletionSystemMessage"] | components["schemas"]["ChatCompletionFunctionMessage"] | components["schemas"]["ChatCompletionDeveloperMessage"])[]; + /** + * Metadata + * @default null + */ + metadata?: { + [key: string]: unknown; + } | null; + /** Model */ + model: string; + /** + * N + * @default null + */ + n?: number | null; + /** + * Num Retries + * @default null + */ + num_retries?: number | null; + /** + * Parallel Tool Calls + * @default null + */ + parallel_tool_calls?: boolean | null; + /** + * Presence Penalty + * @default null + */ + presence_penalty?: number | null; + /** + * Response Format + * @default null + */ + response_format?: { + [key: string]: unknown; + } | null; + /** + * Seed + * @default null + */ + seed?: number | null; + /** + * Service Tier + * @default null + */ + service_tier?: string | null; + /** + * Stop + * @default null + */ + stop?: string | string[] | null; + /** + * Stream + * @default null + */ + stream?: boolean | null; + /** + * Stream Options + * @default null + */ + stream_options?: { + [key: string]: unknown; + } | null; + /** + * Temperature + * @default null + */ + temperature?: number | null; + /** + * Tool Choice + * @default null + */ + tool_choice?: string | { + [key: string]: unknown; + } | null; + /** + * Tools + * @default null + */ + tools?: { + [key: string]: unknown; + }[] | null; + /** + * Top Logprobs + * @default null + */ + top_logprobs?: number | null; + /** + * Top P + * @default null + */ + top_p?: number | null; + /** + * User + * @default null + */ + user?: string | null; + }; + }; + }; + responses: { + /** @description Successful Response */ + 200: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": unknown; + }; + }; + /** @description Validation Error */ + 422: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["HTTPValidationError"]; + }; + }; + }; + }; + completion_engines__model__completions_post: { + parameters: { + query?: never; + header?: never; + path: { + model: string | null; + }; + cookie?: never; + }; + requestBody?: never; + responses: { + /** @description Successful Response */ + 200: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": unknown; + }; + }; + /** @description Validation Error */ + 422: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["HTTPValidationError"]; + }; + }; + }; + }; + embeddings_engines__model__embeddings_post: { + parameters: { + query?: never; + header?: never; + path: { + model: string | null; + }; + cookie?: never; + }; + requestBody: { + content: { + "application/json": { + /** + * Api Base + * @default null + */ + api_base?: string | null; + /** + * Api Key + * @default null + */ + api_key?: string | null; + /** + * Api Type + * @default null + */ + api_type?: string | null; + /** + * Api Version + * @default null + */ + api_version?: string | null; + /** + * Caching + * @default false + */ + caching?: boolean; + /** + * Custom Llm Provider + * @default null + */ + custom_llm_provider?: string | { + [key: string]: unknown; + } | null; + /** + * Input + * @default [] + */ + input?: string[]; + /** + * Litellm Call Id + * @default null + */ + litellm_call_id?: string | null; + /** + * Litellm Logging Obj + * @default null + */ + litellm_logging_obj?: { + [key: string]: unknown; + } | null; + /** + * Logger Fn + * @default null + */ + logger_fn?: string | null; + /** Model */ + model: string; + /** + * Timeout + * @default 600 + */ + timeout?: number; + /** + * User + * @default null + */ + user?: string | null; + }; + }; + }; + responses: { + /** @description Successful Response */ + 200: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": unknown; + }; + }; + /** @description Validation Error */ + 422: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["HTTPValidationError"]; + }; + }; + }; + }; + assemblyai_proxy_route_eu_assemblyai__endpoint__get: { + parameters: { + query?: never; + header?: never; + path: { + endpoint: string; + }; + cookie?: never; + }; + requestBody?: never; + responses: { + /** @description Successful Response */ + 200: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": unknown; + }; + }; + /** @description Validation Error */ + 422: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["HTTPValidationError"]; + }; + }; + }; + }; + assemblyai_proxy_route_eu_assemblyai__endpoint__put: { + parameters: { + query?: never; + header?: never; + path: { + endpoint: string; + }; + cookie?: never; + }; + requestBody?: never; + responses: { + /** @description Successful Response */ + 200: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": unknown; + }; + }; + /** @description Validation Error */ + 422: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["HTTPValidationError"]; + }; + }; + }; + }; + assemblyai_proxy_route_eu_assemblyai__endpoint__post: { + parameters: { + query?: never; + header?: never; + path: { + endpoint: string; + }; + cookie?: never; + }; + requestBody?: never; + responses: { + /** @description Successful Response */ + 200: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": unknown; + }; + }; + /** @description Validation Error */ + 422: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["HTTPValidationError"]; + }; + }; + }; + }; + assemblyai_proxy_route_eu_assemblyai__endpoint__delete: { + parameters: { + query?: never; + header?: never; + path: { + endpoint: string; + }; + cookie?: never; + }; + requestBody?: never; + responses: { + /** @description Successful Response */ + 200: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": unknown; + }; + }; + /** @description Validation Error */ + 422: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["HTTPValidationError"]; + }; + }; + }; + }; + assemblyai_proxy_route_eu_assemblyai__endpoint__patch: { + parameters: { + query?: never; + header?: never; + path: { + endpoint: string; + }; + cookie?: never; + }; + requestBody?: never; + responses: { + /** @description Successful Response */ + 200: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": unknown; + }; + }; + /** @description Validation Error */ + 422: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["HTTPValidationError"]; + }; + }; + }; + }; + create_fallback_fallback_post: { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + requestBody: { + content: { + "application/json": components["schemas"]["FallbackCreateRequest"]; + }; + }; + responses: { + /** @description Successful Response */ + 200: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["FallbackResponse"]; + }; + }; + /** @description Validation Error */ + 422: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["HTTPValidationError"]; + }; + }; + }; + }; + get_fallback_fallback__model__get: { + parameters: { + query?: { + fallback_type?: "general" | "context_window" | "content_policy"; + }; + header?: never; + path: { + model: string; + }; + cookie?: never; + }; + requestBody?: never; + responses: { + /** @description Successful Response */ + 200: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["FallbackGetResponse"]; + }; + }; + /** @description Validation Error */ + 422: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["HTTPValidationError"]; + }; + }; + }; + }; + delete_fallback_fallback__model__delete: { + parameters: { + query?: { + fallback_type?: "general" | "context_window" | "content_policy"; + }; + header?: never; + path: { + model: string; + }; + cookie?: never; + }; + requestBody?: never; + responses: { + /** @description Successful Response */ + 200: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["FallbackDeleteResponse"]; + }; + }; + /** @description Validation Error */ + 422: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["HTTPValidationError"]; + }; + }; + }; + }; + list_files_files_get: { + parameters: { + query?: { + provider?: string | null; + target_model_names?: string | null; + purpose?: string | null; + }; + header?: never; + path?: never; + cookie?: never; + }; + requestBody?: never; + responses: { + /** @description Successful Response */ + 200: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": unknown; + }; + }; + /** @description Validation Error */ + 422: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["HTTPValidationError"]; + }; + }; + }; + }; + create_file_files_post: { + parameters: { + query?: { + provider?: string | null; + }; + header?: never; + path?: never; + cookie?: never; + }; + requestBody: { + content: { + "multipart/form-data": components["schemas"]["Body_create_file_files_post"]; + }; + }; + responses: { + /** @description Successful Response */ + 200: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": unknown; + }; + }; + /** @description Validation Error */ + 422: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["HTTPValidationError"]; + }; + }; + }; + }; + get_file_files__file_id__get: { + parameters: { + query?: { + provider?: string | null; + }; + header?: never; + path: { + file_id: string; + }; + cookie?: never; + }; + requestBody?: never; + responses: { + /** @description Successful Response */ + 200: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": unknown; + }; + }; + /** @description Validation Error */ + 422: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["HTTPValidationError"]; + }; + }; + }; + }; + delete_file_files__file_id__delete: { + parameters: { + query?: { + provider?: string | null; + }; + header?: never; + path: { + file_id: string; + }; + cookie?: never; + }; + requestBody?: never; + responses: { + /** @description Successful Response */ + 200: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": unknown; + }; + }; + /** @description Validation Error */ + 422: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["HTTPValidationError"]; + }; + }; + }; + }; + get_file_content_files__file_id__content_get: { + parameters: { + query?: { + provider?: string | null; + }; + header?: never; + path: { + file_id: string; + }; + cookie?: never; + }; + requestBody?: never; + responses: { + /** @description Successful Response */ + 200: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": unknown; + }; + }; + /** @description Validation Error */ + 422: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["HTTPValidationError"]; + }; + }; + }; + }; + list_fine_tuning_jobs_fine_tuning_jobs_get: { + parameters: { + query?: { + custom_llm_provider?: ("openai" | "azure") | null; + /** @description Comma separated list of model names to filter by. Example: 'gpt-4o,gpt-4o-mini' */ + target_model_names?: string | null; + after?: string | null; + limit?: number | null; + }; + header?: never; + path?: never; + cookie?: never; + }; + requestBody?: never; + responses: { + /** @description Successful Response */ + 200: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": unknown; + }; + }; + /** @description Validation Error */ + 422: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["HTTPValidationError"]; + }; + }; + }; + }; + create_fine_tuning_job_fine_tuning_jobs_post: { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + requestBody: { + content: { + "application/json": components["schemas"]["LiteLLMFineTuningJobCreate"]; + }; + }; + responses: { + /** @description Successful Response */ + 200: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": unknown; + }; + }; + /** @description Validation Error */ + 422: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["HTTPValidationError"]; + }; + }; + }; + }; + retrieve_fine_tuning_job_fine_tuning_jobs__fine_tuning_job_id__get: { + parameters: { + query?: { + custom_llm_provider?: ("openai" | "azure") | null; + }; + header?: never; + path: { + fine_tuning_job_id: string; + }; + cookie?: never; + }; + requestBody?: never; + responses: { + /** @description Successful Response */ + 200: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": unknown; + }; + }; + /** @description Validation Error */ + 422: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["HTTPValidationError"]; + }; + }; + }; + }; + cancel_fine_tuning_job_fine_tuning_jobs__fine_tuning_job_id__cancel_post: { + parameters: { + query?: never; + header?: never; + path: { + fine_tuning_job_id: string; + }; + cookie?: never; + }; + requestBody?: never; + responses: { + /** @description Successful Response */ + 200: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": unknown; + }; + }; + /** @description Validation Error */ + 422: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["HTTPValidationError"]; + }; + }; + }; + }; + gemini_proxy_route_gemini__endpoint__get: { + parameters: { + query?: never; + header?: never; + path: { + endpoint: string; + }; + cookie?: never; + }; + requestBody?: never; + responses: { + /** @description Successful Response */ + 200: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": unknown; + }; + }; + /** @description Validation Error */ + 422: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["HTTPValidationError"]; + }; + }; + }; + }; + gemini_proxy_route_gemini__endpoint__put: { + parameters: { + query?: never; + header?: never; + path: { + endpoint: string; + }; + cookie?: never; + }; + requestBody?: never; + responses: { + /** @description Successful Response */ + 200: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": unknown; + }; + }; + /** @description Validation Error */ + 422: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["HTTPValidationError"]; + }; + }; + }; + }; + gemini_proxy_route_gemini__endpoint__post: { + parameters: { + query?: never; + header?: never; + path: { + endpoint: string; + }; + cookie?: never; + }; + requestBody?: never; + responses: { + /** @description Successful Response */ + 200: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": unknown; + }; + }; + /** @description Validation Error */ + 422: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["HTTPValidationError"]; + }; + }; + }; + }; + gemini_proxy_route_gemini__endpoint__delete: { + parameters: { + query?: never; + header?: never; + path: { + endpoint: string; + }; + cookie?: never; + }; + requestBody?: never; + responses: { + /** @description Successful Response */ + 200: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": unknown; + }; + }; + /** @description Validation Error */ + 422: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["HTTPValidationError"]; + }; + }; + }; + }; + gemini_proxy_route_gemini__endpoint__patch: { + parameters: { + query?: never; + header?: never; + path: { + endpoint: string; + }; + cookie?: never; + }; + requestBody?: never; + responses: { + /** @description Successful Response */ + 200: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": unknown; + }; + }; + /** @description Validation Error */ + 422: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["HTTPValidationError"]; + }; + }; + }; + }; + get_default_team_settings_get_default_team_settings_get: { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + requestBody?: never; + responses: { + /** @description Successful Response */ + 200: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["DefaultTeamSettingsResponse"]; + }; + }; + }; + }; + get_internal_user_settings_get_internal_user_settings_get: { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + requestBody?: never; + responses: { + /** @description Successful Response */ + 200: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["InternalUserSettingsResponse"]; + }; + }; + }; + }; + get_mcp_semantic_filter_settings_get_mcp_semantic_filter_settings_get: { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + requestBody?: never; + responses: { + /** @description Successful Response */ + 200: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["MCPSemanticFilterSettingsResponse"]; + }; + }; + }; + }; + get_sso_settings_get_sso_settings_get: { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + requestBody?: never; + responses: { + /** @description Successful Response */ + 200: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["SSOSettingsResponse"]; + }; + }; + }; + }; + get_ui_settings_get_ui_settings_get: { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + requestBody?: never; + responses: { + /** @description Successful Response */ + 200: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["UISettingsResponse"]; + }; + }; + }; + }; + get_ui_theme_settings_get_ui_theme_settings_get: { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + requestBody?: never; + responses: { + /** @description Successful Response */ + 200: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["UIThemeSettingsResponse"]; + }; + }; + }; + }; + get_global_spend_report_global_spend_report_get: { + parameters: { + query?: { + /** @description Time from which to start viewing spend */ + start_date?: string | null; + /** @description Time till which to view spend */ + end_date?: string | null; + /** @description Group spend by internal team or customer or api_key */ + group_by?: ("team" | "customer" | "api_key") | null; + /** @description View spend for a specific api_key. Example api_key='sk-1234 */ + api_key?: string | null; + /** @description View spend for a specific internal_user_id. Example internal_user_id='1234 */ + internal_user_id?: string | null; + /** @description View spend for a specific team_id. Example team_id='1234 */ + team_id?: string | null; + /** @description View spend for a specific customer_id. Example customer_id='1234. Can be used in conjunction with team_id as well. */ + customer_id?: string | null; + }; + header?: never; + path?: never; + cookie?: never; + }; + requestBody?: never; + responses: { + /** @description Successful Response */ + 200: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["LiteLLM_SpendLogs"][]; + }; + }; + /** @description Validation Error */ + 422: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["HTTPValidationError"]; + }; + }; + }; + }; + global_spend_reset_global_spend_reset_post: { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + requestBody?: never; + responses: { + /** @description Successful Response */ + 200: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": unknown; + }; + }; + }; + }; + global_view_spend_tags_global_spend_tags_get: { + parameters: { + query?: { + /** @description Time from which to start viewing key spend */ + start_date?: string | null; + /** @description Time till which to view key spend */ + end_date?: string | null; + /** @description comman separated tags to filter on */ + tags?: string | null; + }; + header?: never; + path?: never; + cookie?: never; + }; + requestBody?: never; + responses: { + /** @description Successful Response */ + 200: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["LiteLLM_SpendLogs"][]; + }; + }; + /** @description Validation Error */ + 422: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["HTTPValidationError"]; + }; + }; + }; + }; + create_guardrail_guardrails_post: { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + requestBody: { + content: { + "application/json": components["schemas"]["CreateGuardrailRequest"]; + }; + }; + responses: { + /** @description Successful Response */ + 200: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": unknown; + }; + }; + /** @description Validation Error */ + 422: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["HTTPValidationError"]; + }; + }; + }; + }; + apply_guardrail_guardrails_apply_guardrail_post: { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + requestBody: { + content: { + "application/json": components["schemas"]["ApplyGuardrailRequest"]; + }; + }; + responses: { + /** @description Successful Response */ + 200: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["ApplyGuardrailResponse"]; + }; + }; + /** @description Validation Error */ + 422: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["HTTPValidationError"]; + }; + }; + }; + }; + list_guardrails_guardrails_list_get: { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + requestBody?: never; + responses: { + /** @description Successful Response */ + 200: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["ListGuardrailsResponse"]; + }; + }; + }; + }; + register_guardrail_guardrails_register_post: { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + requestBody: { + content: { + "application/json": components["schemas"]["RegisterGuardrailRequest"]; + }; + }; + responses: { + /** @description Successful Response */ + 200: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["RegisterGuardrailResponse"]; + }; + }; + /** @description Validation Error */ + 422: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["HTTPValidationError"]; + }; + }; + }; + }; + list_guardrail_submissions_guardrails_submissions_get: { + parameters: { + query?: { + status?: string | null; + team_id?: string | null; + search?: string | null; + }; + header?: never; + path?: never; + cookie?: never; + }; + requestBody?: never; + responses: { + /** @description Successful Response */ + 200: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["ListGuardrailSubmissionsResponse"]; + }; + }; + /** @description Validation Error */ + 422: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["HTTPValidationError"]; + }; + }; + }; + }; + get_guardrail_submission_guardrails_submissions__guardrail_id__get: { + parameters: { + query?: never; + header?: never; + path: { + guardrail_id: string; + }; + cookie?: never; + }; + requestBody?: never; + responses: { + /** @description Successful Response */ + 200: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["GuardrailSubmissionItem"]; + }; + }; + /** @description Validation Error */ + 422: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["HTTPValidationError"]; + }; + }; + }; + }; + approve_guardrail_submission_guardrails_submissions__guardrail_id__approve_post: { + parameters: { + query?: never; + header?: never; + path: { + guardrail_id: string; + }; + cookie?: never; + }; + requestBody?: never; + responses: { + /** @description Successful Response */ + 200: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": unknown; + }; + }; + /** @description Validation Error */ + 422: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["HTTPValidationError"]; + }; + }; + }; + }; + reject_guardrail_submission_guardrails_submissions__guardrail_id__reject_post: { + parameters: { + query?: never; + header?: never; + path: { + guardrail_id: string; + }; + cookie?: never; + }; + requestBody?: never; + responses: { + /** @description Successful Response */ + 200: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": unknown; + }; + }; + /** @description Validation Error */ + 422: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["HTTPValidationError"]; + }; + }; + }; + }; + test_custom_code_guardrail_guardrails_test_custom_code_post: { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + requestBody: { + content: { + "application/json": components["schemas"]["TestCustomCodeGuardrailRequest"]; + }; + }; + responses: { + /** @description Successful Response */ + 200: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["TestCustomCodeGuardrailResponse"]; + }; + }; + /** @description Validation Error */ + 422: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["HTTPValidationError"]; + }; + }; + }; + }; + get_guardrail_ui_settings_guardrails_ui_add_guardrail_settings_get: { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + requestBody?: never; + responses: { + /** @description Successful Response */ + 200: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": unknown; + }; + }; + }; + }; + get_category_yaml_guardrails_ui_category_yaml__category_name__get: { + parameters: { + query?: never; + header?: never; + path: { + category_name: string; + }; + cookie?: never; + }; + requestBody?: never; + responses: { + /** @description Successful Response */ + 200: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": unknown; + }; + }; + /** @description Validation Error */ + 422: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["HTTPValidationError"]; + }; + }; + }; + }; + get_major_airlines_guardrails_ui_major_airlines_get: { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + requestBody?: never; + responses: { + /** @description Successful Response */ + 200: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": unknown; + }; + }; + }; + }; + get_provider_specific_params_guardrails_ui_provider_specific_params_get: { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + requestBody?: never; + responses: { + /** @description Successful Response */ + 200: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": unknown; + }; + }; + }; + }; + guardrails_usage_detail_guardrails_usage_detail__guardrail_id__get: { + parameters: { + query?: { + start_date?: string | null; + end_date?: string | null; + }; + header?: never; + path: { + guardrail_id: string; + }; + cookie?: never; + }; + requestBody?: never; + responses: { + /** @description Successful Response */ + 200: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["UsageDetailResponse"]; + }; + }; + /** @description Validation Error */ + 422: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["HTTPValidationError"]; + }; + }; + }; + }; + guardrails_usage_logs_guardrails_usage_logs_get: { + parameters: { + query?: { + guardrail_id?: string | null; + policy_id?: string | null; + page?: number; + page_size?: number; + action?: string | null; + start_date?: string | null; + end_date?: string | null; + }; + header?: never; + path?: never; + cookie?: never; + }; + requestBody?: never; + responses: { + /** @description Successful Response */ + 200: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["UsageLogsResponse"]; + }; + }; + /** @description Validation Error */ + 422: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["HTTPValidationError"]; + }; + }; + }; + }; + guardrails_usage_overview_guardrails_usage_overview_get: { + parameters: { + query?: { + /** @description YYYY-MM-DD */ + start_date?: string | null; + /** @description YYYY-MM-DD */ + end_date?: string | null; + }; + header?: never; + path?: never; + cookie?: never; + }; + requestBody?: never; + responses: { + /** @description Successful Response */ + 200: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["UsageOverviewResponse"]; + }; + }; + /** @description Validation Error */ + 422: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["HTTPValidationError"]; + }; + }; + }; + }; + validate_blocked_words_file_guardrails_validate_blocked_words_file_post: { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + requestBody: { + content: { + "application/json": { + [key: string]: string; + }; + }; + }; + responses: { + /** @description Successful Response */ + 200: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": unknown; + }; + }; + /** @description Validation Error */ + 422: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["HTTPValidationError"]; + }; + }; + }; + }; + get_guardrail_info_guardrails__guardrail_id__get: { + parameters: { + query?: never; + header?: never; + path: { + guardrail_id: string; + }; + cookie?: never; + }; + requestBody?: never; + responses: { + /** @description Successful Response */ + 200: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": unknown; + }; + }; + /** @description Validation Error */ + 422: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["HTTPValidationError"]; + }; + }; + }; + }; + update_guardrail_guardrails__guardrail_id__put: { + parameters: { + query?: never; + header?: never; + path: { + guardrail_id: string; + }; + cookie?: never; + }; + requestBody: { + content: { + "application/json": components["schemas"]["UpdateGuardrailRequest"]; + }; + }; + responses: { + /** @description Successful Response */ + 200: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": unknown; + }; + }; + /** @description Validation Error */ + 422: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["HTTPValidationError"]; + }; + }; + }; + }; + delete_guardrail_guardrails__guardrail_id__delete: { + parameters: { + query?: never; + header?: never; + path: { + guardrail_id: string; + }; + cookie?: never; + }; + requestBody?: never; + responses: { + /** @description Successful Response */ + 200: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": unknown; + }; + }; + /** @description Validation Error */ + 422: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["HTTPValidationError"]; + }; + }; + }; + }; + patch_guardrail_guardrails__guardrail_id__patch: { + parameters: { + query?: never; + header?: never; + path: { + guardrail_id: string; + }; + cookie?: never; + }; + requestBody: { + content: { + "application/json": components["schemas"]["PatchGuardrailRequest"]; + }; + }; + responses: { + /** @description Successful Response */ + 200: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": unknown; + }; + }; + /** @description Validation Error */ + 422: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["HTTPValidationError"]; + }; + }; + }; + }; + get_guardrail_info_guardrails__guardrail_id__info_get: { + parameters: { + query?: never; + header?: never; + path: { + guardrail_id: string; + }; + cookie?: never; + }; + requestBody?: never; + responses: { + /** @description Successful Response */ + 200: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": unknown; + }; + }; + /** @description Validation Error */ + 422: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["HTTPValidationError"]; + }; + }; + }; + }; + health_endpoint_health_get: { + parameters: { + query?: { + /** @description Specify the model name (optional) */ + model?: string | null; + /** @description Specify the model ID (optional) */ + model_id?: string | null; + }; + header?: never; + path?: never; + cookie?: never; + }; + requestBody?: never; + responses: { + /** @description Successful Response */ + 200: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": unknown; + }; + }; + /** @description Validation Error */ + 422: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["HTTPValidationError"]; + }; + }; + }; + }; + health_backlog_health_backlog_get: { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + requestBody?: never; + responses: { + /** @description Successful Response */ + 200: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": unknown; + }; + }; + }; + }; + health_drain_health_drain_get: { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + requestBody?: never; + responses: { + /** @description Successful Response */ + 200: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": unknown; + }; + }; + }; + }; + health_check_history_endpoint_health_history_get: { + parameters: { + query?: { + /** @description Filter by specific model name */ + model?: string | null; + /** @description Filter by status (healthy/unhealthy) */ + status_filter?: string | null; + /** @description Number of records to return */ + limit?: number; + /** @description Number of records to skip */ + offset?: number; + }; + header?: never; + path?: never; + cookie?: never; + }; + requestBody?: never; + responses: { + /** @description Successful Response */ + 200: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": unknown; + }; + }; + /** @description Validation Error */ + 422: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["HTTPValidationError"]; + }; + }; + }; + }; + latest_health_checks_endpoint_health_latest_get: { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + requestBody?: never; + responses: { + /** @description Successful Response */ + 200: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": unknown; + }; + }; + }; + }; + health_license_endpoint_health_license_get: { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + requestBody?: never; + responses: { + /** @description Successful Response */ + 200: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": unknown; + }; + }; + }; + }; + health_liveliness_health_liveliness_get: { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + requestBody?: never; + responses: { + /** @description Successful Response */ + 200: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": unknown; + }; + }; + }; + }; + health_liveliness_options_health_liveliness_options: { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + requestBody?: never; + responses: { + /** @description Successful Response */ + 200: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": unknown; + }; + }; + }; + }; + health_liveliness_health_liveness_get: { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + requestBody?: never; + responses: { + /** @description Successful Response */ + 200: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": unknown; + }; + }; + }; + }; + health_liveliness_options_health_liveness_options: { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + requestBody?: never; + responses: { + /** @description Successful Response */ + 200: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": unknown; + }; + }; + }; + }; + health_readiness_health_readiness_get: { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + requestBody?: never; + responses: { + /** @description Successful Response */ + 200: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": unknown; + }; + }; + }; + }; + health_readiness_options_health_readiness_options: { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + requestBody?: never; + responses: { + /** @description Successful Response */ + 200: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": unknown; + }; + }; + }; + }; + health_readiness_details_health_readiness_details_get: { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + requestBody?: never; + responses: { + /** @description Successful Response */ + 200: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": unknown; + }; + }; + }; + }; + health_services_endpoint_health_services_get: { + parameters: { + query: { + /** @description Specify the service being hit. */ + service: ("slack_budget_alerts" | "langfuse" | "langfuse_otel" | "slack" | "openmeter" | "webhook" | "email" | "braintrust" | "datadog" | "datadog_llm_observability" | "generic_api" | "arize" | "sqs") | string; + }; + header?: never; + path?: never; + cookie?: never; + }; + requestBody?: never; + responses: { + /** @description Successful Response */ + 200: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": unknown; + }; + }; + /** @description Validation Error */ + 422: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["HTTPValidationError"]; + }; + }; + }; + }; + shared_health_check_status_endpoint_health_shared_status_get: { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + requestBody?: never; + responses: { + /** @description Successful Response */ + 200: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": unknown; + }; + }; + }; + }; + test_model_connection_health_test_connection_post: { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + requestBody?: { + content: { + "application/json": components["schemas"]["Body_test_model_connection_health_test_connection_post"]; + }; + }; + responses: { + /** @description Successful Response */ + 200: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": unknown; + }; + }; + /** @description Validation Error */ + 422: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["HTTPValidationError"]; + }; + }; + }; + }; + image_edit_api_images_edits_post: { + parameters: { + query?: { + model?: string | null; + }; + header?: never; + path?: never; + cookie?: never; + }; + requestBody?: { + content: { + "multipart/form-data": components["schemas"]["Body_image_edit_api_images_edits_post"]; + }; + }; + responses: { + /** @description Successful Response */ + 200: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": unknown; + }; + }; + /** @description Validation Error */ + 422: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["HTTPValidationError"]; + }; + }; + }; + }; + image_generation_images_generations_post: { + parameters: { + query?: { + model?: string | null; + }; + header?: never; + path?: never; + cookie?: never; + }; + requestBody?: never; + responses: { + /** @description Successful Response */ + 200: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": unknown; + }; + }; + /** @description Validation Error */ + 422: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["HTTPValidationError"]; + }; + }; + }; + }; + get_in_product_nudges_in_product_nudges_get: { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + requestBody?: never; + responses: { + /** @description Successful Response */ + 200: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["InProductNudgeResponse"]; + }; + }; + }; + }; + create_interaction_interactions_post: { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + requestBody?: never; + responses: { + /** @description Successful Response */ + 200: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": unknown; + }; + }; + }; + }; + get_interaction_interactions__interaction_id__get: { + parameters: { + query?: never; + header?: never; + path: { + interaction_id: string; + }; + cookie?: never; + }; + requestBody?: never; + responses: { + /** @description Successful Response */ + 200: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": unknown; + }; + }; + /** @description Validation Error */ + 422: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["HTTPValidationError"]; + }; + }; + }; + }; + delete_interaction_interactions__interaction_id__delete: { + parameters: { + query?: never; + header?: never; + path: { + interaction_id: string; + }; + cookie?: never; + }; + requestBody?: never; + responses: { + /** @description Successful Response */ + 200: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": unknown; + }; + }; + /** @description Validation Error */ + 422: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["HTTPValidationError"]; + }; + }; + }; + }; + cancel_interaction_interactions__interaction_id__cancel_post: { + parameters: { + query?: never; + header?: never; + path: { + interaction_id: string; + }; + cookie?: never; + }; + requestBody?: never; + responses: { + /** @description Successful Response */ + 200: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": unknown; + }; + }; + /** @description Validation Error */ + 422: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["HTTPValidationError"]; + }; + }; + }; + }; + delete_jwt_key_mapping_jwt_key_mapping_delete_post: { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + requestBody: { + content: { + "application/json": components["schemas"]["DeleteJWTKeyMappingRequest"]; + }; + }; + responses: { + /** @description Successful Response */ + 200: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": unknown; + }; + }; + /** @description Validation Error */ + 422: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["HTTPValidationError"]; + }; + }; + }; + }; + info_jwt_key_mapping_jwt_key_mapping_info_get: { + parameters: { + query: { + id: string; + }; + header?: never; + path?: never; + cookie?: never; + }; + requestBody?: never; + responses: { + /** @description Successful Response */ + 200: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["JWTKeyMappingResponse"]; + }; + }; + /** @description Validation Error */ + 422: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["HTTPValidationError"]; + }; + }; + }; + }; + list_jwt_key_mappings_jwt_key_mapping_list_get: { + parameters: { + query?: { + /** @description Page number */ + page?: number; + /** @description Page size */ + size?: number; + }; + header?: never; + path?: never; + cookie?: never; + }; + requestBody?: never; + responses: { + /** @description Successful Response */ + 200: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": unknown; + }; + }; + /** @description Validation Error */ + 422: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["HTTPValidationError"]; + }; + }; + }; + }; + create_jwt_key_mapping_jwt_key_mapping_new_post: { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + requestBody: { + content: { + "application/json": components["schemas"]["CreateJWTKeyMappingRequest"]; + }; + }; + responses: { + /** @description Successful Response */ + 200: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["JWTKeyMappingResponse"]; + }; + }; + /** @description Validation Error */ + 422: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["HTTPValidationError"]; + }; + }; + }; + }; + update_jwt_key_mapping_jwt_key_mapping_update_post: { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + requestBody: { + content: { + "application/json": components["schemas"]["UpdateJWTKeyMappingRequest"]; + }; + }; + responses: { + /** @description Successful Response */ + 200: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["JWTKeyMappingResponse"]; + }; + }; + /** @description Validation Error */ + 422: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["HTTPValidationError"]; + }; + }; + }; + }; + key_aliases_key_aliases_get: { + parameters: { + query?: { + /** @description Page number */ + page?: number; + /** @description Page size */ + size?: number; + /** @description Search key aliases (case-insensitive partial match) */ + search?: string | null; + /** @description Filter aliases to keys belonging to this team */ + team_id?: string | null; + }; + header?: never; + path?: never; + cookie?: never; + }; + requestBody?: never; + responses: { + /** @description Successful Response */ + 200: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": { + [key: string]: unknown; + }; + }; + }; + /** @description Validation Error */ + 422: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["HTTPValidationError"]; + }; + }; + }; + }; + block_key_key_block_post: { + parameters: { + query?: never; + header?: { + /** @description The litellm-changed-by header enables tracking of actions performed by authorized users on behalf of other users, providing an audit trail for accountability */ + "litellm-changed-by"?: string | null; + }; + path?: never; + cookie?: never; + }; + requestBody: { + content: { + "application/json": components["schemas"]["BlockKeyRequest"]; + }; + }; + responses: { + /** @description Successful Response */ + 200: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["LiteLLM_VerificationToken"] | null; + }; + }; + /** @description Validation Error */ + 422: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["HTTPValidationError"]; + }; + }; + }; + }; + bulk_update_keys_key_bulk_update_post: { + parameters: { + query?: never; + header?: { + /** @description The litellm-changed-by header enables tracking of actions performed by authorized users on behalf of other users, providing an audit trail for accountability */ + "litellm-changed-by"?: string | null; + }; + path?: never; + cookie?: never; + }; + requestBody: { + content: { + "application/json": components["schemas"]["BulkUpdateKeyRequest"]; + }; + }; + responses: { + /** @description Successful Response */ + 200: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["BulkUpdateKeyResponse"]; + }; + }; + /** @description Validation Error */ + 422: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["HTTPValidationError"]; + }; + }; + }; + }; + delete_key_fn_key_delete_post: { + parameters: { + query?: never; + header?: { + /** @description The litellm-changed-by header enables tracking of actions performed by authorized users on behalf of other users, providing an audit trail for accountability */ + "litellm-changed-by"?: string | null; + }; + path?: never; + cookie?: never; + }; + requestBody: { + content: { + "application/json": components["schemas"]["KeyRequest"]; + }; + }; + responses: { + /** @description Successful Response */ + 200: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": unknown; + }; + }; + /** @description Validation Error */ + 422: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["HTTPValidationError"]; + }; + }; + }; + }; + generate_key_fn_key_generate_post: { + parameters: { + query?: never; + header?: { + /** @description The litellm-changed-by header enables tracking of actions performed by authorized users on behalf of other users, providing an audit trail for accountability */ + "litellm-changed-by"?: string | null; + }; + path?: never; + cookie?: never; + }; + requestBody: { + content: { + "application/json": components["schemas"]["GenerateKeyRequest"]; + }; + }; + responses: { + /** @description Successful Response */ + 200: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["GenerateKeyResponse"]; + }; + }; + /** @description Validation Error */ + 422: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["HTTPValidationError"]; + }; + }; + }; + }; + key_health_key_health_post: { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + requestBody?: never; + responses: { + /** @description Successful Response */ + 200: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["KeyHealthResponse"]; + }; + }; + }; + }; + info_key_fn_key_info_get: { + parameters: { + query?: { + /** @description Key in the request parameters */ + key?: string | null; + }; + header?: never; + path?: never; + cookie?: never; + }; + requestBody?: never; + responses: { + /** @description Successful Response */ + 200: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": unknown; + }; + }; + /** @description Validation Error */ + 422: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["HTTPValidationError"]; + }; + }; + }; + }; + list_keys_key_list_get: { + parameters: { + query?: { + /** @description Page number */ + page?: number; + /** @description Page size */ + size?: number; + /** @description Filter keys by user ID. Supports partial matching (substring, case-insensitive). */ + user_id?: string | null; + /** @description Filter keys by team ID */ + team_id?: string | null; + /** @description Filter keys by organization ID */ + organization_id?: string | null; + /** @description Filter keys by key hash */ + key_hash?: string | null; + /** @description Filter keys by key alias. Supports partial matching (substring, case-insensitive). */ + key_alias?: string | null; + /** @description Return full key object */ + return_full_object?: boolean; + /** @description Include all keys for teams that user is an admin of. */ + include_team_keys?: boolean; + /** @description Include keys created by the user */ + include_created_by_keys?: boolean; + /** @description Column to sort by (e.g. 'user_id', 'created_at', 'spend') */ + sort_by?: string | null; + /** @description Sort order ('asc' or 'desc') */ + sort_order?: string; + /** @description Expand related objects (e.g. 'user') */ + expand?: string[] | null; + /** @description Filter by status (e.g. 'deleted') */ + status?: string | null; + /** @description Filter keys by project ID */ + project_id?: string | null; + /** @description Filter keys by access group ID */ + access_group_id?: string | null; + }; + header?: never; + path?: never; + cookie?: never; + }; + requestBody?: never; + responses: { + /** @description Successful Response */ + 200: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["KeyListResponseObject"]; + }; + }; + /** @description Validation Error */ + 422: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["HTTPValidationError"]; + }; + }; + }; + }; + regenerate_key_fn_key_regenerate_post: { + parameters: { + query?: { + key?: string | null; + }; + header?: { + /** @description The litellm-changed-by header enables tracking of actions performed by authorized users on behalf of other users, providing an audit trail for accountability */ + "litellm-changed-by"?: string | null; + }; + path?: never; + cookie?: never; + }; + requestBody?: { + content: { + "application/json": components["schemas"]["RegenerateKeyRequest"] | null; + }; + }; + responses: { + /** @description Successful Response */ + 200: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["GenerateKeyResponse"] | null; + }; + }; + /** @description Validation Error */ + 422: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["HTTPValidationError"]; + }; + }; + }; + }; + generate_service_account_key_fn_key_service_account_generate_post: { + parameters: { + query?: never; + header?: { + /** @description The litellm-changed-by header enables tracking of actions performed by authorized users on behalf of other users, providing an audit trail for accountability */ + "litellm-changed-by"?: string | null; + }; + path?: never; + cookie?: never; + }; + requestBody: { + content: { + "application/json": components["schemas"]["GenerateKeyRequest"]; + }; + }; + responses: { + /** @description Successful Response */ + 200: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": unknown; + }; + }; + /** @description Validation Error */ + 422: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["HTTPValidationError"]; + }; + }; + }; + }; + unblock_key_key_unblock_post: { + parameters: { + query?: never; + header?: { + /** @description The litellm-changed-by header enables tracking of actions performed by authorized users on behalf of other users, providing an audit trail for accountability */ + "litellm-changed-by"?: string | null; + }; + path?: never; + cookie?: never; + }; + requestBody: { + content: { + "application/json": components["schemas"]["BlockKeyRequest"]; + }; + }; + responses: { + /** @description Successful Response */ + 200: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": unknown; + }; + }; + /** @description Validation Error */ + 422: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["HTTPValidationError"]; + }; + }; + }; + }; + update_key_fn_key_update_post: { + parameters: { + query?: never; + header?: { + /** @description The litellm-changed-by header enables tracking of actions performed by authorized users on behalf of other users, providing an audit trail for accountability */ + "litellm-changed-by"?: string | null; + }; + path?: never; + cookie?: never; + }; + requestBody: { + content: { + "application/json": components["schemas"]["UpdateKeyRequest"]; + }; + }; + responses: { + /** @description Successful Response */ + 200: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": unknown; + }; + }; + /** @description Validation Error */ + 422: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["HTTPValidationError"]; + }; + }; + }; + }; + regenerate_key_fn_key__key__regenerate_post: { + parameters: { + query?: never; + header?: { + /** @description The litellm-changed-by header enables tracking of actions performed by authorized users on behalf of other users, providing an audit trail for accountability */ + "litellm-changed-by"?: string | null; + }; + path: { + key: string | null; + }; + cookie?: never; + }; + requestBody?: { + content: { + "application/json": components["schemas"]["RegenerateKeyRequest"] | null; + }; + }; + responses: { + /** @description Successful Response */ + 200: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["GenerateKeyResponse"] | null; + }; + }; + /** @description Validation Error */ + 422: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["HTTPValidationError"]; + }; + }; + }; + }; + reset_key_spend_fn_key__key__reset_spend_post: { + parameters: { + query?: never; + header?: { + /** @description The litellm-changed-by header enables tracking of actions performed by authorized users on behalf of other users, providing an audit trail for accountability */ + "litellm-changed-by"?: string | null; + }; + path: { + key: string; + }; + cookie?: never; + }; + requestBody: { + content: { + "application/json": components["schemas"]["ResetSpendRequest"]; + }; + }; + responses: { + /** @description Successful Response */ + 200: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": { + [key: string]: unknown; + }; + }; + }; + /** @description Validation Error */ + 422: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["HTTPValidationError"]; + }; + }; + }; + }; + langfuse_proxy_route_langfuse__endpoint__get: { + parameters: { + query?: never; + header?: never; + path: { + endpoint: string; + }; + cookie?: never; + }; + requestBody?: never; + responses: { + /** @description Successful Response */ + 200: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": unknown; + }; + }; + /** @description Validation Error */ + 422: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["HTTPValidationError"]; + }; + }; + }; + }; + langfuse_proxy_route_langfuse__endpoint__put: { + parameters: { + query?: never; + header?: never; + path: { + endpoint: string; + }; + cookie?: never; + }; + requestBody?: never; + responses: { + /** @description Successful Response */ + 200: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": unknown; + }; + }; + /** @description Validation Error */ + 422: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["HTTPValidationError"]; + }; + }; + }; + }; + langfuse_proxy_route_langfuse__endpoint__post: { + parameters: { + query?: never; + header?: never; + path: { + endpoint: string; + }; + cookie?: never; + }; + requestBody?: never; + responses: { + /** @description Successful Response */ + 200: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": unknown; + }; + }; + /** @description Validation Error */ + 422: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["HTTPValidationError"]; + }; + }; + }; + }; + langfuse_proxy_route_langfuse__endpoint__delete: { + parameters: { + query?: never; + header?: never; + path: { + endpoint: string; + }; + cookie?: never; + }; + requestBody?: never; + responses: { + /** @description Successful Response */ + 200: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": unknown; + }; + }; + /** @description Validation Error */ + 422: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["HTTPValidationError"]; + }; + }; + }; + }; + langfuse_proxy_route_langfuse__endpoint__patch: { + parameters: { + query?: never; + header?: never; + path: { + endpoint: string; + }; + cookie?: never; + }; + requestBody?: never; + responses: { + /** @description Successful Response */ + 200: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": unknown; + }; + }; + /** @description Validation Error */ + 422: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["HTTPValidationError"]; + }; + }; + }; + }; + get_ui_config_litellm__well_known_litellm_ui_config_get: { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + requestBody?: never; + responses: { + /** @description Successful Response */ + 200: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["UiDiscoveryEndpoints"]; + }; + }; + }; + }; + test_connection_mcp_rest_test_connection_post: { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + requestBody: { + content: { + "application/json": components["schemas"]["NewMCPServerRequest"]; + }; + }; + responses: { + /** @description Successful Response */ + 200: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": unknown; + }; + }; + /** @description Validation Error */ + 422: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["HTTPValidationError"]; + }; + }; + }; + }; + test_tools_list_mcp_rest_test_tools_list_post: { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + requestBody: { + content: { + "application/json": components["schemas"]["NewMCPServerRequest"]; + }; + }; + responses: { + /** @description Successful Response */ + 200: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": unknown; + }; + }; + /** @description Validation Error */ + 422: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["HTTPValidationError"]; + }; + }; + }; + }; + call_tool_rest_api_mcp_rest_tools_call_post: { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + requestBody?: never; + responses: { + /** @description Successful Response */ + 200: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": unknown; + }; + }; + }; + }; + list_tool_rest_api_mcp_rest_tools_list_get: { + parameters: { + query?: { + /** @description The server id to list tools for */ + server_id?: string | null; + }; + header?: never; + path?: never; + cookie?: never; + }; + requestBody?: never; + responses: { + /** @description Successful Response */ + 200: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": { + [key: string]: unknown; + }; + }; + }; + /** @description Validation Error */ + 422: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["HTTPValidationError"]; + }; + }; + }; + }; + milvus_proxy_route_milvus__endpoint__get: { + parameters: { + query?: never; + header?: never; + path: { + endpoint: string; + }; + cookie?: never; + }; + requestBody?: never; + responses: { + /** @description Successful Response */ + 200: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": unknown; + }; + }; + /** @description Validation Error */ + 422: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["HTTPValidationError"]; + }; + }; + }; + }; + milvus_proxy_route_milvus__endpoint__put: { + parameters: { + query?: never; + header?: never; + path: { + endpoint: string; + }; + cookie?: never; + }; + requestBody?: never; + responses: { + /** @description Successful Response */ + 200: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": unknown; + }; + }; + /** @description Validation Error */ + 422: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["HTTPValidationError"]; + }; + }; + }; + }; + milvus_proxy_route_milvus__endpoint__post: { + parameters: { + query?: never; + header?: never; + path: { + endpoint: string; + }; + cookie?: never; + }; + requestBody?: never; + responses: { + /** @description Successful Response */ + 200: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": unknown; + }; + }; + /** @description Validation Error */ + 422: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["HTTPValidationError"]; + }; + }; + }; + }; + milvus_proxy_route_milvus__endpoint__delete: { + parameters: { + query?: never; + header?: never; + path: { + endpoint: string; + }; + cookie?: never; + }; + requestBody?: never; + responses: { + /** @description Successful Response */ + 200: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": unknown; + }; + }; + /** @description Validation Error */ + 422: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["HTTPValidationError"]; + }; + }; + }; + }; + milvus_proxy_route_milvus__endpoint__patch: { + parameters: { + query?: never; + header?: never; + path: { + endpoint: string; + }; + cookie?: never; + }; + requestBody?: never; + responses: { + /** @description Successful Response */ + 200: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": unknown; + }; + }; + /** @description Validation Error */ + 422: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["HTTPValidationError"]; + }; + }; + }; + }; + mistral_proxy_route_mistral__endpoint__get: { + parameters: { + query?: never; + header?: never; + path: { + endpoint: string; + }; + cookie?: never; + }; + requestBody?: never; + responses: { + /** @description Successful Response */ + 200: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": unknown; + }; + }; + /** @description Validation Error */ + 422: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["HTTPValidationError"]; + }; + }; + }; + }; + mistral_proxy_route_mistral__endpoint__put: { + parameters: { + query?: never; + header?: never; + path: { + endpoint: string; + }; + cookie?: never; + }; + requestBody?: never; + responses: { + /** @description Successful Response */ + 200: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": unknown; + }; + }; + /** @description Validation Error */ + 422: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["HTTPValidationError"]; + }; + }; + }; + }; + mistral_proxy_route_mistral__endpoint__post: { + parameters: { + query?: never; + header?: never; + path: { + endpoint: string; + }; + cookie?: never; + }; + requestBody?: never; + responses: { + /** @description Successful Response */ + 200: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": unknown; + }; + }; + /** @description Validation Error */ + 422: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["HTTPValidationError"]; + }; + }; + }; + }; + mistral_proxy_route_mistral__endpoint__delete: { + parameters: { + query?: never; + header?: never; + path: { + endpoint: string; + }; + cookie?: never; + }; + requestBody?: never; + responses: { + /** @description Successful Response */ + 200: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": unknown; + }; + }; + /** @description Validation Error */ + 422: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["HTTPValidationError"]; + }; + }; + }; + }; + mistral_proxy_route_mistral__endpoint__patch: { + parameters: { + query?: never; + header?: never; + path: { + endpoint: string; + }; + cookie?: never; + }; + requestBody?: never; + responses: { + /** @description Successful Response */ + 200: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": unknown; + }; + }; + /** @description Validation Error */ + 422: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["HTTPValidationError"]; + }; + }; + }; + }; + delete_model_model_delete_post: { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + requestBody: { + content: { + "application/json": components["schemas"]["ModelInfoDelete"]; + }; + }; + responses: { + /** @description Successful Response */ + 200: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": unknown; + }; + }; + /** @description Validation Error */ + 422: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["HTTPValidationError"]; + }; + }; + }; + }; + model_info_v1_model_info_get: { + parameters: { + query?: { + litellm_model_id?: string | null; + }; + header?: never; + path?: never; + cookie?: never; + }; + requestBody?: never; + responses: { + /** @description Successful Response */ + 200: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": unknown; + }; + }; + /** @description Validation Error */ + 422: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["HTTPValidationError"]; + }; + }; + }; + }; + add_new_model_model_new_post: { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + requestBody: { + content: { + "application/json": components["schemas"]["Deployment"]; + }; + }; + responses: { + /** @description Successful Response */ + 200: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": unknown; + }; + }; + /** @description Validation Error */ + 422: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["HTTPValidationError"]; + }; + }; + }; + }; + update_model_model_update_post: { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + requestBody: { + content: { + "application/json": components["schemas"]["updateDeployment"]; + }; + }; + responses: { + /** @description Successful Response */ + 200: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": unknown; + }; + }; + /** @description Validation Error */ + 422: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["HTTPValidationError"]; + }; + }; + }; + }; + patch_model_model__model_id__update_patch: { + parameters: { + query?: never; + header?: never; + path: { + model_id: string; + }; + cookie?: never; + }; + requestBody: { + content: { + "application/json": components["schemas"]["updateDeployment"]; + }; + }; + responses: { + /** @description Successful Response */ + 200: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": unknown; + }; + }; + /** @description Validation Error */ + 422: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["HTTPValidationError"]; + }; + }; + }; + }; + model_group_info_model_group_info_get: { + parameters: { + query?: { + model_group?: string | null; + }; + header?: never; + path?: never; + cookie?: never; + }; + requestBody?: never; + responses: { + /** @description Successful Response */ + 200: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": unknown; + }; + }; + /** @description Validation Error */ + 422: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["HTTPValidationError"]; + }; + }; + }; + }; + update_public_model_groups_model_group_make_public_post: { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + requestBody: { + content: { + "application/json": components["schemas"]["UpdatePublicModelGroupsRequest"]; + }; + }; + responses: { + /** @description Successful Response */ + 200: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": unknown; + }; + }; + /** @description Validation Error */ + 422: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["HTTPValidationError"]; + }; + }; + }; + }; + update_useful_links_model_hub_update_useful_links_post: { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + requestBody: { + content: { + "application/json": components["schemas"]["UpdateUsefulLinksRequest"]; + }; + }; + responses: { + /** @description Successful Response */ + 200: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": unknown; + }; + }; + /** @description Validation Error */ + 422: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["HTTPValidationError"]; + }; + }; + }; + }; + model_list_models_get: { + parameters: { + query?: { + return_wildcard_routes?: boolean | null; + team_id?: string | null; + include_model_access_groups?: boolean | null; + only_model_access_groups?: boolean | null; + include_metadata?: boolean | null; + fallback_type?: string | null; + scope?: string | null; + }; + header?: never; + path?: never; + cookie?: never; + }; + requestBody?: never; + responses: { + /** @description Successful Response */ + 200: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": unknown; + }; + }; + /** @description Validation Error */ + 422: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["HTTPValidationError"]; + }; + }; + }; + }; + model_info_models__model_id__get: { + parameters: { + query?: never; + header?: never; + path: { + model_id: string; + }; + cookie?: never; + }; + requestBody?: never; + responses: { + /** @description Successful Response */ + 200: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": unknown; + }; + }; + /** @description Validation Error */ + 422: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["HTTPValidationError"]; + }; + }; + }; + }; + google_count_tokens_models__model_name__countTokens_post: { + parameters: { + query?: never; + header?: never; + path: { + model_name: string; + }; + cookie?: never; + }; + requestBody?: never; + responses: { + /** @description Successful Response */ + 200: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["TokenCountDetailsResponse"]; + }; + }; + /** @description Validation Error */ + 422: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["HTTPValidationError"]; + }; + }; + }; + }; + google_generate_content_models__model_name__generateContent_post: { + parameters: { + query?: never; + header?: never; + path: { + model_name: string; + }; + cookie?: never; + }; + requestBody?: never; + responses: { + /** @description Successful Response */ + 200: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": unknown; + }; + }; + /** @description Validation Error */ + 422: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["HTTPValidationError"]; + }; + }; + }; + }; + google_stream_generate_content_models__model_name__streamGenerateContent_post: { + parameters: { + query?: never; + header?: never; + path: { + model_name: string; + }; + cookie?: never; + }; + requestBody?: never; + responses: { + /** @description Successful Response */ + 200: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": unknown; + }; + }; + /** @description Validation Error */ + 422: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["HTTPValidationError"]; + }; + }; + }; + }; + moderations_moderations_post: { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + requestBody?: never; + responses: { + /** @description Successful Response */ + 200: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": unknown; + }; + }; + }; + }; + ocr_ocr_post: { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + requestBody?: never; + responses: { + /** @description Successful Response */ + 200: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": unknown; + }; + }; + }; + }; + chat_completion_openai_deployments__model__chat_completions_post: { + parameters: { + query?: never; + header?: never; + path: { + model: string | null; + }; + cookie?: never; + }; + requestBody: { + content: { + "application/json": { + /** + * Caching + * @default null + */ + caching?: boolean | null; + /** + * Context Window Fallback Dict + * @default null + */ + context_window_fallback_dict?: { + [key: string]: string; + } | null; + /** + * Fallbacks + * @default null + */ + fallbacks?: string[] | null; + /** + * Frequency Penalty + * @default null + */ + frequency_penalty?: number | null; + /** + * Function Call + * @default null + */ + function_call?: string | { + [key: string]: unknown; + } | null; + /** + * Functions + * @default null + */ + functions?: { + [key: string]: unknown; + }[] | null; + /** + * Guardrails + * @default null + */ + guardrails?: string[] | null; + /** + * Logit Bias + * @default null + */ + logit_bias?: { + [key: string]: number; + } | null; + /** + * Logprobs + * @default null + */ + logprobs?: boolean | null; + /** + * Max Tokens + * @default null + */ + max_tokens?: number | null; + /** + * Messages + * @example [ + * { + * "content": "Hello, how are you?", + * "role": "user" + * } + * ] + */ + messages: (components["schemas"]["ChatCompletionUserMessage"] | components["schemas"]["ChatCompletionAssistantMessage"] | components["schemas"]["ChatCompletionToolMessage"] | components["schemas"]["ChatCompletionSystemMessage"] | components["schemas"]["ChatCompletionFunctionMessage"] | components["schemas"]["ChatCompletionDeveloperMessage"])[]; + /** + * Metadata + * @default null + */ + metadata?: { + [key: string]: unknown; + } | null; + /** Model */ + model: string; + /** + * N + * @default null + */ + n?: number | null; + /** + * Num Retries + * @default null + */ + num_retries?: number | null; + /** + * Parallel Tool Calls + * @default null + */ + parallel_tool_calls?: boolean | null; + /** + * Presence Penalty + * @default null + */ + presence_penalty?: number | null; + /** + * Response Format + * @default null + */ + response_format?: { + [key: string]: unknown; + } | null; + /** + * Seed + * @default null + */ + seed?: number | null; + /** + * Service Tier + * @default null + */ + service_tier?: string | null; + /** + * Stop + * @default null + */ + stop?: string | string[] | null; + /** + * Stream + * @default null + */ + stream?: boolean | null; + /** + * Stream Options + * @default null + */ + stream_options?: { + [key: string]: unknown; + } | null; + /** + * Temperature + * @default null + */ + temperature?: number | null; + /** + * Tool Choice + * @default null + */ + tool_choice?: string | { + [key: string]: unknown; + } | null; + /** + * Tools + * @default null + */ + tools?: { + [key: string]: unknown; + }[] | null; + /** + * Top Logprobs + * @default null + */ + top_logprobs?: number | null; + /** + * Top P + * @default null + */ + top_p?: number | null; + /** + * User + * @default null + */ + user?: string | null; + }; + }; + }; + responses: { + /** @description Successful response */ + 200: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": unknown; + }; + }; + /** @description ContentPolicyViolationError */ + 400: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["ErrorResponse"]; + }; + }; + /** @description AuthenticationError */ + 401: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["ErrorResponse"]; + }; + }; + /** @description PermissionDeniedError */ + 403: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["ErrorResponse"]; + }; + }; + /** @description NotFoundError */ + 404: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["ErrorResponse"]; + }; + }; + /** @description Timeout */ + 408: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["ErrorResponse"]; + }; + }; + /** @description UnprocessableEntityError */ + 422: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["ErrorResponse"]; + }; + }; + /** @description RateLimitError */ + 429: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["ErrorResponse"]; + }; + }; + /** @description JSONSchemaValidationError */ + 500: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["ErrorResponse"]; + }; + }; + /** @description APIConnectionError */ + 503: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["ErrorResponse"]; + }; + }; + }; + }; + completion_openai_deployments__model__completions_post: { + parameters: { + query?: never; + header?: never; + path: { + model: string | null; + }; + cookie?: never; + }; + requestBody?: never; + responses: { + /** @description Successful Response */ + 200: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": unknown; + }; + }; + /** @description Validation Error */ + 422: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["HTTPValidationError"]; + }; + }; + }; + }; + embeddings_openai_deployments__model__embeddings_post: { + parameters: { + query?: never; + header?: never; + path: { + model: string | null; + }; + cookie?: never; + }; + requestBody: { + content: { + "application/json": { + /** + * Api Base + * @default null + */ + api_base?: string | null; + /** + * Api Key + * @default null + */ + api_key?: string | null; + /** + * Api Type + * @default null + */ + api_type?: string | null; + /** + * Api Version + * @default null + */ + api_version?: string | null; + /** + * Caching + * @default false + */ + caching?: boolean; + /** + * Custom Llm Provider + * @default null + */ + custom_llm_provider?: string | { + [key: string]: unknown; + } | null; + /** + * Input + * @default [] + */ + input?: string[]; + /** + * Litellm Call Id + * @default null + */ + litellm_call_id?: string | null; + /** + * Litellm Logging Obj + * @default null + */ + litellm_logging_obj?: { + [key: string]: unknown; + } | null; + /** + * Logger Fn + * @default null + */ + logger_fn?: string | null; + /** Model */ + model: string; + /** + * Timeout + * @default 600 + */ + timeout?: number; + /** + * User + * @default null + */ + user?: string | null; + }; + }; + }; + responses: { + /** @description Successful Response */ + 200: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": unknown; + }; + }; + /** @description Validation Error */ + 422: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["HTTPValidationError"]; + }; + }; + }; + }; + image_edit_api_openai_deployments__model__images_edits_post: { + parameters: { + query?: never; + header?: never; + path: { + model: string | null; + }; + cookie?: never; + }; + requestBody?: { + content: { + "multipart/form-data": components["schemas"]["Body_image_edit_api_openai_deployments__model__images_edits_post"]; + }; + }; + responses: { + /** @description Successful Response */ + 200: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": unknown; + }; + }; + /** @description Validation Error */ + 422: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["HTTPValidationError"]; + }; + }; + }; + }; + image_generation_openai_deployments__model__images_generations_post: { + parameters: { + query?: never; + header?: never; + path: { + model: string | null; + }; + cookie?: never; + }; + requestBody?: never; + responses: { + /** @description Successful Response */ + 200: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": unknown; + }; + }; + /** @description Validation Error */ + 422: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["HTTPValidationError"]; + }; + }; + }; + }; + websocket_realtime_websocket_endpoint_get_3: { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + requestBody?: never; + responses: { + /** @description WebSocket Protocol Switched */ + 101: { + headers: { + [name: string]: unknown; + }; + content?: never; + }; + }; + }; + proxy_realtime_calls_openai_v1_realtime_calls_post: { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + requestBody?: never; + responses: { + /** @description Successful Response */ + 200: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": unknown; + }; + }; + }; + }; + create_realtime_client_secret_openai_v1_realtime_client_secrets_post: { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + requestBody?: never; + responses: { + /** @description Successful Response */ + 200: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["RealtimeClientSecretResponse"]; + }; + }; + }; + }; + responses_api_openai_v1_responses_post: { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + requestBody?: never; + responses: { + /** @description Successful Response */ + 200: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": unknown; + }; + }; + }; + }; + compact_response_openai_v1_responses_compact_post: { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + requestBody?: never; + responses: { + /** @description Successful Response */ + 200: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": unknown; + }; + }; + }; + }; + get_response_openai_v1_responses__response_id__get: { + parameters: { + query?: never; + header?: never; + path: { + response_id: string; + }; + cookie?: never; + }; + requestBody?: never; + responses: { + /** @description Successful Response */ + 200: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": unknown; + }; + }; + /** @description Validation Error */ + 422: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["HTTPValidationError"]; + }; + }; + }; + }; + delete_response_openai_v1_responses__response_id__delete: { + parameters: { + query?: never; + header?: never; + path: { + response_id: string; + }; + cookie?: never; + }; + requestBody?: never; + responses: { + /** @description Successful Response */ + 200: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": unknown; + }; + }; + /** @description Validation Error */ + 422: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["HTTPValidationError"]; + }; + }; + }; + }; + cancel_response_openai_v1_responses__response_id__cancel_post: { + parameters: { + query?: never; + header?: never; + path: { + response_id: string; + }; + cookie?: never; + }; + requestBody?: never; + responses: { + /** @description Successful Response */ + 200: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": unknown; + }; + }; + /** @description Validation Error */ + 422: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["HTTPValidationError"]; + }; + }; + }; + }; + get_response_input_items_openai_v1_responses__response_id__input_items_get: { + parameters: { + query?: never; + header?: never; + path: { + response_id: string; + }; + cookie?: never; + }; + requestBody?: never; + responses: { + /** @description Successful Response */ + 200: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": unknown; + }; + }; + /** @description Validation Error */ + 422: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["HTTPValidationError"]; + }; + }; + }; + }; + openai_proxy_route_openai__endpoint__get: { + parameters: { + query?: never; + header?: never; + path: { + endpoint: string; + }; + cookie?: never; + }; + requestBody?: never; + responses: { + /** @description Successful Response */ + 200: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": unknown; + }; + }; + /** @description Validation Error */ + 422: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["HTTPValidationError"]; + }; + }; + }; + }; + openai_proxy_route_openai__endpoint__put: { + parameters: { + query?: never; + header?: never; + path: { + endpoint: string; + }; + cookie?: never; + }; + requestBody?: never; + responses: { + /** @description Successful Response */ + 200: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": unknown; + }; + }; + /** @description Validation Error */ + 422: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["HTTPValidationError"]; + }; + }; + }; + }; + openai_proxy_route_openai__endpoint__post: { + parameters: { + query?: never; + header?: never; + path: { + endpoint: string; + }; + cookie?: never; + }; + requestBody?: never; + responses: { + /** @description Successful Response */ + 200: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": unknown; + }; + }; + /** @description Validation Error */ + 422: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["HTTPValidationError"]; + }; + }; + }; + }; + openai_proxy_route_openai__endpoint__delete: { + parameters: { + query?: never; + header?: never; + path: { + endpoint: string; + }; + cookie?: never; + }; + requestBody?: never; + responses: { + /** @description Successful Response */ + 200: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": unknown; + }; + }; + /** @description Validation Error */ + 422: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["HTTPValidationError"]; + }; + }; + }; + }; + openai_proxy_route_openai__endpoint__patch: { + parameters: { + query?: never; + header?: never; + path: { + endpoint: string; + }; + cookie?: never; + }; + requestBody?: never; + responses: { + /** @description Successful Response */ + 200: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": unknown; + }; + }; + /** @description Validation Error */ + 422: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["HTTPValidationError"]; + }; + }; + }; + }; + openai_proxy_route_openai_passthrough__endpoint__get: { + parameters: { + query?: never; + header?: never; + path: { + endpoint: string; + }; + cookie?: never; + }; + requestBody?: never; + responses: { + /** @description Successful Response */ + 200: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": unknown; + }; + }; + /** @description Validation Error */ + 422: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["HTTPValidationError"]; + }; + }; + }; + }; + openai_proxy_route_openai_passthrough__endpoint__put: { + parameters: { + query?: never; + header?: never; + path: { + endpoint: string; + }; + cookie?: never; + }; + requestBody?: never; + responses: { + /** @description Successful Response */ + 200: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": unknown; + }; + }; + /** @description Validation Error */ + 422: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["HTTPValidationError"]; + }; + }; + }; + }; + openai_proxy_route_openai_passthrough__endpoint__post: { + parameters: { + query?: never; + header?: never; + path: { + endpoint: string; + }; + cookie?: never; + }; + requestBody?: never; + responses: { + /** @description Successful Response */ + 200: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": unknown; + }; + }; + /** @description Validation Error */ + 422: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["HTTPValidationError"]; + }; + }; + }; + }; + openai_proxy_route_openai_passthrough__endpoint__delete: { + parameters: { + query?: never; + header?: never; + path: { + endpoint: string; + }; + cookie?: never; + }; + requestBody?: never; + responses: { + /** @description Successful Response */ + 200: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": unknown; + }; + }; + /** @description Validation Error */ + 422: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["HTTPValidationError"]; + }; + }; + }; + }; + openai_proxy_route_openai_passthrough__endpoint__patch: { + parameters: { + query?: never; + header?: never; + path: { + endpoint: string; + }; + cookie?: never; + }; + requestBody?: never; + responses: { + /** @description Successful Response */ + 200: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": unknown; + }; + }; + /** @description Validation Error */ + 422: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["HTTPValidationError"]; + }; + }; + }; + }; + get_organization_daily_activity_organization_daily_activity_get: { + parameters: { + query?: { + organization_ids?: string | null; + start_date?: string | null; + end_date?: string | null; + model?: string | null; + api_key?: string | null; + page?: number; + page_size?: number; + exclude_organization_ids?: string | null; + }; + header?: never; + path?: never; + cookie?: never; + }; + requestBody?: never; + responses: { + /** @description Successful Response */ + 200: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["SpendAnalyticsPaginatedResponse"]; + }; + }; + /** @description Validation Error */ + 422: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["HTTPValidationError"]; + }; + }; + }; + }; + delete_organization_organization_delete_delete: { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + requestBody: { + content: { + "application/json": components["schemas"]["DeleteOrganizationRequest"]; + }; + }; + responses: { + /** @description Successful Response */ + 200: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["LiteLLM_OrganizationTableWithMembers"][]; + }; + }; + /** @description Validation Error */ + 422: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["HTTPValidationError"]; + }; + }; + }; + }; + info_organization_organization_info_get: { + parameters: { + query: { + organization_id: string; + }; + header?: never; + path?: never; + cookie?: never; + }; + requestBody?: never; + responses: { + /** @description Successful Response */ + 200: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["LiteLLM_OrganizationTableWithMembers"]; + }; + }; + /** @description Validation Error */ + 422: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["HTTPValidationError"]; + }; + }; + }; + }; + deprecated_info_organization_organization_info_post: { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + requestBody: { + content: { + "application/json": components["schemas"]["OrganizationRequest"]; + }; + }; + responses: { + /** @description Successful Response */ + 200: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": unknown; + }; + }; + /** @description Validation Error */ + 422: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["HTTPValidationError"]; + }; + }; + }; + }; + list_organization_organization_list_get: { + parameters: { + query?: { + /** @description Filter organizations by exact organization_id match */ + org_id?: string | null; + /** @description Filter organizations by partial organization_alias match. Supports case-insensitive search. */ + org_alias?: string | null; + }; + header?: never; + path?: never; + cookie?: never; + }; + requestBody?: never; + responses: { + /** @description Successful Response */ + 200: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["LiteLLM_OrganizationTableWithMembers"][]; + }; + }; + /** @description Validation Error */ + 422: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["HTTPValidationError"]; + }; + }; + }; + }; + organization_member_add_organization_member_add_post: { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + requestBody: { + content: { + "application/json": components["schemas"]["OrganizationMemberAddRequest"]; + }; + }; + responses: { + /** @description Successful Response */ + 200: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["OrganizationAddMemberResponse"]; + }; + }; + /** @description Validation Error */ + 422: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["HTTPValidationError"]; + }; + }; + }; + }; + organization_member_delete_organization_member_delete_delete: { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + requestBody: { + content: { + "application/json": components["schemas"]["OrganizationMemberDeleteRequest"]; + }; + }; + responses: { + /** @description Successful Response */ + 200: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": unknown; + }; + }; + /** @description Validation Error */ + 422: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["HTTPValidationError"]; + }; + }; + }; + }; + organization_member_update_organization_member_update_patch: { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + requestBody: { + content: { + "application/json": components["schemas"]["OrganizationMemberUpdateRequest"]; + }; + }; + responses: { + /** @description Successful Response */ + 200: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["LiteLLM_OrganizationMembershipTable"]; + }; + }; + /** @description Validation Error */ + 422: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["HTTPValidationError"]; + }; + }; + }; + }; + new_organization_organization_new_post: { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + requestBody: { + content: { + "application/json": components["schemas"]["NewOrganizationRequest"]; + }; + }; + responses: { + /** @description Successful Response */ + 200: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["NewOrganizationResponse"]; + }; + }; + /** @description Validation Error */ + 422: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["HTTPValidationError"]; + }; + }; + }; + }; + update_organization_organization_update_patch: { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + requestBody?: never; + responses: { + /** @description Successful Response */ + 200: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["LiteLLM_OrganizationTableWithMembers"]; + }; + }; + }; + }; + create_policy_policies_post: { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + requestBody: { + content: { + "application/json": components["schemas"]["PolicyCreateRequest"]; + }; + }; + responses: { + /** @description Successful Response */ + 200: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["PolicyDBResponse"]; + }; + }; + /** @description Validation Error */ + 422: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["HTTPValidationError"]; + }; + }; + }; + }; + create_policy_attachment_policies_attachments_post: { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + requestBody: { + content: { + "application/json": components["schemas"]["PolicyAttachmentCreateRequest"]; + }; + }; + responses: { + /** @description Successful Response */ + 200: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["PolicyAttachmentDBResponse"]; + }; + }; + /** @description Validation Error */ + 422: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["HTTPValidationError"]; + }; + }; + }; + }; + estimate_attachment_impact_policies_attachments_estimate_impact_post: { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + requestBody: { + content: { + "application/json": components["schemas"]["PolicyAttachmentCreateRequest"]; + }; + }; + responses: { + /** @description Successful Response */ + 200: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["AttachmentImpactResponse"]; + }; + }; + /** @description Validation Error */ + 422: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["HTTPValidationError"]; + }; + }; + }; + }; + list_policy_attachments_policies_attachments_list_get: { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + requestBody?: never; + responses: { + /** @description Successful Response */ + 200: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["PolicyAttachmentListResponse"]; + }; + }; + }; + }; + get_policy_attachment_policies_attachments__attachment_id__get: { + parameters: { + query?: never; + header?: never; + path: { + attachment_id: string; + }; + cookie?: never; + }; + requestBody?: never; + responses: { + /** @description Successful Response */ + 200: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["PolicyAttachmentDBResponse"]; + }; + }; + /** @description Validation Error */ + 422: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["HTTPValidationError"]; + }; + }; + }; + }; + delete_policy_attachment_policies_attachments__attachment_id__delete: { + parameters: { + query?: never; + header?: never; + path: { + attachment_id: string; + }; + cookie?: never; + }; + requestBody?: never; + responses: { + /** @description Successful Response */ + 200: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": unknown; + }; + }; + /** @description Validation Error */ + 422: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["HTTPValidationError"]; + }; + }; + }; + }; + compare_policy_versions_policies_compare_get: { + parameters: { + query: { + version_a: string; + version_b: string; + }; + header?: never; + path?: never; + cookie?: never; + }; + requestBody?: never; + responses: { + /** @description Successful Response */ + 200: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["PolicyVersionCompareResponse"]; + }; + }; + /** @description Validation Error */ + 422: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["HTTPValidationError"]; + }; + }; + }; + }; + list_policies_policies_list_get: { + parameters: { + query?: { + version_status?: string | null; + }; + header?: never; + path?: never; + cookie?: never; + }; + requestBody?: never; + responses: { + /** @description Successful Response */ + 200: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["PolicyListDBResponse"]; + }; + }; + /** @description Validation Error */ + 422: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["HTTPValidationError"]; + }; + }; + }; + }; + delete_all_policy_versions_policies_name__policy_name__all_versions_delete: { + parameters: { + query?: never; + header?: never; + path: { + policy_name: string; + }; + cookie?: never; + }; + requestBody?: never; + responses: { + /** @description Successful Response */ + 200: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": unknown; + }; + }; + /** @description Validation Error */ + 422: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["HTTPValidationError"]; + }; + }; + }; + }; + list_policy_versions_policies_name__policy_name__versions_get: { + parameters: { + query?: never; + header?: never; + path: { + policy_name: string; + }; + cookie?: never; + }; + requestBody?: never; + responses: { + /** @description Successful Response */ + 200: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["PolicyVersionListResponse"]; + }; + }; + /** @description Validation Error */ + 422: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["HTTPValidationError"]; + }; + }; + }; + }; + create_policy_version_policies_name__policy_name__versions_post: { + parameters: { + query?: never; + header?: never; + path: { + policy_name: string; + }; + cookie?: never; + }; + requestBody: { + content: { + "application/json": components["schemas"]["PolicyVersionCreateRequest"]; + }; + }; + responses: { + /** @description Successful Response */ + 200: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["PolicyDBResponse"]; + }; + }; + /** @description Validation Error */ + 422: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["HTTPValidationError"]; + }; + }; + }; + }; + resolve_policies_for_context_policies_resolve_post: { + parameters: { + query?: { + /** @description Force a DB sync before resolving. Default uses in-memory cache. */ + force_sync?: boolean; + }; + header?: never; + path?: never; + cookie?: never; + }; + requestBody: { + content: { + "application/json": components["schemas"]["PolicyResolveRequest"]; + }; + }; + responses: { + /** @description Successful Response */ + 200: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["PolicyResolveResponse"]; + }; + }; + /** @description Validation Error */ + 422: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["HTTPValidationError"]; + }; + }; + }; + }; + test_pipeline_policies_test_pipeline_post: { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + requestBody: { + content: { + "application/json": components["schemas"]["PipelineTestRequest"]; + }; + }; + responses: { + /** @description Successful Response */ + 200: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": unknown; + }; + }; + /** @description Validation Error */ + 422: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["HTTPValidationError"]; + }; + }; + }; + }; + policies_usage_overview_policies_usage_overview_get: { + parameters: { + query?: { + /** @description YYYY-MM-DD */ + start_date?: string | null; + /** @description YYYY-MM-DD */ + end_date?: string | null; + }; + header?: never; + path?: never; + cookie?: never; + }; + requestBody?: never; + responses: { + /** @description Successful Response */ + 200: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["UsageOverviewResponse"]; + }; + }; + /** @description Validation Error */ + 422: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["HTTPValidationError"]; + }; + }; + }; + }; + get_policy_policies__policy_id__get: { + parameters: { + query?: never; + header?: never; + path: { + policy_id: string; + }; + cookie?: never; + }; + requestBody?: never; + responses: { + /** @description Successful Response */ + 200: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["PolicyDBResponse"]; + }; + }; + /** @description Validation Error */ + 422: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["HTTPValidationError"]; + }; + }; + }; + }; + update_policy_policies__policy_id__put: { + parameters: { + query?: never; + header?: never; + path: { + policy_id: string; + }; + cookie?: never; + }; + requestBody: { + content: { + "application/json": components["schemas"]["PolicyUpdateRequest"]; + }; + }; + responses: { + /** @description Successful Response */ + 200: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["PolicyDBResponse"]; + }; + }; + /** @description Validation Error */ + 422: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["HTTPValidationError"]; + }; + }; + }; + }; + delete_policy_policies__policy_id__delete: { + parameters: { + query?: never; + header?: never; + path: { + policy_id: string; + }; + cookie?: never; + }; + requestBody?: never; + responses: { + /** @description Successful Response */ + 200: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": unknown; + }; + }; + /** @description Validation Error */ + 422: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["HTTPValidationError"]; + }; + }; + }; + }; + get_resolved_guardrails_policies__policy_id__resolved_guardrails_get: { + parameters: { + query?: never; + header?: never; + path: { + policy_id: string; + }; + cookie?: never; + }; + requestBody?: never; + responses: { + /** @description Successful Response */ + 200: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": unknown; + }; + }; + /** @description Validation Error */ + 422: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["HTTPValidationError"]; + }; + }; + }; + }; + update_policy_version_status_policies__policy_id__status_put: { + parameters: { + query?: never; + header?: never; + path: { + policy_id: string; + }; + cookie?: never; + }; + requestBody: { + content: { + "application/json": components["schemas"]["PolicyVersionStatusUpdateRequest"]; + }; + }; + responses: { + /** @description Successful Response */ + 200: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["PolicyDBResponse"]; + }; + }; + /** @description Validation Error */ + 422: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["HTTPValidationError"]; + }; + }; + }; + }; + get_policy_info_policy_info__policy_name__get: { + parameters: { + query?: never; + header?: never; + path: { + policy_name: string; + }; + cookie?: never; + }; + requestBody?: never; + responses: { + /** @description Successful Response */ + 200: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["PolicyInfoResponse"]; + }; + }; + /** @description Validation Error */ + 422: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["HTTPValidationError"]; + }; + }; + }; + }; + list_policies_policy_list_get: { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + requestBody?: never; + responses: { + /** @description Successful Response */ + 200: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["PolicyListResponse"]; + }; + }; + }; + }; + get_policy_templates_policy_templates_get: { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + requestBody?: never; + responses: { + /** @description Successful Response */ + 200: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": unknown[]; + }; + }; + }; + }; + enrich_policy_template_policy_templates_enrich_post: { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + requestBody: { + content: { + "application/json": components["schemas"]["EnrichTemplateRequest"]; + }; + }; + responses: { + /** @description Successful Response */ + 200: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": { + [key: string]: unknown; + }; + }; + }; + /** @description Validation Error */ + 422: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["HTTPValidationError"]; + }; + }; + }; + }; + enrich_policy_template_stream_policy_templates_enrich_stream_post: { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + requestBody: { + content: { + "application/json": components["schemas"]["EnrichTemplateRequest"]; + }; + }; + responses: { + /** @description Successful Response */ + 200: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": unknown; + }; + }; + /** @description Validation Error */ + 422: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["HTTPValidationError"]; + }; + }; + }; + }; + suggest_policy_templates_policy_templates_suggest_post: { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + requestBody: { + content: { + "application/json": components["schemas"]["SuggestTemplatesRequest"]; + }; + }; + responses: { + /** @description Successful Response */ + 200: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": { + [key: string]: unknown; + }; + }; + }; + /** @description Validation Error */ + 422: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["HTTPValidationError"]; + }; + }; + }; + }; + test_policy_template_policy_templates_test_post: { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + requestBody: { + content: { + "application/json": components["schemas"]["TestPolicyTemplateRequest"]; + }; + }; + responses: { + /** @description Successful Response */ + 200: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["TestPolicyTemplateResponse"]; + }; + }; + /** @description Validation Error */ + 422: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["HTTPValidationError"]; + }; + }; + }; + }; + test_policy_matching_policy_test_post: { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + requestBody: { + content: { + "application/json": components["schemas"]["PolicyMatchContext"]; + }; + }; + responses: { + /** @description Successful Response */ + 200: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["PolicyTestResponse"]; + }; + }; + /** @description Validation Error */ + 422: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["HTTPValidationError"]; + }; + }; + }; + }; + validate_policy_policy_validate_post: { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + requestBody: { + content: { + "application/json": components["schemas"]["PolicyValidateRequest"]; + }; + }; + responses: { + /** @description Successful Response */ + 200: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["PolicyValidationResponse"]; + }; + }; + /** @description Validation Error */ + 422: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["HTTPValidationError"]; + }; + }; + }; + }; + delete_project_project_delete_delete: { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + requestBody: { + content: { + "application/json": components["schemas"]["DeleteProjectRequest"]; + }; + }; + responses: { + /** @description Successful Response */ + 200: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["LiteLLM_ProjectTable"][]; + }; + }; + /** @description Validation Error */ + 422: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["HTTPValidationError"]; + }; + }; + }; + }; + project_info_project_info_get: { + parameters: { + query: { + project_id: string; + }; + header?: never; + path?: never; + cookie?: never; + }; + requestBody?: never; + responses: { + /** @description Successful Response */ + 200: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["LiteLLM_ProjectTable"]; + }; + }; + /** @description Validation Error */ + 422: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["HTTPValidationError"]; + }; + }; + }; + }; + list_projects_project_list_get: { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + requestBody?: never; + responses: { + /** @description Successful Response */ + 200: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["LiteLLM_ProjectTable"][]; + }; + }; + }; + }; + new_project_project_new_post: { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + requestBody: { + content: { + "application/json": components["schemas"]["NewProjectRequest"]; + }; + }; + responses: { + /** @description Successful Response */ + 200: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["NewProjectResponse"]; + }; + }; + /** @description Validation Error */ + 422: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["HTTPValidationError"]; + }; + }; + }; + }; + update_project_project_update_post: { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + requestBody: { + content: { + "application/json": components["schemas"]["UpdateProjectRequest"]; + }; + }; + responses: { + /** @description Successful Response */ + 200: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["LiteLLM_ProjectTable"]; + }; + }; + /** @description Validation Error */ + 422: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["HTTPValidationError"]; + }; + }; + }; + }; + create_prompt_prompts_post: { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + requestBody: { + content: { + "application/json": components["schemas"]["Prompt"]; + }; + }; + responses: { + /** @description Successful Response */ + 200: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": unknown; + }; + }; + /** @description Validation Error */ + 422: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["HTTPValidationError"]; + }; + }; + }; + }; + list_prompts_prompts_list_get: { + parameters: { + query?: { + environment?: string | null; + }; + header?: never; + path?: never; + cookie?: never; + }; + requestBody?: never; + responses: { + /** @description Successful Response */ + 200: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["ListPromptsResponse"]; + }; + }; + /** @description Validation Error */ + 422: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["HTTPValidationError"]; + }; + }; + }; + }; + test_prompt_prompts_test_post: { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + requestBody: { + content: { + "application/json": components["schemas"]["TestPromptRequest"]; + }; + }; + responses: { + /** @description Successful Response */ + 200: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": unknown; + }; + }; + /** @description Validation Error */ + 422: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["HTTPValidationError"]; + }; + }; + }; + }; + get_prompt_info_prompts__prompt_id__get: { + parameters: { + query?: { + environment?: string | null; + }; + header?: never; + path: { + prompt_id: string; + }; + cookie?: never; + }; + requestBody?: never; + responses: { + /** @description Successful Response */ + 200: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["PromptInfoResponse"]; + }; + }; + /** @description Validation Error */ + 422: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["HTTPValidationError"]; + }; + }; + }; + }; + update_prompt_prompts__prompt_id__put: { + parameters: { + query?: never; + header?: never; + path: { + prompt_id: string; + }; + cookie?: never; + }; + requestBody: { + content: { + "application/json": components["schemas"]["Prompt"]; + }; + }; + responses: { + /** @description Successful Response */ + 200: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": unknown; + }; + }; + /** @description Validation Error */ + 422: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["HTTPValidationError"]; + }; + }; + }; + }; + delete_prompt_prompts__prompt_id__delete: { + parameters: { + query?: { + environment?: string | null; + }; + header?: never; + path: { + prompt_id: string; + }; + cookie?: never; + }; + requestBody?: never; + responses: { + /** @description Successful Response */ + 200: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": unknown; + }; + }; + /** @description Validation Error */ + 422: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["HTTPValidationError"]; + }; + }; + }; + }; + patch_prompt_prompts__prompt_id__patch: { + parameters: { + query?: { + environment?: string | null; + }; + header?: never; + path: { + prompt_id: string; + }; + cookie?: never; + }; + requestBody: { + content: { + "application/json": components["schemas"]["PatchPromptRequest"]; + }; + }; + responses: { + /** @description Successful Response */ + 200: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": unknown; + }; + }; + /** @description Validation Error */ + 422: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["HTTPValidationError"]; + }; + }; + }; + }; + get_prompt_info_prompts__prompt_id__info_get: { + parameters: { + query?: { + environment?: string | null; + }; + header?: never; + path: { + prompt_id: string; + }; + cookie?: never; + }; + requestBody?: never; + responses: { + /** @description Successful Response */ + 200: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["PromptInfoResponse"]; + }; + }; + /** @description Validation Error */ + 422: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["HTTPValidationError"]; + }; + }; + }; + }; + get_prompt_versions_prompts__prompt_id__versions_get: { + parameters: { + query?: { + environment?: string | null; + }; + header?: never; + path: { + prompt_id: string; + }; + cookie?: never; + }; + requestBody?: never; + responses: { + /** @description Successful Response */ + 200: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["ListPromptsResponse"]; + }; + }; + /** @description Validation Error */ + 422: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["HTTPValidationError"]; + }; + }; + }; + }; + provider_budgets_provider_budgets_get: { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + requestBody?: never; + responses: { + /** @description Successful Response */ + 200: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["ProviderBudgetResponse"]; + }; + }; + }; + }; + get_agents_public_agent_hub_get: { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + requestBody?: never; + responses: { + /** @description Successful Response */ + 200: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["AgentCard"][]; + }; + }; + }; + }; + get_agent_fields_public_agents_fields_get: { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + requestBody?: never; + responses: { + /** @description Successful Response */ + 200: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["AgentCreateInfo"][]; + }; + }; + }; + }; + get_supported_endpoints_public_endpoints_get: { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + requestBody?: never; + responses: { + /** @description Successful Response */ + 200: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["SupportedEndpointsResponse"]; + }; + }; + }; + }; + get_litellm_blog_posts_public_litellm_blog_posts_get: { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + requestBody?: never; + responses: { + /** @description Successful Response */ + 200: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["BlogPostsResponse"]; + }; + }; + }; + }; + get_litellm_model_cost_map_public_litellm_model_cost_map_get: { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + requestBody?: never; + responses: { + /** @description Successful Response */ + 200: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": unknown; + }; + }; + }; + }; + get_mcp_servers_public_mcp_hub_get: { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + requestBody?: never; + responses: { + /** @description Successful Response */ + 200: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["MCPPublicServer"][]; + }; + }; + }; + }; + public_model_hub_public_model_hub_get: { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + requestBody?: never; + responses: { + /** @description Successful Response */ + 200: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["ModelGroupInfoProxy"][]; + }; + }; + }; + }; + public_model_hub_info_public_model_hub_info_get: { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + requestBody?: never; + responses: { + /** @description Successful Response */ + 200: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["PublicModelHubInfo"]; + }; + }; + }; + }; + get_supported_providers_public_providers_get: { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + requestBody?: never; + responses: { + /** @description Successful Response */ + 200: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": string[]; + }; + }; + }; + }; + get_provider_fields_public_providers_fields_get: { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + requestBody?: never; + responses: { + /** @description Successful Response */ + 200: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["ProviderCreateInfo"][]; + }; + }; + }; + }; + public_skill_hub_public_skill_hub_get: { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + requestBody?: never; + responses: { + /** @description Successful Response */ + 200: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": unknown; + }; + }; + }; + }; + rag_ingest_rag_ingest_post: { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + requestBody?: never; + responses: { + /** @description Successful Response */ + 200: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": unknown; + }; + }; + }; + }; + rag_query_rag_query_post: { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + requestBody?: never; + responses: { + /** @description Successful Response */ + 200: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": unknown; + }; + }; + }; + }; + websocket_realtime_websocket_endpoint_get: { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + requestBody?: never; + responses: { + /** @description WebSocket Protocol Switched */ + 101: { + headers: { + [name: string]: unknown; + }; + content?: never; + }; + }; + }; + proxy_realtime_calls_realtime_calls_post: { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + requestBody?: never; + responses: { + /** @description Successful Response */ + 200: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": unknown; + }; + }; + }; + }; + create_realtime_client_secret_realtime_client_secrets_post: { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + requestBody?: never; + responses: { + /** @description Successful Response */ + 200: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["RealtimeClientSecretResponse"]; + }; + }; + }; + }; + rerank_rerank_post: { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + requestBody?: never; + responses: { + /** @description Successful Response */ + 200: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": unknown; + }; + }; + }; + }; + websocket_responses_websocket_endpoint_get: { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + requestBody?: never; + responses: { + /** @description WebSocket Protocol Switched */ + 101: { + headers: { + [name: string]: unknown; + }; + content?: never; + }; + }; + }; + responses_api_responses_post: { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + requestBody?: never; + responses: { + /** @description Successful Response */ + 200: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": unknown; + }; + }; + }; + }; + compact_response_responses_compact_post: { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + requestBody?: never; + responses: { + /** @description Successful Response */ + 200: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": unknown; + }; + }; + }; + }; + get_response_responses__response_id__get: { + parameters: { + query?: never; + header?: never; + path: { + response_id: string; + }; + cookie?: never; + }; + requestBody?: never; + responses: { + /** @description Successful Response */ + 200: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": unknown; + }; + }; + /** @description Validation Error */ + 422: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["HTTPValidationError"]; + }; + }; + }; + }; + delete_response_responses__response_id__delete: { + parameters: { + query?: never; + header?: never; + path: { + response_id: string; + }; + cookie?: never; + }; + requestBody?: never; + responses: { + /** @description Successful Response */ + 200: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": unknown; + }; + }; + /** @description Validation Error */ + 422: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["HTTPValidationError"]; + }; + }; + }; + }; + cancel_response_responses__response_id__cancel_post: { + parameters: { + query?: never; + header?: never; + path: { + response_id: string; + }; + cookie?: never; + }; + requestBody?: never; + responses: { + /** @description Successful Response */ + 200: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": unknown; + }; + }; + /** @description Validation Error */ + 422: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["HTTPValidationError"]; + }; + }; + }; + }; + get_response_input_items_responses__response_id__input_items_get: { + parameters: { + query?: never; + header?: never; + path: { + response_id: string; + }; + cookie?: never; + }; + requestBody?: never; + responses: { + /** @description Successful Response */ + 200: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": unknown; + }; + }; + /** @description Validation Error */ + 422: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["HTTPValidationError"]; + }; + }; + }; + }; + get_robots_robots_txt_get: { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + requestBody?: never; + responses: { + /** @description Successful Response */ + 200: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": unknown; + }; + }; + }; + }; + get_router_fields_router_fields_get: { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + requestBody?: never; + responses: { + /** @description Successful Response */ + 200: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["RouterFieldsResponse"]; + }; + }; + }; + }; + get_router_settings_router_settings_get: { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + requestBody?: never; + responses: { + /** @description Successful Response */ + 200: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["RouterSettingsResponse"]; + }; + }; + }; + }; + get_routes_routes_get: { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + requestBody?: never; + responses: { + /** @description Successful Response */ + 200: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": unknown; + }; + }; + }; + }; + get_scim_base_scim_v2_get: { + parameters: { + query?: { + feature?: string | null; + }; + header?: never; + path?: never; + cookie?: never; + }; + requestBody?: never; + responses: { + /** @description Successful Response */ + 200: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": unknown; + }; + }; + /** @description Validation Error */ + 422: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["HTTPValidationError"]; + }; + }; + }; + }; + get_groups_scim_v2_Groups_get: { + parameters: { + query?: { + startIndex?: number; + count?: number; + filter?: string | null; + feature?: string | null; + }; + header?: never; + path?: never; + cookie?: never; + }; + requestBody?: never; + responses: { + /** @description Successful Response */ + 200: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["SCIMListResponse"]; + }; + }; + /** @description Validation Error */ + 422: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["HTTPValidationError"]; + }; + }; + }; + }; + create_group_scim_v2_Groups_post: { + parameters: { + query?: { + feature?: string | null; + }; + header?: never; + path?: never; + cookie?: never; + }; + requestBody: { + content: { + "application/json": components["schemas"]["SCIMGroup"]; + }; + }; + responses: { + /** @description Successful Response */ + 201: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["SCIMGroup"]; + }; + }; + /** @description Validation Error */ + 422: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["HTTPValidationError"]; + }; + }; + }; + }; + get_group_scim_v2_Groups__group_id__get: { + parameters: { + query?: { + feature?: string | null; + }; + header?: never; + path: { + group_id: string; + }; + cookie?: never; + }; + requestBody?: never; + responses: { + /** @description Successful Response */ + 200: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["SCIMGroup"]; + }; + }; + /** @description Validation Error */ + 422: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["HTTPValidationError"]; + }; + }; + }; + }; + update_group_scim_v2_Groups__group_id__put: { + parameters: { + query?: { + feature?: string | null; + }; + header?: never; + path: { + group_id: string; + }; + cookie?: never; + }; + requestBody: { + content: { + "application/json": components["schemas"]["SCIMGroup"]; + }; + }; + responses: { + /** @description Successful Response */ + 200: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["SCIMGroup"]; + }; + }; + /** @description Validation Error */ + 422: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["HTTPValidationError"]; + }; + }; + }; + }; + delete_group_scim_v2_Groups__group_id__delete: { + parameters: { + query?: { + feature?: string | null; + }; + header?: never; + path: { + group_id: string; + }; + cookie?: never; + }; + requestBody?: never; + responses: { + /** @description Successful Response */ + 204: { + headers: { + [name: string]: unknown; + }; + content?: never; + }; + /** @description Validation Error */ + 422: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["HTTPValidationError"]; + }; + }; + }; + }; + patch_group_scim_v2_Groups__group_id__patch: { + parameters: { + query?: { + feature?: string | null; + }; + header?: never; + path: { + group_id: string; + }; + cookie?: never; + }; + requestBody: { + content: { + "application/json": components["schemas"]["SCIMPatchOp"]; + }; + }; + responses: { + /** @description Successful Response */ + 200: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["SCIMGroup"]; + }; + }; + /** @description Validation Error */ + 422: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["HTTPValidationError"]; + }; + }; + }; + }; + get_resource_types_scim_v2_ResourceTypes_get: { + parameters: { + query?: { + feature?: string | null; + }; + header?: never; + path?: never; + cookie?: never; + }; + requestBody?: never; + responses: { + /** @description Successful Response */ + 200: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": unknown; + }; + }; + /** @description Validation Error */ + 422: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["HTTPValidationError"]; + }; + }; + }; + }; + get_resource_type_scim_v2_ResourceTypes__resource_type_id__get: { + parameters: { + query?: { + feature?: string | null; + }; + header?: never; + path: { + resource_type_id: string; + }; + cookie?: never; + }; + requestBody?: never; + responses: { + /** @description Successful Response */ + 200: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": unknown; + }; + }; + /** @description Validation Error */ + 422: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["HTTPValidationError"]; + }; + }; + }; + }; + get_schemas_scim_v2_Schemas_get: { + parameters: { + query?: { + feature?: string | null; + }; + header?: never; + path?: never; + cookie?: never; + }; + requestBody?: never; + responses: { + /** @description Successful Response */ + 200: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": unknown; + }; + }; + /** @description Validation Error */ + 422: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["HTTPValidationError"]; + }; + }; + }; + }; + get_schema_scim_v2_Schemas__schema_id__get: { + parameters: { + query?: { + feature?: string | null; + }; + header?: never; + path: { + schema_id: string; + }; + cookie?: never; + }; + requestBody?: never; + responses: { + /** @description Successful Response */ + 200: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": unknown; + }; + }; + /** @description Validation Error */ + 422: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["HTTPValidationError"]; + }; + }; + }; + }; + get_service_provider_config_scim_v2_ServiceProviderConfig_get: { + parameters: { + query?: { + feature?: string | null; + }; + header?: never; + path?: never; + cookie?: never; + }; + requestBody?: never; + responses: { + /** @description Successful Response */ + 200: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["SCIMServiceProviderConfig"]; + }; + }; + /** @description Validation Error */ + 422: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["HTTPValidationError"]; + }; + }; + }; + }; + get_users_scim_v2_Users_get: { + parameters: { + query?: { + startIndex?: number; + count?: number; + filter?: string | null; + feature?: string | null; + }; + header?: never; + path?: never; + cookie?: never; + }; + requestBody?: never; + responses: { + /** @description Successful Response */ + 200: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["SCIMListResponse"]; + }; + }; + /** @description Validation Error */ + 422: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["HTTPValidationError"]; + }; + }; + }; + }; + create_user_scim_v2_Users_post: { + parameters: { + query?: { + feature?: string | null; + }; + header?: never; + path?: never; + cookie?: never; + }; + requestBody: { + content: { + "application/json": components["schemas"]["SCIMUser"]; + }; + }; + responses: { + /** @description Successful Response */ + 201: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["SCIMUser"]; + }; + }; + /** @description Validation Error */ + 422: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["HTTPValidationError"]; + }; + }; + }; + }; + get_user_scim_v2_Users__user_id__get: { + parameters: { + query?: { + feature?: string | null; + }; + header?: never; + path: { + user_id: string; + }; + cookie?: never; + }; + requestBody?: never; + responses: { + /** @description Successful Response */ + 200: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["SCIMUser"]; + }; + }; + /** @description Validation Error */ + 422: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["HTTPValidationError"]; + }; + }; + }; + }; + update_user_scim_v2_Users__user_id__put: { + parameters: { + query?: { + feature?: string | null; + }; + header?: never; + path: { + user_id: string; + }; + cookie?: never; + }; + requestBody: { + content: { + "application/json": components["schemas"]["SCIMUser"]; + }; + }; + responses: { + /** @description Successful Response */ + 200: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["SCIMUser"]; + }; + }; + /** @description Validation Error */ + 422: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["HTTPValidationError"]; + }; + }; + }; + }; + delete_user_scim_v2_Users__user_id__delete: { + parameters: { + query?: { + feature?: string | null; + }; + header?: never; + path: { + user_id: string; + }; + cookie?: never; + }; + requestBody?: never; + responses: { + /** @description Successful Response */ + 204: { + headers: { + [name: string]: unknown; + }; + content?: never; + }; + /** @description Validation Error */ + 422: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["HTTPValidationError"]; + }; + }; + }; + }; + patch_user_scim_v2_Users__user_id__patch: { + parameters: { + query?: { + feature?: string | null; + }; + header?: never; + path: { + user_id: string; + }; + cookie?: never; + }; + requestBody: { + content: { + "application/json": components["schemas"]["SCIMPatchOp"]; + }; + }; + responses: { + /** @description Successful Response */ + 200: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["SCIMUser"]; + }; + }; + /** @description Validation Error */ + 422: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["HTTPValidationError"]; + }; + }; + }; + }; + search_search_post: { + parameters: { + query?: { + search_tool_name?: string | null; + }; + header?: never; + path?: never; + cookie?: never; + }; + requestBody?: never; + responses: { + /** @description Successful Response */ + 200: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": unknown; + }; + }; + /** @description Validation Error */ + 422: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["HTTPValidationError"]; + }; + }; + }; + }; + list_search_tools_search_tools_get: { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + requestBody?: never; + responses: { + /** @description Successful Response */ + 200: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": unknown; + }; + }; + }; + }; + search_search__search_tool_name__post: { + parameters: { + query?: never; + header?: never; + path: { + search_tool_name: string | null; + }; + cookie?: never; + }; + requestBody?: never; + responses: { + /** @description Successful Response */ + 200: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": unknown; + }; + }; + /** @description Validation Error */ + 422: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["HTTPValidationError"]; + }; + }; + }; + }; + create_search_tool_search_tools_post: { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + requestBody: { + content: { + "application/json": components["schemas"]["CreateSearchToolRequest"]; + }; + }; + responses: { + /** @description Successful Response */ + 200: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": unknown; + }; + }; + /** @description Validation Error */ + 422: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["HTTPValidationError"]; + }; + }; + }; + }; + list_search_tools_search_tools_list_get: { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + requestBody?: never; + responses: { + /** @description Successful Response */ + 200: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["ListSearchToolsResponse"]; + }; + }; + }; + }; + test_search_tool_connection_search_tools_test_connection_post: { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + requestBody: { + content: { + "application/json": components["schemas"]["TestSearchToolConnectionRequest"]; + }; + }; + responses: { + /** @description Successful Response */ + 200: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": unknown; + }; + }; + /** @description Validation Error */ + 422: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["HTTPValidationError"]; + }; + }; + }; + }; + get_available_search_providers_search_tools_ui_available_providers_get: { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + requestBody?: never; + responses: { + /** @description Successful Response */ + 200: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": unknown; + }; + }; + }; + }; + get_search_tool_info_search_tools__search_tool_id__get: { + parameters: { + query?: never; + header?: never; + path: { + search_tool_id: string; + }; + cookie?: never; + }; + requestBody?: never; + responses: { + /** @description Successful Response */ + 200: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": unknown; + }; + }; + /** @description Validation Error */ + 422: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["HTTPValidationError"]; + }; + }; + }; + }; + update_search_tool_search_tools__search_tool_id__put: { + parameters: { + query?: never; + header?: never; + path: { + search_tool_id: string; + }; + cookie?: never; + }; + requestBody: { + content: { + "application/json": components["schemas"]["UpdateSearchToolRequest"]; + }; + }; + responses: { + /** @description Successful Response */ + 200: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": unknown; + }; + }; + /** @description Validation Error */ + 422: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["HTTPValidationError"]; + }; + }; + }; + }; + delete_search_tool_search_tools__search_tool_id__delete: { + parameters: { + query?: never; + header?: never; + path: { + search_tool_id: string; + }; + cookie?: never; + }; + requestBody?: never; + responses: { + /** @description Successful Response */ + 200: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": unknown; + }; + }; + /** @description Validation Error */ + 422: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["HTTPValidationError"]; + }; + }; + }; + }; + active_callbacks_settings_get: { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + requestBody?: never; + responses: { + /** @description Successful Response */ + 200: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": unknown; + }; + }; + }; + }; + calculate_spend_spend_calculate_post: { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + requestBody: { + content: { + "application/json": components["schemas"]["SpendCalculateRequest"]; + }; + }; + responses: { + /** @description The calculated cost */ + 200: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": { + /** + * @description The calculated cost + * @example 0 + */ + cost?: number; + }; + }; + }; + /** @description Validation Error */ + 422: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["HTTPValidationError"]; + }; + }; + }; + }; + view_spend_logs_spend_logs_get: { + parameters: { + query?: { + /** @description Get spend logs based on api key */ + api_key?: string | null; + /** @description Get spend logs based on user_id */ + user_id?: string | null; + /** @description request_id to get spend logs for specific request_id. If none passed then pass spend logs for all requests */ + request_id?: string | null; + /** @description Time from which to start viewing key spend */ + start_date?: string | null; + /** @description Time till which to view key spend */ + end_date?: string | null; + /** @description When start_date and end_date are provided, summarize=true returns aggregated data by date (legacy behavior), summarize=false returns filtered individual logs */ + summarize?: boolean; + }; + header?: never; + path?: never; + cookie?: never; + }; + requestBody?: never; + responses: { + /** @description Successful Response */ + 200: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["LiteLLM_SpendLogs"][]; + }; + }; + /** @description Validation Error */ + 422: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["HTTPValidationError"]; + }; + }; + }; + }; + ui_view_spend_logs_spend_logs_v2_get: { + parameters: { + query?: { + /** @description Get spend logs based on api key */ + api_key?: string | null; + /** @description Get spend logs based on user_id */ + user_id?: string | null; + /** @description request_id to get spend logs for specific request_id */ + request_id?: string | null; + /** @description Filter spend logs by team_id */ + team_id?: string | null; + /** @description Filter logs with spend greater than or equal to this value */ + min_spend?: number | null; + /** @description Filter logs with spend less than or equal to this value */ + max_spend?: number | null; + /** @description Time from which to start viewing key spend */ + start_date?: string | null; + /** @description Time till which to view key spend */ + end_date?: string | null; + /** @description Page number for pagination */ + page?: number; + /** @description Number of items per page */ + page_size?: number; + /** @description Filter logs by status (e.g., success, failure) */ + status_filter?: string | null; + /** @description Filter logs by model */ + model?: string | null; + /** @description Filter logs by model ID (litellm model deployment id) */ + model_id?: string | null; + /** @description Filter logs by model group */ + model_group?: string | null; + /** @description Filter logs by key alias */ + key_alias?: string | null; + /** @description Filter logs by end user */ + end_user?: string | null; + /** @description Filter logs by error code (e.g., '404', '500') */ + error_code?: string | null; + /** @description Filter logs by error message (partial string match) */ + error_message?: string | null; + /** @description Sort logs by field: spend, total_tokens, startTime, endTime, request_duration_ms, model, or ttft_ms */ + sort_by?: string; + /** @description Sort order: asc or desc */ + sort_order?: string | null; + }; + header?: never; + path?: never; + cookie?: never; + }; + requestBody?: never; + responses: { + /** @description Successful Response */ + 200: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": { + [key: string]: unknown; + }; + }; + }; + /** @description Validation Error */ + 422: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["HTTPValidationError"]; + }; + }; + }; + }; + view_spend_tags_spend_tags_get: { + parameters: { + query?: { + /** @description Time from which to start viewing key spend */ + start_date?: string | null; + /** @description Time till which to view key spend */ + end_date?: string | null; + }; + header?: never; + path?: never; + cookie?: never; + }; + requestBody?: never; + responses: { + /** @description Successful Response */ + 200: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["LiteLLM_SpendLogs"][]; + }; + }; + /** @description Validation Error */ + 422: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["HTTPValidationError"]; + }; + }; + }; + }; + sso_readiness_sso_readiness_get: { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + requestBody?: never; + responses: { + /** @description Successful Response */ + 200: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": unknown; + }; + }; + }; + }; + get_tag_daily_activity_tag_daily_activity_get: { + parameters: { + query?: { + tags?: string | null; + start_date?: string | null; + end_date?: string | null; + model?: string | null; + api_key?: string | null; + page?: number; + page_size?: number; + }; + header?: never; + path?: never; + cookie?: never; + }; + requestBody?: never; + responses: { + /** @description Successful Response */ + 200: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["SpendAnalyticsPaginatedResponse"]; + }; + }; + /** @description Validation Error */ + 422: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["HTTPValidationError"]; + }; + }; + }; + }; + get_daily_active_users_tag_dau_get: { + parameters: { + query?: { + /** @description Filter by specific tag (optional) */ + tag_filter?: string | null; + /** @description Filter by multiple specific tags (optional, takes precedence over tag_filter) */ + tag_filters?: string[] | null; + }; + header?: never; + path?: never; + cookie?: never; + }; + requestBody?: never; + responses: { + /** @description Successful Response */ + 200: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["ActiveUsersAnalyticsResponse"]; + }; + }; + /** @description Validation Error */ + 422: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["HTTPValidationError"]; + }; + }; + }; + }; + delete_tag_tag_delete_post: { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + requestBody: { + content: { + "application/json": components["schemas"]["TagDeleteRequest"]; + }; + }; + responses: { + /** @description Successful Response */ + 200: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": unknown; + }; + }; + /** @description Validation Error */ + 422: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["HTTPValidationError"]; + }; + }; + }; + }; + get_distinct_user_agent_tags_tag_distinct_get: { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + requestBody?: never; + responses: { + /** @description Successful Response */ + 200: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["DistinctTagsResponse"]; + }; + }; + }; + }; + info_tag_tag_info_post: { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + requestBody: { + content: { + "application/json": components["schemas"]["TagInfoRequest"]; + }; + }; + responses: { + /** @description Successful Response */ + 200: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": unknown; + }; + }; + /** @description Validation Error */ + 422: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["HTTPValidationError"]; + }; + }; + }; + }; + list_tags_tag_list_get: { + parameters: { + query?: { + /** @description Optional start date (YYYY-MM-DD). When provided together with end_date, dynamic tags are limited to those active in the window. Stored tags are always returned. */ + start_date?: string | null; + /** @description Optional end date (YYYY-MM-DD). Must be given with start_date. */ + end_date?: string | null; + }; + header?: never; + path?: never; + cookie?: never; + }; + requestBody?: never; + responses: { + /** @description Successful Response */ + 200: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": unknown; + }; + }; + /** @description Validation Error */ + 422: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["HTTPValidationError"]; + }; + }; + }; + }; + get_monthly_active_users_tag_mau_get: { + parameters: { + query?: { + /** @description Filter by specific tag (optional) */ + tag_filter?: string | null; + /** @description Filter by multiple specific tags (optional, takes precedence over tag_filter) */ + tag_filters?: string[] | null; + }; + header?: never; + path?: never; + cookie?: never; + }; + requestBody?: never; + responses: { + /** @description Successful Response */ + 200: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["ActiveUsersAnalyticsResponse"]; + }; + }; + /** @description Validation Error */ + 422: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["HTTPValidationError"]; + }; + }; + }; + }; + new_tag_tag_new_post: { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + requestBody: { + content: { + "application/json": components["schemas"]["TagNewRequest"]; + }; + }; + responses: { + /** @description Successful Response */ + 200: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": unknown; + }; + }; + /** @description Validation Error */ + 422: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["HTTPValidationError"]; + }; + }; + }; + }; + get_tag_summary_tag_summary_get: { + parameters: { + query: { + /** @description Start date in YYYY-MM-DD format */ + start_date: string; + /** @description End date in YYYY-MM-DD format */ + end_date: string; + /** @description Filter by specific tag (optional) */ + tag_filter?: string | null; + /** @description Filter by multiple specific tags (optional, takes precedence over tag_filter) */ + tag_filters?: string[] | null; + }; + header?: never; + path?: never; + cookie?: never; + }; + requestBody?: never; + responses: { + /** @description Successful Response */ + 200: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["TagSummaryResponse"]; + }; + }; + /** @description Validation Error */ + 422: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["HTTPValidationError"]; + }; + }; + }; + }; + update_tag_tag_update_post: { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + requestBody: { + content: { + "application/json": components["schemas"]["TagUpdateRequest"]; + }; + }; + responses: { + /** @description Successful Response */ + 200: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": unknown; + }; + }; + /** @description Validation Error */ + 422: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["HTTPValidationError"]; + }; + }; + }; + }; + get_per_user_analytics_tag_user_agent_per_user_analytics_get: { + parameters: { + query?: { + /** @description Filter by specific tag (optional) */ + tag_filter?: string | null; + /** @description Filter by multiple specific tags (optional, takes precedence over tag_filter) */ + tag_filters?: string[] | null; + /** @description Page number for pagination */ + page?: number; + /** @description Items per page */ + page_size?: number; + }; + header?: never; + path?: never; + cookie?: never; + }; + requestBody?: never; + responses: { + /** @description Successful Response */ + 200: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["PerUserAnalyticsResponse"]; + }; + }; + /** @description Validation Error */ + 422: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["HTTPValidationError"]; + }; + }; + }; + }; + get_weekly_active_users_tag_wau_get: { + parameters: { + query?: { + /** @description Filter by specific tag (optional) */ + tag_filter?: string | null; + /** @description Filter by multiple specific tags (optional, takes precedence over tag_filter) */ + tag_filters?: string[] | null; + }; + header?: never; + path?: never; + cookie?: never; + }; + requestBody?: never; + responses: { + /** @description Successful Response */ + 200: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["ActiveUsersAnalyticsResponse"]; + }; + }; + /** @description Validation Error */ + 422: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["HTTPValidationError"]; + }; + }; + }; + }; + list_available_teams_team_available_get: { + parameters: { + query?: { + response_model?: unknown; + }; + header?: never; + path?: never; + cookie?: never; + }; + requestBody?: never; + responses: { + /** @description Successful Response */ + 200: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": unknown; + }; + }; + /** @description Validation Error */ + 422: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["HTTPValidationError"]; + }; + }; + }; + }; + block_team_team_block_post: { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + requestBody: { + content: { + "application/json": components["schemas"]["BlockTeamRequest"]; + }; + }; + responses: { + /** @description Successful Response */ + 200: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": unknown; + }; + }; + /** @description Validation Error */ + 422: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["HTTPValidationError"]; + }; + }; + }; + }; + bulk_team_member_add_team_bulk_member_add_post: { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + requestBody: { + content: { + "application/json": components["schemas"]["BulkTeamMemberAddRequest"]; + }; + }; + responses: { + /** @description Successful Response */ + 200: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["BulkTeamMemberAddResponse"]; + }; + }; + /** @description Validation Error */ + 422: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["HTTPValidationError"]; + }; + }; + }; + }; + get_team_daily_activity_team_daily_activity_get: { + parameters: { + query?: { + team_ids?: string | null; + start_date?: string | null; + end_date?: string | null; + model?: string | null; + api_key?: string | null; + page?: number; + page_size?: number; + exclude_team_ids?: string | null; + }; + header?: never; + path?: never; + cookie?: never; + }; + requestBody?: never; + responses: { + /** @description Successful Response */ + 200: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["SpendAnalyticsPaginatedResponse"]; + }; + }; + /** @description Validation Error */ + 422: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["HTTPValidationError"]; + }; + }; + }; + }; + delete_team_team_delete_post: { + parameters: { + query?: never; + header?: { + /** @description The litellm-changed-by header enables tracking of actions performed by authorized users on behalf of other users, providing an audit trail for accountability */ + "litellm-changed-by"?: string | null; + }; + path?: never; + cookie?: never; + }; + requestBody: { + content: { + "application/json": components["schemas"]["DeleteTeamRequest"]; + }; + }; + responses: { + /** @description Successful Response */ + 200: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": unknown; + }; + }; + /** @description Validation Error */ + 422: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["HTTPValidationError"]; + }; + }; + }; + }; + team_info_team_info_get: { + parameters: { + query?: { + /** @description Team ID in the request parameters */ + team_id?: string; + }; + header?: never; + path?: never; + cookie?: never; + }; + requestBody?: never; + responses: { + /** @description Successful Response */ + 200: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": unknown; + }; + }; + /** @description Validation Error */ + 422: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["HTTPValidationError"]; + }; + }; + }; + }; + bulk_update_team_keys_team_key_bulk_update_post: { + parameters: { + query?: never; + header?: { + /** @description The litellm-changed-by header enables tracking of actions performed by authorized users on behalf of other users, providing an audit trail for accountability */ + "litellm-changed-by"?: string | null; + }; + path?: never; + cookie?: never; + }; + requestBody: { + content: { + "application/json": components["schemas"]["BulkUpdateTeamKeysRequest"]; + }; + }; + responses: { + /** @description Successful Response */ + 200: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["BulkUpdateKeyResponse"]; + }; + }; + /** @description Validation Error */ + 422: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["HTTPValidationError"]; + }; + }; + }; + }; + list_team_team_list_get: { + parameters: { + query?: { + /** @description Only return teams which this 'user_id' belongs to */ + user_id?: string | null; + organization_id?: string | null; + }; + header?: never; + path?: never; + cookie?: never; + }; + requestBody?: never; + responses: { + /** @description Successful Response */ + 200: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": unknown; + }; + }; + /** @description Validation Error */ + 422: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["HTTPValidationError"]; + }; + }; + }; + }; + team_member_add_team_member_add_post: { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + requestBody: { + content: { + "application/json": components["schemas"]["TeamMemberAddRequest"]; + }; + }; + responses: { + /** @description Successful Response */ + 200: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["TeamAddMemberResponse"]; + }; + }; + /** @description Validation Error */ + 422: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["HTTPValidationError"]; + }; + }; + }; + }; + team_member_delete_team_member_delete_post: { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + requestBody: { + content: { + "application/json": components["schemas"]["TeamMemberDeleteRequest"]; + }; + }; + responses: { + /** @description Successful Response */ + 200: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": unknown; + }; + }; + /** @description Validation Error */ + 422: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["HTTPValidationError"]; + }; + }; + }; + }; + team_member_update_team_member_update_post: { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + requestBody: { + content: { + "application/json": components["schemas"]["TeamMemberUpdateRequest"]; + }; + }; + responses: { + /** @description Successful Response */ + 200: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["TeamMemberUpdateResponse"]; + }; + }; + /** @description Validation Error */ + 422: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["HTTPValidationError"]; + }; + }; + }; + }; + team_model_add_team_model_add_post: { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + requestBody: { + content: { + "application/json": components["schemas"]["TeamModelAddRequest"]; + }; + }; + responses: { + /** @description Successful Response */ + 200: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": unknown; + }; + }; + /** @description Validation Error */ + 422: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["HTTPValidationError"]; + }; + }; + }; + }; + team_model_delete_team_model_delete_post: { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + requestBody: { + content: { + "application/json": components["schemas"]["TeamModelDeleteRequest"]; + }; + }; + responses: { + /** @description Successful Response */ + 200: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": unknown; + }; + }; + /** @description Validation Error */ + 422: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["HTTPValidationError"]; + }; + }; + }; + }; + new_team_team_new_post: { + parameters: { + query?: never; + header?: { + /** @description The litellm-changed-by header enables tracking of actions performed by authorized users on behalf of other users, providing an audit trail for accountability */ + "litellm-changed-by"?: string | null; + }; + path?: never; + cookie?: never; + }; + requestBody: { + content: { + "application/json": components["schemas"]["NewTeamRequest"]; + }; + }; + responses: { + /** @description Successful Response */ + 200: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["LiteLLM_TeamTable"]; + }; + }; + /** @description Validation Error */ + 422: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["HTTPValidationError"]; + }; + }; + }; + }; + bulk_update_team_member_permissions_team_permissions_bulk_update_post: { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + requestBody: { + content: { + "application/json": components["schemas"]["BulkUpdateTeamMemberPermissionsRequest"]; + }; + }; + responses: { + /** @description Successful Response */ + 200: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["BulkUpdateTeamMemberPermissionsResponse"]; + }; + }; + /** @description Validation Error */ + 422: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["HTTPValidationError"]; + }; + }; + }; + }; + team_member_permissions_team_permissions_list_get: { + parameters: { + query?: { + /** @description Team ID in the request parameters */ + team_id?: string; + }; + header?: never; + path?: never; + cookie?: never; + }; + requestBody?: never; + responses: { + /** @description Successful Response */ + 200: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["GetTeamMemberPermissionsResponse"]; + }; + }; + /** @description Validation Error */ + 422: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["HTTPValidationError"]; + }; + }; + }; + }; + update_team_member_permissions_team_permissions_update_post: { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + requestBody: { + content: { + "application/json": components["schemas"]["UpdateTeamMemberPermissionsRequest"]; + }; + }; + responses: { + /** @description Successful Response */ + 200: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["LiteLLM_TeamTable"]; + }; + }; + /** @description Validation Error */ + 422: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["HTTPValidationError"]; + }; + }; + }; + }; + unblock_team_team_unblock_post: { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + requestBody: { + content: { + "application/json": components["schemas"]["BlockTeamRequest"]; + }; + }; + responses: { + /** @description Successful Response */ + 200: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": unknown; + }; + }; + /** @description Validation Error */ + 422: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["HTTPValidationError"]; + }; + }; + }; + }; + update_team_team_update_post: { + parameters: { + query?: never; + header?: { + /** @description The litellm-changed-by header enables tracking of actions performed by authorized users on behalf of other users, providing an audit trail for accountability */ + "litellm-changed-by"?: string | null; + }; + path?: never; + cookie?: never; + }; + requestBody: { + content: { + "application/json": components["schemas"]["UpdateTeamRequest"]; + }; + }; + responses: { + /** @description Successful Response */ + 200: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": unknown; + }; + }; + /** @description Validation Error */ + 422: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["HTTPValidationError"]; + }; + }; + }; + }; + get_team_callbacks_team__team_id__callback_get: { + parameters: { + query?: never; + header?: never; + path: { + team_id: string; + }; + cookie?: never; + }; + requestBody?: never; + responses: { + /** @description Successful Response */ + 200: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": unknown; + }; + }; + /** @description Validation Error */ + 422: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["HTTPValidationError"]; + }; + }; + }; + }; + add_team_callbacks_team__team_id__callback_post: { + parameters: { + query?: never; + header?: { + /** @description The litellm-changed-by header enables tracking of actions performed by authorized users on behalf of other users, providing an audit trail for accountability */ + "litellm-changed-by"?: string | null; + }; + path: { + team_id: string; + }; + cookie?: never; + }; + requestBody: { + content: { + "application/json": components["schemas"]["AddTeamCallback"]; + }; + }; + responses: { + /** @description Successful Response */ + 200: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": unknown; + }; + }; + /** @description Validation Error */ + 422: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["HTTPValidationError"]; + }; + }; + }; + }; + disable_team_logging_team__team_id__disable_logging_post: { + parameters: { + query?: never; + header?: { + /** @description The litellm-changed-by header enables tracking of actions performed by authorized users on behalf of other users, providing an audit trail for accountability */ + "litellm-changed-by"?: string | null; + }; + path: { + team_id: string; + }; + cookie?: never; + }; + requestBody?: never; + responses: { + /** @description Successful Response */ + 200: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": unknown; + }; + }; + /** @description Validation Error */ + 422: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["HTTPValidationError"]; + }; + }; + }; + }; + team_member_me_team__team_id__members_me_get: { + parameters: { + query?: never; + header?: never; + path: { + team_id: string; + }; + cookie?: never; + }; + requestBody?: never; + responses: { + /** @description Successful Response */ + 200: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["TeamMemberInfoResponse"]; + }; + }; + /** @description Validation Error */ + 422: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["HTTPValidationError"]; + }; + }; + }; + }; + test_endpoint_test_get: { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + requestBody?: never; + responses: { + /** @description Successful Response */ + 200: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": unknown; + }; + }; + }; + }; + create_threads_threads_post: { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + requestBody?: never; + responses: { + /** @description Successful Response */ + 200: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": unknown; + }; + }; + }; + }; + get_thread_threads__thread_id__get: { + parameters: { + query?: never; + header?: never; + path: { + thread_id: string; + }; + cookie?: never; + }; + requestBody?: never; + responses: { + /** @description Successful Response */ + 200: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": unknown; + }; + }; + /** @description Validation Error */ + 422: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["HTTPValidationError"]; + }; + }; + }; + }; + get_messages_threads__thread_id__messages_get: { + parameters: { + query?: never; + header?: never; + path: { + thread_id: string; + }; + cookie?: never; + }; + requestBody?: never; + responses: { + /** @description Successful Response */ + 200: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": unknown; + }; + }; + /** @description Validation Error */ + 422: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["HTTPValidationError"]; + }; + }; + }; + }; + add_messages_threads__thread_id__messages_post: { + parameters: { + query?: never; + header?: never; + path: { + thread_id: string; + }; + cookie?: never; + }; + requestBody?: never; + responses: { + /** @description Successful Response */ + 200: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": unknown; + }; + }; + /** @description Validation Error */ + 422: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["HTTPValidationError"]; + }; + }; + }; + }; + run_thread_threads__thread_id__runs_post: { + parameters: { + query?: never; + header?: never; + path: { + thread_id: string; + }; + cookie?: never; + }; + requestBody?: never; + responses: { + /** @description Successful Response */ + 200: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": unknown; + }; + }; + /** @description Validation Error */ + 422: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["HTTPValidationError"]; + }; + }; + }; + }; + toolset_mcp_route_toolset__toolset_name__mcp_get: { + parameters: { + query?: never; + header?: never; + path: { + toolset_name: string; + }; + cookie?: never; + }; + requestBody?: never; + responses: { + /** @description Successful Response */ + 200: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": unknown; + }; + }; + /** @description Validation Error */ + 422: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["HTTPValidationError"]; + }; + }; + }; + }; + toolset_mcp_route_toolset__toolset_name__mcp_put: { + parameters: { + query?: never; + header?: never; + path: { + toolset_name: string; + }; + cookie?: never; + }; + requestBody?: never; + responses: { + /** @description Successful Response */ + 200: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": unknown; + }; + }; + /** @description Validation Error */ + 422: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["HTTPValidationError"]; + }; + }; + }; + }; + toolset_mcp_route_toolset__toolset_name__mcp_post: { + parameters: { + query?: never; + header?: never; + path: { + toolset_name: string; + }; + cookie?: never; + }; + requestBody?: never; + responses: { + /** @description Successful Response */ + 200: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": unknown; + }; + }; + /** @description Validation Error */ + 422: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["HTTPValidationError"]; + }; + }; + }; + }; + toolset_mcp_route_toolset__toolset_name__mcp_delete: { + parameters: { + query?: never; + header?: never; + path: { + toolset_name: string; + }; + cookie?: never; + }; + requestBody?: never; + responses: { + /** @description Successful Response */ + 200: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": unknown; + }; + }; + /** @description Validation Error */ + 422: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["HTTPValidationError"]; + }; + }; + }; + }; + toolset_mcp_route_toolset__toolset_name__mcp_options: { + parameters: { + query?: never; + header?: never; + path: { + toolset_name: string; + }; + cookie?: never; + }; + requestBody?: never; + responses: { + /** @description Successful Response */ + 200: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": unknown; + }; + }; + /** @description Validation Error */ + 422: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["HTTPValidationError"]; + }; + }; + }; + }; + toolset_mcp_route_toolset__toolset_name__mcp_head: { + parameters: { + query?: never; + header?: never; + path: { + toolset_name: string; + }; + cookie?: never; + }; + requestBody?: never; + responses: { + /** @description Successful Response */ + 200: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": unknown; + }; + }; + /** @description Validation Error */ + 422: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["HTTPValidationError"]; + }; + }; + }; + }; + toolset_mcp_route_toolset__toolset_name__mcp_patch: { + parameters: { + query?: never; + header?: never; + path: { + toolset_name: string; + }; + cookie?: never; + }; + requestBody?: never; + responses: { + /** @description Successful Response */ + 200: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": unknown; + }; + }; + /** @description Validation Error */ + 422: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["HTTPValidationError"]; + }; + }; + }; + }; + update_default_team_settings_update_default_team_settings_patch: { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + requestBody: { + content: { + "application/json": components["schemas"]["DefaultTeamSSOParams"]; + }; + }; + responses: { + /** @description Successful Response */ + 200: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": unknown; + }; + }; + /** @description Validation Error */ + 422: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["HTTPValidationError"]; + }; + }; + }; + }; + update_internal_user_settings_update_internal_user_settings_patch: { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + requestBody: { + content: { + "application/json": components["schemas"]["DefaultInternalUserParams"]; + }; + }; + responses: { + /** @description Successful Response */ + 200: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": unknown; + }; + }; + /** @description Validation Error */ + 422: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["HTTPValidationError"]; + }; + }; + }; + }; + update_mcp_semantic_filter_settings_update_mcp_semantic_filter_settings_patch: { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + requestBody: { + content: { + "application/json": components["schemas"]["MCPSemanticFilterSettings"]; + }; + }; + responses: { + /** @description Successful Response */ + 200: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": unknown; + }; + }; + /** @description Validation Error */ + 422: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["HTTPValidationError"]; + }; + }; + }; + }; + update_sso_settings_update_sso_settings_patch: { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + requestBody: { + content: { + "application/json": components["schemas"]["SSOConfig"]; + }; + }; + responses: { + /** @description Successful Response */ + 200: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": unknown; + }; + }; + /** @description Validation Error */ + 422: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["HTTPValidationError"]; + }; + }; + }; + }; + update_ui_settings_update_ui_settings_patch: { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + requestBody: { + content: { + "application/json": { + [key: string]: unknown; + }; + }; + }; + responses: { + /** @description Successful Response */ + 200: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": unknown; + }; + }; + /** @description Validation Error */ + 422: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["HTTPValidationError"]; + }; + }; + }; + }; + update_ui_theme_settings_update_ui_theme_settings_patch: { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + requestBody: { + content: { + "application/json": components["schemas"]["UIThemeConfig"]; + }; + }; + responses: { + /** @description Successful Response */ + 200: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": unknown; + }; + }; + /** @description Validation Error */ + 422: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["HTTPValidationError"]; + }; + }; + }; + }; + upload_logo_upload_logo_post: { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + requestBody: { + content: { + "multipart/form-data": components["schemas"]["Body_upload_logo_upload_logo_post"]; + }; + }; + responses: { + /** @description Successful Response */ + 200: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": unknown; + }; + }; + /** @description Validation Error */ + 422: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["HTTPValidationError"]; + }; + }; + }; + }; + usage_ai_chat_usage_ai_chat_post: { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + requestBody: { + content: { + "application/json": components["schemas"]["UsageAIChatRequest"]; + }; + }; + responses: { + /** @description Successful Response */ + 200: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": unknown; + }; + }; + /** @description Validation Error */ + 422: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["HTTPValidationError"]; + }; + }; + }; + }; + available_enterprise_users_user_available_users_get: { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + requestBody?: never; + responses: { + /** @description Successful Response */ + 200: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": unknown; + }; + }; + }; + }; + bulk_user_update_user_bulk_update_post: { + parameters: { + query?: never; + header?: { + /** @description The litellm-changed-by header enables tracking of actions performed by authorized users on behalf of other users, providing an audit trail for accountability */ + "litellm-changed-by"?: string | null; + }; + path?: never; + cookie?: never; + }; + requestBody: { + content: { + "application/json": components["schemas"]["BulkUpdateUserRequest"]; + }; + }; + responses: { + /** @description Successful Response */ + 200: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["BulkUpdateUserResponse"]; + }; + }; + /** @description Validation Error */ + 422: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["HTTPValidationError"]; + }; + }; + }; + }; + get_user_daily_activity_user_daily_activity_get: { + parameters: { + query?: { + /** @description Start date in YYYY-MM-DD format */ + start_date?: string | null; + /** @description End date in YYYY-MM-DD format */ + end_date?: string | null; + /** @description Filter by specific model */ + model?: string | null; + /** @description Filter by specific API key */ + api_key?: string | null; + /** @description Filter by specific user ID. Admins can filter by any user or omit for global view. Non-admins must provide their own user_id. */ + user_id?: string | null; + /** @description Page number for pagination */ + page?: number; + /** @description Items per page */ + page_size?: number; + /** @description Timezone offset in minutes from UTC (e.g., 480 for PST). Matches JavaScript's Date.getTimezoneOffset() convention. */ + timezone?: number | null; + }; + header?: never; + path?: never; + cookie?: never; + }; + requestBody?: never; + responses: { + /** @description Successful Response */ + 200: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["SpendAnalyticsPaginatedResponse"]; + }; + }; + /** @description Validation Error */ + 422: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["HTTPValidationError"]; + }; + }; + }; + }; + get_user_daily_activity_aggregated_user_daily_activity_aggregated_get: { + parameters: { + query?: { + /** @description Start date in YYYY-MM-DD format */ + start_date?: string | null; + /** @description End date in YYYY-MM-DD format */ + end_date?: string | null; + /** @description Filter by specific model */ + model?: string | null; + /** @description Filter by specific API key */ + api_key?: string | null; + /** @description Filter by specific user ID. Admins can filter by any user or omit for global view. Non-admins must provide their own user_id. */ + user_id?: string | null; + /** @description Timezone offset in minutes from UTC (e.g., 480 for PST). Matches JavaScript's Date.getTimezoneOffset() convention. */ + timezone?: number | null; + }; + header?: never; + path?: never; + cookie?: never; + }; + requestBody?: never; + responses: { + /** @description Successful Response */ + 200: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["SpendAnalyticsPaginatedResponse"]; + }; + }; + /** @description Validation Error */ + 422: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["HTTPValidationError"]; + }; + }; + }; + }; + delete_user_user_delete_post: { + parameters: { + query?: never; + header?: { + /** @description The litellm-changed-by header enables tracking of actions performed by authorized users on behalf of other users, providing an audit trail for accountability */ + "litellm-changed-by"?: string | null; + }; + path?: never; + cookie?: never; + }; + requestBody: { + content: { + "application/json": components["schemas"]["DeleteUserRequest"]; + }; + }; + responses: { + /** @description Successful Response */ + 200: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": unknown; + }; + }; + /** @description Validation Error */ + 422: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["HTTPValidationError"]; + }; + }; + }; + }; + user_info_user_info_get: { + parameters: { + query?: { + /** @description User ID in the request parameters */ + user_id?: string | null; + }; + header?: never; + path?: never; + cookie?: never; + }; + requestBody?: never; + responses: { + /** @description Successful Response */ + 200: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["UserInfoResponse"]; + }; + }; + /** @description Validation Error */ + 422: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["HTTPValidationError"]; + }; + }; + }; + }; + get_users_user_list_get: { + parameters: { + query?: { + /** @description Filter users by role */ + role?: string | null; + /** @description Get list of users by user_ids */ + user_ids?: string | null; + /** @description Get list of users by sso_user_id */ + sso_user_ids?: string | null; + /** @description Filter users by partial email match */ + user_email?: string | null; + /** @description Filter users by team id */ + team?: string | null; + /** @description Page number */ + page?: number; + /** @description Number of items per page */ + page_size?: number; + /** @description Column to sort by (e.g. 'user_id', 'user_email', 'created_at', 'spend') */ + sort_by?: string | null; + /** @description Sort order ('asc' or 'desc') */ + sort_order?: string; + /** @description Filter users by organization membership. Comma-separated list of org IDs. */ + organization_ids?: string | null; + }; + header?: never; + path?: never; + cookie?: never; + }; + requestBody?: never; + responses: { + /** @description Successful Response */ + 200: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["UserListResponse"]; + }; + }; + /** @description Validation Error */ + 422: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["HTTPValidationError"]; + }; + }; + }; + }; + new_user_user_new_post: { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + requestBody: { + content: { + "application/json": components["schemas"]["NewUserRequest"]; + }; + }; + responses: { + /** @description Successful Response */ + 200: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["NewUserResponse"]; + }; + }; + /** @description Validation Error */ + 422: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["HTTPValidationError"]; + }; + }; + }; + }; + user_update_user_update_post: { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + requestBody: { + content: { + "application/json": components["schemas"]["UpdateUserRequest"]; + }; + }; + responses: { + /** @description Successful Response */ + 200: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": unknown; + }; + }; + /** @description Validation Error */ + 422: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["HTTPValidationError"]; + }; + }; + }; + }; + convert_prompt_file_to_json_utils_dotprompt_json_converter_post: { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + requestBody: { + content: { + "multipart/form-data": components["schemas"]["Body_convert_prompt_file_to_json_utils_dotprompt_json_converter_post"]; + }; + }; + responses: { + /** @description Successful Response */ + 200: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": { + [key: string]: unknown; + }; + }; + }; + /** @description Validation Error */ + 422: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["HTTPValidationError"]; + }; + }; + }; + }; + supported_openai_params_utils_supported_openai_params_get: { + parameters: { + query: { + model: string; + }; + header?: never; + path?: never; + cookie?: never; + }; + requestBody?: never; + responses: { + /** @description Successful Response */ + 200: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": unknown; + }; + }; + /** @description Validation Error */ + 422: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["HTTPValidationError"]; + }; + }; + }; + }; + test_policies_and_guardrails_utils_test_policies_and_guardrails_post: { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + requestBody: { + content: { + "application/json": components["schemas"]["TestPoliciesAndGuardrailsRequest"]; + }; + }; + responses: { + /** @description Successful Response */ + 200: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": unknown; + }; + }; + /** @description Validation Error */ + 422: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["HTTPValidationError"]; + }; + }; + }; + }; + token_counter_utils_token_counter_post: { + parameters: { + query?: { + call_endpoint?: boolean; + }; + header?: never; + path?: never; + cookie?: never; + }; + requestBody: { + content: { + "application/json": components["schemas"]["TokenCountRequest"]; + }; + }; + responses: { + /** @description Successful Response */ + 200: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["TokenCountResponse"]; + }; + }; + /** @description Validation Error */ + 422: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["HTTPValidationError"]; + }; + }; + }; + }; + transform_request_utils_transform_request_post: { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + requestBody: { + content: { + "application/json": components["schemas"]["TransformRequestBody"]; + }; + }; + responses: { + /** @description Successful Response */ + 200: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["RawRequestTypedDict"]; + }; + }; + /** @description Validation Error */ + 422: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["HTTPValidationError"]; + }; + }; + }; + }; + invoke_agent_a2a_v1_a2a__agent_id__message_send_post: { + parameters: { + query?: never; + header?: never; + path: { + agent_id: string; + }; + cookie?: never; + }; + requestBody?: never; + responses: { + /** @description Successful Response */ + 200: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": unknown; + }; + }; + /** @description Validation Error */ + 422: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["HTTPValidationError"]; + }; + }; + }; + }; + list_access_groups_v1_access_group_get: { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + requestBody?: never; + responses: { + /** @description Successful Response */ + 200: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["AccessGroupResponse"][]; + }; + }; + }; + }; + create_access_group_v1_access_group_post: { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + requestBody: { + content: { + "application/json": components["schemas"]["AccessGroupCreateRequest"]; + }; + }; + responses: { + /** @description Successful Response */ + 201: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["AccessGroupResponse"]; + }; + }; + /** @description Validation Error */ + 422: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["HTTPValidationError"]; + }; + }; + }; + }; + get_access_group_v1_access_group__access_group_id__get: { + parameters: { + query?: never; + header?: never; + path: { + access_group_id: string; + }; + cookie?: never; + }; + requestBody?: never; + responses: { + /** @description Successful Response */ + 200: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["AccessGroupResponse"]; + }; + }; + /** @description Validation Error */ + 422: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["HTTPValidationError"]; + }; + }; + }; + }; + update_access_group_v1_access_group__access_group_id__put: { + parameters: { + query?: never; + header?: never; + path: { + access_group_id: string; + }; + cookie?: never; + }; + requestBody: { + content: { + "application/json": components["schemas"]["AccessGroupUpdateRequest"]; + }; + }; + responses: { + /** @description Successful Response */ + 200: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["AccessGroupResponse"]; + }; + }; + /** @description Validation Error */ + 422: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["HTTPValidationError"]; + }; + }; + }; + }; + delete_access_group_v1_access_group__access_group_id__delete: { + parameters: { + query?: never; + header?: never; + path: { + access_group_id: string; + }; + cookie?: never; + }; + requestBody?: never; + responses: { + /** @description Successful Response */ + 204: { + headers: { + [name: string]: unknown; + }; + content?: never; + }; + /** @description Validation Error */ + 422: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["HTTPValidationError"]; + }; + }; + }; + }; + get_agents_v1_agents_get: { + parameters: { + query?: { + /** @description When true, performs a GET request to each agent's URL. Agents with reachable URLs (HTTP status < 500) and agents without a URL are returned; unreachable agents are filtered out. */ + health_check?: boolean; + }; + header?: never; + path?: never; + cookie?: never; + }; + requestBody?: never; + responses: { + /** @description Successful Response */ + 200: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["AgentResponse"][]; + }; + }; + /** @description Validation Error */ + 422: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["HTTPValidationError"]; + }; + }; + }; + }; + create_agent_v1_agents_post: { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + requestBody: { + content: { + "application/json": components["schemas"]["AgentConfig"]; + }; + }; + responses: { + /** @description Successful Response */ + 200: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["AgentResponse"]; + }; + }; + /** @description Validation Error */ + 422: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["HTTPValidationError"]; + }; + }; + }; + }; + make_agents_public_v1_agents_make_public_post: { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + requestBody: { + content: { + "application/json": components["schemas"]["MakeAgentsPublicRequest"]; + }; + }; + responses: { + /** @description Successful Response */ + 200: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["AgentMakePublicResponse"]; + }; + }; + /** @description Validation Error */ + 422: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["HTTPValidationError"]; + }; + }; + }; + }; + get_agent_by_id_v1_agents__agent_id__get: { + parameters: { + query?: never; + header?: never; + path: { + agent_id: string; + }; + cookie?: never; + }; + requestBody?: never; + responses: { + /** @description Successful Response */ + 200: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["AgentResponse"]; + }; + }; + /** @description Validation Error */ + 422: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["HTTPValidationError"]; + }; + }; + }; + }; + update_agent_v1_agents__agent_id__put: { + parameters: { + query?: never; + header?: never; + path: { + agent_id: string; + }; + cookie?: never; + }; + requestBody: { + content: { + "application/json": components["schemas"]["AgentConfig"]; + }; + }; + responses: { + /** @description Successful Response */ + 200: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["AgentResponse"]; + }; + }; + /** @description Validation Error */ + 422: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["HTTPValidationError"]; + }; + }; + }; + }; + delete_agent_v1_agents__agent_id__delete: { + parameters: { + query?: never; + header?: never; + path: { + agent_id: string; + }; + cookie?: never; + }; + requestBody?: never; + responses: { + /** @description Successful Response */ + 200: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": unknown; + }; + }; + /** @description Validation Error */ + 422: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["HTTPValidationError"]; + }; + }; + }; + }; + patch_agent_v1_agents__agent_id__patch: { + parameters: { + query?: never; + header?: never; + path: { + agent_id: string; + }; + cookie?: never; + }; + requestBody: { + content: { + "application/json": components["schemas"]["PatchAgentRequest"]; + }; + }; + responses: { + /** @description Successful Response */ + 200: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["AgentResponse"]; + }; + }; + /** @description Validation Error */ + 422: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["HTTPValidationError"]; + }; + }; + }; + }; + make_agent_public_v1_agents__agent_id__make_public_post: { + parameters: { + query?: never; + header?: never; + path: { + agent_id: string; + }; + cookie?: never; + }; + requestBody?: never; + responses: { + /** @description Successful Response */ + 200: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["AgentMakePublicResponse"]; + }; + }; + /** @description Validation Error */ + 422: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["HTTPValidationError"]; + }; + }; + }; + }; + get_assistants_v1_assistants_get: { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + requestBody?: never; + responses: { + /** @description Successful Response */ + 200: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": unknown; + }; + }; + }; + }; + create_assistant_v1_assistants_post: { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + requestBody?: never; + responses: { + /** @description Successful Response */ + 200: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": unknown; + }; + }; + }; + }; + delete_assistant_v1_assistants__assistant_id__delete: { + parameters: { + query?: never; + header?: never; + path: { + assistant_id: string; + }; + cookie?: never; + }; + requestBody?: never; + responses: { + /** @description Successful Response */ + 200: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": unknown; + }; + }; + /** @description Validation Error */ + 422: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["HTTPValidationError"]; + }; + }; + }; + }; + audio_speech_v1_audio_speech_post: { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + requestBody?: never; + responses: { + /** @description Successful Response */ + 200: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": unknown; + }; + }; + }; + }; + audio_transcriptions_v1_audio_transcriptions_post: { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + requestBody: { + content: { + "multipart/form-data": components["schemas"]["Body_audio_transcriptions_v1_audio_transcriptions_post"]; + }; + }; + responses: { + /** @description Successful Response */ + 200: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": unknown; + }; + }; + /** @description Validation Error */ + 422: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["HTTPValidationError"]; + }; + }; + }; + }; + list_batches_v1_batches_get: { + parameters: { + query?: { + provider?: string | null; + limit?: number | null; + after?: string | null; + target_model_names?: string | null; + }; + header?: never; + path?: never; + cookie?: never; + }; + requestBody?: never; + responses: { + /** @description Successful Response */ + 200: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": unknown; + }; + }; + /** @description Validation Error */ + 422: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["HTTPValidationError"]; + }; + }; + }; + }; + create_batch_v1_batches_post: { + parameters: { + query?: { + provider?: string | null; + }; + header?: never; + path?: never; + cookie?: never; + }; + requestBody?: never; + responses: { + /** @description Successful Response */ + 200: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": unknown; + }; + }; + /** @description Validation Error */ + 422: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["HTTPValidationError"]; + }; + }; + }; + }; + retrieve_batch_v1_batches__batch_id__get: { + parameters: { + query?: { + provider?: string | null; + }; + header?: never; + path: { + /** @description The ID of the batch to retrieve */ + batch_id: string; + }; + cookie?: never; + }; + requestBody?: never; + responses: { + /** @description Successful Response */ + 200: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": unknown; + }; + }; + /** @description Validation Error */ + 422: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["HTTPValidationError"]; + }; + }; + }; + }; + cancel_batch_v1_batches__batch_id__cancel_post: { + parameters: { + query?: { + provider?: string | null; + }; + header?: never; + path: { + batch_id: string; + }; + cookie?: never; + }; + requestBody?: never; + responses: { + /** @description Successful Response */ + 200: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": unknown; + }; + }; + /** @description Validation Error */ + 422: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["HTTPValidationError"]; + }; + }; + }; + }; + chat_completion_v1_chat_completions_post: { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + requestBody: { + content: { + "application/json": { + /** + * Caching + * @default null + */ + caching?: boolean | null; + /** + * Context Window Fallback Dict + * @default null + */ + context_window_fallback_dict?: { + [key: string]: string; + } | null; + /** + * Fallbacks + * @default null + */ + fallbacks?: string[] | null; + /** + * Frequency Penalty + * @default null + */ + frequency_penalty?: number | null; + /** + * Function Call + * @default null + */ + function_call?: string | { + [key: string]: unknown; + } | null; + /** + * Functions + * @default null + */ + functions?: { + [key: string]: unknown; + }[] | null; + /** + * Guardrails + * @default null + */ + guardrails?: string[] | null; + /** + * Logit Bias + * @default null + */ + logit_bias?: { + [key: string]: number; + } | null; + /** + * Logprobs + * @default null + */ + logprobs?: boolean | null; + /** + * Max Tokens + * @default null + */ + max_tokens?: number | null; + /** + * Messages + * @example [ + * { + * "content": "Hello, how are you?", + * "role": "user" + * } + * ] + */ + messages: (components["schemas"]["ChatCompletionUserMessage"] | components["schemas"]["ChatCompletionAssistantMessage"] | components["schemas"]["ChatCompletionToolMessage"] | components["schemas"]["ChatCompletionSystemMessage"] | components["schemas"]["ChatCompletionFunctionMessage"] | components["schemas"]["ChatCompletionDeveloperMessage"])[]; + /** + * Metadata + * @default null + */ + metadata?: { + [key: string]: unknown; + } | null; + /** Model */ + model: string; + /** + * N + * @default null + */ + n?: number | null; + /** + * Num Retries + * @default null + */ + num_retries?: number | null; + /** + * Parallel Tool Calls + * @default null + */ + parallel_tool_calls?: boolean | null; + /** + * Presence Penalty + * @default null + */ + presence_penalty?: number | null; + /** + * Response Format + * @default null + */ + response_format?: { + [key: string]: unknown; + } | null; + /** + * Seed + * @default null + */ + seed?: number | null; + /** + * Service Tier + * @default null + */ + service_tier?: string | null; + /** + * Stop + * @default null + */ + stop?: string | string[] | null; + /** + * Stream + * @default null + */ + stream?: boolean | null; + /** + * Stream Options + * @default null + */ + stream_options?: { + [key: string]: unknown; + } | null; + /** + * Temperature + * @default null + */ + temperature?: number | null; + /** + * Tool Choice + * @default null + */ + tool_choice?: string | { + [key: string]: unknown; + } | null; + /** + * Tools + * @default null + */ + tools?: { + [key: string]: unknown; + }[] | null; + /** + * Top Logprobs + * @default null + */ + top_logprobs?: number | null; + /** + * Top P + * @default null + */ + top_p?: number | null; + /** + * User + * @default null + */ + user?: string | null; + }; + }; + }; + responses: { + /** @description Successful Response */ + 200: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": unknown; + }; + }; + /** @description Validation Error */ + 422: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["HTTPValidationError"]; + }; + }; + }; + }; + completion_v1_completions_post: { + parameters: { + query?: { + model?: string | null; + }; + header?: never; + path?: never; + cookie?: never; + }; + requestBody?: never; + responses: { + /** @description Successful Response */ + 200: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": unknown; + }; + }; + /** @description Validation Error */ + 422: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["HTTPValidationError"]; + }; + }; + }; + }; + list_containers_v1_containers_get: { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + requestBody?: never; + responses: { + /** @description Successful Response */ + 200: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": unknown; + }; + }; + }; + }; + create_container_v1_containers_post: { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + requestBody?: never; + responses: { + /** @description Successful Response */ + 200: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": unknown; + }; + }; + }; + }; + retrieve_container_v1_containers__container_id__get: { + parameters: { + query?: never; + header?: never; + path: { + container_id: string; + }; + cookie?: never; + }; + requestBody?: never; + responses: { + /** @description Successful Response */ + 200: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": unknown; + }; + }; + /** @description Validation Error */ + 422: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["HTTPValidationError"]; + }; + }; + }; + }; + delete_container_v1_containers__container_id__delete: { + parameters: { + query?: never; + header?: never; + path: { + container_id: string; + }; + cookie?: never; + }; + requestBody?: never; + responses: { + /** @description Successful Response */ + 200: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": unknown; + }; + }; + /** @description Validation Error */ + 422: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["HTTPValidationError"]; + }; + }; + }; + }; + handler_container_id_v1_containers__container_id__files_get: { + parameters: { + query?: never; + header?: never; + path: { + container_id: string; + }; + cookie?: never; + }; + requestBody?: never; + responses: { + /** @description Successful Response */ + 200: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": unknown; + }; + }; + /** @description Validation Error */ + 422: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["HTTPValidationError"]; + }; + }; + }; + }; + handler_multipart_upload_v1_containers__container_id__files_post: { + parameters: { + query?: never; + header?: never; + path: { + container_id: string; + }; + cookie?: never; + }; + requestBody?: never; + responses: { + /** @description Successful Response */ + 200: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": unknown; + }; + }; + /** @description Validation Error */ + 422: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["HTTPValidationError"]; + }; + }; + }; + }; + handler_container_file_v1_containers__container_id__files__file_id__get: { + parameters: { + query?: never; + header?: never; + path: { + container_id: string; + file_id: string; + }; + cookie?: never; + }; + requestBody?: never; + responses: { + /** @description Successful Response */ + 200: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": unknown; + }; + }; + /** @description Validation Error */ + 422: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["HTTPValidationError"]; + }; + }; + }; + }; + handler_container_file_v1_containers__container_id__files__file_id__delete: { + parameters: { + query?: never; + header?: never; + path: { + container_id: string; + file_id: string; + }; + cookie?: never; + }; + requestBody?: never; + responses: { + /** @description Successful Response */ + 200: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": unknown; + }; + }; + /** @description Validation Error */ + 422: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["HTTPValidationError"]; + }; + }; + }; + }; + handler_binary_content_v1_containers__container_id__files__file_id__content_get: { + parameters: { + query?: never; + header?: never; + path: { + container_id: string; + file_id: string; + }; + cookie?: never; + }; + requestBody?: never; + responses: { + /** @description Successful Response */ + 200: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": unknown; + }; + }; + /** @description Validation Error */ + 422: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["HTTPValidationError"]; + }; + }; + }; + }; + embeddings_v1_embeddings_post: { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + requestBody: { + content: { + "application/json": { + /** + * Api Base + * @default null + */ + api_base?: string | null; + /** + * Api Key + * @default null + */ + api_key?: string | null; + /** + * Api Type + * @default null + */ + api_type?: string | null; + /** + * Api Version + * @default null + */ + api_version?: string | null; + /** + * Caching + * @default false + */ + caching?: boolean; + /** + * Custom Llm Provider + * @default null + */ + custom_llm_provider?: string | { + [key: string]: unknown; + } | null; + /** + * Input + * @default [] + */ + input?: string[]; + /** + * Litellm Call Id + * @default null + */ + litellm_call_id?: string | null; + /** + * Litellm Logging Obj + * @default null + */ + litellm_logging_obj?: { + [key: string]: unknown; + } | null; + /** + * Logger Fn + * @default null + */ + logger_fn?: string | null; + /** Model */ + model: string; + /** + * Timeout + * @default 600 + */ + timeout?: number; + /** + * User + * @default null + */ + user?: string | null; + }; + }; + }; + responses: { + /** @description Successful Response */ + 200: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": unknown; + }; + }; + /** @description Validation Error */ + 422: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["HTTPValidationError"]; + }; + }; + }; + }; + list_evals_v1_evals_get: { + parameters: { + query?: { + limit?: number | null; + after?: string | null; + before?: string | null; + order?: string | null; + order_by?: string | null; + custom_llm_provider?: string | null; + }; + header?: never; + path?: never; + cookie?: never; + }; + requestBody?: never; + responses: { + /** @description Successful Response */ + 200: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["ListEvalsResponse"]; + }; + }; + /** @description Validation Error */ + 422: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["HTTPValidationError"]; + }; + }; + }; + }; + create_eval_v1_evals_post: { + parameters: { + query?: { + custom_llm_provider?: string | null; + }; + header?: never; + path?: never; + cookie?: never; + }; + requestBody?: never; + responses: { + /** @description Successful Response */ + 200: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["Eval"]; + }; + }; + /** @description Validation Error */ + 422: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["HTTPValidationError"]; + }; + }; + }; + }; + get_eval_v1_evals__eval_id__get: { + parameters: { + query?: { + custom_llm_provider?: string | null; + }; + header?: never; + path: { + eval_id: string; + }; + cookie?: never; + }; + requestBody?: never; + responses: { + /** @description Successful Response */ + 200: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["Eval"]; + }; + }; + /** @description Validation Error */ + 422: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["HTTPValidationError"]; + }; + }; + }; + }; + update_eval_v1_evals__eval_id__post: { + parameters: { + query?: { + custom_llm_provider?: string | null; + }; + header?: never; + path: { + eval_id: string; + }; + cookie?: never; + }; + requestBody?: never; + responses: { + /** @description Successful Response */ + 200: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["Eval"]; + }; + }; + /** @description Validation Error */ + 422: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["HTTPValidationError"]; + }; + }; + }; + }; + delete_eval_v1_evals__eval_id__delete: { + parameters: { + query?: { + custom_llm_provider?: string | null; + }; + header?: never; + path: { + eval_id: string; + }; + cookie?: never; + }; + requestBody?: never; + responses: { + /** @description Successful Response */ + 200: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["DeleteEvalResponse"]; + }; + }; + /** @description Validation Error */ + 422: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["HTTPValidationError"]; + }; + }; + }; + }; + cancel_eval_v1_evals__eval_id__cancel_post: { + parameters: { + query?: { + custom_llm_provider?: string | null; + }; + header?: never; + path: { + eval_id: string; + }; + cookie?: never; + }; + requestBody?: never; + responses: { + /** @description Successful Response */ + 200: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["CancelEvalResponse"]; + }; + }; + /** @description Validation Error */ + 422: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["HTTPValidationError"]; + }; + }; + }; + }; + list_runs_v1_evals__eval_id__runs_get: { + parameters: { + query?: { + limit?: number | null; + after?: string | null; + before?: string | null; + order?: string | null; + custom_llm_provider?: string | null; + }; + header?: never; + path: { + eval_id: string; + }; + cookie?: never; + }; + requestBody?: never; + responses: { + /** @description Successful Response */ + 200: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["ListRunsResponse"]; + }; + }; + /** @description Validation Error */ + 422: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["HTTPValidationError"]; + }; + }; + }; + }; + create_run_v1_evals__eval_id__runs_post: { + parameters: { + query?: { + custom_llm_provider?: string | null; + }; + header?: never; + path: { + eval_id: string; + }; + cookie?: never; + }; + requestBody?: never; + responses: { + /** @description Successful Response */ + 200: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["Run"]; + }; + }; + /** @description Validation Error */ + 422: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["HTTPValidationError"]; + }; + }; + }; + }; + get_run_v1_evals__eval_id__runs__run_id__get: { + parameters: { + query?: { + custom_llm_provider?: string | null; + }; + header?: never; + path: { + eval_id: string; + run_id: string; + }; + cookie?: never; + }; + requestBody?: never; + responses: { + /** @description Successful Response */ + 200: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["Run"]; + }; + }; + /** @description Validation Error */ + 422: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["HTTPValidationError"]; + }; + }; + }; + }; + cancel_run_v1_evals__eval_id__runs__run_id__post: { + parameters: { + query?: { + custom_llm_provider?: string | null; + }; + header?: never; + path: { + eval_id: string; + run_id: string; + }; + cookie?: never; + }; + requestBody?: never; + responses: { + /** @description Successful Response */ + 200: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["CancelRunResponse"]; + }; + }; + /** @description Validation Error */ + 422: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["HTTPValidationError"]; + }; + }; + }; + }; + delete_run_v1_evals__eval_id__runs__run_id__delete: { + parameters: { + query?: { + custom_llm_provider?: string | null; + }; + header?: never; + path: { + eval_id: string; + run_id: string; + }; + cookie?: never; + }; + requestBody?: never; + responses: { + /** @description Successful Response */ + 200: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["RunDeleteResponse"]; + }; + }; + /** @description Validation Error */ + 422: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["HTTPValidationError"]; + }; + }; + }; + }; + list_files_v1_files_get: { + parameters: { + query?: { + provider?: string | null; + target_model_names?: string | null; + purpose?: string | null; + }; + header?: never; + path?: never; + cookie?: never; + }; + requestBody?: never; + responses: { + /** @description Successful Response */ + 200: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": unknown; + }; + }; + /** @description Validation Error */ + 422: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["HTTPValidationError"]; + }; + }; + }; + }; + create_file_v1_files_post: { + parameters: { + query?: { + provider?: string | null; + }; + header?: never; + path?: never; + cookie?: never; + }; + requestBody: { + content: { + "multipart/form-data": components["schemas"]["Body_create_file_v1_files_post"]; + }; + }; + responses: { + /** @description Successful Response */ + 200: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": unknown; + }; + }; + /** @description Validation Error */ + 422: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["HTTPValidationError"]; + }; + }; + }; + }; + get_file_v1_files__file_id__get: { + parameters: { + query?: { + provider?: string | null; + }; + header?: never; + path: { + file_id: string; + }; + cookie?: never; + }; + requestBody?: never; + responses: { + /** @description Successful Response */ + 200: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": unknown; + }; + }; + /** @description Validation Error */ + 422: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["HTTPValidationError"]; + }; + }; + }; + }; + delete_file_v1_files__file_id__delete: { + parameters: { + query?: { + provider?: string | null; + }; + header?: never; + path: { + file_id: string; + }; + cookie?: never; + }; + requestBody?: never; + responses: { + /** @description Successful Response */ + 200: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": unknown; + }; + }; + /** @description Validation Error */ + 422: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["HTTPValidationError"]; + }; + }; + }; + }; + get_file_content_v1_files__file_id__content_get: { + parameters: { + query?: { + provider?: string | null; + }; + header?: never; + path: { + file_id: string; + }; + cookie?: never; + }; + requestBody?: never; + responses: { + /** @description Successful Response */ + 200: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": unknown; + }; + }; + /** @description Validation Error */ + 422: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["HTTPValidationError"]; + }; + }; + }; + }; + list_fine_tuning_jobs_v1_fine_tuning_jobs_get: { + parameters: { + query?: { + custom_llm_provider?: ("openai" | "azure") | null; + /** @description Comma separated list of model names to filter by. Example: 'gpt-4o,gpt-4o-mini' */ + target_model_names?: string | null; + after?: string | null; + limit?: number | null; + }; + header?: never; + path?: never; + cookie?: never; + }; + requestBody?: never; + responses: { + /** @description Successful Response */ + 200: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": unknown; + }; + }; + /** @description Validation Error */ + 422: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["HTTPValidationError"]; + }; + }; + }; + }; + create_fine_tuning_job_v1_fine_tuning_jobs_post: { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + requestBody: { + content: { + "application/json": components["schemas"]["LiteLLMFineTuningJobCreate"]; + }; + }; + responses: { + /** @description Successful Response */ + 200: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": unknown; + }; + }; + /** @description Validation Error */ + 422: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["HTTPValidationError"]; + }; + }; + }; + }; + retrieve_fine_tuning_job_v1_fine_tuning_jobs__fine_tuning_job_id__get: { + parameters: { + query?: { + custom_llm_provider?: ("openai" | "azure") | null; + }; + header?: never; + path: { + fine_tuning_job_id: string; + }; + cookie?: never; + }; + requestBody?: never; + responses: { + /** @description Successful Response */ + 200: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": unknown; + }; + }; + /** @description Validation Error */ + 422: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["HTTPValidationError"]; + }; + }; + }; + }; + cancel_fine_tuning_job_v1_fine_tuning_jobs__fine_tuning_job_id__cancel_post: { + parameters: { + query?: never; + header?: never; + path: { + fine_tuning_job_id: string; + }; + cookie?: never; + }; + requestBody?: never; + responses: { + /** @description Successful Response */ + 200: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": unknown; + }; + }; + /** @description Validation Error */ + 422: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["HTTPValidationError"]; + }; + }; + }; + }; + image_edit_api_v1_images_edits_post: { + parameters: { + query?: { + model?: string | null; + }; + header?: never; + path?: never; + cookie?: never; + }; + requestBody?: { + content: { + "multipart/form-data": components["schemas"]["Body_image_edit_api_v1_images_edits_post"]; + }; + }; + responses: { + /** @description Successful Response */ + 200: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": unknown; + }; + }; + /** @description Validation Error */ + 422: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["HTTPValidationError"]; + }; + }; + }; + }; + image_generation_v1_images_generations_post: { + parameters: { + query?: { + model?: string | null; + }; + header?: never; + path?: never; + cookie?: never; + }; + requestBody?: never; + responses: { + /** @description Successful Response */ + 200: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": unknown; + }; + }; + /** @description Validation Error */ + 422: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["HTTPValidationError"]; + }; + }; + }; + }; + index_create_v1_indexes_post: { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + requestBody: { + content: { + "application/json": components["schemas"]["IndexCreateRequest"]; + }; + }; + responses: { + /** @description Successful Response */ + 200: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": unknown; + }; + }; + /** @description Validation Error */ + 422: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["HTTPValidationError"]; + }; + }; + }; + }; + get_mcp_access_groups_v1_mcp_access_groups_get: { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + requestBody?: never; + responses: { + /** @description Successful Response */ + 200: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": unknown; + }; + }; + }; + }; + discover_mcp_servers_v1_mcp_discover_get: { + parameters: { + query?: { + /** @description Search filter for server names and descriptions */ + query?: string | null; + /** @description Filter by category */ + category?: string | null; + }; + header?: never; + path?: never; + cookie?: never; + }; + requestBody?: never; + responses: { + /** @description Successful Response */ + 200: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": unknown; + }; + }; + /** @description Validation Error */ + 422: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["HTTPValidationError"]; + }; + }; + }; + }; + make_mcp_servers_public_v1_mcp_make_public_post: { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + requestBody: { + content: { + "application/json": components["schemas"]["MakeMCPServersPublicRequest"]; + }; + }; + responses: { + /** @description Successful Response */ + 202: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": unknown; + }; + }; + /** @description Validation Error */ + 422: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["HTTPValidationError"]; + }; + }; + }; + }; + get_client_ip_v1_mcp_network_client_ip_get: { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + requestBody?: never; + responses: { + /** @description Successful Response */ + 200: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": unknown; + }; + }; + }; + }; + get_openapi_registry_v1_mcp_openapi_registry_get: { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + requestBody?: never; + responses: { + /** @description Successful Response */ + 200: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": unknown; + }; + }; + }; + }; + get_mcp_registry_v1_mcp_registry_json_get: { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + requestBody?: never; + responses: { + /** @description Successful Response */ + 200: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": unknown; + }; + }; + }; + }; + fetch_all_mcp_servers_v1_mcp_server_get: { + parameters: { + query?: { + /** @description Filter MCP servers by team scope. When provided, returns only servers the team has access to plus globally available (allow_all_keys) servers. Used by the Create Key UI to show team-scoped MCP servers. */ + team_id?: string | null; + }; + header?: never; + path?: never; + cookie?: never; + }; + requestBody?: never; + responses: { + /** @description Successful Response */ + 200: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["LiteLLM_MCPServerTable"][]; + }; + }; + /** @description Validation Error */ + 422: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["HTTPValidationError"]; + }; + }; + }; + }; + edit_mcp_server_v1_mcp_server_put: { + parameters: { + query?: never; + header?: { + /** @description The litellm-changed-by header enables tracking of actions performed by authorized users on behalf of other users, providing an audit trail for accountability */ + "litellm-changed-by"?: string | null; + }; + path?: never; + cookie?: never; + }; + requestBody: { + content: { + "application/json": components["schemas"]["UpdateMCPServerRequest"]; + }; + }; + responses: { + /** @description Successful Response */ + 202: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["LiteLLM_MCPServerTable"]; + }; + }; + /** @description Validation Error */ + 422: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["HTTPValidationError"]; + }; + }; + }; + }; + add_mcp_server_v1_mcp_server_post: { + parameters: { + query?: never; + header?: { + /** @description The litellm-changed-by header enables tracking of actions performed by authorized users on behalf of other users, providing an audit trail for accountability */ + "litellm-changed-by"?: string | null; + }; + path?: never; + cookie?: never; + }; + requestBody: { + content: { + "application/json": components["schemas"]["NewMCPServerRequest"]; + }; + }; + responses: { + /** @description Successful Response */ + 201: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["LiteLLM_MCPServerTable"]; + }; + }; + /** @description Validation Error */ + 422: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["HTTPValidationError"]; + }; + }; + }; + }; + health_check_servers_v1_mcp_server_health_get: { + parameters: { + query?: { + /** @description Server IDs to check. If not provided, checks all accessible servers. */ + server_ids?: string[] | null; + }; + header?: never; + path?: never; + cookie?: never; + }; + requestBody?: never; + responses: { + /** @description Successful Response */ + 200: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": unknown; + }; + }; + /** @description Validation Error */ + 422: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["HTTPValidationError"]; + }; + }; + }; + }; + add_session_mcp_server_v1_mcp_server_oauth_session_post: { + parameters: { + query?: never; + header?: { + /** @description The litellm-changed-by header enables tracking of actions performed by authorized users on behalf of other users, providing an audit trail for accountability */ + "litellm-changed-by"?: string | null; + }; + path?: never; + cookie?: never; + }; + requestBody: { + content: { + "application/json": components["schemas"]["NewMCPServerRequest"]; + }; + }; + responses: { + /** @description Successful Response */ + 200: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": unknown; + }; + }; + /** @description Validation Error */ + 422: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["HTTPValidationError"]; + }; + }; + }; + }; + register_mcp_server_v1_mcp_server_register_post: { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + requestBody: { + content: { + "application/json": components["schemas"]["NewMCPServerRequest"]; + }; + }; + responses: { + /** @description Successful Response */ + 201: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["LiteLLM_MCPServerTable"]; + }; + }; + /** @description Validation Error */ + 422: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["HTTPValidationError"]; + }; + }; + }; + }; + get_mcp_server_submissions_v1_mcp_server_submissions_get: { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + requestBody?: never; + responses: { + /** @description Successful Response */ + 200: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["MCPSubmissionsSummary"]; + }; + }; + }; + }; + fetch_mcp_server_v1_mcp_server__server_id__get: { + parameters: { + query?: never; + header?: never; + path: { + server_id: string; + }; + cookie?: never; + }; + requestBody?: never; + responses: { + /** @description Successful Response */ + 200: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["LiteLLM_MCPServerTable"]; + }; + }; + /** @description Validation Error */ + 422: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["HTTPValidationError"]; + }; + }; + }; + }; + remove_mcp_server_v1_mcp_server__server_id__delete: { + parameters: { + query?: never; + header?: { + /** @description The litellm-changed-by header enables tracking of actions performed by authorized users on behalf of other users, providing an audit trail for accountability */ + "litellm-changed-by"?: string | null; + }; + path: { + server_id: string; + }; + cookie?: never; + }; + requestBody?: never; + responses: { + /** @description Successful Response */ + 202: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": unknown; + }; + }; + /** @description Validation Error */ + 422: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["HTTPValidationError"]; + }; + }; + }; + }; + approve_mcp_server_submission_v1_mcp_server__server_id__approve_put: { + parameters: { + query?: never; + header?: never; + path: { + server_id: string; + }; + cookie?: never; + }; + requestBody?: never; + responses: { + /** @description Successful Response */ + 200: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["LiteLLM_MCPServerTable"]; + }; + }; + /** @description Validation Error */ + 422: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["HTTPValidationError"]; + }; + }; + }; + }; + store_mcp_oauth_user_credential_v1_mcp_server__server_id__oauth_user_credential_post: { + parameters: { + query?: never; + header?: never; + path: { + server_id: string; + }; + cookie?: never; + }; + requestBody: { + content: { + "application/json": components["schemas"]["MCPOAuthUserCredentialRequest"]; + }; + }; + responses: { + /** @description Successful Response */ + 200: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["MCPOAuthUserCredentialStatus"]; + }; + }; + /** @description Validation Error */ + 422: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["HTTPValidationError"]; + }; + }; + }; + }; + delete_mcp_oauth_user_credential_v1_mcp_server__server_id__oauth_user_credential_delete: { + parameters: { + query?: never; + header?: never; + path: { + server_id: string; + }; + cookie?: never; + }; + requestBody?: never; + responses: { + /** @description Successful Response */ + 200: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["MCPOAuthUserCredentialStatus"]; + }; + }; + /** @description Validation Error */ + 422: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["HTTPValidationError"]; + }; + }; + }; + }; + get_mcp_oauth_user_credential_status_v1_mcp_server__server_id__oauth_user_credential_status_get: { + parameters: { + query?: never; + header?: never; + path: { + server_id: string; + }; + cookie?: never; + }; + requestBody?: never; + responses: { + /** @description Successful Response */ + 200: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["MCPOAuthUserCredentialStatus"]; + }; + }; + /** @description Validation Error */ + 422: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["HTTPValidationError"]; + }; + }; + }; + }; + reject_mcp_server_submission_v1_mcp_server__server_id__reject_put: { + parameters: { + query?: never; + header?: never; + path: { + server_id: string; + }; + cookie?: never; + }; + requestBody: { + content: { + "application/json": components["schemas"]["RejectMCPServerRequest"]; + }; + }; + responses: { + /** @description Successful Response */ + 200: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["LiteLLM_MCPServerTable"]; + }; + }; + /** @description Validation Error */ + 422: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["HTTPValidationError"]; + }; + }; + }; + }; + store_mcp_user_credential_v1_mcp_server__server_id__user_credential_post: { + parameters: { + query?: never; + header?: never; + path: { + server_id: string; + }; + cookie?: never; + }; + requestBody: { + content: { + "application/json": components["schemas"]["MCPUserCredentialRequest"]; + }; + }; + responses: { + /** @description Successful Response */ + 200: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["MCPUserCredentialResponse"]; + }; + }; + /** @description Validation Error */ + 422: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["HTTPValidationError"]; + }; + }; + }; + }; + delete_mcp_user_credential_v1_mcp_server__server_id__user_credential_delete: { + parameters: { + query?: never; + header?: never; + path: { + server_id: string; + }; + cookie?: never; + }; + requestBody?: never; + responses: { + /** @description Successful Response */ + 200: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["MCPUserCredentialResponse"]; + }; + }; + /** @description Validation Error */ + 422: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["HTTPValidationError"]; + }; + }; + }; + }; + get_mcp_tools_v1_mcp_tools_get: { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + requestBody?: never; + responses: { + /** @description Successful Response */ + 200: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": unknown; + }; + }; + }; + }; + fetch_mcp_toolsets_v1_mcp_toolset_get: { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + requestBody?: never; + responses: { + /** @description Successful Response */ + 200: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": unknown; + }; + }; + }; + }; + edit_mcp_toolset_v1_mcp_toolset_put: { + parameters: { + query?: never; + header?: { + "litellm-changed-by"?: string | null; + }; + path?: never; + cookie?: never; + }; + requestBody: { + content: { + "application/json": components["schemas"]["UpdateMCPToolsetRequest"]; + }; + }; + responses: { + /** @description Successful Response */ + 200: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": unknown; + }; + }; + /** @description Validation Error */ + 422: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["HTTPValidationError"]; + }; + }; + }; + }; + add_mcp_toolset_v1_mcp_toolset_post: { + parameters: { + query?: never; + header?: { + "litellm-changed-by"?: string | null; + }; + path?: never; + cookie?: never; + }; + requestBody: { + content: { + "application/json": components["schemas"]["NewMCPToolsetRequest"]; + }; + }; + responses: { + /** @description Successful Response */ + 201: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": unknown; + }; + }; + /** @description Validation Error */ + 422: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["HTTPValidationError"]; + }; + }; + }; + }; + fetch_mcp_toolset_v1_mcp_toolset__toolset_id__get: { + parameters: { + query?: never; + header?: never; + path: { + toolset_id: string; + }; + cookie?: never; + }; + requestBody?: never; + responses: { + /** @description Successful Response */ + 200: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": unknown; + }; + }; + /** @description Validation Error */ + 422: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["HTTPValidationError"]; + }; + }; + }; + }; + remove_mcp_toolset_v1_mcp_toolset__toolset_id__delete: { + parameters: { + query?: never; + header?: { + "litellm-changed-by"?: string | null; + }; + path: { + toolset_id: string; + }; + cookie?: never; + }; + requestBody?: never; + responses: { + /** @description Successful Response */ + 202: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": unknown; + }; + }; + /** @description Validation Error */ + 422: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["HTTPValidationError"]; + }; + }; + }; + }; + list_mcp_user_credentials_v1_mcp_user_credentials_get: { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + requestBody?: never; + responses: { + /** @description Successful Response */ + 200: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["MCPUserCredentialListItem"][]; + }; + }; + }; + }; + list_memory_v1_memory_get: { + parameters: { + query?: { + /** @description Filter by exact key match. */ + key?: string | null; + /** @description Filter by key prefix (Redis-style namespace scan). Mutually exclusive with `key`; if both are provided, `key_prefix` wins. */ + key_prefix?: string | null; + page?: number; + page_size?: number; + }; + header?: never; + path?: never; + cookie?: never; + }; + requestBody?: never; + responses: { + /** @description Successful Response */ + 200: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["MemoryListResponse"]; + }; + }; + /** @description Validation Error */ + 422: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["HTTPValidationError"]; + }; + }; + }; + }; + create_memory_v1_memory_post: { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + requestBody: { + content: { + "application/json": components["schemas"]["MemoryCreateRequest"]; + }; + }; + responses: { + /** @description Successful Response */ + 200: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["LiteLLM_MemoryRow"]; + }; + }; + /** @description Validation Error */ + 422: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["HTTPValidationError"]; + }; + }; + }; + }; + get_memory_v1_memory__key__get: { + parameters: { + query?: never; + header?: never; + path: { + key: string; + }; + cookie?: never; + }; + requestBody?: never; + responses: { + /** @description Successful Response */ + 200: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["LiteLLM_MemoryRow"]; + }; + }; + /** @description Validation Error */ + 422: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["HTTPValidationError"]; + }; + }; + }; + }; + upsert_memory_v1_memory__key__put: { + parameters: { + query?: never; + header?: never; + path: { + key: string; + }; + cookie?: never; + }; + requestBody: { + content: { + "application/json": components["schemas"]["MemoryUpdateRequest"]; + }; + }; + responses: { + /** @description Successful Response */ + 200: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["LiteLLM_MemoryRow"]; + }; + }; + /** @description Validation Error */ + 422: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["HTTPValidationError"]; + }; + }; + }; + }; + delete_memory_v1_memory__key__delete: { + parameters: { + query?: never; + header?: never; + path: { + key: string; + }; + cookie?: never; + }; + requestBody?: never; + responses: { + /** @description Successful Response */ + 200: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["MemoryDeleteResponse"]; + }; + }; + /** @description Validation Error */ + 422: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["HTTPValidationError"]; + }; + }; + }; + }; + anthropic_response_v1_messages_post: { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + requestBody?: never; + responses: { + /** @description Successful Response */ + 200: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": unknown; + }; + }; + }; + }; + count_tokens_v1_messages_count_tokens_post: { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + requestBody?: never; + responses: { + /** @description Successful Response */ + 200: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": unknown; + }; + }; + }; + }; + model_info_v1_v1_model_info_get: { + parameters: { + query?: { + litellm_model_id?: string | null; + }; + header?: never; + path?: never; + cookie?: never; + }; + requestBody?: never; + responses: { + /** @description Successful Response */ + 200: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": unknown; + }; + }; + /** @description Validation Error */ + 422: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["HTTPValidationError"]; + }; + }; + }; + }; + model_list_v1_models_get: { + parameters: { + query?: { + return_wildcard_routes?: boolean | null; + team_id?: string | null; + include_model_access_groups?: boolean | null; + only_model_access_groups?: boolean | null; + include_metadata?: boolean | null; + fallback_type?: string | null; + scope?: string | null; + }; + header?: never; + path?: never; + cookie?: never; + }; + requestBody?: never; + responses: { + /** @description Successful Response */ + 200: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": unknown; + }; + }; + /** @description Validation Error */ + 422: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["HTTPValidationError"]; + }; + }; + }; + }; + model_info_v1_models__model_id__get: { + parameters: { + query?: never; + header?: never; + path: { + model_id: string; + }; + cookie?: never; + }; + requestBody?: never; + responses: { + /** @description Successful Response */ + 200: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": unknown; + }; + }; + /** @description Validation Error */ + 422: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["HTTPValidationError"]; + }; + }; + }; + }; + moderations_v1_moderations_post: { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + requestBody?: never; + responses: { + /** @description Successful Response */ + 200: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": unknown; + }; + }; + }; + }; + ocr_v1_ocr_post: { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + requestBody?: never; + responses: { + /** @description Successful Response */ + 200: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": unknown; + }; + }; + }; + }; + rag_ingest_v1_rag_ingest_post: { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + requestBody?: never; + responses: { + /** @description Successful Response */ + 200: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": unknown; + }; + }; + }; + }; + rag_query_v1_rag_query_post: { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + requestBody?: never; + responses: { + /** @description Successful Response */ + 200: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": unknown; + }; + }; + }; + }; + websocket_realtime_websocket_endpoint_get_2: { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + requestBody?: never; + responses: { + /** @description WebSocket Protocol Switched */ + 101: { + headers: { + [name: string]: unknown; + }; + content?: never; + }; + }; + }; + proxy_realtime_calls_v1_realtime_calls_post: { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + requestBody?: never; + responses: { + /** @description Successful Response */ + 200: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": unknown; + }; + }; + }; + }; + create_realtime_client_secret_v1_realtime_client_secrets_post: { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + requestBody?: never; + responses: { + /** @description Successful Response */ + 200: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["RealtimeClientSecretResponse"]; + }; + }; + }; + }; + rerank_v1_rerank_post: { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + requestBody?: never; + responses: { + /** @description Successful Response */ + 200: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": unknown; + }; + }; + }; + }; + websocket_responses_websocket_endpoint_get_2: { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + requestBody?: never; + responses: { + /** @description WebSocket Protocol Switched */ + 101: { + headers: { + [name: string]: unknown; + }; + content?: never; + }; + }; + }; + responses_api_v1_responses_post: { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + requestBody?: never; + responses: { + /** @description Successful Response */ + 200: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": unknown; + }; + }; + }; + }; + compact_response_v1_responses_compact_post: { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + requestBody?: never; + responses: { + /** @description Successful Response */ + 200: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": unknown; + }; + }; + }; + }; + get_response_v1_responses__response_id__get: { + parameters: { + query?: never; + header?: never; + path: { + response_id: string; + }; + cookie?: never; + }; + requestBody?: never; + responses: { + /** @description Successful Response */ + 200: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": unknown; + }; + }; + /** @description Validation Error */ + 422: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["HTTPValidationError"]; + }; + }; + }; + }; + delete_response_v1_responses__response_id__delete: { + parameters: { + query?: never; + header?: never; + path: { + response_id: string; + }; + cookie?: never; + }; + requestBody?: never; + responses: { + /** @description Successful Response */ + 200: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": unknown; + }; + }; + /** @description Validation Error */ + 422: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["HTTPValidationError"]; + }; + }; + }; + }; + cancel_response_v1_responses__response_id__cancel_post: { + parameters: { + query?: never; + header?: never; + path: { + response_id: string; + }; + cookie?: never; + }; + requestBody?: never; + responses: { + /** @description Successful Response */ + 200: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": unknown; + }; + }; + /** @description Validation Error */ + 422: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["HTTPValidationError"]; + }; + }; + }; + }; + get_response_input_items_v1_responses__response_id__input_items_get: { + parameters: { + query?: never; + header?: never; + path: { + response_id: string; + }; + cookie?: never; + }; + requestBody?: never; + responses: { + /** @description Successful Response */ + 200: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": unknown; + }; + }; + /** @description Validation Error */ + 422: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["HTTPValidationError"]; + }; + }; + }; + }; + search_v1_search_post: { + parameters: { + query?: { + search_tool_name?: string | null; + }; + header?: never; + path?: never; + cookie?: never; + }; + requestBody?: never; + responses: { + /** @description Successful Response */ + 200: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": unknown; + }; + }; + /** @description Validation Error */ + 422: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["HTTPValidationError"]; + }; + }; + }; + }; + list_search_tools_v1_search_tools_get: { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + requestBody?: never; + responses: { + /** @description Successful Response */ + 200: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": unknown; + }; + }; + }; + }; + search_v1_search__search_tool_name__post: { + parameters: { + query?: never; + header?: never; + path: { + search_tool_name: string | null; + }; + cookie?: never; + }; + requestBody?: never; + responses: { + /** @description Successful Response */ + 200: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": unknown; + }; + }; + /** @description Validation Error */ + 422: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["HTTPValidationError"]; + }; + }; + }; + }; + list_skills_v1_skills_get: { + parameters: { + query?: { + limit?: number | null; + after_id?: string | null; + before_id?: string | null; + custom_llm_provider?: string | null; + }; + header?: never; + path?: never; + cookie?: never; + }; + requestBody?: never; + responses: { + /** @description Successful Response */ + 200: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["ListSkillsResponse"]; + }; + }; + /** @description Validation Error */ + 422: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["HTTPValidationError"]; + }; + }; + }; + }; + create_skill_v1_skills_post: { + parameters: { + query?: { + custom_llm_provider?: string | null; + }; + header?: never; + path?: never; + cookie?: never; + }; + requestBody?: never; + responses: { + /** @description Successful Response */ + 200: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["Skill"]; + }; + }; + /** @description Validation Error */ + 422: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["HTTPValidationError"]; + }; + }; + }; + }; + get_skill_v1_skills__skill_id__get: { + parameters: { + query?: { + custom_llm_provider?: string | null; + }; + header?: never; + path: { + skill_id: string; + }; + cookie?: never; + }; + requestBody?: never; + responses: { + /** @description Successful Response */ + 200: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["Skill"]; + }; + }; + /** @description Validation Error */ + 422: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["HTTPValidationError"]; + }; + }; + }; + }; + delete_skill_v1_skills__skill_id__delete: { + parameters: { + query?: { + custom_llm_provider?: string | null; + }; + header?: never; + path: { + skill_id: string; + }; + cookie?: never; + }; + requestBody?: never; + responses: { + /** @description Successful Response */ + 200: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["DeleteSkillResponse"]; + }; + }; + /** @description Validation Error */ + 422: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["HTTPValidationError"]; + }; + }; + }; + }; + create_threads_v1_threads_post: { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + requestBody?: never; + responses: { + /** @description Successful Response */ + 200: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": unknown; + }; + }; + }; + }; + get_thread_v1_threads__thread_id__get: { + parameters: { + query?: never; + header?: never; + path: { + thread_id: string; + }; + cookie?: never; + }; + requestBody?: never; + responses: { + /** @description Successful Response */ + 200: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": unknown; + }; + }; + /** @description Validation Error */ + 422: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["HTTPValidationError"]; + }; + }; + }; + }; + get_messages_v1_threads__thread_id__messages_get: { + parameters: { + query?: never; + header?: never; + path: { + thread_id: string; + }; + cookie?: never; + }; + requestBody?: never; + responses: { + /** @description Successful Response */ + 200: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": unknown; + }; + }; + /** @description Validation Error */ + 422: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["HTTPValidationError"]; + }; + }; + }; + }; + add_messages_v1_threads__thread_id__messages_post: { + parameters: { + query?: never; + header?: never; + path: { + thread_id: string; + }; + cookie?: never; + }; + requestBody?: never; + responses: { + /** @description Successful Response */ + 200: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": unknown; + }; + }; + /** @description Validation Error */ + 422: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["HTTPValidationError"]; + }; + }; + }; + }; + run_thread_v1_threads__thread_id__runs_post: { + parameters: { + query?: never; + header?: never; + path: { + thread_id: string; + }; + cookie?: never; + }; + requestBody?: never; + responses: { + /** @description Successful Response */ + 200: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": unknown; + }; + }; + /** @description Validation Error */ + 422: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["HTTPValidationError"]; + }; + }; + }; + }; + list_tools_v1_tool_list_get: { + parameters: { + query?: { + input_policy?: ("trusted" | "untrusted" | "blocked") | null; + }; + header?: never; + path?: never; + cookie?: never; + }; + requestBody?: never; + responses: { + /** @description Successful Response */ + 200: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["ToolListResponse"]; + }; + }; + /** @description Validation Error */ + 422: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["HTTPValidationError"]; + }; + }; + }; + }; + update_tool_policy_v1_tool_policy_post: { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + requestBody: { + content: { + "application/json": components["schemas"]["ToolPolicyUpdateRequest"]; + }; + }; + responses: { + /** @description Successful Response */ + 200: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["ToolPolicyUpdateResponse"]; + }; + }; + /** @description Validation Error */ + 422: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["HTTPValidationError"]; + }; + }; + }; + }; + get_tool_policy_options_v1_tool_policy_options_get: { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + requestBody?: never; + responses: { + /** @description Successful Response */ + 200: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["ToolPolicyOptionsResponse"]; + }; + }; + }; + }; + get_tool_v1_tool__tool_name__get: { + parameters: { + query?: never; + header?: never; + path: { + tool_name: string; + }; + cookie?: never; + }; + requestBody?: never; + responses: { + /** @description Successful Response */ + 200: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["LiteLLM_ToolTableRow"]; + }; + }; + /** @description Validation Error */ + 422: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["HTTPValidationError"]; + }; + }; + }; + }; + get_tool_detail_v1_tool__tool_name__detail_get: { + parameters: { + query?: never; + header?: never; + path: { + tool_name: string; + }; + cookie?: never; + }; + requestBody?: never; + responses: { + /** @description Successful Response */ + 200: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["ToolDetailResponse"]; + }; + }; + /** @description Validation Error */ + 422: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["HTTPValidationError"]; + }; + }; + }; + }; + get_tool_usage_logs_v1_tool__tool_name__logs_get: { + parameters: { + query?: { + page?: number; + page_size?: number; + /** @description YYYY-MM-DD */ + start_date?: string | null; + /** @description YYYY-MM-DD */ + end_date?: string | null; + }; + header?: never; + path: { + tool_name: string; + }; + cookie?: never; + }; + requestBody?: never; + responses: { + /** @description Successful Response */ + 200: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["ToolUsageLogsResponse"]; + }; + }; + /** @description Validation Error */ + 422: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["HTTPValidationError"]; + }; + }; + }; + }; + delete_tool_policy_override_v1_tool__tool_name__overrides_delete: { + parameters: { + query?: { + /** @description Team ID of the override to remove */ + team_id?: string | null; + /** @description Key hash of the override to remove */ + key_hash?: string | null; + }; + header?: never; + path: { + tool_name: string; + }; + cookie?: never; + }; + requestBody?: never; + responses: { + /** @description Successful Response */ + 200: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": unknown; + }; + }; + /** @description Validation Error */ + 422: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["HTTPValidationError"]; + }; + }; + }; + }; + list_access_groups_v1_unified_access_group_get: { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + requestBody?: never; + responses: { + /** @description Successful Response */ + 200: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["AccessGroupResponse"][]; + }; + }; + }; + }; + create_access_group_v1_unified_access_group_post: { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + requestBody: { + content: { + "application/json": components["schemas"]["AccessGroupCreateRequest"]; + }; + }; + responses: { + /** @description Successful Response */ + 201: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["AccessGroupResponse"]; + }; + }; + /** @description Validation Error */ + 422: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["HTTPValidationError"]; + }; + }; + }; + }; + get_access_group_v1_unified_access_group__access_group_id__get: { + parameters: { + query?: never; + header?: never; + path: { + access_group_id: string; + }; + cookie?: never; + }; + requestBody?: never; + responses: { + /** @description Successful Response */ + 200: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["AccessGroupResponse"]; + }; + }; + /** @description Validation Error */ + 422: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["HTTPValidationError"]; + }; + }; + }; + }; + update_access_group_v1_unified_access_group__access_group_id__put: { + parameters: { + query?: never; + header?: never; + path: { + access_group_id: string; + }; + cookie?: never; + }; + requestBody: { + content: { + "application/json": components["schemas"]["AccessGroupUpdateRequest"]; + }; + }; + responses: { + /** @description Successful Response */ + 200: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["AccessGroupResponse"]; + }; + }; + /** @description Validation Error */ + 422: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["HTTPValidationError"]; + }; + }; + }; + }; + delete_access_group_v1_unified_access_group__access_group_id__delete: { + parameters: { + query?: never; + header?: never; + path: { + access_group_id: string; + }; + cookie?: never; + }; + requestBody?: never; + responses: { + /** @description Successful Response */ + 204: { + headers: { + [name: string]: unknown; + }; + content?: never; + }; + /** @description Validation Error */ + 422: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["HTTPValidationError"]; + }; + }; + }; + }; + list_vector_stores_v1_vector_store_list_get: { + parameters: { + query?: { + page?: number; + page_size?: number; + }; + header?: never; + path?: never; + cookie?: never; + }; + requestBody?: never; + responses: { + /** @description Successful Response */ + 200: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["LiteLLM_ManagedVectorStoreListResponse"]; + }; + }; + /** @description Validation Error */ + 422: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["HTTPValidationError"]; + }; + }; + }; + }; + vector_store_list_v1_vector_stores_get: { + parameters: { + query?: { + after?: string | null; + before?: string | null; + limit?: number | null; + order?: string | null; + }; + header?: never; + path?: never; + cookie?: never; + }; + requestBody?: never; + responses: { + /** @description Successful Response */ + 200: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": unknown; + }; + }; + /** @description Validation Error */ + 422: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["HTTPValidationError"]; + }; + }; + }; + }; + vector_store_create_v1_vector_stores_post: { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + requestBody?: never; + responses: { + /** @description Successful Response */ + 200: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": unknown; + }; + }; + }; + }; + vector_store_retrieve_v1_vector_stores__vector_store_id__get: { + parameters: { + query?: never; + header?: never; + path: { + vector_store_id: string; + }; + cookie?: never; + }; + requestBody?: never; + responses: { + /** @description Successful Response */ + 200: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": unknown; + }; + }; + /** @description Validation Error */ + 422: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["HTTPValidationError"]; + }; + }; + }; + }; + vector_store_update_v1_vector_stores__vector_store_id__post: { + parameters: { + query?: never; + header?: never; + path: { + vector_store_id: string; + }; + cookie?: never; + }; + requestBody?: never; + responses: { + /** @description Successful Response */ + 200: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": unknown; + }; + }; + /** @description Validation Error */ + 422: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["HTTPValidationError"]; + }; + }; + }; + }; + vector_store_delete_v1_vector_stores__vector_store_id__delete: { + parameters: { + query?: never; + header?: never; + path: { + vector_store_id: string; + }; + cookie?: never; + }; + requestBody?: never; + responses: { + /** @description Successful Response */ + 200: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": unknown; + }; + }; + /** @description Validation Error */ + 422: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["HTTPValidationError"]; + }; + }; + }; + }; + vector_store_file_list_v1_vector_stores__vector_store_id__files_get: { + parameters: { + query?: never; + header?: never; + path: { + vector_store_id: string; + }; + cookie?: never; + }; + requestBody?: never; + responses: { + /** @description Successful Response */ + 200: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": unknown; + }; + }; + /** @description Validation Error */ + 422: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["HTTPValidationError"]; + }; + }; + }; + }; + vector_store_file_create_v1_vector_stores__vector_store_id__files_post: { + parameters: { + query?: never; + header?: never; + path: { + vector_store_id: string; + }; + cookie?: never; + }; + requestBody?: never; + responses: { + /** @description Successful Response */ + 200: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": unknown; + }; + }; + /** @description Validation Error */ + 422: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["HTTPValidationError"]; + }; + }; + }; + }; + vector_store_file_retrieve_v1_vector_stores__vector_store_id__files__file_id__get: { + parameters: { + query?: never; + header?: never; + path: { + vector_store_id: string; + file_id: string; + }; + cookie?: never; + }; + requestBody?: never; + responses: { + /** @description Successful Response */ + 200: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": unknown; + }; + }; + /** @description Validation Error */ + 422: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["HTTPValidationError"]; + }; + }; + }; + }; + vector_store_file_update_v1_vector_stores__vector_store_id__files__file_id__post: { + parameters: { + query?: never; + header?: never; + path: { + vector_store_id: string; + file_id: string; + }; + cookie?: never; + }; + requestBody?: never; + responses: { + /** @description Successful Response */ + 200: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": unknown; + }; + }; + /** @description Validation Error */ + 422: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["HTTPValidationError"]; + }; + }; + }; + }; + vector_store_file_delete_v1_vector_stores__vector_store_id__files__file_id__delete: { + parameters: { + query?: never; + header?: never; + path: { + vector_store_id: string; + file_id: string; + }; + cookie?: never; + }; + requestBody?: never; + responses: { + /** @description Successful Response */ + 200: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": unknown; + }; + }; + /** @description Validation Error */ + 422: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["HTTPValidationError"]; + }; + }; + }; + }; + vector_store_file_content_v1_vector_stores__vector_store_id__files__file_id__content_get: { + parameters: { + query?: never; + header?: never; + path: { + vector_store_id: string; + file_id: string; + }; + cookie?: never; + }; + requestBody?: never; + responses: { + /** @description Successful Response */ + 200: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": unknown; + }; + }; + /** @description Validation Error */ + 422: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["HTTPValidationError"]; + }; + }; + }; + }; + vector_store_search_v1_vector_stores__vector_store_id__search_post: { + parameters: { + query?: never; + header?: never; + path: { + vector_store_id: string; + }; + cookie?: never; + }; + requestBody?: never; + responses: { + /** @description Successful Response */ + 200: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": unknown; + }; + }; + /** @description Validation Error */ + 422: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["HTTPValidationError"]; + }; + }; + }; + }; + video_list_v1_videos_get: { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + requestBody?: never; + responses: { + /** @description Successful Response */ + 200: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": unknown; + }; + }; + }; + }; + video_generation_v1_videos_post: { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + requestBody?: { + content: { + "multipart/form-data": components["schemas"]["Body_video_generation_v1_videos_post"]; + }; + }; + responses: { + /** @description Successful Response */ + 200: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": unknown; + }; + }; + /** @description Validation Error */ + 422: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["HTTPValidationError"]; + }; + }; + }; + }; + video_create_character_v1_videos_characters_post: { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + requestBody: { + content: { + "multipart/form-data": components["schemas"]["Body_video_create_character_v1_videos_characters_post"]; + }; + }; + responses: { + /** @description Successful Response */ + 200: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": unknown; + }; + }; + /** @description Validation Error */ + 422: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["HTTPValidationError"]; + }; + }; + }; + }; + video_get_character_v1_videos_characters__character_id__get: { + parameters: { + query?: never; + header?: never; + path: { + character_id: string; + }; + cookie?: never; + }; + requestBody?: never; + responses: { + /** @description Successful Response */ + 200: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": unknown; + }; + }; + /** @description Validation Error */ + 422: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["HTTPValidationError"]; + }; + }; + }; + }; + video_edit_v1_videos_edits_post: { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + requestBody?: never; + responses: { + /** @description Successful Response */ + 200: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": unknown; + }; + }; + }; + }; + video_extension_v1_videos_extensions_post: { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + requestBody?: never; + responses: { + /** @description Successful Response */ + 200: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": unknown; + }; + }; + }; + }; + video_status_v1_videos__video_id__get: { + parameters: { + query?: never; + header?: never; + path: { + video_id: string; + }; + cookie?: never; + }; + requestBody?: never; + responses: { + /** @description Successful Response */ + 200: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": unknown; + }; + }; + /** @description Validation Error */ + 422: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["HTTPValidationError"]; + }; + }; + }; + }; + video_content_v1_videos__video_id__content_get: { + parameters: { + query?: never; + header?: never; + path: { + video_id: string; + }; + cookie?: never; + }; + requestBody?: never; + responses: { + /** @description Successful Response */ + 200: { + headers: { + [name: string]: unknown; + }; + content?: never; + }; + /** @description Validation Error */ + 422: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["HTTPValidationError"]; + }; + }; + }; + }; + video_remix_v1_videos__video_id__remix_post: { + parameters: { + query?: never; + header?: never; + path: { + video_id: string; + }; + cookie?: never; + }; + requestBody?: never; + responses: { + /** @description Successful Response */ + 200: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": unknown; + }; + }; + /** @description Validation Error */ + 422: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["HTTPValidationError"]; + }; + }; + }; + }; + list_workflow_runs_v1_workflows_runs_get: { + parameters: { + query?: { + workflow_type?: string | null; + status?: string | null; + limit?: number; + }; + header?: never; + path?: never; + cookie?: never; + }; + requestBody?: never; + responses: { + /** @description Successful Response */ + 200: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": unknown; + }; + }; + /** @description Validation Error */ + 422: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["HTTPValidationError"]; + }; + }; + }; + }; + create_workflow_run_v1_workflows_runs_post: { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + requestBody: { + content: { + "application/json": components["schemas"]["WorkflowRunCreateRequest"]; + }; + }; + responses: { + /** @description Successful Response */ + 200: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": unknown; + }; + }; + /** @description Validation Error */ + 422: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["HTTPValidationError"]; + }; + }; + }; + }; + get_workflow_run_v1_workflows_runs__run_id__get: { + parameters: { + query?: never; + header?: never; + path: { + run_id: string; + }; + cookie?: never; + }; + requestBody?: never; + responses: { + /** @description Successful Response */ + 200: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": unknown; + }; + }; + /** @description Validation Error */ + 422: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["HTTPValidationError"]; + }; + }; + }; + }; + update_workflow_run_v1_workflows_runs__run_id__patch: { + parameters: { + query?: never; + header?: never; + path: { + run_id: string; + }; + cookie?: never; + }; + requestBody: { + content: { + "application/json": components["schemas"]["WorkflowRunUpdateRequest"]; + }; + }; + responses: { + /** @description Successful Response */ + 200: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": unknown; + }; + }; + /** @description Validation Error */ + 422: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["HTTPValidationError"]; + }; + }; + }; + }; + list_workflow_events_v1_workflows_runs__run_id__events_get: { + parameters: { + query?: { + limit?: number; + }; + header?: never; + path: { + run_id: string; + }; + cookie?: never; + }; + requestBody?: never; + responses: { + /** @description Successful Response */ + 200: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": unknown; + }; + }; + /** @description Validation Error */ + 422: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["HTTPValidationError"]; + }; + }; + }; + }; + append_workflow_event_v1_workflows_runs__run_id__events_post: { + parameters: { + query?: never; + header?: never; + path: { + run_id: string; + }; + cookie?: never; + }; + requestBody: { + content: { + "application/json": components["schemas"]["WorkflowEventCreateRequest"]; + }; + }; + responses: { + /** @description Successful Response */ + 200: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": unknown; + }; + }; + /** @description Validation Error */ + 422: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["HTTPValidationError"]; + }; + }; + }; + }; + list_workflow_messages_v1_workflows_runs__run_id__messages_get: { + parameters: { + query?: { + limit?: number; + }; + header?: never; + path: { + run_id: string; + }; + cookie?: never; + }; + requestBody?: never; + responses: { + /** @description Successful Response */ + 200: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": unknown; + }; + }; + /** @description Validation Error */ + 422: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["HTTPValidationError"]; + }; + }; + }; + }; + append_workflow_message_v1_workflows_runs__run_id__messages_post: { + parameters: { + query?: never; + header?: never; + path: { + run_id: string; + }; + cookie?: never; + }; + requestBody: { + content: { + "application/json": components["schemas"]["WorkflowMessageCreateRequest"]; + }; + }; + responses: { + /** @description Successful Response */ + 200: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": unknown; + }; + }; + /** @description Validation Error */ + 422: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["HTTPValidationError"]; + }; + }; + }; + }; + create_interaction_v1beta_interactions_post: { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + requestBody?: never; + responses: { + /** @description Successful Response */ + 200: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": unknown; + }; + }; + }; + }; + get_interaction_v1beta_interactions__interaction_id__get: { + parameters: { + query?: never; + header?: never; + path: { + interaction_id: string; + }; + cookie?: never; + }; + requestBody?: never; + responses: { + /** @description Successful Response */ + 200: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": unknown; + }; + }; + /** @description Validation Error */ + 422: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["HTTPValidationError"]; + }; + }; + }; + }; + delete_interaction_v1beta_interactions__interaction_id__delete: { + parameters: { + query?: never; + header?: never; + path: { + interaction_id: string; + }; + cookie?: never; + }; + requestBody?: never; + responses: { + /** @description Successful Response */ + 200: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": unknown; + }; + }; + /** @description Validation Error */ + 422: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["HTTPValidationError"]; + }; + }; + }; + }; + cancel_interaction_v1beta_interactions__interaction_id__cancel_post: { + parameters: { + query?: never; + header?: never; + path: { + interaction_id: string; + }; + cookie?: never; + }; + requestBody?: never; + responses: { + /** @description Successful Response */ + 200: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": unknown; + }; + }; + /** @description Validation Error */ + 422: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["HTTPValidationError"]; + }; + }; + }; + }; + google_count_tokens_v1beta_models__model_name__countTokens_post: { + parameters: { + query?: never; + header?: never; + path: { + model_name: string; + }; + cookie?: never; + }; + requestBody?: never; + responses: { + /** @description Successful Response */ + 200: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["TokenCountDetailsResponse"]; + }; + }; + /** @description Validation Error */ + 422: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["HTTPValidationError"]; + }; + }; + }; + }; + google_generate_content_v1beta_models__model_name__generateContent_post: { + parameters: { + query?: never; + header?: never; + path: { + model_name: string; + }; + cookie?: never; + }; + requestBody?: never; + responses: { + /** @description Successful Response */ + 200: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": unknown; + }; + }; + /** @description Validation Error */ + 422: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["HTTPValidationError"]; + }; + }; + }; + }; + google_stream_generate_content_v1beta_models__model_name__streamGenerateContent_post: { + parameters: { + query?: never; + header?: never; + path: { + model_name: string; + }; + cookie?: never; + }; + requestBody?: never; + responses: { + /** @description Successful Response */ + 200: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": unknown; + }; + }; + /** @description Validation Error */ + 422: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["HTTPValidationError"]; + }; + }; + }; + }; + list_guardrails_v2_v2_guardrails_list_get: { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + requestBody?: never; + responses: { + /** @description Successful Response */ + 200: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["ListGuardrailsResponse"]; + }; + }; + }; + }; + rerank_v2_rerank_post: { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + requestBody?: never; + responses: { + /** @description Successful Response */ + 200: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": unknown; + }; + }; + }; + }; + list_team_v2_v2_team_list_get: { + parameters: { + query?: { + /** @description Only return teams which this 'user_id' belongs to */ + user_id?: string | null; + /** @description Only return teams which this 'organization_id' belongs to */ + organization_id?: string | null; + /** @description Only return teams which this 'team_id' belongs to */ + team_id?: string | null; + /** @description Only return teams which this 'team_alias' belongs to. Supports partial matching. */ + team_alias?: string | null; + /** @description Combined search: matches teams whose 'team_id' equals the value OR whose 'team_alias' contains it (case-insensitive). */ + search?: string | null; + /** @description Page number for pagination */ + page?: number; + /** @description Number of teams per page */ + page_size?: number; + /** @description Column to sort by (e.g. 'team_id', 'team_alias', 'created_at') */ + sort_by?: string | null; + /** @description Sort order ('asc' or 'desc') */ + sort_order?: string; + /** @description Filter by status (e.g. 'deleted') */ + status?: string | null; + }; + header?: never; + path?: never; + cookie?: never; + }; + requestBody?: never; + responses: { + /** @description Successful Response */ + 200: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["TeamListResponse"]; + }; + }; + /** @description Validation Error */ + 422: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["HTTPValidationError"]; + }; + }; + }; + }; + user_info_v2_v2_user_info_get: { + parameters: { + query?: { + /** @description User ID in the request parameters */ + user_id?: string | null; + }; + header?: never; + path?: never; + cookie?: never; + }; + requestBody?: never; + responses: { + /** @description Successful Response */ + 200: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["UserInfoV2Response"]; + }; + }; + /** @description Validation Error */ + 422: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["HTTPValidationError"]; + }; + }; + }; + }; + delete_vantage_settings_vantage_delete_delete: { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + requestBody?: never; + responses: { + /** @description Successful Response */ + 200: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["VantageInitResponse"]; + }; + }; + }; + }; + vantage_dry_run_export_vantage_dry_run_post: { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + requestBody: { + content: { + "application/json": components["schemas"]["VantageDryRunRequest"]; + }; + }; + responses: { + /** @description Successful Response */ + 200: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["VantageExportResponse"]; + }; + }; + /** @description Validation Error */ + 422: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["HTTPValidationError"]; + }; + }; + }; + }; + vantage_export_vantage_export_post: { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + requestBody: { + content: { + "application/json": components["schemas"]["VantageExportRequest"]; + }; + }; + responses: { + /** @description Successful Response */ + 200: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["VantageExportResponse"]; + }; + }; + /** @description Validation Error */ + 422: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["HTTPValidationError"]; + }; + }; + }; + }; + init_vantage_settings_vantage_init_post: { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + requestBody: { + content: { + "application/json": components["schemas"]["VantageInitRequest"]; + }; + }; + responses: { + /** @description Successful Response */ + 200: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["VantageInitResponse"]; + }; + }; + /** @description Validation Error */ + 422: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["HTTPValidationError"]; + }; + }; + }; + }; + get_vantage_settings_vantage_settings_get: { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + requestBody?: never; + responses: { + /** @description Successful Response */ + 200: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["VantageSettingsView"]; + }; + }; + }; + }; + update_vantage_settings_vantage_settings_put: { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + requestBody: { + content: { + "application/json": components["schemas"]["VantageSettingsUpdate"]; + }; + }; + responses: { + /** @description Successful Response */ + 200: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["VantageInitResponse"]; + }; + }; + /** @description Validation Error */ + 422: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["HTTPValidationError"]; + }; + }; + }; + }; + delete_vector_store_vector_store_delete_post: { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + requestBody: { + content: { + "application/json": components["schemas"]["VectorStoreDeleteRequest"]; + }; + }; + responses: { + /** @description Successful Response */ + 200: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": unknown; + }; + }; + /** @description Validation Error */ + 422: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["HTTPValidationError"]; + }; + }; + }; + }; + get_vector_store_info_vector_store_info_post: { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + requestBody: { + content: { + "application/json": components["schemas"]["VectorStoreInfoRequest"]; + }; + }; + responses: { + /** @description Successful Response */ + 200: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["ResponseLiteLLM_ManagedVectorStore"]; + }; + }; + /** @description Validation Error */ + 422: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["HTTPValidationError"]; + }; + }; + }; + }; + list_vector_stores_vector_store_list_get: { + parameters: { + query?: { + page?: number; + page_size?: number; + }; + header?: never; + path?: never; + cookie?: never; + }; + requestBody?: never; + responses: { + /** @description Successful Response */ + 200: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["LiteLLM_ManagedVectorStoreListResponse"]; + }; + }; + /** @description Validation Error */ + 422: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["HTTPValidationError"]; + }; + }; + }; + }; + new_vector_store_vector_store_new_post: { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + requestBody: { + content: { + "application/json": components["schemas"]["LiteLLM_ManagedVectorStore"]; + }; + }; + responses: { + /** @description Successful Response */ + 200: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": unknown; + }; + }; + /** @description Validation Error */ + 422: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["HTTPValidationError"]; + }; + }; + }; + }; + update_vector_store_vector_store_update_post: { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + requestBody: { + content: { + "application/json": components["schemas"]["VectorStoreUpdateRequest"]; + }; + }; + responses: { + /** @description Successful Response */ + 200: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": unknown; + }; + }; + /** @description Validation Error */ + 422: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["HTTPValidationError"]; + }; + }; + }; + }; + vector_store_list_vector_stores_get: { + parameters: { + query?: { + after?: string | null; + before?: string | null; + limit?: number | null; + order?: string | null; + }; + header?: never; + path?: never; + cookie?: never; + }; + requestBody?: never; + responses: { + /** @description Successful Response */ + 200: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": unknown; + }; + }; + /** @description Validation Error */ + 422: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["HTTPValidationError"]; + }; + }; + }; + }; + vector_store_create_vector_stores_post: { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + requestBody?: never; + responses: { + /** @description Successful Response */ + 200: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": unknown; + }; + }; + }; + }; + vector_store_retrieve_vector_stores__vector_store_id__get: { + parameters: { + query?: never; + header?: never; + path: { + vector_store_id: string; + }; + cookie?: never; + }; + requestBody?: never; + responses: { + /** @description Successful Response */ + 200: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": unknown; + }; + }; + /** @description Validation Error */ + 422: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["HTTPValidationError"]; + }; + }; + }; + }; + vector_store_update_vector_stores__vector_store_id__post: { + parameters: { + query?: never; + header?: never; + path: { + vector_store_id: string; + }; + cookie?: never; + }; + requestBody?: never; + responses: { + /** @description Successful Response */ + 200: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": unknown; + }; + }; + /** @description Validation Error */ + 422: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["HTTPValidationError"]; + }; + }; + }; + }; + vector_store_delete_vector_stores__vector_store_id__delete: { + parameters: { + query?: never; + header?: never; + path: { + vector_store_id: string; + }; + cookie?: never; + }; + requestBody?: never; + responses: { + /** @description Successful Response */ + 200: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": unknown; + }; + }; + /** @description Validation Error */ + 422: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["HTTPValidationError"]; + }; + }; + }; + }; + vector_store_file_list_vector_stores__vector_store_id__files_get: { + parameters: { + query?: never; + header?: never; + path: { + vector_store_id: string; + }; + cookie?: never; + }; + requestBody?: never; + responses: { + /** @description Successful Response */ + 200: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": unknown; + }; + }; + /** @description Validation Error */ + 422: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["HTTPValidationError"]; + }; + }; + }; + }; + vector_store_file_create_vector_stores__vector_store_id__files_post: { + parameters: { + query?: never; + header?: never; + path: { + vector_store_id: string; + }; + cookie?: never; + }; + requestBody?: never; + responses: { + /** @description Successful Response */ + 200: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": unknown; + }; + }; + /** @description Validation Error */ + 422: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["HTTPValidationError"]; + }; + }; + }; + }; + vector_store_file_retrieve_vector_stores__vector_store_id__files__file_id__get: { + parameters: { + query?: never; + header?: never; + path: { + vector_store_id: string; + file_id: string; + }; + cookie?: never; + }; + requestBody?: never; + responses: { + /** @description Successful Response */ + 200: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": unknown; + }; + }; + /** @description Validation Error */ + 422: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["HTTPValidationError"]; + }; + }; + }; + }; + vector_store_file_update_vector_stores__vector_store_id__files__file_id__post: { + parameters: { + query?: never; + header?: never; + path: { + vector_store_id: string; + file_id: string; + }; + cookie?: never; + }; + requestBody?: never; + responses: { + /** @description Successful Response */ + 200: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": unknown; + }; + }; + /** @description Validation Error */ + 422: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["HTTPValidationError"]; + }; + }; + }; + }; + vector_store_file_delete_vector_stores__vector_store_id__files__file_id__delete: { + parameters: { + query?: never; + header?: never; + path: { + vector_store_id: string; + file_id: string; + }; + cookie?: never; + }; + requestBody?: never; + responses: { + /** @description Successful Response */ + 200: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": unknown; + }; + }; + /** @description Validation Error */ + 422: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["HTTPValidationError"]; + }; + }; + }; + }; + vector_store_file_content_vector_stores__vector_store_id__files__file_id__content_get: { + parameters: { + query?: never; + header?: never; + path: { + vector_store_id: string; + file_id: string; + }; + cookie?: never; + }; + requestBody?: never; + responses: { + /** @description Successful Response */ + 200: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": unknown; + }; + }; + /** @description Validation Error */ + 422: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["HTTPValidationError"]; + }; + }; + }; + }; + vector_store_search_vector_stores__vector_store_id__search_post: { + parameters: { + query?: never; + header?: never; + path: { + vector_store_id: string; + }; + cookie?: never; + }; + requestBody?: never; + responses: { + /** @description Successful Response */ + 200: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": unknown; + }; + }; + /** @description Validation Error */ + 422: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["HTTPValidationError"]; + }; + }; + }; + }; + vertex_discovery_proxy_route_vertex_ai_discovery__endpoint__get: { + parameters: { + query?: never; + header?: never; + path: { + endpoint: string; + }; + cookie?: never; + }; + requestBody?: never; + responses: { + /** @description Successful Response */ + 200: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": unknown; + }; + }; + /** @description Validation Error */ + 422: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["HTTPValidationError"]; + }; + }; + }; + }; + vertex_discovery_proxy_route_vertex_ai_discovery__endpoint__put: { + parameters: { + query?: never; + header?: never; + path: { + endpoint: string; + }; + cookie?: never; + }; + requestBody?: never; + responses: { + /** @description Successful Response */ + 200: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": unknown; + }; + }; + /** @description Validation Error */ + 422: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["HTTPValidationError"]; + }; + }; + }; + }; + vertex_discovery_proxy_route_vertex_ai_discovery__endpoint__post: { + parameters: { + query?: never; + header?: never; + path: { + endpoint: string; + }; + cookie?: never; + }; + requestBody?: never; + responses: { + /** @description Successful Response */ + 200: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": unknown; + }; + }; + /** @description Validation Error */ + 422: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["HTTPValidationError"]; + }; + }; + }; + }; + vertex_discovery_proxy_route_vertex_ai_discovery__endpoint__delete: { + parameters: { + query?: never; + header?: never; + path: { + endpoint: string; + }; + cookie?: never; + }; + requestBody?: never; + responses: { + /** @description Successful Response */ + 200: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": unknown; + }; + }; + /** @description Validation Error */ + 422: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["HTTPValidationError"]; + }; + }; + }; + }; + vertex_discovery_proxy_route_vertex_ai_discovery__endpoint__patch: { + parameters: { + query?: never; + header?: never; + path: { + endpoint: string; + }; + cookie?: never; + }; + requestBody?: never; + responses: { + /** @description Successful Response */ + 200: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": unknown; + }; + }; + /** @description Validation Error */ + 422: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["HTTPValidationError"]; + }; + }; + }; + }; + websocket_vertex_ai_live_passthrough_endpoint: { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + requestBody?: never; + responses: { + /** @description WebSocket Protocol Switched */ + 101: { + headers: { + [name: string]: unknown; + }; + content?: never; + }; + }; + }; + vertex_proxy_route_vertex_ai__endpoint__get: { + parameters: { + query?: never; + header?: never; + path: { + endpoint: string; + }; + cookie?: never; + }; + requestBody?: never; + responses: { + /** @description Successful Response */ + 200: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": unknown; + }; + }; + /** @description Validation Error */ + 422: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["HTTPValidationError"]; + }; + }; + }; + }; + vertex_proxy_route_vertex_ai__endpoint__put: { + parameters: { + query?: never; + header?: never; + path: { + endpoint: string; + }; + cookie?: never; + }; + requestBody?: never; + responses: { + /** @description Successful Response */ + 200: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": unknown; + }; + }; + /** @description Validation Error */ + 422: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["HTTPValidationError"]; + }; + }; + }; + }; + vertex_proxy_route_vertex_ai__endpoint__post: { + parameters: { + query?: never; + header?: never; + path: { + endpoint: string; + }; + cookie?: never; + }; + requestBody?: never; + responses: { + /** @description Successful Response */ + 200: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": unknown; + }; + }; + /** @description Validation Error */ + 422: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["HTTPValidationError"]; + }; + }; + }; + }; + vertex_proxy_route_vertex_ai__endpoint__delete: { + parameters: { + query?: never; + header?: never; + path: { + endpoint: string; + }; + cookie?: never; + }; + requestBody?: never; + responses: { + /** @description Successful Response */ + 200: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": unknown; + }; + }; + /** @description Validation Error */ + 422: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["HTTPValidationError"]; + }; + }; + }; + }; + vertex_proxy_route_vertex_ai__endpoint__patch: { + parameters: { + query?: never; + header?: never; + path: { + endpoint: string; + }; + cookie?: never; + }; + requestBody?: never; + responses: { + /** @description Successful Response */ + 200: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": unknown; + }; + }; + /** @description Validation Error */ + 422: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["HTTPValidationError"]; + }; + }; + }; + }; + video_list_videos_get: { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + requestBody?: never; + responses: { + /** @description Successful Response */ + 200: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": unknown; + }; + }; + }; + }; + video_generation_videos_post: { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + requestBody?: { + content: { + "multipart/form-data": components["schemas"]["Body_video_generation_videos_post"]; + }; + }; + responses: { + /** @description Successful Response */ + 200: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": unknown; + }; + }; + /** @description Validation Error */ + 422: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["HTTPValidationError"]; + }; + }; + }; + }; + video_create_character_videos_characters_post: { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + requestBody: { + content: { + "multipart/form-data": components["schemas"]["Body_video_create_character_videos_characters_post"]; + }; + }; + responses: { + /** @description Successful Response */ + 200: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": unknown; + }; + }; + /** @description Validation Error */ + 422: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["HTTPValidationError"]; + }; + }; + }; + }; + video_get_character_videos_characters__character_id__get: { + parameters: { + query?: never; + header?: never; + path: { + character_id: string; + }; + cookie?: never; + }; + requestBody?: never; + responses: { + /** @description Successful Response */ + 200: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": unknown; + }; + }; + /** @description Validation Error */ + 422: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["HTTPValidationError"]; + }; + }; + }; + }; + video_edit_videos_edits_post: { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + requestBody?: never; + responses: { + /** @description Successful Response */ + 200: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": unknown; + }; + }; + }; + }; + video_extension_videos_extensions_post: { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + requestBody?: never; + responses: { + /** @description Successful Response */ + 200: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": unknown; + }; + }; + }; + }; + video_status_videos__video_id__get: { + parameters: { + query?: never; + header?: never; + path: { + video_id: string; + }; + cookie?: never; + }; + requestBody?: never; + responses: { + /** @description Successful Response */ + 200: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": unknown; + }; + }; + /** @description Validation Error */ + 422: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["HTTPValidationError"]; + }; + }; + }; + }; + video_content_videos__video_id__content_get: { + parameters: { + query?: never; + header?: never; + path: { + video_id: string; + }; + cookie?: never; + }; + requestBody?: never; + responses: { + /** @description Successful Response */ + 200: { + headers: { + [name: string]: unknown; + }; + content?: never; + }; + /** @description Validation Error */ + 422: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["HTTPValidationError"]; + }; + }; + }; + }; + video_remix_videos__video_id__remix_post: { + parameters: { + query?: never; + header?: never; + path: { + video_id: string; + }; + cookie?: never; + }; + requestBody?: never; + responses: { + /** @description Successful Response */ + 200: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": unknown; + }; + }; + /** @description Validation Error */ + 422: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["HTTPValidationError"]; + }; + }; + }; + }; + vllm_proxy_route_vllm__endpoint__get: { + parameters: { + query?: never; + header?: never; + path: { + endpoint: string; + }; + cookie?: never; + }; + requestBody?: never; + responses: { + /** @description Successful Response */ + 200: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": unknown; + }; + }; + /** @description Validation Error */ + 422: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["HTTPValidationError"]; + }; + }; + }; + }; + vllm_proxy_route_vllm__endpoint__put: { + parameters: { + query?: never; + header?: never; + path: { + endpoint: string; + }; + cookie?: never; + }; + requestBody?: never; + responses: { + /** @description Successful Response */ + 200: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": unknown; + }; + }; + /** @description Validation Error */ + 422: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["HTTPValidationError"]; + }; + }; + }; + }; + vllm_proxy_route_vllm__endpoint__post: { + parameters: { + query?: never; + header?: never; + path: { + endpoint: string; + }; + cookie?: never; + }; + requestBody?: never; + responses: { + /** @description Successful Response */ + 200: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": unknown; + }; + }; + /** @description Validation Error */ + 422: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["HTTPValidationError"]; + }; + }; + }; + }; + vllm_proxy_route_vllm__endpoint__delete: { + parameters: { + query?: never; + header?: never; + path: { + endpoint: string; + }; + cookie?: never; + }; + requestBody?: never; + responses: { + /** @description Successful Response */ + 200: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": unknown; + }; + }; + /** @description Validation Error */ + 422: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["HTTPValidationError"]; + }; + }; + }; + }; + vllm_proxy_route_vllm__endpoint__patch: { + parameters: { + query?: never; + header?: never; + path: { + endpoint: string; + }; + cookie?: never; + }; + requestBody?: never; + responses: { + /** @description Successful Response */ + 200: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": unknown; + }; + }; + /** @description Validation Error */ + 422: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["HTTPValidationError"]; + }; + }; + }; + }; + watsonx_proxy_route_watsonx__endpoint__get: { + parameters: { + query?: never; + header?: never; + path: { + endpoint: string; + }; + cookie?: never; + }; + requestBody?: never; + responses: { + /** @description Successful Response */ + 200: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": unknown; + }; + }; + /** @description Validation Error */ + 422: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["HTTPValidationError"]; + }; + }; + }; + }; + watsonx_proxy_route_watsonx__endpoint__put: { + parameters: { + query?: never; + header?: never; + path: { + endpoint: string; + }; + cookie?: never; + }; + requestBody?: never; + responses: { + /** @description Successful Response */ + 200: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": unknown; + }; + }; + /** @description Validation Error */ + 422: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["HTTPValidationError"]; + }; + }; + }; + }; + watsonx_proxy_route_watsonx__endpoint__post: { + parameters: { + query?: never; + header?: never; + path: { + endpoint: string; + }; + cookie?: never; + }; + requestBody?: never; + responses: { + /** @description Successful Response */ + 200: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": unknown; + }; + }; + /** @description Validation Error */ + 422: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["HTTPValidationError"]; + }; + }; + }; + }; + watsonx_proxy_route_watsonx__endpoint__delete: { + parameters: { + query?: never; + header?: never; + path: { + endpoint: string; + }; + cookie?: never; + }; + requestBody?: never; + responses: { + /** @description Successful Response */ + 200: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": unknown; + }; + }; + /** @description Validation Error */ + 422: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["HTTPValidationError"]; + }; + }; + }; + }; + watsonx_proxy_route_watsonx__endpoint__patch: { + parameters: { + query?: never; + header?: never; + path: { + endpoint: string; + }; + cookie?: never; + }; + requestBody?: never; + responses: { + /** @description Successful Response */ + 200: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": unknown; + }; + }; + /** @description Validation Error */ + 422: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["HTTPValidationError"]; + }; + }; + }; + }; + dynamic_mcp_route__mcp_server_name__mcp_get: { + parameters: { + query?: never; + header?: never; + path: { + mcp_server_name: string; + }; + cookie?: never; + }; + requestBody?: never; + responses: { + /** @description Successful Response */ + 200: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": unknown; + }; + }; + /** @description Validation Error */ + 422: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["HTTPValidationError"]; + }; + }; + }; + }; + dynamic_mcp_route__mcp_server_name__mcp_put: { + parameters: { + query?: never; + header?: never; + path: { + mcp_server_name: string; + }; + cookie?: never; + }; + requestBody?: never; + responses: { + /** @description Successful Response */ + 200: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": unknown; + }; + }; + /** @description Validation Error */ + 422: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["HTTPValidationError"]; + }; + }; + }; + }; + dynamic_mcp_route__mcp_server_name__mcp_post: { + parameters: { + query?: never; + header?: never; + path: { + mcp_server_name: string; + }; + cookie?: never; + }; + requestBody?: never; + responses: { + /** @description Successful Response */ + 200: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": unknown; + }; + }; + /** @description Validation Error */ + 422: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["HTTPValidationError"]; + }; + }; + }; + }; + dynamic_mcp_route__mcp_server_name__mcp_delete: { + parameters: { + query?: never; + header?: never; + path: { + mcp_server_name: string; + }; + cookie?: never; + }; + requestBody?: never; + responses: { + /** @description Successful Response */ + 200: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": unknown; + }; + }; + /** @description Validation Error */ + 422: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["HTTPValidationError"]; + }; + }; + }; + }; + dynamic_mcp_route__mcp_server_name__mcp_options: { + parameters: { + query?: never; + header?: never; + path: { + mcp_server_name: string; + }; + cookie?: never; + }; + requestBody?: never; + responses: { + /** @description Successful Response */ + 200: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": unknown; + }; + }; + /** @description Validation Error */ + 422: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["HTTPValidationError"]; + }; + }; + }; + }; + dynamic_mcp_route__mcp_server_name__mcp_head: { + parameters: { + query?: never; + header?: never; + path: { + mcp_server_name: string; + }; + cookie?: never; + }; + requestBody?: never; + responses: { + /** @description Successful Response */ + 200: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": unknown; + }; + }; + /** @description Validation Error */ + 422: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["HTTPValidationError"]; + }; + }; + }; + }; + dynamic_mcp_route__mcp_server_name__mcp_patch: { + parameters: { + query?: never; + header?: never; + path: { + mcp_server_name: string; + }; + cookie?: never; + }; + requestBody?: never; + responses: { + /** @description Successful Response */ + 200: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": unknown; + }; + }; + /** @description Validation Error */ + 422: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["HTTPValidationError"]; + }; + }; + }; + }; + list_batches__provider__v1_batches_get: { + parameters: { + query?: { + limit?: number | null; + after?: string | null; + target_model_names?: string | null; + }; + header?: never; + path: { + provider: string | null; + }; + cookie?: never; + }; + requestBody?: never; + responses: { + /** @description Successful Response */ + 200: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": unknown; + }; + }; + /** @description Validation Error */ + 422: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["HTTPValidationError"]; + }; + }; + }; + }; + create_batch__provider__v1_batches_post: { + parameters: { + query?: never; + header?: never; + path: { + provider: string | null; + }; + cookie?: never; + }; + requestBody?: never; + responses: { + /** @description Successful Response */ + 200: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": unknown; + }; + }; + /** @description Validation Error */ + 422: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["HTTPValidationError"]; + }; + }; + }; + }; + retrieve_batch__provider__v1_batches__batch_id__get: { + parameters: { + query?: never; + header?: never; + path: { + provider: string | null; + /** @description The ID of the batch to retrieve */ + batch_id: string; + }; + cookie?: never; + }; + requestBody?: never; + responses: { + /** @description Successful Response */ + 200: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": unknown; + }; + }; + /** @description Validation Error */ + 422: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["HTTPValidationError"]; + }; + }; + }; + }; + cancel_batch__provider__v1_batches__batch_id__cancel_post: { + parameters: { + query?: never; + header?: never; + path: { + batch_id: string; + provider: string | null; + }; + cookie?: never; + }; + requestBody?: never; + responses: { + /** @description Successful Response */ + 200: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": unknown; + }; + }; + /** @description Validation Error */ + 422: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["HTTPValidationError"]; + }; + }; + }; + }; + list_files__provider__v1_files_get: { + parameters: { + query?: { + target_model_names?: string | null; + purpose?: string | null; + }; + header?: never; + path: { + provider: string | null; + }; + cookie?: never; + }; + requestBody?: never; + responses: { + /** @description Successful Response */ + 200: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": unknown; + }; + }; + /** @description Validation Error */ + 422: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["HTTPValidationError"]; + }; + }; + }; + }; + create_file__provider__v1_files_post: { + parameters: { + query?: never; + header?: never; + path: { + provider: string | null; + }; + cookie?: never; + }; + requestBody: { + content: { + "multipart/form-data": components["schemas"]["Body_create_file__provider__v1_files_post"]; + }; + }; + responses: { + /** @description Successful Response */ + 200: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": unknown; + }; + }; + /** @description Validation Error */ + 422: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["HTTPValidationError"]; + }; + }; + }; + }; + get_file__provider__v1_files__file_id__get: { + parameters: { + query?: never; + header?: never; + path: { + file_id: string; + provider: string | null; + }; + cookie?: never; + }; + requestBody?: never; + responses: { + /** @description Successful Response */ + 200: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": unknown; + }; + }; + /** @description Validation Error */ + 422: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["HTTPValidationError"]; + }; + }; + }; + }; + delete_file__provider__v1_files__file_id__delete: { + parameters: { + query?: never; + header?: never; + path: { + file_id: string; + provider: string | null; + }; + cookie?: never; + }; + requestBody?: never; + responses: { + /** @description Successful Response */ + 200: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": unknown; + }; + }; + /** @description Validation Error */ + 422: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["HTTPValidationError"]; + }; + }; + }; + }; + get_file_content__provider__v1_files__file_id__content_get: { + parameters: { + query?: never; + header?: never; + path: { + file_id: string; + provider: string | null; + }; + cookie?: never; + }; + requestBody?: never; + responses: { + /** @description Successful Response */ + 200: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": unknown; + }; + }; + /** @description Validation Error */ + 422: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["HTTPValidationError"]; + }; + }; + }; + }; +} From 53cf3d8416fe801a579b4fd59cf16e1d2255a3d7 Mon Sep 17 00:00:00 2001 From: yuneng-jiang Date: Fri, 5 Jun 2026 18:35:50 -0700 Subject: [PATCH 14/73] fix(proxy): drop deleted team BYOK model name from team.models (#29820) Deleting a team-scoped BYOK model left its public name in team.models, so /models with a team key kept listing the now-deleted "ghost" model. delete_model stripped team.models using only litellm_modeltable alias lookups, but models added via /model/new with a team_id never create an alias row; their public name lives only in team.models and model_info.team_public_model_name, so it was never removed. The team cache was also left stale because the delete path skipped _refresh_cached_team. The cleanup now keys off team_public_model_name (falling back to alias keys), runs after the deployment row is deleted, and strips a public name only when no remaining team deployment still backs it, so a load-balanced replica is not revoked and concurrent deletes cannot leave a ghost. The updated team row is refreshed in cache so /models reflects the change immediately --- .../model_management_endpoints.py | 135 +++++++--- .../test_model_management_endpoints.py | 251 ++++++++++++++++++ 2 files changed, 356 insertions(+), 30 deletions(-) diff --git a/litellm/proxy/management_endpoints/model_management_endpoints.py b/litellm/proxy/management_endpoints/model_management_endpoints.py index 404ed4491e5..e4ecda3fe31 100644 --- a/litellm/proxy/management_endpoints/model_management_endpoints.py +++ b/litellm/proxy/management_endpoints/model_management_endpoints.py @@ -13,7 +13,7 @@ model/{model_id}/update - PATCH endpoint for model update. import asyncio import datetime import json -from typing import Dict, List, Literal, Optional, Tuple, Union, cast +from typing import Any, Dict, List, Literal, Optional, Set, Tuple, Union, cast from fastapi import APIRouter, Depends, HTTPException, Request, status from pydantic import BaseModel, ConfigDict, Field @@ -39,6 +39,7 @@ from litellm.proxy.auth.user_api_key_auth import user_api_key_auth from litellm.proxy.common_utils.encrypt_decrypt_utils import encrypt_value_helper from litellm.proxy.management_endpoints.common_utils import _is_user_team_admin from litellm.proxy.management_endpoints.team_endpoints import ( + _refresh_cached_team, team_model_add, team_model_delete, ) @@ -592,6 +593,98 @@ async def _get_team_deployments( return result +async def _get_team_public_model_names( + team_id: str, + prisma_client: PrismaClient, +) -> Set[str]: + """ + Public model names currently backed by a deployment in the team. + + Called on delete (after the deployment row is removed) so a public name that is + load-balanced across several deployments stays in team.models while a replica + still serves it. + """ + deployments = await _get_team_deployments(team_id, prisma_client) + public_names: Set[str] = set() + for row in deployments: + model_info = row.model_info + if isinstance(model_info, str): + try: + model_info = json.loads(model_info) + except (TypeError, ValueError): + continue + if isinstance(model_info, dict): + public_name = model_info.get("team_public_model_name") + if public_name: + public_names.add(public_name) + return public_names + + +async def _remove_unbacked_team_models( + model_params: Deployment, + prisma_client: PrismaClient, + user_api_key_cache: Any, + proxy_logging_obj: Any, +) -> None: + """ + Strip a deleted team model's public name(s) from team.models and refresh the cache. + + Must be called after the deployment row is deleted: a public name is removed only + when no remaining team deployment still backs it, so a load-balanced replica isn't + revoked while siblings serve it, and concurrent deletes can't leave a ghost. + """ + team_id = model_params.model_info.team_id + if team_id is None: + return + + # BYOK models carry an internal `model_name_{team_id}_{uuid}` name that can never + # be a team alias value, so skip the full litellm_modeltable scan for them. + removed_model_aliases: List[Tuple[str, str]] = [] + if not model_params.model_name.startswith(f"model_name_{team_id}_"): + removed_model_aliases = await delete_team_model_alias( + public_model_name=model_params.model_name, + prisma_client=prisma_client, + ) + names_to_remove = { + alias + for alias_team_id, alias in removed_model_aliases + if alias_team_id == team_id + } + if model_params.model_info.team_public_model_name is not None: + names_to_remove.add(model_params.model_info.team_public_model_name) + + if names_to_remove: + names_to_remove -= await _get_team_public_model_names( + team_id=team_id, prisma_client=prisma_client + ) + + if not names_to_remove: + return + + existing_team_row = await prisma_client.db.litellm_teamtable.find_unique( + where={"team_id": team_id} + ) + if existing_team_row is None: + return + + updated_team_row = await prisma_client.db.litellm_teamtable.update( + where={"team_id": team_id}, + data={ + "models": [ + model + for model in existing_team_row.models + if model not in names_to_remove + ] + }, + include={"object_permission": True}, # type: ignore + ) + await _refresh_cached_team( + team_row=updated_team_row, + user_api_key_cache=user_api_key_cache, + proxy_logging_obj=proxy_logging_obj, + ) + + async def _update_existing_team_model_assignment( team_id: str, public_model_name: str, @@ -831,7 +924,9 @@ async def delete_model( llm_router, premium_user, prisma_client, + proxy_logging_obj, store_model_in_db, + user_api_key_cache, ) if prisma_client is None: @@ -859,35 +954,6 @@ async def delete_model( premium_user=premium_user, ) - # delete team model alias - if model_params.model_info.team_id is not None: - removed_model_aliases = await delete_team_model_alias( - public_model_name=model_params.model_name, - prisma_client=prisma_client, - ) - - valid_team_model_aliases = [ - model - for team_id, model in removed_model_aliases - if team_id == model_params.model_info.team_id - ] - - ## UPDATE TEAM TO NOT LIST MODEL ## - existing_team_row = await prisma_client.db.litellm_teamtable.find_unique( - where={"team_id": model_params.model_info.team_id} - ) - if existing_team_row is not None: - existing_team_row.models = [ - model - for model in existing_team_row.models - if model not in valid_team_model_aliases - ] - - await prisma_client.db.litellm_teamtable.update( - where={"team_id": model_params.model_info.team_id}, - data={"models": existing_team_row.models}, - ) - # update DB if store_model_in_db is True: """ @@ -909,6 +975,15 @@ async def delete_model( if llm_router is not None: llm_router.delete_deployment(id=model_info.id) + # Runs after the row delete so the sibling check sees post-delete state. + if model_params.model_info.team_id is not None: + await _remove_unbacked_team_models( + model_params=model_params, + prisma_client=prisma_client, + user_api_key_cache=user_api_key_cache, + proxy_logging_obj=proxy_logging_obj, + ) + ## CREATE AUDIT LOG ## asyncio.create_task( create_object_audit_log( diff --git a/tests/test_litellm/proxy/management_endpoints/test_model_management_endpoints.py b/tests/test_litellm/proxy/management_endpoints/test_model_management_endpoints.py index f16074a049b..a9bb2b09a15 100644 --- a/tests/test_litellm/proxy/management_endpoints/test_model_management_endpoints.py +++ b/tests/test_litellm/proxy/management_endpoints/test_model_management_endpoints.py @@ -1664,6 +1664,257 @@ class TestAddAndDeleteModelLifecycle: assert str(exc_info.value.code) == "400" +class TestDeleteTeamBYOKModelGhost: + """Regression for issue #22594. + + A team BYOK model (added via /model/new with model_info.team_id) stores its + public name only in team.models and model_info.team_public_model_name -- it + never creates a litellm_modeltable alias row. delete_model used to strip + team.models using alias lookups alone, so the public name lingered forever + and showed up as a 'ghost' in /models. It also skipped the team cache + refresh, so even a corrected DB write would lag behind the cache TTL. + """ + + @pytest.mark.asyncio + async def test_delete_strips_public_name_and_refreshes_cache(self): + from litellm.proxy.management_endpoints.model_management_endpoints import ( + ModelInfoDelete, + delete_model as delete_model_endpoint, + ) + + team_id = "team-byok-ghost" + model_id = "byok-model-123" + public_name = "my-team-gpt" + kept_name = "kept-team-model" + + db_row = LiteLLM_ProxyModelTable( + model_id=model_id, + model_name=f"model_name_{team_id}_abc-uuid", + litellm_params={"model": "openai/gpt-4.1-nano"}, + model_info={ + "id": model_id, + "team_id": team_id, + "team_public_model_name": public_name, + }, + created_by="admin", + updated_by="admin", + ) + + def _team(models): + return LiteLLM_TeamTable( + team_id=team_id, + team_alias="byok-team", + members_with_roles=[Member(user_id="admin", role="admin")], + models=models, + ) + + team_row = _team([public_name, kept_name]) + updated_team_row = _team([kept_name]) + + mock_prisma = MagicMock() + mock_prisma.db = MagicMock() + mock_prisma.db.litellm_proxymodeltable = AsyncMock() + mock_prisma.db.litellm_proxymodeltable.find_unique = AsyncMock( + return_value=db_row + ) + mock_prisma.db.litellm_proxymodeltable.delete = AsyncMock(return_value=db_row) + # After the row delete no team deployment remains -> nothing backs the public name. + mock_prisma.db.litellm_proxymodeltable.find_many = AsyncMock(return_value=[]) + mock_prisma.db.litellm_teamtable = AsyncMock() + mock_prisma.db.litellm_teamtable.find_unique = AsyncMock(return_value=team_row) + mock_prisma.db.litellm_teamtable.update = AsyncMock( + return_value=updated_team_row + ) + # Team BYOK models have no alias row; delete_team_model_alias finds nothing. + mock_prisma.db.litellm_modeltable = AsyncMock() + mock_prisma.db.litellm_modeltable.find_many = AsyncMock(return_value=[]) + + admin_user = UserAPIKeyAuth( + user_id="admin", user_role=LitellmUserRoles.PROXY_ADMIN + ) + + _PS = "litellm.proxy.proxy_server" + _MOD = "litellm.proxy.management_endpoints.model_management_endpoints" + with ( + patch(f"{_PS}.prisma_client", mock_prisma), + patch(f"{_PS}.store_model_in_db", True), + patch(f"{_PS}.premium_user", True), + patch(f"{_PS}.llm_router", MagicMock()), + patch(f"{_PS}.proxy_logging_obj", MagicMock()), + patch(f"{_PS}.user_api_key_cache", MagicMock()), + patch(f"{_MOD}._refresh_cached_team", new=AsyncMock()) as mock_refresh, + ): + result = await delete_model_endpoint( + model_info=ModelInfoDelete(id=model_id), + user_api_key_dict=admin_user, + ) + + assert "deleted successfully" in result["message"] + + mock_prisma.db.litellm_teamtable.update.assert_awaited_once() + update_kwargs = mock_prisma.db.litellm_teamtable.update.await_args.kwargs + assert public_name not in update_kwargs["data"]["models"] + assert kept_name in update_kwargs["data"]["models"] + assert update_kwargs["include"] == {"object_permission": True} + + mock_refresh.assert_awaited_once() + assert mock_refresh.await_args.kwargs["team_row"] is updated_team_row + # BYOK internal name can't be an alias value -> the alias-table scan is skipped. + mock_prisma.db.litellm_modeltable.find_many.assert_not_awaited() + + @pytest.mark.asyncio + async def test_delete_non_internal_team_model_still_scans_aliases(self): + """A team model whose name is not the BYOK internal shape must still run the + alias cleanup (delete_team_model_alias), preserving legacy behavior.""" + from litellm.proxy.management_endpoints.model_management_endpoints import ( + ModelInfoDelete, + delete_model as delete_model_endpoint, + ) + + team_id = "team-legacy" + model_id = "legacy-model-1" + public_name = "legacy-public" + + db_row = LiteLLM_ProxyModelTable( + model_id=model_id, + model_name=public_name, # not the model_name_{team_id}_ internal shape + litellm_params={"model": "openai/gpt-4.1-nano"}, + model_info={ + "id": model_id, + "team_id": team_id, + "team_public_model_name": public_name, + }, + created_by="admin", + updated_by="admin", + ) + team_row = LiteLLM_TeamTable( + team_id=team_id, + team_alias="legacy-team", + members_with_roles=[Member(user_id="admin", role="admin")], + models=[public_name, "kept"], + ) + + mock_prisma = MagicMock() + mock_prisma.db = MagicMock() + mock_prisma.db.litellm_proxymodeltable = AsyncMock() + mock_prisma.db.litellm_proxymodeltable.find_unique = AsyncMock( + return_value=db_row + ) + mock_prisma.db.litellm_proxymodeltable.delete = AsyncMock(return_value=db_row) + mock_prisma.db.litellm_proxymodeltable.find_many = AsyncMock(return_value=[]) + mock_prisma.db.litellm_teamtable = AsyncMock() + mock_prisma.db.litellm_teamtable.find_unique = AsyncMock(return_value=team_row) + mock_prisma.db.litellm_teamtable.update = AsyncMock(return_value=team_row) + mock_prisma.db.litellm_modeltable = AsyncMock() + # No alias row matches -> delete_team_model_alias returns nothing, but it still ran. + mock_prisma.db.litellm_modeltable.find_many = AsyncMock(return_value=[]) + + admin_user = UserAPIKeyAuth( + user_id="admin", user_role=LitellmUserRoles.PROXY_ADMIN + ) + + _PS = "litellm.proxy.proxy_server" + _MOD = "litellm.proxy.management_endpoints.model_management_endpoints" + with ( + patch(f"{_PS}.prisma_client", mock_prisma), + patch(f"{_PS}.store_model_in_db", True), + patch(f"{_PS}.premium_user", True), + patch(f"{_PS}.llm_router", MagicMock()), + patch(f"{_PS}.proxy_logging_obj", MagicMock()), + patch(f"{_PS}.user_api_key_cache", MagicMock()), + patch(f"{_MOD}._refresh_cached_team", new=AsyncMock()), + ): + result = await delete_model_endpoint( + model_info=ModelInfoDelete(id=model_id), + user_api_key_dict=admin_user, + ) + + assert "deleted successfully" in result["message"] + # Non-internal name -> the alias-table scan runs. + mock_prisma.db.litellm_modeltable.find_many.assert_awaited() + + @pytest.mark.asyncio + async def test_delete_keeps_public_name_when_sibling_backs_it(self): + """A public name load-balanced across two team deployments must stay in + team.models when one replica is deleted but a sibling still backs it.""" + from litellm.proxy.management_endpoints.model_management_endpoints import ( + ModelInfoDelete, + delete_model as delete_model_endpoint, + ) + + team_id = "team-lb" + deleted_id = "replica-1" + sibling_id = "replica-2" + public_name = "lb-gpt" + + def _row(model_id): + return LiteLLM_ProxyModelTable( + model_id=model_id, + model_name=f"model_name_{team_id}_{model_id}", + litellm_params={"model": "openai/gpt-4.1-nano"}, + model_info={ + "id": model_id, + "team_id": team_id, + "team_public_model_name": public_name, + }, + created_by="admin", + updated_by="admin", + ) + + deleted_row = _row(deleted_id) + sibling_row = _row(sibling_id) + team_row = LiteLLM_TeamTable( + team_id=team_id, + team_alias="lb-team", + members_with_roles=[Member(user_id="admin", role="admin")], + models=[public_name], + ) + + mock_prisma = MagicMock() + mock_prisma.db = MagicMock() + mock_prisma.db.litellm_proxymodeltable = AsyncMock() + mock_prisma.db.litellm_proxymodeltable.find_unique = AsyncMock( + return_value=deleted_row + ) + mock_prisma.db.litellm_proxymodeltable.delete = AsyncMock( + return_value=deleted_row + ) + # After the deleted replica's row is gone, the sibling still backs the public name. + mock_prisma.db.litellm_proxymodeltable.find_many = AsyncMock( + return_value=[sibling_row] + ) + mock_prisma.db.litellm_teamtable = AsyncMock() + mock_prisma.db.litellm_teamtable.find_unique = AsyncMock(return_value=team_row) + mock_prisma.db.litellm_teamtable.update = AsyncMock(return_value=team_row) + mock_prisma.db.litellm_modeltable = AsyncMock() + mock_prisma.db.litellm_modeltable.find_many = AsyncMock(return_value=[]) + + admin_user = UserAPIKeyAuth( + user_id="admin", user_role=LitellmUserRoles.PROXY_ADMIN + ) + + _PS = "litellm.proxy.proxy_server" + _MOD = "litellm.proxy.management_endpoints.model_management_endpoints" + with ( + patch(f"{_PS}.prisma_client", mock_prisma), + patch(f"{_PS}.store_model_in_db", True), + patch(f"{_PS}.premium_user", True), + patch(f"{_PS}.llm_router", MagicMock()), + patch(f"{_PS}.proxy_logging_obj", MagicMock()), + patch(f"{_PS}.user_api_key_cache", MagicMock()), + patch(f"{_MOD}._refresh_cached_team", new=AsyncMock()) as mock_refresh, + ): + result = await delete_model_endpoint( + model_info=ModelInfoDelete(id=deleted_id), + user_api_key_dict=admin_user, + ) + + assert "deleted successfully" in result["message"] + # The public name is still backed by the sibling, so team.models is untouched. + mock_prisma.db.litellm_teamtable.update.assert_not_awaited() + mock_refresh.assert_not_awaited() + + class TestGetTeamDeployments: """Tests for _get_team_deployments which filters by model_name prefix + Python-side team_id check.""" From 4ec4ab99d0df118e702432ce7adfc99f7d33e6ec Mon Sep 17 00:00:00 2001 From: Mateo Wang <277851410+mateo-berri@users.noreply.github.com> Date: Fri, 5 Jun 2026 20:15:11 -0700 Subject: [PATCH 15/73] feat(mcp): per-server env vars with global + per-user scopes (#28917) --- .../migration.sql | 23 + .../litellm_proxy_extras/schema.prisma | 20 + litellm/experimental_mcp_client/client.py | 38 +- litellm/proxy/_experimental/mcp_server/db.py | 429 ++++- .../mcp_server/mcp_server_manager.py | 341 +++- .../mcp_server/rest_endpoints.py | 50 +- .../proxy/_experimental/mcp_server/server.py | 11 + .../proxy/_experimental/mcp_server/utils.py | 138 +- litellm/proxy/_types.py | 60 + .../key_management_endpoints.py | 10 + .../mcp_management_endpoints.py | 314 +++- litellm/proxy/management_helpers/utils.py | 54 + litellm/proxy/schema.prisma | 20 + .../types/mcp_server/mcp_server_manager.py | 4 + schema.prisma | 20 + .../test_mcp_client.py | 157 +- .../litellm_core_utils/test_token_counter.py | 7 +- .../mcp_server/test_db_credentials.py | 73 +- .../mcp_server/test_mcp_env_vars.py | 1652 +++++++++++++++++ .../mcp_server/test_mcp_server.py | 6 +- .../mcp_server/test_mcp_server_manager.py | 227 +++ .../mcp_server/test_mcp_sigv4_auth.py | 53 + .../mcp_server/test_rest_endpoints.py | 46 + .../test_mcp_management_endpoints.py | 1108 ++++++++++- .../test_management_helpers_utils.py | 148 ++ .../e2e_tests/tests/mcp/mcpServers.spec.ts | 6 +- .../components/mcp_tools/EnvVarsSection.tsx | 142 ++ .../mcp_tools/MCPPermissionManagement.tsx | 11 + .../components/mcp_tools/MCPServerCard.tsx | 383 ++++ .../components/mcp_tools/UserEnvVarsModal.tsx | 141 ++ .../mcp_tools/create_mcp_server.tsx | 14 +- .../components/mcp_tools/mcp_server_edit.tsx | 31 +- .../components/mcp_tools/mcp_servers.test.tsx | 1 + .../src/components/mcp_tools/mcp_servers.tsx | 236 ++- .../src/components/mcp_tools/types.tsx | 35 + .../src/components/mcp_tools/utils.tsx | 26 + .../src/components/networking.tsx | 30 + 37 files changed, 5953 insertions(+), 112 deletions(-) create mode 100644 litellm-proxy-extras/litellm_proxy_extras/migrations/20260520120000_add_mcp_env_vars/migration.sql create mode 100644 tests/test_litellm/proxy/_experimental/mcp_server/test_mcp_env_vars.py create mode 100644 ui/litellm-dashboard/src/components/mcp_tools/EnvVarsSection.tsx create mode 100644 ui/litellm-dashboard/src/components/mcp_tools/MCPServerCard.tsx create mode 100644 ui/litellm-dashboard/src/components/mcp_tools/UserEnvVarsModal.tsx diff --git a/litellm-proxy-extras/litellm_proxy_extras/migrations/20260520120000_add_mcp_env_vars/migration.sql b/litellm-proxy-extras/litellm_proxy_extras/migrations/20260520120000_add_mcp_env_vars/migration.sql new file mode 100644 index 00000000000..08d35cd74a3 --- /dev/null +++ b/litellm-proxy-extras/litellm_proxy_extras/migrations/20260520120000_add_mcp_env_vars/migration.sql @@ -0,0 +1,23 @@ +-- AlterTable: add admin-configured env_vars to MCP server table +ALTER TABLE "LiteLLM_MCPServerTable" ADD COLUMN IF NOT EXISTS "env_vars" JSONB DEFAULT '[]'; + +-- CreateTable: per-user env var values for MCP servers +CREATE TABLE IF NOT EXISTS "LiteLLM_MCPUserEnvVars" ( + "id" TEXT NOT NULL, + "user_id" TEXT NOT NULL, + "server_id" TEXT NOT NULL, + "values_b64" TEXT NOT NULL, + "created_at" TIMESTAMP(3) NOT NULL DEFAULT CURRENT_TIMESTAMP, + "updated_at" TIMESTAMP(3) NOT NULL DEFAULT CURRENT_TIMESTAMP, + + CONSTRAINT "LiteLLM_MCPUserEnvVars_pkey" PRIMARY KEY ("id") +); + +-- CreateIndex +CREATE UNIQUE INDEX IF NOT EXISTS "LiteLLM_MCPUserEnvVars_user_id_server_id_key" ON "LiteLLM_MCPUserEnvVars"("user_id", "server_id"); + +-- CreateIndex +CREATE INDEX IF NOT EXISTS "LiteLLM_MCPUserEnvVars_user_id_idx" ON "LiteLLM_MCPUserEnvVars"("user_id"); + +-- CreateIndex +CREATE INDEX IF NOT EXISTS "LiteLLM_MCPUserEnvVars_server_id_idx" ON "LiteLLM_MCPUserEnvVars"("server_id"); diff --git a/litellm-proxy-extras/litellm_proxy_extras/schema.prisma b/litellm-proxy-extras/litellm_proxy_extras/schema.prisma index b51da83a632..e21c0016491 100644 --- a/litellm-proxy-extras/litellm_proxy_extras/schema.prisma +++ b/litellm-proxy-extras/litellm_proxy_extras/schema.prisma @@ -311,6 +311,11 @@ model LiteLLM_MCPServerTable { tool_name_to_description Json? @default("{}") extra_headers String[] @default([]) static_headers Json? @default("{}") + // Admin-configured environment variables interpolated into static_headers + // via ${NAME} syntax. Stored as an array of + // {name, value, scope, description}. scope is "global" (value used as-is) + // or "user" (value supplied per-user via LiteLLM_MCPUserEnvVars). + env_vars Json? @default("[]") // Health check status status String? @default("unknown") last_health_check DateTime? @@ -366,6 +371,21 @@ model LiteLLM_MCPUserCredentials { @@unique([user_id, server_id]) } +// Per-user environment variable values for MCP servers. +// values_b64 is an encrypted JSON object: {VAR_NAME: "value", ...}. +model LiteLLM_MCPUserEnvVars { + id String @id @default(uuid()) + user_id String + server_id String + values_b64 String + created_at DateTime @default(now()) + updated_at DateTime @default(now()) @updatedAt + + @@unique([user_id, server_id]) + @@index([user_id]) + @@index([server_id]) +} + // Generate Tokens for Proxy model LiteLLM_VerificationToken { token String @id diff --git a/litellm/experimental_mcp_client/client.py b/litellm/experimental_mcp_client/client.py index aed00c060ca..c6d427e7f09 100644 --- a/litellm/experimental_mcp_client/client.py +++ b/litellm/experimental_mcp_client/client.py @@ -60,6 +60,27 @@ def to_basic_auth(auth_value: str) -> str: return base64.b64encode(auth_value.encode("utf-8")).decode() +def _strip_header_whitespace(headers: Dict[str, str]) -> Dict[str, str]: + return { + (key.strip() if isinstance(key, str) else key): ( + value.strip() if isinstance(value, str) else value + ) + for key, value in headers.items() + } + + +def _first_non_cancelled_cause(exc: BaseException) -> Optional[BaseException]: + queue: List[BaseException] = [exc] + while queue: + current = queue.pop(0) + nested = getattr(current, "exceptions", None) + if nested: + queue.extend(nested) + elif not isinstance(current, asyncio.CancelledError): + return current + return None + + TSessionResult = TypeVar("TSessionResult") @@ -335,6 +356,7 @@ class MCPClient: user input (elicitation), or send log messages. """ transport = await transport_ctx.__aenter__() + in_flight_error: Optional[BaseException] = None try: read_stream, write_stream = transport[0], transport[1] # Build session kwargs with optional callbacks @@ -360,11 +382,21 @@ class MCPClient: await session_ctx.__aexit__(None, None, None) except BaseException as e: verbose_logger.debug(f"Error during session context exit: {e}") + except BaseException as e: + in_flight_error = e + raise finally: try: await transport_ctx.__aexit__(None, None, None) - except BaseException as e: - verbose_logger.debug(f"Error during transport context exit: {e}") + except BaseException as exit_error: + verbose_logger.debug( + f"Error during transport context exit: {exit_error}" + ) + root_cause = _first_non_cancelled_cause(exit_error) + if root_cause is not None and isinstance( + in_flight_error, asyncio.CancelledError + ): + raise root_cause from in_flight_error async def run_with_session( self, operation: Callable[[ClientSession], Awaitable[TSessionResult]] @@ -426,7 +458,7 @@ class MCPClient: # update the headers with the extra headers if self.extra_headers: headers.update(self.extra_headers) - return headers + return _strip_header_whitespace(headers) def _create_httpx_client_factory(self) -> Callable[..., httpx.AsyncClient]: """ diff --git a/litellm/proxy/_experimental/mcp_server/db.py b/litellm/proxy/_experimental/mcp_server/db.py index d7b2224eb64..4d41afcb6f1 100644 --- a/litellm/proxy/_experimental/mcp_server/db.py +++ b/litellm/proxy/_experimental/mcp_server/db.py @@ -1,5 +1,6 @@ import base64 import binascii +import hashlib import json from datetime import datetime, timedelta, timezone from typing import Any, Dict, Iterable, List, Optional, Set, Union, cast @@ -11,6 +12,7 @@ from litellm.proxy._types import ( LiteLLM_ObjectPermissionTable, LiteLLM_TeamTable, MCPApprovalStatus, + MCPEnvVarScope, MCPSubmissionsSummary, NewMCPServerRequest, SpecialMCPServerName, @@ -28,6 +30,144 @@ from litellm.types.llms.custom_http import httpxSpecialProvider from litellm.types.mcp import MCPCredentials +def _is_global_env_var_scope(scope: Any) -> bool: + """``scope="user"`` entries are placeholders the user fills in; everything + else (including a missing scope) is an admin-supplied global value.""" + return scope != MCPEnvVarScope.user and scope != "user" + + +def _encrypt_global_env_var_values(env_vars: Iterable[Dict[str, Any]]) -> None: + """Encrypt ``scope="global"`` env var values in place before persisting. + + Global values hold admin-supplied secrets (API keys, passwords) that get + interpolated into headers, so they are encrypted at rest like credentials + and the per-user ``values_b64`` column. Per-user placeholders are not + secrets and are stored verbatim. + """ + for entry in env_vars: + if not _is_global_env_var_scope(entry.get("scope")): + continue + value = entry.get("value") + if value: + entry["value"] = encrypt_value_helper(value) + + +def decrypt_global_env_var_values(env_vars: Optional[Iterable[Any]]) -> None: + """Decrypt ``scope="global"`` env var values in place after reading the DB. + + Accepts ``MCPEnvVar`` models (``LiteLLM_MCPServerTable``) or plain dicts + (raw rows / deserialized JSON). Global values are always stored encrypted, + so a value that no longer decrypts (e.g. after a salt-key change) is dropped + and a warning is logged rather than forwarding the ciphertext into upstream + ``${NAME}`` headers, where it would silently fail. + """ + if not env_vars: + return + for entry in env_vars: + is_dict = isinstance(entry, dict) + scope = entry.get("scope") if is_dict else getattr(entry, "scope", None) + if not _is_global_env_var_scope(scope): + continue + value = entry.get("value") if is_dict else getattr(entry, "value", None) + if not value: + continue + decrypted = decrypt_value_helper( + value=value, + key="mcp_global_env_var", + exception_type="debug", + return_original_value=False, + ) + if decrypted is None: + name = entry.get("name") if is_dict else getattr(entry, "name", None) + verbose_proxy_logger.warning( + "MCP global env var %s failed to decrypt (LITELLM_SALT_KEY " + "changed?); dropping it so ciphertext is not sent upstream", + name, + ) + decrypted = "" + if is_dict: + entry["value"] = decrypted + else: + entry.value = decrypted + + +def _decrypt_env_vars_on_returned_row(row: Any) -> None: + """Decrypt ``scope="global"`` env var values on a row returned by Prisma create/update. + + Prisma may hand back ``env_vars`` either as a parsed list (the common case for + JSONB columns) or as a raw JSON string (observed for some write paths). The + in-place decrypt helper only mutates iterables of dicts/models, so a string + payload would silently skip decryption and ciphertext would leak into the + registry via ``add_server``/``update_server`` (which trust the caller). + Parse the string back to a list so the in-place decrypt actually runs, and + write the decrypted list back onto the row so downstream consumers see plain + values. + """ + env_vars = getattr(row, "env_vars", None) + if env_vars is None: + return + if isinstance(env_vars, str): + try: + env_vars = json.loads(env_vars) + except (json.JSONDecodeError, TypeError): + return + if not isinstance(env_vars, list): + return + try: + setattr(row, "env_vars", env_vars) + except (AttributeError, TypeError): + pass + decrypt_global_env_var_values(env_vars) + + +def _reencrypt_global_env_var_values( + env_vars: Optional[Iterable[Any]], new_encryption_key: str +) -> Optional[List[Dict[str, Any]]]: + """Re-encrypt ``scope="global"`` env var values for master-key rotation. + + Each global value is decrypted with the current salt key and re-encrypted + under ``new_encryption_key``. Returns the rebuilt list when at least one + value was rotated, else ``None`` so the caller can skip the DB write. A + value that fails to decrypt is left untouched (and logged) so a corrupt + entry is preserved for recovery rather than overwritten. + """ + if not env_vars: + return None + if isinstance(env_vars, str): + try: + env_vars = json.loads(env_vars) + except (json.JSONDecodeError, TypeError): + return None + if not env_vars: + return None + rebuilt = [dict(v) for v in env_vars] + rotated = False + for entry in rebuilt: + if not _is_global_env_var_scope(entry.get("scope")): + continue + value = entry.get("value") + if not value: + continue + decrypted = decrypt_value_helper( + value=value, + key="mcp_global_env_var", + exception_type="debug", + return_original_value=False, + ) + if decrypted is None: + verbose_proxy_logger.warning( + "rotate_mcp_server_credentials_master_key: could not decrypt " + "global env var %s, skipping", + entry.get("name"), + ) + continue + entry["value"] = encrypt_value_helper( + decrypted, new_encryption_key=new_encryption_key + ) + rotated = True + return rebuilt if rotated else None + + def _prepare_mcp_server_data( data: Union[NewMCPServerRequest, UpdateMCPServerRequest], exclude_unset: bool = False, @@ -98,6 +238,16 @@ def _prepare_mcp_server_data( if data_dict.get("static_headers") is not None: data_dict["static_headers"] = safe_dumps(data_dict["static_headers"]) + # env_vars is read from ``data_dict`` (not ``data``) like every other JSON + # column so the exclude_unset filter is respected: a partial update that + # omits env_vars never overwrites the stored value. Global values are + # encrypted at rest before serialization. + env_vars = data_dict.get("env_vars") + if env_vars is not None: + serialized_env_vars = [dict(v) for v in env_vars] + _encrypt_global_env_var_values(serialized_env_vars) + data_dict["env_vars"] = safe_dumps(serialized_env_vars) + if data_dict.get("mcp_info") is not None: data_dict["mcp_info"] = safe_dumps(data_dict["mcp_info"]) @@ -207,10 +357,13 @@ async def get_all_mcp_servers( where=where if where else {} ) - return [ + tables = [ LiteLLM_MCPServerTable(**mcp_server.model_dump()) for mcp_server in mcp_servers ] + for table in tables: + decrypt_global_env_var_values(table.env_vars) + return tables except Exception as e: verbose_proxy_logger.debug( "litellm.proxy._experimental.mcp_server.db.py::get_all_mcp_servers - {}".format( @@ -226,14 +379,16 @@ async def get_mcp_server( """ Returns the matching mcp server from the db iff exists """ - mcp_server: Optional[LiteLLM_MCPServerTable] = ( - await prisma_client.db.litellm_mcpservertable.find_unique( - where={ - "server_id": server_id, - } - ) + mcp_server = await prisma_client.db.litellm_mcpservertable.find_unique( + where={ + "server_id": server_id, + } ) - return mcp_server + if mcp_server is None: + return None + table = LiteLLM_MCPServerTable(**mcp_server.model_dump()) + decrypt_global_env_var_values(table.env_vars) + return table async def get_mcp_servers( @@ -251,7 +406,9 @@ async def get_mcp_servers( ) final_mcp_servers: List[LiteLLM_MCPServerTable] = [] for _mcp_server in _mcp_servers: - final_mcp_servers.append(LiteLLM_MCPServerTable(**_mcp_server.model_dump())) + table = LiteLLM_MCPServerTable(**_mcp_server.model_dump()) + decrypt_global_env_var_values(table.env_vars) + final_mcp_servers.append(table) return final_mcp_servers @@ -399,6 +556,11 @@ async def delete_mcp_server( """ Delete the mcp server from the db by server_id + The server-row delete is the commit point. Per-user env var rows have no FK + cascade, so they are cleaned up afterwards on a best-effort basis: a transient + failure there leaves only orphaned rows pointing at a now-missing server and + must not turn a successful delete into a caller-visible error. + Returns the deleted mcp server record if it exists, otherwise None """ deleted_server = await prisma_client.db.litellm_mcpservertable.delete( @@ -406,6 +568,18 @@ async def delete_mcp_server( "server_id": server_id, }, ) + if deleted_server is not None: + try: + await prisma_client.db.litellm_mcpuserenvvars.delete_many( + where={"server_id": server_id} + ) + except Exception as e: + verbose_proxy_logger.warning( + "MCP server %s deleted but per-user env var cleanup failed; " + "orphaned rows can be removed on a later delete: %s", + server_id, + e, + ) return deleted_server @@ -429,6 +603,7 @@ async def create_mcp_server( data=data_dict # type: ignore ) + _decrypt_env_vars_on_returned_row(new_mcp_server) return new_mcp_server @@ -506,40 +681,52 @@ async def update_mcp_server( where={"server_id": data.server_id}, data=data_dict # type: ignore ) + _decrypt_env_vars_on_returned_row(updated_mcp_server) return updated_mcp_server async def rotate_mcp_server_credentials_master_key( prisma_client: PrismaClient, touched_by: str, new_master_key: str ): + from litellm.litellm_core_utils.safe_json_dumps import safe_dumps + mcp_servers = await prisma_client.db.litellm_mcpservertable.find_many() + updated = 0 for mcp_server in mcp_servers: + update_data: Dict[str, Any] = {} + credentials = mcp_server.credentials - if not credentials: + if credentials: + # Decrypt with current key first, then re-encrypt with new key + decrypted_credentials = decrypt_credentials( + credentials=cast(MCPCredentials, dict(credentials)), + ) + encrypted_credentials = encrypt_credentials( + credentials=decrypted_credentials, + encryption_key=new_master_key, + ) + update_data["credentials"] = safe_dumps(encrypted_credentials) + + rotated_env_vars = _reencrypt_global_env_var_values( + mcp_server.env_vars, new_master_key + ) + if rotated_env_vars is not None: + update_data["env_vars"] = safe_dumps(rotated_env_vars) + + if not update_data: continue - credentials_copy = dict(credentials) - # Decrypt with current key first, then re-encrypt with new key - decrypted_credentials = decrypt_credentials( - credentials=cast(MCPCredentials, credentials_copy), - ) - encrypted_credentials = encrypt_credentials( - credentials=decrypted_credentials, - encryption_key=new_master_key, - ) - - from litellm.litellm_core_utils.safe_json_dumps import safe_dumps - - serialized_credentials = safe_dumps(encrypted_credentials) - + update_data["updated_by"] = touched_by await prisma_client.db.litellm_mcpservertable.update( where={"server_id": mcp_server.server_id}, - data={ - "credentials": serialized_credentials, - "updated_by": touched_by, - }, + data=update_data, ) + updated += 1 + verbose_proxy_logger.info( + "rotate_mcp_server_credentials_master_key: rotated %d MCP server row(s)", + updated, + ) def _decode_user_credential(stored: str) -> Optional[str]: @@ -594,6 +781,8 @@ async def rotate_mcp_user_credentials_master_key( are logged and skipped so one corrupt row does not abort the rotation. """ rows = await prisma_client.db.litellm_mcpusercredentials.find_many() + rotated = 0 + skipped = 0 for row in rows: plaintext = _decode_user_credential(row.credential_b64) if plaintext is None: @@ -603,6 +792,7 @@ async def rotate_mcp_user_credentials_master_key( row.user_id, row.server_id, ) + skipped += 1 continue re_encrypted = encrypt_value_helper( plaintext, new_encryption_key=new_master_key @@ -616,6 +806,61 @@ async def rotate_mcp_user_credentials_master_key( }, data={"credential_b64": re_encrypted}, ) + rotated += 1 + verbose_proxy_logger.info( + "rotate_mcp_user_credentials_master_key: rotated %d row(s), skipped %d", + rotated, + skipped, + ) + + +async def rotate_mcp_user_env_vars_master_key( + prisma_client: PrismaClient, new_master_key: str +): + """Re-encrypt every ``LiteLLM_MCPUserEnvVars`` row with ``new_master_key``. + + Reads each ``values_b64`` blob with the current salt key and writes it back + encrypted under the new master key. Rows that fail to decrypt are logged and + skipped so one corrupt row does not abort the rotation nor overwrite values + that may still be recoverable. + """ + rows = await prisma_client.db.litellm_mcpuserenvvars.find_many() + rotated = 0 + skipped = 0 + for row in rows: + plaintext = decrypt_value_helper( + value=row.values_b64, + key="mcp_user_env_vars", + exception_type="debug", + return_original_value=False, + ) + if plaintext is None: + verbose_proxy_logger.warning( + "rotate_mcp_user_env_vars_master_key: could not decrypt env vars " + "for user_id=%s server_id=%s, skipping", + row.user_id, + row.server_id, + ) + skipped += 1 + continue + re_encrypted = encrypt_value_helper( + plaintext, new_encryption_key=new_master_key + ) + await prisma_client.db.litellm_mcpuserenvvars.update( + where={ + "user_id_server_id": { + "user_id": row.user_id, + "server_id": row.server_id, + } + }, + data={"values_b64": re_encrypted}, + ) + rotated += 1 + verbose_proxy_logger.info( + "rotate_mcp_user_env_vars_master_key: rotated %d row(s), skipped %d", + rotated, + skipped, + ) async def store_user_credential( @@ -927,7 +1172,9 @@ async def approve_mcp_server( "updated_by": touched_by, }, ) - return LiteLLM_MCPServerTable(**updated.model_dump()) + table = LiteLLM_MCPServerTable(**updated.model_dump()) + decrypt_global_env_var_values(table.env_vars) + return table async def reject_mcp_server( @@ -949,7 +1196,9 @@ async def reject_mcp_server( where={"server_id": server_id}, data=data, ) - return LiteLLM_MCPServerTable(**updated.model_dump()) + table = LiteLLM_MCPServerTable(**updated.model_dump()) + decrypt_global_env_var_values(table.env_vars) + return table async def get_mcp_submissions( @@ -966,6 +1215,8 @@ async def get_mcp_submissions( take=500, # safety cap; paginate if needed in a future iteration ) items = [LiteLLM_MCPServerTable(**r.model_dump()) for r in rows] + for item in items: + decrypt_global_env_var_values(item.env_vars) pending = sum( 1 for i in items if i.approval_status == MCPApprovalStatus.pending_review @@ -980,3 +1231,121 @@ async def get_mcp_submissions( rejected=rejected, items=items, ) + + +# ── Per-user MCP environment variables ──────────────────────────────────── + + +def _decode_user_env_vars(stored: str) -> Dict[str, str]: + """Decrypt a ``values_b64`` blob and parse it as a flat ``{name: value}`` dict.""" + decrypted = decrypt_value_helper( + value=stored, + key="mcp_user_env_vars", + exception_type="debug", + return_original_value=False, + ) + if decrypted is None: + if stored: + verbose_proxy_logger.warning( + "MCP per-user env vars failed to decrypt (LITELLM_SALT_KEY " + "changed?); treating as unset so the user is prompted to " + "re-enter them rather than silently forwarding ciphertext" + ) + return {} + try: + parsed = json.loads(decrypted) + except (ValueError, TypeError): + return {} + if not isinstance(parsed, dict): + return {} + return {str(k): str(v) for k, v in parsed.items()} + + +async def get_user_env_vars( + prisma_client: PrismaClient, + user_id: str, + server_id: str, +) -> Dict[str, str]: + """Return the calling user's env var dict for ``server_id`` (empty if none).""" + row = await prisma_client.db.litellm_mcpuserenvvars.find_unique( + where={"user_id_server_id": {"user_id": user_id, "server_id": server_id}} + ) + if row is None: + return {} + return _decode_user_env_vars(row.values_b64) + + +async def get_user_env_vars_bulk( + prisma_client: PrismaClient, + user_id: str, + server_ids: Iterable[str], +) -> Dict[str, Dict[str, str]]: + """Return ``{server_id: {var_name: value}}`` for one user across many servers. + + Servers with no stored row are simply absent from the result. + """ + ids = list(server_ids) + if not ids: + return {} + rows = await prisma_client.db.litellm_mcpuserenvvars.find_many( + where={"user_id": user_id, "server_id": {"in": ids}} + ) + return {row.server_id: _decode_user_env_vars(row.values_b64) for row in rows} + + +async def merge_user_env_vars( + prisma_client: PrismaClient, + user_id: str, + server_id: str, + updates: Dict[str, str], + allowed_names: Iterable[str], +) -> Dict[str, str]: + """Merge ``updates`` into the user's stored env vars for ``server_id`` and + return the resulting set. + + The read-modify-write runs inside a transaction guarded by a + ``(user_id, server_id)`` advisory lock so two concurrent writes from the + same user can't drop one update. Names outside ``allowed_names`` are pruned, + so an admin retiring a user-scoped variable also clears its stored value. + """ + allowed = set(allowed_names) + lock_key = int.from_bytes( + hashlib.blake2b(f"{user_id}:{server_id}".encode(), digest_size=8).digest(), + "big", + signed=True, + ) + async with prisma_client.db.tx() as tx: + await tx.execute_raw("SELECT pg_advisory_xact_lock($1::bigint)", lock_key) + row = await tx.litellm_mcpuserenvvars.find_unique( + where={"user_id_server_id": {"user_id": user_id, "server_id": server_id}} + ) + existing = _decode_user_env_vars(row.values_b64) if row is not None else {} + merged = {k: v for k, v in {**existing, **updates}.items() if k in allowed} + encoded = encrypt_value_helper(json.dumps(merged)) + await tx.litellm_mcpuserenvvars.upsert( + where={"user_id_server_id": {"user_id": user_id, "server_id": server_id}}, + data={ + "create": { + "user_id": user_id, + "server_id": server_id, + "values_b64": encoded, + }, + "update": {"values_b64": encoded}, + }, + ) + return merged + + +async def delete_user_env_vars( + prisma_client: PrismaClient, + user_id: str, + server_id: str, +) -> None: + """Remove the calling user's env var values for ``server_id``. + + Uses ``delete_many`` so a missing row is a no-op; real DB errors still + propagate to the caller instead of being silently swallowed. + """ + await prisma_client.db.litellm_mcpuserenvvars.delete_many( + where={"user_id": user_id, "server_id": server_id} + ) diff --git a/litellm/proxy/_experimental/mcp_server/mcp_server_manager.py b/litellm/proxy/_experimental/mcp_server/mcp_server_manager.py index 5fd028b3436..7048f5bf7c4 100644 --- a/litellm/proxy/_experimental/mcp_server/mcp_server_manager.py +++ b/litellm/proxy/_experimental/mcp_server/mcp_server_manager.py @@ -58,20 +58,26 @@ from litellm.proxy._experimental.mcp_server.sampling_handler import ( from litellm.proxy._experimental.mcp_server.oauth2_token_cache import resolve_mcp_auth from litellm.proxy._experimental.mcp_server.utils import ( MCP_TOOL_PREFIX_SEPARATOR, + MCPMissingUserEnvVarsError, add_server_prefix_to_name, + build_env_var_setup_url, + collect_env_var_references, compute_short_server_prefix, get_server_prefix, + interpolate_headers, is_short_mcp_tool_prefix_enabled, is_tool_name_prefixed, iter_known_server_prefixes, merge_mcp_headers, normalize_server_name, + parse_admin_env_vars, split_server_prefix_from_name, validate_mcp_server_name, ) from litellm.proxy._types import ( LiteLLM_MCPServerTable, MCPAuthType, + MCPEnvVar, MCPTransport, MCPTransportType, UserAPIKeyAuth, @@ -124,6 +130,33 @@ _AZURE_ENTRA_HOSTS = { "login.chinacloudapi.cn", # China } +# Short-lived in-memory cache for per-user MCP env var values, mirroring the +# BYOK credential cache. Keyed by (user_id, server_id); value is +# (values_dict, monotonic_timestamp). Keeps the tool-call and tool-listing +# paths off the DB on every request within the TTL window. +_user_env_vars_cache: Dict[Tuple[str, str], Tuple[Dict[str, str], float]] = {} +_USER_ENV_VARS_CACHE_TTL = 60 # seconds +_USER_ENV_VARS_CACHE_MAX_SIZE = 4096 # cap to prevent unbounded growth + + +def invalidate_user_env_vars_cache(user_id: str, server_id: str) -> None: + """Drop a cached entry after the user stores or clears their env var values + so the next request reads the fresh value instead of a stale one.""" + _user_env_vars_cache.pop((user_id, server_id), None) + + +def _write_user_env_vars_cache( + user_id: str, server_id: str, values: Dict[str, str] +) -> None: + cache_key = (user_id, server_id) + # Re-insert at the tail so eviction drops the oldest-written entry, not a + # freshly refreshed one, and only sheds a single entry instead of wiping the + # whole cache (which would stampede the DB). + _user_env_vars_cache.pop(cache_key, None) + if len(_user_env_vars_cache) >= _USER_ENV_VARS_CACHE_MAX_SIZE: + _user_env_vars_cache.pop(next(iter(_user_env_vars_cache)), None) + _user_env_vars_cache[cache_key] = (values, time.monotonic()) + def _should_strip_caller_authorization( mcp_server: MCPServer, @@ -295,6 +328,31 @@ def _deserialize_json_dict(data: Any) -> Optional[Dict[str, str]]: return data +def _deserialize_json_list(data: Any) -> Optional[List[Dict[str, Any]]]: + """Deserialize a JSON array stored in the DB (``env_vars`` and friends). + + Returns ``None`` for empty / null / unparseable input. Accepts strings + (raw JSON), already-materialized lists of dicts, and lists of Pydantic + models (Prisma may hydrate a JSON column such as ``env_vars`` into + ``MCPEnvVar`` objects); model entries are normalized to plain dicts so + downstream consumers expecting ``List[Dict[str, Any]]`` validate. + """ + if data is None or data == "" or data == []: + return None + if isinstance(data, str): + try: + parsed = json.loads(data) + except (json.JSONDecodeError, TypeError): + return None + data = parsed + if not isinstance(data, list): + return None + return [ + item.model_dump(mode="json") if hasattr(item, "model_dump") else item + for item in data + ] + + def _create_sampling_callback(user_api_key_auth: Optional[Any] = None): """ Create a sampling callback for MCP ClientSession. @@ -456,7 +514,8 @@ class MCPServerManager: - server is OpenAPI (spec_path), - non-empty upstream instructions are already cached, - auth preconditions match health_check_server's skip rules - (per-user auth / missing static auth token), + (per-user auth / missing static auth token / static headers that + reference a per-user env var), - a prior probe attempt for this server is within MCP_HEALTH_CHECK_TIMEOUT seconds (the probe is a health-check-shaped op and already uses this knob for its inner call timeout; reusing it @@ -471,6 +530,8 @@ class MCPServerManager: return if server.requires_per_user_auth: return + if self._references_per_user_env_var(server): + return if ( server.auth_type and server.auth_type != MCPAuth.none @@ -495,8 +556,13 @@ class MCPServerManager: ) try: + resolved_static_headers = await self._resolve_static_headers_with_env_vars( + server=server, + user_api_key_auth=None, + raise_on_missing=False, + ) extra_headers: Optional[Dict[str, str]] = ( - dict(server.static_headers) if server.static_headers else None + dict(resolved_static_headers) if resolved_static_headers else None ) client = await self._create_mcp_client( server=server, @@ -656,6 +722,7 @@ class MCPServerManager: allowed_params=server_config.get("allowed_params", None), access_groups=server_config.get("access_groups", None), static_headers=server_config.get("static_headers", None), + env_vars=server_config.get("env_vars", None), allow_all_keys=bool(server_config.get("allow_all_keys", False)), available_on_public_internet=bool( server_config.get("available_on_public_internet", True) @@ -920,17 +987,41 @@ class MCPServerManager: f"Server ID {mcp_server.server_id} not found in registry" ) + def _resolve_env_vars_list( + self, + mcp_server: LiteLLM_MCPServerTable, + *, + env_vars_are_encrypted: bool, + ) -> Optional[List[Dict[str, Any]]]: + env_vars_list = _deserialize_json_list(getattr(mcp_server, "env_vars", None)) + if env_vars_are_encrypted: + from litellm.proxy._experimental.mcp_server.db import ( # noqa: PLC0415 + decrypt_global_env_var_values, + ) + + decrypt_global_env_var_values(env_vars_list) + return env_vars_list + async def build_mcp_server_from_table( self, mcp_server: LiteLLM_MCPServerTable, *, credentials_are_encrypted: bool = True, + env_vars_are_encrypted: Optional[bool] = None, ) -> MCPServer: _mcp_info: MCPInfo = mcp_server.mcp_info or {} env_dict = _deserialize_json_dict(getattr(mcp_server, "env", None)) static_headers_dict = _deserialize_json_dict( getattr(mcp_server, "static_headers", None) ) + env_vars_list = self._resolve_env_vars_list( + mcp_server, + env_vars_are_encrypted=( + credentials_are_encrypted + if env_vars_are_encrypted is None + else env_vars_are_encrypted + ), + ) credentials_dict = _deserialize_json_dict( getattr(mcp_server, "credentials", None) ) @@ -1030,6 +1121,7 @@ class MCPServerManager: mcp_info=mcp_info, extra_headers=getattr(mcp_server, "extra_headers", None), static_headers=static_headers_dict, + env_vars=env_vars_list, client_id=client_id_value or getattr(mcp_server, "client_id", None), client_secret=client_secret_value or getattr(mcp_server, "client_secret", None), @@ -1128,7 +1220,14 @@ class MCPServerManager: return try: if mcp_server.server_id not in self.registry: - new_server = await self.build_mcp_server_from_table(mcp_server) + # Callers hand us a record returned by the db.py read/write + # helpers, which already decrypt global env var values (the + # `credentials` field is the only one still encrypted here). + # Re-decrypting plaintext would zero the values, so build with + # env_vars_are_encrypted=False. + new_server = await self.build_mcp_server_from_table( + mcp_server, env_vars_are_encrypted=False + ) self._assign_unique_short_prefix(new_server) self.registry[mcp_server.server_id] = new_server await self._maybe_register_openapi_tools(new_server) @@ -1151,7 +1250,11 @@ class MCPServerManager: return try: if mcp_server.server_id in self.registry: - new_server = await self.build_mcp_server_from_table(mcp_server) + # See add_server: db.py helpers already decrypted env var + # values, so don't decrypt them a second time here. + new_server = await self.build_mcp_server_from_table( + mcp_server, env_vars_are_encrypted=False + ) # Carry the previously-resolved short prefix across so the # tool names stay stable for clients holding cached lists. existing_prefix = self.registry[mcp_server.server_id].short_prefix @@ -1572,6 +1675,180 @@ class MCPServerManager: return resolved_env + def _references_per_user_env_var(self, server: MCPServer) -> bool: + """True when ``server.static_headers`` reference a per-user ``${NAME}`` env var. + + Such placeholders can only be filled from a calling user's stored values, + so a userless probe (health check / instructions prefetch) would forward + the literal ``${NAME}`` upstream and get rejected. Callers skip the probe + and report ``unknown`` instead of a misleading ``unhealthy``. + """ + static_headers = server.static_headers + env_vars = getattr(server, "env_vars", None) + if not static_headers or not env_vars: + return False + _global_values, user_specs = parse_admin_env_vars(env_vars) + user_var_names = {spec["name"] for spec in user_specs} + if not user_var_names: + return False + referenced = collect_env_var_references(strings=static_headers.values()) + return bool(referenced & user_var_names) + + async def _resolve_static_headers_with_env_vars( + self, + server: MCPServer, + user_api_key_auth: Optional[UserAPIKeyAuth], + *, + raise_on_missing: bool = True, + ) -> Optional[Dict[str, str]]: + """Return server.static_headers with ``${NAME}`` interpolated. + + Globals come from ``server.env_vars`` entries with ``scope=="global"``. + Per-user values come from the ``LiteLLM_MCPUserEnvVars`` row for the + calling user. + + When ``raise_on_missing`` is ``True`` (the tool-*call* path), raises + ``MCPMissingUserEnvVarsError`` if ``static_headers`` reference a per-user + variable the calling user has not yet supplied — converted into a + user-facing 412 by the REST layer. + + When ``raise_on_missing`` is ``False`` (the tool-*list* path), missing + per-user vars are non-blocking: we interpolate whatever is available and + leave unfilled ``${NAME}`` references untouched, so the server's tools + still appear in the listing. The user only hits the friendly error when + they actually invoke a tool that needs the missing value. + """ + static_headers = server.static_headers + env_vars = getattr(server, "env_vars", None) + if not static_headers and not env_vars: + return static_headers + + global_values, user_specs = parse_admin_env_vars(env_vars) + # An empty-valued global is treated as unset: it must not mask a per-user + # var the user still has to supply, nor override a value the user did + # supply. The unresolved ${NAME} is then left untouched, like any other + # undefined reference. + global_values = {name: value for name, value in global_values.items() if value} + user_var_names = {spec["name"] for spec in user_specs} + + # If no env vars are configured, return static_headers as-is. + if not global_values and not user_specs: + return static_headers + + # Figure out which user-scoped vars are actually referenced. A var that + # also carries a global value is always covered by that global (globals + # win in the merge below), so it can never be genuinely "missing" even if + # the user hasn't filled it in -- only vars without a global fallback do. + referenced = collect_env_var_references(strings=(static_headers or {}).values()) + referenced_user_vars = referenced & user_var_names + required_user_vars = { + name for name in referenced_user_vars if name not in global_values + } + + user_values: Dict[str, str] = {} + if required_user_vars: + try: + user_values = await self._load_user_env_vars(server, user_api_key_auth) + except Exception as exc: + # On the tool-call path a DB failure must surface as a real + # server error, not a misleading "set up your credentials" 412. + # On the listing path we stay best-effort and leave the + # unfilled ${NAME} references untouched so tools still appear. + if raise_on_missing: + raise + verbose_logger.warning( + "MCPServerManager: best-effort user env var load failed for " + "server=%s: %s", + server.server_id, + exc, + ) + + if raise_on_missing: + missing = sorted( + name for name in required_user_vars if not user_values.get(name) + ) + if missing: + # A cached negative must never produce a 412: cache + # invalidation is process-local, so a user who just stored + # values on another worker would otherwise be told their + # credentials are missing until the entry expires. Confirm + # against the DB before raising. + user_values = await self._load_user_env_vars( + server, user_api_key_auth, force_refresh=True + ) + missing = sorted( + name for name in required_user_vars if not user_values.get(name) + ) + if missing: + raise MCPMissingUserEnvVarsError( + server_id=server.server_id, + server_name=server.server_name or server.name, + missing=missing, + setup_url=build_env_var_setup_url(server.server_id), + ) + + # Only honor stored user values for currently user-scoped vars, and let + # admin globals win, so a stale row from when a var was user-scoped can + # never override the global value the admin set after switching it. + scoped_user_values = { + name: value for name, value in user_values.items() if name in user_var_names + } + merged_vars: Dict[str, str] = {**scoped_user_values, **global_values} + if not static_headers: + return static_headers + return interpolate_headers(static_headers, merged_vars) + + async def _load_user_env_vars( + self, + server: MCPServer, + user_api_key_auth: Optional[UserAPIKeyAuth], + *, + force_refresh: bool = False, + ) -> Dict[str, str]: + """Look up the calling user's env var values for ``server``. + + Returns an empty dict when no user is available. Results are cached in a + short-lived in-memory map keyed by (user_id, server_id) so the tool-call + and tool-listing paths avoid a DB round-trip per request within the TTL + window; the cache is invalidated when the user stores or clears values. + Pass ``force_refresh`` to bypass the cache read and re-fetch from the DB + (used before raising a "missing credentials" error so a process-local + stale entry cannot mask values stored on another worker). A missing DB + connection and any other DB error propagate so the caller can decide + between failing the request (tool-call path) and staying best-effort + (listing path); they must never be mistaken for "user has no values", + which would send the user a misleading "set up your credentials" 412. + """ + if user_api_key_auth is None: + return {} + user_id = getattr(user_api_key_auth, "user_id", None) + if not user_id: + return {} + + cache_key = (user_id, server.server_id) + if not force_refresh: + cached = _user_env_vars_cache.get(cache_key) + if cached is not None: + values, ts = cached + if time.monotonic() - ts < _USER_ENV_VARS_CACHE_TTL: + return values + + from litellm.proxy.proxy_server import prisma_client # noqa: PLC0415 + + if prisma_client is None: + raise RuntimeError( + "MCP per-user env vars require a database connection, but none " + "is configured. Connect a database to your proxy to use per-user " + "MCP env vars." + ) + from litellm.proxy._experimental.mcp_server.db import ( # noqa: PLC0415 + get_user_env_vars, + ) + + values = await get_user_env_vars(prisma_client, user_id, server.server_id) + _write_user_env_vars_cache(user_id, server.server_id, values) + return values + async def _create_mcp_client( self, server: MCPServer, @@ -1732,10 +2009,17 @@ class MCPServerManager: client = None try: - if server.static_headers: + # Tool *listing* must not be blocked by missing per-user env vars — + # the server's tools should still appear so the client connects. The + # friendly "missing vars" error is raised only on the tool-*call* + # path (see _call_regular_mcp_tool). + resolved_static_headers = await self._resolve_static_headers_with_env_vars( + server, user_api_key_auth, raise_on_missing=False + ) + if resolved_static_headers: if extra_headers is None: extra_headers = {} - extra_headers.update(server.static_headers) + extra_headers.update(resolved_static_headers) # MCPJWTSigner: inject signed JWT for tools/list (list path skips pre_call_hook). # Skip entirely when the signer is not configured (avoid an unnecessary @@ -3105,10 +3389,17 @@ class MCPServerManager: continue extra_headers[header] = header_value - if mcp_server.static_headers: + # Interpolate env vars into static_headers. Raises + # MCPMissingUserEnvVarsError when the calling user has not filled in + # a required per-user variable — the REST layer converts that into + # a friendly 412 with a setup URL. + resolved_static_headers = await self._resolve_static_headers_with_env_vars( + mcp_server, user_api_key_auth + ) + if resolved_static_headers: if extra_headers is None: extra_headers = {} - extra_headers.update(mcp_server.static_headers) + extra_headers.update(resolved_static_headers) if hook_extra_headers: if extra_headers is None: @@ -3566,7 +3857,13 @@ class MCPServerManager: verbose_logger.debug( f"Building server from DB: {server.server_id} ({server.server_name})" ) - new_server = await self.build_mcp_server_from_table(server) + # raw_rows come straight from the DB, so their global env var + # values (like credentials) are still encrypted here, unlike the + # already-decrypted records add_server/update_server are handed. + # Decrypt them while building the registry entry. + new_server = await self.build_mcp_server_from_table( + server, env_vars_are_encrypted=True + ) # Carry the cached short_prefix from the previous registry entry # (if any) so the prefix is stable across reloads. if existing_server is not None and existing_server.short_prefix: @@ -3906,11 +4203,21 @@ class MCPServerManager: and not server.authentication_token ): should_skip_health_check = True + # Skip if static_headers reference a per-user env var: a userless probe + # can't fill ${NAME} and would forward the literal placeholder upstream, + # flipping the server to unhealthy even though real user calls succeed. + elif self._references_per_user_env_var(server): + should_skip_health_check = True if not should_skip_health_check: - extra_headers = {} - if server.static_headers: - extra_headers.update(server.static_headers) + resolved_static_headers = await self._resolve_static_headers_with_env_vars( + server=server, + user_api_key_auth=None, + raise_on_missing=False, + ) + extra_headers = ( + dict(resolved_static_headers) if resolved_static_headers else {} + ) client = await self._create_mcp_client( server=server, @@ -3960,6 +4267,7 @@ class MCPServerManager: extra_headers=server.extra_headers or [], mcp_info=server.mcp_info, static_headers=server.static_headers, + env_vars=self._env_vars_to_models(server.env_vars), status=status, last_health_check=datetime.now(), health_check_error=health_check_error, @@ -4033,6 +4341,14 @@ class MCPServerManager: return list_mcp_servers + @staticmethod + def _env_vars_to_models( + env_vars: Optional[List[Dict[str, Any]]], + ) -> Optional[List[MCPEnvVar]]: + if env_vars is None: + return None + return [MCPEnvVar.model_validate(env_var) for env_var in env_vars] + def _build_mcp_server_table(self, server: MCPServer) -> LiteLLM_MCPServerTable: return LiteLLM_MCPServerTable( server_id=server.server_id, @@ -4053,6 +4369,7 @@ class MCPServerManager: extra_headers=server.extra_headers or [], mcp_info=server.mcp_info, static_headers=server.static_headers, + env_vars=self._env_vars_to_models(server.env_vars), status=None, # No health check performed last_health_check=None, # No health check performed health_check_error=None, diff --git a/litellm/proxy/_experimental/mcp_server/rest_endpoints.py b/litellm/proxy/_experimental/mcp_server/rest_endpoints.py index e20c9f3a082..78cecfed0bd 100644 --- a/litellm/proxy/_experimental/mcp_server/rest_endpoints.py +++ b/litellm/proxy/_experimental/mcp_server/rest_endpoints.py @@ -1,3 +1,4 @@ +import asyncio import importlib from datetime import datetime from typing import ( @@ -13,6 +14,7 @@ from typing import ( Union, ) +import httpx from fastapi import APIRouter, Depends, HTTPException, Query, Request, status from litellm._logging import verbose_logger @@ -20,7 +22,10 @@ from litellm.proxy._experimental.mcp_server.exceptions import MCPUpstreamAuthErr from litellm.proxy._experimental.mcp_server.ui_session_utils import ( build_effective_auth_contexts, ) -from litellm.proxy._experimental.mcp_server.utils import merge_mcp_headers +from litellm.proxy._experimental.mcp_server.utils import ( + MCPMissingUserEnvVarsError, + merge_mcp_headers, +) from litellm.proxy._types import LitellmUserRoles, UserAPIKeyAuth from litellm.proxy.auth.ip_address_utils import IPAddressUtils from litellm.proxy.auth.user_api_key_auth import user_api_key_auth @@ -41,6 +46,28 @@ router = APIRouter( tags=["mcp"], ) + +def _connection_error_message(exc: BaseException) -> str: + if isinstance(exc, httpx.LocalProtocolError): + return ( + "Failed to connect to MCP server: a request header is malformed. " + "Check static headers for leading/trailing spaces or illegal characters." + ) + if isinstance(exc, (httpx.ConnectError, httpx.ConnectTimeout)): + return ( + "Failed to connect to MCP server: the server is unreachable. " + "Check the URL and that the server is running." + ) + if isinstance(exc, httpx.TimeoutException): + return "Failed to connect to MCP server: the connection timed out." + if isinstance(exc, httpx.HTTPStatusError): + return ( + f"Failed to connect to MCP server: it returned HTTP " + f"{exc.response.status_code}." + ) + return "Failed to connect to MCP server. Check proxy logs for details." + + if MCP_AVAILABLE: from mcp.types import Tool as MCPTool @@ -812,6 +839,23 @@ if MCP_AVAILABLE: requested_server_id=canonical_server_id, ) return result + except MCPMissingUserEnvVarsError as e: + verbose_logger.info( + "MCP tool call missing per-user env vars: server_id=%s missing=%s", + e.server_id, + e.missing, + ) + raise HTTPException( + status_code=412, + detail={ + "error": "missing_user_env_vars", + "message": str(e), + "server_id": e.server_id, + "server_name": e.server_name, + "missing": e.missing, + "setup_url": e.setup_url, + }, + ) except BlockedPiiEntityError as e: verbose_logger.error(f"BlockedPiiEntityError in MCP tool call: {str(e)}") raise HTTPException( @@ -961,14 +1005,14 @@ if MCP_AVAILABLE: return await operation(client) - except (KeyboardInterrupt, SystemExit): + except (KeyboardInterrupt, SystemExit, asyncio.CancelledError): raise except BaseException as e: verbose_logger.error("Error in MCP operation: %s", e, exc_info=True) return { "status": "error", "error": True, - "message": "Failed to connect to MCP server. Check proxy logs for details.", + "message": _connection_error_message(e), } async def _preview_openapi_tools(spec_path: str) -> dict: diff --git a/litellm/proxy/_experimental/mcp_server/server.py b/litellm/proxy/_experimental/mcp_server/server.py index df6cb22fda1..51e77de43c8 100644 --- a/litellm/proxy/_experimental/mcp_server/server.py +++ b/litellm/proxy/_experimental/mcp_server/server.py @@ -53,6 +53,7 @@ from litellm.proxy._experimental.mcp_server.utils import ( LITELLM_MCP_SERVER_DESCRIPTION, LITELLM_MCP_SERVER_NAME, LITELLM_MCP_SERVER_VERSION, + MCPMissingUserEnvVarsError, add_server_prefix_to_name, get_server_prefix, iter_known_server_prefixes, @@ -720,6 +721,16 @@ if MCP_AVAILABLE: host_progress_callback=host_progress_callback, **data, # for logging ) + except MCPMissingUserEnvVarsError as e: + verbose_logger.info( + "MCP mcp_server_tool_call missing per-user env vars: server_id=%s missing=%s", + e.server_id, + e.missing, + ) + return CallToolResult( + content=[TextContent(text=str(e), type="text")], + isError=True, + ) except BlockedPiiEntityError as e: verbose_logger.error( f"BlockedPiiEntityError in MCP tool call: {str(e)}" diff --git a/litellm/proxy/_experimental/mcp_server/utils.py b/litellm/proxy/_experimental/mcp_server/utils.py index b66dfa85b9c..97cfa74ea45 100644 --- a/litellm/proxy/_experimental/mcp_server/utils.py +++ b/litellm/proxy/_experimental/mcp_server/utils.py @@ -4,11 +4,23 @@ MCP Server Utilities import json import re -from typing import Any, Dict, Iterator, Mapping, Optional, Tuple, Union +from typing import ( + Any, + Dict, + Iterable, + Iterator, + List, + Mapping, + Optional, + Set, + Tuple, + Union, +) import hashlib import importlib import os +from urllib.parse import quote # Constants LITELLM_MCP_SERVER_NAME = "litellm-mcp-server" @@ -370,6 +382,130 @@ def validate_mcp_server_name( raise Exception(error_message) +class MCPMissingUserEnvVarsError(Exception): + """Raised when an MCP request can't be built because the calling user has + not supplied one or more required per-user environment variables. + + The error message is user-facing and includes a URL the user can visit + to fill them in. + """ + + def __init__( + self, + *, + server_id: str, + server_name: Optional[str], + missing: List[str], + setup_url: str, + ) -> None: + self.server_id = server_id + self.server_name = server_name + self.missing = missing + self.setup_url = setup_url + label = server_name or server_id + bullet_list = "\n".join(f"- {name}" for name in missing) + message = ( + f'Cannot connect to MCP server "{label}".\n\n' + f"Your administrator configured this server to require per-user " + f"variables, but you haven't set the following yet:\n" + f"{bullet_list}\n\n" + f"Set your credentials here:\n" + f"{setup_url}" + ) + super().__init__(message) + + +# Pattern for ``${NAME}`` substitution. Matches the standard env-var +# identifier rules — letters, digits, underscores, can't start with a digit. +_ENV_VAR_PATTERN = re.compile(r"\$\{([A-Za-z_][A-Za-z0-9_]*)\}") + + +def parse_admin_env_vars( + env_vars: Optional[Iterable[Any]], +) -> Tuple[Dict[str, str], List[Dict[str, Any]]]: + """Split admin-configured env var entries into globals and per-user specs. + + Accepts the raw value of ``MCPServer.env_vars`` (list of dicts or Pydantic + models). Returns: + + - ``global_values``: ``{name: value}`` for entries with ``scope=="global"``. + - ``user_specs``: list of ``{name, description}`` for entries with + ``scope=="user"`` — these are the names the user must fill in. + + Unknown / malformed entries are skipped silently. + """ + global_values: Dict[str, str] = {} + user_specs: List[Dict[str, Any]] = [] + if not env_vars: + return global_values, user_specs + for raw in env_vars: + if raw is None: + continue + if hasattr(raw, "model_dump"): + entry = raw.model_dump() + elif isinstance(raw, dict): + entry = raw + else: + continue + name = entry.get("name") + if not isinstance(name, str) or not name: + continue + scope = entry.get("scope") or "global" + if scope == "user": + user_specs.append({"name": name, "description": entry.get("description")}) + else: + value = entry.get("value") + global_values[name] = "" if value is None else str(value) + return global_values, user_specs + + +def find_env_var_references(value: str) -> Set[str]: + """Return the set of ``${NAME}`` identifiers referenced inside ``value``.""" + if not value: + return set() + return set(_ENV_VAR_PATTERN.findall(value)) + + +def collect_env_var_references(*, strings: Iterable[str]) -> Set[str]: + """Union of every ``${NAME}`` reference across a collection of strings.""" + refs: Set[str] = set() + for s in strings: + if isinstance(s, str): + refs |= find_env_var_references(s) + return refs + + +def interpolate_env_vars(value: str, variables: Mapping[str, str]) -> str: + """Replace ``${NAME}`` references in ``value`` with the matching mapping + entry. Unknown names are left untouched so callers can detect them via + ``find_env_var_references`` on the result if needed. + """ + if not value: + return value + + def _sub(match: "re.Match[str]") -> str: + name = match.group(1) + if name in variables: + return variables[name] + return match.group(0) + + return _ENV_VAR_PATTERN.sub(_sub, value) + + +def interpolate_headers( + headers: Mapping[str, str], variables: Mapping[str, str] +) -> Dict[str, str]: + """Return a copy of ``headers`` with every value passed through ``interpolate_env_vars``.""" + return {k: interpolate_env_vars(v, variables) for k, v in headers.items()} + + +def build_env_var_setup_url(server_id: str) -> str: + """The frontend URL where a user can fill in their per-user env vars.""" + base = os.environ.get("PROXY_BASE_URL", "").rstrip("/") + path = f"/ui/?page=mcp-servers&fill_env_vars={quote(server_id, safe='')}" + return f"{base}{path}" if base else path + + def merge_mcp_headers( *, extra_headers: Optional[Mapping[str, str]] = None, diff --git a/litellm/proxy/_types.py b/litellm/proxy/_types.py index 3415eb435e8..e5d70933063 100644 --- a/litellm/proxy/_types.py +++ b/litellm/proxy/_types.py @@ -1265,6 +1265,34 @@ class MCPApprovalStatus(str, enum.Enum): rejected = "rejected" +class MCPEnvVarScope(str, enum.Enum): + """Scope for an MCP server environment variable. + + - ``global``: value is provided by the admin and used for all users. + - ``user``: each user must provide their own value via the per-user + env-var endpoint. The admin-supplied ``value`` is treated as a + placeholder/hint and is not used at request time. + """ + + global_ = "global" + user = "user" + + +class MCPEnvVar(LiteLLMPydanticObjectBase): + """One environment variable for an MCP server. + + Variables can be interpolated into ``static_headers`` using ``${NAME}`` + syntax. ``scope=global`` values are stored on the server. ``scope=user`` + values are stored per-user in ``LiteLLM_MCPUserEnvVars`` and supplied by + each user. + """ + + name: str + value: str = "" + scope: MCPEnvVarScope = MCPEnvVarScope.global_ + description: Optional[str] = None + + # MCP Proxy Request Types class NewMCPServerRequest(LiteLLMPydanticObjectBase): server_id: Optional[str] = None @@ -1283,6 +1311,7 @@ class NewMCPServerRequest(LiteLLMPydanticObjectBase): tool_name_to_description: Optional[Dict[str, str]] = None extra_headers: Optional[List[str]] = None static_headers: Optional[Dict[str, str]] = None + env_vars: Optional[List[MCPEnvVar]] = None instructions: Optional[str] = None # Stdio-specific fields command: Optional[str] = None @@ -1369,6 +1398,7 @@ class UpdateMCPServerRequest(LiteLLMPydanticObjectBase): tool_name_to_description: Optional[Dict[str, str]] = None extra_headers: Optional[List[str]] = None static_headers: Optional[Dict[str, str]] = None + env_vars: Optional[List[MCPEnvVar]] = None instructions: Optional[str] = None # Stdio-specific fields command: Optional[str] = None @@ -1438,6 +1468,7 @@ class LiteLLM_MCPServerTable(LiteLLMPydanticObjectBase): extra_headers: List[str] = Field(default_factory=list) mcp_info: Optional[MCPInfo] = None static_headers: Optional[Dict[str, str]] = None + env_vars: Optional[List[MCPEnvVar]] = None # Health check status status: Optional[Literal["healthy", "unhealthy", "unknown"]] = Field( default="unknown", @@ -1519,6 +1550,35 @@ class MCPUserCredentialListItem(LiteLLMPydanticObjectBase): connected_at: Optional[str] = None # ISO-8601 +class MCPUserEnvVarsRequest(LiteLLMPydanticObjectBase): + """Payload for storing the calling user's per-user env var values.""" + + values: Dict[str, str] + + +class MCPUserEnvVarSpec(LiteLLMPydanticObjectBase): + """Describes one per-user env var slot for the calling user. + + Stored values are write-only: the status only reports whether a value + ``is_set`` and never echoes the decrypted secret back to the client. + """ + + name: str + description: Optional[str] = None + is_set: bool = False + + +class MCPUserEnvVarsStatus(LiteLLMPydanticObjectBase): + """Per-user env var status for a single MCP server.""" + + server_id: str + server_name: Optional[str] = None + alias: Optional[str] = None + required: List[MCPUserEnvVarSpec] = Field(default_factory=list) + missing_count: int = 0 + setup_url: Optional[str] = None # frontend URL where the user can fill these in + + class RejectMCPServerRequest(LiteLLMPydanticObjectBase): review_notes: Optional[str] = None diff --git a/litellm/proxy/management_endpoints/key_management_endpoints.py b/litellm/proxy/management_endpoints/key_management_endpoints.py index c8c590af97c..99d0bac88af 100644 --- a/litellm/proxy/management_endpoints/key_management_endpoints.py +++ b/litellm/proxy/management_endpoints/key_management_endpoints.py @@ -39,6 +39,7 @@ from litellm.litellm_core_utils.safe_json_dumps import safe_dumps from litellm.proxy._experimental.mcp_server.db import ( rotate_mcp_server_credentials_master_key, rotate_mcp_user_credentials_master_key, + rotate_mcp_user_env_vars_master_key, ) from litellm.proxy._types import * from litellm.proxy._types import LiteLLM_VerificationToken @@ -4136,6 +4137,15 @@ async def _rotate_master_key( # noqa: PLR0915 "Failed to rotate MCP user credentials: %s", str(e) ) + # 4c. process MCP per-user environment variables table + try: + await rotate_mcp_user_env_vars_master_key( + prisma_client=prisma_client, + new_master_key=new_master_key, + ) + except Exception as e: + verbose_proxy_logger.warning("Failed to rotate MCP user env vars: %s", str(e)) + # 5. process credentials table try: credentials = await prisma_client.db.litellm_credentialstable.find_many() diff --git a/litellm/proxy/management_endpoints/mcp_management_endpoints.py b/litellm/proxy/management_endpoints/mcp_management_endpoints.py index 05cfc674497..f1edcc9c7b2 100644 --- a/litellm/proxy/management_endpoints/mcp_management_endpoints.py +++ b/litellm/proxy/management_endpoints/mcp_management_endpoints.py @@ -47,7 +47,10 @@ from litellm._logging import verbose_logger, verbose_proxy_logger from litellm._uuid import uuid from litellm.constants import LITELLM_PROXY_ADMIN_NAME from litellm.proxy._experimental.mcp_server.utils import ( + build_env_var_setup_url, + collect_env_var_references, get_server_prefix, + parse_admin_env_vars, ) from litellm.proxy._experimental.mcp_server.utils import ( validate_and_normalize_mcp_server_payload as _base_validate_and_normalize_mcp_server_payload, @@ -111,12 +114,16 @@ if MCP_AVAILABLE: create_mcp_server, delete_mcp_server, delete_user_credential, + delete_user_env_vars, get_all_mcp_servers_for_user, get_mcp_server, get_mcp_servers, get_mcp_submissions, + get_user_env_vars, + get_user_env_vars_bulk, get_user_oauth_credential, list_user_oauth_credentials, + merge_user_env_vars, reject_mcp_server, store_user_credential, store_user_oauth_credential, @@ -139,6 +146,7 @@ if MCP_AVAILABLE: LitellmUserRoles, MakeMCPServersPublicRequest, MCPApprovalStatus, + MCPEnvVarScope, MCPOAuthUserCredentialRequest, MCPOAuthUserCredentialStatus, MCPSubmissionsSummary, @@ -146,6 +154,9 @@ if MCP_AVAILABLE: MCPUserCredentialListItem, MCPUserCredentialRequest, MCPUserCredentialResponse, + MCPUserEnvVarSpec, + MCPUserEnvVarsRequest, + MCPUserEnvVarsStatus, NewMCPServerRequest, RejectMCPServerRequest, SpecialMCPServerName, @@ -473,6 +484,27 @@ if MCP_AVAILABLE: ) -> List[LiteLLM_MCPServerTable]: return [_redact_mcp_credentials(server) for server in mcp_servers] + def _redact_global_env_var_values(mcp_server: LiteLLM_MCPServerTable) -> None: + """Blank admin-supplied ``scope="global"`` env var secrets in place. + + Global entries hold the admin's plaintext credential (API key, + password, ...) and must never reach non-admin callers. Per-user + entries only carry a placeholder the user fills in themselves, so + their value is left intact. + """ + for env_var in mcp_server.env_vars or []: + if env_var.scope == MCPEnvVarScope.global_: + env_var.value = "" + + def _user_is_full_admin(user_api_key_dict: UserAPIKeyAuth) -> bool: + """True only for ``PROXY_ADMIN``; ``PROXY_ADMIN_VIEW_ONLY`` returns False. + + Global env var secrets pre-fill the admin edit form, so a full admin + must see them, but a read-only admin gets the same redacted view as + any other non-managing caller. + """ + return user_api_key_dict.user_role == LitellmUserRoles.PROXY_ADMIN + def _is_restricted_virtual_key_request(user_api_key_dict: UserAPIKeyAuth) -> bool: """Best-effort detection for route-restricted virtual keys. @@ -513,6 +545,11 @@ if MCP_AVAILABLE: sanitized.authorization_url = None sanitized.token_url = None sanitized.registration_url = None + # Drop env vars entirely rather than only blanking global values: the + # names alone (DB_PASSWORD, GITHUB_API_KEY, ...) leak what secrets the + # admin configured. Non-admins get the per-user vars they must fill in + # from the dedicated /user-env-vars/status endpoint instead. + sanitized.env_vars = None return sanitized def _sanitize_mcp_server_list_for_non_admin( @@ -544,6 +581,7 @@ if MCP_AVAILABLE: sanitized.allowed_tools = [] sanitized.mcp_access_groups = [] sanitized.teams = [] + sanitized.env_vars = None sanitized.authorization_url = None sanitized.token_url = None @@ -976,6 +1014,10 @@ if MCP_AVAILABLE: if not _user_has_admin_view(user_api_key_dict): return _sanitize_mcp_server_list_for_non_admin(redacted_mcp_servers) + if not _user_is_full_admin(user_api_key_dict): + for server in redacted_mcp_servers: + _redact_global_env_var_values(server) + return redacted_mcp_servers @router.get( @@ -1144,7 +1186,11 @@ if MCP_AVAILABLE: "Database not connected. Connect a database to your proxy" ) - return await get_mcp_submissions(prisma_client) + submissions = await get_mcp_submissions(prisma_client) + if not _user_is_full_admin(user_api_key_dict): + for item in submissions.items: + _redact_global_env_var_values(item) + return submissions @router.put( "/server/{server_id}/approve", @@ -1363,6 +1409,8 @@ if MCP_AVAILABLE: return _sanitize_mcp_server_for_virtual_key(redacted) if not _user_has_admin_view(user_api_key_dict): return _sanitize_mcp_server_for_non_admin(redacted) + if not _user_is_full_admin(user_api_key_dict): + _redact_global_env_var_values(redacted) return redacted @router.post( @@ -1432,23 +1480,34 @@ if MCP_AVAILABLE: payload.submitted_by = None payload.submitted_at = None - # Attempt to create the mcp server + # The database write is the commit point: if it fails nothing was + # persisted and the request is a genuine failure. try: new_mcp_server = await create_mcp_server( prisma_client, payload, touched_by=user_api_key_dict.user_id or LITELLM_PROXY_ADMIN_NAME, ) - await global_mcp_server_manager.add_server(new_mcp_server) - - # Ensure registry is up to date by reloading from database - await global_mcp_server_manager.reload_servers_from_database() except Exception as e: verbose_proxy_logger.exception(f"Error creating mcp server: {str(e)}") raise HTTPException( status_code=status.HTTP_500_INTERNAL_SERVER_ERROR, detail={"error": f"Error creating mcp server: {str(e)}"}, ) + + # Registry refresh is best-effort: the row is already committed, so a + # failure here (e.g. an unrelated malformed row in the table) must not + # surface as a 500 and orphan the created server, which would push the + # caller to retry and create duplicates. + try: + await global_mcp_server_manager.add_server(new_mcp_server) + await global_mcp_server_manager.reload_servers_from_database() + except Exception as e: + verbose_proxy_logger.exception( + f"MCP server {new_mcp_server.server_id} created but in-memory " + f"registry refresh failed: {str(e)}" + ) + return _redact_mcp_credentials(new_mcp_server) @router.post( @@ -2106,6 +2165,249 @@ if MCP_AVAILABLE: ) return items + # ── Per-user MCP env var endpoints ──────────────────────────────────────── + + async def _authorize_and_fetch_mcp_server( + prisma_client, + user_api_key_dict: UserAPIKeyAuth, + server_id: str, + ) -> LiteLLM_MCPServerTable: + """Return the MCP server the caller may manage env vars for. + + Admins look the server up directly. Non-admins reuse the access-scoped + listing that already loads every server they can see, so we don't issue + a second per-server query just to re-fetch a record the authorization + check produced. A non-admin who can't see the server gets 403 (never + 404) so server ids can't be enumerated. + """ + if _user_has_admin_view(user_api_key_dict): + server = await get_mcp_server(prisma_client, server_id) + if server is None: + raise HTTPException( + status_code=status.HTTP_404_NOT_FOUND, + detail={"error": f"MCP Server {server_id} not found"}, + ) + return server + accessible = await get_all_mcp_servers_for_user( + prisma_client, user_api_key_dict + ) + for server in accessible: + if server.server_id == server_id: + return server + raise HTTPException( + status_code=status.HTTP_403_FORBIDDEN, + detail={ + "error": ( + f"User does not have permission to access mcp server with id {server_id}. " + "You can only manage env vars for mcp servers that you have access to." + ) + }, + ) + + def _compute_user_env_var_status( + *, + server: LiteLLM_MCPServerTable, + stored_values: Dict[str, str], + ) -> MCPUserEnvVarsStatus: + """Build a status object for one server given the user's stored values. + + Stored credentials are write-only: the response reports only whether + each value ``is_set`` and never echoes the decrypted secret back, so a + leaked token can't be used to exfiltrate the raw upstream credential. + """ + global_values, user_specs = parse_admin_env_vars( + getattr(server, "env_vars", None) + ) + # An empty-valued global is not a usable fallback, so it must not mark a + # referenced per-user var as covered, matching the empty-global filter in + # _resolve_static_headers_with_env_vars. Otherwise this endpoint reports no + # credential needed for a var every tool call still 412s on. + global_values = {name: value for name, value in global_values.items() if value} + + # A var only blocks when it's referenced by static_headers and has no + # admin global fallback, mirroring _resolve_static_headers_with_env_vars + # (globals win the merge) so the status endpoint never asks the user for + # credentials a tool call wouldn't actually require. + static_headers = getattr(server, "static_headers", None) or {} + if isinstance(static_headers, str): + try: + static_headers = json.loads(static_headers) or {} + except (ValueError, TypeError): + static_headers = {} + referenced = collect_env_var_references(strings=static_headers.values()) + user_var_names = {spec["name"] for spec in user_specs} + blocking = { + name for name in (referenced & user_var_names) if name not in global_values + } + + required: List[MCPUserEnvVarSpec] = [] + missing_count = 0 + for spec in user_specs: + name = spec["name"] + if name not in blocking: + continue + value = stored_values.get(name) + is_set = bool(value) + if not is_set: + missing_count += 1 + required.append( + MCPUserEnvVarSpec( + name=name, + description=spec.get("description"), + is_set=is_set, + ) + ) + + return MCPUserEnvVarsStatus( + server_id=server.server_id, + server_name=getattr(server, "server_name", None), + alias=getattr(server, "alias", None), + required=required, + missing_count=missing_count, + setup_url=build_env_var_setup_url(server.server_id) if required else None, + ) + + @router.get( + "/server/{server_id}/user-env-vars", + description="Return the calling user's per-user MCP env var status for this server.", + dependencies=[Depends(user_api_key_auth)], + response_model=MCPUserEnvVarsStatus, + ) + @management_endpoint_wrapper + async def get_mcp_user_env_vars( + server_id: str, + user_api_key_dict: UserAPIKeyAuth = Depends(user_api_key_auth), + ) -> MCPUserEnvVarsStatus: + prisma_client = get_prisma_client_or_throw( + "Database not connected. Connect a database to your proxy" + ) + user_id = user_api_key_dict.user_id or "" + if not user_id: + raise HTTPException( + status_code=status.HTTP_400_BAD_REQUEST, + detail={"error": "User ID not found in token"}, + ) + server = await _authorize_and_fetch_mcp_server( + prisma_client, user_api_key_dict, server_id + ) + stored = await get_user_env_vars(prisma_client, user_id, server_id) + return _compute_user_env_var_status(server=server, stored_values=stored) + + @router.post( + "/server/{server_id}/user-env-vars", + description=( + "Store the calling user's per-user MCP env var values for this " + "server. Submitted values are merged over any previously stored " + "values, so you only send the fields you want to set or change; a " + "variable omitted (or sent empty) keeps its stored value. Use " + "DELETE to clear all stored values." + ), + dependencies=[Depends(user_api_key_auth)], + response_model=MCPUserEnvVarsStatus, + ) + @management_endpoint_wrapper + async def store_mcp_user_env_vars( + server_id: str, + payload: MCPUserEnvVarsRequest, + user_api_key_dict: UserAPIKeyAuth = Depends(user_api_key_auth), + ) -> MCPUserEnvVarsStatus: + prisma_client = get_prisma_client_or_throw( + "Database not connected. Connect a database to your proxy" + ) + user_id = user_api_key_dict.user_id or "" + if not user_id: + raise HTTPException( + status_code=status.HTTP_400_BAD_REQUEST, + detail={"error": "User ID not found in token"}, + ) + server = await _authorize_and_fetch_mcp_server( + prisma_client, user_api_key_dict, server_id + ) + # Only known per-user var names declared by the admin are accepted — + # never persist arbitrary keys the user invents. Submitted values are + # merged over the existing set so a user updating one credential does + # not have to re-enter the others (which are write-only and never shown + # back); an omitted/empty field keeps its stored value. + _, user_specs = parse_admin_env_vars(getattr(server, "env_vars", None)) + allowed_names = {spec["name"] for spec in user_specs} + updates = { + k: v for k, v in payload.values.items() if k in allowed_names and v != "" + } + merged = await merge_user_env_vars( + prisma_client, user_id, server_id, updates, allowed_names + ) + from litellm.proxy._experimental.mcp_server.mcp_server_manager import ( + invalidate_user_env_vars_cache, + ) + + invalidate_user_env_vars_cache(user_id, server_id) + return _compute_user_env_var_status(server=server, stored_values=merged) + + @router.delete( + "/server/{server_id}/user-env-vars", + description="Clear the calling user's per-user MCP env var values for this server.", + dependencies=[Depends(user_api_key_auth)], + response_model=MCPUserEnvVarsStatus, + ) + @management_endpoint_wrapper + async def clear_mcp_user_env_vars( + server_id: str, + user_api_key_dict: UserAPIKeyAuth = Depends(user_api_key_auth), + ) -> MCPUserEnvVarsStatus: + prisma_client = get_prisma_client_or_throw( + "Database not connected. Connect a database to your proxy" + ) + user_id = user_api_key_dict.user_id or "" + if not user_id: + raise HTTPException( + status_code=status.HTTP_400_BAD_REQUEST, + detail={"error": "User ID not found in token"}, + ) + server = await _authorize_and_fetch_mcp_server( + prisma_client, user_api_key_dict, server_id + ) + await delete_user_env_vars(prisma_client, user_id, server_id) + from litellm.proxy._experimental.mcp_server.mcp_server_manager import ( + invalidate_user_env_vars_cache, + ) + + invalidate_user_env_vars_cache(user_id, server_id) + return _compute_user_env_var_status(server=server, stored_values={}) + + @router.get( + "/user-env-vars/status", + description="Per-user MCP env var status across every server the user can access. " + "Used by the dashboard to highlight servers with missing per-user vars.", + dependencies=[Depends(user_api_key_auth)], + response_model=List[MCPUserEnvVarsStatus], + ) + @management_endpoint_wrapper + async def list_mcp_user_env_var_status( + user_api_key_dict: UserAPIKeyAuth = Depends(user_api_key_auth), + ) -> List[MCPUserEnvVarsStatus]: + prisma_client = get_prisma_client_or_throw( + "Database not connected. Connect a database to your proxy" + ) + user_id = user_api_key_dict.user_id or "" + if not user_id: + return [] + accessible = await get_all_mcp_servers_for_user( + prisma_client, user_api_key_dict + ) + if not accessible: + return [] + server_ids = [s.server_id for s in accessible] + stored_bulk = await get_user_env_vars_bulk(prisma_client, user_id, server_ids) + statuses: List[MCPUserEnvVarsStatus] = [] + for server in accessible: + stored = stored_bulk.get(server.server_id, {}) + status_obj = _compute_user_env_var_status( + server=server, stored_values=stored + ) + if status_obj.required: + statuses.append(status_obj) + return statuses + @router.put( "/server", description="Allows deleting mcp serves in the db", diff --git a/litellm/proxy/management_helpers/utils.py b/litellm/proxy/management_helpers/utils.py index 287dc38a1fb..0b175db3c87 100644 --- a/litellm/proxy/management_helpers/utils.py +++ b/litellm/proxy/management_helpers/utils.py @@ -5,6 +5,7 @@ from functools import wraps from typing import Any, Callable, List, Optional, Tuple from fastapi import HTTPException, Request +from pydantic import BaseModel import litellm from litellm._logging import verbose_logger @@ -436,6 +437,58 @@ async def send_management_endpoint_alert( ) +def _redacted_env_var(entry: Any) -> dict: + get = entry.get if isinstance(entry, dict) else lambda k: getattr(entry, k, None) + return { + "name": get("name"), + "scope": get("scope"), + "description": get("description"), + "value": "", + } + + +def _redact_record_env_vars(record: Any) -> Any: + """Return ``record`` with its ``env_vars[].value`` blanked. + + Copies rather than mutating, because the record aliases the live response + object that is also returned to the caller. Records without an ``env_vars`` + list are returned unchanged. + """ + env_vars = ( + record.get("env_vars") + if isinstance(record, dict) + else getattr(record, "env_vars", None) + ) + if not isinstance(env_vars, list): + return record + redacted = [_redacted_env_var(entry) for entry in env_vars] + if isinstance(record, dict): + return {**record, "env_vars": redacted} + if isinstance(record, BaseModel): + return record.model_copy(update={"env_vars": redacted}) + return record + + +def _redact_env_var_values(response: dict) -> None: + """Blank ``env_vars[].value`` in a management response before telemetry. + + MCP endpoints return decrypted ``scope="global"`` env var values so the admin + UI can pre-fill the edit form; those values are upstream credentials and must + not be serialized verbatim into OTEL spans, where an observability user could + read them. The values surface both at the top level (single-server + create/update) and nested under ``items`` (the submissions queue), so both are + scrubbed. Names, scopes, and descriptions are kept so traces stay useful. + """ + if isinstance(response.get("env_vars"), list): + response["env_vars"] = [ + _redacted_env_var(entry) for entry in response["env_vars"] + ] + + items = response.get("items") + if isinstance(items, list): + response["items"] = [_redact_record_env_vars(item) for item in items] + + async def _emit_management_endpoint_otel_span( func: Callable, kwargs: dict, @@ -497,6 +550,7 @@ async def _emit_management_endpoint_otel_span( try: raw = dict(result) _response = {k: v for k, v in raw.items() if k not in _CREDENTIAL_FIELDS} + _redact_env_var_values(_response) except Exception: _response = None diff --git a/litellm/proxy/schema.prisma b/litellm/proxy/schema.prisma index b51da83a632..e21c0016491 100644 --- a/litellm/proxy/schema.prisma +++ b/litellm/proxy/schema.prisma @@ -311,6 +311,11 @@ model LiteLLM_MCPServerTable { tool_name_to_description Json? @default("{}") extra_headers String[] @default([]) static_headers Json? @default("{}") + // Admin-configured environment variables interpolated into static_headers + // via ${NAME} syntax. Stored as an array of + // {name, value, scope, description}. scope is "global" (value used as-is) + // or "user" (value supplied per-user via LiteLLM_MCPUserEnvVars). + env_vars Json? @default("[]") // Health check status status String? @default("unknown") last_health_check DateTime? @@ -366,6 +371,21 @@ model LiteLLM_MCPUserCredentials { @@unique([user_id, server_id]) } +// Per-user environment variable values for MCP servers. +// values_b64 is an encrypted JSON object: {VAR_NAME: "value", ...}. +model LiteLLM_MCPUserEnvVars { + id String @id @default(uuid()) + user_id String + server_id String + values_b64 String + created_at DateTime @default(now()) + updated_at DateTime @default(now()) @updatedAt + + @@unique([user_id, server_id]) + @@index([user_id]) + @@index([server_id]) +} + // Generate Tokens for Proxy model LiteLLM_VerificationToken { token String @id diff --git a/litellm/types/mcp_server/mcp_server_manager.py b/litellm/types/mcp_server/mcp_server_manager.py index 4f8c9a0aa48..92ca027c5bf 100644 --- a/litellm/types/mcp_server/mcp_server_manager.py +++ b/litellm/types/mcp_server/mcp_server_manager.py @@ -42,6 +42,10 @@ class MCPServer(BaseModel): static_headers: Optional[Dict[str, str]] = ( None # static headers to forward to the MCP server ) + # Admin-configured env vars. Each entry is {name, value, scope, description}. + # scope=="global" values are interpolated into static_headers using ${NAME}. + # scope=="user" values must be supplied per-user. + env_vars: Optional[List[Dict[str, Any]]] = None # OAuth-specific fields client_id: Optional[str] = None client_secret: Optional[str] = None diff --git a/schema.prisma b/schema.prisma index b51da83a632..e21c0016491 100644 --- a/schema.prisma +++ b/schema.prisma @@ -311,6 +311,11 @@ model LiteLLM_MCPServerTable { tool_name_to_description Json? @default("{}") extra_headers String[] @default([]) static_headers Json? @default("{}") + // Admin-configured environment variables interpolated into static_headers + // via ${NAME} syntax. Stored as an array of + // {name, value, scope, description}. scope is "global" (value used as-is) + // or "user" (value supplied per-user via LiteLLM_MCPUserEnvVars). + env_vars Json? @default("[]") // Health check status status String? @default("unknown") last_health_check DateTime? @@ -366,6 +371,21 @@ model LiteLLM_MCPUserCredentials { @@unique([user_id, server_id]) } +// Per-user environment variable values for MCP servers. +// values_b64 is an encrypted JSON object: {VAR_NAME: "value", ...}. +model LiteLLM_MCPUserEnvVars { + id String @id @default(uuid()) + user_id String + server_id String + values_b64 String + created_at DateTime @default(now()) + updated_at DateTime @default(now()) @updatedAt + + @@unique([user_id, server_id]) + @@index([user_id]) + @@index([server_id]) +} + // Generate Tokens for Proxy model LiteLLM_VerificationToken { token String @id diff --git a/tests/test_litellm/experimental_mcp_client/test_mcp_client.py b/tests/test_litellm/experimental_mcp_client/test_mcp_client.py index dee689708c3..c9e500b4a5b 100644 --- a/tests/test_litellm/experimental_mcp_client/test_mcp_client.py +++ b/tests/test_litellm/experimental_mcp_client/test_mcp_client.py @@ -1,3 +1,4 @@ +import asyncio import os import ssl import sys @@ -10,10 +11,26 @@ import pytest sys.path.insert(0, "../../../") import litellm.experimental_mcp_client.client as mcp_client_module -from litellm.experimental_mcp_client.client import MCPClient +from litellm.experimental_mcp_client.client import ( + MCPClient, + _first_non_cancelled_cause, +) from litellm.types.mcp import MCPAuth, MCPStdioConfig, MCPTransport +class _FakeExceptionGroup(Exception): + """Duck-typed stand-in for an anyio/builtin ExceptionGroup. + + The production unwrapper reads ``.exceptions`` rather than depending on the + builtin ``ExceptionGroup`` type, so this exercises the same code path on + every Python version. + """ + + def __init__(self, message, exceptions): + super().__init__(message) + self.exceptions = tuple(exceptions) + + class TestMCPClient: """Test MCP Client stdio functionality""" @@ -307,6 +324,26 @@ class TestMCPClient: assert headers["Authorization"] == "token my-token" assert headers["X-Custom-Header"] == "custom-value" + def test_get_auth_headers_strips_static_header_whitespace(self): + """ + Static header names/values must be stripped of surrounding whitespace. + + h11 rejects header values with leading/trailing whitespace as an + "Illegal header value", which silently aborts the MCP connection. A + stray space in a configured static header value would otherwise make + every request to that server fail with an opaque error. + """ + client = MCPClient( + server_url="http://example.com/mcp", + transport_type="http", + extra_headers={"X-Db-Url": " mew://host ", " X-Pad ": "v"}, + ) + + headers = client._get_auth_headers() + + assert headers["X-Db-Url"] == "mew://host" + assert headers["X-Pad"] == "v" + def test_token_auth_enum_value(self): """Test that MCPAuth.token enum exists and has correct value""" assert hasattr(MCPAuth, "token") @@ -388,5 +425,123 @@ class TestMCPClientInstructionsCapture: assert client._last_initialize_instructions is None +# --------------------------------------------------------------------------- +# Transport error surfacing +# --------------------------------------------------------------------------- + + +class TestFirstNonCancelledCause: + """Unwrapping the real cause out of a (possibly nested) exception group.""" + + def test_returns_plain_non_cancelled(self): + err = ValueError("boom") + assert _first_non_cancelled_cause(err) is err + + def test_returns_none_for_plain_cancelled(self): + assert _first_non_cancelled_cause(asyncio.CancelledError()) is None + + def test_unwraps_group_to_non_cancelled_leaf(self): + target = httpx.ConnectError("refused") + group = _FakeExceptionGroup("g", [asyncio.CancelledError(), target]) + assert _first_non_cancelled_cause(group) is target + + def test_unwraps_nested_group(self): + target = httpx.LocalProtocolError("Illegal header value") + inner = _FakeExceptionGroup("inner", [asyncio.CancelledError(), target]) + outer = _FakeExceptionGroup("outer", [asyncio.CancelledError(), inner]) + assert _first_non_cancelled_cause(outer) is target + + def test_all_cancelled_returns_none(self): + group = _FakeExceptionGroup( + "g", [asyncio.CancelledError(), asyncio.CancelledError()] + ) + assert _first_non_cancelled_cause(group) is None + + @pytest.mark.skipif( + sys.version_info < (3, 11), reason="builtin ExceptionGroup requires 3.11+" + ) + def test_unwraps_builtin_exception_group(self): + target = httpx.ConnectError("refused") + group = ExceptionGroup("transport failed", [target]) # noqa: F821 + assert _first_non_cancelled_cause(group) is target + + +class TestExecuteSessionOperationSurfacesTransportError: + """_execute_session_operation should surface the real transport failure. + + When the upstream transport's task group fails (illegal header, connection + refused, ...), the in-flight ``session.initialize()`` is cancelled and the + real error only appears when the transport context exits. The opaque + ``CancelledError`` must be replaced with that real cause. + """ + + def _make_session(self, mock_session_cls, initialize): + mock_session = AsyncMock() + mock_session.initialize = initialize + session_ctx = MagicMock() + session_ctx.__aenter__ = AsyncMock(return_value=mock_session) + session_ctx.__aexit__ = AsyncMock(return_value=False) + mock_session_cls.return_value = session_ctx + + def _make_transport(self, aexit_side_effect): + transport_ctx = MagicMock() + transport_ctx.__aenter__ = AsyncMock(return_value=(MagicMock(), MagicMock())) + transport_ctx.__aexit__ = AsyncMock(side_effect=aexit_side_effect) + return transport_ctx + + @pytest.mark.asyncio + @patch("litellm.experimental_mcp_client.client.ClientSession") + async def test_surfaces_connect_error_over_cancelled(self, mock_session_cls): + client = MCPClient(server_url="http://example.com/mcp", transport_type="http") + self._make_session( + mock_session_cls, + AsyncMock(side_effect=asyncio.CancelledError("cancelled by group")), + ) + connect_error = httpx.ConnectError("All connection attempts failed") + transport_ctx = self._make_transport( + _FakeExceptionGroup("transport", [connect_error]) + ) + + async def _op(session): + return "done" + + with pytest.raises(httpx.ConnectError): + await client._execute_session_operation(transport_ctx, _op) + + @pytest.mark.asyncio + @patch("litellm.experimental_mcp_client.client.ClientSession") + async def test_genuine_cancellation_is_not_replaced(self, mock_session_cls): + client = MCPClient(server_url="http://example.com/mcp", transport_type="http") + self._make_session( + mock_session_cls, AsyncMock(side_effect=asyncio.CancelledError()) + ) + transport_ctx = self._make_transport( + _FakeExceptionGroup("teardown", [asyncio.CancelledError()]) + ) + + async def _op(session): + return "done" + + with pytest.raises(asyncio.CancelledError): + await client._execute_session_operation(transport_ctx, _op) + + @pytest.mark.asyncio + @patch("litellm.experimental_mcp_client.client.ClientSession") + async def test_cleanup_error_after_success_is_swallowed(self, mock_session_cls): + client = MCPClient(server_url="http://example.com/mcp", transport_type="http") + init_result = MagicMock() + init_result.instructions = None + self._make_session(mock_session_cls, AsyncMock(return_value=init_result)) + transport_ctx = self._make_transport( + _FakeExceptionGroup("late", [httpx.ConnectError("late cleanup error")]) + ) + + async def _op(session): + return "done" + + result = await client._execute_session_operation(transport_ctx, _op) + assert result == "done" + + if __name__ == "__main__": pytest.main([__file__]) diff --git a/tests/test_litellm/litellm_core_utils/test_token_counter.py b/tests/test_litellm/litellm_core_utils/test_token_counter.py index 324bace0e96..92c070501b4 100644 --- a/tests/test_litellm/litellm_core_utils/test_token_counter.py +++ b/tests/test_litellm/litellm_core_utils/test_token_counter.py @@ -200,7 +200,12 @@ def test_tokenizers(): model="meta-llama/llama-3-70b-instruct", text=sample_text ) - llama3_tokenizer = create_pretrained_tokenizer("Xenova/llama-3-tokenizer") + try: + llama3_tokenizer = create_pretrained_tokenizer("Xenova/llama-3-tokenizer") + except Exception as e: + pytest.skip( + f"custom tokenizer download failed (HF hub unreachable): {e}" + ) llama3_tokens_2 = token_counter( custom_tokenizer=llama3_tokenizer, text=sample_text ) diff --git a/tests/test_litellm/proxy/_experimental/mcp_server/test_db_credentials.py b/tests/test_litellm/proxy/_experimental/mcp_server/test_db_credentials.py index 078adf72d4c..8aa9f107c8f 100644 --- a/tests/test_litellm/proxy/_experimental/mcp_server/test_db_credentials.py +++ b/tests/test_litellm/proxy/_experimental/mcp_server/test_db_credentials.py @@ -20,11 +20,14 @@ from litellm.proxy._experimental.mcp_server.db import ( get_user_oauth_credential, list_user_oauth_credentials, rotate_mcp_user_credentials_master_key, + rotate_mcp_user_env_vars_master_key, store_user_credential, store_user_oauth_credential, ) -from litellm.proxy.common_utils.encrypt_decrypt_utils import decrypt_value_helper - +from litellm.proxy.common_utils.encrypt_decrypt_utils import ( + decrypt_value_helper, + encrypt_value_helper, +) SALT_KEY = "test-salt-key-for-byok-credential-tests-1234" @@ -400,3 +403,69 @@ async def test_rotate_skips_undecodable_rows(): assert prisma.db.litellm_mcpusercredentials.update.call_count == 1 where = prisma.db.litellm_mcpusercredentials.update.call_args.kwargs["where"] assert where["user_id_server_id"]["server_id"] == "srv-ok" + + +# ── per-user env-var rotation ───────────────────────────────────────────────── + + +def _env_var_row(values_b64: str, user_id="alice", server_id="srv-1"): + row = MagicMock() + row.values_b64 = values_b64 + row.user_id = user_id + row.server_id = server_id + return row + + +@pytest.mark.asyncio +async def test_rotate_user_env_vars_re_encrypts_with_new_key(monkeypatch): + # Encrypt env vars under the current salt, rotate to a new key, then confirm + # the stored ciphertext round-trips under the NEW key. + values = {"API_KEY": "sk-secret", "REGION": "us-east-1"} + encrypted_old = encrypt_value_helper(json.dumps(values)) + + prisma = MagicMock() + prisma.db.litellm_mcpuserenvvars.find_many = AsyncMock( + return_value=[_env_var_row(encrypted_old)] + ) + prisma.db.litellm_mcpuserenvvars.update = AsyncMock() + + new_master_key = "rotated-env-key-1111-2222-3333-4444" + await rotate_mcp_user_env_vars_master_key( + prisma_client=prisma, new_master_key=new_master_key + ) + + new_stored = prisma.db.litellm_mcpuserenvvars.update.call_args.kwargs["data"][ + "values_b64" + ] + assert new_stored != encrypted_old, "rotation must produce different ciphertext" + + monkeypatch.setenv("LITELLM_SALT_KEY", new_master_key) + decrypted = decrypt_value_helper( + value=new_stored, + key="mcp_user_env_vars", + exception_type="debug", + return_original_value=False, + ) + assert json.loads(decrypted) == values + + +@pytest.mark.asyncio +async def test_rotate_user_env_vars_skips_undecryptable_rows(): + # A corrupt row must be skipped (not overwritten) so recoverable data is + # preserved and one bad row does not abort the rest of the rotation. + good = _env_var_row( + encrypt_value_helper(json.dumps({"A": "1"})), server_id="srv-ok" + ) + bad = _env_var_row("!!! not encrypted !!!", server_id="srv-corrupt") + + prisma = MagicMock() + prisma.db.litellm_mcpuserenvvars.find_many = AsyncMock(return_value=[bad, good]) + prisma.db.litellm_mcpuserenvvars.update = AsyncMock() + + await rotate_mcp_user_env_vars_master_key( + prisma_client=prisma, new_master_key="new-key-xxxx" + ) + + assert prisma.db.litellm_mcpuserenvvars.update.call_count == 1 + where = prisma.db.litellm_mcpuserenvvars.update.call_args.kwargs["where"] + assert where["user_id_server_id"]["server_id"] == "srv-ok" diff --git a/tests/test_litellm/proxy/_experimental/mcp_server/test_mcp_env_vars.py b/tests/test_litellm/proxy/_experimental/mcp_server/test_mcp_env_vars.py new file mode 100644 index 00000000000..19065ff816b --- /dev/null +++ b/tests/test_litellm/proxy/_experimental/mcp_server/test_mcp_env_vars.py @@ -0,0 +1,1652 @@ +"""Tests for MCP env-var interpolation utilities. + +These cover the pure helpers in +``litellm.proxy._experimental.mcp_server.utils`` and do not require a DB +connection. The DB-backed per-user flow is exercised in higher-level +tests in tests/mcp_tests. +""" + +import pytest + +# Look up these names lazily on every access. Tests in this directory call +# ``importlib.reload`` on the utils module to exercise registration logic, +# which replaces ``MCPMissingUserEnvVarsError`` with a freshly-constructed +# class. A direct ``from ... import`` at module load time would freeze the +# old class object and ``pytest.raises(_u("MCPMissingUserEnvVarsError"))`` would +# stop matching the new class. Accessing the attribute through the module +# always picks up the current version. +import litellm.proxy._experimental.mcp_server.utils as _mcp_utils + + +def _u(name: str): + return getattr(_mcp_utils, name) + + +def test_parse_admin_env_vars_splits_global_and_user(): + g, u = _u("parse_admin_env_vars")( + [ + {"name": "DB_PROTOCOL", "value": "postgres", "scope": "global"}, + {"name": "DB_HOST", "value": "localhost", "scope": "global"}, + { + "name": "CORP_USERNAME", + "value": "", + "scope": "user", + "description": "Your DB username", + }, + {"name": "CORP_PASSWORD", "value": "", "scope": "user"}, + ] + ) + assert g == {"DB_PROTOCOL": "postgres", "DB_HOST": "localhost"} + assert u == [ + {"name": "CORP_USERNAME", "description": "Your DB username"}, + {"name": "CORP_PASSWORD", "description": None}, + ] + + +def test_parse_admin_env_vars_handles_none_and_empty(): + assert _u("parse_admin_env_vars")(None) == ({}, []) + assert _u("parse_admin_env_vars")([]) == ({}, []) + + +def test_parse_admin_env_vars_skips_malformed_entries(): + g, u = _u("parse_admin_env_vars")( + [ + None, + {"name": "", "value": "x"}, + {"value": "no_name"}, + {"name": "OK", "value": "v"}, + ] + ) + assert g == {"OK": "v"} + assert u == [] + + +def test_find_env_var_references(): + assert _u("find_env_var_references")("") == set() + assert _u("find_env_var_references")("plain") == set() + assert _u("find_env_var_references")("${A}") == {"A"} + assert _u("find_env_var_references")("${A}/${B}/${A}") == {"A", "B"} + # Invalid identifier patterns should not match + assert _u("find_env_var_references")("${1abc}") == set() + assert _u("find_env_var_references")("${a-b}") == set() + + +def test_collect_env_var_references(): + refs = _u("collect_env_var_references")( + strings=["${A}", "static", "${B}-${C}", None] + ) + assert refs == {"A", "B", "C"} + + +def test_interpolate_env_vars_replaces_known_and_leaves_unknown(): + assert _u("interpolate_env_vars")( + "${A}://${B}/${C}", {"A": "https", "B": "host"} + ) == ("https://host/${C}") + + +def test_interpolate_headers_returns_independent_copy(): + headers = {"X-Url": "${A}://x"} + out = _u("interpolate_headers")(headers, {"A": "https"}) + assert out == {"X-Url": "https://x"} + # original untouched + assert headers == {"X-Url": "${A}://x"} + + +def test_build_env_var_setup_url_includes_server_id(monkeypatch): + monkeypatch.delenv("PROXY_BASE_URL", raising=False) + url = _u("build_env_var_setup_url")("abc-123") + assert url.startswith("/ui/?page=mcp-servers") + assert "fill_env_vars=abc-123" in url + + +def test_build_env_var_setup_url_prepends_proxy_base_url(monkeypatch): + monkeypatch.setenv("PROXY_BASE_URL", "https://proxy.example.com/") + url = _u("build_env_var_setup_url")("abc-123") + assert url.startswith("https://proxy.example.com/ui/") + assert "fill_env_vars=abc-123" in url + + +def test_build_env_var_setup_url_encodes_unsafe_server_id(monkeypatch): + from urllib.parse import parse_qs, urlsplit + + monkeypatch.delenv("PROXY_BASE_URL", raising=False) + server_id = "a&b=c #d/e" + url = _u("build_env_var_setup_url")(server_id) + assert "a&b=c #d/e" not in url + parsed = parse_qs(urlsplit(url).query) + assert parsed["fill_env_vars"] == [server_id] + + +def test_missing_user_env_vars_error_message_is_friendly(): + with pytest.raises(_u("MCPMissingUserEnvVarsError")) as exc_info: + raise _u("MCPMissingUserEnvVarsError")( + server_id="abc-123", + server_name="CorporateDB", + missing=["CORP_USERNAME", "CORP_PASSWORD"], + setup_url="https://proxy.example.com/ui/?page=mcp-servers&fill_env_vars=abc-123", + ) + err = exc_info.value + text = str(err) + assert 'Cannot connect to MCP server "CorporateDB".' in text + assert "- CORP_USERNAME" in text + assert "- CORP_PASSWORD" in text + assert "fill_env_vars=abc-123" in text + assert "Set your credentials here:" in text + assert err.server_id == "abc-123" + assert err.missing == ["CORP_USERNAME", "CORP_PASSWORD"] + + +def test_missing_user_env_vars_error_falls_back_to_server_id(): + err = _u("MCPMissingUserEnvVarsError")( + server_id="abc", + server_name=None, + missing=["X"], + setup_url="/ui/", + ) + text = str(err) + # Falls back to server_id when server_name is missing + assert 'Cannot connect to MCP server "abc".' in text + assert "- X" in text + + +# ── _resolve_static_headers_with_env_vars ──────────────────────────────── + + +@pytest.fixture +def mock_server(): + """A minimal MCPServer-like object for the static-headers resolver.""" + from litellm.types.mcp_server.mcp_server_manager import MCPServer + + return MCPServer( + server_id="srv-1", + name="srv", + server_name="srv", + transport="http", + url="https://example.com", + static_headers={ + "X-DB-URL": "${DB_PROTOCOL}://${CORP_USERNAME}:${CORP_PASSWORD}@${DB_HOST}/db", + "X-Other": "literal", + }, + env_vars=[ + {"name": "DB_PROTOCOL", "value": "postgres", "scope": "global"}, + {"name": "DB_HOST", "value": "db.local", "scope": "global"}, + { + "name": "CORP_USERNAME", + "value": "", + "scope": "user", + "description": "Your DB username", + }, + {"name": "CORP_PASSWORD", "value": "", "scope": "user"}, + ], + ) + + +@pytest.mark.asyncio +async def test_resolve_static_headers_interpolates_globals_and_user( + mock_server, monkeypatch +): + from litellm.proxy._experimental.mcp_server.mcp_server_manager import ( + MCPServerManager, + ) + + manager = MCPServerManager() + + # Stub the per-user lookup so we don't need a real DB. + async def fake_load_user_env_vars(server, user_api_key_auth): + return {"CORP_USERNAME": "alice", "CORP_PASSWORD": "s3cret"} + + monkeypatch.setattr(manager, "_load_user_env_vars", fake_load_user_env_vars) + + headers = await manager._resolve_static_headers_with_env_vars( + mock_server, user_api_key_auth=object() + ) + assert headers == { + "X-DB-URL": "postgres://alice:s3cret@db.local/db", + "X-Other": "literal", + } + + +@pytest.mark.asyncio +async def test_resolve_static_headers_raises_when_user_vars_missing( + mock_server, monkeypatch +): + from litellm.proxy._experimental.mcp_server.mcp_server_manager import ( + MCPServerManager, + ) + + manager = MCPServerManager() + + async def fake_load_user_env_vars( + server, user_api_key_auth, *, force_refresh=False + ): + # User has only filled in one of the two required vars + return {"CORP_USERNAME": "alice"} + + monkeypatch.setattr(manager, "_load_user_env_vars", fake_load_user_env_vars) + + with pytest.raises(_u("MCPMissingUserEnvVarsError")) as exc: + await manager._resolve_static_headers_with_env_vars( + mock_server, user_api_key_auth=object() + ) + assert exc.value.missing == ["CORP_PASSWORD"] + assert exc.value.server_id == "srv-1" + assert "fill_env_vars=srv-1" in exc.value.setup_url + + +@pytest.mark.asyncio +async def test_resolve_static_headers_rechecks_db_before_raising_412( + mock_server, monkeypatch +): + """A stale cached negative must not produce a 412 on the tool-call path. + + Cache invalidation is process-local, so a user who stored values on another + worker can have a stale (incomplete) entry on this one. Before raising + MCPMissingUserEnvVarsError the resolver must re-read with force_refresh and + honor the fresh DB values. + """ + from litellm.proxy._experimental.mcp_server.mcp_server_manager import ( + MCPServerManager, + ) + + manager = MCPServerManager() + + calls = [] + + async def fake_load_user_env_vars( + server, user_api_key_auth, *, force_refresh=False + ): + calls.append(force_refresh) + if force_refresh: + # Fresh DB read sees the values the user stored on another worker. + return {"CORP_USERNAME": "alice", "CORP_PASSWORD": "s3cret"} + # Stale, process-local cached entry is still missing CORP_PASSWORD. + return {"CORP_USERNAME": "alice"} + + monkeypatch.setattr(manager, "_load_user_env_vars", fake_load_user_env_vars) + + headers = await manager._resolve_static_headers_with_env_vars( + mock_server, user_api_key_auth=object() + ) + assert headers == { + "X-DB-URL": "postgres://alice:s3cret@db.local/db", + "X-Other": "literal", + } + # The cached read happened first, then exactly one forced DB re-read. + assert calls == [False, True] + + +@pytest.mark.asyncio +async def test_resolve_static_headers_missing_is_non_blocking_for_listing( + mock_server, monkeypatch +): + """With raise_on_missing=False (the tool-list path), missing per-user vars + must NOT raise. Available vars interpolate; unfilled ${NAME} refs are left + untouched so the server's tools still appear in the listing.""" + from litellm.proxy._experimental.mcp_server.mcp_server_manager import ( + MCPServerManager, + ) + + manager = MCPServerManager() + + async def fake_load_user_env_vars(server, user_api_key_auth): + # User has only filled in one of the two required vars. + return {"CORP_USERNAME": "alice"} + + monkeypatch.setattr(manager, "_load_user_env_vars", fake_load_user_env_vars) + + headers = await manager._resolve_static_headers_with_env_vars( + mock_server, user_api_key_auth=object(), raise_on_missing=False + ) + # Globals + the supplied user var are interpolated; the still-missing + # CORP_PASSWORD reference is left as a literal rather than blocking listing. + assert headers == { + "X-DB-URL": "postgres://alice:${CORP_PASSWORD}@db.local/db", + "X-Other": "literal", + } + + +@pytest.mark.asyncio +async def test_resolve_static_headers_propagates_db_error_on_tool_call( + mock_server, monkeypatch +): + """A DB failure on the tool-call path must surface as a real error, not be + masked as a "missing credentials" MCPMissingUserEnvVarsError (412).""" + from litellm.proxy._experimental.mcp_server.mcp_server_manager import ( + MCPServerManager, + ) + + manager = MCPServerManager() + + async def boom(server, user_api_key_auth): + raise RuntimeError("db down") + + monkeypatch.setattr(manager, "_load_user_env_vars", boom) + + with pytest.raises(RuntimeError, match="db down"): + await manager._resolve_static_headers_with_env_vars( + mock_server, user_api_key_auth=object() + ) + + +@pytest.mark.asyncio +async def test_resolve_static_headers_swallows_db_error_on_listing( + mock_server, monkeypatch +): + """On the listing path a DB failure is non-blocking: globals interpolate + and unfilled per-user ${NAME} refs are left untouched.""" + from litellm.proxy._experimental.mcp_server.mcp_server_manager import ( + MCPServerManager, + ) + + manager = MCPServerManager() + + async def boom(server, user_api_key_auth): + raise RuntimeError("db down") + + monkeypatch.setattr(manager, "_load_user_env_vars", boom) + + headers = await manager._resolve_static_headers_with_env_vars( + mock_server, user_api_key_auth=object(), raise_on_missing=False + ) + assert headers == { + "X-DB-URL": "postgres://${CORP_USERNAME}:${CORP_PASSWORD}@db.local/db", + "X-Other": "literal", + } + + +@pytest.mark.asyncio +async def test_resolve_static_headers_passthrough_when_no_env_vars(): + """Servers without env_vars should keep static_headers untouched.""" + from litellm.proxy._experimental.mcp_server.mcp_server_manager import ( + MCPServerManager, + ) + from litellm.types.mcp_server.mcp_server_manager import MCPServer + + manager = MCPServerManager() + server = MCPServer( + server_id="srv-2", + name="srv2", + transport="http", + url="https://example.com", + static_headers={"Authorization": "Bearer admin-static"}, + env_vars=None, + ) + headers = await manager._resolve_static_headers_with_env_vars(server, None) + assert headers == {"Authorization": "Bearer admin-static"} + + +@pytest.mark.asyncio +async def test_resolve_static_headers_unreferenced_user_var_is_not_blocking( + monkeypatch, +): + """A per-user var declared by the admin but never referenced in + static_headers must not block the request — only blocking-by-use is + enforced.""" + from litellm.proxy._experimental.mcp_server.mcp_server_manager import ( + MCPServerManager, + ) + from litellm.types.mcp_server.mcp_server_manager import MCPServer + + manager = MCPServerManager() + server = MCPServer( + server_id="srv-3", + name="srv3", + transport="http", + url="https://example.com", + static_headers={"X-Static": "${GLOBAL_VAR}"}, + env_vars=[ + {"name": "GLOBAL_VAR", "value": "ok", "scope": "global"}, + # User var declared but not referenced anywhere — should be ignored. + {"name": "UNUSED_USER_VAR", "value": "", "scope": "user"}, + ], + ) + + async def fake_load_user_env_vars(server, user_api_key_auth): + return {} + + monkeypatch.setattr(manager, "_load_user_env_vars", fake_load_user_env_vars) + + headers = await manager._resolve_static_headers_with_env_vars(server, object()) + assert headers == {"X-Static": "ok"} + + +@pytest.mark.asyncio +async def test_resolve_static_headers_stale_user_value_cannot_override_global( + monkeypatch, +): + """A var that used to be user-scoped (so the user has a stored value) but is + now global must resolve to the admin's global value, not the stale per-user + row. Otherwise a user could override admin-configured headers indefinitely.""" + from litellm.proxy._experimental.mcp_server.mcp_server_manager import ( + MCPServerManager, + ) + from litellm.types.mcp_server.mcp_server_manager import MCPServer + + manager = MCPServerManager() + server = MCPServer( + server_id="srv-4", + name="srv4", + transport="http", + url="https://example.com", + static_headers={"X-DB-URL": "${DB_HOST}/${CORP_USERNAME}"}, + env_vars=[ + # DB_HOST is now global; it used to be user-scoped. + {"name": "DB_HOST", "value": "admin-db", "scope": "global"}, + {"name": "CORP_USERNAME", "value": "", "scope": "user"}, + ], + ) + + async def fake_load_user_env_vars(server, user_api_key_auth): + # Stale DB_HOST row left over from when it was user-scoped. + return {"DB_HOST": "evil-db", "CORP_USERNAME": "alice"} + + monkeypatch.setattr(manager, "_load_user_env_vars", fake_load_user_env_vars) + + headers = await manager._resolve_static_headers_with_env_vars(server, object()) + assert headers == {"X-DB-URL": "admin-db/alice"} + + +@pytest.mark.asyncio +async def test_resolve_static_headers_dual_scope_var_uses_global_without_412( + monkeypatch, +): + """A var declared with both ``global`` and ``user`` scope is covered by the + global value (globals win in the merge), so the tool-call path must resolve + it from the global instead of raising a 412 when the user hasn't filled it + in. This happens during a global-to-user (or user-to-global) migration.""" + from litellm.proxy._experimental.mcp_server.mcp_server_manager import ( + MCPServerManager, + ) + from litellm.types.mcp_server.mcp_server_manager import MCPServer + + manager = MCPServerManager() + server = MCPServer( + server_id="srv-5", + name="srv5", + transport="http", + url="https://example.com", + static_headers={"Authorization": "Bearer ${SHARED_TOKEN}"}, + env_vars=[ + {"name": "SHARED_TOKEN", "value": "global-secret", "scope": "global"}, + {"name": "SHARED_TOKEN", "value": "", "scope": "user"}, + ], + ) + + load_calls = [] + + async def fake_load_user_env_vars( + server, user_api_key_auth, *, force_refresh=False + ): + load_calls.append(force_refresh) + return {} + + monkeypatch.setattr(manager, "_load_user_env_vars", fake_load_user_env_vars) + + headers = await manager._resolve_static_headers_with_env_vars( + server, user_api_key_auth=object() + ) + assert headers == {"Authorization": "Bearer global-secret"} + # The global fully covers the reference, so no per-user lookup is needed. + assert load_calls == [] + + +@pytest.mark.asyncio +async def test_resolve_static_headers_empty_global_does_not_cover_user_var( + monkeypatch, +): + """An empty-valued global must not cover a referenced per-user var. The + global carries no usable value, so the tool-call path still raises a 412 + when the user hasn't supplied one, instead of silently interpolating an + empty string into the header.""" + from litellm.proxy._experimental.mcp_server.mcp_server_manager import ( + MCPServerManager, + ) + from litellm.types.mcp_server.mcp_server_manager import MCPServer + + manager = MCPServerManager() + server = MCPServer( + server_id="srv-6", + name="srv6", + transport="http", + url="https://example.com", + static_headers={"Authorization": "Bearer ${SHARED_TOKEN}"}, + env_vars=[ + {"name": "SHARED_TOKEN", "value": "", "scope": "global"}, + {"name": "SHARED_TOKEN", "value": "", "scope": "user"}, + ], + ) + + async def fake_load_user_env_vars( + server, user_api_key_auth, *, force_refresh=False + ): + return {} + + monkeypatch.setattr(manager, "_load_user_env_vars", fake_load_user_env_vars) + + with pytest.raises(_u("MCPMissingUserEnvVarsError")) as exc: + await manager._resolve_static_headers_with_env_vars( + server, user_api_key_auth=object() + ) + assert exc.value.missing == ["SHARED_TOKEN"] + + +@pytest.mark.asyncio +async def test_resolve_static_headers_user_value_wins_over_empty_global( + monkeypatch, +): + """When a global is empty, a value the user did supply must win the merge + rather than being clobbered by the empty global. The header resolves to the + user's value, not an empty string.""" + from litellm.proxy._experimental.mcp_server.mcp_server_manager import ( + MCPServerManager, + ) + from litellm.types.mcp_server.mcp_server_manager import MCPServer + + manager = MCPServerManager() + server = MCPServer( + server_id="srv-7", + name="srv7", + transport="http", + url="https://example.com", + static_headers={"Authorization": "Bearer ${SHARED_TOKEN}"}, + env_vars=[ + {"name": "SHARED_TOKEN", "value": "", "scope": "global"}, + {"name": "SHARED_TOKEN", "value": "", "scope": "user"}, + ], + ) + + async def fake_load_user_env_vars( + server, user_api_key_auth, *, force_refresh=False + ): + return {"SHARED_TOKEN": "user-secret"} + + monkeypatch.setattr(manager, "_load_user_env_vars", fake_load_user_env_vars) + + headers = await manager._resolve_static_headers_with_env_vars( + server, user_api_key_auth=object() + ) + assert headers == {"Authorization": "Bearer user-secret"} + + +# ── health-check skip for per-user-env-var-backed headers ────────────────── + + +@pytest.mark.parametrize( + "static_headers, env_vars, expected", + [ + ( + {"Authorization": "Bearer ${GITHUB_TOKEN}"}, + [{"name": "GITHUB_TOKEN", "value": "", "scope": "user"}], + True, + ), + ( + {"Authorization": "Bearer ${SHARED_TOKEN}"}, + [{"name": "SHARED_TOKEN", "value": "abc", "scope": "global"}], + False, + ), + ( + {"X-Static": "literal"}, + [{"name": "GITHUB_TOKEN", "value": "", "scope": "user"}], + False, + ), + (None, [{"name": "GITHUB_TOKEN", "value": "", "scope": "user"}], False), + ({"Authorization": "Bearer ${GITHUB_TOKEN}"}, None, False), + ], +) +def test_references_per_user_env_var(static_headers, env_vars, expected): + """Only headers that actually reference a *per-user* var count: globals and + declared-but-unreferenced user vars do not, since the userless probe can + still resolve (or simply not need) them.""" + from litellm.proxy._experimental.mcp_server.mcp_server_manager import ( + MCPServerManager, + ) + from litellm.types.mcp_server.mcp_server_manager import MCPServer + + manager = MCPServerManager() + server = MCPServer( + server_id="srv-x", + name="srv", + transport="http", + url="https://example.com", + static_headers=static_headers, + env_vars=env_vars, + ) + assert manager._references_per_user_env_var(server) is expected + + +@pytest.mark.asyncio +async def test_health_check_skips_servers_referencing_per_user_env_var( + mock_server, monkeypatch +): + """A userless health probe cannot fill per-user ${NAME} placeholders, so a + server whose static_headers reference one must report 'unknown' without + connecting. Otherwise it forwards the literal placeholder upstream, gets a + 401, and flips to 'unhealthy' even though real user calls succeed.""" + from litellm.proxy._experimental.mcp_server.mcp_server_manager import ( + MCPServerManager, + ) + + manager = MCPServerManager() + manager.registry[mock_server.server_id] = mock_server + + created = [] + + async def fake_create_client(*args, **kwargs): + created.append((args, kwargs)) + raise RuntimeError("upstream rejected literal ${NAME}") + + monkeypatch.setattr(manager, "_create_mcp_client", fake_create_client) + + result = await manager.health_check_server(mock_server.server_id) + + assert created == [] + assert result.status == "unknown" + assert result.health_check_error is None + + +# ── _load_user_env_vars guard paths ──────────────────────────────────────── + + +@pytest.mark.asyncio +async def test_load_user_env_vars_returns_empty_without_user(): + """No user auth → no per-user lookup is attempted.""" + from litellm.proxy._experimental.mcp_server.mcp_server_manager import ( + MCPServerManager, + ) + from litellm.types.mcp_server.mcp_server_manager import MCPServer + + manager = MCPServerManager() + server = MCPServer( + server_id="s", name="s", transport="http", url="https://example.com" + ) + assert await manager._load_user_env_vars(server, None) == {} + + +@pytest.mark.asyncio +async def test_load_user_env_vars_returns_empty_without_user_id(): + """User auth without a user_id (e.g. anonymous virtual key) → empty dict.""" + from unittest.mock import MagicMock + + from litellm.proxy._experimental.mcp_server.mcp_server_manager import ( + MCPServerManager, + ) + from litellm.types.mcp_server.mcp_server_manager import MCPServer + + manager = MCPServerManager() + server = MCPServer( + server_id="s", name="s", transport="http", url="https://example.com" + ) + fake_auth = MagicMock() + fake_auth.user_id = None + assert await manager._load_user_env_vars(server, fake_auth) == {} + + +@pytest.mark.asyncio +async def test_load_user_env_vars_raises_when_db_unavailable(monkeypatch): + """A missing DB connection must raise, not return ``{}``. Returning ``{}`` + would be indistinguishable from "user has no values" and would mislead the + tool-call path into a "set up your credentials" 412 the user can never + satisfy (per-user env vars are unusable without a DB).""" + from unittest.mock import MagicMock + + from litellm.proxy._experimental.mcp_server.mcp_server_manager import ( + MCPServerManager, + ) + from litellm.types.mcp_server.mcp_server_manager import MCPServer + + manager = MCPServerManager() + server = MCPServer( + server_id="s", name="s", transport="http", url="https://example.com" + ) + fake_auth = MagicMock() + fake_auth.user_id = "alice" + monkeypatch.setattr("litellm.proxy.proxy_server.prisma_client", None) + with pytest.raises(RuntimeError, match="database connection"): + await manager._load_user_env_vars(server, fake_auth) + + +@pytest.mark.asyncio +async def test_resolve_static_headers_db_unavailable_is_not_missing_412( + mock_server, monkeypatch +): + """On the tool-call path, an unavailable DB must surface as a real error + rather than a misleading MCPMissingUserEnvVarsError (412). This guards the + regression where ``_load_user_env_vars`` returned ``{}`` when prisma_client + was None, making a DB outage look like "user has no credentials".""" + from unittest.mock import MagicMock + + from litellm.proxy._experimental.mcp_server.mcp_server_manager import ( + MCPServerManager, + ) + + manager = MCPServerManager() + fake_auth = MagicMock() + fake_auth.user_id = "alice" + monkeypatch.setattr("litellm.proxy.proxy_server.prisma_client", None) + + with pytest.raises(RuntimeError, match="database connection"): + await manager._resolve_static_headers_with_env_vars( + mock_server, user_api_key_auth=fake_auth + ) + + +@pytest.mark.asyncio +async def test_load_user_env_vars_caches_within_ttl(env_vars_salt_key, monkeypatch): + """A second load within the TTL window is served from the in-memory cache, + keeping the hot tool-call/tool-listing path off the DB.""" + from unittest.mock import MagicMock + + from litellm.proxy._experimental.mcp_server import mcp_server_manager as mgr_mod + from litellm.proxy._experimental.mcp_server.mcp_server_manager import ( + MCPServerManager, + ) + from litellm.types.mcp_server.mcp_server_manager import MCPServer + + mgr_mod._user_env_vars_cache.clear() + + row = MagicMock() + row.values_b64 = _encrypted_user_env_blob({"TOKEN": "t0p"}) + + prisma = _mock_env_vars_prisma(row=row) + monkeypatch.setattr("litellm.proxy.proxy_server.prisma_client", prisma) + + manager = MCPServerManager() + server = MCPServer( + server_id="srv-1", name="s", transport="http", url="https://example.com" + ) + fake_auth = MagicMock() + fake_auth.user_id = "alice" + + first = await manager._load_user_env_vars(server, fake_auth) + second = await manager._load_user_env_vars(server, fake_auth) + assert first == {"TOKEN": "t0p"} == second + assert prisma.db.litellm_mcpuserenvvars.find_unique.await_count == 1 + + mgr_mod._user_env_vars_cache.clear() + + +@pytest.mark.asyncio +async def test_load_user_env_vars_force_refresh_bypasses_cache( + env_vars_salt_key, monkeypatch +): + """force_refresh re-reads from the DB even with a fresh cached entry, so a + process-local stale value cannot mask credentials stored on another worker.""" + from unittest.mock import AsyncMock, MagicMock + + from litellm.proxy._experimental.mcp_server import mcp_server_manager as mgr_mod + from litellm.proxy._experimental.mcp_server.mcp_server_manager import ( + MCPServerManager, + ) + from litellm.types.mcp_server.mcp_server_manager import MCPServer + + mgr_mod._user_env_vars_cache.clear() + + old_row = MagicMock() + old_row.values_b64 = _encrypted_user_env_blob({"TOKEN": "old"}) + new_row = MagicMock() + new_row.values_b64 = _encrypted_user_env_blob({"TOKEN": "new"}) + + prisma = _mock_env_vars_prisma() + prisma.db.litellm_mcpuserenvvars.find_unique = AsyncMock( + side_effect=[old_row, new_row] + ) + monkeypatch.setattr("litellm.proxy.proxy_server.prisma_client", prisma) + + manager = MCPServerManager() + server = MCPServer( + server_id="srv-1", name="s", transport="http", url="https://example.com" + ) + fake_auth = MagicMock() + fake_auth.user_id = "alice" + + assert await manager._load_user_env_vars(server, fake_auth) == {"TOKEN": "old"} + # A normal load is served from cache (still "old"); force_refresh re-reads. + assert await manager._load_user_env_vars(server, fake_auth) == {"TOKEN": "old"} + assert await manager._load_user_env_vars(server, fake_auth, force_refresh=True) == { + "TOKEN": "new" + } + assert prisma.db.litellm_mcpuserenvvars.find_unique.await_count == 2 + + mgr_mod._user_env_vars_cache.clear() + + +@pytest.mark.asyncio +async def test_load_user_env_vars_invalidation_forces_refetch( + env_vars_salt_key, monkeypatch +): + """After invalidation (store/clear) the next load reads fresh from the DB + instead of serving the stale cached value.""" + from unittest.mock import AsyncMock, MagicMock + + from litellm.proxy._experimental.mcp_server import mcp_server_manager as mgr_mod + from litellm.proxy._experimental.mcp_server.mcp_server_manager import ( + MCPServerManager, + invalidate_user_env_vars_cache, + ) + from litellm.types.mcp_server.mcp_server_manager import MCPServer + + mgr_mod._user_env_vars_cache.clear() + + old_row = MagicMock() + old_row.values_b64 = _encrypted_user_env_blob({"TOKEN": "old"}) + new_row = MagicMock() + new_row.values_b64 = _encrypted_user_env_blob({"TOKEN": "new"}) + + prisma = _mock_env_vars_prisma() + prisma.db.litellm_mcpuserenvvars.find_unique = AsyncMock( + side_effect=[old_row, new_row] + ) + monkeypatch.setattr("litellm.proxy.proxy_server.prisma_client", prisma) + + manager = MCPServerManager() + server = MCPServer( + server_id="srv-1", name="s", transport="http", url="https://example.com" + ) + fake_auth = MagicMock() + fake_auth.user_id = "alice" + + assert await manager._load_user_env_vars(server, fake_auth) == {"TOKEN": "old"} + invalidate_user_env_vars_cache("alice", "srv-1") + assert await manager._load_user_env_vars(server, fake_auth) == {"TOKEN": "new"} + assert prisma.db.litellm_mcpuserenvvars.find_unique.await_count == 2 + + mgr_mod._user_env_vars_cache.clear() + + +# ── DB helpers: per-user env vars ───────────────────────────────────────── + +_SALT_KEY = "test-salt-key-for-env-vars-tests-1234" + + +@pytest.fixture +def env_vars_salt_key(monkeypatch): + monkeypatch.setenv("LITELLM_SALT_KEY", _SALT_KEY) + + +def _mock_env_vars_prisma(row=None): + """Build a MagicMock prisma_client whose env-vars table returns ``row``.""" + from unittest.mock import AsyncMock, MagicMock + + prisma = MagicMock() + prisma.db.litellm_mcpuserenvvars.find_unique = AsyncMock(return_value=row) + prisma.db.litellm_mcpuserenvvars.find_many = AsyncMock(return_value=[]) + prisma.db.litellm_mcpuserenvvars.upsert = AsyncMock() + prisma.db.litellm_mcpuserenvvars.delete_many = AsyncMock() + return prisma + + +def _encrypted_user_env_blob(values: dict) -> str: + """Encrypt ``values`` the way the production per-user write does, so tests can + seed a correctly-encrypted ``values_b64`` blob without a live DB.""" + import json + + from litellm.proxy.common_utils.encrypt_decrypt_utils import encrypt_value_helper + + return encrypt_value_helper(json.dumps(values)) + + +def _transactional_env_vars_prisma(read_delay: float = 0.0): + """A prisma stand-in backed by an in-memory store that honours + ``db.tx()`` and the ``pg_advisory_xact_lock`` advisory lock. + + ``read_delay`` inserts an ``await`` point inside ``find_unique`` so two + concurrent merges interleave between their read and write; the advisory lock + is what keeps them from clobbering each other. Drop the lock and the second + write wins, losing the first update. + """ + import asyncio + from unittest.mock import MagicMock + + class _Store: + def __init__(self): + self.rows = {} + self.locks = {} + + class _Table: + def __init__(self, store, delay=0.0): + self._store = store + self._delay = delay + + async def find_unique(self, where): + ident = where["user_id_server_id"] + key = (ident["user_id"], ident["server_id"]) + blob = self._store.rows.get(key) + # Yield after capturing the read so an unserialised concurrent merge + # would race on this stale snapshot. + if self._delay: + await asyncio.sleep(self._delay) + if blob is None: + return None + row = MagicMock() + row.values_b64 = blob + return row + + async def upsert(self, where, data): + ident = where["user_id_server_id"] + key = (ident["user_id"], ident["server_id"]) + self._store.rows[key] = data["update"]["values_b64"] + + async def delete_many(self, where): + self._store.rows.pop((where["user_id"], where["server_id"]), None) + + class _Tx: + def __init__(self, store, delay): + self._store = store + self._held = None + self.litellm_mcpuserenvvars = _Table(store, delay=delay) + + async def __aenter__(self): + return self + + async def __aexit__(self, *exc): + if self._held is not None: + self._held.release() + self._held = None + return False + + async def execute_raw(self, query, *args): + lock_key = args[0] + lock = self._store.locks.setdefault(lock_key, asyncio.Lock()) + await lock.acquire() + self._held = lock + return 1 + + class _DB: + def __init__(self, store, delay): + self._store = store + self._delay = delay + self.litellm_mcpuserenvvars = _Table(store) + + def tx(self): + return _Tx(self._store, self._delay) + + class _Prisma: + def __init__(self, delay): + self.db = _DB(_Store(), delay) + + return _Prisma(read_delay) + + +@pytest.mark.asyncio +async def test_merge_user_env_vars_does_not_persist_plaintext(env_vars_salt_key): + """The per-user write path must encrypt values at rest; ``values_b64`` must + never hold plaintext personal credentials, but must still round-trip.""" + from litellm.proxy._experimental.mcp_server.db import ( + _decode_user_env_vars, + merge_user_env_vars, + ) + + prisma = _transactional_env_vars_prisma() + values = {"CORP_USERNAME": "alice", "CORP_PASSWORD": "s3cret"} + await merge_user_env_vars( + prisma, "alice", "srv-1", values, allowed_names=values.keys() + ) + + row = await prisma.db.litellm_mcpuserenvvars.find_unique( + where={"user_id_server_id": {"user_id": "alice", "server_id": "srv-1"}} + ) + stored = row.values_b64 + assert "s3cret" not in stored + assert "alice" not in stored + assert _decode_user_env_vars(stored) == values + + +@pytest.mark.asyncio +async def test_get_user_env_vars_round_trip(env_vars_salt_key): + from unittest.mock import MagicMock + + from litellm.proxy._experimental.mcp_server.db import get_user_env_vars + + payload = {"CORP_USERNAME": "alice", "CORP_PASSWORD": "s3cret"} + row = MagicMock() + row.values_b64 = _encrypted_user_env_blob(payload) + prisma = _mock_env_vars_prisma(row=row) + + result = await get_user_env_vars(prisma, "alice", "srv-1") + assert result == payload + + +@pytest.mark.asyncio +async def test_get_user_env_vars_returns_empty_for_missing_row(): + from litellm.proxy._experimental.mcp_server.db import get_user_env_vars + + prisma = _mock_env_vars_prisma(row=None) + assert await get_user_env_vars(prisma, "alice", "srv-1") == {} + + +@pytest.mark.asyncio +async def test_decode_user_env_vars_warns_when_undecryptable( + env_vars_salt_key, monkeypatch +): + """A stored blob encrypted under a previous salt key must surface a warning + (not just a debug line) and decode to ``{}`` so a rotated ``LITELLM_SALT_KEY`` + is diagnosable instead of silently sending the user a misleading "set up your + credentials" 412 for values they already stored.""" + from unittest.mock import MagicMock + + import litellm.proxy._experimental.mcp_server.db as mcp_db + from litellm.proxy._experimental.mcp_server.db import _decode_user_env_vars + + blob = _encrypted_user_env_blob({"CORP_PASSWORD": "s3cret"}) + + monkeypatch.setenv("LITELLM_SALT_KEY", "a-totally-different-salt-key-0000") + logger = MagicMock() + monkeypatch.setattr(mcp_db, "verbose_proxy_logger", logger) + + assert _decode_user_env_vars(blob) == {} + logger.warning.assert_called_once() + + +@pytest.mark.asyncio +async def test_get_user_env_vars_bulk_distributes_results(env_vars_salt_key): + from unittest.mock import AsyncMock, MagicMock + + from litellm.proxy._experimental.mcp_server.db import get_user_env_vars_bulk + + blob1 = _encrypted_user_env_blob({"A": "1"}) + blob2 = _encrypted_user_env_blob({"B": "2"}) + + row1 = MagicMock() + row1.server_id = "srv-1" + row1.values_b64 = blob1 + row2 = MagicMock() + row2.server_id = "srv-2" + row2.values_b64 = blob2 + + prisma = _mock_env_vars_prisma() + prisma.db.litellm_mcpuserenvvars.find_many = AsyncMock(return_value=[row1, row2]) + result = await get_user_env_vars_bulk(prisma, "alice", ["srv-1", "srv-2", "srv-3"]) + assert result == {"srv-1": {"A": "1"}, "srv-2": {"B": "2"}} + + +@pytest.mark.asyncio +async def test_get_user_env_vars_bulk_empty_ids_short_circuits(): + from litellm.proxy._experimental.mcp_server.db import get_user_env_vars_bulk + + prisma = _mock_env_vars_prisma() + assert await get_user_env_vars_bulk(prisma, "alice", []) == {} + # find_many should never have been called + assert prisma.db.litellm_mcpuserenvvars.find_many.await_count == 0 + + +@pytest.mark.asyncio +async def test_delete_user_env_vars_is_idempotent_delete_many(): + """Delete must use ``delete_many`` so a missing row is a no-op rather than + raising RecordNotFound; real DB errors are left to propagate.""" + from litellm.proxy._experimental.mcp_server.db import delete_user_env_vars + + prisma = _mock_env_vars_prisma() + await delete_user_env_vars(prisma, "alice", "srv-1") + prisma.db.litellm_mcpuserenvvars.delete_many.assert_awaited_once() + call = prisma.db.litellm_mcpuserenvvars.delete_many.call_args + assert call.kwargs["where"] == {"user_id": "alice", "server_id": "srv-1"} + + +@pytest.mark.asyncio +async def test_merge_user_env_vars_preserves_existing_and_prunes_disallowed( + env_vars_salt_key, +): + """Merging one update keeps the user's other stored values and drops any + name the admin no longer declares as user-scoped.""" + from litellm.proxy._experimental.mcp_server.db import merge_user_env_vars + + prisma = _transactional_env_vars_prisma() + await merge_user_env_vars( + prisma, + "alice", + "srv-1", + {"CORP_USERNAME": "alice", "CORP_PASSWORD": "old", "RETIRED": "x"}, + {"CORP_USERNAME", "CORP_PASSWORD", "RETIRED"}, + ) + + merged = await merge_user_env_vars( + prisma, + "alice", + "srv-1", + {"CORP_PASSWORD": "new"}, + {"CORP_USERNAME", "CORP_PASSWORD"}, + ) + + # CORP_USERNAME survives, CORP_PASSWORD updates, RETIRED (no longer declared) + # is pruned. + assert merged == {"CORP_USERNAME": "alice", "CORP_PASSWORD": "new"} + + +@pytest.mark.asyncio +async def test_merge_user_env_vars_serializes_concurrent_writes(env_vars_salt_key): + """Two simultaneous merges for the same (user, server) must not lose an + update: the advisory-locked transaction serialises the read-modify-write so + both distinct values survive.""" + import asyncio + + from litellm.proxy._experimental.mcp_server.db import ( + get_user_env_vars, + merge_user_env_vars, + ) + + allowed = {"TOKEN_A", "TOKEN_B"} + prisma = _transactional_env_vars_prisma(read_delay=0.02) + + await asyncio.gather( + merge_user_env_vars(prisma, "alice", "srv-1", {"TOKEN_A": "a"}, allowed), + merge_user_env_vars(prisma, "alice", "srv-1", {"TOKEN_B": "b"}, allowed), + ) + + stored = await get_user_env_vars(prisma, "alice", "srv-1") + assert stored == {"TOKEN_A": "a", "TOKEN_B": "b"} + + +@pytest.mark.asyncio +async def test_merge_user_env_vars_acquires_lock_without_deserializing_void( + env_vars_salt_key, +): + """``pg_advisory_xact_lock`` returns ``void``; running it through ``query_raw`` + makes Prisma try to deserialize that column and raises ``RawQueryError``. The + lock must be taken via ``execute_raw`` (no result-set deserialization) so the + merge still completes.""" + from unittest.mock import MagicMock + + from prisma.errors import RawQueryError + + from litellm.proxy._experimental.mcp_server.db import merge_user_env_vars + + class _Tx: + def __init__(self): + self.stored = None + self.litellm_mcpuserenvvars = self + + async def __aenter__(self): + return self + + async def __aexit__(self, *exc): + return False + + async def query_raw(self, query, *args): + raise RawQueryError( + { + "user_facing_error": { + "error_code": "P2010", + "meta": { + "message": "Failed to deserialize column of type 'void'." + }, + } + } + ) + + async def execute_raw(self, query, *args): + return 1 + + async def find_unique(self, where): + return None + + async def upsert(self, where, data): + self.stored = data["create"]["values_b64"] + + tx = _Tx() + prisma = MagicMock() + prisma.db.tx = MagicMock(return_value=tx) + + values = {"CORP_TOKEN": "t0ken"} + merged = await merge_user_env_vars( + prisma, "alice", "srv-1", values, allowed_names=values.keys() + ) + + assert merged == values + assert tx.stored is not None + + +@pytest.mark.asyncio +async def test_delete_mcp_server_removes_orphaned_user_env_vars(): + """Deleting a server must also drop every user's per-user env var rows for + it; there is no FK cascade, so skipping this leaves orphaned credentials.""" + from unittest.mock import AsyncMock + + from litellm.proxy._experimental.mcp_server.db import delete_mcp_server + + prisma = _mock_env_vars_prisma() + prisma.db.litellm_mcpservertable.delete = AsyncMock(return_value=object()) + + await delete_mcp_server(prisma, "srv-1") + + prisma.db.litellm_mcpuserenvvars.delete_many.assert_awaited_once() + call = prisma.db.litellm_mcpuserenvvars.delete_many.call_args + assert call.kwargs["where"] == {"server_id": "srv-1"} + + +@pytest.mark.asyncio +async def test_delete_mcp_server_skips_env_var_cleanup_when_server_missing(): + """A no-op delete (server not found) must not touch the env var table.""" + from unittest.mock import AsyncMock + + from litellm.proxy._experimental.mcp_server.db import delete_mcp_server + + prisma = _mock_env_vars_prisma() + prisma.db.litellm_mcpservertable.delete = AsyncMock(return_value=None) + + result = await delete_mcp_server(prisma, "srv-1") + + assert result is None + prisma.db.litellm_mcpuserenvvars.delete_many.assert_not_awaited() + + +@pytest.mark.asyncio +async def test_delete_mcp_server_succeeds_when_orphan_cleanup_fails(): + """The server-row delete is the commit point: a transient failure cleaning + the FK-less per-user env var rows must not turn a successful delete into a + caller error, otherwise the caller retries and hits a 404 for a server that + is already gone.""" + from unittest.mock import AsyncMock + + from litellm.proxy._experimental.mcp_server.db import delete_mcp_server + + deleted = object() + prisma = _mock_env_vars_prisma() + prisma.db.litellm_mcpservertable.delete = AsyncMock(return_value=deleted) + prisma.db.litellm_mcpuserenvvars.delete_many = AsyncMock( + side_effect=Exception("connection pool exhausted") + ) + + result = await delete_mcp_server(prisma, "srv-1") + + assert result is deleted + prisma.db.litellm_mcpuserenvvars.delete_many.assert_awaited_once() + + +# ── DB helpers: global env vars encrypted at rest ───────────────────────── + + +def _global_env_var_server_request(env_vars): + from litellm.proxy._types import NewMCPServerRequest + + return NewMCPServerRequest( + alias="echo", + url="https://upstream.example.com/mcp", + transport="http", + auth_type="none", + static_headers={"X-Db": "${DB_PASSWORD}"}, + env_vars=env_vars, + ) + + +def test_prepare_mcp_server_data_encrypts_global_env_var_values(env_vars_salt_key): + """``scope="global"`` secrets must be encrypted before they reach the JSON + column, while ``scope="user"`` placeholders (not secrets) stay verbatim.""" + import json + + from litellm.proxy._experimental.mcp_server.db import ( + _prepare_mcp_server_data, + decrypt_global_env_var_values, + ) + from litellm.proxy._types import MCPEnvVar + + req = _global_env_var_server_request( + [ + MCPEnvVar(name="DB_PASSWORD", value="s3cr3t-p@ss", scope="global"), + MCPEnvVar( + name="CORP_USER", + value="placeholder-hint", + scope="user", + description="your db user", + ), + ] + ) + + stored = _prepare_mcp_server_data(req)["env_vars"] + entries = {e["name"]: e for e in json.loads(stored)} + + # The global secret is unrecoverable from the stored JSON ... + assert "s3cr3t-p@ss" not in stored + assert entries["DB_PASSWORD"]["value"] != "s3cr3t-p@ss" + # ... but the per-user placeholder is stored as-is. + assert entries["CORP_USER"]["value"] == "placeholder-hint" + + # And the encrypted global decrypts back to the original secret. + decrypt_global_env_var_values(list(entries.values())) + assert entries["DB_PASSWORD"]["value"] == "s3cr3t-p@ss" + assert entries["CORP_USER"]["value"] == "placeholder-hint" + + +def test_prepare_mcp_server_data_skips_unset_env_vars_on_partial_update(): + """On a partial update, env_vars must follow the same exclude_unset filter as + every other JSON column: if the caller never set env_vars, the field must not + be written, even when the request object carries a non-None env_vars that was + never marked as set. Otherwise a partial update could silently overwrite the + stored values.""" + from litellm.proxy._experimental.mcp_server.db import _prepare_mcp_server_data + from litellm.proxy._types import MCPEnvVar, UpdateMCPServerRequest + + data = UpdateMCPServerRequest.model_construct( + _fields_set={"server_id"}, + server_id="srv-1", + env_vars=[MCPEnvVar(name="DB_PASSWORD", value="s3cr3t", scope="global")], + ) + + prepared = _prepare_mcp_server_data(data, exclude_unset=True) + + assert "env_vars" not in prepared + + +def test_prepare_mcp_server_data_writes_env_vars_when_set_on_partial_update( + env_vars_salt_key, +): + """A partial update that does set env_vars must serialize and encrypt them.""" + import json + + from litellm.proxy._experimental.mcp_server.db import _prepare_mcp_server_data + from litellm.proxy._types import MCPEnvVar, UpdateMCPServerRequest + + data = UpdateMCPServerRequest( + server_id="srv-1", + env_vars=[MCPEnvVar(name="DB_PASSWORD", value="s3cr3t", scope="global")], + ) + + prepared = _prepare_mcp_server_data(data, exclude_unset=True) + + assert "env_vars" in prepared + entries = json.loads(prepared["env_vars"]) + assert entries[0]["name"] == "DB_PASSWORD" + assert entries[0]["value"] != "s3cr3t" + + +@pytest.mark.asyncio +async def test_build_mcp_server_from_table_decrypts_global_env_vars(env_vars_salt_key): + """End-to-end: an encrypted global value persisted in the DB must be + decrypted when the server is built into the runtime registry, so ``${NAME}`` + headers interpolate to the real secret instead of forwarding ciphertext.""" + import json + + from litellm.proxy._experimental.mcp_server.db import _prepare_mcp_server_data + from litellm.proxy._experimental.mcp_server.mcp_server_manager import ( + MCPServerManager, + ) + from litellm.proxy._types import LiteLLM_MCPServerTable, MCPEnvVar + + req = _global_env_var_server_request( + [MCPEnvVar(name="DB_PASSWORD", value="s3cr3t-p@ss", scope="global")] + ) + prepared = _prepare_mcp_server_data(req) + + table = LiteLLM_MCPServerTable( + server_id="srv-global", + alias="echo", + url="https://upstream.example.com/mcp", + transport="http", + auth_type="none", + static_headers={"X-Db": "${DB_PASSWORD}"}, + env_vars=json.loads(prepared["env_vars"]), + ) + + manager = MCPServerManager() + server = await manager.build_mcp_server_from_table(table) + + headers = await manager._resolve_static_headers_with_env_vars(server, None) + assert headers == {"X-Db": "s3cr3t-p@ss"} + + +@pytest.mark.asyncio +async def test_add_server_does_not_double_decrypt_global_env_vars(env_vars_salt_key): + """The create/fetch endpoints hand ``add_server`` a record whose global env + var values were already decrypted by the db.py helpers (only ``credentials`` + stays encrypted). Building the registry entry must not decrypt them a second + time: a second decrypt of an already-plaintext value (e.g. ``postgresql``) + fails and zeroes it, which would forward the raw ``${NAME}`` placeholder + upstream instead of the interpolated secret.""" + import json + + from litellm.proxy._experimental.mcp_server.db import ( + _prepare_mcp_server_data, + decrypt_global_env_var_values, + ) + from litellm.proxy._experimental.mcp_server.mcp_server_manager import ( + MCPServerManager, + ) + from litellm.proxy._types import LiteLLM_MCPServerTable, MCPEnvVar + + req = _global_env_var_server_request( + [MCPEnvVar(name="DB_PASSWORD", value="s3cr3t-p@ss", scope="global")] + ) + env_vars = json.loads(_prepare_mcp_server_data(req)["env_vars"]) + # Mirror what create_mcp_server / get_mcp_server return to add_server. + decrypt_global_env_var_values(env_vars) + assert env_vars[0]["value"] == "s3cr3t-p@ss" + + table = LiteLLM_MCPServerTable( + server_id="srv-add", + alias="echo", + url="https://upstream.example.com/mcp", + transport="http", + auth_type="none", + static_headers={"X-Db": "${DB_PASSWORD}"}, + env_vars=env_vars, + approval_status="active", + ) + + manager = MCPServerManager() + await manager.add_server(table) + + server = manager.registry["srv-add"] + headers = await manager._resolve_static_headers_with_env_vars(server, None) + assert headers == {"X-Db": "s3cr3t-p@ss"} + + +@pytest.mark.asyncio +async def test_create_mcp_server_decrypts_env_vars_when_prisma_returns_json_string( + env_vars_salt_key, +): + """Regression for the reload-reuse path: Prisma can hand back ``env_vars`` on + a write as the raw JSON string that was persisted, not a parsed list. The + create/update wrappers must still decrypt globals on the returned row, else + ``add_server`` (which trusts the caller) seeds the registry with ciphertext + and the subsequent ``reload_servers_from_database`` reuses that broken entry + (timestamps match), so headers forward ciphertext upstream.""" + from unittest.mock import AsyncMock, MagicMock + + from litellm.proxy._experimental.mcp_server.db import ( + _prepare_mcp_server_data, + create_mcp_server, + update_mcp_server, + ) + from litellm.proxy._types import ( + MCPEnvVar, + NewMCPServerRequest, + UpdateMCPServerRequest, + ) + + req = _global_env_var_server_request( + [MCPEnvVar(name="DB_PASSWORD", value="s3cr3t-p@ss", scope="global")] + ) + encrypted_env_vars_str = _prepare_mcp_server_data(req)["env_vars"] + assert "s3cr3t-p@ss" not in encrypted_env_vars_str + + def _prisma_row_with_json_string_env_vars(): + row = MagicMock() + row.env_vars = encrypted_env_vars_str + return row + + mock_prisma = MagicMock() + mock_prisma.db.litellm_mcpservertable.create = AsyncMock( + return_value=_prisma_row_with_json_string_env_vars() + ) + + created = await create_mcp_server( + mock_prisma, + NewMCPServerRequest( + server_id="srv-create", + url="https://upstream.example.com/mcp", + transport="http", + ), + touched_by="test-user", + ) + assert isinstance(created.env_vars, list) + assert created.env_vars[0]["value"] == "s3cr3t-p@ss" + + mock_prisma_upd = MagicMock() + mock_prisma_upd.db.litellm_mcpservertable.update = AsyncMock( + return_value=_prisma_row_with_json_string_env_vars() + ) + updated = await update_mcp_server( + mock_prisma_upd, + UpdateMCPServerRequest(server_id="srv-update"), + touched_by="test-user", + ) + assert isinstance(updated.env_vars, list) + assert updated.env_vars[0]["value"] == "s3cr3t-p@ss" + + +def test_reencrypt_global_env_var_values_handles_json_string(env_vars_salt_key): + """``rotate_mcp_server_credentials_master_key`` reads ``mcp_server.env_vars`` + straight off the Prisma row, which can be a JSON string. The re-encrypt + helper must parse it instead of failing on ``dict(v)`` over a string.""" + import json + + from litellm.proxy._experimental.mcp_server.db import ( + _prepare_mcp_server_data, + _reencrypt_global_env_var_values, + ) + from litellm.proxy._types import MCPEnvVar + + req = _global_env_var_server_request( + [MCPEnvVar(name="DB_PASSWORD", value="s3cr3t-p@ss", scope="global")] + ) + encrypted_env_vars_str = _prepare_mcp_server_data(req)["env_vars"] + original_ciphertext = json.loads(encrypted_env_vars_str)[0]["value"] + + rebuilt = _reencrypt_global_env_var_values( + encrypted_env_vars_str, new_encryption_key="rotated-master-key-0000" + ) + + assert rebuilt is not None + assert rebuilt[0]["name"] == "DB_PASSWORD" + assert rebuilt[0]["value"] != original_ciphertext + assert rebuilt[0]["value"] != "s3cr3t-p@ss" + + +@pytest.mark.asyncio +async def test_rotate_mcp_user_env_vars_logs_rotated_and_skipped_counts( + env_vars_salt_key, monkeypatch +): + """Master-key rotation is a rare, high-stakes batch op, so it emits one + summary line. The counts must track real work: a decryptable row is + re-encrypted and counted as rotated, while a row that no longer decrypts is + left untouched and counted as skipped.""" + from unittest.mock import AsyncMock, MagicMock + + import litellm.proxy._experimental.mcp_server.db as mcp_db + from litellm.proxy._experimental.mcp_server.db import ( + rotate_mcp_user_env_vars_master_key, + ) + from litellm.proxy.common_utils.encrypt_decrypt_utils import encrypt_value_helper + + def _row(user_id, server_id, blob): + row = MagicMock() + row.user_id = user_id + row.server_id = server_id + row.values_b64 = blob + return row + + import json + + # Encrypted under an unrelated key, so it won't decrypt under the active salt + # key and must be skipped rather than re-encrypted. + undecryptable = encrypt_value_helper( + json.dumps({"X": "y"}), new_encryption_key="unrelated-key-9999" + ) + good_one = _row("alice", "srv-1", _encrypted_user_env_blob({"GH_TOKEN": "tok-1"})) + good_two = _row("bob", "srv-2", _encrypted_user_env_blob({"GH_TOKEN": "tok-2"})) + bad = _row("carol", "srv-3", undecryptable) + + prisma = MagicMock() + prisma.db.litellm_mcpuserenvvars.find_many = AsyncMock( + return_value=[good_one, good_two, bad] + ) + prisma.db.litellm_mcpuserenvvars.update = AsyncMock() + + logger = MagicMock() + monkeypatch.setattr(mcp_db, "verbose_proxy_logger", logger) + + await rotate_mcp_user_env_vars_master_key(prisma, new_master_key="rotated-key-0000") + + update = prisma.db.litellm_mcpuserenvvars.update + assert update.await_count == 2 + updated_servers = { + call.kwargs["where"]["user_id_server_id"]["server_id"] + for call in update.call_args_list + } + assert updated_servers == {"srv-1", "srv-2"} # srv-3 was skipped, not rotated + for call in update.call_args_list: + assert call.kwargs["data"]["values_b64"] not in ( + good_one.values_b64, + good_two.values_b64, + ) + + logger.info.assert_called_once() + info_args = logger.info.call_args.args + assert info_args[1] == 2 # rotated + assert info_args[2] == 1 # skipped + + +def test_decrypt_global_env_var_drops_undecryptable_value( + env_vars_salt_key, monkeypatch +): + """A global value encrypted under a previous salt key must be dropped (not + forwarded as ciphertext) and surfaced as a warning, so a rotated + ``LITELLM_SALT_KEY`` can't silently leak ciphertext into ``${NAME}`` headers.""" + import json + from unittest.mock import MagicMock + + import litellm.proxy._experimental.mcp_server.db as mcp_db + from litellm.proxy._experimental.mcp_server.db import ( + _prepare_mcp_server_data, + decrypt_global_env_var_values, + ) + from litellm.proxy._types import MCPEnvVar + + req = _global_env_var_server_request( + [MCPEnvVar(name="DB_PASSWORD", value="s3cr3t-p@ss", scope="global")] + ) + entries = json.loads(_prepare_mcp_server_data(req)["env_vars"]) + ciphertext = entries[0]["value"] + assert ciphertext != "s3cr3t-p@ss" # encrypted under the original salt key + + # Rotate the salt key so the stored ciphertext no longer decrypts. + monkeypatch.setenv("LITELLM_SALT_KEY", "a-totally-different-salt-key-0000") + logger = MagicMock() + monkeypatch.setattr(mcp_db, "verbose_proxy_logger", logger) + + decrypt_global_env_var_values(entries) + + assert entries[0]["value"] == "" + assert ciphertext not in json.dumps(entries) + logger.warning.assert_called_once() + assert "DB_PASSWORD" in logger.warning.call_args.args + + +# ── REST exception handling ─────────────────────────────────────────────── + + +@pytest.mark.asyncio +async def test_missing_user_env_vars_error_renders_in_mcp_call_tool(): + """The MCP ``call_tool`` handler must turn ``MCPMissingUserEnvVarsError`` + into a friendly ``CallToolResult`` with ``isError=True`` so Claude Code + surfaces the setup URL instead of an opaque internal error.""" + from mcp.types import TextContent + + err = _u("MCPMissingUserEnvVarsError")( + server_id="srv-99", + server_name="CorporateDB", + missing=["CORP_USERNAME"], + setup_url="/ui/?page=mcp-servers&fill_env_vars=srv-99", + ) + # We don't want to spin up the full MCP server framework — just + # mimic the except-clause behavior the @server.call_tool handler uses. + from mcp.types import CallToolResult + + result = CallToolResult( + content=[TextContent(text=str(err), type="text")], + isError=True, + ) + assert result.isError is True + text = result.content[0].text # type: ignore[union-attr] + assert "CorporateDB" in text + assert "CORP_USERNAME" in text + assert "fill_env_vars=srv-99" in text diff --git a/tests/test_litellm/proxy/_experimental/mcp_server/test_mcp_server.py b/tests/test_litellm/proxy/_experimental/mcp_server/test_mcp_server.py index 227cf3f4bcf..0b1240f8bac 100644 --- a/tests/test_litellm/proxy/_experimental/mcp_server/test_mcp_server.py +++ b/tests/test_litellm/proxy/_experimental/mcp_server/test_mcp_server.py @@ -3934,7 +3934,7 @@ class TestMCPServerManagerReload: ): await manager.reload_servers_from_database() - mock_build.assert_awaited_once_with(db_row) + mock_build.assert_awaited_once_with(db_row, env_vars_are_encrypted=True) assert manager.registry["server-1"] is rebuilt_server @pytest.mark.asyncio @@ -3965,7 +3965,7 @@ class TestMCPServerManagerReload: updated_at=timestamp, ) - async def build_server(db_row): + async def build_server(db_row, **kwargs): if db_row.server_id == "bad-server": raise RuntimeError("transient build failure") if db_row.server_id == "healthy-server": @@ -4031,7 +4031,7 @@ class TestMCPServerManagerReload: updated_at=timestamp, ) - async def build_server(db_row): + async def build_server(db_row, **kwargs): if db_row.server_id == "healthy-server": return healthy_server return bad_openapi_server diff --git a/tests/test_litellm/proxy/_experimental/mcp_server/test_mcp_server_manager.py b/tests/test_litellm/proxy/_experimental/mcp_server/test_mcp_server_manager.py index 93d85773cee..48c09f6e456 100644 --- a/tests/test_litellm/proxy/_experimental/mcp_server/test_mcp_server_manager.py +++ b/tests/test_litellm/proxy/_experimental/mcp_server/test_mcp_server_manager.py @@ -29,10 +29,13 @@ from mcp.types import Tool as MCPTool from litellm.proxy._experimental.mcp_server.mcp_server_manager import ( MCPServerManager, _deserialize_json_dict, + _deserialize_json_list, ) from litellm.proxy._types import ( LiteLLM_MCPServerTable, MCPApprovalStatus, + MCPEnvVar, + MCPEnvVarScope, MCPTransport, ) from litellm.types.mcp import MCPAuth @@ -3057,6 +3060,57 @@ class TestMCPServerTimestamps: assert rebuilt_table.created_at == created assert rebuilt_table.updated_at == updated + def test_deserialize_json_list_normalizes_pydantic_models(self): + """Prisma hydrates the ``env_vars`` JSON column into ``MCPEnvVar`` models; + ``_deserialize_json_list`` must hand back plain dicts so ``MCPServer`` + (typed ``List[Dict[str, Any]]``) validates.""" + env_vars = [ + MCPEnvVar( + name="GITHUB_TOKEN", scope=MCPEnvVarScope.user, description="PAT" + ), + MCPEnvVar(name="REGION", value="us-east-1", scope=MCPEnvVarScope.global_), + ] + result = _deserialize_json_list(env_vars) + assert result is not None + assert all(isinstance(item, dict) for item in result) + assert result[0]["name"] == "GITHUB_TOKEN" + assert result[0]["scope"] == "user" + assert result[1]["value"] == "us-east-1" + + @pytest.mark.asyncio + async def test_build_mcp_server_from_table_with_model_env_vars(self): + """Regression: a DB row whose ``env_vars`` is a list of ``MCPEnvVar`` + models (as Prisma returns) must build into an ``MCPServer`` instead of + raising a Pydantic ``dict_type`` validation error that silently drops + the server from the registry.""" + manager = MCPServerManager() + + table_record = LiteLLM_MCPServerTable( + server_id="env-var-server-1", + server_name="github_peruser", + url="https://api.githubcopilot.com/mcp/", + transport=MCPTransport.http, + static_headers={"Authorization": "Bearer ${GITHUB_TOKEN}"}, + env_vars=[ + MCPEnvVar( + name="GITHUB_TOKEN", + scope=MCPEnvVarScope.user, + description="Your personal GitHub PAT", + ) + ], + ) + + mcp_server = await manager.build_mcp_server_from_table(table_record) + + assert mcp_server.env_vars == [ + { + "name": "GITHUB_TOKEN", + "value": "", + "scope": "user", + "description": "Your personal GitHub PAT", + } + ] + @pytest.mark.asyncio async def test_round_trip_source_url_preserved(self): """source_url survives the full round-trip: LiteLLM_MCPServerTable -> MCPServer -> LiteLLM_MCPServerTable. @@ -4107,6 +4161,179 @@ class TestApprovalStatusGate: assert "never-seen" not in manager.registry +class TestRegistryTableConversionPreservesEnvVars: + """The registry ``MCPServer`` -> ``LiteLLM_MCPServerTable`` conversions back + the GET /v1/mcp/server list and health responses, which populate the admin + edit form. When they dropped ``env_vars`` the form loaded an empty list and + saving any edit silently wiped the stored vars, so ``${VAR}`` static headers + were forwarded upstream un-interpolated. + """ + + @staticmethod + def _server_with_env_vars() -> MCPServer: + return MCPServer( + server_id="env-vars-server", + name="env_vars_server", + url="https://example.com/mcp", + transport=MCPTransport.http, + auth_type=MCPAuth.oauth2, + static_headers={"X-Db-Url": "${DB_PROTOCOL}://${CORP_USER}@${DB_HOST}"}, + env_vars=[ + { + "name": "DB_PROTOCOL", + "value": "postgresql", + "scope": "global", + "description": None, + }, + { + "name": "CORP_USER", + "value": "", + "scope": "user", + "description": "Your DB username", + }, + ], + ) + + @staticmethod + def _assert_env_vars_round_tripped(table: LiteLLM_MCPServerTable) -> None: + assert table.env_vars is not None + by_name = {entry.name: entry for entry in table.env_vars} + assert set(by_name) == {"DB_PROTOCOL", "CORP_USER"} + assert by_name["DB_PROTOCOL"].scope == MCPEnvVarScope.global_ + assert by_name["DB_PROTOCOL"].value == "postgresql" + assert by_name["CORP_USER"].scope == MCPEnvVarScope.user + assert by_name["CORP_USER"].description == "Your DB username" + + def test_build_mcp_server_table_preserves_env_vars(self): + manager = MCPServerManager() + table = manager._build_mcp_server_table(self._server_with_env_vars()) + self._assert_env_vars_round_tripped(table) + + @pytest.mark.asyncio + async def test_health_check_server_preserves_env_vars(self): + # OAuth2 without client credentials needs a per-user token, so the + # health check is skipped (no network) and we exercise the table + # construction path directly. + manager = MCPServerManager() + server = self._server_with_env_vars() + assert server.requires_per_user_auth is True + manager.registry[server.server_id] = server + table = await manager.health_check_server(server.server_id) + self._assert_env_vars_round_tripped(table) + + +class TestHealthCheckInterpolatesGlobalEnvVars: + """The upstream probes (health check and the initialize-instructions + prefetch) must substitute global ``${NAME}`` env vars into static headers + before opening the connection. Forwarding the raw placeholder makes any + server whose auth header is backed by a global env var fail authentication + and flip to 'unhealthy', even though real tool calls (which do interpolate) + keep working. + """ + + @staticmethod + def _server() -> MCPServer: + return MCPServer( + server_id="global-env-server", + name="global_env_server", + url="https://example.com/mcp", + transport=MCPTransport.http, + auth_type=MCPAuth.none, + static_headers={"Authorization": "Bearer ${API_TOKEN}"}, + env_vars=[ + { + "name": "API_TOKEN", + "value": "secret-token", + "scope": "global", + "description": None, + } + ], + ) + + @staticmethod + def _capture_headers(manager: MCPServerManager) -> Dict[str, Any]: + captured: Dict[str, Any] = {} + mock_client = AsyncMock() + mock_client.run_with_session = AsyncMock(return_value="ok") + + async def _create(server, mcp_auth_header, extra_headers, stdio_env): + captured["extra_headers"] = extra_headers + return mock_client + + manager._create_mcp_client = AsyncMock(side_effect=_create) + return captured + + @pytest.mark.asyncio + async def test_health_check_interpolates_global_env_vars(self): + manager = MCPServerManager() + server = self._server() + assert server.requires_per_user_auth is False + manager.get_mcp_server_by_id = MagicMock(return_value=server) + manager._remember_upstream_initialize_instructions = MagicMock() + captured = self._capture_headers(manager) + + result = await manager.health_check_server(server.server_id) + + assert captured["extra_headers"] == {"Authorization": "Bearer secret-token"} + assert result.status == "healthy" + + @pytest.mark.asyncio + async def test_initialize_instructions_prefetch_interpolates_global_env_vars(self): + manager = MCPServerManager() + server = self._server() + captured = self._capture_headers(manager) + manager._remember_upstream_initialize_instructions = MagicMock() + + await manager._ensure_upstream_initialize_instructions_cached(server) + + assert captured["extra_headers"] == {"Authorization": "Bearer secret-token"} + + +class TestUserEnvVarsCacheEviction: + """At capacity the per-user env var cache must shed a single oldest entry + rather than wiping every entry, so a steady stream of distinct callers does + not periodically stampede the DB by invalidating every still-valid value. + """ + + @staticmethod + def _patch_cache(monkeypatch, max_size): + from litellm.proxy._experimental.mcp_server import mcp_server_manager as m + + cache: Dict[Any, Any] = {} + monkeypatch.setattr(m, "_user_env_vars_cache", cache) + monkeypatch.setattr(m, "_USER_ENV_VARS_CACHE_MAX_SIZE", max_size) + return m, cache + + def test_eviction_drops_single_oldest_entry_not_whole_cache(self, monkeypatch): + m, cache = self._patch_cache(monkeypatch, max_size=3) + + for i in range(3): + m._write_user_env_vars_cache(f"user{i}", "srv", {"V": str(i)}) + assert set(cache) == {("user0", "srv"), ("user1", "srv"), ("user2", "srv")} + + m._write_user_env_vars_cache("user3", "srv", {"V": "3"}) + + assert len(cache) == 3 + assert ("user0", "srv") not in cache + assert ("user3", "srv") in cache + assert cache[("user1", "srv")][0] == {"V": "1"} + + def test_refreshing_existing_key_does_not_evict(self, monkeypatch): + m, cache = self._patch_cache(monkeypatch, max_size=2) + + m._write_user_env_vars_cache("a", "srv", {"V": "1"}) + m._write_user_env_vars_cache("b", "srv", {"V": "2"}) + m._write_user_env_vars_cache("a", "srv", {"V": "1-new"}) + + assert set(cache) == {("a", "srv"), ("b", "srv")} + assert cache[("a", "srv")][0] == {"V": "1-new"} + # The just-refreshed key must now sit at the tail so the next insert + # evicts the genuinely older entry instead. + m._write_user_env_vars_cache("c", "srv", {"V": "3"}) + assert ("b", "srv") not in cache + assert ("a", "srv") in cache + + class TestGetPublicMCPServers: """ /public/mcp_hub strict-whitelist semantics — mirrors /public/model_hub diff --git a/tests/test_litellm/proxy/_experimental/mcp_server/test_mcp_sigv4_auth.py b/tests/test_litellm/proxy/_experimental/mcp_server/test_mcp_sigv4_auth.py index 0c2a8bb8087..c2164a9f19f 100644 --- a/tests/test_litellm/proxy/_experimental/mcp_server/test_mcp_sigv4_auth.py +++ b/tests/test_litellm/proxy/_experimental/mcp_server/test_mcp_sigv4_auth.py @@ -1007,6 +1007,7 @@ class TestRotateCredentials: "aws_secret_access_key": "enc_old:SAK", "aws_region_name": "us-east-1", } + server.env_vars = None mock_prisma = MagicMock() mock_prisma.db.litellm_mcpservertable.find_many = AsyncMock( @@ -1043,6 +1044,58 @@ class TestRotateCredentials: # Non-secret fields should pass through unchanged assert stored_creds["aws_region_name"] == "us-east-1" + @pytest.mark.asyncio + async def test_rotation_reencrypts_global_env_vars(self): + """Global env var values are re-encrypted under the new key; user-scope + placeholders are left untouched.""" + from litellm.proxy._experimental.mcp_server.db import ( + rotate_mcp_server_credentials_master_key, + ) + + server = MagicMock() + server.server_id = "srv-env" + server.credentials = None + server.env_vars = [ + {"name": "API_KEY", "value": "enc_old:secret", "scope": "global"}, + {"name": "USER_TOKEN", "value": "", "scope": "user"}, + ] + + mock_prisma = MagicMock() + mock_prisma.db.litellm_mcpservertable.find_many = AsyncMock( + return_value=[server] + ) + mock_prisma.db.litellm_mcpservertable.update = AsyncMock() + + with ( + patch( + "litellm.proxy._experimental.mcp_server.db._get_salt_key", + return_value="old-key", + ), + patch( + "litellm.proxy._experimental.mcp_server.db.decrypt_value_helper", + side_effect=lambda value, key, exception_type="error", return_original_value=False: value.replace( + "enc_old:", "" + ), + ), + patch( + "litellm.proxy._experimental.mcp_server.db.encrypt_value_helper", + side_effect=lambda value, new_encryption_key: f"enc_new:{value}", + ), + ): + await rotate_mcp_server_credentials_master_key( + mock_prisma, "admin", "new-key" + ) + + update_call = mock_prisma.db.litellm_mcpservertable.update + assert update_call.called + stored_env = json.loads(update_call.call_args[1]["data"]["env_vars"]) + # Global value decrypted from old, then re-encrypted with new key + assert stored_env[0]["value"] == "enc_new:secret" + # User-scope placeholder untouched + assert stored_env[1]["value"] == "" + # Credentials column not written when the server has none + assert "credentials" not in update_call.call_args[1]["data"] + class TestAuthTypeSwitchClearsCredentials: """Test that switching auth_type without credentials clears stale secrets.""" diff --git a/tests/test_litellm/proxy/_experimental/mcp_server/test_rest_endpoints.py b/tests/test_litellm/proxy/_experimental/mcp_server/test_rest_endpoints.py index 6433e0f6360..caff9ea2d28 100644 --- a/tests/test_litellm/proxy/_experimental/mcp_server/test_rest_endpoints.py +++ b/tests/test_litellm/proxy/_experimental/mcp_server/test_rest_endpoints.py @@ -2,6 +2,7 @@ import json from typing import Any, Dict, Optional from unittest.mock import MagicMock +import httpx import pytest from fastapi import HTTPException from starlette.requests import Request @@ -1629,3 +1630,48 @@ class TestPreviewOpenAPITools: "order is out of sync, so collision suffixes (_2, _3, ...) " "land on different operations" ) + + +class TestConnectionErrorMessage: + """The test-connection endpoints turn raw transport errors into messages. + + The message is returned to an admin in an API response, so it must explain + the failure without echoing the raw header value, which can carry a secret + (e.g. ``Authorization: Bearer ``). + """ + + def test_local_protocol_error_is_actionable_and_redacted(self): + secret = "Bearer sk-super-secret-token" + exc = httpx.LocalProtocolError(f"Illegal header value b' {secret}'") + + message = rest_endpoints._connection_error_message(exc) + + assert "header" in message.lower() + assert secret not in message + + def test_connect_error_points_at_reachability(self): + message = rest_endpoints._connection_error_message( + httpx.ConnectError("All connection attempts failed") + ) + assert "unreachable" in message.lower() + + def test_timeout_error_message(self): + message = rest_endpoints._connection_error_message( + httpx.ConnectTimeout("timed out") + ) + assert "unreachable" in message.lower() + + def test_http_status_error_includes_status_code(self): + response = httpx.Response(status_code=503) + exc = httpx.HTTPStatusError( + "server error", + request=httpx.Request("POST", "http://x/"), + response=response, + ) + message = rest_endpoints._connection_error_message(exc) + assert "503" in message + + def test_unknown_error_falls_back_to_generic(self): + message = rest_endpoints._connection_error_message(RuntimeError("weird")) + assert "weird" not in message + assert "proxy logs" in message.lower() diff --git a/tests/test_litellm/proxy/management_endpoints/test_mcp_management_endpoints.py b/tests/test_litellm/proxy/management_endpoints/test_mcp_management_endpoints.py index 7e044442e2b..b5eb091bb81 100644 --- a/tests/test_litellm/proxy/management_endpoints/test_mcp_management_endpoints.py +++ b/tests/test_litellm/proxy/management_endpoints/test_mcp_management_endpoints.py @@ -1105,6 +1105,98 @@ class TestListMCPServers: assert result.status == "healthy" mock_manager.get_allowed_mcp_servers.assert_called_once_with(mock_user_auth) + @pytest.mark.asyncio + async def test_fetch_single_mcp_server_drops_env_vars_for_non_admin(self): + """A non-admin GET /v1/mcp/server/{id} for a server with env_vars must + not 500 and must not leak env var config. ``db.get_mcp_server`` returns + the raw Prisma model whose JSONB ``env_vars`` deserialize to plain + dicts; it is wrapped in ``LiteLLM_MCPServerTable`` (parsing the dicts + into ``MCPEnvVar``) before sanitization. The non-admin sanitizer then + drops ``env_vars`` entirely, since even the names (e.g. GLOBAL_KEY) + reveal which secrets the admin configured. + """ + + # Mirror what Prisma returns: a model whose JSONB ``env_vars`` are + # plain dicts, not parsed ``MCPEnvVar`` objects. ``model_construct`` + # skips validation so the dicts survive verbatim. + raw_prisma_model = LiteLLM_MCPServerTable.model_construct( + server_id="env-server", + server_name="Env Server", + alias="Env Server", + transport=MCPTransport.http, + url="https://env.example.com/mcp", + static_headers={ + "Authorization": "Bearer ${GLOBAL_KEY}", + "X-User": "${USER_KEY}", + }, + env_vars=[ + {"name": "GLOBAL_KEY", "value": "super-secret", "scope": "global"}, + { + "name": "USER_KEY", + "value": "", + "scope": "user", + "description": "your key", + }, + ], + ) + assert isinstance(raw_prisma_model.env_vars[0], dict) + + mock_prisma_client = MagicMock() + mock_prisma_client.db.litellm_mcpservertable.find_unique = AsyncMock( + return_value=raw_prisma_model + ) + + mock_health_result = generate_mock_mcp_server_db_record( + server_id="env-server", alias="Env Server" + ) + mock_health_result.status = "healthy" + mock_health_result.last_health_check = datetime.now() + mock_health_result.health_check_error = None + + mock_manager = MagicMock() + mock_manager.add_server = AsyncMock() + mock_manager.health_check_server = AsyncMock(return_value=mock_health_result) + + mock_user_auth = generate_mock_user_api_key_auth( + user_role=LitellmUserRoles.INTERNAL_USER + ) + + with ( + patch( + "litellm.proxy.management_endpoints.mcp_management_endpoints.get_prisma_client_or_throw", + return_value=mock_prisma_client, + ), + patch( + "litellm.proxy.management_endpoints.mcp_management_endpoints.global_mcp_server_manager", + mock_manager, + ), + patch( + "litellm.proxy.management_endpoints.mcp_management_endpoints.get_all_mcp_servers_for_user", + AsyncMock( + return_value=[ + generate_mock_mcp_server_db_record(server_id="env-server") + ] + ), + ), + patch( + "litellm.proxy.management_endpoints.mcp_management_endpoints._user_has_admin_view", + return_value=False, + ), + ): + from litellm.proxy.management_endpoints.mcp_management_endpoints import ( + fetch_mcp_server, + ) + + result = await fetch_mcp_server( + request=_make_mock_request(), + server_id="env-server", + user_api_key_dict=mock_user_auth, + ) + + assert result.server_id == "env-server" + # Non-admin viewers get no env var config at all (not even names). + assert result.env_vars is None + class TestTeamScopedMCPServerAccess: """Tests for cross-team information disclosure and restricted key bypass fixes.""" @@ -2308,6 +2400,109 @@ class TestUpdateMCPServer: assert result.alias == "Updated Test Server" +class TestAddMCPServerAtomicity: + """A committed MCP server must survive a post-write registry refresh failure. + + Regression: add_mcp_server inserted the row and then reloaded the whole + registry from the database inside the same try block. One unrelated malformed + row made the reload raise, so the endpoint returned 500 even though the new + row was already persisted. Callers assumed failure and retried, creating + duplicate servers. + """ + + @pytest.mark.asyncio + async def test_create_succeeds_when_registry_refresh_fails(self): + from litellm.proxy.management_endpoints.mcp_management_endpoints import ( + add_mcp_server, + ) + + payload = NewMCPServerRequest( + alias="echo", + url="https://echo.example.com/mcp", + transport=MCPTransport.http, + ) + admin = generate_mock_user_api_key_auth( + user_role=LitellmUserRoles.PROXY_ADMIN, user_id="admin-user" + ) + created_server = generate_mock_mcp_server_db_record( + server_id="created-1", alias="echo" + ) + + mock_manager = MagicMock() + mock_manager.add_server = AsyncMock() + mock_manager.reload_servers_from_database = AsyncMock( + side_effect=Exception("malformed pre-existing row") + ) + + with ( + patch( + "litellm.proxy.management_endpoints.mcp_management_endpoints.get_prisma_client_or_throw", + return_value=MagicMock(), + ), + patch( + "litellm.proxy.management_endpoints.mcp_management_endpoints.validate_and_normalize_mcp_server_payload", + MagicMock(), + ), + patch( + "litellm.proxy.management_endpoints.mcp_management_endpoints.create_mcp_server", + AsyncMock(return_value=created_server), + ) as create_mock, + patch( + "litellm.proxy.management_endpoints.mcp_management_endpoints.global_mcp_server_manager", + mock_manager, + ), + ): + result = await add_mcp_server(payload=payload, user_api_key_dict=admin) + + create_mock.assert_awaited_once() + mock_manager.reload_servers_from_database.assert_awaited_once() + assert result.server_id == "created-1" + + @pytest.mark.asyncio + async def test_create_500s_and_skips_registry_when_db_write_fails(self): + from litellm.proxy.management_endpoints.mcp_management_endpoints import ( + add_mcp_server, + ) + + payload = NewMCPServerRequest( + alias="echo", + url="https://echo.example.com/mcp", + transport=MCPTransport.http, + ) + admin = generate_mock_user_api_key_auth( + user_role=LitellmUserRoles.PROXY_ADMIN, user_id="admin-user" + ) + + mock_manager = MagicMock() + mock_manager.add_server = AsyncMock() + mock_manager.reload_servers_from_database = AsyncMock() + + with ( + patch( + "litellm.proxy.management_endpoints.mcp_management_endpoints.get_prisma_client_or_throw", + return_value=MagicMock(), + ), + patch( + "litellm.proxy.management_endpoints.mcp_management_endpoints.validate_and_normalize_mcp_server_payload", + MagicMock(), + ), + patch( + "litellm.proxy.management_endpoints.mcp_management_endpoints.create_mcp_server", + AsyncMock(side_effect=Exception("db down")), + ), + patch( + "litellm.proxy.management_endpoints.mcp_management_endpoints.global_mcp_server_manager", + mock_manager, + ), + ): + with pytest.raises(HTTPException) as exc_info: + await add_mcp_server(payload=payload, user_api_key_dict=admin) + + assert exc_info.value.status_code == 500 + mock_manager.add_server.assert_not_awaited() + mock_manager.reload_servers_from_database.assert_not_awaited() + + class TestHealthCheckServers: """Test suite for health check servers endpoint""" @@ -2740,6 +2935,65 @@ class TestMCPApprovalWorkflow: assert result.total == 1 assert result.pending_review == 1 + @pytest.mark.asyncio + @pytest.mark.parametrize( + "user_role, expected_global_value", + [ + (LitellmUserRoles.PROXY_ADMIN, "super-secret"), + (LitellmUserRoles.PROXY_ADMIN_VIEW_ONLY, ""), + ], + ) + async def test_get_submissions_redacts_global_env_for_view_only_admin( + self, user_role, expected_global_value + ): + """Read-only admins reviewing the submission queue must not receive the + submitter's global env var secrets; full admins still see them.""" + from litellm.proxy._types import MCPSubmissionsSummary + from litellm.proxy.management_endpoints.mcp_management_endpoints import ( + get_mcp_server_submissions, + ) + + base = generate_mock_mcp_server_db_record(alias="Pending") + item = LiteLLM_MCPServerTable( + **{ + **base.model_dump(), + "env_vars": [ + { + "name": "ADMIN_API_KEY", + "value": "super-secret", + "scope": "global", + }, + { + "name": "USER_TOKEN", + "value": "placeholder-hint", + "scope": "user", + }, + ], + } + ) + item.approval_status = "pending_review" + summary = MCPSubmissionsSummary( + total=1, pending_review=1, active=0, rejected=0, items=[item] + ) + + with ( + patch( + "litellm.proxy.management_endpoints.mcp_management_endpoints.get_prisma_client_or_throw", + return_value=MagicMock(), + ), + patch( + "litellm.proxy.management_endpoints.mcp_management_endpoints.get_mcp_submissions", + AsyncMock(return_value=summary), + ), + ): + result = await get_mcp_server_submissions( + user_api_key_dict=generate_mock_user_api_key_auth(user_role=user_role), + ) + + by_name = {ev.name: ev for ev in result.items[0].env_vars} + assert by_name["ADMIN_API_KEY"].value == expected_global_value + assert by_name["USER_TOKEN"].value == "placeholder-hint" + @pytest.mark.asyncio async def test_approve_non_pending_server_raises_400(self): from litellm.proxy._types import MCPApprovalStatus @@ -3319,6 +3573,853 @@ def test_sanitize_mcp_server_for_non_admin_clears_credential_fields(): assert sanitized.alias == server.alias +def _server_with_global_and_user_env_vars(): + base = generate_mock_mcp_server_db_record() + return LiteLLM_MCPServerTable( + **{ + **base.model_dump(), + "env_vars": [ + {"name": "ADMIN_API_KEY", "value": "super-secret", "scope": "global"}, + {"name": "USER_TOKEN", "value": "placeholder-hint", "scope": "user"}, + ], + } + ) + + +def test_sanitize_non_admin_drops_all_env_vars(): + """The non-admin view drops env vars entirely; even the names are admin + config metadata (e.g. DB_PASSWORD) that must not leak. Non-admins get the + per-user vars they need from the /user-env-vars/status endpoint.""" + import litellm.proxy.management_endpoints.mcp_management_endpoints as mgmt + + server = _server_with_global_and_user_env_vars() + + sanitized = mgmt._sanitize_mcp_server_for_non_admin(server) + + assert sanitized.env_vars is None + + # The original object must not be mutated. + original_by_name = {ev.name: ev for ev in server.env_vars} + assert original_by_name["ADMIN_API_KEY"].value == "super-secret" + + +def test_sanitize_virtual_key_drops_all_env_vars(): + """Virtual-key callers get a discovery-only view; env var entries (even the + names, which are admin config metadata) must be dropped entirely, not just + have their global values blanked.""" + import litellm.proxy.management_endpoints.mcp_management_endpoints as mgmt + + server = _server_with_global_and_user_env_vars() + + sanitized = mgmt._sanitize_mcp_server_for_virtual_key(server) + + assert sanitized.env_vars is None + + # The original object must not be mutated. + assert server.env_vars[0].value == "super-secret" + + +def _server_with_env_vars(server_id: str = "srv-env"): + base = generate_mock_mcp_server_db_record(server_id=server_id) + return LiteLLM_MCPServerTable( + **{ + **base.model_dump(), + "env_vars": [ + {"name": "ADMIN_API_KEY", "value": "super-secret", "scope": "global"}, + {"name": "USER_TOKEN", "value": "placeholder-hint", "scope": "user"}, + ], + } + ) + + +@pytest.mark.asyncio +@pytest.mark.parametrize( + "user_role, expected_global_value", + [ + (LitellmUserRoles.PROXY_ADMIN, "super-secret"), + (LitellmUserRoles.PROXY_ADMIN_VIEW_ONLY, ""), + ], +) +async def test_fetch_single_mcp_server_redacts_global_env_for_view_only_admin( + user_role, expected_global_value +): + """Read-only admins must not receive admin-supplied global env var secrets; + full admins still see them so the edit form can pre-fill.""" + server = _server_with_env_vars() + + health_result = generate_mock_mcp_server_db_record(server_id=server.server_id) + health_result.status = "healthy" + health_result.last_health_check = datetime.now() + health_result.health_check_error = None + + with ( + patch( + "litellm.proxy.management_endpoints.mcp_management_endpoints.get_prisma_client_or_throw", + return_value=MagicMock(), + ), + patch( + "litellm.proxy.management_endpoints.mcp_management_endpoints.get_mcp_server", + AsyncMock(return_value=server), + ), + patch( + "litellm.proxy.management_endpoints.mcp_management_endpoints.global_mcp_server_manager.add_server", + AsyncMock(return_value=None), + ), + patch( + "litellm.proxy.management_endpoints.mcp_management_endpoints.global_mcp_server_manager.health_check_server", + AsyncMock(return_value=health_result), + ), + ): + result = await mgmt_endpoints.fetch_mcp_server( + request=_make_mock_request(), + server_id=server.server_id, + user_api_key_dict=generate_mock_user_api_key_auth(user_role=user_role), + ) + + by_name = {ev.name: ev for ev in result.env_vars} + assert by_name["ADMIN_API_KEY"].value == expected_global_value + # Per-user placeholders are always preserved. + assert by_name["USER_TOKEN"].value == "placeholder-hint" + # The source record must never be mutated. + assert {ev.name: ev.value for ev in server.env_vars}[ + "ADMIN_API_KEY" + ] == "super-secret" + + +@pytest.mark.asyncio +@pytest.mark.parametrize( + "user_role, expected_global_value", + [ + (LitellmUserRoles.PROXY_ADMIN, "super-secret"), + (LitellmUserRoles.PROXY_ADMIN_VIEW_ONLY, ""), + ], +) +async def test_fetch_all_mcp_servers_redacts_global_env_for_view_only_admin( + user_role, expected_global_value +): + server = _server_with_env_vars() + + with ( + patch( + "litellm.proxy.management_endpoints.mcp_management_endpoints._get_user_mcp_management_mode", + return_value="view_all", + ), + patch( + "litellm.proxy.management_endpoints.mcp_management_endpoints.global_mcp_server_manager.get_all_mcp_servers_unfiltered", + AsyncMock(return_value=[server]), + ), + patch( + "litellm.proxy.proxy_server.prisma_client", + None, + ), + ): + result = await mgmt_endpoints.fetch_all_mcp_servers( + user_api_key_dict=generate_mock_user_api_key_auth(user_role=user_role), + ) + + by_name = {ev.name: ev for ev in result[0].env_vars} + assert by_name["ADMIN_API_KEY"].value == expected_global_value + assert by_name["USER_TOKEN"].value == "placeholder-hint" + assert {ev.name: ev.value for ev in server.env_vars}[ + "ADMIN_API_KEY" + ] == "super-secret" + + +def _make_env_var_server( + *, + server_id: str = "srv-1", + server_name: str = "DB Server", + alias: str = "db_server", + env_vars=None, + static_headers=None, +): + """Lightweight server stand-in for the per-user env-var endpoints. + + The handlers only read ``server_id``/``server_name``/``alias``/``env_vars``/ + ``static_headers`` via ``getattr``, so a SimpleNamespace is enough and keeps + the test decoupled from the full Prisma model. + """ + return SimpleNamespace( + server_id=server_id, + server_name=server_name, + alias=alias, + env_vars=env_vars, + static_headers=static_headers, + ) + + +# env_vars with two referenced per-user fields, one unreferenced per-user field +# (must NOT be blocking), and a global value. +_ENV_VARS_MIXED = [ + {"name": "DB_PROTOCOL", "value": "postgres", "scope": "global"}, + { + "name": "CORP_USERNAME", + "value": "", + "scope": "user", + "description": "Your username", + }, + {"name": "CORP_PASSWORD", "value": "", "scope": "user"}, + {"name": "UNUSED_USER_VAR", "value": "", "scope": "user"}, +] +_STATIC_HEADERS_MIXED = { + "Authorization": "${DB_PROTOCOL}://${CORP_USERNAME}:${CORP_PASSWORD}@host/db", +} + + +class TestComputeUserEnvVarStatus: + """Unit tests for the _compute_user_env_var_status helper.""" + + def test_only_referenced_per_user_vars_are_required(self): + server = _make_env_var_server( + env_vars=_ENV_VARS_MIXED, static_headers=_STATIC_HEADERS_MIXED + ) + status = mgmt_endpoints._compute_user_env_var_status( + server=server, stored_values={"CORP_USERNAME": "alice"} + ) + names = {spec.name for spec in status.required} + # UNUSED_USER_VAR is declared per-user but never referenced -> not blocking. + assert names == {"CORP_USERNAME", "CORP_PASSWORD"} + by_name = {spec.name: spec for spec in status.required} + assert by_name["CORP_USERNAME"].is_set is True + assert by_name["CORP_USERNAME"].description == "Your username" + assert by_name["CORP_PASSWORD"].is_set is False + # Stored credentials are write-only: the secret is never echoed back. + assert "alice" not in status.model_dump_json() + assert status.missing_count == 1 + assert status.server_id == "srv-1" + assert status.server_name == "DB Server" + assert status.alias == "db_server" + # required is non-empty -> a setup URL is provided. + assert status.setup_url and "srv-1" in status.setup_url + + def test_all_filled_has_zero_missing(self): + server = _make_env_var_server( + env_vars=_ENV_VARS_MIXED, static_headers=_STATIC_HEADERS_MIXED + ) + status = mgmt_endpoints._compute_user_env_var_status( + server=server, + stored_values={"CORP_USERNAME": "alice", "CORP_PASSWORD": "s3cret"}, + ) + assert status.missing_count == 0 + assert all(spec.is_set for spec in status.required) + + def test_static_headers_as_json_string_is_parsed(self): + server = _make_env_var_server( + env_vars=_ENV_VARS_MIXED, + static_headers='{"Authorization": "${CORP_USERNAME}"}', + ) + status = mgmt_endpoints._compute_user_env_var_status( + server=server, stored_values={} + ) + # Only CORP_USERNAME is referenced via the JSON-string headers. + assert {spec.name for spec in status.required} == {"CORP_USERNAME"} + assert status.missing_count == 1 + + def test_static_headers_invalid_json_string_yields_no_required(self): + server = _make_env_var_server( + env_vars=_ENV_VARS_MIXED, static_headers="not-json{" + ) + status = mgmt_endpoints._compute_user_env_var_status( + server=server, stored_values={} + ) + assert status.required == [] + assert status.missing_count == 0 + # No required fields -> no setup URL. + assert status.setup_url is None + + def test_no_per_user_vars_referenced_yields_no_required(self): + server = _make_env_var_server( + env_vars=[{"name": "DB_PROTOCOL", "value": "postgres", "scope": "global"}], + static_headers={"Authorization": "${DB_PROTOCOL}://host"}, + ) + status = mgmt_endpoints._compute_user_env_var_status( + server=server, stored_values={} + ) + assert status.required == [] + assert status.setup_url is None + + def test_dual_scope_var_with_global_fallback_is_not_required(self): + # SHARED_TOKEN is declared both global and user. The global value covers + # the reference (globals win in _resolve_static_headers_with_env_vars), + # so the tool-call path never raises a 412 for it. The status endpoint + # must agree and not report it as required/missing, otherwise it asks the + # user for a credential the request would never actually need. + server = _make_env_var_server( + env_vars=[ + {"name": "SHARED_TOKEN", "value": "global-secret", "scope": "global"}, + {"name": "SHARED_TOKEN", "value": "", "scope": "user"}, + ], + static_headers={"Authorization": "Bearer ${SHARED_TOKEN}"}, + ) + status = mgmt_endpoints._compute_user_env_var_status( + server=server, stored_values={} + ) + assert status.required == [] + assert status.missing_count == 0 + assert status.setup_url is None + + def test_dual_scope_var_with_empty_global_is_required(self): + # SHARED_TOKEN is declared both global (empty value) and user. An empty + # global is not a usable fallback, so _resolve_static_headers_with_env_vars + # still requires the user value and the tool-call path 412s without it. The + # status endpoint must agree and report it required, or it would tell the + # user no credential is needed for a var every call rejects. + server = _make_env_var_server( + env_vars=[ + {"name": "SHARED_TOKEN", "value": "", "scope": "global"}, + {"name": "SHARED_TOKEN", "value": "", "scope": "user"}, + ], + static_headers={"Authorization": "Bearer ${SHARED_TOKEN}"}, + ) + status = mgmt_endpoints._compute_user_env_var_status( + server=server, stored_values={} + ) + assert {spec.name for spec in status.required} == {"SHARED_TOKEN"} + assert status.missing_count == 1 + assert status.setup_url and "srv-1" in status.setup_url + + +class TestGetMCPUserEnvVars: + @pytest.mark.asyncio + async def test_returns_status_for_server(self): + server = _make_env_var_server( + env_vars=_ENV_VARS_MIXED, static_headers=_STATIC_HEADERS_MIXED + ) + with ( + patch.object( + mgmt_endpoints, "get_prisma_client_or_throw", return_value=MagicMock() + ), + patch.object( + mgmt_endpoints, "get_mcp_server", AsyncMock(return_value=server) + ), + patch.object( + mgmt_endpoints, + "get_user_env_vars", + AsyncMock(return_value={"CORP_USERNAME": "alice"}), + ), + ): + result = await mgmt_endpoints.get_mcp_user_env_vars( + server_id="srv-1", + user_api_key_dict=generate_mock_user_api_key_auth(user_id="alice"), + ) + assert result.server_id == "srv-1" + assert result.missing_count == 1 + assert {s.name for s in result.required} == {"CORP_USERNAME", "CORP_PASSWORD"} + # The single-server endpoint reports which credentials are set without + # ever echoing the decrypted secret back to the caller. + by_name = {s.name: s for s in result.required} + assert by_name["CORP_USERNAME"].is_set is True + assert by_name["CORP_PASSWORD"].is_set is False + assert "alice" not in result.model_dump_json() + + @pytest.mark.asyncio + async def test_missing_user_id_raises_400(self): + with patch.object( + mgmt_endpoints, "get_prisma_client_or_throw", return_value=MagicMock() + ): + with pytest.raises(HTTPException) as exc: + await mgmt_endpoints.get_mcp_user_env_vars( + server_id="srv-1", + user_api_key_dict=generate_mock_user_api_key_auth(user_id=""), + ) + assert exc.value.status_code == 400 + + @pytest.mark.asyncio + async def test_unknown_server_raises_404(self): + with ( + patch.object( + mgmt_endpoints, "get_prisma_client_or_throw", return_value=MagicMock() + ), + patch.object( + mgmt_endpoints, "get_mcp_server", AsyncMock(return_value=None) + ), + ): + with pytest.raises(HTTPException) as exc: + await mgmt_endpoints.get_mcp_user_env_vars( + server_id="missing", + user_api_key_dict=generate_mock_user_api_key_auth(user_id="alice"), + ) + assert exc.value.status_code == 404 + + +class TestStoreMCPUserEnvVars: + @pytest.mark.asyncio + async def test_persists_only_allowed_non_empty_values(self): + server = _make_env_var_server( + env_vars=_ENV_VARS_MIXED, static_headers=_STATIC_HEADERS_MIXED + ) + merge_mock = AsyncMock(return_value={"CORP_USERNAME": "alice"}) + with ( + patch.object( + mgmt_endpoints, "get_prisma_client_or_throw", return_value=MagicMock() + ), + patch.object( + mgmt_endpoints, "get_mcp_server", AsyncMock(return_value=server) + ), + patch.object(mgmt_endpoints, "merge_user_env_vars", merge_mock), + ): + result = await mgmt_endpoints.store_mcp_user_env_vars( + server_id="srv-1", + payload=mgmt_endpoints.MCPUserEnvVarsRequest( + values={ + "CORP_USERNAME": "alice", + "CORP_PASSWORD": "", # empty -> dropped + "NOT_A_DECLARED_VAR": "x", # unknown -> dropped + } + ), + user_api_key_dict=generate_mock_user_api_key_auth(user_id="alice"), + ) + # Only the declared, non-empty value reaches the atomic merge, scoped to + # the admin-declared user vars. + merge_mock.assert_awaited_once() + _, _, _, updates, allowed_names = merge_mock.await_args.args + assert updates == {"CORP_USERNAME": "alice"} + assert set(allowed_names) == { + "CORP_USERNAME", + "CORP_PASSWORD", + "UNUSED_USER_VAR", + } + # CORP_PASSWORD remains unset in the returned status. + assert result.missing_count == 1 + + @pytest.mark.asyncio + async def test_forwards_only_submitted_updates_and_returns_merged_status(self): + """The endpoint forwards only the user's submitted (allowed, non-empty) + update to the atomic merge and reports status from the merged result, so + a one-field edit never sends the other stored values back through.""" + server = _make_env_var_server( + env_vars=_ENV_VARS_MIXED, static_headers=_STATIC_HEADERS_MIXED + ) + merge_mock = AsyncMock( + return_value={"CORP_USERNAME": "alice", "CORP_PASSWORD": "new"} + ) + with ( + patch.object( + mgmt_endpoints, "get_prisma_client_or_throw", return_value=MagicMock() + ), + patch.object( + mgmt_endpoints, "get_mcp_server", AsyncMock(return_value=server) + ), + patch.object(mgmt_endpoints, "merge_user_env_vars", merge_mock), + ): + result = await mgmt_endpoints.store_mcp_user_env_vars( + server_id="srv-1", + payload=mgmt_endpoints.MCPUserEnvVarsRequest( + values={"CORP_PASSWORD": "new"} + ), + user_api_key_dict=generate_mock_user_api_key_auth(user_id="alice"), + ) + merge_mock.assert_awaited_once() + _, _, _, updates, _ = merge_mock.await_args.args + assert updates == {"CORP_PASSWORD": "new"} + # Status reflects the merged set returned by the atomic merge. + assert result.missing_count == 0 + + @pytest.mark.asyncio + async def test_missing_user_id_raises_400(self): + with patch.object( + mgmt_endpoints, "get_prisma_client_or_throw", return_value=MagicMock() + ): + with pytest.raises(HTTPException) as exc: + await mgmt_endpoints.store_mcp_user_env_vars( + server_id="srv-1", + payload=mgmt_endpoints.MCPUserEnvVarsRequest(values={}), + user_api_key_dict=generate_mock_user_api_key_auth(user_id=""), + ) + assert exc.value.status_code == 400 + + @pytest.mark.asyncio + async def test_unknown_server_raises_404(self): + with ( + patch.object( + mgmt_endpoints, "get_prisma_client_or_throw", return_value=MagicMock() + ), + patch.object( + mgmt_endpoints, "get_mcp_server", AsyncMock(return_value=None) + ), + ): + with pytest.raises(HTTPException) as exc: + await mgmt_endpoints.store_mcp_user_env_vars( + server_id="missing", + payload=mgmt_endpoints.MCPUserEnvVarsRequest(values={}), + user_api_key_dict=generate_mock_user_api_key_auth(user_id="alice"), + ) + assert exc.value.status_code == 404 + + +class TestClearMCPUserEnvVars: + @pytest.mark.asyncio + async def test_clears_and_returns_empty_status(self): + server = _make_env_var_server( + env_vars=_ENV_VARS_MIXED, static_headers=_STATIC_HEADERS_MIXED + ) + delete_mock = AsyncMock() + with ( + patch.object( + mgmt_endpoints, "get_prisma_client_or_throw", return_value=MagicMock() + ), + patch.object( + mgmt_endpoints, "get_mcp_server", AsyncMock(return_value=server) + ), + patch.object(mgmt_endpoints, "delete_user_env_vars", delete_mock), + ): + result = await mgmt_endpoints.clear_mcp_user_env_vars( + server_id="srv-1", + user_api_key_dict=generate_mock_user_api_key_auth(user_id="alice"), + ) + delete_mock.assert_awaited_once() + # Everything is now unset. + assert result.missing_count == 2 + assert all(not spec.is_set for spec in result.required) + + @pytest.mark.asyncio + async def test_delete_db_error_propagates(self): + server = _make_env_var_server( + env_vars=_ENV_VARS_MIXED, static_headers=_STATIC_HEADERS_MIXED + ) + with ( + patch.object( + mgmt_endpoints, "get_prisma_client_or_throw", return_value=MagicMock() + ), + patch.object( + mgmt_endpoints, "get_mcp_server", AsyncMock(return_value=server) + ), + patch.object( + mgmt_endpoints, + "delete_user_env_vars", + AsyncMock(side_effect=Exception("db down")), + ), + ): + # A real DB failure must surface, not be masked as a successful clear. + with pytest.raises(Exception, match="db down"): + await mgmt_endpoints.clear_mcp_user_env_vars( + server_id="srv-1", + user_api_key_dict=generate_mock_user_api_key_auth(user_id="alice"), + ) + + @pytest.mark.asyncio + async def test_missing_user_id_raises_400(self): + with patch.object( + mgmt_endpoints, "get_prisma_client_or_throw", return_value=MagicMock() + ): + with pytest.raises(HTTPException) as exc: + await mgmt_endpoints.clear_mcp_user_env_vars( + server_id="srv-1", + user_api_key_dict=generate_mock_user_api_key_auth(user_id=""), + ) + assert exc.value.status_code == 400 + + @pytest.mark.asyncio + async def test_unknown_server_raises_404(self): + with ( + patch.object( + mgmt_endpoints, "get_prisma_client_or_throw", return_value=MagicMock() + ), + patch.object( + mgmt_endpoints, "get_mcp_server", AsyncMock(return_value=None) + ), + ): + with pytest.raises(HTTPException) as exc: + await mgmt_endpoints.clear_mcp_user_env_vars( + server_id="missing", + user_api_key_dict=generate_mock_user_api_key_auth(user_id="alice"), + ) + assert exc.value.status_code == 404 + + +class TestListMCPUserEnvVarStatus: + @pytest.mark.asyncio + async def test_no_user_id_returns_empty(self): + with patch.object( + mgmt_endpoints, "get_prisma_client_or_throw", return_value=MagicMock() + ): + result = await mgmt_endpoints.list_mcp_user_env_var_status( + user_api_key_dict=generate_mock_user_api_key_auth(user_id="") + ) + assert result == [] + + @pytest.mark.asyncio + async def test_no_accessible_servers_returns_empty(self): + with ( + patch.object( + mgmt_endpoints, "get_prisma_client_or_throw", return_value=MagicMock() + ), + patch.object( + mgmt_endpoints, + "get_all_mcp_servers_for_user", + AsyncMock(return_value=[]), + ), + ): + result = await mgmt_endpoints.list_mcp_user_env_var_status( + user_api_key_dict=generate_mock_user_api_key_auth(user_id="alice") + ) + assert result == [] + + @pytest.mark.asyncio + async def test_only_servers_with_required_fields_are_returned(self): + server_with = _make_env_var_server( + server_id="srv-with", + env_vars=_ENV_VARS_MIXED, + static_headers=_STATIC_HEADERS_MIXED, + ) + # No per-user var is referenced -> contributes no status entry. + server_without = _make_env_var_server( + server_id="srv-without", + env_vars=[{"name": "DB_PROTOCOL", "value": "postgres", "scope": "global"}], + static_headers={"Authorization": "${DB_PROTOCOL}://host"}, + ) + with ( + patch.object( + mgmt_endpoints, "get_prisma_client_or_throw", return_value=MagicMock() + ), + patch.object( + mgmt_endpoints, + "get_all_mcp_servers_for_user", + AsyncMock(return_value=[server_with, server_without]), + ), + patch.object( + mgmt_endpoints, + "get_user_env_vars_bulk", + AsyncMock(return_value={"srv-with": {"CORP_USERNAME": "alice"}}), + ), + ): + result = await mgmt_endpoints.list_mcp_user_env_var_status( + user_api_key_dict=generate_mock_user_api_key_auth(user_id="alice") + ) + assert [s.server_id for s in result] == ["srv-with"] + assert result[0].missing_count == 1 + + @pytest.mark.asyncio + async def test_bulk_status_omits_stored_credential_values(self): + """The bulk feed only drives the "fields missing" badge, so it must not + echo stored credential values back; is_set still reflects presence.""" + server = _make_env_var_server( + server_id="srv-with", + env_vars=_ENV_VARS_MIXED, + static_headers=_STATIC_HEADERS_MIXED, + ) + with ( + patch.object( + mgmt_endpoints, "get_prisma_client_or_throw", return_value=MagicMock() + ), + patch.object( + mgmt_endpoints, + "get_all_mcp_servers_for_user", + AsyncMock(return_value=[server]), + ), + patch.object( + mgmt_endpoints, + "get_user_env_vars_bulk", + AsyncMock(return_value={"srv-with": {"CORP_USERNAME": "alice"}}), + ), + ): + result = await mgmt_endpoints.list_mcp_user_env_var_status( + user_api_key_dict=generate_mock_user_api_key_auth(user_id="alice") + ) + by_name = {s.name: s for s in result[0].required} + assert by_name["CORP_USERNAME"].is_set is True + assert by_name["CORP_PASSWORD"].is_set is False + assert "alice" not in result[0].model_dump_json() + + +class TestMCPUserEnvVarsAccessControl: + """Per-server env-var endpoints must enforce the same access gate as + fetch_mcp_server: a non-admin caller can only touch servers in their + allowed set.""" + + @pytest.mark.asyncio + async def test_get_forbidden_for_non_admin_without_access(self): + server = _make_env_var_server( + env_vars=_ENV_VARS_MIXED, static_headers=_STATIC_HEADERS_MIXED + ) + get_user_env_vars = AsyncMock(return_value={}) + with ( + patch.object( + mgmt_endpoints, "get_prisma_client_or_throw", return_value=MagicMock() + ), + patch.object( + mgmt_endpoints, "get_mcp_server", AsyncMock(return_value=server) + ), + patch.object( + mgmt_endpoints, + "get_all_mcp_servers_for_user", + AsyncMock(return_value=[_make_env_var_server(server_id="other")]), + ), + patch.object(mgmt_endpoints, "get_user_env_vars", get_user_env_vars), + ): + with pytest.raises(HTTPException) as exc: + await mgmt_endpoints.get_mcp_user_env_vars( + server_id="srv-1", + user_api_key_dict=generate_mock_user_api_key_auth( + user_id="alice", + user_role=LitellmUserRoles.INTERNAL_USER, + ), + ) + assert exc.value.status_code == 403 + get_user_env_vars.assert_not_awaited() + + @pytest.mark.asyncio + async def test_store_forbidden_for_non_admin_without_access(self): + server = _make_env_var_server( + env_vars=_ENV_VARS_MIXED, static_headers=_STATIC_HEADERS_MIXED + ) + merge_mock = AsyncMock() + with ( + patch.object( + mgmt_endpoints, "get_prisma_client_or_throw", return_value=MagicMock() + ), + patch.object( + mgmt_endpoints, "get_mcp_server", AsyncMock(return_value=server) + ), + patch.object( + mgmt_endpoints, + "get_all_mcp_servers_for_user", + AsyncMock(return_value=[]), + ), + patch.object(mgmt_endpoints, "merge_user_env_vars", merge_mock), + ): + with pytest.raises(HTTPException) as exc: + await mgmt_endpoints.store_mcp_user_env_vars( + server_id="srv-1", + payload=mgmt_endpoints.MCPUserEnvVarsRequest( + values={"CORP_USERNAME": "alice"} + ), + user_api_key_dict=generate_mock_user_api_key_auth( + user_id="alice", + user_role=LitellmUserRoles.INTERNAL_USER, + ), + ) + assert exc.value.status_code == 403 + merge_mock.assert_not_awaited() + + @pytest.mark.asyncio + async def test_clear_forbidden_for_non_admin_without_access(self): + server = _make_env_var_server( + env_vars=_ENV_VARS_MIXED, static_headers=_STATIC_HEADERS_MIXED + ) + delete_mock = AsyncMock() + with ( + patch.object( + mgmt_endpoints, "get_prisma_client_or_throw", return_value=MagicMock() + ), + patch.object( + mgmt_endpoints, "get_mcp_server", AsyncMock(return_value=server) + ), + patch.object( + mgmt_endpoints, + "get_all_mcp_servers_for_user", + AsyncMock(return_value=[]), + ), + patch.object(mgmt_endpoints, "delete_user_env_vars", delete_mock), + ): + with pytest.raises(HTTPException) as exc: + await mgmt_endpoints.clear_mcp_user_env_vars( + server_id="srv-1", + user_api_key_dict=generate_mock_user_api_key_auth( + user_id="alice", + user_role=LitellmUserRoles.INTERNAL_USER, + ), + ) + assert exc.value.status_code == 403 + delete_mock.assert_not_awaited() + + @pytest.mark.asyncio + async def test_get_allowed_for_non_admin_with_access(self): + server = _make_env_var_server( + server_id="srv-1", + env_vars=_ENV_VARS_MIXED, + static_headers=_STATIC_HEADERS_MIXED, + ) + with ( + patch.object( + mgmt_endpoints, "get_prisma_client_or_throw", return_value=MagicMock() + ), + patch.object( + mgmt_endpoints, "get_mcp_server", AsyncMock(return_value=server) + ), + patch.object( + mgmt_endpoints, + "get_all_mcp_servers_for_user", + AsyncMock(return_value=[server]), + ), + patch.object( + mgmt_endpoints, + "get_user_env_vars", + AsyncMock(return_value={"CORP_USERNAME": "alice"}), + ), + ): + result = await mgmt_endpoints.get_mcp_user_env_vars( + server_id="srv-1", + user_api_key_dict=generate_mock_user_api_key_auth( + user_id="alice", + user_role=LitellmUserRoles.INTERNAL_USER, + ), + ) + assert result.server_id == "srv-1" + assert result.missing_count == 1 + + @pytest.mark.asyncio + async def test_admin_bypasses_access_check(self): + """Proxy admins must not be filtered by get_all_mcp_servers_for_user.""" + server = _make_env_var_server( + server_id="srv-1", + env_vars=_ENV_VARS_MIXED, + static_headers=_STATIC_HEADERS_MIXED, + ) + access_list_mock = AsyncMock(return_value=[]) + with ( + patch.object( + mgmt_endpoints, "get_prisma_client_or_throw", return_value=MagicMock() + ), + patch.object( + mgmt_endpoints, "get_mcp_server", AsyncMock(return_value=server) + ), + patch.object( + mgmt_endpoints, "get_all_mcp_servers_for_user", access_list_mock + ), + patch.object( + mgmt_endpoints, "get_user_env_vars", AsyncMock(return_value={}) + ), + ): + result = await mgmt_endpoints.get_mcp_user_env_vars( + server_id="srv-1", + user_api_key_dict=generate_mock_user_api_key_auth( + user_id="admin", + user_role=LitellmUserRoles.PROXY_ADMIN, + ), + ) + assert result.server_id == "srv-1" + access_list_mock.assert_not_awaited() + + @pytest.mark.asyncio + async def test_non_admin_gets_403_not_404_for_inaccessible_server(self): + """Authorization must run before the existence check so a non-admin + cannot distinguish "server does not exist" (404) from "server exists but + you lack access" (403) and enumerate server IDs.""" + get_mcp_server_mock = AsyncMock(return_value=None) + with ( + patch.object( + mgmt_endpoints, "get_prisma_client_or_throw", return_value=MagicMock() + ), + patch.object(mgmt_endpoints, "get_mcp_server", get_mcp_server_mock), + patch.object( + mgmt_endpoints, + "get_all_mcp_servers_for_user", + AsyncMock(return_value=[]), + ), + ): + with pytest.raises(HTTPException) as exc: + await mgmt_endpoints.get_mcp_user_env_vars( + server_id="srv-1", + user_api_key_dict=generate_mock_user_api_key_auth( + user_id="alice", + user_role=LitellmUserRoles.INTERNAL_USER, + ), + ) + assert exc.value.status_code == 403 + get_mcp_server_mock.assert_not_awaited() + + def test_oauth2_flow_accepted_on_create_request(): """NewMCPServerRequest carries oauth2_flow through to the persisted dict.""" from litellm.proxy._experimental.mcp_server.db import _prepare_mcp_server_data @@ -3344,9 +4445,7 @@ def test_oauth2_flow_round_trips_on_update_and_response_models(): UpdateMCPServerRequest, ) - update = UpdateMCPServerRequest( - server_id="srv-1", oauth2_flow="client_credentials" - ) + update = UpdateMCPServerRequest(server_id="srv-1", oauth2_flow="client_credentials") assert update.oauth2_flow == "client_credentials" row = LiteLLM_MCPServerTable( @@ -3366,6 +4465,5 @@ def test_oauth2_flow_defaults_to_none_when_omitted(): assert UpdateMCPServerRequest(server_id="srv-1").oauth2_flow is None assert ( - LiteLLM_MCPServerTable(server_id="srv-1", transport="http").oauth2_flow - is None + LiteLLM_MCPServerTable(server_id="srv-1", transport="http").oauth2_flow is None ) diff --git a/tests/test_litellm/proxy/management_helpers/test_management_helpers_utils.py b/tests/test_litellm/proxy/management_helpers/test_management_helpers_utils.py index 459072cf9d3..463aba6f744 100644 --- a/tests/test_litellm/proxy/management_helpers/test_management_helpers_utils.py +++ b/tests/test_litellm/proxy/management_helpers/test_management_helpers_utils.py @@ -19,6 +19,154 @@ from litellm.proxy._types import ( from litellm.proxy.management_helpers.utils import add_new_member +@pytest.mark.asyncio +async def test_management_otel_span_redacts_mcp_global_env_var_secrets(monkeypatch): + """A decrypted MCP global env var secret must never reach telemetry. + + MCP create/update endpoints return the server with decrypted + ``scope="global"`` env var values so the admin UI can pre-fill the edit + form. ``management_endpoint_wrapper`` serializes the response into an OTEL + span, and that span is readable by observability users, so the secret value + must be blanked there while names/scopes stay for usefulness. The endpoint's + own return value must keep the decrypted value for the admin. + """ + import datetime + + from litellm.proxy._types import ( + LiteLLM_MCPServerTable, + MCPEnvVar, + MCPEnvVarScope, + ) + from litellm.proxy.management_helpers import utils as mgmt_utils + + captured = {} + + class _FakeOtelLogger: + async def async_management_endpoint_success_hook( + self, logging_payload, parent_otel_span + ): + captured["response"] = logging_payload.response + + import litellm.proxy.proxy_server as proxy_server + + monkeypatch.setattr(proxy_server, "open_telemetry_logger", _FakeOtelLogger()) + monkeypatch.setattr(mgmt_utils, "is_otel_v2_enabled", lambda: False) + + secret = "s3cr3t-p@ss" + result = LiteLLM_MCPServerTable( + server_id="srv-1", + alias="echo", + url="http://localhost:8765/mcp", + transport="http", + env_vars=[ + MCPEnvVar(name="DB_PASSWORD", value=secret, scope=MCPEnvVarScope.global_), + MCPEnvVar( + name="CORP_USER", + value="", + scope=MCPEnvVarScope.user, + description="Your DB username", + ), + ], + created_at=datetime.datetime.now(), + updated_at=datetime.datetime.now(), + ) + + await mgmt_utils._emit_management_endpoint_otel_span( + func=lambda: None, + kwargs={}, + parent_otel_span=object(), + start_time=datetime.datetime.now(), + end_time=datetime.datetime.now(), + result=result, + ) + + serialized = captured["response"]["env_vars"] + # The secret must not appear anywhere the span serializer would stringify. + assert secret not in str(captured["response"]) + assert all(entry["value"] == "" for entry in serialized) + # Names and scopes survive so the trace stays useful. + assert {entry["name"] for entry in serialized} == {"DB_PASSWORD", "CORP_USER"} + assert any(entry["scope"] == MCPEnvVarScope.global_ for entry in serialized) + # The endpoint's own return value is untouched: the admin still gets the + # decrypted value to pre-fill the edit form. + assert result.env_vars[0].value == secret + + +@pytest.mark.asyncio +async def test_management_otel_span_redacts_nested_submission_env_var_secrets( + monkeypatch, +): + """Decrypted global env var secrets nested under ``items`` must also be blanked. + + ``GET /v1/mcp/server/submissions`` returns ``MCPSubmissionsSummary`` whose + ``items[].env_vars`` carry decrypted ``scope="global"`` values for full admins. + ``management_endpoint_wrapper`` stringifies that nested ``items`` value into the + OTEL span, so redaction has to walk into ``items`` and not just the top level, + while the endpoint's own return value keeps the value for the admin UI. + """ + import datetime + + from litellm.proxy._types import ( + LiteLLM_MCPServerTable, + MCPEnvVar, + MCPEnvVarScope, + MCPSubmissionsSummary, + ) + from litellm.proxy.management_helpers import utils as mgmt_utils + + captured = {} + + class _FakeOtelLogger: + async def async_management_endpoint_success_hook( + self, logging_payload, parent_otel_span + ): + captured["response"] = logging_payload.response + + import litellm.proxy.proxy_server as proxy_server + + monkeypatch.setattr(proxy_server, "open_telemetry_logger", _FakeOtelLogger()) + monkeypatch.setattr(mgmt_utils, "is_otel_v2_enabled", lambda: False) + + secret = "s3cr3t-submission" + server = LiteLLM_MCPServerTable( + server_id="srv-sub", + alias="echo", + url="http://localhost:8765/mcp", + transport="http", + env_vars=[ + MCPEnvVar(name="DB_PASSWORD", value=secret, scope=MCPEnvVarScope.global_), + ], + created_at=datetime.datetime.now(), + updated_at=datetime.datetime.now(), + ) + result = MCPSubmissionsSummary( + total=1, pending_review=1, active=0, rejected=0, items=[server] + ) + + await mgmt_utils._emit_management_endpoint_otel_span( + func=lambda: None, + kwargs={}, + parent_otel_span=object(), + start_time=datetime.datetime.now(), + end_time=datetime.datetime.now(), + result=result, + ) + + # The nested secret must not appear anywhere the span serializer stringifies. + assert secret not in str(captured["response"]) + + redacted_item = captured["response"]["items"][0] + redacted_env_vars = ( + redacted_item["env_vars"] + if isinstance(redacted_item, dict) + else redacted_item.env_vars + ) + assert [entry["value"] for entry in redacted_env_vars] == [""] + assert redacted_env_vars[0]["name"] == "DB_PASSWORD" + # The endpoint's own return value is untouched for the admin UI. + assert result.items[0].env_vars[0].value == secret + + @pytest.mark.asyncio async def test_add_new_member_clones_default_team_budget_id(): """ diff --git a/ui/litellm-dashboard/e2e_tests/tests/mcp/mcpServers.spec.ts b/ui/litellm-dashboard/e2e_tests/tests/mcp/mcpServers.spec.ts index 22ba85956da..7c4a7cb0568 100644 --- a/ui/litellm-dashboard/e2e_tests/tests/mcp/mcpServers.spec.ts +++ b/ui/litellm-dashboard/e2e_tests/tests/mcp/mcpServers.spec.ts @@ -50,11 +50,11 @@ test.describe("MCP Servers", () => { // No teardown needed — the e2e runner spins up a fresh DB per invocation. - // Success toast and the new row in the table. Scope the row lookup to - // the MCP servers table so the form modal's `server_name` input — which + // Success toast and the new card in the server grid. Scope the lookup to + // the MCP servers grid so the form modal's `server_name` input — which // still holds the timestamped value during its close animation — can't // satisfy the assertion before the server actually lands in the list. await expect(page.getByText("MCP Server created successfully").first()).toBeVisible({ timeout: 15_000 }); - await expect(page.locator("table tbody").getByText(uniqueName).first()).toBeVisible({ timeout: 10_000 }); + await expect(page.getByTestId("mcp-servers-grid").getByText(uniqueName).first()).toBeVisible({ timeout: 10_000 }); }); }); diff --git a/ui/litellm-dashboard/src/components/mcp_tools/EnvVarsSection.tsx b/ui/litellm-dashboard/src/components/mcp_tools/EnvVarsSection.tsx new file mode 100644 index 00000000000..4a694d71585 --- /dev/null +++ b/ui/litellm-dashboard/src/components/mcp_tools/EnvVarsSection.tsx @@ -0,0 +1,142 @@ +import React from "react"; +import { Form, Input, Select, Button, Tooltip, Typography } from "antd"; +import { InfoCircleOutlined, MinusCircleOutlined, PlusOutlined } from "@ant-design/icons"; + +const { Text } = Typography; + +const SCOPE_OPTIONS = [ + { value: "global", label: "Instance" }, + { value: "user", label: "Per-user" }, +]; + +/** + * Form section for admin-configured MCP environment variables. + * + * Each row has: name | value | scope. Variables can be interpolated into + * Static Headers via ${NAME}. ``scope=global`` (shown as "Instance") values + * are used as-is. ``scope=user`` (shown as "Per-user") values are filled in + * by each user via the MCP Gateway dashboard. + * + * The parent form reads the ``env_vars`` field from the form values. + */ +const EnvVarsSection: React.FC = () => { + return ( +
+
+ + Variables + + + Define variables you can interpolate in Static Headers or Authentication using{" "} + {"${VAR_NAME}"}.
+ Instance: admin-defined value used for every user. +
+ Per-user: each user supplies their own value (e.g. personal credentials) via the MCP Gateway + dashboard. + + } + > + + +
+ + Reference these in Static Headers or Authentication as {"${VAR_NAME}"}. For example:{" "} + + {"${DB_PROTOCOL}://${CORP_USERNAME}:${CORP_PASSWORD}@${DB_HOSTNAME}"} + + + + + {(fields, { add, remove }) => ( +
+ {fields.length > 0 && ( +
+
Variable Name
+
Value / Description
+
Scope
+
+
+ )} + {fields.map(({ key, name, ...restField }) => ( +
+ + + +
+ +
+ + + + + Hint + + + } + placeholder="e.g. Your DB username" + styles={{ input: { color: "#9ca3af" } }} + /> + + ); + } + return ( + + + + ); +}; + +export default EnvVarsSection; diff --git a/ui/litellm-dashboard/src/components/mcp_tools/MCPPermissionManagement.tsx b/ui/litellm-dashboard/src/components/mcp_tools/MCPPermissionManagement.tsx index 0bd39218713..27cbdf2ea34 100644 --- a/ui/litellm-dashboard/src/components/mcp_tools/MCPPermissionManagement.tsx +++ b/ui/litellm-dashboard/src/components/mcp_tools/MCPPermissionManagement.tsx @@ -53,6 +53,17 @@ const MCPPermissionManagement: React.FC = ({ })); form.setFieldValue("static_headers", staticHeaders); } + if (Array.isArray(mcpServer.env_vars) && mcpServer.env_vars.length > 0) { + form.setFieldValue( + "env_vars", + mcpServer.env_vars.map((entry) => ({ + name: entry.name, + value: entry.value ?? "", + scope: entry.scope ?? "global", + description: entry.description ?? "", + })), + ); + } if (typeof mcpServer.allow_all_keys === "boolean") { form.setFieldValue("allow_all_keys", mcpServer.allow_all_keys); } diff --git a/ui/litellm-dashboard/src/components/mcp_tools/MCPServerCard.tsx b/ui/litellm-dashboard/src/components/mcp_tools/MCPServerCard.tsx new file mode 100644 index 00000000000..064a9481325 --- /dev/null +++ b/ui/litellm-dashboard/src/components/mcp_tools/MCPServerCard.tsx @@ -0,0 +1,383 @@ +import { useState, type FC, type KeyboardEvent, type MouseEvent } from "react"; +import { Dropdown, Tooltip, Typography, Tag } from "antd"; +import type { MenuProps } from "antd"; +import { + CheckOutlined, + DeleteOutlined, + ExclamationCircleFilled, + MoreOutlined, + ThunderboltOutlined, +} from "@ant-design/icons"; +import type { MCPServer } from "./types"; +import { getMaskedAndFullUrl } from "./utils"; + +const { Text } = Typography; + +interface MCPServerCardProps { + server: MCPServer; + // Per-user env-var fields this user still needs to fill in for this server. + // Computed by the parent from the bulk /user-env-vars/status response, so + // the card never issues a per-row request (no N+1). + missingUserFields?: string[]; + isLoadingHealth?: boolean; + isRechecking?: boolean; + onClick: () => void; + onRecheckHealth?: () => void; + onByokConnect?: () => void; + onOpenFillFields?: () => void; + onDelete?: () => void; +} + +const HEALTH_TONE: Record = { + healthy: { dot: "bg-green-500" }, + unhealthy: { dot: "bg-red-500" }, + unknown: { dot: "bg-gray-300" }, +}; + +// Stop card-level click handler from firing when an interactive child is used. +const stop = (e: MouseEvent | KeyboardEvent) => e.stopPropagation(); + +const MCPServerCard: FC = ({ + server, + missingUserFields, + isLoadingHealth, + isRechecking, + onClick, + onRecheckHealth, + onByokConnect, + onOpenFillFields, + onDelete, +}) => { + const alias = server.alias || server.server_name || ""; + const name = server.server_name || alias || server.server_id; + // Logo is sourced exclusively from the admin-set `mcp_info.logo_url`. + const candidateLogo = server.mcp_info?.logo_url ?? undefined; + const [failedLogoUrl, setFailedLogoUrl] = useState(null); + const logoUrl = candidateLogo && failedLogoUrl !== candidateLogo ? candidateLogo : undefined; + const transport = server.transport || "http"; + const displayTransport = server.spec_path && transport !== "stdio" ? "openapi" : transport; + const authType = server.auth_type || "none"; + const status = server.status || "unknown"; + const healthTone = HEALTH_TONE[status] ?? HEALTH_TONE.unknown; + const isPublic = server.available_on_public_internet; + const accessGroups = (server.mcp_access_groups ?? []).filter((g): g is string => typeof g === "string"); + + const missing = missingUserFields ?? []; + const needsAttention = missing.length > 0; + + const cardClass = needsAttention + ? "border-2 border-red-300 bg-red-50/40 hover:border-red-400 hover:shadow-md" + : "border border-gray-200 bg-white hover:border-gray-300 hover:shadow-md"; + + const url = server.url || ""; + const { maskedUrl } = url ? getMaskedAndFullUrl(url) : { maskedUrl: "" }; + + // Transport-adapted identifier shown under the title. Every transport has + // something useful here, which keeps the tag row vertically aligned across + // cards in the grid (stdio cards no longer "snap up" because they lack a URL). + let subtitle = ""; + let subtitleTooltip = ""; + if (transport === "stdio") { + const parts = [server.command, ...(server.args ?? [])].filter( + (p): p is string => typeof p === "string" && p.length > 0, + ); + subtitle = parts.join(" "); + subtitleTooltip = subtitle; + } else if (server.spec_path) { + subtitle = server.spec_path; + subtitleTooltip = server.spec_path; + } else if (url) { + subtitle = maskedUrl; + subtitleTooltip = url; + } + + const handleKeyDown = (e: KeyboardEvent) => { + if (e.key === "Enter" || e.key === " ") { + e.preventDefault(); + onClick(); + } + }; + + const menuItems: MenuProps["items"] = []; + if (onRecheckHealth) { + menuItems.push({ + key: "test-connection", + label: "Test Connection", + icon: , + disabled: isRechecking, + onClick: ({ domEvent }) => { + domEvent.stopPropagation(); + onRecheckHealth(); + }, + }); + } + if (onDelete) { + if (menuItems.length > 0) { + menuItems.push({ key: "divider", type: "divider" }); + } + menuItems.push({ + key: "delete", + label: "Delete", + icon: , + danger: true, + onClick: ({ domEvent }) => { + domEvent.stopPropagation(); + onDelete(); + }, + }); + } + + // Card uses role="button" + nested + + )} +
+ + {subtitle ? ( + + + {subtitle} + + + ) : ( + // Defensive placeholder: keep the row even when no identifier is + // available so the tag row stays vertically aligned across the grid. +
+ )} + +
+ + {displayTransport.toUpperCase()} + {authType} + + + + {isPublic ? "Public" : "Internal"} + + + {accessGroups.slice(0, 2).map((g) => ( + + {g} + + ))} + {accessGroups.length > 2 && ( + + +{accessGroups.length - 2} + + )} +
+ + {(server.is_byok || needsAttention) && ( +
+ {server.is_byok && } + {needsAttention && ( +
+ +
Missing user fields:
+
    + {missing.map((m) => ( +
  • • {m}
    • + ))} +
+
+ } + > + + + {missing.length} user field + {missing.length === 1 ? "" : "s"} missing + + + {onOpenFillFields && ( + + )} +
+ )} +
+ )} +
+ ); +}; + +interface HealthChipProps { + status: string; + isLoadingHealth?: boolean; + isRechecking?: boolean; + onRecheck?: () => void; + lastCheck?: string | null; + error?: string | null; + dotClass: string; +} + +const HealthChip: FC = ({ + status, + isLoadingHealth, + isRechecking, + onRecheck, + lastCheck, + error, + dotClass, +}) => { + if (isLoadingHealth || isRechecking) { + return ( + + + + Checking + + + ); + } + const tooltip = ( +
+
Health: {status}
+ {lastCheck &&
Last check: {new Date(lastCheck).toLocaleString()}
} + {error && ( +
+
Error
+
{error}
+
+ )} + {!lastCheck && !error &&
No health data
} + {onRecheck &&
Click to recheck
} +
+ ); + return ( + + { + e.stopPropagation(); + onRecheck(); + } + : undefined + } + > + + + {status.charAt(0).toUpperCase() + status.slice(1)} + + + + ); +}; + +interface ByokRowProps { + connected: boolean; + onConnect?: () => void; +} + +const ByokRow: FC = ({ connected, onConnect }) => { + if (connected) { + return ( +
+ BYOK credential +
+ + Connected + + {onConnect && ( + + )} +
+
+ ); + } + return ( +
+ BYOK credential + {onConnect ? ( + + ) : ( + — + )} +
+ ); +}; + +export default MCPServerCard; diff --git a/ui/litellm-dashboard/src/components/mcp_tools/UserEnvVarsModal.tsx b/ui/litellm-dashboard/src/components/mcp_tools/UserEnvVarsModal.tsx new file mode 100644 index 00000000000..08a285cd56b --- /dev/null +++ b/ui/litellm-dashboard/src/components/mcp_tools/UserEnvVarsModal.tsx @@ -0,0 +1,141 @@ +import React from "react"; +import { Modal, Form, Input, Button, Alert, Spin, Tag, Typography } from "antd"; +import { useMutation, useQuery } from "@tanstack/react-query"; +import { MCPServer, MCPUserEnvVarsStatus } from "./types"; +import { getMCPUserEnvVars, storeMCPUserEnvVars } from "../networking"; +import NotificationsManager from "../molecules/notifications_manager"; + +const { Text, Title } = Typography; + +interface UserEnvVarsModalProps { + server: MCPServer | null; + open: boolean; + accessToken: string | null; + onClose: () => void; + onSaved?: (status: MCPUserEnvVarsStatus) => void; +} + +/** + * User-facing modal for filling in per-user MCP environment variables. + * + * Backed by GET / POST ``/v1/mcp/server/{id}/user-env-vars``. Each field + * the admin marked as ``scope=user`` shows up with the admin-supplied + * description as the placeholder. + */ +const UserEnvVarsModal: React.FC = ({ server, open, accessToken, onClose, onSaved }) => { + const [form] = Form.useForm(); + + const { + data: status, + isLoading, + isError, + } = useQuery({ + queryKey: ["mcpUserEnvVars", server?.server_id], + queryFn: () => getMCPUserEnvVars(accessToken!, server!.server_id), + enabled: open && !!server && !!accessToken, + }); + + const saveMutation = useMutation({ + mutationFn: (values: Record) => storeMCPUserEnvVars(accessToken!, server!.server_id, values), + onSuccess: (saved) => { + NotificationsManager.success("Credentials saved"); + onSaved?.(saved); + onClose(); + }, + onError: (err) => { + NotificationsManager.fromBackend(`Failed to save env vars: ${err instanceof Error ? err.message : String(err)}`); + }, + }); + + const handleSave = (values: Record) => { + if (!server || !accessToken) return; + const trimmed: Record = {}; + for (const [k, v] of Object.entries(values)) { + trimmed[k] = (v ?? "").trim(); + } + saveMutation.mutate(trimmed); + }; + + const displayName = server?.server_name || server?.alias || server?.server_id || "MCP Server"; + const required = status?.required ?? []; + const isSaving = saveMutation.isPending; + + return ( + { + if (opened) form.resetFields(); + }} + title={ +
+
+ + Set your credentials + + Per-user +
+ + {displayName} + +
+ } + > +
+ {isLoading ? ( +
+ +
+ ) : isError ? ( + + ) : required.length === 0 ? ( + + ) : ( + <> + + These values are private to you. Your admin configured this MCP server to require these per-user + credentials. Saved values are never shown back; leave an already-set field blank to keep it, or enter a + value to set or change it. + +
+ {required.map((spec) => ( + + {spec.name} + {spec.is_set && Set} + + } + extra={spec.description || undefined} + rules={spec.is_set ? undefined : [{ required: true, message: `${spec.name} is required` }]} + > + + + ))} +
+ + +
+
+ + )} +
+ + ); +}; + +export default UserEnvVarsModal; diff --git a/ui/litellm-dashboard/src/components/mcp_tools/create_mcp_server.tsx b/ui/litellm-dashboard/src/components/mcp_tools/create_mcp_server.tsx index 7af8e9bf00a..018fd292902 100644 --- a/ui/litellm-dashboard/src/components/mcp_tools/create_mcp_server.tsx +++ b/ui/litellm-dashboard/src/components/mcp_tools/create_mcp_server.tsx @@ -13,8 +13,9 @@ import StdioConfiguration from "./StdioConfiguration"; import MCPPermissionManagement from "./MCPPermissionManagement"; import OpenAPIFormSection, { OpenAPIKeyTool } from "./OpenAPIFormSection"; import MCPLogoSelector from "./MCPLogoSelector"; +import EnvVarsSection from "./EnvVarsSection"; import { isAdminRole } from "@/utils/roles"; -import { validateMCPServerUrl, validateMCPServerName } from "./utils"; +import { validateMCPServerUrl, validateMCPServerName, normalizeEnvVars } from "./utils"; import NotificationsManager from "../molecules/notifications_manager"; import { useMcpOAuthFlow } from "@/hooks/useMcpOAuthFlow"; import { useTestMCPConnection } from "@/hooks/useTestMCPConnection"; @@ -43,7 +44,7 @@ const reduceStaticHeaders = (list: unknown): Record => { if (!Array.isArray(list)) return {}; return list.reduce((acc: Record, entry: Record) => { const header = entry?.header?.trim(); - if (header) acc[header] = entry?.value ?? ""; + if (header) acc[header] = (entry?.value ?? "").trim(); return acc; }, {}); }; @@ -289,6 +290,7 @@ const CreateMCPServer: React.FC = ({ try { const { static_headers: staticHeadersList, + env_vars: envVarsList, stdio_config: rawStdioConfig, credentials: credentialValues, allow_all_keys: allowAllKeysRaw, @@ -303,6 +305,7 @@ const CreateMCPServer: React.FC = ({ const accessGroups = restValues.mcp_access_groups; const staticHeaders = reduceStaticHeaders(staticHeadersList); + const envVars = normalizeEnvVars(envVarsList); const credentialsPayload = credentialValues && typeof credentialValues === "object" @@ -403,10 +406,10 @@ const CreateMCPServer: React.FC = ({ delegate_auth_to_upstream: Boolean(delegateAuthToUpstreamRaw), oauth_passthrough: Boolean(oauthPassthroughRaw), static_headers: staticHeaders, + env_vars: envVars, ...(tokenValidation !== null && { token_validation: tokenValidation }), }; - payload.static_headers = staticHeaders; const includeCredentials = restValues.auth_type && AUTH_TYPES_REQUIRING_CREDENTIALS.includes(restValues.auth_type); @@ -1026,6 +1029,11 @@ const CreateMCPServer: React.FC = ({
+ {/* Environment Variables Section */} +
+ +
+ {/* Permission Management / Access Control Section */}
= ({ if (!header) { return acc; } - acc[header] = entry?.value ?? ""; + acc[header] = (entry?.value ?? "").trim(); return acc; }, {}) : ({} as Record); @@ -169,6 +170,18 @@ const MCPServerEdit: React.FC = ({ })); }, [mcpServer.static_headers]); + const initialEnvVars = React.useMemo(() => { + if (!Array.isArray(mcpServer.env_vars)) { + return []; + } + return mcpServer.env_vars.map((entry) => ({ + name: entry.name, + value: entry.value ?? "", + scope: entry.scope === "user" ? "user" : "global", + description: entry.description ?? "", + })); + }, [mcpServer.env_vars]); + const initialEnvJson = React.useMemo(() => { const env = mcpServer.env ?? undefined; if (!env || Object.keys(env).length === 0) { @@ -194,13 +207,14 @@ const MCPServerEdit: React.FC = ({ ...mcpServer, transport: effectiveTransport, static_headers: initialStaticHeaders, + env_vars: initialEnvVars, extra_headers: mcpServer.extra_headers || [], oauth_flow_type: mcpServer.token_url ? OAUTH_FLOW.M2M : OAUTH_FLOW.INTERACTIVE, token_validation_json: mcpServer.token_validation ? JSON.stringify(mcpServer.token_validation, null, 2) : undefined, }), - [mcpServer, effectiveTransport, initialStaticHeaders, initialEnvJson], + [mcpServer, effectiveTransport, initialStaticHeaders, initialEnvVars, initialEnvJson], ); // Initialize cost config from existing server data @@ -388,6 +402,7 @@ const MCPServerEdit: React.FC = ({ // Ensure access groups is always a string array const { static_headers: staticHeadersList, + env_vars: envVarsList, credentials: credentialValues, stdio_config: rawStdioConfig, env_json: rawEnvJson, @@ -411,11 +426,13 @@ const MCPServerEdit: React.FC = ({ if (!header) { return acc; } - acc[header] = entry?.value ?? ""; + acc[header] = (entry?.value ?? "").trim(); return acc; }, {}) : ({} as Record); + const envVars = normalizeEnvVars(envVarsList); + const credentialsPayload = credentialValues && typeof credentialValues === "object" ? Object.entries(credentialValues).reduce((acc: Record, [key, value]) => { @@ -571,6 +588,7 @@ const MCPServerEdit: React.FC = ({ tool_name_to_description: Object.keys(toolNameToDescription).length > 0 ? toolNameToDescription : null, disallowed_tools: restValues.disallowed_tools || [], static_headers: staticHeaders, + env_vars: envVars, allow_all_keys: Boolean(allowAllKeysRaw ?? mcpServer.allow_all_keys), available_on_public_internet: Boolean(availableOnPublicInternetRaw ?? mcpServer.available_on_public_internet), // ``delegate_auth_to_upstream`` is only honored server-side for @@ -1108,6 +1126,11 @@ const MCPServerEdit: React.FC = ({ )} + {/* Environment Variables Section */} +
+ +
+ {/* Permission Management / Access Control Section */}
({ getGeneralSettingsCall: vi.fn().mockResolvedValue([]), updateConfigFieldSetting: vi.fn().mockResolvedValue(undefined), deleteConfigFieldSetting: vi.fn().mockResolvedValue(undefined), + listMCPUserEnvVarStatus: vi.fn().mockResolvedValue([]), })); // Mock NotificationsManager diff --git a/ui/litellm-dashboard/src/components/mcp_tools/mcp_servers.tsx b/ui/litellm-dashboard/src/components/mcp_tools/mcp_servers.tsx index 3ba9b2470fc..4b383f701cb 100644 --- a/ui/litellm-dashboard/src/components/mcp_tools/mcp_servers.tsx +++ b/ui/litellm-dashboard/src/components/mcp_tools/mcp_servers.tsx @@ -1,26 +1,72 @@ import { isAdminRole } from "@/utils/roles"; -import { QuestionCircleOutlined } from "@ant-design/icons"; +import { QuestionCircleOutlined, SearchOutlined } from "@ant-design/icons"; import { Button, Tab, TabGroup, TabList, TabPanel, TabPanels, Text, Title } from "@tremor/react"; import NewBadge from "../common_components/NewBadge"; -import { Descriptions, Modal, Select, Tooltip, Typography } from "antd"; +import { Descriptions, Empty, Input, Modal, Select, Spin, Tooltip, Typography } from "antd"; import React, { useEffect, useState, useMemo, useCallback } from "react"; +import { useQuery } from "@tanstack/react-query"; import { useMCPServers } from "../../app/(dashboard)/hooks/mcpServers/useMCPServers"; import { useMCPServerHealth } from "../../app/(dashboard)/hooks/mcpServers/useMCPServerHealth"; import NotificationsManager from "../molecules/notifications_manager"; import { deleteMCPServer } from "../networking"; import { MCPSubmissionsTab } from "./MCPSubmissionsTab"; import { MCPToolsetsTab } from "./MCPToolsetsTab"; -import { DataTable } from "../view_logs/table"; import CreateMCPServer from "./create_mcp_server"; import MCPConnect from "./mcp_connect"; -import { mcpServerColumns } from "./mcp_server_columns"; +import MCPServerCard from "./MCPServerCard"; import { MCPServerView } from "./mcp_server_view"; -import { DiscoverableMCPServer, MCPServer, MCPServerProps, Team } from "./types"; +import type { DiscoverableMCPServer, MCPServer, MCPServerProps, MCPUserEnvVarsStatus, Team } from "./types"; import MCPSemanticFilterSettings from "../Settings/AdminSettings/MCPSemanticFilterSettings/MCPSemanticFilterSettings"; import MCPNetworkSettings from "./MCPNetworkSettings"; import MCPDiscovery from "./mcp_discovery"; import { ByokCredentialModal } from "./ByokCredentialModal"; import { getSecureItem } from "@/utils/secureStorage"; +import UserEnvVarsModal from "./UserEnvVarsModal"; +import { listMCPUserEnvVarStatus } from "../networking"; + +type SortKey = "created_desc" | "updated_desc" | "name_asc" | "health"; + +const SORT_OPTIONS: { value: SortKey; label: string }[] = [ + { value: "created_desc", label: "Recently created" }, + { value: "updated_desc", label: "Recently updated" }, + { value: "name_asc", label: "Name (A→Z)" }, + { value: "health", label: "Health (unhealthy first)" }, +]; + +const HEALTH_RANK: Record = { + unhealthy: 0, + unknown: 1, + healthy: 2, +}; + +const compareServers = (a: MCPServer, b: MCPServer, sort: SortKey): number => { + switch (sort) { + case "name_asc": { + const nameA = (a.server_name || a.alias || a.server_id).toLowerCase(); + const nameB = (b.server_name || b.alias || b.server_id).toLowerCase(); + return nameA.localeCompare(nameB); + } + case "updated_desc": { + const ta = a.updated_at ? new Date(a.updated_at).getTime() : 0; + const tb = b.updated_at ? new Date(b.updated_at).getTime() : 0; + return tb - ta; + } + case "health": { + const ra = HEALTH_RANK[a.status ?? "unknown"] ?? 1; + const rb = HEALTH_RANK[b.status ?? "unknown"] ?? 1; + if (ra !== rb) return ra - rb; + const ta = a.created_at ? new Date(a.created_at).getTime() : 0; + const tb = b.created_at ? new Date(b.created_at).getTime() : 0; + return tb - ta; + } + case "created_desc": + default: { + const ta = a.created_at ? new Date(a.created_at).getTime() : 0; + const tb = b.created_at ? new Date(b.created_at).getTime() : 0; + return tb - ta; + } + } +}; const { Text: AntdText, Title: AntdTitle } = Typography; const EDIT_OAUTH_UI_STATE_KEY = "litellm-mcp-oauth-edit-state"; @@ -67,8 +113,52 @@ const MCPServers: React.FC = ({ accessToken, userRole, userID }) const [prefillData, setPrefillData] = useState(null); const [isDeletingServer, setIsDeletingServer] = useState(false); const [byokModalServer, setByokModalServer] = useState(null); + // Per-user env-var fill modal target + deep-link source captured once from the URL. + const [envVarsModalServer, setEnvVarsModalServer] = useState(null); + const [deepLinkServerId, setDeepLinkServerId] = useState(() => + typeof window === "undefined" ? null : new URLSearchParams(window.location.search).get("fill_env_vars"), + ); + const [searchQuery, setSearchQuery] = useState(""); + const [sortKey, setSortKey] = useState("created_desc"); const isInternalUser = userRole === "Internal User"; + // Single bulk fetch of this user's per-server env-var status. Drives the + // red "N user fields missing" footer on each card with no per-row request. + const { data: envVarStatuses, refetch: refetchEnvVarStatus } = useQuery({ + queryKey: ["mcpUserEnvVarStatus"], + queryFn: () => listMCPUserEnvVarStatus(accessToken!), + enabled: !!accessToken, + }); + + // Per-server list of per-user fields this user still needs to fill in. + const missingFieldsByServer = useMemo(() => { + const map: Record = {}; + for (const status of envVarStatuses ?? []) { + map[status.server_id] = (status.required ?? []).filter((spec) => !spec.is_set).map((spec) => spec.name); + } + return map; + }, [envVarStatuses]); + + // Deep-link via ?fill_env_vars= — the link users follow from the + // friendly error the proxy returns when a per-user var is missing. The id is + // captured into state above and resolved to a server below; here we only strip + // the param so a refresh doesn't reopen the modal. + useEffect(() => { + if (!deepLinkServerId || typeof window === "undefined") return; + const params = new URLSearchParams(window.location.search); + if (!params.has("fill_env_vars")) return; + params.delete("fill_env_vars"); + const newSearch = params.toString(); + const newUrl = window.location.pathname + (newSearch ? `?${newSearch}` : "") + window.location.hash; + window.history.replaceState({}, "", newUrl); + }, [deepLinkServerId]); + + const deepLinkServer = useMemo( + () => (deepLinkServerId ? serversWithHealth.find((s) => s.server_id === deepLinkServerId) ?? null : null), + [deepLinkServerId, serversWithHealth], + ); + const activeEnvVarsServer = envVarsModalServer ?? deepLinkServer; + useEffect(() => { if (typeof window === "undefined") { return; @@ -164,26 +254,20 @@ const MCPServers: React.FC = ({ accessToken, userRole, userID }) filterServers(selectedTeam, selectedMcpAccessGroup); }, [serversWithHealth, selectedTeam, selectedMcpAccessGroup, filterServers]); - const columns = React.useMemo( - () => - mcpServerColumns( - userRole ?? "", - (serverId: string) => { - setSelectedServerId(serverId); - setEditServer(false); - }, - (serverId: string) => { - setSelectedServerId(serverId); - setEditServer(true); - }, - handleDelete, - isLoadingHealth, - (server: MCPServer) => setByokModalServer(server), - recheckServerHealth, - recheckingServerIds, - ), - [userRole, isLoadingHealth, recheckServerHealth, recheckingServerIds], - ); + // Search + sort layer applied on top of the team/access-group filters. + const displayedServers = useMemo(() => { + const q = searchQuery.trim().toLowerCase(); + const matches = q + ? filteredServers.filter((s) => { + const name = (s.server_name || "").toLowerCase(); + const alias = (s.alias || "").toLowerCase(); + const url = (s.url || "").toLowerCase(); + const id = s.server_id.toLowerCase(); + return name.includes(q) || alias.includes(q) || url.includes(q) || id.includes(q); + }) + : filteredServers; + return [...matches].sort((a, b) => compareServers(a, b, sortKey)); + }, [filteredServers, searchQuery, sortKey]); function handleDelete(server_id: string) { setServerToDelete(server_id); @@ -198,6 +282,14 @@ const MCPServers: React.FC = ({ accessToken, userRole, userID }) setIsDeletingServer(true); await deleteMCPServer(accessToken, serverIdToDelete); NotificationsManager.success("Deleted MCP Server successfully"); + // If the user is currently viewing the detail page of the server they + // just deleted, return them to the All Servers list. Otherwise the + // detail view would stay mounted, fall back to an empty stub server, + // and show a phantom "Unnamed Server" page. + if (selectedServerId === serverIdToDelete) { + setEditServer(false); + setSelectedServerId(null); + } refetch(); } catch (error) { console.error("Error deleting the mcp server:", error); @@ -442,17 +534,75 @@ const MCPServers: React.FC = ({ accessToken, userRole, userID })
-
-
} - getRowCanExpand={() => false} - isLoading={isLoadingServers} - noDataMessage="No MCP servers configured. Click '+ Add New MCP Server' to get started." - loadingMessage="Loading MCP servers..." - enableSorting={true} +
+ } + placeholder="Search by name, alias, URL, or ID" + value={searchQuery} + onChange={(e) => setSearchQuery(e.target.value)} + style={{ maxWidth: 320 }} /> +
+ Sort + +
+
+ {displayedServers.length} of {filteredServers.length} servers +
+
+
+ {isLoadingServers ? ( +
+ +
+ ) : displayedServers.length === 0 ? ( +
+ +
+ ) : ( +
+ {displayedServers.map((server) => ( + { + setSelectedServerId(server.server_id); + setEditServer(true); + }} + onRecheckHealth={ + recheckServerHealth ? () => recheckServerHealth(server.server_id) : undefined + } + onByokConnect={server.is_byok ? () => setByokModalServer(server) : undefined} + onOpenFillFields={() => setEnvVarsModalServer(server)} + onDelete={isAdminRole(userRole) ? () => handleDelete(server.server_id) : undefined} + /> + ))} +
+ )}
)} @@ -489,6 +639,22 @@ const MCPServers: React.FC = ({ accessToken, userRole, userID }) accessToken={accessToken || ""} /> )} + + {/* Per-user env-var fill modal — backed by /v1/mcp/server/{id}/user-env-vars */} + { + setEnvVarsModalServer(null); + setDeepLinkServerId(null); + }} + onSaved={() => { + // Refresh the bulk status so the red "N user fields missing" footer + // on each card clears once the user has filled in their values. + refetchEnvVarStatus(); + }} + />
); }; diff --git a/ui/litellm-dashboard/src/components/mcp_tools/types.tsx b/ui/litellm-dashboard/src/components/mcp_tools/types.tsx index d4a3e6ff18c..cd3ffcab5ec 100644 --- a/ui/litellm-dashboard/src/components/mcp_tools/types.tsx +++ b/ui/litellm-dashboard/src/components/mcp_tools/types.tsx @@ -263,6 +263,41 @@ export interface MCPServer { /** Per-user OAuth token storage settings (interactive OAuth only) */ token_validation?: Record | null; token_storage_ttl_seconds?: number | null; + + /** + * Admin-configured env vars interpolated into static_headers via ${NAME}. + * Stored as a list so the UI can preserve admin-entered ordering. + */ + env_vars?: MCPEnvVar[] | null; +} + +/** One environment variable entry on an MCP server. */ +export type MCPEnvVarScope = "global" | "user"; + +export interface MCPEnvVar { + name: string; + /** For scope="global": the value used in interpolation. + * For scope="user": optional placeholder/description shown to users. */ + value: string; + scope: MCPEnvVarScope; + description?: string | null; +} + +/** One required per-user env var slot returned by the user-env-vars endpoint. */ +export interface MCPUserEnvVarSpec { + name: string; + description?: string | null; + is_set: boolean; +} + +/** Per-server per-user env var status returned by the API. */ +export interface MCPUserEnvVarsStatus { + server_id: string; + server_name?: string | null; + alias?: string | null; + required: MCPUserEnvVarSpec[]; + missing_count: number; + setup_url?: string | null; } export interface MCPServerProps { diff --git a/ui/litellm-dashboard/src/components/mcp_tools/utils.tsx b/ui/litellm-dashboard/src/components/mcp_tools/utils.tsx index 44a06405615..6d9479a13c3 100644 --- a/ui/litellm-dashboard/src/components/mcp_tools/utils.tsx +++ b/ui/litellm-dashboard/src/components/mcp_tools/utils.tsx @@ -1,3 +1,5 @@ +import { MCPEnvVar, MCPEnvVarScope } from "./types"; + export const extractMCPToken = (url: string): { token: string | null; baseUrl: string } => { try { const mcpIndex = url.indexOf("/mcp/"); @@ -51,3 +53,27 @@ export const validateMCPServerName = (value: string) => { ? Promise.reject("Cannot contain '-' (hyphen) or spaces. Please use '_' (underscore) instead.") : Promise.resolve(); }; + +// Normalize the env_vars form list into the payload shape the backend expects. +// Drops empty rows, invalid identifiers, and duplicate names; user-scoped entries never carry a value. +export const normalizeEnvVars = (list: unknown): MCPEnvVar[] => { + if (!Array.isArray(list)) return []; + const seen = new Set(); + const out: MCPEnvVar[] = []; + for (const entry of list) { + if (!entry || typeof entry !== "object") continue; + const record = entry as Record; + const name = String(record.name ?? "").trim(); + if (!name || seen.has(name)) continue; + if (!/^[A-Za-z_][A-Za-z0-9_]*$/.test(name)) continue; + const scope: MCPEnvVarScope = record.scope === "user" ? "user" : "global"; + out.push({ + name, + value: scope === "user" ? "" : String(record.value ?? ""), + scope, + description: (record.description as string | undefined) || undefined, + }); + seen.add(name); + } + return out; +}; diff --git a/ui/litellm-dashboard/src/components/networking.tsx b/ui/litellm-dashboard/src/components/networking.tsx index 05034908234..221a1c789f3 100644 --- a/ui/litellm-dashboard/src/components/networking.tsx +++ b/ui/litellm-dashboard/src/components/networking.tsx @@ -76,6 +76,7 @@ import { UserInfo } from "./view_users/types"; import { EmailEventSettingsResponse, EmailEventSettingsUpdateRequest } from "./email_events/types"; import { jsonFields } from "./common_components/check_openapi_schema"; import NotificationsManager from "./molecules/notifications_manager"; +import type { MCPUserEnvVarsStatus } from "./mcp_tools/types"; import { createApiClient, deriveErrorMessage } from "@/lib/http/client"; import { resolveApiBase } from "@/lib/http/resolveApiBase"; @@ -9620,6 +9621,35 @@ export const listMCPUserCredentials = async (accessToken: string): Promise => { + return apiClient.get(`/v1/mcp/server/${serverId}/user-env-vars`, { accessToken }); +}; + +export const storeMCPUserEnvVars = async ( + accessToken: string, + serverId: string, + values: Record, +): Promise => { + return apiClient.post(`/v1/mcp/server/${serverId}/user-env-vars`, { + accessToken, + body: { values }, + }); +}; + +export const listMCPUserEnvVarStatus = async (accessToken: string): Promise => { + // Best-effort status badges: a failure here must not break the page, so fall + // back to an empty list rather than surfacing the error to the caller. + try { + return await apiClient.get("/v1/mcp/user-env-vars/status", { accessToken }); + } catch { + return []; + } +}; + // ============================================================ // Memory management (/v1/memory) // ============================================================ From 6955e6f2c26fb5adb5c7bcf35774b60f320834af Mon Sep 17 00:00:00 2001 From: ryan-crabbe-berri Date: Fri, 5 Jun 2026 20:40:41 -0700 Subject: [PATCH 16/73] refactor(ui): route behavior-preserving networking calls through apiClient (#29806) * refactor(ui): route callbacks/nudges calls through apiClient * refactor(ui): route alerting + key/user/team delete calls through apiClient * fix(ui): late-bind fetch in apiClient so global.fetch swaps take effect createApiClient captured fetch at construction time, so reassigning global.fetch (as tests do) had no effect and a real network call leaked. Resolve fetch per request instead; harmless in production where fetch is never swapped, and required for apiClient-based calls to be testable. * refactor(ui): route behavior-preserving networking calls through apiClient Collapse ~61 hand-rolled fetch() calls whose semantics already match the shared apiClient (auth header, JSON body, json-error + deriveErrorMessage + handleError) into apiClient.get/post/etc. Query-string builders and the divergent error-handling functions (no-check, custom messages, text-error) are intentionally left for a follow-up normalization pass, since converting them changes wire encoding or error behavior. Prunes the now-stale no-restricted-syntax suppressions for the removed fetch calls. * refactor(ui): convert remaining admin/guardrail GETs, guard late-bind fetch Routes adminspendByProvider, adminGlobalActivity, and the three guardrail submission calls (list/approve/reject) through apiClient so they match their already-converted siblings instead of staying on raw fetch. Adds a client.test.ts case that swaps globalThis.fetch after createApiClient() and asserts the swap takes effect, which fails on the pre-fix captured-fetch line and locks in the per-call resolution --- ui/litellm-dashboard/eslint-suppressions.json | 2 +- .../src/components/networking.tsx | 1410 ++--------------- .../src/lib/http/client.test.ts | 15 + ui/litellm-dashboard/src/lib/http/client.ts | 2 +- 4 files changed, 162 insertions(+), 1267 deletions(-) diff --git a/ui/litellm-dashboard/eslint-suppressions.json b/ui/litellm-dashboard/eslint-suppressions.json index 47d15f416a0..47d45e0f3ba 100644 --- a/ui/litellm-dashboard/eslint-suppressions.json +++ b/ui/litellm-dashboard/eslint-suppressions.json @@ -1504,7 +1504,7 @@ "count": 23 }, "no-restricted-syntax": { - "count": 241 + "count": 175 } }, "src/components/object_permissions_view.tsx": { diff --git a/ui/litellm-dashboard/src/components/networking.tsx b/ui/litellm-dashboard/src/components/networking.tsx index 221a1c789f3..4d099f176c3 100644 --- a/ui/litellm-dashboard/src/components/networking.tsx +++ b/ui/litellm-dashboard/src/components/networking.tsx @@ -11,25 +11,7 @@ export const getCallbackConfigsCall = async (accessToken: string) => { * Get callback configuration metadata (logos, params, etc.) */ try { - let url = proxyBaseUrl ? `${proxyBaseUrl}/callbacks/configs` : `/callbacks/configs`; - - const response = await fetch(url, { - method: "GET", - headers: { - [globalLitellmHeaderName]: `Bearer ${accessToken}`, - "Content-Type": "application/json", - }, - }); - - if (!response.ok) { - const errorData = await response.json(); - const errorMessage = deriveErrorMessage(errorData); - handleError(errorMessage); - throw new Error(errorMessage); - } - - const data = await response.json(); - return data; + return await apiClient.get(`/callbacks/configs`, { accessToken }); } catch (error) { console.error("Failed to get callbacks:", error); throw error; @@ -41,25 +23,7 @@ export const getInProductNudgesCall = async (accessToken: string) => { * Get in-product nudges configuration. */ try { - let url = proxyBaseUrl ? `${proxyBaseUrl}/in_product_nudges` : `/in_product_nudges`; - - const response = await fetch(url, { - method: "GET", - headers: { - [globalLitellmHeaderName]: `Bearer ${accessToken}`, - "Content-Type": "application/json", - }, - }); - - if (!response.ok) { - const errorData = await response.json(); - const errorMessage = deriveErrorMessage(errorData); - handleError(errorMessage); - throw new Error(errorMessage); - } - - const data = await response.json(); - return data; + return await apiClient.get(`/in_product_nudges`, { accessToken }); } catch (error) { console.error("Failed to get in-product nudges:", error); throw error; @@ -722,28 +686,7 @@ export const alertingSettingsCall = async (accessToken: string) => { * Get all configurable params for setting a model */ try { - let url = proxyBaseUrl ? `${proxyBaseUrl}/alerting/settings` : `/alerting/settings`; - - //NotificationsManager.info("Requesting model data"); - const response = await fetch(url, { - method: "GET", - headers: { - [globalLitellmHeaderName]: `Bearer ${accessToken}`, - "Content-Type": "application/json", - }, - }); - - if (!response.ok) { - const errorData = await response.json(); - const errorMessage = deriveErrorMessage(errorData); - handleError(errorMessage); - throw new Error(errorMessage); - } - - const data = await response.json(); - //NotificationsManager.info("Received model data"); - return data; - // Handle success - you might want to update some state or UI based on the created key + return await apiClient.get(`/alerting/settings`, { accessToken }); } catch (error) { console.error("Failed to get callbacks:", error); throw error; @@ -980,32 +923,8 @@ export const userCreateCall = async ( export const keyDeleteCall = async (accessToken: string, user_key: string) => { try { - const url = proxyBaseUrl ? `${proxyBaseUrl}/key/delete` : `/key/delete`; console.log("in keyDeleteCall:", user_key); - //NotificationsManager.info("Making key delete request"); - const response = await fetch(url, { - method: "POST", - headers: { - [globalLitellmHeaderName]: `Bearer ${accessToken}`, - "Content-Type": "application/json", - }, - body: JSON.stringify({ - keys: [user_key], - }), - }); - - if (!response.ok) { - const errorData = await response.json(); - const errorMessage = deriveErrorMessage(errorData); - handleError(errorMessage); - throw new Error(errorMessage); - } - - const data = await response.json(); - console.log(data); - //NotificationsManager.success("API Key Deleted"); - return data; - // Handle success - you might want to update some state or UI based on the created key + return await apiClient.post(`/key/delete`, { accessToken, body: { keys: [user_key] } }); } catch (error) { console.error("Failed to create key:", error); throw error; @@ -1014,31 +933,8 @@ export const keyDeleteCall = async (accessToken: string, user_key: string) => { export const userDeleteCall = async (accessToken: string, userIds: string[]) => { try { - const url = proxyBaseUrl ? `${proxyBaseUrl}/user/delete` : `/user/delete`; console.log("in userDeleteCall:", userIds); - - const response = await fetch(url, { - method: "POST", - headers: { - [globalLitellmHeaderName]: `Bearer ${accessToken}`, - "Content-Type": "application/json", - }, - body: JSON.stringify({ - user_ids: userIds, - }), - }); - - if (!response.ok) { - const errorData = await response.json(); - const errorMessage = deriveErrorMessage(errorData); - handleError(errorMessage); - throw new Error(errorMessage); - } - - const data = await response.json(); - console.log(data); - //NotificationsManager.success("User(s) Deleted"); - return data; + return await apiClient.post(`/user/delete`, { accessToken, body: { user_ids: userIds } }); } catch (error) { console.error("Failed to delete user(s):", error); throw error; @@ -1047,30 +943,8 @@ export const userDeleteCall = async (accessToken: string, userIds: string[]) => export const teamDeleteCall = async (accessToken: string, teamID: string) => { try { - const url = proxyBaseUrl ? `${proxyBaseUrl}/team/delete` : `/team/delete`; console.log("in teamDeleteCall:", teamID); - const response = await fetch(url, { - method: "POST", - headers: { - [globalLitellmHeaderName]: `Bearer ${accessToken}`, - "Content-Type": "application/json", - }, - body: JSON.stringify({ - team_ids: [teamID], - }), - }); - - if (!response.ok) { - const errorData = await response.json(); - const errorMessage = deriveErrorMessage(errorData); - handleError(errorMessage); - throw new Error(errorMessage); - } - - const data = await response.json(); - console.log(data); - return data; - // Handle success - you might want to update some state or UI based on the created key + return await apiClient.post(`/team/delete`, { accessToken, body: { team_ids: [teamID] } }); } catch (error) { console.error("Failed to delete key:", error); throw error; @@ -1460,24 +1334,8 @@ export const availableTeamListCall = async (accessToken: string) => { * Get all available teams on proxy */ try { - let url = proxyBaseUrl ? `${proxyBaseUrl}/team/available` : `/team/available`; console.log("in availableTeamListCall"); - const response = await fetch(url, { - method: "GET", - headers: { - [globalLitellmHeaderName]: `Bearer ${accessToken}`, - "Content-Type": "application/json", - }, - }); - - if (!response.ok) { - const errorData = await response.json(); - const errorMessage = deriveErrorMessage(errorData); - handleError(errorMessage); - throw new Error(errorMessage); - } - - const data = await response.json(); + const data = await apiClient.get(`/team/available`, { accessToken }); console.log("/team/available_teams API Response:", data); return data; } catch (error) { @@ -1931,29 +1789,15 @@ export const claimOnboardingToken = async ( userID: string, password: string, ) => { - const url = proxyBaseUrl ? `${proxyBaseUrl}/onboarding/claim_token` : `/onboarding/claim_token`; try { - const response = await fetch(url, { - method: "POST", - headers: { - [globalLitellmHeaderName]: `Bearer ${accessToken}`, - "Content-Type": "application/json", - }, - body: JSON.stringify({ + const data = await apiClient.post(`/onboarding/claim_token`, { + accessToken, + body: { invitation_link: inviteUUID, user_id: userID, password: password, - }), + }, }); - - if (!response.ok) { - const errorData = await response.json(); - const errorMessage = deriveErrorMessage(errorData); - handleError(errorMessage); - throw new Error(errorMessage); - } - - const data = await response.json(); console.log(data); return data; // Handle success - you might want to update some state or UI based on the created key @@ -2184,25 +2028,8 @@ export const modelHubCall = async (accessToken: string) => { * Get all models on proxy */ try { - let url = proxyBaseUrl ? `${proxyBaseUrl}/model_group/info` : `/model_group/info`; - //NotificationsManager.info("Requesting model data"); - const response = await fetch(url, { - method: "GET", - headers: { - [globalLitellmHeaderName]: `Bearer ${accessToken}`, - "Content-Type": "application/json", - }, - }); - - if (!response.ok) { - const errorData = await response.json(); - const errorMessage = deriveErrorMessage(errorData); - handleError(errorMessage); - throw new Error(errorMessage); - } - - const data = await response.json(); + const data = await apiClient.get(`/model_group/info`, { accessToken }); console.log("modelHubCall:", data); //NotificationsManager.info("Received model data"); return data; @@ -2216,24 +2043,7 @@ export const modelHubCall = async (accessToken: string) => { // Function to get allowed IPs export const getAllowedIPs = async (accessToken: string) => { try { - let url = proxyBaseUrl ? `${proxyBaseUrl}/get/allowed_ips` : `/get/allowed_ips`; - - const response = await fetch(url, { - method: "GET", - headers: { - [globalLitellmHeaderName]: `Bearer ${accessToken}`, - "Content-Type": "application/json", - }, - }); - - if (!response.ok) { - const errorData = await response.json(); - const errorMessage = deriveErrorMessage(errorData); - handleError(errorMessage); - throw new Error(errorMessage); - } - - const data = await response.json(); + const data = await apiClient.get(`/get/allowed_ips`, { accessToken }); console.log("getAllowedIPs:", data); return data.data; // Assuming the API returns { data: [...] } } catch (error) { @@ -2245,25 +2055,7 @@ export const getAllowedIPs = async (accessToken: string) => { // Function to add an allowed IP export const addAllowedIP = async (accessToken: string, ip: string) => { try { - let url = proxyBaseUrl ? `${proxyBaseUrl}/add/allowed_ip` : `/add/allowed_ip`; - - const response = await fetch(url, { - method: "POST", - headers: { - [globalLitellmHeaderName]: `Bearer ${accessToken}`, - "Content-Type": "application/json", - }, - body: JSON.stringify({ ip: ip }), - }); - - if (!response.ok) { - const errorData = await response.json(); - const errorMessage = deriveErrorMessage(errorData); - handleError(errorMessage); - throw new Error(errorMessage); - } - - const data = await response.json(); + const data = await apiClient.post(`/add/allowed_ip`, { accessToken, body: { ip: ip } }); console.log("addAllowedIP:", data); return data; } catch (error) { @@ -2275,25 +2067,7 @@ export const addAllowedIP = async (accessToken: string, ip: string) => { // Function to delete an allowed IP export const deleteAllowedIP = async (accessToken: string, ip: string) => { try { - let url = proxyBaseUrl ? `${proxyBaseUrl}/delete/allowed_ip` : `/delete/allowed_ip`; - - const response = await fetch(url, { - method: "POST", - headers: { - [globalLitellmHeaderName]: `Bearer ${accessToken}`, - "Content-Type": "application/json", - }, - body: JSON.stringify({ ip: ip }), - }); - - if (!response.ok) { - const errorData = await response.json(); - const errorMessage = deriveErrorMessage(errorData); - handleError(errorMessage); - throw new Error(errorMessage); - } - - const data = await response.json(); + const data = await apiClient.post(`/delete/allowed_ip`, { accessToken, body: { ip: ip } }); console.log("deleteAllowedIP:", data); return data; } catch (error) { @@ -2379,23 +2153,7 @@ export const modelAvailableCall = async ( export const teamSpendLogsCall = async (accessToken: string) => { try { - const url = proxyBaseUrl ? `${proxyBaseUrl}/global/spend/teams` : `/global/spend/teams`; - console.log("in teamSpendLogsCall:", url); - const response = await fetch(`${url}`, { - method: "GET", - headers: { - [globalLitellmHeaderName]: `Bearer ${accessToken}`, - "Content-Type": "application/json", - }, - }); - if (!response.ok) { - const errorData = await response.json(); - const errorMessage = deriveErrorMessage(errorData); - handleError(errorMessage); - throw new Error(errorMessage); - } - - const data = await response.json(); + const data = await apiClient.get(`/global/spend/teams`, { accessToken }); console.log(data); return data; } catch (error) { @@ -2448,24 +2206,7 @@ export const tagsSpendLogsCall = async ( export const allTagNamesCall = async (accessToken: string) => { try { - let url = proxyBaseUrl ? `${proxyBaseUrl}/global/spend/all_tag_names` : `/global/spend/all_tag_names`; - - console.log("in global/spend/all_tag_names call", url); - const response = await fetch(`${url}`, { - method: "GET", - headers: { - [globalLitellmHeaderName]: `Bearer ${accessToken}`, - "Content-Type": "application/json", - }, - }); - if (!response.ok) { - const errorData = await response.json(); - const errorMessage = deriveErrorMessage(errorData); - handleError(errorMessage); - throw new Error(errorMessage); - } - - const data = await response.json(); + const data = await apiClient.get(`/global/spend/all_tag_names`, { accessToken }); console.log(data); return data; } catch (error) { @@ -2476,24 +2217,7 @@ export const allTagNamesCall = async (accessToken: string) => { export const allEndUsersCall = async (accessToken: string) => { try { - let url = proxyBaseUrl ? `${proxyBaseUrl}/customer/list` : `/customer/list`; - - console.log("in customer/list", url); - const response = await fetch(`${url}`, { - method: "GET", - headers: { - [globalLitellmHeaderName]: `Bearer ${accessToken}`, - "Content-Type": "application/json", - }, - }); - if (!response.ok) { - const errorData = await response.json(); - const errorMessage = deriveErrorMessage(errorData); - handleError(errorMessage); - throw new Error(errorMessage); - } - - const data = await response.json(); + const data = await apiClient.get(`/customer/list`, { accessToken }); console.log(data); return data; } catch (error) { @@ -2630,24 +2354,8 @@ export const uiSpendLogsCall = async ({ export const adminSpendLogsCall = async (accessToken: string) => { try { - let url = proxyBaseUrl ? `${proxyBaseUrl}/global/spend/logs` : `/global/spend/logs`; - //NotificationsManager.info("Making spend logs request"); - const response = await fetch(url, { - method: "GET", - headers: { - [globalLitellmHeaderName]: `Bearer ${accessToken}`, - "Content-Type": "application/json", - }, - }); - if (!response.ok) { - const errorData = await response.json(); - const errorMessage = deriveErrorMessage(errorData); - handleError(errorMessage); - throw new Error(errorMessage); - } - - const data = await response.json(); + const data = await apiClient.get(`/global/spend/logs`, { accessToken }); console.log(data); //NotificationsManager.success("Spend Logs received"); return data; @@ -2693,40 +2401,12 @@ export const adminTopEndUsersCall = async ( endTime: string | undefined, ) => { try { - let url = proxyBaseUrl ? `${proxyBaseUrl}/global/spend/end_users` : `/global/spend/end_users`; - - let body = ""; - if (keyToken) { - body = JSON.stringify({ - api_key: keyToken, - startTime: startTime, - endTime: endTime, - }); - } else { - body = JSON.stringify({ startTime: startTime, endTime: endTime }); - } + const body = keyToken + ? { api_key: keyToken, startTime: startTime, endTime: endTime } + : { startTime: startTime, endTime: endTime }; //NotificationsManager.info("Making top end users request"); - - // Define requestOptions with body as an optional property - const requestOptions = { - method: "POST", - headers: { - [globalLitellmHeaderName]: `Bearer ${accessToken}`, - "Content-Type": "application/json", - }, - body: body, - }; - - const response = await fetch(url, requestOptions); - if (!response.ok) { - const errorData = await response.json(); - const errorMessage = deriveErrorMessage(errorData); - handleError(errorMessage); - throw new Error(errorMessage); - } - - const data = await response.json(); + const data = await apiClient.post(`/global/spend/end_users`, { accessToken, body }); console.log(data); //NotificationsManager.success("Top End users received"); return data; @@ -2743,33 +2423,13 @@ export const adminspendByProvider = async ( endTime: string | undefined, ) => { try { - let url = proxyBaseUrl ? `${proxyBaseUrl}/global/spend/provider` : `/global/spend/provider`; - - if (startTime && endTime) { - url += `?start_date=${startTime}&end_date=${endTime}`; - } - - if (keyToken) { - url += `&api_key=${keyToken}`; - } - - const requestOptions = { - method: "GET", - headers: { - [globalLitellmHeaderName]: `Bearer ${accessToken}`, + const data = await apiClient.get(`/global/spend/provider`, { + accessToken, + query: { + ...(startTime && endTime ? { start_date: startTime, end_date: endTime } : {}), + ...(keyToken ? { api_key: keyToken } : {}), }, - }; - - const response = await fetch(url, requestOptions); - - if (!response.ok) { - const errorData = await response.json(); - const errorMessage = deriveErrorMessage(errorData); - handleError(errorMessage); - throw new Error(errorMessage); - } - - const data = await response.json(); + }); console.log(data); return data; } catch (error) { @@ -2784,29 +2444,10 @@ export const adminGlobalActivity = async ( endTime: string | undefined, ) => { try { - let url = proxyBaseUrl ? `${proxyBaseUrl}/global/activity` : `/global/activity`; - - if (startTime && endTime) { - url += `?start_date=${startTime}&end_date=${endTime}`; - } - - const requestOptions = { - method: "GET", - headers: { - [globalLitellmHeaderName]: `Bearer ${accessToken}`, - }, - }; - - const response = await fetch(url, requestOptions); - - if (!response.ok) { - const errorData = await response.json(); - const errorMessage = deriveErrorMessage(errorData); - handleError(errorMessage); - throw new Error(errorMessage); - } - - const data = await response.json(); + const data = await apiClient.get(`/global/activity`, { + accessToken, + query: startTime && endTime ? { start_date: startTime, end_date: endTime } : undefined, + }); console.log(data); return data; } catch (error) { @@ -3252,23 +2893,10 @@ export const userDailyActivityAggregatedCall = async ( export const getPossibleUserRoles = async (accessToken: string) => { try { - const url = proxyBaseUrl ? `${proxyBaseUrl}/user/available_roles` : `/user/available_roles`; - const response = await fetch(url, { - method: "GET", - headers: { - [globalLitellmHeaderName]: `Bearer ${accessToken}`, - "Content-Type": "application/json", - }, - }); - - if (!response.ok) { - const errorData = await response.json(); - const errorMessage = deriveErrorMessage(errorData); - handleError(errorMessage); - throw new Error(errorMessage); - } - - const data = (await response.json()) as Record>; + const data = (await apiClient.get(`/user/available_roles`, { accessToken })) as Record< + string, + Record + >; console.log("response from user/available_role", data); return data; // Handle success - you might want to update some state or UI based on the created key @@ -3344,25 +2972,8 @@ export const credentialListCall = async (accessToken: string) => { * Get all available teams on proxy */ try { - let url = proxyBaseUrl ? `${proxyBaseUrl}/credentials` : `/credentials`; console.log("in credentialListCall"); - - const response = await fetch(url, { - method: "GET", - headers: { - [globalLitellmHeaderName]: `Bearer ${accessToken}`, - "Content-Type": "application/json", - }, - }); - - if (!response.ok) { - const errorData = await response.json(); - const errorMessage = deriveErrorMessage(errorData); - handleError(errorMessage); - throw new Error(errorMessage); - } - - const data = await response.json(); + const data = await apiClient.get(`/credentials`, { accessToken }); console.log("/credentials API Response:", data); return data; // Handle success - you might want to update some state or UI based on the created key @@ -3374,32 +2985,16 @@ export const credentialListCall = async (accessToken: string) => { export const credentialGetCall = async (accessToken: string, credentialName: string | null, modelId: string | null) => { try { - let url = proxyBaseUrl ? `${proxyBaseUrl}/credentials` : `/credentials`; + let path = `/credentials`; if (credentialName) { - url += `/by_name/${credentialName}`; + path += `/by_name/${credentialName}`; } else if (modelId) { - url += `/by_model/${modelId}`; + path += `/by_model/${modelId}`; } console.log("in credentialListCall"); - - const response = await fetch(url, { - method: "GET", - headers: { - [globalLitellmHeaderName]: `Bearer ${accessToken}`, - "Content-Type": "application/json", - }, - }); - - if (!response.ok) { - const errorData = await response.json(); - const errorMessage = deriveErrorMessage(errorData); - handleError(errorMessage); - throw new Error(errorMessage); - } - - const data = await response.json(); + const data = await apiClient.get(path, { accessToken }); console.log("/credentials API Response:", data); return data; // Handle success - you might want to update some state or UI based on the created key @@ -3411,24 +3006,8 @@ export const credentialGetCall = async (accessToken: string, credentialName: str export const credentialDeleteCall = async (accessToken: string, credentialName: string) => { try { - const url = proxyBaseUrl ? `${proxyBaseUrl}/credentials/${credentialName}` : `/credentials/${credentialName}`; console.log("in credentialDeleteCall:", credentialName); - const response = await fetch(url, { - method: "DELETE", - headers: { - [globalLitellmHeaderName]: `Bearer ${accessToken}`, - "Content-Type": "application/json", - }, - }); - - if (!response.ok) { - const errorData = await response.json(); - const errorMessage = deriveErrorMessage(errorData); - handleError(errorMessage); - throw new Error(errorMessage); - } - - const data = await response.json(); + const data = await apiClient.delete(`/credentials/${credentialName}`, { accessToken }); console.log(data); return data; // Handle success - you might want to update some state or UI based on the created key @@ -3862,28 +3441,13 @@ export const organizationMemberDeleteCall = async (accessToken: string, organiza try { console.log("Form Values in organizationMemberDeleteCall:", userId); // Log the form values before making the API call - const url = proxyBaseUrl ? `${proxyBaseUrl}/organization/member_delete` : `/organization/member_delete`; - - const response = await fetch(url, { - method: "DELETE", - headers: { - [globalLitellmHeaderName]: `Bearer ${accessToken}`, - "Content-Type": "application/json", - }, - body: JSON.stringify({ + const data = await apiClient.delete(`/organization/member_delete`, { + accessToken, + body: { organization_id: organizationId, user_id: userId, - }), + }, }); - - if (!response.ok) { - const errorData = await response.json(); - const errorMessage = deriveErrorMessage(errorData); - handleError(errorMessage); - throw new Error(errorMessage); - } - - const data = await response.json(); console.log("API Response:", data); return data; } catch (error) { @@ -3899,28 +3463,13 @@ export const organizationMemberUpdateCall = async ( try { console.log("Form Values in organizationMemberUpdateCall:", formValues); // Log the form values before making the API call - const url = proxyBaseUrl ? `${proxyBaseUrl}/organization/member_update` : `/organization/member_update`; - - const response = await fetch(url, { - method: "PATCH", - headers: { - [globalLitellmHeaderName]: `Bearer ${accessToken}`, - "Content-Type": "application/json", - }, - body: JSON.stringify({ + const data = await apiClient.patch(`/organization/member_update`, { + accessToken, + body: { organization_id: organizationId, ...formValues, // Include formValues in the request body - }), + }, }); - - if (!response.ok) { - const errorData = await response.json(); - const errorMessage = deriveErrorMessage(errorData); - handleError(errorMessage); - throw new Error(errorMessage); - } - - const data = await response.json(); console.log("API Response:", data); return data; } catch (error) { @@ -3937,29 +3486,11 @@ export const userUpdateUserCall = async ( try { console.log("Form Values in userUpdateUserCall:", formValues); // Log the form values before making the API call - const url = proxyBaseUrl ? `${proxyBaseUrl}/user/update` : `/user/update`; - let response_body = { ...formValues }; + const response_body = { ...formValues }; if (userRole !== null) { response_body["user_role"] = userRole; } - response_body = JSON.stringify(response_body); - const response = await fetch(url, { - method: "POST", - headers: { - [globalLitellmHeaderName]: `Bearer ${accessToken}`, - "Content-Type": "application/json", - }, - body: response_body, - }); - - if (!response.ok) { - const errorData = await response.json(); - const errorMessage = deriveErrorMessage(errorData); - handleError(errorMessage); - throw new Error(errorMessage); - } - - const data = (await response.json()) as { + const data = (await apiClient.post(`/user/update`, { accessToken, body: response_body })) as { user_id: string; data: UserInfo; }; @@ -3982,49 +3513,31 @@ export const userBulkUpdateUserCall = async ( try { console.log("Form Values in userUpdateUserCall:", formValues); // Log the form values before making the API call - const url = proxyBaseUrl ? `${proxyBaseUrl}/user/bulk_update` : `/user/bulk_update`; - - let request_body_json: string; + let request_body: Record; if (allUsers) { // Update all users mode - request_body_json = JSON.stringify({ + request_body = { all_users: true, user_updates: formValues, - }); + }; } else if (userIds && userIds.length > 0) { // Update specific users mode - let request_body = []; + let users = []; for (const user_id of userIds) { - request_body.push({ + users.push({ user_id: user_id, ...formValues, }); } - request_body_json = JSON.stringify({ - users: request_body, - }); + request_body = { + users: users, + }; } else { throw new Error("Must provide either userIds or set allUsers=true"); } - const response = await fetch(url, { - method: "POST", - headers: { - [globalLitellmHeaderName]: `Bearer ${accessToken}`, - "Content-Type": "application/json", - }, - body: request_body_json, - }); - - if (!response.ok) { - const errorData = await response.json(); - const errorMessage = deriveErrorMessage(errorData); - handleError(errorMessage); - throw new Error(errorMessage); - } - - const data = (await response.json()) as { + const data = (await apiClient.post(`/user/bulk_update`, { accessToken, body: request_body })) as { results: Array<{ user_id?: string; user_email?: string; @@ -4083,25 +3596,8 @@ export const getBudgetList = async (accessToken: string) => { * Get all configurable params for setting a budget */ try { - let url = proxyBaseUrl ? `${proxyBaseUrl}/budget/list` : `/budget/list`; - //NotificationsManager.info("Requesting model data"); - const response = await fetch(url, { - method: "GET", - headers: { - [globalLitellmHeaderName]: `Bearer ${accessToken}`, - "Content-Type": "application/json", - }, - }); - - if (!response.ok) { - const errorData = await response.json(); - const errorMessage = deriveErrorMessage(errorData); - handleError(errorMessage); - throw new Error(errorMessage); - } - - const data = await response.json(); + const data = await apiClient.get(`/budget/list`, { accessToken }); //NotificationsManager.info("Received model data"); return data; // Handle success - you might want to update some state or UI based on the created key @@ -4115,25 +3611,8 @@ export const getCallbacksCall = async (accessToken: string, userID: string, user * Get all the models user has access to */ try { - let url = proxyBaseUrl ? `${proxyBaseUrl}/get/config/callbacks` : `/get/config/callbacks`; - //NotificationsManager.info("Requesting model data"); - const response = await fetch(url, { - method: "GET", - headers: { - [globalLitellmHeaderName]: `Bearer ${accessToken}`, - "Content-Type": "application/json", - }, - }); - - if (!response.ok) { - const errorData = await response.json(); - const errorMessage = deriveErrorMessage(errorData); - handleError(errorMessage); - throw new Error(errorMessage); - } - - const data = await response.json(); + const data = await apiClient.get(`/get/config/callbacks`, { accessToken }); //NotificationsManager.info("Received model data"); return data; // Handle success - you might want to update some state or UI based on the created key @@ -4177,24 +3656,7 @@ export const getGeneralSettingsCall = async (accessToken: string) => { export const getRouterSettingsCall = async (accessToken: string) => { try { - let url = proxyBaseUrl ? `${proxyBaseUrl}/router/settings` : `/router/settings`; - - const response = await fetch(url, { - method: "GET", - headers: { - [globalLitellmHeaderName]: `Bearer ${accessToken}`, - "Content-Type": "application/json", - }, - }); - - if (!response.ok) { - const errorData = await response.json(); - const errorMessage = deriveErrorMessage(errorData); - handleError(errorMessage); - throw new Error(errorMessage); - } - - const data = await response.json(); + const data = await apiClient.get(`/router/settings`, { accessToken }); return data; } catch (error) { console.error("Failed to get router settings:", error); @@ -4204,24 +3666,7 @@ export const getRouterSettingsCall = async (accessToken: string) => { export const getCacheSettingsCall = async (accessToken: string) => { try { - let url = proxyBaseUrl ? `${proxyBaseUrl}/cache/settings` : `/cache/settings`; - - const response = await fetch(url, { - method: "GET", - headers: { - [globalLitellmHeaderName]: `Bearer ${accessToken}`, - "Content-Type": "application/json", - }, - }); - - if (!response.ok) { - const errorData = await response.json(); - const errorMessage = deriveErrorMessage(errorData); - handleError(errorMessage); - throw new Error(errorMessage); - } - - const data = await response.json(); + const data = await apiClient.get(`/cache/settings`, { accessToken }); return data; } catch (error) { console.error("Failed to get cache settings:", error); @@ -4231,27 +3676,12 @@ export const getCacheSettingsCall = async (accessToken: string) => { export const testCacheConnectionCall = async (accessToken: string, cacheSettings: Record) => { try { - let url = proxyBaseUrl ? `${proxyBaseUrl}/cache/settings/test` : `/cache/settings/test`; - - const response = await fetch(url, { - method: "POST", - headers: { - [globalLitellmHeaderName]: `Bearer ${accessToken}`, - "Content-Type": "application/json", - }, - body: JSON.stringify({ + const data = await apiClient.post(`/cache/settings/test`, { + accessToken, + body: { cache_settings: cacheSettings, - }), + }, }); - - if (!response.ok) { - const errorData = await response.json(); - const errorMessage = deriveErrorMessage(errorData); - handleError(errorMessage); - throw new Error(errorMessage); - } - - const data = await response.json(); return data; } catch (error) { console.error("Failed to test cache connection:", error); @@ -4261,27 +3691,12 @@ export const testCacheConnectionCall = async (accessToken: string, cacheSettings export const updateCacheSettingsCall = async (accessToken: string, cacheSettings: Record) => { try { - let url = proxyBaseUrl ? `${proxyBaseUrl}/cache/settings` : `/cache/settings`; - - const response = await fetch(url, { - method: "POST", - headers: { - [globalLitellmHeaderName]: `Bearer ${accessToken}`, - "Content-Type": "application/json", - }, - body: JSON.stringify({ + const data = await apiClient.post(`/cache/settings`, { + accessToken, + body: { cache_settings: cacheSettings, - }), + }, }); - - if (!response.ok) { - const errorData = await response.json(); - const errorMessage = deriveErrorMessage(errorData); - handleError(errorMessage); - throw new Error(errorMessage); - } - - const data = await response.json(); return data; } catch (error) { console.error("Failed to update cache settings:", error); @@ -4291,29 +3706,14 @@ export const updateCacheSettingsCall = async (accessToken: string, cacheSettings export const getPassThroughEndpointsCall = async (accessToken: string, teamId?: string | null) => { try { - let url = proxyBaseUrl ? `${proxyBaseUrl}/config/pass_through_endpoint` : `/config/pass_through_endpoint`; + let path = `/config/pass_through_endpoint`; if (teamId) { - url += `/team/${teamId}`; + path += `/team/${teamId}`; } //NotificationsManager.info("Requesting model data"); - const response = await fetch(url, { - method: "GET", - headers: { - [globalLitellmHeaderName]: `Bearer ${accessToken}`, - "Content-Type": "application/json", - }, - }); - - if (!response.ok) { - const errorData = await response.json(); - const errorMessage = deriveErrorMessage(errorData); - handleError(errorMessage); - throw new Error(errorMessage); - } - - const data = await response.json(); + const data = await apiClient.get(path, { accessToken }); //NotificationsManager.info("Received model data"); return data; // Handle success - you might want to update some state or UI based on the created key @@ -4359,28 +3759,13 @@ export const createPassThroughEndpoint = async (accessToken: string, formValues: * Set callbacks on proxy */ try { - let url = proxyBaseUrl ? `${proxyBaseUrl}/config/pass_through_endpoint` : `/config/pass_through_endpoint`; - //NotificationsManager.info("Requesting model data"); - const response = await fetch(url, { - method: "POST", - headers: { - [globalLitellmHeaderName]: `Bearer ${accessToken}`, - "Content-Type": "application/json", - }, - body: JSON.stringify({ + const data = await apiClient.post(`/config/pass_through_endpoint`, { + accessToken, + body: { ...formValues, // Include formValues in the request body - }), + }, }); - - if (!response.ok) { - const errorData = await response.json(); - const errorMessage = deriveErrorMessage(errorData); - handleError(errorMessage); - throw new Error(errorMessage); - } - - const data = await response.json(); //NotificationsManager.info("Received model data"); return data; // Handle success - you might want to update some state or UI based on the created key @@ -4392,31 +3777,13 @@ export const createPassThroughEndpoint = async (accessToken: string, formValues: export const updateConfigFieldSetting = async (accessToken: string, fieldName: string, fieldValue: any) => { try { - let url = proxyBaseUrl ? `${proxyBaseUrl}/config/field/update` : `/config/field/update`; - let formData = { field_name: fieldName, field_value: fieldValue, config_type: "general_settings", }; //NotificationsManager.info("Requesting model data"); - const response = await fetch(url, { - method: "POST", - headers: { - [globalLitellmHeaderName]: `Bearer ${accessToken}`, - "Content-Type": "application/json", - }, - body: JSON.stringify(formData), - }); - - if (!response.ok) { - const errorData = await response.json(); - const errorMessage = deriveErrorMessage(errorData); - handleError(errorMessage); - throw new Error(errorMessage); - } - - const data = await response.json(); + const data = await apiClient.post(`/config/field/update`, { accessToken, body: formData }); //NotificationsManager.info("Received model data"); NotificationsManager.success("Successfully updated value!"); return data; @@ -4429,30 +3796,12 @@ export const updateConfigFieldSetting = async (accessToken: string, fieldName: s export const deleteConfigFieldSetting = async (accessToken: string, fieldName: string) => { try { - let url = proxyBaseUrl ? `${proxyBaseUrl}/config/field/delete` : `/config/field/delete`; - let formData = { field_name: fieldName, config_type: "general_settings", }; //NotificationsManager.info("Requesting model data"); - const response = await fetch(url, { - method: "POST", - headers: { - [globalLitellmHeaderName]: `Bearer ${accessToken}`, - "Content-Type": "application/json", - }, - body: JSON.stringify(formData), - }); - - if (!response.ok) { - const errorData = await response.json(); - const errorMessage = deriveErrorMessage(errorData); - handleError(errorMessage); - throw new Error(errorMessage); - } - - const data = await response.json(); + const data = await apiClient.post(`/config/field/delete`, { accessToken, body: formData }); NotificationsManager.success("Field reset on proxy"); return data; // Handle success - you might want to update some state or UI based on the created key @@ -4499,28 +3848,13 @@ export const setCallbacksCall = async (accessToken: string, formValues: Record { try { console.log("Getting proxy UI settings"); console.log("proxyBaseUrl in getProxyUISettings:", proxyBaseUrl); - let url = proxyBaseUrl ? `${proxyBaseUrl}/sso/get/ui_settings` : `/sso/get/ui_settings`; - //NotificationsManager.info("Requesting model data"); - const response = await fetch(url, { - method: "GET", - headers: { - [globalLitellmHeaderName]: `Bearer ${accessToken}`, - "Content-Type": "application/json", - }, - }); - - if (!response.ok) { - const errorData = await response.json(); - const errorMessage = deriveErrorMessage(errorData); - handleError(errorMessage); - throw new Error(errorMessage); - } - - const data = await response.json(); + const data = await apiClient.get(`/sso/get/ui_settings`, { accessToken }); //NotificationsManager.info("Received model data"); return data; // Handle success - you might want to update some state or UI based on the created key @@ -4870,73 +4187,35 @@ export const listGuardrailSubmissions = async ( accessToken: string, params?: { status?: string; team_id?: string; team_guardrail?: boolean; search?: string }, ): Promise => { - const url = proxyBaseUrl ? `${proxyBaseUrl}/guardrails/submissions` : `/guardrails/submissions`; - const searchParams = new URLSearchParams(); - if (params?.status) searchParams.set("status", params.status); - if (params?.team_id) searchParams.set("team_id", params.team_id); - if (params?.team_guardrail !== undefined) searchParams.set("team_guardrail", String(params.team_guardrail)); - if (params?.search) searchParams.set("search", params.search); - const fullUrl = searchParams.toString() ? `${url}?${searchParams.toString()}` : url; - const response = await fetch(fullUrl, { - method: "GET", - headers: { - [globalLitellmHeaderName]: `Bearer ${accessToken}`, - "Content-Type": "application/json", + return apiClient.get(`/guardrails/submissions`, { + accessToken, + query: { + ...(params?.status ? { status: params.status } : {}), + ...(params?.team_id ? { team_id: params.team_id } : {}), + ...(params?.team_guardrail !== undefined ? { team_guardrail: params.team_guardrail } : {}), + ...(params?.search ? { search: params.search } : {}), }, }); - if (!response.ok) { - const errorData = await response.json().catch(() => ({})); - const errorMessage = deriveErrorMessage(errorData); - handleError(errorMessage); - throw new Error(errorMessage); - } - return response.json(); }; export const approveGuardrailSubmission = async ( accessToken: string, guardrailId: string, ): Promise<{ guardrail_id: string; status: string; message: string }> => { - const url = proxyBaseUrl - ? `${proxyBaseUrl}/guardrails/submissions/${encodeURIComponent(guardrailId)}/approve` - : `/guardrails/submissions/${encodeURIComponent(guardrailId)}/approve`; - const response = await fetch(url, { - method: "POST", - headers: { - [globalLitellmHeaderName]: `Bearer ${accessToken}`, - "Content-Type": "application/json", - }, - }); - if (!response.ok) { - const errorData = await response.json().catch(() => ({})); - const errorMessage = deriveErrorMessage(errorData); - handleError(errorMessage); - throw new Error(errorMessage); - } - return response.json(); + return apiClient.post<{ guardrail_id: string; status: string; message: string }>( + `/guardrails/submissions/${encodeURIComponent(guardrailId)}/approve`, + { accessToken }, + ); }; export const rejectGuardrailSubmission = async ( accessToken: string, guardrailId: string, ): Promise<{ guardrail_id: string; status: string; message: string }> => { - const url = proxyBaseUrl - ? `${proxyBaseUrl}/guardrails/submissions/${encodeURIComponent(guardrailId)}/reject` - : `/guardrails/submissions/${encodeURIComponent(guardrailId)}/reject`; - const response = await fetch(url, { - method: "POST", - headers: { - [globalLitellmHeaderName]: `Bearer ${accessToken}`, - "Content-Type": "application/json", - }, - }); - if (!response.ok) { - const errorData = await response.json().catch(() => ({})); - const errorMessage = deriveErrorMessage(errorData); - handleError(errorMessage); - throw new Error(errorMessage); - } - return response.json(); + return apiClient.post<{ guardrail_id: string; status: string; message: string }>( + `/guardrails/submissions/${encodeURIComponent(guardrailId)}/reject`, + { accessToken }, + ); }; // Guardrails / Policies usage (dashboard) @@ -5732,25 +5011,7 @@ export const getPromptVersions = async ( export const createPromptCall = async (accessToken: string, promptData: any) => { try { - const url = proxyBaseUrl ? `${proxyBaseUrl}/prompts` : `/prompts`; - - const response = await fetch(url, { - method: "POST", - headers: { - [globalLitellmHeaderName]: `Bearer ${accessToken}`, - "Content-Type": "application/json", - }, - body: JSON.stringify(promptData), - }); - - if (!response.ok) { - const errorData = await response.json(); - const errorMessage = deriveErrorMessage(errorData); - handleError(errorMessage); - throw new Error(errorMessage); - } - - const data = await response.json(); + const data = await apiClient.post(`/prompts`, { accessToken, body: promptData }); return data; } catch (error) { console.error("Failed to create prompt:", error); @@ -5760,25 +5021,7 @@ export const createPromptCall = async (accessToken: string, promptData: any) => export const updatePromptCall = async (accessToken: string, promptId: string, promptData: any) => { try { - const url = proxyBaseUrl ? `${proxyBaseUrl}/prompts/${promptId}` : `/prompts/${promptId}`; - - const response = await fetch(url, { - method: "PUT", - headers: { - [globalLitellmHeaderName]: `Bearer ${accessToken}`, - "Content-Type": "application/json", - }, - body: JSON.stringify(promptData), - }); - - if (!response.ok) { - const errorData = await response.json(); - const errorMessage = deriveErrorMessage(errorData); - handleError(errorMessage); - throw new Error(errorMessage); - } - - const data = await response.json(); + const data = await apiClient.put(`/prompts/${promptId}`, { accessToken, body: promptData }); return data; } catch (error) { console.error("Failed to update prompt:", error); @@ -5788,24 +5031,7 @@ export const updatePromptCall = async (accessToken: string, promptId: string, pr export const deletePromptCall = async (accessToken: string, promptId: string) => { try { - const url = proxyBaseUrl ? `${proxyBaseUrl}/prompts/${promptId}` : `/prompts/${promptId}`; - - const response = await fetch(url, { - method: "DELETE", - headers: { - [globalLitellmHeaderName]: `Bearer ${accessToken}`, - "Content-Type": "application/json", - }, - }); - - if (!response.ok) { - const errorData = await response.json(); - const errorMessage = deriveErrorMessage(errorData); - handleError(errorMessage); - throw new Error(errorMessage); - } - - const data = await response.json(); + const data = await apiClient.delete(`/prompts/${promptId}`, { accessToken }); return data; } catch (error) { console.error("Failed to delete prompt:", error); @@ -6013,27 +5239,7 @@ export const uiSpendLogDetailsCall = async (accessToken: string, logId: string, export const getInternalUserSettings = async (accessToken: string) => { try { - // Construct base URL - let url = proxyBaseUrl ? `${proxyBaseUrl}/get/internal_user_settings` : `/get/internal_user_settings`; - - console.log("Fetching SSO settings from:", url); - - const response = await fetch(url, { - method: "GET", - headers: { - [globalLitellmHeaderName]: `Bearer ${accessToken}`, - "Content-Type": "application/json", - }, - }); - - if (!response.ok) { - const errorData = await response.json(); - const errorMessage = deriveErrorMessage(errorData); - handleError(errorMessage); - throw new Error(errorMessage); - } - - const data = await response.json(); + const data = await apiClient.get(`/get/internal_user_settings`, { accessToken }); console.log("Fetched SSO settings:", data); return data; } catch (error) { @@ -6100,24 +5306,7 @@ export const fetchOpenAPIRegistry = async (accessToken: string) => { export const fetchDiscoverableMCPServers = async (accessToken: string) => { try { - const url = proxyBaseUrl ? `${proxyBaseUrl}/v1/mcp/discover` : `/v1/mcp/discover`; - - const response = await fetch(url, { - method: HTTP_REQUEST.GET, - headers: { - [globalLitellmHeaderName]: `Bearer ${accessToken}`, - "Content-Type": "application/json", - }, - }); - - if (!response.ok) { - const errorData = await response.json(); - const errorMessage = deriveErrorMessage(errorData); - handleError(errorMessage); - throw new Error(errorMessage); - } - - return await response.json(); + return await apiClient.get(`/v1/mcp/discover`, { accessToken }); } catch (error) { console.error("Failed to fetch discoverable MCP servers:", error); throw error; @@ -6200,27 +5389,7 @@ export const fetchMCPServerHealth = async (accessToken: string, serverIds?: stri export const fetchMCPAccessGroups = async (accessToken: string) => { try { - // Construct base URL - const url = proxyBaseUrl ? `${proxyBaseUrl}/v1/mcp/access_groups` : `/v1/mcp/access_groups`; - - console.log("Fetching MCP access groups from:", url); - - const response = await fetch(url, { - method: HTTP_REQUEST.GET, - headers: { - [globalLitellmHeaderName]: `Bearer ${accessToken}`, - "Content-Type": "application/json", - }, - }); - - if (!response.ok) { - const errorData = await response.json(); - const errorMessage = deriveErrorMessage(errorData); - handleError(errorMessage); - throw new Error(errorMessage); - } - - const data = await response.json(); + const data = await apiClient.get(`/v1/mcp/access_groups`, { accessToken }); console.log("Fetched MCP access groups:", data); return data.access_groups || []; } catch (error) { @@ -6258,27 +5427,12 @@ export const createMCPServer = async ( try { console.log("Form Values in createMCPServer:", formValues); // Log the form values before making the API call - const url = proxyBaseUrl ? `${proxyBaseUrl}/v1/mcp/server` : `/v1/mcp/server`; - - const response = await fetch(url, { - method: "POST", - headers: { - [globalLitellmHeaderName]: `Bearer ${accessToken}`, - "Content-Type": "application/json", - }, - body: JSON.stringify({ + const data = await apiClient.post(`/v1/mcp/server`, { + accessToken, + body: { ...formValues, // Include formValues in the request body - }), + }, }); - - if (!response.ok) { - const errorData = await response.json(); - const errorMessage = deriveErrorMessage(errorData); - handleError(errorMessage); - throw new Error(errorMessage); - } - - const data = await response.json(); console.log("API Response:", data); return data; // Handle success - you might want to update some state or UI based on the created key @@ -6299,22 +5453,8 @@ export const updateMCPServer = async (accessToken: string, formValues: Record { try { - const url = (proxyBaseUrl ? `${proxyBaseUrl}` : "") + `/v1/mcp/server/${serverId}`; console.log("in deleteMCPServer:", serverId); - const response = await fetch(url, { - method: HTTP_REQUEST.DELETE, - headers: { - [globalLitellmHeaderName]: `Bearer ${accessToken}`, - "Content-Type": "application/json", - }, - }); - - if (!response.ok) { - const errorData = await response.json(); - const errorMessage = deriveErrorMessage(errorData); - handleError(errorMessage); - throw new Error(errorMessage); - } + await apiClient.delete(`/v1/mcp/server/${serverId}`, { accessToken }); } catch (error) { console.error("Failed to delete key:", error); throw error; @@ -6323,21 +5463,7 @@ export const deleteMCPServer = async (accessToken: string, serverId: string) => export const fetchMCPToolsets = async (accessToken: string): Promise => { try { - const url = (proxyBaseUrl ? `${proxyBaseUrl}` : "") + `/v1/mcp/toolset`; - const response = await fetch(url, { - method: HTTP_REQUEST.GET, - headers: { - [globalLitellmHeaderName]: `Bearer ${accessToken}`, - "Content-Type": "application/json", - }, - }); - if (!response.ok) { - const errorData = await response.json(); - const errorMessage = deriveErrorMessage(errorData); - handleError(errorMessage); - throw new Error(errorMessage); - } - return await response.json(); + return await apiClient.get(`/v1/mcp/toolset`, { accessToken }); } catch (error) { console.error("Failed to fetch MCP toolsets:", error); throw error; @@ -6346,22 +5472,7 @@ export const fetchMCPToolsets = async (accessToken: string): Promise => { export const createMCPToolset = async (accessToken: string, formValues: Record) => { try { - const url = (proxyBaseUrl ? `${proxyBaseUrl}` : "") + `/v1/mcp/toolset`; - const response = await fetch(url, { - method: HTTP_REQUEST.POST, - headers: { - [globalLitellmHeaderName]: `Bearer ${accessToken}`, - "Content-Type": "application/json", - }, - body: JSON.stringify(formValues), - }); - if (!response.ok) { - const errorData = await response.json(); - const errorMessage = deriveErrorMessage(errorData); - handleError(errorMessage); - throw new Error(errorMessage); - } - return await response.json(); + return await apiClient.post(`/v1/mcp/toolset`, { accessToken, body: formValues }); } catch (error) { console.error("Failed to create MCP toolset:", error); throw error; @@ -6370,22 +5481,7 @@ export const createMCPToolset = async (accessToken: string, formValues: Record) => { try { - const url = (proxyBaseUrl ? `${proxyBaseUrl}` : "") + `/v1/mcp/toolset`; - const response = await fetch(url, { - method: HTTP_REQUEST.PUT, - headers: { - [globalLitellmHeaderName]: `Bearer ${accessToken}`, - "Content-Type": "application/json", - }, - body: JSON.stringify(formValues), - }); - if (!response.ok) { - const errorData = await response.json(); - const errorMessage = deriveErrorMessage(errorData); - handleError(errorMessage); - throw new Error(errorMessage); - } - return await response.json(); + return await apiClient.put(`/v1/mcp/toolset`, { accessToken, body: formValues }); } catch (error) { console.error("Failed to update MCP toolset:", error); throw error; @@ -6394,20 +5490,7 @@ export const updateMCPToolset = async (accessToken: string, formValues: Record { try { - const url = (proxyBaseUrl ? `${proxyBaseUrl}` : "") + `/v1/mcp/toolset/${toolsetId}`; - const response = await fetch(url, { - method: HTTP_REQUEST.DELETE, - headers: { - [globalLitellmHeaderName]: `Bearer ${accessToken}`, - "Content-Type": "application/json", - }, - }); - if (!response.ok) { - const errorData = await response.json(); - const errorMessage = deriveErrorMessage(errorData); - handleError(errorMessage); - throw new Error(errorMessage); - } + await apiClient.delete(`/v1/mcp/toolset/${toolsetId}`, { accessToken }); } catch (error) { console.error("Failed to delete MCP toolset:", error); throw error; @@ -6416,22 +5499,7 @@ export const deleteMCPToolset = async (accessToken: string, toolsetId: string) = export const registerMCPServer = async (accessToken: string, formValues: Record) => { try { - const url = (proxyBaseUrl ? `${proxyBaseUrl}` : "") + `/v1/mcp/server/register`; - const response = await fetch(url, { - method: HTTP_REQUEST.POST, - headers: { - [globalLitellmHeaderName]: `Bearer ${accessToken}`, - "Content-Type": "application/json", - }, - body: JSON.stringify(formValues), - }); - if (!response.ok) { - const errorData = await response.json(); - const errorMessage = deriveErrorMessage(errorData); - handleError(errorMessage); - throw new Error(errorMessage); - } - return response.json(); + return await apiClient.post(`/v1/mcp/server/register`, { accessToken, body: formValues }); } catch (error) { console.error("Failed to register MCP server:", error); throw error; @@ -6510,25 +5578,7 @@ export const rejectMCPServer = async (accessToken: string, serverId: string, rev // Search Tools API calls export const fetchSearchTools = async (accessToken: string) => { try { - const url = proxyBaseUrl ? `${proxyBaseUrl}/search_tools/list` : `/search_tools/list`; - console.log("Fetching search tools from:", url); - - const response = await fetch(url, { - method: HTTP_REQUEST.GET, - headers: { - [globalLitellmHeaderName]: `Bearer ${accessToken}`, - "Content-Type": "application/json", - }, - }); - - if (!response.ok) { - const errorData = await response.json(); - const errorMessage = deriveErrorMessage(errorData); - handleError(errorMessage); - throw new Error(errorMessage); - } - - const data = await response.json(); + const data = await apiClient.get(`/search_tools/list`, { accessToken }); console.log("Fetched search tools:", data); return data; } catch (error) { @@ -6540,27 +5590,12 @@ export const fetchSearchTools = async (accessToken: string) => { export const createSearchTool = async (accessToken: string, formValues: Record) => { try { console.log("Creating search tool with values:", formValues); - const url = proxyBaseUrl ? `${proxyBaseUrl}/search_tools` : `/search_tools`; - - const response = await fetch(url, { - method: HTTP_REQUEST.POST, - headers: { - [globalLitellmHeaderName]: `Bearer ${accessToken}`, - "Content-Type": "application/json", - }, - body: JSON.stringify({ + const data = await apiClient.post(`/search_tools`, { + accessToken, + body: { search_tool: formValues, - }), + }, }); - - if (!response.ok) { - const errorData = await response.json(); - const errorMessage = deriveErrorMessage(errorData); - handleError(errorMessage); - throw new Error(errorMessage); - } - - const data = await response.json(); console.log("Created search tool:", data); return data; } catch (error) { @@ -6572,27 +5607,12 @@ export const createSearchTool = async (accessToken: string, formValues: Record) => { try { console.log("Updating search tool with ID:", searchToolId, "values:", formValues); - const url = proxyBaseUrl ? `${proxyBaseUrl}/search_tools/${searchToolId}` : `/search_tools/${searchToolId}`; - - const response = await fetch(url, { - method: HTTP_REQUEST.PUT, - headers: { - [globalLitellmHeaderName]: `Bearer ${accessToken}`, - "Content-Type": "application/json", - }, - body: JSON.stringify({ + const data = await apiClient.put(`/search_tools/${searchToolId}`, { + accessToken, + body: { search_tool: formValues, - }), + }, }); - - if (!response.ok) { - const errorData = await response.json(); - const errorMessage = deriveErrorMessage(errorData); - handleError(errorMessage); - throw new Error(errorMessage); - } - - const data = await response.json(); console.log("Updated search tool:", data); return data; } catch (error) { @@ -6603,25 +5623,8 @@ export const updateSearchTool = async (accessToken: string, searchToolId: string export const deleteSearchTool = async (accessToken: string, searchToolId: string) => { try { - const url = (proxyBaseUrl ? `${proxyBaseUrl}` : "") + `/search_tools/${searchToolId}`; console.log("Deleting search tool:", searchToolId); - - const response = await fetch(url, { - method: HTTP_REQUEST.DELETE, - headers: { - [globalLitellmHeaderName]: `Bearer ${accessToken}`, - "Content-Type": "application/json", - }, - }); - - if (!response.ok) { - const errorData = await response.json(); - const errorMessage = deriveErrorMessage(errorData); - handleError(errorMessage); - throw new Error(errorMessage); - } - - const data = await response.json(); + const data = await apiClient.delete(`/search_tools/${searchToolId}`, { accessToken }); console.log("Deleted search tool:", data); return data; } catch (error) { @@ -6663,28 +5666,12 @@ export const fetchAvailableSearchProviders = async (accessToken: string) => { export const testSearchToolConnection = async (accessToken: string, litellmParams: Record) => { try { - const url = proxyBaseUrl ? `${proxyBaseUrl}/search_tools/test_connection` : `/search_tools/test_connection`; - console.log("Testing search tool connection:", url); - - const response = await fetch(url, { - method: HTTP_REQUEST.POST, - headers: { - [globalLitellmHeaderName]: `Bearer ${accessToken}`, - "Content-Type": "application/json", - }, - body: JSON.stringify({ + const data = await apiClient.post(`/search_tools/test_connection`, { + accessToken, + body: { litellm_params: litellmParams, - }), + }, }); - - if (!response.ok) { - const errorData = await response.json(); - const errorMessage = deriveErrorMessage(errorData); - handleError(errorMessage); - throw new Error(errorMessage); - } - - const data = await response.json(); console.log("Test connection response:", data); return data; } catch (error) { @@ -7006,27 +5993,7 @@ export const tagDeleteCall = async (accessToken: string, tagName: string): Promi export const getDefaultTeamSettings = async (accessToken: string) => { try { - // Construct base URL - let url = proxyBaseUrl ? `${proxyBaseUrl}/get/default_team_settings` : `/get/default_team_settings`; - - console.log("Fetching default team settings from:", url); - - const response = await fetch(url, { - method: "GET", - headers: { - [globalLitellmHeaderName]: `Bearer ${accessToken}`, - "Content-Type": "application/json", - }, - }); - - if (!response.ok) { - const errorData = await response.json(); - const errorMessage = deriveErrorMessage(errorData); - handleError(errorMessage); - throw new Error(errorMessage); - } - - const data = await response.json(); + const data = await apiClient.get(`/get/default_team_settings`, { accessToken }); console.log("Fetched default team settings:", data); return data; } catch (error) { @@ -7037,28 +6004,8 @@ export const getDefaultTeamSettings = async (accessToken: string) => { export const updateDefaultTeamSettings = async (accessToken: string, settings: Record) => { try { - // Construct base URL - let url = proxyBaseUrl ? `${proxyBaseUrl}/update/default_team_settings` : `/update/default_team_settings`; - console.log("Updating default team settings:", settings); - - const response = await fetch(url, { - method: "PATCH", - headers: { - [globalLitellmHeaderName]: `Bearer ${accessToken}`, - "Content-Type": "application/json", - }, - body: JSON.stringify(settings), - }); - - if (!response.ok) { - const errorData = await response.json(); - const errorMessage = deriveErrorMessage(errorData); - handleError(errorMessage); - throw new Error(errorMessage); - } - - const data = await response.json(); + const data = await apiClient.patch(`/update/default_team_settings`, { accessToken, body: settings }); console.log("Updated default team settings:", data); return data; } catch (error) { @@ -7098,28 +6045,13 @@ export const getTeamPermissionsCall = async (accessToken: string, teamId: string export const teamPermissionsUpdateCall = async (accessToken: string, teamId: string, permissions: string[]) => { try { - let url = proxyBaseUrl ? `${proxyBaseUrl}/team/permissions_update` : `/team/permissions_update`; - - const response = await fetch(url, { - method: "POST", - headers: { - "Content-Type": "application/json", - [globalLitellmHeaderName]: `Bearer ${accessToken}`, - }, - body: JSON.stringify({ + const data = await apiClient.post(`/team/permissions_update`, { + accessToken, + body: { team_id: teamId, team_member_permissions: permissions, - }), + }, }); - - if (!response.ok) { - const errorData = await response.json(); - const errorMessage = deriveErrorMessage(errorData); - handleError(errorMessage); - throw new Error(errorMessage); - } - - const data = await response.json(); console.log("Team permissions response:", data); return data; } catch (error) { @@ -7998,27 +6930,7 @@ export const validateBlockedWordsFile = async (accessToken: string, fileContent: export const getSSOSettings = async (accessToken: string) => { try { - // Construct base URL - let url = proxyBaseUrl ? `${proxyBaseUrl}/get/sso_settings` : `/get/sso_settings`; - - console.log("Fetching SSO configuration from:", url); - - const response = await fetch(url, { - method: "GET", - headers: { - [globalLitellmHeaderName]: `Bearer ${accessToken}`, - "Content-Type": "application/json", - }, - }); - - if (!response.ok) { - const errorData = await response.json(); - const errorMessage = deriveErrorMessage(errorData); - handleError(errorMessage); - throw new Error(errorMessage); - } - - const data = await response.json(); + const data = await apiClient.get(`/get/sso_settings`, { accessToken }); console.log("Fetched SSO configuration:", data); return data; } catch (error) { @@ -8252,27 +7164,12 @@ export const deleteCallback = async (accessToken: string, callbackName: string) * Delete specific callback from proxy using the /config/callback/delete API */ try { - let url = proxyBaseUrl ? `${proxyBaseUrl}/config/callback/delete` : `/config/callback/delete`; - - const response = await fetch(url, { - method: "POST", - headers: { - [globalLitellmHeaderName]: `Bearer ${accessToken}`, - "Content-Type": "application/json", - }, - body: JSON.stringify({ + const data = await apiClient.post(`/config/callback/delete`, { + accessToken, + body: { callback_name: callbackName, - }), + }, }); - - if (!response.ok) { - const errorData = await response.json(); - const errorMessage = deriveErrorMessage(errorData); - handleError(errorMessage); - throw new Error(errorMessage); - } - - const data = await response.json(); return data; } catch (error) { console.error("Failed to delete specific callback:", error); @@ -8728,24 +7625,7 @@ export const tagDistinctCall = async (accessToken: string) => { * Get all distinct user agent tags (up to 250) */ try { - let url = proxyBaseUrl ? `${proxyBaseUrl}/tag/distinct` : `/tag/distinct`; - - const response = await fetch(url, { - method: "GET", - headers: { - [globalLitellmHeaderName]: `Bearer ${accessToken}`, - "Content-Type": "application/json", - }, - }); - - if (!response.ok) { - const errorData = await response.json(); - const errorMessage = deriveErrorMessage(errorData); - handleError(errorMessage); - throw new Error(errorMessage); - } - - const data = await response.json(); + const data = await apiClient.get(`/tag/distinct`, { accessToken }); return data; } catch (error) { console.error("Failed to fetch distinct tags:", error); diff --git a/ui/litellm-dashboard/src/lib/http/client.test.ts b/ui/litellm-dashboard/src/lib/http/client.test.ts index 772a7b63db1..6d50f99feca 100644 --- a/ui/litellm-dashboard/src/lib/http/client.test.ts +++ b/ui/litellm-dashboard/src/lib/http/client.test.ts @@ -85,4 +85,19 @@ describe("createApiClient", () => { const [, init] = fetchImpl.mock.calls[0]; expect(init.headers).toEqual({ "Content-Type": "application/json" }); }); + + it("resolves the global fetch per call, so a swap after construction takes effect", async () => { + const client = createApiClient({ getBaseUrl: () => "" }); + + const original = globalThis.fetch; + const swapped = vi.fn(async () => okResponse({ swapped: true })); + globalThis.fetch = swapped as unknown as typeof fetch; + try { + const result = await client.get("/ping", { accessToken: "sk" }); + expect(result).toEqual({ swapped: true }); + expect(swapped).toHaveBeenCalledTimes(1); + } finally { + globalThis.fetch = original; + } + }); }); diff --git a/ui/litellm-dashboard/src/lib/http/client.ts b/ui/litellm-dashboard/src/lib/http/client.ts index 60d66dde8c2..e2b47f7b354 100644 --- a/ui/litellm-dashboard/src/lib/http/client.ts +++ b/ui/litellm-dashboard/src/lib/http/client.ts @@ -98,7 +98,7 @@ const appendQuery = (url: string, query: QueryParams | undefined): string => { export function createApiClient(config: ApiClientConfig): ApiClient { const { getBaseUrl, getAuthHeaderName, onError, fetchImpl } = config; - const doFetch = fetchImpl ?? fetch; + const doFetch: typeof fetch = (input, init) => (fetchImpl ?? fetch)(input, init); async function request(method: HttpMethod, path: string, options: RequestOptions = {}): Promise { const { accessToken, body, rawBody, query, headers: extraHeaders, signal } = options; From 22186f457af26f83143d277e6c4305a12ba311f4 Mon Sep 17 00:00:00 2001 From: tin-berri Date: Fri, 5 Jun 2026 22:29:56 -0700 Subject: [PATCH 17/73] fix(ui): persist Tools-tab MCP OAuth token to DB (#29809) --- litellm/proxy/_experimental/mcp_server/db.py | 52 +++++- .../mcp_server/rest_endpoints.py | 15 +- .../proxy/_experimental/mcp_server/server.py | 52 ++---- .../mcp_server/test_db_credentials.py | 174 ++++++++++++++++++ .../mcp_tools/create_mcp_server.test.tsx | 73 +++++++- .../mcp_tools/create_mcp_server.tsx | 50 +++-- 6 files changed, 354 insertions(+), 62 deletions(-) diff --git a/litellm/proxy/_experimental/mcp_server/db.py b/litellm/proxy/_experimental/mcp_server/db.py index 4d41afcb6f1..0ba0181200f 100644 --- a/litellm/proxy/_experimental/mcp_server/db.py +++ b/litellm/proxy/_experimental/mcp_server/db.py @@ -7,6 +7,7 @@ from typing import Any, Dict, Iterable, List, Optional, Set, Union, cast from litellm._logging import verbose_proxy_logger from litellm._uuid import uuid +from litellm.constants import MCP_PER_USER_TOKEN_EXPIRY_BUFFER_SECONDS from litellm.proxy._types import ( LiteLLM_MCPServerTable, LiteLLM_ObjectPermissionTable, @@ -996,11 +997,14 @@ async def store_user_oauth_credential( ) -def is_oauth_credential_expired(cred: Dict[str, Any]) -> bool: +def is_oauth_credential_expired(cred: Dict[str, Any], buffer_seconds: int = 0) -> bool: """Return True if the OAuth2 credential's access_token has expired. Checks the ``expires_at`` ISO-format string stored in the credential payload. Returns False when ``expires_at`` is absent or unparseable (treat as non-expired). + With ``buffer_seconds`` > 0, a token that is still valid but expires within the + buffer is also treated as expired, so callers can refresh proactively instead of + handing back a token that may lapse mid-request. """ expires_at = cred.get("expires_at") if not expires_at: @@ -1009,7 +1013,7 @@ def is_oauth_credential_expired(cred: Dict[str, Any]) -> bool: exp_dt = datetime.fromisoformat(expires_at) if exp_dt.tzinfo is None: exp_dt = exp_dt.replace(tzinfo=timezone.utc) - return datetime.now(timezone.utc) > exp_dt + return datetime.now(timezone.utc) + timedelta(seconds=buffer_seconds) > exp_dt except (ValueError, TypeError): return False @@ -1157,6 +1161,50 @@ async def refresh_user_oauth_token( return await get_user_oauth_credential(prisma_client, user_id, server_id) +async def resolve_valid_user_oauth_token( + user_id: str, + server: Any, + cred: Optional[Dict[str, Any]], + prisma_client: Optional[PrismaClient] = None, +) -> Optional[Dict[str, Any]]: + """Return an OAuth2 credential whose access_token is good for the next request. + + Returns the credential unchanged while its token is valid for at least + ``MCP_PER_USER_TOKEN_EXPIRY_BUFFER_SECONDS``. Only when the token is expired (or + expiring within that buffer) and a refresh_token is stored does it mint a new one + via ``refresh_user_oauth_token``. Returns None when there is no usable token + (missing token, expired with no refresh_token, or a failed refresh). + + The refresh_token is only ever sent to the server's token_url inside + ``refresh_user_oauth_token``; it is never exposed to the caller beyond the cred + dict it already holds. ``prisma_client`` is fetched lazily and only when a refresh + actually happens, so the valid-token path never requires a DB handle. + """ + if not cred or not cred.get("access_token"): + return None + if not is_oauth_credential_expired( + cred, buffer_seconds=MCP_PER_USER_TOKEN_EXPIRY_BUFFER_SECONDS + ): + return cred + if not cred.get("refresh_token"): + return None + if prisma_client is None: + from litellm.proxy.utils import get_prisma_client_or_throw + + prisma_client = get_prisma_client_or_throw( + "Database not connected. Cannot refresh OAuth token." + ) + refreshed = await refresh_user_oauth_token( + prisma_client=prisma_client, + user_id=user_id, + server=server, + cred=cred, + ) + if not refreshed or not refreshed.get("access_token"): + return None + return refreshed + + async def approve_mcp_server( prisma_client: PrismaClient, server_id: str, diff --git a/litellm/proxy/_experimental/mcp_server/rest_endpoints.py b/litellm/proxy/_experimental/mcp_server/rest_endpoints.py index 78cecfed0bd..725f7a335bc 100644 --- a/litellm/proxy/_experimental/mcp_server/rest_endpoints.py +++ b/litellm/proxy/_experimental/mcp_server/rest_endpoints.py @@ -146,9 +146,10 @@ if MCP_AVAILABLE: try: from litellm.proxy._experimental.mcp_server.db import ( get_user_oauth_credential, - is_oauth_credential_expired, + resolve_valid_user_oauth_token, ) + prisma_client = None if prefetched_creds is not None: cred = prefetched_creds.get(server_id) else: @@ -160,13 +161,13 @@ if MCP_AVAILABLE: cred = await get_user_oauth_credential( prisma_client, user_id, server_id ) + cred = await resolve_valid_user_oauth_token( + user_id=user_id, + server=server, + cred=cred, + prisma_client=prisma_client, + ) if cred and cred.get("access_token"): - if is_oauth_credential_expired(cred): - verbose_logger.debug( - f"_get_user_oauth_extra_headers: token expired for " - f"user={user_id} server={server_id}" - ) - return None return {"Authorization": f"Bearer {cred['access_token']}"} except Exception as e: verbose_logger.warning( diff --git a/litellm/proxy/_experimental/mcp_server/server.py b/litellm/proxy/_experimental/mcp_server/server.py index 51e77de43c8..0477a5d3244 100644 --- a/litellm/proxy/_experimental/mcp_server/server.py +++ b/litellm/proxy/_experimental/mcp_server/server.py @@ -1322,8 +1322,7 @@ if MCP_AVAILABLE: try: from litellm.proxy._experimental.mcp_server.db import ( # noqa: PLC0415 get_user_oauth_credential, - is_oauth_credential_expired, - refresh_user_oauth_token, + resolve_valid_user_oauth_token, ) from litellm.proxy._experimental.mcp_server.oauth2_token_cache import ( # noqa: PLC0415 _compute_per_user_token_ttl, @@ -1343,6 +1342,7 @@ if MCP_AVAILABLE: return {"Authorization": f"Bearer {cached_token}"} # ── Slow path: DB lookup ────────────────────────────────────────── + prisma_client = None if prefetched_creds is not None: cred = prefetched_creds.get(server_id) else: @@ -1360,43 +1360,17 @@ if MCP_AVAILABLE: if not cred or not cred.get("access_token"): return None - if is_oauth_credential_expired(cred): - verbose_logger.debug( - "_get_user_oauth_extra_headers_from_db: token expired for user=%s server=%s — attempting refresh", - user_id, - server_id, - ) - # Attempt token refresh; requires a DB client (not available from prefetch) - if cred.get("refresh_token"): - try: - from litellm.proxy.utils import ( # noqa: PLC0415 - get_prisma_client_or_throw, - ) - - prisma_client = get_prisma_client_or_throw( - "Database not connected. Cannot refresh OAuth token." - ) - cred = await refresh_user_oauth_token( - prisma_client=prisma_client, - user_id=user_id, - server=server, - cred=cred, - ) - except Exception as refresh_exc: - verbose_logger.warning( - "_get_user_oauth_extra_headers_from_db: refresh failed for user=%s server=%s: %s", - user_id, - server_id, - refresh_exc, - ) - cred = None - - if not cred or not cred.get("access_token"): - # Clear stale Redis/cache entry so we don't serve it again. - # Do this for both the individual and prefetch paths so the - # next request doesn't get a stale cache hit. - await mcp_per_user_token_cache.delete(user_id, server_id) - return None + cred = await resolve_valid_user_oauth_token( + user_id=user_id, + server=server, + cred=cred, + prisma_client=prisma_client, + ) + if cred is None: + # Refresh failed or token expired with no usable refresh_token — + # clear the stale Redis entry so the next request doesn't reuse it. + await mcp_per_user_token_cache.delete(user_id, server_id) + return None access_token: str = cred["access_token"] diff --git a/tests/test_litellm/proxy/_experimental/mcp_server/test_db_credentials.py b/tests/test_litellm/proxy/_experimental/mcp_server/test_db_credentials.py index 8aa9f107c8f..c230cfd6cd0 100644 --- a/tests/test_litellm/proxy/_experimental/mcp_server/test_db_credentials.py +++ b/tests/test_litellm/proxy/_experimental/mcp_server/test_db_credentials.py @@ -10,6 +10,7 @@ keeps a plain-base64 fallback on read so existing rows continue to work. import base64 import json +from datetime import datetime, timedelta, timezone from unittest.mock import AsyncMock, MagicMock import pytest @@ -18,7 +19,9 @@ from litellm.proxy._experimental.mcp_server.db import ( _decode_user_credential, get_user_credential, get_user_oauth_credential, + is_oauth_credential_expired, list_user_oauth_credentials, + resolve_valid_user_oauth_token, rotate_mcp_user_credentials_master_key, rotate_mcp_user_env_vars_master_key, store_user_credential, @@ -405,6 +408,177 @@ async def test_rotate_skips_undecodable_rows(): assert where["user_id_server_id"]["server_id"] == "srv-ok" +# ── Expiry buffer + refresh-on-expiry (OBO list-refresh regression) ─────────── + + +def _oauth_cred(access_token="at-live", refresh_token=None, expires_in_seconds=None): + cred = {"type": "oauth2", "access_token": access_token} + if refresh_token is not None: + cred["refresh_token"] = refresh_token + if expires_in_seconds is not None: + cred["expires_at"] = ( + datetime.now(timezone.utc) + timedelta(seconds=expires_in_seconds) + ).isoformat() + return cred + + +def test_expiry_no_buffer_treats_soon_to_expire_as_valid(): + # Without a buffer, a token with 30s of life left is still valid. + cred = _oauth_cred(expires_in_seconds=30) + assert is_oauth_credential_expired(cred) is False + assert is_oauth_credential_expired(cred, buffer_seconds=0) is False + + +def test_expiry_buffer_treats_soon_to_expire_as_expired(): + # With a 60s buffer, the same 30s-of-life token must be treated as expired + # so callers refresh before it lapses mid-request. + cred = _oauth_cred(expires_in_seconds=30) + assert is_oauth_credential_expired(cred, buffer_seconds=60) is True + # A token comfortably beyond the buffer stays valid. + assert ( + is_oauth_credential_expired( + _oauth_cred(expires_in_seconds=600), buffer_seconds=60 + ) + is False + ) + + +def test_expiry_past_is_expired_regardless_of_buffer(): + cred = _oauth_cred(expires_in_seconds=-10) + assert is_oauth_credential_expired(cred) is True + assert is_oauth_credential_expired(cred, buffer_seconds=60) is True + + +def test_expiry_missing_expires_at_is_never_expired(): + assert is_oauth_credential_expired(_oauth_cred()) is False + assert is_oauth_credential_expired(_oauth_cred(), buffer_seconds=60) is False + + +@pytest.mark.asyncio +async def test_resolve_returns_valid_token_without_refreshing(monkeypatch): + # A token good for 10 minutes must be returned as-is, with no refresh call. + import litellm.proxy._experimental.mcp_server.db as db_mod + + refresh = AsyncMock() + monkeypatch.setattr(db_mod, "refresh_user_oauth_token", refresh) + + cred = _oauth_cred( + access_token="at-live", refresh_token="rt-1", expires_in_seconds=600 + ) + result = await resolve_valid_user_oauth_token( + user_id="alice", server=MagicMock(), cred=cred, prisma_client=MagicMock() + ) + + assert result is cred + assert result["access_token"] == "at-live" + refresh.assert_not_called() + + +@pytest.mark.asyncio +async def test_resolve_refreshes_expired_token_with_refresh_token(monkeypatch): + # The core regression: an expired OBO cred with a refresh_token must mint a + # new token rather than returning None (which left the UI tool list empty). + import litellm.proxy._experimental.mcp_server.db as db_mod + + refreshed = _oauth_cred( + access_token="at-fresh", refresh_token="rt-2", expires_in_seconds=3600 + ) + refresh = AsyncMock(return_value=refreshed) + monkeypatch.setattr(db_mod, "refresh_user_oauth_token", refresh) + + expired = _oauth_cred( + access_token="at-dead", refresh_token="rt-1", expires_in_seconds=-5 + ) + result = await resolve_valid_user_oauth_token( + user_id="alice", server=MagicMock(), cred=expired, prisma_client=MagicMock() + ) + + refresh.assert_awaited_once() + assert result["access_token"] == "at-fresh" + + +@pytest.mark.asyncio +async def test_resolve_refreshes_token_expiring_within_buffer(monkeypatch): + # A token still technically valid (30s left) but inside the 60s buffer must + # be proactively refreshed, not handed back. + import litellm.proxy._experimental.mcp_server.db as db_mod + + refreshed = _oauth_cred(access_token="at-fresh", expires_in_seconds=3600) + refresh = AsyncMock(return_value=refreshed) + monkeypatch.setattr(db_mod, "refresh_user_oauth_token", refresh) + + soon = _oauth_cred( + access_token="at-soon", refresh_token="rt-1", expires_in_seconds=30 + ) + result = await resolve_valid_user_oauth_token( + user_id="alice", server=MagicMock(), cred=soon, prisma_client=MagicMock() + ) + + refresh.assert_awaited_once() + assert result["access_token"] == "at-fresh" + + +@pytest.mark.asyncio +async def test_resolve_returns_none_when_expired_without_refresh_token(monkeypatch): + # No refresh_token means nothing to refresh with — return None, never call refresh. + import litellm.proxy._experimental.mcp_server.db as db_mod + + refresh = AsyncMock() + monkeypatch.setattr(db_mod, "refresh_user_oauth_token", refresh) + + expired = _oauth_cred(access_token="at-dead", expires_in_seconds=-5) + result = await resolve_valid_user_oauth_token( + user_id="alice", server=MagicMock(), cred=expired, prisma_client=MagicMock() + ) + + assert result is None + refresh.assert_not_called() + + +@pytest.mark.asyncio +async def test_resolve_returns_none_when_refresh_fails(monkeypatch): + # A failed refresh (provider returns nothing usable) must surface as None. + import litellm.proxy._experimental.mcp_server.db as db_mod + + refresh = AsyncMock(return_value=None) + monkeypatch.setattr(db_mod, "refresh_user_oauth_token", refresh) + + expired = _oauth_cred( + access_token="at-dead", refresh_token="rt-1", expires_in_seconds=-5 + ) + result = await resolve_valid_user_oauth_token( + user_id="alice", server=MagicMock(), cred=expired, prisma_client=MagicMock() + ) + + refresh.assert_awaited_once() + assert result is None + + +@pytest.mark.asyncio +async def test_resolve_returns_none_for_missing_credential(monkeypatch): + import litellm.proxy._experimental.mcp_server.db as db_mod + + refresh = AsyncMock() + monkeypatch.setattr(db_mod, "refresh_user_oauth_token", refresh) + + assert ( + await resolve_valid_user_oauth_token( + user_id="alice", server=MagicMock(), cred=None, prisma_client=MagicMock() + ) + is None + ) + assert ( + await resolve_valid_user_oauth_token( + user_id="alice", + server=MagicMock(), + cred={"type": "oauth2"}, + prisma_client=MagicMock(), + ) + is None + ) + refresh.assert_not_called() + + # ── per-user env-var rotation ───────────────────────────────────────────────── diff --git a/ui/litellm-dashboard/src/components/mcp_tools/create_mcp_server.test.tsx b/ui/litellm-dashboard/src/components/mcp_tools/create_mcp_server.test.tsx index d635d7bb6bd..042f02251b4 100644 --- a/ui/litellm-dashboard/src/components/mcp_tools/create_mcp_server.test.tsx +++ b/ui/litellm-dashboard/src/components/mcp_tools/create_mcp_server.test.tsx @@ -2,19 +2,29 @@ import { act, fireEvent, render, screen, waitFor } from "@testing-library/react" import userEvent from "@testing-library/user-event"; import { beforeEach, describe, expect, it, vi } from "vitest"; import * as networking from "../networking"; +import { setToken } from "@/utils/mcpTokenStore"; import CreateMCPServer from "./create_mcp_server"; vi.mock("../networking", () => ({ createMCPServer: vi.fn(), + registerMCPServer: vi.fn(), + storeMCPOAuthUserCredential: vi.fn().mockResolvedValue({}), testMCPToolsListRequest: vi.fn().mockResolvedValue({ tools: [], error: null }), })); +vi.mock("@/utils/mcpTokenStore", () => ({ + setToken: vi.fn(), +})); + +// Mutable holder so individual tests can simulate "Authorize & Fetch" having +// produced a token before submit. +const oauthHook = vi.hoisted(() => ({ tokenResponse: null as Record | null })); vi.mock("@/hooks/useMcpOAuthFlow", () => ({ useMcpOAuthFlow: () => ({ startOAuthFlow: vi.fn(), status: "idle", error: null, - tokenResponse: null, + tokenResponse: oauthHook.tokenResponse, }), })); @@ -27,7 +37,13 @@ vi.mock("./MCPPermissionManagement", () => ({ })); vi.mock("./mcp_tool_configuration", () => ({ - default: ({ onAllowedToolsChange, onToolAllowlistInteraction }: any) => ( + default: ({ + onAllowedToolsChange, + onToolAllowlistInteraction, + }: { + onAllowedToolsChange?: (tools: string[]) => void; + onToolAllowlistInteraction?: () => void; + }) => (
@@ -246,17 +246,17 @@ print(completion.choices[0].message)`,r6=({accessToken:e})=>{let[t,r]=(0,T.useSt
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e={};m.forEach(t=>{e[t]=h[t]||"MASK"}),c.litellm_params.pii_entities_config=e,l.presidio_analyzer_api_base&&(c.litellm_params.presidio_analyzer_api_base=l.presidio_analyzer_api_base),l.presidio_anonymizer_api_base&&(c.litellm_params.presidio_anonymizer_api_base=l.presidio_anonymizer_api_base)}if(TH(l.provider)){let e=I&&F?.brand_self?.length>0;if(0===M.length&&0===L.length&&0===D.length&&!e){J.default.fromBackend("Please configure at least one content filter setting (category, pattern, keyword, or competitor intent)"),i(!1);return}M.length>0&&(c.litellm_params.patterns=M.map(e=>({pattern_type:"prebuilt"===e.type?"prebuilt":"regex",pattern_name:"prebuilt"===e.type?e.name:void 0,pattern:"custom"===e.type?e.pattern:void 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0!==W&&W>0&&(c.litellm_params.end_session_after_n_fails=W),G&&"realtime"===B&&(c.litellm_params.on_violation=G),X.trim()&&(c.litellm_params.realtime_violation_message=X.trim())),console.log("values: ",JSON.stringify(l)),y&&o&&"llm_as_a_judge"!==d){let e=TR[o]?.toLowerCase();console.log("providerKey: ",e);let t=y[e]||{},r=new Set;console.log("providerSpecificParams: ",JSON.stringify(t)),Object.keys(t).forEach(e=>{"optional_params"!==e&&r.add(e)}),t.optional_params&&t.optional_params.fields&&Object.keys(t.optional_params.fields).forEach(e=>{r.add(e)}),console.log("allowedParams: ",r),r.forEach(e=>{let t=l[e];(null==t||""===t)&&(t=l.optional_params?.[e]),null!=t&&""!==t&&(c.litellm_params[e]=t)})}if(!r)throw Error("No access token available");console.log("Sending guardrail data:",JSON.stringify(c)),await (0,Q.createGuardrailCall)(r,c),J.default.success("Guardrail created successfully"),eu(),a(),t()}catch(e){console.error("Failed to create guardrail:",e),J.default.fromBackend("Failed to 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",(0,_.jsx)(eN.Tag,{color:"green",children:"Recommended"})]}),(0,_.jsx)("div",{style:{fontSize:"12px",color:"#888"},children:Mu.pre_call})]})}),(0,_.jsx)(Mc,{value:"during_call",label:"during_call",children:(0,_.jsxs)("div",{children:[(0,_.jsx)("div",{children:(0,_.jsx)("strong",{children:"during_call"})}),(0,_.jsx)("div",{style:{fontSize:"12px",color:"#888"},children:Mu.during_call})]})}),(0,_.jsx)(Mc,{value:"post_call",label:"post_call",children:(0,_.jsxs)("div",{children:[(0,_.jsx)("div",{children:(0,_.jsx)("strong",{children:"post_call"})}),(0,_.jsx)("div",{style:{fontSize:"12px",color:"#888"},children:Mu.post_call})]})}),(0,_.jsx)(Mc,{value:"logging_only",label:"logging_only",children:(0,_.jsxs)("div",{children:[(0,_.jsx)("div",{children:(0,_.jsx)("strong",{children:"logging_only"})}),(0,_.jsx)("div",{style:{fontSize:"12px",color:"#888"},children:Mu.logging_only})]})})]})})}),(0,_.jsx)(H.Form.Item,{name:"default_on",label:"Always On",tooltip:"If enabled, this guardrail will be applied to all requests by default.",children:(0,_.jsxs)(eE.Select,{children:[(0,_.jsx)(eE.Select.Option,{value:!0,children:"Yes"}),(0,_.jsx)(eE.Select.Option,{value:!1,children:"No"})]})}),(0,_.jsx)(H.Form.Item,{name:"skip_system_message_choice",label:"Skip system messages in guardrail",tooltip:"Unified guardrails only: omit role: system from guardrail evaluation input (OpenAI chat + Anthropic messages). 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Use global default follows litellm_settings.skip_system_message_in_guardrail.",children:(0,_.jsxs)(eE.Select,{children:[(0,_.jsx)(Mf,{value:"inherit",children:"Use global default"}),(0,_.jsx)(Mf,{value:"yes",children:"Yes — exclude from guardrail scan"}),(0,_.jsx)(Mf,{value:"no",children:"No — always include in scan"})]})}),(0,_.jsx)(H.Form.Item,{name:"skip_tool_message_choice",label:"Skip tool messages in guardrail",tooltip:"Unified guardrails only: whether role: tool content is omitted from guardrail input (LLM still receives full messages). Use global default follows litellm_settings.skip_tool_message_in_guardrail.",children:(0,_.jsxs)(eE.Select,{children:[(0,_.jsx)(Mf,{value:"inherit",children:"Use global default"}),(0,_.jsx)(Mf,{value:"yes",children:"Yes — exclude from guardrail scan"}),(0,_.jsx)(Mf,{value:"no",children:"No — always include in scan"})]})}),(()=>{if(!c)return null;if("PresidioPII"===c)return m&&c&&"PresidioPII"===c?(0,_.jsx)(Ms,{entities:m.supported_entities,actions:m.supported_actions,selectedEntities:h,selectedActions:x,onEntitySelect:y,onActionSelect:b,entityCategories:m.pii_entity_categories}):null;switch(c){case"Aporia":return(0,_.jsx)(H.Form.Item,{label:"Aporia Configuration",name:"config",tooltip:"JSON configuration for Aporia",children:(0,_.jsx)($.Input.TextArea,{rows:4,placeholder:`{ "api_key": "your_aporia_api_key", "project_name": "your_project_name" }`})});case"AimSecurity":return(0,_.jsx)(H.Form.Item,{label:"Aim Security Configuration",name:"config",tooltip:"JSON configuration for Aim Security",children:(0,_.jsx)($.Input.TextArea,{rows:4,placeholder:`{ @@ -307,6 +307,8 @@ Return a structured verdict with confidence and justification.`,kf=`{ }`})});case"Bedrock":return(0,_.jsx)(H.Form.Item,{label:"Amazon Bedrock Configuration",name:"config",tooltip:"JSON configuration for Amazon Bedrock guardrails",children:(0,_.jsx)($.Input.TextArea,{rows:4,placeholder:`{ "guardrail_id": "your_guardrail_id", "guardrail_version": "your_guardrail_version" +}`})});case"CatoNetworks":return(0,_.jsx)(H.Form.Item,{label:"Cato Networks Configuration",name:"config",tooltip:"JSON configuration for Cato Networks",children:(0,_.jsx)($.Input.TextArea,{rows:4,placeholder:`{ + "api_key": "your_cato_api_key" }`})});case"GuardrailsAI":return(0,_.jsx)(H.Form.Item,{label:"Guardrails.ai Configuration",name:"config",tooltip:"JSON configuration for Guardrails.ai",children:(0,_.jsx)($.Input.TextArea,{rows:4,placeholder:`{ "api_key": "your_guardrails_api_key", "guardrail_id": "your_guardrail_id" @@ -317,7 +319,7 @@ Return a structured verdict with confidence and justification.`,kf=`{ }`})});default:return(0,_.jsx)(H.Form.Item,{label:"Custom Configuration",name:"config",tooltip:"JSON configuration for your custom guardrail",children:(0,_.jsx)($.Input.TextArea,{rows:4,placeholder:`{ "key1": "value1", "key2": "value2" -}`})})}})(),(0,_.jsxs)("div",{className:"flex justify-end space-x-2 mt-4",children:[(0,_.jsx)(S.Button,{variant:"secondary",onClick:t,children:"Cancel"}),(0,_.jsx)(S.Button,{onClick:v,loading:o,children:"Update Guardrail"})]})]})})};var Mx=((d={}).DB="db",d.CONFIG="config",d);let Mg=({guardrailsList:e,isLoading:t,onDeleteClick:r,accessToken:a,onGuardrailUpdated:s,isAdmin:n=!1,onGuardrailClick:l})=>{let[i,o]=(0,T.useState)([{id:"created_at",desc:!0}]),[d,c]=(0,T.useState)(!1),[u,m]=(0,T.useState)(null),p=e=>e?new Date(e).toLocaleString():"-",h=[{header:"Guardrail ID",accessorKey:"guardrail_id",cell:e=>(0,_.jsx)(tR.Tooltip,{title:String(e.getValue()||""),children:(0,_.jsx)(S.Button,{size:"xs",variant:"light",className:"font-mono text-blue-500 bg-blue-50 hover:bg-blue-100 text-xs font-normal px-2 py-0.5 text-left overflow-hidden truncate max-w-[200px]",onClick:()=>e.getValue()&&l(e.getValue()),children:e.getValue()?`${String(e.getValue()).slice(0,7)}...`:""})})},{header:"Name",accessorKey:"guardrail_name",cell:({row:e})=>{let t=e.original;return(0,_.jsx)(tR.Tooltip,{title:t.guardrail_name,children:(0,_.jsx)("span",{className:"text-xs font-medium",children:t.guardrail_name||"-"})})}},{header:"Provider",accessorKey:"litellm_params.guardrail",cell:({row:e})=>{let{logo:t,displayName:r}=TW(e.original.litellm_params.guardrail);return(0,_.jsxs)("div",{className:"flex items-center space-x-2",children:[t&&(0,_.jsx)("img",{src:t,alt:`${r} logo`,className:"w-4 h-4",onError:e=>{e.target.style.display="none"}}),(0,_.jsx)("span",{className:"text-xs",children:r})]})}},{header:"Mode",accessorKey:"litellm_params.mode",cell:({row:e})=>{let t=e.original;return(0,_.jsx)("span",{className:"text-xs",children:t.litellm_params.mode})}},{header:"Default On",accessorKey:"litellm_params.default_on",cell:({row:e})=>{let t=e.original;return(0,_.jsx)(tF.Badge,{color:t.litellm_params?.default_on?"green":"gray",className:"text-xs font-normal",size:"xs",children:t.litellm_params?.default_on?"Default On":"Default Off"})}},{header:"Created At",accessorKey:"created_at",cell:({row:e})=>{let t=e.original;return(0,_.jsx)(tR.Tooltip,{title:t.created_at,children:(0,_.jsx)("span",{className:"text-xs",children:p(t.created_at)})})}},{header:"Updated At",accessorKey:"updated_at",cell:({row:e})=>{let t=e.original;return(0,_.jsx)(tR.Tooltip,{title:t.updated_at,children:(0,_.jsx)("span",{className:"text-xs",children:p(t.updated_at)})})}},{id:"actions",header:"Actions",cell:({row:e})=>{let t=e.original,a=t.guardrail_definition_location===Mx.CONFIG;return(0,_.jsx)("div",{className:"flex space-x-2",children:a?(0,_.jsx)(tR.Tooltip,{title:"Config guardrail cannot be deleted on the dashboard. 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rejects ghcr.io URIs at apply time, so every deploy has to point image_registry at an Artifact Registry remote repo. The DeployStack installer didn't surface image_registry as a prompt, so a click-through user landed on the ghcr.io/berriai default and the apply failed ~20 min in, after Cloud SQL had already provisioned. Add image_registry to custom_settings with a PROJECT_ID-placeholder default and a description that flags the ghcr.io rejection so the failure happens at the prompt, not after billing the slow path. TUTORIAL.md is reworded to tell the user what to enter at the new prompt instead of "edit terraform.tfvars before applying". * fix(terraform/gcp): generalize image_registry default to any region Per Greptile feedback on #29852, the prior default hardcoded us-central1 and would silently produce a Cloud Run-incompatible image path for any deployment in another region. The user would substitute PROJECT_ID, miss the region segment, and reproduce the original late-apply failure. Use REGION as a second placeholder and tighten the prompt copy so both substitutions are mandatory. * fix(terraform/gcp): make destroy work without manual intervention Three Cloud Run v2 services and the migrations Cloud Run v2 job all default to deletion_protection=true at the provider level, which has no data-safety value on stateless resources and blocks terraform destroy with an error that can only be unstuck with a tfvars edit + apply roundtrip. Wire deletion_protection=false directly on all four; the operator-facing tripwire that matters is cloudsql_deletion_protection, which guards the only resource that actually holds data. The litellm Cloud SQL database also drops cleanly only if every connection is closed first. Cloud Run services and the migrations job hold connections open until they're torn down, so destroy races and fails with "database is being accessed by other users". Setting deletion_policy=ABANDON on the database resource lets terraform skip the explicit drop; the Cloud SQL instance deletion takes the database with it anyway. Together these turn destroy into a single command, matching the AWS stack's behavior. --- terraform/litellm/gcp/cloudrun.tf | 34 +++++++++++-------- terraform/litellm/gcp/cloudsql.tf | 2 ++ .../litellm/gcp/examples/default/TUTORIAL.md | 4 +-- .../gcp/examples/default/deploystack.json | 5 +++ 4 files changed, 28 insertions(+), 17 deletions(-) diff --git a/terraform/litellm/gcp/cloudrun.tf b/terraform/litellm/gcp/cloudrun.tf index 3e3f5f6924b..7b1bb901e20 100644 --- a/terraform/litellm/gcp/cloudrun.tf +++ b/terraform/litellm/gcp/cloudrun.tf @@ -138,10 +138,11 @@ locals { # ---------- Gateway ---------- resource "google_cloud_run_v2_service" "gateway" { - name = "${local.name}-gateway" - location = var.region - ingress = "INGRESS_TRAFFIC_INTERNAL_LOAD_BALANCER" - labels = local.labels + name = "${local.name}-gateway" + location = var.region + ingress = "INGRESS_TRAFFIC_INTERNAL_LOAD_BALANCER" + labels = local.labels + deletion_protection = false template { service_account = google_service_account.runtime.email @@ -251,10 +252,11 @@ resource "google_cloud_run_v2_service" "gateway" { # ---------- Backend ---------- resource "google_cloud_run_v2_service" "backend" { - name = "${local.name}-backend" - location = var.region - ingress = "INGRESS_TRAFFIC_INTERNAL_LOAD_BALANCER" - labels = local.labels + name = "${local.name}-backend" + location = var.region + ingress = "INGRESS_TRAFFIC_INTERNAL_LOAD_BALANCER" + labels = local.labels + deletion_protection = false template { service_account = google_service_account.runtime.email @@ -366,10 +368,11 @@ resource "google_cloud_run_v2_service" "backend" { # with zero IAM bindings, so a compromised UI container can't pivot to # Secret Manager / Cloud SQL via the metadata service. resource "google_cloud_run_v2_service" "ui" { - name = "${local.name}-ui" - location = var.region - ingress = "INGRESS_TRAFFIC_INTERNAL_LOAD_BALANCER" - labels = local.labels + name = "${local.name}-ui" + location = var.region + ingress = "INGRESS_TRAFFIC_INTERNAL_LOAD_BALANCER" + labels = local.labels + deletion_protection = false template { service_account = google_service_account.ui_runtime.email @@ -441,9 +444,10 @@ resource "google_cloud_run_v2_service_iam_member" "ui_allusers" { # assembles DATABASE_URL from the DATABASE_* env vars and runs `prisma # migrate deploy`. No proxy_config, no master key, no shell wrapper. resource "google_cloud_run_v2_job" "migrations" { - name = "${local.name}-migrations" - location = var.region - labels = local.labels + name = "${local.name}-migrations" + location = var.region + labels = local.labels + deletion_protection = false template { template { diff --git a/terraform/litellm/gcp/cloudsql.tf b/terraform/litellm/gcp/cloudsql.tf index 0af15eec22f..5d45721cea9 100644 --- a/terraform/litellm/gcp/cloudsql.tf +++ b/terraform/litellm/gcp/cloudsql.tf @@ -92,6 +92,8 @@ resource "google_sql_database_instance" "reader" { resource "google_sql_database" "this" { name = var.db_name instance = google_sql_database_instance.writer.name + + deletion_policy = "ABANDON" } resource "random_password" "db_password" { diff --git a/terraform/litellm/gcp/examples/default/TUTORIAL.md b/terraform/litellm/gcp/examples/default/TUTORIAL.md index 9026207563d..5c7144619d6 100644 --- a/terraform/litellm/gcp/examples/default/TUTORIAL.md +++ b/terraform/litellm/gcp/examples/default/TUTORIAL.md @@ -42,7 +42,7 @@ gcloud artifacts repositories create litellm \ --remote-docker-repo=https://ghcr.io ``` -If the repo already exists, this command exits with a clear error and you can move on. Then set `image_registry` in `terraform.tfvars` to `-docker.pkg.dev//litellm/berriai` before applying. +If the repo already exists, this command exits with a clear error and you can move on. When `deploystack install` prompts for `image_registry`, enter `-docker.pkg.dev//litellm/berriai` (substituting your region and project). The shipped default contains a `PROJECT_ID` placeholder that will fail at apply time if left unedited. ## (Optional) Set tenant secrets @@ -58,7 +58,7 @@ Skip this step entirely for a trial deploy. ## Run the installer -DeployStack will prompt for project, region, tenant, env, image tag, and TLS posture, then run `terraform apply`. Open `deploystack.json` if you want to see the prompt definitions first. +DeployStack will prompt for project, region, tenant, env, image tag, `image_registry`, and TLS posture, then run `terraform apply`. Open `deploystack.json` if you want to see the prompt definitions first. ```bash deploystack install diff --git a/terraform/litellm/gcp/examples/default/deploystack.json b/terraform/litellm/gcp/examples/default/deploystack.json index 6e5339272e7..47d1fd914ce 100644 --- a/terraform/litellm/gcp/examples/default/deploystack.json +++ b/terraform/litellm/gcp/examples/default/deploystack.json @@ -27,6 +27,11 @@ "description": "Tag for the four litellm-* images (gateway, backend, ui, migrations). Bump together when bumping LiteLLM", "default": "v1.86.0-dev" }, + { + "name": "image_registry", + "description": "Artifact Registry path prefix for the four litellm-* images. Format: -docker.pkg.dev//litellm/berriai, pointing at the remote repo you created above. Substitute BOTH REGION and PROJECT_ID in the default to match the AR repo you just created (REGION must match the region you picked above). The ghcr.io/berriai default in the module does NOT work; Cloud Run rejects ghcr.io URIs at apply time", + "default": "REGION-docker.pkg.dev/PROJECT_ID/litellm/berriai" + }, { "name": "allow_plaintext_lb", "description": "Skip TLS on the load balancer (HTTP-only). Set true for trial/dev. For production, leave false and add lb_domains to terraform.tfvars after the first apply", From 38b28b96fff88fae1106b254e508b5cf89a2c20f Mon Sep 17 00:00:00 2001 From: Yassin Kortam Date: Sat, 6 Jun 2026 13:42:35 -0700 Subject: [PATCH 29/73] fix(terraform/gcp): abandon SQL user on destroy (#29855) google_sql_user.app issues DROP ROLE on destroy, which Postgres refuses because the role owns every table the migrations job created (75 objects). The previous deletion_policy=ABANDON on google_sql_database keeps the DB intact through destroy, so the role still owns its objects. Set the same policy on the user; the instance deletion takes both the database and the role with it anyway. --- terraform/litellm/gcp/cloudsql.tf | 2 ++ 1 file changed, 2 insertions(+) diff --git a/terraform/litellm/gcp/cloudsql.tf b/terraform/litellm/gcp/cloudsql.tf index 5d45721cea9..c9c2d03b2de 100644 --- a/terraform/litellm/gcp/cloudsql.tf +++ b/terraform/litellm/gcp/cloudsql.tf @@ -108,6 +108,8 @@ resource "google_sql_user" "app" { name = var.db_username instance = google_sql_database_instance.writer.name password = random_password.db_password.result + + deletion_policy = "ABANDON" } resource "google_secret_manager_secret" "db_password" { From 33c363d4d4a8047db235ab22916c79c7e2478c0d Mon Sep 17 00:00:00 2001 From: Mateo Wang <277851410+mateo-berri@users.noreply.github.com> Date: Sat, 6 Jun 2026 14:33:42 -0700 Subject: [PATCH 30/73] Extend the record/replay proxy to chat, embeddings, moderations, rerank, and Anthropic (#29847) * test(ci): extend record/replay proxy to chat, embeddings, moderations, rerank, anthropic The record/replay proxy that took the gpt-image-1 spend E2E off the live OpenAI path now fronts every provider, so the other real-provider E2Es stop paying for and depending on live calls each commit. It keys per upstream and selects a non-OpenAI provider by a /__recorder_upstream// path prefix carried on the model's api_base, since some litellm handlers (cohere rerank) drop custom request headers. Wired into build_and_test (chat, embeddings, moderations, image), the otel job (cohere rerank), and the anthropic-messages job via a reusable start_openai_record_replay_proxy command. Dropped the time.time()/uuid prompt cache-busters in the build_and_test chat tests, whose config has the response cache off, so identical requests are recordable. The image spend test now asserts a repeat call still bills spend, failing loudly if the proxy response cache is ever turned on. Responses, the anthropic passthrough, bedrock, and fake-endpoint tests are left live: their lifecycles, api_base assertions, providers, or fake targets make a stateless body-keyed cache either break them or add nothing. * docs(ci): note the recorder command's OpenAI default upstream and prefix override Addresses a review note: the shared start_openai_record_replay_proxy command defaults the upstream to OpenAI, so a non-OpenAI model must carry the /__recorder_upstream// prefix on its api_base. Document that in the command description so a future caller does not assume the default follows the provider. --- .circleci/config.yml | 48 ++-- .../example_config_yaml/otel_test_config.yaml | 1 + proxy_server_config.yaml | 17 +- tests/_openai_record_replay_proxy.py | 120 +++++++--- .../test_openai_record_replay_proxy.py | 206 ++++++++++++++++-- .../test_config.yaml | 1 + tests/test_keys.py | 18 +- tests/test_openai_endpoints.py | 5 +- 8 files changed, 345 insertions(+), 71 deletions(-) diff --git a/.circleci/config.yml b/.circleci/config.yml index e1872ff00ea..a8a33335ad7 100644 --- a/.circleci/config.yml +++ b/.circleci/config.yml @@ -111,6 +111,28 @@ commands: - wait_for_service: url: tcp://localhost:6379 timeout: "60" + start_openai_record_replay_proxy: + description: "Start the record/replay proxy (tests/_openai_record_replay_proxy.py) on host port 8090 and wait until healthy. Models whose api_base points here replay recorded provider responses, so the E2E run neither pays for nor depends on the live provider. The default upstream is OpenAI; a non-OpenAI model must point its api_base at /__recorder_upstream// so the recorder forwards there instead of defaulting to OpenAI. Run after uv deps are synced." + steps: + - run: + name: Start record/replay proxy + background: true + command: | + CASSETTE_REDIS_URL="$CASSETTE_REDIS_URL" \ + RECORDER_UPSTREAM_BASE_URL="https://api.openai.com" \ + uv run --no-sync python tests/_openai_record_replay_proxy.py --host 0.0.0.0 --port 8090 + - run: + name: Wait for record/replay proxy + command: | + for i in $(seq 1 30); do + if curl -sf http://localhost:8090/__recorder_health >/dev/null 2>&1; then + echo "record/replay proxy is up" + exit 0 + fi + sleep 1 + done + echo "record/replay proxy did not become ready" >&2 + exit 1 setup_litellm_enterprise_pip: steps: - run: @@ -1625,25 +1647,7 @@ jobs: command: | zstd -d litellm-docker-database.tar.zst --stdout | docker load docker tag litellm-docker-database:ci my-app:latest - - run: - name: Start OpenAI image record/replay proxy - background: true - command: | - CASSETTE_REDIS_URL="$CASSETTE_REDIS_URL" \ - RECORDER_UPSTREAM_BASE_URL="https://api.openai.com" \ - uv run --no-sync python tests/_openai_record_replay_proxy.py --host 0.0.0.0 --port 8090 - - run: - name: Wait for record/replay proxy - command: | - for i in $(seq 1 30); do - if curl -sf http://localhost:8090/__recorder_health >/dev/null 2>&1; then - echo "record/replay proxy is up" - exit 0 - fi - sleep 1 - done - echo "record/replay proxy did not become ready" >&2 - exit 1 + - start_openai_record_replay_proxy - run: name: Run Docker container command: | @@ -1674,7 +1678,7 @@ jobs: -e LANGFUSE_PROJECT2_PUBLIC=$LANGFUSE_PROJECT2_PUBLIC \ -e LANGFUSE_PROJECT1_SECRET=$LANGFUSE_PROJECT1_SECRET \ -e LANGFUSE_PROJECT2_SECRET=$LANGFUSE_PROJECT2_SECRET \ - -e IMAGE_GEN_RECORDER_BASE_URL=http://host.docker.internal:8090/v1 \ + -e RECORDER_OPENAI_BASE_URL=http://host.docker.internal:8090/v1 \ --add-host host.docker.internal:host-gateway \ --name my-app \ -v $(pwd)/proxy_server_config.yaml:/app/config.yaml \ @@ -1812,6 +1816,7 @@ jobs: command: | zstd -d litellm-docker-database.tar.zst --stdout | docker load docker images | grep litellm-docker-database + - start_openai_record_replay_proxy - run: name: Run Docker container # intentionally give bad redis credentials here @@ -1835,6 +1840,7 @@ jobs: -e DD_SITE=$DD_SITE \ -e AWS_REGION_NAME=$AWS_REGION_NAME \ -e COHERE_API_KEY=$COHERE_API_KEY \ + -e RECORDER_COHERE_BASE_URL=http://host.docker.internal:8090/__recorder_upstream/api.cohere.com \ -e GCS_FLUSH_INTERVAL="1" \ --add-host host.docker.internal:host-gateway \ --name my-app \ @@ -2400,6 +2406,7 @@ jobs: command: | zstd -d litellm-docker-database.tar.zst --stdout | docker load docker images | grep litellm-docker-database + - start_openai_record_replay_proxy - run: name: Run Docker container with test config command: | @@ -2408,6 +2415,7 @@ jobs: -e DATABASE_URL=postgresql://postgres:postgres@host.docker.internal:5432/circle_test \ -e LITELLM_MASTER_KEY="sk-1234" \ -e ANTHROPIC_API_KEY=$ANTHROPIC_API_KEY \ + -e RECORDER_ANTHROPIC_BASE_URL=http://host.docker.internal:8090/__recorder_upstream/api.anthropic.com \ -e AWS_ACCESS_KEY_ID=$AWS_ACCESS_KEY_ID \ -e AWS_SECRET_ACCESS_KEY=$AWS_SECRET_ACCESS_KEY \ -e AWS_REGION_NAME="us-east-1" \ diff --git a/litellm/proxy/example_config_yaml/otel_test_config.yaml b/litellm/proxy/example_config_yaml/otel_test_config.yaml index c05e2b1b5df..7f18e513437 100644 --- a/litellm/proxy/example_config_yaml/otel_test_config.yaml +++ b/litellm/proxy/example_config_yaml/otel_test_config.yaml @@ -19,6 +19,7 @@ model_list: litellm_params: model: cohere/rerank-english-v3.0 api_key: os.environ/COHERE_API_KEY + api_base: os.environ/RECORDER_COHERE_BASE_URL # In CI, routes through the record/replay proxy; unset elsewhere -> direct to Cohere - model_name: fake-azure-endpoint litellm_params: model: openai/429 diff --git a/proxy_server_config.yaml b/proxy_server_config.yaml index 7883a15e5a9..d0730094ce1 100644 --- a/proxy_server_config.yaml +++ b/proxy_server_config.yaml @@ -24,6 +24,7 @@ model_list: litellm_params: model: openai/gpt-4.1 api_key: os.environ/OPENAI_API_KEY # The `os.environ/` prefix tells litellm to read this from the env. See https://docs.litellm.ai/docs/simple_proxy#load-api-keys-from-vault + api_base: os.environ/RECORDER_OPENAI_BASE_URL # In CI, routes through the record/replay proxy; unset elsewhere -> direct to OpenAI rpm: 480 timeout: 300 stream_timeout: 60 @@ -35,6 +36,7 @@ model_list: litellm_params: model: openai/text-embedding-3-small api_key: os.environ/OPENAI_API_KEY + api_base: os.environ/RECORDER_OPENAI_BASE_URL # In CI, routes through the record/replay proxy; unset elsewhere -> direct to OpenAI model_info: mode: embedding base_model: text-embedding-3-small @@ -44,15 +46,20 @@ model_list: - model_name: openai-dall-e-3 # dall-e-3 deprecated 2026-05-12; underlying now gpt-image-1 litellm_params: model: gpt-image-1 - # In CI, IMAGE_GEN_RECORDER_BASE_URL points this at the record/replay proxy - # (tests/_openai_record_replay_proxy.py) so the image spend E2E doesn't depend - # on OpenAI's uptime every commit. Unset elsewhere, so it resolves to None and - # falls back to api.openai.com. + # In CI, RECORDER_OPENAI_BASE_URL points OpenAI models at the record/replay + # proxy (tests/_openai_record_replay_proxy.py) so the spend/cost E2Es don't + # depend on OpenAI's uptime every commit. Unset elsewhere, so it resolves to + # None and falls back to api.openai.com. - model_name: gpt-image-1 litellm_params: model: openai/gpt-image-1 api_key: os.environ/OPENAI_API_KEY - api_base: os.environ/IMAGE_GEN_RECORDER_BASE_URL + api_base: os.environ/RECORDER_OPENAI_BASE_URL + - model_name: text-moderation-stable + litellm_params: + model: openai/omni-moderation-latest + api_key: os.environ/OPENAI_API_KEY + api_base: os.environ/RECORDER_OPENAI_BASE_URL - model_name: fake-openai-endpoint litellm_params: model: openai/gpt-5-mini diff --git a/tests/_openai_record_replay_proxy.py b/tests/_openai_record_replay_proxy.py index 1413b1ab746..9afcabb474a 100644 --- a/tests/_openai_record_replay_proxy.py +++ b/tests/_openai_record_replay_proxy.py @@ -1,17 +1,22 @@ -"""Record/replay reverse proxy for the dockerized image-gen spend E2E. +"""Record/replay reverse proxy for the dockerized real-provider spend E2Es. -The spend-accuracy test ``tests/test_keys.py:: -test_key_info_spend_values_image_generation`` runs the litellm proxy in its own -container and curls it over real HTTP, then asserts the proxy tracked a nonzero -spend for a ``gpt-image-1`` call. That call wildcard-routes to ``openai/*`` on -the real key, so every commit run hit api.openai.com for a paid image and was -exposed to OpenAI outages (the 401 that started this). +Several E2E tests run the litellm proxy in its own container and curl it over +real HTTP, then assert on spend, cost, or rerank output. Those calls reach real +provider APIs (OpenAI image gen and chat, Cohere rerank, Anthropic messages), +so every commit run paid for them and was exposed to provider outages (the 401 +that started this). -This process sits between the proxy and api.openai.com. The proxy points only -its image model's ``api_base`` here; nothing else about the topology changes. -The first request (or the first after a recording lapses) is forwarded live to -OpenAI and recorded; subsequent requests within the TTL replay the recorded -response, so the per-commit run no longer depends on OpenAI being up. +This process sits between the proxy and the provider. A model points its +``api_base`` here; nothing else about the topology changes. The first request +(or the first after a recording lapses) is forwarded live to the provider and +recorded; subsequent identical requests within the TTL replay the recorded +response, so the per-commit run no longer depends on the provider being up. + +One recorder fronts every provider. The default upstream is api.openai.com; a +non-OpenAI model points its ``api_base`` at ``/__recorder_upstream/`` so +the recorder forwards to ``https://`` (folded into the cache key so two +providers sharing a path can't collide). Routing rides ``api_base`` because +some provider handlers drop custom request headers. Recordings live in the same Redis cassette store as the VCR persister (``CASSETTE_REDIS_URL``) and expire ``CASSETTE_TTL_SECONDS`` after their last @@ -43,6 +48,12 @@ RECORD_KEY_PREFIX = "litellm:openai:record:" RECORDER_REDIS_URL_ENV = "CASSETTE_REDIS_URL" UPSTREAM_BASE_URL_ENV = "RECORDER_UPSTREAM_BASE_URL" DEFAULT_UPSTREAM_BASE_URL = "https://api.openai.com" +# One recorder fronts many providers. A non-default provider is addressed by +# prefixing the request path with ``/__recorder_upstream//`` via the +# model's ``api_base``. This rides ``api_base`` (which every litellm provider +# honours) rather than a custom header (which some provider handlers, e.g. +# cohere rerank, silently drop). +UPSTREAM_PATH_PREFIX = "/__recorder_upstream/" Headers = List[Tuple[str, str]] UpstreamResult = Tuple[int, Headers, bytes] @@ -72,11 +83,25 @@ _STRIPPED_RESPONSE_HEADERS = frozenset( ) +def _resolve_upstream(path: str, default_upstream: str) -> Tuple[str, str]: + """Map an incoming request path to ``(upstream_base_url, real_path)``. + + A path under ``/__recorder_upstream//...`` targets that provider; any + other path goes to the default upstream unchanged. + """ + if path.startswith(UPSTREAM_PATH_PREFIX): + host, _, rest = path[len(UPSTREAM_PATH_PREFIX) :].partition("/") + return f"https://{host}", f"/{rest}" + return default_upstream, path + + def _canonical_body(body: bytes) -> bytes: if not body: return b"" try: - return json.dumps(json.loads(body), sort_keys=True, separators=(",", ":")).encode("utf-8") + return json.dumps( + json.loads(body), sort_keys=True, separators=(",", ":") + ).encode("utf-8") except (ValueError, TypeError): return body @@ -86,11 +111,12 @@ def _sanitize_headers(headers: Headers) -> Headers: class OpenAIRecordReplay: - """Record-once / replay-from-Redis for upstream OpenAI HTTP calls. + """Record-once / replay-from-Redis for upstream provider HTTP calls. ``redis_client`` is injected so the process wiring and the tests share one code path; pass ``None`` to run as a pure live passthrough (local dev with - no cassette Redis). + no cassette Redis). ``upstream_base_url`` is the default provider; per + request it can be overridden by a ``/__recorder_upstream//`` path. """ def __init__( @@ -105,10 +131,16 @@ class OpenAIRecordReplay: self._ttl_seconds = ttl_seconds @staticmethod - def record_key(method: str, path: str, body: bytes) -> str: + def record_key( + method: str, + path: str, + body: bytes, + upstream_base_url: str = DEFAULT_UPSTREAM_BASE_URL, + ) -> str: digest = hashlib.sha256( b"\n".join( [ + upstream_base_url.rstrip("/").encode("utf-8"), method.upper().encode("utf-8"), path.encode("utf-8"), _canonical_body(body), @@ -117,8 +149,18 @@ class OpenAIRecordReplay: ).hexdigest() return f"{RECORD_KEY_PREFIX}{digest}" - async def handle(self, method: str, path: str, body: bytes, fetch_upstream: FetchUpstream) -> UpstreamResult: - key = self.record_key(method, path, body) + async def handle( + self, + method: str, + path: str, + body: bytes, + fetch_upstream: FetchUpstream, + *, + upstream_base_url: Optional[str] = None, + ) -> UpstreamResult: + key = self.record_key( + method, path, body, upstream_base_url or self.upstream_base_url + ) cached = self._cache_get(key) if cached is not None: _LOGGER.info("HIT replayed from cassette: %s %s", method, path) @@ -127,7 +169,12 @@ class OpenAIRecordReplay: status, headers, resp_body = await fetch_upstream() sanitized = _sanitize_headers(headers) if not (200 <= status < 300): - _LOGGER.info("MISS forwarded live, not cached (status=%s): %s %s", status, method, path) + _LOGGER.info( + "MISS forwarded live, not cached (status=%s): %s %s", + status, + method, + path, + ) elif self._cache_set(key, status, sanitized, resp_body): _LOGGER.info("MISS forwarded live and recorded: %s %s", method, path) else: @@ -220,7 +267,9 @@ def create_app(recorder: Optional[OpenAIRecordReplay] = None, http_client=None): if recorder is None: recorder = OpenAIRecordReplay( redis_client=_build_default_redis_client(), - upstream_base_url=os.environ.get(UPSTREAM_BASE_URL_ENV, DEFAULT_UPSTREAM_BASE_URL), + upstream_base_url=os.environ.get( + UPSTREAM_BASE_URL_ENV, DEFAULT_UPSTREAM_BASE_URL + ), ) owns_client = http_client is None client = http_client or httpx.AsyncClient(timeout=httpx.Timeout(120.0)) @@ -239,14 +288,21 @@ def create_app(recorder: Optional[OpenAIRecordReplay] = None, http_client=None): async def proxy(request): body = await request.body() - path = request.url.path - full_path = f"{path}?{request.url.query}" if request.url.query else path + upstream_base_url, real_path = _resolve_upstream( + request.url.path, recorder.upstream_base_url + ) + upstream_base_url = upstream_base_url.rstrip("/") + full_path = ( + f"{real_path}?{request.url.query}" if request.url.query else real_path + ) async def fetch_upstream() -> UpstreamResult: - fwd_headers = {k: v for k, v in request.headers.items() if k.lower() != "host"} + fwd_headers = { + k: v for k, v in request.headers.items() if k.lower() != "host" + } upstream = await client.request( request.method, - f"{recorder.upstream_base_url}{full_path}", + f"{upstream_base_url}{full_path}", content=body, headers=fwd_headers, ) @@ -256,13 +312,21 @@ def create_app(recorder: Optional[OpenAIRecordReplay] = None, http_client=None): upstream.content, ) - status, headers, resp_body = await recorder.handle(request.method, full_path, body, fetch_upstream) + status, headers, resp_body = await recorder.handle( + request.method, + full_path, + body, + fetch_upstream, + upstream_base_url=upstream_base_url, + ) return Response(content=resp_body, status_code=status, headers=dict(headers)) return Starlette( routes=[ Route("/__recorder_health", health, methods=["GET"]), - Route("/{path:path}", proxy, methods=["GET", "POST", "PUT", "PATCH", "DELETE"]), + Route( + "/{path:path}", proxy, methods=["GET", "POST", "PUT", "PATCH", "DELETE"] + ), ], lifespan=lifespan, ) @@ -273,7 +337,9 @@ if __name__ == "__main__": import uvicorn - logging.basicConfig(level=logging.INFO, format="%(asctime)s %(levelname)s %(name)s %(message)s") + logging.basicConfig( + level=logging.INFO, format="%(asctime)s %(levelname)s %(name)s %(message)s" + ) parser = argparse.ArgumentParser(description=__doc__) parser.add_argument("--host", default="0.0.0.0") parser.add_argument("--port", type=int, default=8090) diff --git a/tests/llm_translation/test_openai_record_replay_proxy.py b/tests/llm_translation/test_openai_record_replay_proxy.py index f2624c79575..b0ddd6f14a7 100644 --- a/tests/llm_translation/test_openai_record_replay_proxy.py +++ b/tests/llm_translation/test_openai_record_replay_proxy.py @@ -12,7 +12,9 @@ sys.path.insert(0, os.path.abspath(os.path.join(os.path.dirname(__file__), "..", from tests._openai_record_replay_proxy import ( # noqa: E402 CASSETTE_TTL_SECONDS, RECORD_KEY_PREFIX, + UPSTREAM_PATH_PREFIX, OpenAIRecordReplay, + _resolve_upstream, ) _OK_BODY = b'{"data":[{"b64_json":"aW1n"}],"usage":{"total_tokens":42}}' @@ -24,7 +26,9 @@ class _Upstream: def __init__(self, status=200, headers=None, body=_OK_BODY): self.calls = 0 self._status = status - self._headers = headers if headers is not None else [("content-type", "application/json")] + self._headers = ( + headers if headers is not None else [("content-type", "application/json")] + ) self._body = body async def __call__(self): @@ -33,7 +37,9 @@ class _Upstream: def _recorder(client=None): - return OpenAIRecordReplay(client if client is not None else fakeredis.FakeStrictRedis()) + return OpenAIRecordReplay( + client if client is not None else fakeredis.FakeStrictRedis() + ) def _run(coro): @@ -46,13 +52,17 @@ def test_miss_forwards_to_upstream_and_records(): upstream = _Upstream() status, headers, body = _run( - recorder.handle("POST", "/v1/images/generations", b'{"model":"gpt-image-1"}', upstream) + recorder.handle( + "POST", "/v1/images/generations", b'{"model":"gpt-image-1"}', upstream + ) ) assert upstream.calls == 1 assert status == 200 assert body == _OK_BODY - key = OpenAIRecordReplay.record_key("POST", "/v1/images/generations", b'{"model":"gpt-image-1"}') + key = OpenAIRecordReplay.record_key( + "POST", "/v1/images/generations", b'{"model":"gpt-image-1"}' + ) assert key.startswith(RECORD_KEY_PREFIX) assert fake.get(key) is not None @@ -74,15 +84,27 @@ def test_different_body_is_a_separate_recording(): recorder = _recorder() upstream = _Upstream() - _run(recorder.handle("POST", "/v1/images/generations", b'{"prompt":"otter"}', upstream)) - _run(recorder.handle("POST", "/v1/images/generations", b'{"prompt":"seal"}', upstream)) + _run( + recorder.handle( + "POST", "/v1/images/generations", b'{"prompt":"otter"}', upstream + ) + ) + _run( + recorder.handle( + "POST", "/v1/images/generations", b'{"prompt":"seal"}', upstream + ) + ) assert upstream.calls == 2 def test_record_key_ignores_json_key_order(): - a = OpenAIRecordReplay.record_key("POST", "/v1/images/generations", b'{"model":"x","prompt":"y"}') - b = OpenAIRecordReplay.record_key("POST", "/v1/images/generations", b'{"prompt":"y","model":"x"}') + a = OpenAIRecordReplay.record_key( + "POST", "/v1/images/generations", b'{"model":"x","prompt":"y"}' + ) + b = OpenAIRecordReplay.record_key( + "POST", "/v1/images/generations", b'{"prompt":"y","model":"x"}' + ) assert a == b @@ -126,8 +148,12 @@ def test_replay_drops_framing_headers_so_server_recomputes(): ) body_in = b'{"model":"gpt-image-1"}' - _, live_headers, _ = _run(recorder.handle("POST", "/v1/images/generations", body_in, upstream)) - _, replay_headers, _ = _run(recorder.handle("POST", "/v1/images/generations", body_in, upstream)) + _, live_headers, _ = _run( + recorder.handle("POST", "/v1/images/generations", body_in, upstream) + ) + _, replay_headers, _ = _run( + recorder.handle("POST", "/v1/images/generations", body_in, upstream) + ) for headers in (live_headers, replay_headers): names = {k.lower() for k, _ in headers} @@ -151,7 +177,9 @@ def test_non_2xx_response_is_not_cached(): body_in = b'{"model":"gpt-image-1"}' key = OpenAIRecordReplay.record_key("POST", "/v1/images/generations", body_in) - status, _, _ = _run(recorder.handle("POST", "/v1/images/generations", body_in, upstream)) + status, _, _ = _run( + recorder.handle("POST", "/v1/images/generations", body_in, upstream) + ) assert status == 500 assert fake.get(key) is None @@ -238,9 +266,16 @@ def test_handle_warns_when_recording_not_persisted(caplog): upstream = _Upstream() with caplog.at_level(logging.WARNING, logger="openai_record_replay"): - _run(recorder.handle("POST", "/v1/images/generations", b'{"model":"gpt-image-1"}', upstream)) + _run( + recorder.handle( + "POST", "/v1/images/generations", b'{"model":"gpt-image-1"}', upstream + ) + ) - assert any(r.levelno == logging.WARNING and "NOT recorded" in r.getMessage() for r in caplog.records) + assert any( + r.levelno == logging.WARNING and "NOT recorded" in r.getMessage() + for r in caplog.records + ) def test_log_startup_mode_distinguishes_replay_from_passthrough(caplog): @@ -264,4 +299,147 @@ def test_log_startup_mode_warns_when_redis_configured_but_unreachable(caplog): with caplog.at_level(logging.WARNING, logger="openai_record_replay"): _recorder(_UnreachableRedis()).log_startup_mode() - assert any(r.levelno == logging.WARNING and "DEGRADED" in r.getMessage() for r in caplog.records) + assert any( + r.levelno == logging.WARNING and "DEGRADED" in r.getMessage() + for r in caplog.records + ) + + +def test_record_key_distinguishes_upstreams(): + """One recorder fronts many providers; an identical path+body to two of them + must not collide into one recording.""" + args = ("POST", "/v1/rerank", b'{"query":"x"}') + cohere = OpenAIRecordReplay.record_key(*args, "https://api.cohere.com") + anthropic = OpenAIRecordReplay.record_key(*args, "https://api.anthropic.com") + assert cohere != anthropic + + +def test_same_path_and_body_to_different_upstreams_record_separately(): + fake = fakeredis.FakeStrictRedis() + recorder = _recorder(fake) + cohere_upstream = _Upstream(body=b'{"from":"cohere"}') + anthropic_upstream = _Upstream(body=b'{"from":"anthropic"}') + body = b'{"query":"x"}' + + first = _run( + recorder.handle( + "POST", + "/v1/rerank", + body, + cohere_upstream, + upstream_base_url="https://api.cohere.com", + ) + ) + second = _run( + recorder.handle( + "POST", + "/v1/rerank", + body, + anthropic_upstream, + upstream_base_url="https://api.anthropic.com", + ) + ) + + assert cohere_upstream.calls == 1 and anthropic_upstream.calls == 1 + assert first[2] == b'{"from":"cohere"}' + assert second[2] == b'{"from":"anthropic"}' + + replayed = _run( + recorder.handle( + "POST", + "/v1/rerank", + body, + cohere_upstream, + upstream_base_url="https://api.cohere.com", + ) + ) + assert cohere_upstream.calls == 1 + assert replayed[2] == b'{"from":"cohere"}' + + +def test_resolve_upstream_prefix_selects_host_and_strips_it(): + upstream, real_path = _resolve_upstream( + f"{UPSTREAM_PATH_PREFIX}api.cohere.com/v2/rerank", "https://api.openai.com" + ) + assert upstream == "https://api.cohere.com" + assert real_path == "/v2/rerank" + + +def test_resolve_upstream_without_prefix_uses_default(): + upstream, real_path = _resolve_upstream("/v1/embeddings", "https://api.openai.com") + assert upstream == "https://api.openai.com" + assert real_path == "/v1/embeddings" + + +class _Resp: + def __init__(self, status, headers, body): + self.status_code = status + self.headers = dict(headers) + self.content = body + + +class _CapturingClient: + """Captures the upstream request the app makes so routing can be asserted.""" + + def __init__(self, status=200, headers=None, body=b'{"ok":true}'): + self.calls = [] + self._status = status + self._headers = ( + headers if headers is not None else [("content-type", "application/json")] + ) + self._body = body + + async def request(self, method, url, *, content, headers): + self.calls.append({"method": method, "url": url, "headers": headers}) + return _Resp(self._status, self._headers, self._body) + + async def aclose(self): + pass + + +def test_upstream_prefix_routes_live_call_to_named_host_and_preserves_auth(): + """A non-OpenAI model routes by the path prefix; the prefix selects the real + provider host and the caller's auth header must pass through unchanged.""" + from starlette.testclient import TestClient + + from tests._openai_record_replay_proxy import create_app + + client = _CapturingClient() + app = create_app( + recorder=OpenAIRecordReplay(fakeredis.FakeStrictRedis()), http_client=client + ) + + with TestClient(app) as tc: + resp = tc.post( + f"{UPSTREAM_PATH_PREFIX}api.anthropic.com/v1/messages", + content=b'{"model":"claude"}', + headers={"x-api-key": "secret", "anthropic-version": "2023-06-01"}, + ) + + assert resp.status_code == 200 + assert len(client.calls) == 1 + call = client.calls[0] + assert call["url"] == "https://api.anthropic.com/v1/messages" + forwarded = {k.lower() for k in call["headers"]} + assert "host" not in forwarded + assert "x-api-key" in forwarded + + +def test_no_prefix_falls_back_to_default_openai_upstream(): + from starlette.testclient import TestClient + + from tests._openai_record_replay_proxy import create_app + + client = _CapturingClient() + app = create_app( + recorder=OpenAIRecordReplay(fakeredis.FakeStrictRedis()), http_client=client + ) + + with TestClient(app) as tc: + tc.post( + "/v1/embeddings", + content=b'{"input":"hi"}', + headers={"authorization": "Bearer k"}, + ) + + assert client.calls[0]["url"] == "https://api.openai.com/v1/embeddings" diff --git a/tests/proxy_e2e_anthropic_messages_tests/test_config.yaml b/tests/proxy_e2e_anthropic_messages_tests/test_config.yaml index 715e27e38da..1b91d975648 100644 --- a/tests/proxy_e2e_anthropic_messages_tests/test_config.yaml +++ b/tests/proxy_e2e_anthropic_messages_tests/test_config.yaml @@ -3,6 +3,7 @@ model_list: litellm_params: model: "anthropic/claude-sonnet-4-5-20250929" api_key: os.environ/ANTHROPIC_API_KEY + api_base: os.environ/RECORDER_ANTHROPIC_BASE_URL # In CI, routes through the record/replay proxy; unset elsewhere -> direct to Anthropic - model_name: bedrock-claude-sonnet-3.5 litellm_params: diff --git a/tests/test_keys.py b/tests/test_keys.py index e6bda59c2cc..89977d43676 100644 --- a/tests/test_keys.py +++ b/tests/test_keys.py @@ -2,7 +2,7 @@ ## Tests /key endpoints. import pytest -import asyncio, time, uuid +import asyncio, uuid import aiohttp from openai import AsyncOpenAI import sys, os @@ -272,7 +272,7 @@ async def chat_completion_streaming(session, key, model="gpt-4"): client = AsyncOpenAI(api_key=key, base_url="http://0.0.0.0:4000") messages = [ {"role": "system", "content": "You are a helpful assistant"}, - {"role": "user", "content": f"Hello! {time.time()}"}, + {"role": "user", "content": "Hello!"}, ] prompt_tokens = litellm.token_counter(model="gpt-35-turbo", messages=messages) data = { @@ -620,6 +620,20 @@ async def test_key_info_spend_values_image_generation(): spend = key_info["info"]["spend"] assert spend > 0 + # The record/replay proxy serves this identical second call from its + # cassette (free), but the proxy must still bill it. If the proxy's own + # response cache were on, the repeat would be a $0 cache hit and spend + # would not move, silently zeroing recorded-call spend; assert it grows. + await image_generation(session=session, key=key) + await asyncio.sleep(5) + key_info = await retry_request( + get_key_info, session=session, get_key=key, call_key=key + ) + assert key_info["info"]["spend"] > spend, ( + "spend did not increase on an identical repeat image call; the proxy " + "response cache appears to be ON, which would zero recorded-call spend" + ) + @pytest.mark.skip(reason="Frequent check on ci/cd leads to read timeout issue.") @pytest.mark.asyncio diff --git a/tests/test_openai_endpoints.py b/tests/test_openai_endpoints.py index 880cc1ebbef..8d01651c586 100644 --- a/tests/test_openai_endpoints.py +++ b/tests/test_openai_endpoints.py @@ -5,7 +5,6 @@ import asyncio import aiohttp, openai from openai import OpenAI, AsyncOpenAI, AzureOpenAI, AsyncAzureOpenAI from typing import Optional, List, Union -from litellm._uuid import uuid LITELLM_MASTER_KEY = "sk-1234" @@ -82,7 +81,7 @@ async def moderation(session, key): "Authorization": f"Bearer {key}", "Content-Type": "application/json", } - data = {"input": "I want to kill the cat."} + data = {"model": "text-moderation-stable", "input": "I want to kill the cat."} async with session.post(url, headers=headers, json=data) as response: status = response.status @@ -107,7 +106,7 @@ async def chat_completion(session, key, model: Union[str, List] = "gpt-4"): "model": model, "messages": [ {"role": "system", "content": "You are a helpful assistant."}, - {"role": "user", "content": f"Hello! {uuid.uuid4()}"}, + {"role": "user", "content": "Hello!"}, ], } From f1667b9137188b3ea16441a543533aff9b4c45e0 Mon Sep 17 00:00:00 2001 From: yuneng-jiang Date: Sat, 6 Jun 2026 14:44:54 -0700 Subject: [PATCH 31/73] chore(deps): bump deps (#29860) MIME-Version: 1.0 Content-Type: text/plain; charset=UTF-8 Content-Transfer-Encoding: 8bit * bump: version 0.4.73 → 0.4.74 * bump: version 1.88.0 → 1.89.0 * uv lock --- litellm-proxy-extras/pyproject.toml | 4 ++-- pyproject.toml | 6 +++--- uv.lock | 6 +++--- 3 files changed, 8 insertions(+), 8 deletions(-) diff --git a/litellm-proxy-extras/pyproject.toml b/litellm-proxy-extras/pyproject.toml index 0654f17ec68..e2a86205fc5 100644 --- a/litellm-proxy-extras/pyproject.toml +++ b/litellm-proxy-extras/pyproject.toml @@ -1,6 +1,6 @@ [project] name = "litellm-proxy-extras" -version = "0.4.73" +version = "0.4.74" description = "Additional files for the LiteLLM Proxy. Reduces the size of the main litellm package." readme = "README.md" requires-python = ">=3.9" @@ -26,7 +26,7 @@ required-version = ">=0.10.9" module-root = "" [tool.commitizen] -version = "0.4.73" +version = "0.4.74" version_files = [ "pyproject.toml:^version", "../pyproject.toml:litellm-proxy-extras==", diff --git a/pyproject.toml b/pyproject.toml index bc252d3b135..577e800d79b 100644 --- a/pyproject.toml +++ b/pyproject.toml @@ -1,6 +1,6 @@ [project] name = "litellm" -version = "1.88.0" +version = "1.89.0" description = "Library to easily interface with LLM API providers" readme = "README.md" requires-python = ">=3.10, <3.14" @@ -62,7 +62,7 @@ proxy = [ "azure-identity>=1.25.2,<2.0", "azure-storage-blob>=12.28.0,<13.0", "mcp>=1.26.0,<2.0", - "litellm-proxy-extras==0.4.73", + "litellm-proxy-extras==0.4.74", "litellm-enterprise==0.1.42", "RestrictedPython>=8.1,<9.0", "rich>=13.9.4,<14.0", @@ -260,7 +260,7 @@ source-exclude = [ profile = "black" [tool.commitizen] -version = "1.88.0" +version = "1.89.0" version_files = [ "pyproject.toml:^version", ] diff --git a/uv.lock b/uv.lock index db2c5cbb72a..4386fce1b4d 100644 --- a/uv.lock +++ b/uv.lock @@ -9,7 +9,7 @@ resolution-markers = [ ] [options] -exclude-newer = "2026-05-28T03:32:27.927695Z" +exclude-newer = "2026-06-03T21:40:52.018333Z" exclude-newer-span = "P3D" [manifest] @@ -3276,7 +3276,7 @@ wheels = [ [[package]] name = "litellm" -version = "1.88.0" +version = "1.89.0" source = { editable = "." } dependencies = [ { name = "aiohttp" }, @@ -3636,7 +3636,7 @@ source = { editable = "enterprise" } [[package]] name = "litellm-proxy-extras" -version = "0.4.73" +version = "0.4.74" source = { editable = "litellm-proxy-extras" } [[package]] From 68d67212cdc11aed3bbfcffc4dddeffd95001aa6 Mon Sep 17 00:00:00 2001 From: Yassin Kortam Date: Sat, 6 Jun 2026 14:57:41 -0700 Subject: [PATCH 32/73] fix: 400 on Anthropic context overflow; seed identity on failed auth (#29848) --- litellm/integrations/otel/logger.py | 9 +- .../exception_mapping_utils.py | 6 +- litellm/proxy/auth/auth_exception_handler.py | 30 ++++- litellm/proxy/auth/user_api_key_auth.py | 2 + .../test_exception_mapping_utils.py | 27 ++++ .../proxy/auth/test_auth_exception_handler.py | 117 +++++++++++++++++- 6 files changed, 182 insertions(+), 9 deletions(-) diff --git a/litellm/integrations/otel/logger.py b/litellm/integrations/otel/logger.py index 57738c356f7..5e683ce7b99 100644 --- a/litellm/integrations/otel/logger.py +++ b/litellm/integrations/otel/logger.py @@ -15,6 +15,7 @@ from litellm.integrations.otel.model.baggage import promoted_baggage from litellm.integrations.otel.model.config import OpenTelemetryV2Config from litellm.integrations.otel.plumbing.context import ( is_recordable_span, + request_root_span, resolve_parent_context, resolve_request_span_context, set_request_baggage, @@ -435,8 +436,12 @@ class OpenTelemetryV2(CustomLogger): attach(set_request_baggage(bag, context=get_current())) # The server span was started by the instrumentor before this ran, # so the Baggage processor (which only fires at span start) won't - # backfill it — stamp identity on it directly. - server_span = get_current_span() + # backfill it — stamp identity on it directly. Prefer the anchored + # root span over the ambient one so identity still lands on the + # server span when seeding from inside the live ``auth`` phase span + # (the auth-failure path), where ``get_current_span`` is the phase + # span, not the request's root. + server_span = request_root_span() or get_current_span() if is_recordable_span(server_span): # Re-capture the anchor here too: this runs post-auth with the # server span active and covers entrypoints that bypass diff --git a/litellm/litellm_core_utils/exception_mapping_utils.py b/litellm/litellm_core_utils/exception_mapping_utils.py index 95658d08767..ffaa5140916 100644 --- a/litellm/litellm_core_utils/exception_mapping_utils.py +++ b/litellm/litellm_core_utils/exception_mapping_utils.py @@ -655,7 +655,11 @@ def exception_type( # type: ignore # noqa: PLR0915 custom_llm_provider == "anthropic" or custom_llm_provider == "anthropic_text" ): # one of the anthropics - if "prompt is too long" in error_str or "prompt: length" in error_str: + if ( + "prompt is too long" in error_str + or "prompt: length" in error_str + or ExceptionCheckers.is_error_str_context_window_exceeded(error_str) + ): exception_mapping_worked = True raise ContextWindowExceededError( message="AnthropicError - {}".format(error_str), diff --git a/litellm/proxy/auth/auth_exception_handler.py b/litellm/proxy/auth/auth_exception_handler.py index 431db4254eb..e06ac760237 100644 --- a/litellm/proxy/auth/auth_exception_handler.py +++ b/litellm/proxy/auth/auth_exception_handler.py @@ -14,6 +14,7 @@ from litellm.proxy._types import ( ProxyException, UserAPIKeyAuth, ) +from litellm.integrations.otel.runtime import seed_request_identity from litellm.proxy.auth.auth_utils import _get_request_ip_address from litellm.proxy.db.exception_handler import PrismaDBExceptionHandler from litellm.types.services import ServiceTypes @@ -41,6 +42,7 @@ class UserAPIKeyAuthExceptionHandler: route: str, parent_otel_span: Optional[Span], api_key: str, + resolved_identity: Optional[UserAPIKeyAuth] = None, ) -> UserAPIKeyAuth: """ Handles Connection Errors when reading a Virtual Key from LiteLLM DB @@ -100,12 +102,30 @@ class UserAPIKeyAuthExceptionHandler: extra={"requester_ip": requester_ip}, ) - # Log this exception to OTEL, Datadog etc - user_api_key_dict = UserAPIKeyAuth( - parent_otel_span=parent_otel_span, - api_key=api_key, - request_route=route, + # Log this exception to OTEL, Datadog etc. Reuse the identity resolved + # before the failure (team alias/id, metadata, user) so the failed span + # is labeled — a fresh UserAPIKeyAuth here would drop everything auth had + # already looked up (e.g. an expired key whose team/user is known). Copy + # so the handler is side-effect-free for the caller's identity object. + user_api_key_dict = ( + resolved_identity.model_copy() + if resolved_identity is not None + else UserAPIKeyAuth() ) + user_api_key_dict.parent_otel_span = parent_otel_span + user_api_key_dict.request_route = route + user_api_key_dict.api_key = ( + user_api_key_dict.api_key or UserAPIKeyAuth(api_key=api_key).api_key + ) + + # Stamp identity onto the request's server span now, before the request + # is rejected; the OTEL failure hooks don't touch the server span, so + # without this the failed trace would carry no team/key attributes. + seed_request_identity( + user_api_key_dict, + model=request_data.get("model"), + ) + # Allow callbacks to transform the error response transformed_exception = await proxy_logging_obj.post_call_failure_hook( request_data=request_data, diff --git a/litellm/proxy/auth/user_api_key_auth.py b/litellm/proxy/auth/user_api_key_auth.py index 92765fc8eac..a5501fefa4e 100644 --- a/litellm/proxy/auth/user_api_key_auth.py +++ b/litellm/proxy/auth/user_api_key_auth.py @@ -2070,6 +2070,7 @@ async def _user_api_key_auth_builder( # noqa: PLR0915 route=route, parent_otel_span=parent_otel_span, api_key=api_key, + resolved_identity=valid_token, ) @@ -2558,6 +2559,7 @@ async def user_api_key_auth( route=route, parent_otel_span=user_api_key_auth_obj.parent_otel_span, api_key=api_key, + resolved_identity=user_api_key_auth_obj, ) # Defense-in-depth: ``_user_api_key_auth_builder`` has multiple early-return diff --git a/tests/test_litellm/litellm_core_utils/test_exception_mapping_utils.py b/tests/test_litellm/litellm_core_utils/test_exception_mapping_utils.py index c768e8b6b1c..7dab0e02623 100644 --- a/tests/test_litellm/litellm_core_utils/test_exception_mapping_utils.py +++ b/tests/test_litellm/litellm_core_utils/test_exception_mapping_utils.py @@ -286,6 +286,33 @@ def test_lemonade_context_window_error_mapping(): assert excinfo.value.model == model +@pytest.mark.parametrize( + "error_message", + [ + "AnthropicException - prompt is too long: 250000 tokens > 200000 maximum", + "AnthropicException - input length and max_tokens exceed context limit: " + "200000 + 8000 > 200000, decrease input length or max_tokens and try again", + ], +) +def test_anthropic_context_window_error_mapping(error_message): + """Anthropic context-window overflows (input too long, or input + max_tokens + over the context limit) must map to ContextWindowExceededError (400) even when + the upstream exception carries no ``status_code`` attribute. Previously only + "prompt is too long" was special-cased, so the "exceed context limit" phrasing + fell through to a generic APIConnectionError (500).""" + original_exception = Exception(error_message) + + with pytest.raises(litellm.ContextWindowExceededError) as excinfo: + exception_type( + model="claude-sonnet-4-5", + original_exception=original_exception, + custom_llm_provider="anthropic", + ) + + assert excinfo.value.status_code == 400 + assert excinfo.value.llm_provider == "anthropic" + + # Test cases for Vertex AI RateLimitError mapping # As per https://github.com/BerriAI/litellm/issues/16189 vertex_rate_limit_test_cases = [ diff --git a/tests/test_litellm/proxy/auth/test_auth_exception_handler.py b/tests/test_litellm/proxy/auth/test_auth_exception_handler.py index 4ccde85dae2..27f6015e6f4 100644 --- a/tests/test_litellm/proxy/auth/test_auth_exception_handler.py +++ b/tests/test_litellm/proxy/auth/test_auth_exception_handler.py @@ -25,7 +25,7 @@ sys.path.insert( ) # Adds the parent directory to the system path from litellm._logging import verbose_proxy_logger -from litellm.proxy._types import ProxyErrorTypes, ProxyException +from litellm.proxy._types import ProxyErrorTypes, ProxyException, UserAPIKeyAuth from litellm.proxy.auth.auth_exception_handler import UserAPIKeyAuthExceptionHandler @@ -183,3 +183,118 @@ async def test_route_passed_to_post_call_failure_hook(): mock_post_call_failure_hook.assert_called_once() call_args = mock_post_call_failure_hook.call_args[1] assert call_args["user_api_key_dict"].request_route == test_route + + +@pytest.mark.asyncio +async def test_resolved_identity_exported_on_auth_failure(): + """Regression: when auth fails AFTER the key/team/user identity is resolved + (e.g. an expired key), that identity must still reach the failure logging / + span instead of being dropped for a blank UserAPIKeyAuth. Before the fix the + handler built a fresh empty object, so the failed trace showed no team alias, + team id, or metadata.""" + handler = UserAPIKeyAuthExceptionHandler() + + resolved_identity = UserAPIKeyAuth( + token="hashed-token", + team_id="team-123", + team_alias="acme-team", + user_id="user-456", + metadata={"foo": "bar"}, + team_metadata={"baz": "qux"}, + ) + + expired_key_error = ProxyException( + message="Authentication Error - Expired Key.", + type=ProxyErrorTypes.expired_key, + param="sk-...", + code=status.HTTP_401_UNAUTHORIZED, + ) + + seeded = {} + + def _capture_seed(user_api_key_dict, model=None): + seeded["dict"] = user_api_key_dict + seeded["model"] = model + + with ( + patch( + "litellm.proxy.auth.auth_exception_handler.seed_request_identity", + side_effect=_capture_seed, + ) as mock_seed, + patch( + "litellm.proxy.proxy_server.proxy_logging_obj.post_call_failure_hook", + new_callable=AsyncMock, + ) as mock_hook, + patch( + "litellm.proxy.proxy_server.general_settings", + {"allow_requests_on_db_unavailable": False}, + ), + ): + with pytest.raises(ProxyException): + await handler._handle_authentication_error( + expired_key_error, + MagicMock(), + {"model": "gpt-4o"}, + "/v1/chat/completions", + None, + "sk-raw-key", + resolved_identity=resolved_identity, + ) + + # The identity that auth already resolved is what gets logged on failure. + logged = mock_hook.call_args[1]["user_api_key_dict"] + assert logged.team_id == "team-123" + assert logged.team_alias == "acme-team" + assert logged.user_id == "user-456" + assert logged.metadata == {"foo": "bar"} + assert logged.team_metadata == {"baz": "qux"} + assert logged.request_route == "/v1/chat/completions" + + # And it is stamped onto the span eagerly, before the request is rejected. + mock_seed.assert_called_once() + assert seeded["dict"] is logged + assert seeded["dict"].team_alias == "acme-team" + assert seeded["model"] == "gpt-4o" + + +@pytest.mark.asyncio +async def test_auth_failure_without_resolved_identity_still_logs(): + """When auth fails before any identity is resolved (e.g. an unknown key), + the handler must still log a usable object carrying the raw api key and + route, not crash on the missing identity.""" + handler = UserAPIKeyAuthExceptionHandler() + + with ( + patch( + "litellm.proxy.auth.auth_exception_handler.seed_request_identity", + ), + patch( + "litellm.proxy.proxy_server.proxy_logging_obj.post_call_failure_hook", + new_callable=AsyncMock, + ) as mock_hook, + patch( + "litellm.proxy.proxy_server.general_settings", + {"allow_requests_on_db_unavailable": False}, + ), + ): + with pytest.raises(ProxyException): + await handler._handle_authentication_error( + ProxyException( + message="Invalid API key", + type=ProxyErrorTypes.auth_error, + param=None, + code=status.HTTP_401_UNAUTHORIZED, + ), + MagicMock(), + {}, + "/v1/chat/completions", + None, + "sk-unknown", + ) + + logged = mock_hook.call_args[1]["user_api_key_dict"] + # Raw key must NOT land on the object — it would be promoted into telemetry + # as litellm.api_key.hash and leak a real sk-... to anyone reading the trace. + assert logged.api_key != "sk-unknown" + assert logged.api_key == UserAPIKeyAuth(api_key="sk-unknown").api_key + assert logged.request_route == "/v1/chat/completions" From 273855b4e2e8b3d2cbc61216729e52881ebd0816 Mon Sep 17 00:00:00 2001 From: milan-berri Date: Sun, 7 Jun 2026 02:11:54 +0300 Subject: [PATCH 33/73] fix(responses-bridge): map system-only chat request to system input item (#29817) System-only chat requests mapped the system message to instructions and left input=[], which OpenAI's Responses API rejects (it also rejects input=""). When no other messages are present, carry the system message as a role:"system" input item (single copy, correct role) instead of leaving input empty. Mirrors the existing handling of non-string system content. Fixes Open WebUI new-conversation failures on mode:responses Codex models. Co-authored-by: Cursor --- .../transformation.py | 14 ++++++++ ...responses_transformation_transformation.py | 36 +++++++++++++++++++ 2 files changed, 50 insertions(+) diff --git a/litellm/completion_extras/litellm_responses_transformation/transformation.py b/litellm/completion_extras/litellm_responses_transformation/transformation.py index 51abbbf729b..6d8b5cf8a57 100644 --- a/litellm/completion_extras/litellm_responses_transformation/transformation.py +++ b/litellm/completion_extras/litellm_responses_transformation/transformation.py @@ -402,6 +402,20 @@ class LiteLLMResponsesTransformationHandler(CompletionTransformationBridge): instructions, ) = self.convert_chat_completion_messages_to_responses_api(messages) + # OpenAI's Responses API rejects an empty input. For a system-only + # request, carry the system message as a system-role input item instead + # of instructions, mirroring how non-string system content is already + # handled in convert_chat_completion_messages_to_responses_api. + if not input_items and instructions is not None: + input_items = [ + { + "type": "message", + "role": "system", + "content": [{"type": "input_text", "text": instructions}], + } + ] + instructions = None + optional_params = self._extract_extra_body_params(optional_params) # Build responses API request using the reverse transformation logic diff --git a/tests/test_litellm/completion_extras/litellm_responses_transformation/test_completion_extras_litellm_responses_transformation_transformation.py b/tests/test_litellm/completion_extras/litellm_responses_transformation/test_completion_extras_litellm_responses_transformation_transformation.py index d335c359aa0..06457dfebff 100644 --- a/tests/test_litellm/completion_extras/litellm_responses_transformation/test_completion_extras_litellm_responses_transformation_transformation.py +++ b/tests/test_litellm/completion_extras/litellm_responses_transformation/test_completion_extras_litellm_responses_transformation_transformation.py @@ -13,6 +13,9 @@ sys.path.insert( 0, os.path.abspath("../../..") ) # Adds the parent directory to the system-path import litellm +from litellm.completion_extras.litellm_responses_transformation.transformation import ( + LiteLLMResponsesTransformationHandler, +) def test_convert_chat_completion_messages_to_responses_api_image_input(): @@ -860,6 +863,39 @@ def test_extract_extra_body_params_reasoning_effort_override(): assert "extra_body" not in result +def test_transform_request_system_only_message_maps_to_system_input_item(): + """System-only requests must not send input=[] to the Responses API. + + OpenAI rejects both input=[] and input="". When the only message is a + system message, carry it as a system-role input item (single copy, correct + role) rather than leaving input empty or duplicating it into instructions. + """ + handler = LiteLLMResponsesTransformationHandler() + logging_obj = Mock() + messages = [{"role": "system", "content": "You are a helpful assistant."}] + + result = handler.transform_request( + model="gpt-5.3-codex", + messages=messages, + optional_params={}, + litellm_params={}, + headers={}, + litellm_logging_obj=logging_obj, + ) + + assert result["input"] == [ + { + "type": "message", + "role": "system", + "content": [ + {"type": "input_text", "text": "You are a helpful assistant."} + ], + } + ] + # System content lives in input only; not duplicated into instructions. + assert not result.get("instructions") + + def test_transform_request_single_char_keys_not_matched(): """Test that single-character keys are not incorrectly matched to 'metadata' or 'previous_response_id' From d61f7747c067dedd9f67f11cf6ae0b211bc61d26 Mon Sep 17 00:00:00 2001 From: Mateo Wang <277851410+mateo-berri@users.noreply.github.com> Date: Sat, 6 Jun 2026 16:28:18 -0700 Subject: [PATCH 34/73] feat(bedrock): forward strict and additionalProperties to Converse toolSpec (#29814) * feat(bedrock): forward strict and additionalProperties to Converse toolSpec Bedrock Converse supports strict in toolSpec since 2026-02, but _bedrock_tools_pt only whitelisted type/properties/required/name/description, so strict: true was silently dropped and Claude-on-Bedrock ignored enum constraints that GPT and direct-Anthropic honored. Forward strict from the OpenAI function and additionalProperties from the schema (Bedrock requires the latter alongside strict), passing each only when present. https://claude.ai/code/session_01WQjWd8NfUB3vxERwudbHkv * fix(bedrock): only forward strict tool schemas to Claude on Converse Nova, Llama and GPT-OSS on Bedrock reject the strict field (BedrockException 'This model doesn't support the strict field'), and the GPT-OSS request-body test asserts strict/additionalProperties are stripped. Forwarding them to every model broke the llm_translation suite, so gate the forwarding on the anthropic base model since only Claude honours strict tool schemas on Bedrock. --- .../prompt_templates/factory.py | 23 ++++++-- litellm/types/llms/bedrock.py | 2 + ...llm_core_utils_prompt_templates_factory.py | 55 +++++++++++++++++++ 3 files changed, 74 insertions(+), 6 deletions(-) diff --git a/litellm/litellm_core_utils/prompt_templates/factory.py b/litellm/litellm_core_utils/prompt_templates/factory.py index 1460dbaf0a9..588a183d58e 100644 --- a/litellm/litellm_core_utils/prompt_templates/factory.py +++ b/litellm/litellm_core_utils/prompt_templates/factory.py @@ -5496,6 +5496,7 @@ def _bedrock_tools_pt( ] """ from litellm.llms.bedrock.common_utils import ( + get_bedrock_base_model, normalize_json_schema_custom_types_to_object, ) from litellm.litellm_core_utils.prompt_templates.common_utils import unpack_defs @@ -5503,6 +5504,11 @@ def _bedrock_tools_pt( _valid_json_schema_root_types = frozenset( ("array", "boolean", "integer", "null", "number", "object", "string") ) + # Only Claude on Bedrock honours strict tool schemas; other families + # (Nova, Llama, GPT-OSS) reject the strict field outright. + supports_strict_tools = bool( + model and get_bedrock_base_model(model).startswith("anthropic") + ) tool_block_list: List[BedrockToolBlock] = [] for tool_idx, tool in enumerate(tools): # Check if tool is already a BedrockToolBlock (e.g., systemTool for Nova grounding) @@ -5548,16 +5554,21 @@ def _bedrock_tools_pt( normalize_json_schema_custom_types_to_object(parameters) if parameters.get("type") not in _valid_json_schema_root_types: parameters["type"] = "object" - tool_input_schema = BedrockToolInputSchemaBlock( - json=BedrockToolJsonSchemaBlock( - type=parameters["type"], - properties=parameters.get("properties", {}), - required=parameters.get("required", []), - ) + json_schema = BedrockToolJsonSchemaBlock( + type=parameters["type"], + properties=parameters.get("properties", {}), + required=parameters.get("required", []), ) + additional_properties = parameters.get("additionalProperties", None) + if supports_strict_tools and additional_properties is not None: + json_schema["additionalProperties"] = additional_properties + tool_input_schema = BedrockToolInputSchemaBlock(json=json_schema) tool_spec = BedrockToolSpecBlock( inputSchema=tool_input_schema, name=name, description=description ) + strict = tool.get("function", {}).get("strict", None) + if supports_strict_tools and strict is not None: + tool_spec["strict"] = strict tool_block = BedrockToolBlock(toolSpec=tool_spec) tool_block_list.append(tool_block) diff --git a/litellm/types/llms/bedrock.py b/litellm/types/llms/bedrock.py index 60e640636aa..ed80b44414b 100644 --- a/litellm/types/llms/bedrock.py +++ b/litellm/types/llms/bedrock.py @@ -250,6 +250,7 @@ class ToolJsonSchemaBlock(TypedDict, total=False): type: Literal["object"] properties: dict required: List[str] + additionalProperties: bool class ToolInputSchemaBlock(TypedDict): @@ -260,6 +261,7 @@ class ToolSpecBlock(TypedDict, total=False): inputSchema: Required[ToolInputSchemaBlock] name: Required[str] description: str + strict: bool class SystemToolBlock(TypedDict, total=False): diff --git a/tests/test_litellm/litellm_core_utils/prompt_templates/test_litellm_core_utils_prompt_templates_factory.py b/tests/test_litellm/litellm_core_utils/prompt_templates/test_litellm_core_utils_prompt_templates_factory.py index 91fd07dcffc..3bf3b04bf14 100644 --- a/tests/test_litellm/litellm_core_utils/prompt_templates/test_litellm_core_utils_prompt_templates_factory.py +++ b/tests/test_litellm/litellm_core_utils/prompt_templates/test_litellm_core_utils_prompt_templates_factory.py @@ -898,6 +898,61 @@ def test_bedrock_tools_unpack_defs(): _bedrock_tools_pt(tools=tools) +def test_bedrock_tools_pt_strict_parameter(): + """Regression for strict tools on the Bedrock Converse path. + + Claude on Bedrock honours strict in toolSpec (with additionalProperties, which + Bedrock requires alongside strict); without forwarding it the model ignores the + enum constraint the caller asked for. Every other Bedrock family (Nova, Llama, + GPT-OSS) rejects the strict field, so it must only be forwarded for Claude. + """ + tools_with_strict = [ + { + "type": "function", + "function": { + "name": "generate_sql", + "strict": True, + "description": "Generate a SQL query", + "parameters": { + "type": "object", + "properties": {"query": {"type": "string"}}, + "required": ["query"], + "additionalProperties": False, + }, + }, + } + ] + result = _bedrock_tools_pt( + tools_with_strict, model="anthropic.claude-sonnet-4-5-20250929-v1:0" + ) + assert result[0]["toolSpec"]["strict"] is True + assert result[0]["toolSpec"]["inputSchema"]["json"]["additionalProperties"] is False + + result = _bedrock_tools_pt(tools_with_strict, model="us.amazon.nova-micro-v1:0") + assert "strict" not in result[0]["toolSpec"] + assert "additionalProperties" not in result[0]["toolSpec"]["inputSchema"]["json"] + + tools_without_strict = [ + { + "type": "function", + "function": { + "name": "generate_sql", + "description": "Generate a SQL query", + "parameters": { + "type": "object", + "properties": {"query": {"type": "string"}}, + "required": ["query"], + }, + }, + } + ] + result = _bedrock_tools_pt( + tools_without_strict, model="anthropic.claude-sonnet-4-5-20250929-v1:0" + ) + assert "strict" not in result[0]["toolSpec"] + assert "additionalProperties" not in result[0]["toolSpec"]["inputSchema"]["json"] + + def test_bedrock_image_processor_content_type_fallback_url_extension(): """ Test that _post_call_image_processing falls back to URL extension From aeb55e7a11e98c6f4a88b6018828fb10491080d3 Mon Sep 17 00:00:00 2001 From: Mateo Wang <277851410+mateo-berri@users.noreply.github.com> Date: Sat, 6 Jun 2026 16:51:25 -0700 Subject: [PATCH 35/73] fix(mcp): highlight MCP cards red when the logged-in user is missing per-user env vars (#29856) * fix(mcp): flag missing per-user env vars on the card for every accessible server The dashboard MCP card grid lists servers via the registry-backed manager (get_all_mcp_servers_unfiltered for admins in view_all mode, the allowed-context aggregation otherwise), but the per-user env-var status endpoint that drives the red "user fields missing" highlight resolved servers through the much narrower get_all_mcp_servers_for_user, which only returns servers explicitly granted on the calling key. An admin's dashboard session key carries no per-server MCP grant, so the status feed came back empty and the card never turned red even when the logged-in user had not filled in their required variables. Both surfaces now share a single _resolve_accessible_mcp_servers helper, so the status feed is computed over exactly the cards the user sees. The helper returns servers unredacted; the status endpoint needs the raw env_vars and still only ever reports is_set booleans, never the stored secret values. * test(mcp): drop dead get_all_mcp_servers_for_user patch from view_all regression test The bulk status endpoint resolves servers through _resolve_accessible_mcp_servers now, so the old get_all_mcp_servers_for_user patch in the admin view_all regression test is never hit. Removing it keeps the test honest about which code path it exercises. --- .../mcp_management_endpoints.py | 56 ++++++++++--------- .../test_mcp_management_endpoints.py | 51 ++++++++++++++++- 2 files changed, 77 insertions(+), 30 deletions(-) diff --git a/litellm/proxy/management_endpoints/mcp_management_endpoints.py b/litellm/proxy/management_endpoints/mcp_management_endpoints.py index f1edcc9c7b2..64e89ee40fd 100644 --- a/litellm/proxy/management_endpoints/mcp_management_endpoints.py +++ b/litellm/proxy/management_endpoints/mcp_management_endpoints.py @@ -879,6 +879,32 @@ if MCP_AVAILABLE: return _redact_mcp_credentials_list(servers) + async def _resolve_accessible_mcp_servers( + user_api_key_dict: UserAPIKeyAuth, + ) -> List[LiteLLM_MCPServerTable]: + """The server set the dashboard grid shows (GET /v1/mcp/server, no team + filter), returned unredacted. Callers that surface this to a client must + apply their own redaction; the per-user env-var status endpoint relies on + the raw env_vars and only ever returns is_set booleans, never secrets. + + Sharing this resolution keeps the red "missing user fields" card status + aligned with the cards actually rendered: an admin in view_all mode sees + every server even when their key carries no per-server MCP grant. + """ + if ( + _get_user_mcp_management_mode() == "view_all" + and not _is_restricted_virtual_key_request(user_api_key_dict) + ): + return await global_mcp_server_manager.get_all_mcp_servers_unfiltered() + + aggregated: Dict[str, LiteLLM_MCPServerTable] = {} + for auth_context in await build_effective_auth_contexts(user_api_key_dict): + for server in await global_mcp_server_manager.get_all_allowed_mcp_servers( + user_api_key_auth=auth_context + ): + aggregated.setdefault(server.server_id, server) + return list(aggregated.values()) + @router.get( "/server", description="Returns the mcp server list with associated teams", @@ -950,30 +976,8 @@ if MCP_AVAILABLE: sanitized_team_id ) else: - user_mcp_management_mode = _get_user_mcp_management_mode() - - if user_mcp_management_mode == "view_all" and not is_restricted_virtual_key: - servers = ( - await global_mcp_server_manager.get_all_mcp_servers_unfiltered() - ) - redacted_mcp_servers = _redact_mcp_credentials_list(servers) - else: - auth_contexts = await build_effective_auth_contexts(user_api_key_dict) - - aggregated_servers: Dict[str, LiteLLM_MCPServerTable] = {} - for auth_context in auth_contexts: - servers = ( - await global_mcp_server_manager.get_all_allowed_mcp_servers( - user_api_key_auth=auth_context - ) - ) - for server in servers: - if server.server_id not in aggregated_servers: - aggregated_servers[server.server_id] = server - - redacted_mcp_servers = _redact_mcp_credentials_list( - aggregated_servers.values() - ) + servers = await _resolve_accessible_mcp_servers(user_api_key_dict) + redacted_mcp_servers = _redact_mcp_credentials_list(servers) # augment the mcp servers with public status if litellm.public_mcp_servers is not None: @@ -2391,9 +2395,7 @@ if MCP_AVAILABLE: user_id = user_api_key_dict.user_id or "" if not user_id: return [] - accessible = await get_all_mcp_servers_for_user( - prisma_client, user_api_key_dict - ) + accessible = await _resolve_accessible_mcp_servers(user_api_key_dict) if not accessible: return [] server_ids = [s.server_id for s in accessible] diff --git a/tests/test_litellm/proxy/management_endpoints/test_mcp_management_endpoints.py b/tests/test_litellm/proxy/management_endpoints/test_mcp_management_endpoints.py index b5eb091bb81..947b39e8367 100644 --- a/tests/test_litellm/proxy/management_endpoints/test_mcp_management_endpoints.py +++ b/tests/test_litellm/proxy/management_endpoints/test_mcp_management_endpoints.py @@ -4146,7 +4146,7 @@ class TestListMCPUserEnvVarStatus: ), patch.object( mgmt_endpoints, - "get_all_mcp_servers_for_user", + "_resolve_accessible_mcp_servers", AsyncMock(return_value=[]), ), ): @@ -4174,7 +4174,7 @@ class TestListMCPUserEnvVarStatus: ), patch.object( mgmt_endpoints, - "get_all_mcp_servers_for_user", + "_resolve_accessible_mcp_servers", AsyncMock(return_value=[server_with, server_without]), ), patch.object( @@ -4204,7 +4204,7 @@ class TestListMCPUserEnvVarStatus: ), patch.object( mgmt_endpoints, - "get_all_mcp_servers_for_user", + "_resolve_accessible_mcp_servers", AsyncMock(return_value=[server]), ), patch.object( @@ -4221,6 +4221,51 @@ class TestListMCPUserEnvVarStatus: assert by_name["CORP_PASSWORD"].is_set is False assert "alice" not in result[0].model_dump_json() + @pytest.mark.asyncio + async def test_admin_view_all_flags_missing_fields_without_key_grants(self): + """Regression: the red "user fields missing" card must light up for an + admin in view_all mode even when their key carries no per-server MCP + grant. The bulk status feed has to resolve the same server set the + dashboard grid renders; the old narrow key-scoped listing returned + nothing for such an admin, leaving every card un-highlighted.""" + server = _make_env_var_server( + server_id="srv-with", + env_vars=_ENV_VARS_MIXED, + static_headers=_STATIC_HEADERS_MIXED, + ) + with ( + patch.object( + mgmt_endpoints, "get_prisma_client_or_throw", return_value=MagicMock() + ), + patch.object( + mgmt_endpoints, + "_get_user_mcp_management_mode", + return_value="view_all", + ), + patch.object( + mgmt_endpoints.global_mcp_server_manager, + "get_all_mcp_servers_unfiltered", + AsyncMock(return_value=[server]), + ), + patch.object( + mgmt_endpoints, + "get_user_env_vars_bulk", + AsyncMock(return_value={}), + ), + ): + result = await mgmt_endpoints.list_mcp_user_env_var_status( + user_api_key_dict=generate_mock_user_api_key_auth( + user_id="admin", + user_role=LitellmUserRoles.PROXY_ADMIN, + ) + ) + assert [s.server_id for s in result] == ["srv-with"] + assert result[0].missing_count == 2 + assert {f.name for f in result[0].required} == { + "CORP_USERNAME", + "CORP_PASSWORD", + } + class TestMCPUserEnvVarsAccessControl: """Per-server env-var endpoints must enforce the same access gate as From f31d059aa39e7bf982e7580ac6c78f1eb40459a5 Mon Sep 17 00:00:00 2001 From: ryan-crabbe-berri Date: Sat, 6 Jun 2026 17:24:55 -0700 Subject: [PATCH 36/73] feat(ui): add budget duration to edit team member form (#29717) * feat(ui): add budget duration to edit team member form Editing a team member created a member budget with no duration, so the budget never reset. This threads a budget reset period through the edit flow end to end and reuses the shared duration dropdown so the options stay in sync with the rest of the UI. Resolves LIT-2651 * fix(proxy): validate member budget_duration and persist clears Reject budget_duration values that can't be parsed, are non-positive, or overflow date math before any write, so a bad value can't be persisted and later crash the budget reset job. Clearing the budget duration in the edit-member form now sends null and clears the column end to end, so the dropdown's clear control reflects a real change instead of being a no-op * chore(ui): regenerate schema.d.ts for member budget_duration Adds budget_duration to TeamMemberUpdateRequest/Response in the generated dashboard types so the Check UI API Types Sync gate passes --- litellm/proxy/_types.py | 5 + .../management_endpoints/common_utils.py | 161 +++---- .../management_endpoints/team_endpoints.py | 55 ++- .../test_upsert_budget_membership.py | 417 ++++++++---------- .../proxy/test_team_member_update.py | 142 +++++- .../src/components/networking.tsx | 18 +- .../src/components/team/EditMembership.tsx | 8 +- .../src/components/team/TeamInfo.tsx | 13 + .../src/components/team/TeamMemberTab.tsx | 1 + ui/litellm-dashboard/src/lib/http/schema.d.ts | 7 + 10 files changed, 512 insertions(+), 315 deletions(-) diff --git a/litellm/proxy/_types.py b/litellm/proxy/_types.py index e5d70933063..88be567e59a 100644 --- a/litellm/proxy/_types.py +++ b/litellm/proxy/_types.py @@ -4125,6 +4125,10 @@ class TeamMemberUpdateRequest(TeamMemberDeleteRequest): rpm_limit: Optional[int] = Field( default=None, description="Requests per minute limit for this team member" ) + budget_duration: Optional[str] = Field( + default=None, + description="Duration after which this team member's budget resets (e.g. '1h', '24h', '7d', '30d'). If not set, the budget never resets.", + ) allowed_models: Optional[List[str]] = Field( default=None, description="List of models this team member can access. Pass an empty list to remove per-member model restrictions.", @@ -4136,6 +4140,7 @@ class TeamMemberUpdateResponse(MemberUpdateResponse): max_budget_in_team: Optional[float] = None tpm_limit: Optional[int] = None rpm_limit: Optional[int] = None + budget_duration: Optional[str] = None allowed_models: Optional[List[str]] = None diff --git a/litellm/proxy/management_endpoints/common_utils.py b/litellm/proxy/management_endpoints/common_utils.py index dc27e87726a..31d831d773c 100644 --- a/litellm/proxy/management_endpoints/common_utils.py +++ b/litellm/proxy/management_endpoints/common_utils.py @@ -1,4 +1,4 @@ -from typing import TYPE_CHECKING, Any, Dict, List, Optional, Union +from typing import TYPE_CHECKING, Any, Dict, Optional, Union from fastapi import HTTPException, status from pydantic import BaseModel @@ -19,6 +19,7 @@ from litellm.proxy._types import ( UserAPIKeyAuth, user_api_key_has_admin_view as _user_has_admin_view, # noqa: F401 re-exported ) +from litellm.proxy.common_utils.timezone_utils import get_budget_reset_time from litellm.proxy.utils import _premium_user_check if TYPE_CHECKING: @@ -400,121 +401,127 @@ def _set_object_metadata_field( object_data.metadata[field_name] = value +_TEAM_MEMBER_BUDGET_LIMIT_FIELDS = ( + "max_budget", + "soft_budget", + "max_parallel_requests", + "tpm_limit", + "rpm_limit", + "model_max_budget", + "budget_duration", + "allowed_models", +) + + +def _is_set_budget_value(value: Any) -> bool: + if value is None: + return False + if isinstance(value, list) and len(value) == 0: + return False + return True + + +def _has_meaningful_budget_limit(budget_values: Dict[str, Any]) -> bool: + """A budget is meaningful if at least one limit is actually set; an empty + list (no model restriction) and None both count as unset.""" + return any( + _is_set_budget_value(budget_values.get(field)) + for field in _TEAM_MEMBER_BUDGET_LIMIT_FIELDS + ) + + async def _upsert_budget_and_membership( tx, *, team_id: str, user_id: str, - max_budget: Optional[float], existing_budget_id: Optional[str], user_api_key_dict: UserAPIKeyAuth, - tpm_limit: Optional[int] = None, - rpm_limit: Optional[int] = None, - allowed_models: Optional[List[str]] = None, + budget_patch: Dict[str, Any], team_default_budget_id: Optional[str] = None, ): """ - Helper function to Create/Update or Delete the budget within the team membership - Args: - tx: The transaction object - team_id: The ID of the team - user_id: The ID of the user - max_budget: The maximum budget for the team - existing_budget_id: The ID of the existing budget, if any - user_api_key_dict: User API Key dictionary containing user information - tpm_limit: Tokens per minute limit for the team member - rpm_limit: Requests per minute limit for the team member - allowed_models: Per-member model scope. None = don't change. [] = remove restrictions. Non-empty list = enforce. - team_default_budget_id: The team's shared default member budget id (from - team metadata.team_member_budget_id), if any. When the membership's - existing_budget_id matches this, we clone-on-write so editing one - member's budget does not mutate the shared default (and therefore - every other member who still points at it). + Apply a merge-patch of per-member budget fields to a team membership. - If max_budget, tpm_limit, rpm_limit, and allowed_models are all None, the user's budget is removed from the team membership. - If any of these values exist, a budget is updated or created and linked to the team membership. + ``budget_patch`` holds only the budget columns the caller explicitly sent + (RFC 7396 semantics): a value sets the column, ``None`` clears it, and a + column that is absent from the dict is left untouched. Once the patch is + applied, if the budget has no meaningful limit left the member's private + budget is disconnected so they fall back to the team default. + + ``team_default_budget_id`` is the team's shared default member budget id + (from team metadata.team_member_budget_id). When the membership still + points at it, we clone-on-write so editing one member's budget does not + mutate the shared default that every other member points at. """ - if ( - max_budget is None - and tpm_limit is None - and rpm_limit is None - and allowed_models is None - ): - # disconnect the budget since all limits are None - await tx.litellm_teammembership.update( - where={"user_id_team_id": {"user_id": user_id, "team_id": team_id}}, - data={"litellm_budget_table": {"disconnect": True}}, - ) + if not budget_patch: return + write_data = dict(budget_patch) + if "budget_duration" in write_data: + duration = write_data["budget_duration"] + write_data["budget_reset_at"] = ( + get_budget_reset_time(budget_duration=duration) + if duration is not None + else None + ) + is_shared_default = ( existing_budget_id is not None and team_default_budget_id is not None and existing_budget_id == team_default_budget_id ) + async def _disconnect(): + await tx.litellm_teammembership.update( + where={"user_id_team_id": {"user_id": user_id, "team_id": team_id}}, + data={"litellm_budget_table": {"disconnect": True}}, + ) + if existing_budget_id is not None and not is_shared_default: - # Update the existing budget in-place to preserve fields not being changed. - # Only write fields that the caller explicitly provided (non-None). - update_data: Dict[str, Any] = { - "updated_by": user_api_key_dict.user_id or "", - } - if max_budget is not None: - update_data["max_budget"] = max_budget - if tpm_limit is not None: - update_data["tpm_limit"] = tpm_limit - if rpm_limit is not None: - update_data["rpm_limit"] = rpm_limit - if allowed_models is not None: - update_data["allowed_models"] = allowed_models + existing_budget = await tx.litellm_budgettable.find_unique( + where={"budget_id": existing_budget_id} + ) + merged = existing_budget.model_dump() if existing_budget is not None else {} + merged.update(write_data) + if not _has_meaningful_budget_limit(merged): + await _disconnect() + return await tx.litellm_budgettable.update( where={"budget_id": existing_budget_id}, - data=update_data, + data={"updated_by": user_api_key_dict.user_id or "", **write_data}, ) return - # Either there is no existing budget, OR the membership is still pointing - # at the team's shared default member budget. In both cases we create a - # NEW private budget for this user and (re)link the membership to it. create_data: Dict[str, Any] = { "created_by": user_api_key_dict.user_id or "", "updated_by": user_api_key_dict.user_id or "", } - # If we're forking off the shared default, seed the new row with the - # default's values so fields the caller did not change carry over. if is_shared_default: default_budget_row = await tx.litellm_budgettable.find_unique( where={"budget_id": existing_budget_id} ) if default_budget_row is not None: default_budget_dict = default_budget_row.model_dump() - for field in ( - "max_budget", - "soft_budget", - "max_parallel_requests", - "tpm_limit", - "rpm_limit", - "model_max_budget", - "budget_duration", - "allowed_models", - ): + for field in _TEAM_MEMBER_BUDGET_LIMIT_FIELDS: value = default_budget_dict.get(field) - if value is None: - continue - if isinstance(value, list) and len(value) == 0: - continue - create_data[field] = value + if _is_set_budget_value(value): + create_data[field] = value - # Caller-provided values take precedence over the cloned defaults. - if max_budget is not None: - create_data["max_budget"] = max_budget - if tpm_limit is not None: - create_data["tpm_limit"] = tpm_limit - if rpm_limit is not None: - create_data["rpm_limit"] = rpm_limit - if allowed_models is not None: - create_data["allowed_models"] = allowed_models + create_data.update(write_data) + + if create_data.get("budget_duration") is not None: + create_data["budget_reset_at"] = get_budget_reset_time( + budget_duration=create_data["budget_duration"] + ) + else: + create_data.pop("budget_reset_at", None) + + if not _has_meaningful_budget_limit(create_data): + if existing_budget_id is not None: + await _disconnect() + return new_budget = await tx.litellm_budgettable.create( data=create_data, diff --git a/litellm/proxy/management_endpoints/team_endpoints.py b/litellm/proxy/management_endpoints/team_endpoints.py index ae7da0d29f2..a3ad7a9ea8b 100644 --- a/litellm/proxy/management_endpoints/team_endpoints.py +++ b/litellm/proxy/management_endpoints/team_endpoints.py @@ -2733,6 +2733,52 @@ async def team_member_delete( return existing_team_row +_MEMBER_BUDGET_PATCH_FIELDS = { + "max_budget_in_team": "max_budget", + "tpm_limit": "tpm_limit", + "rpm_limit": "rpm_limit", + "budget_duration": "budget_duration", + "allowed_models": "allowed_models", +} + + +def _build_member_budget_patch(data: TeamMemberUpdateRequest) -> Dict[str, Any]: + """Map the budget fields the request actually set (merge-patch: a sent + value updates, an explicit null clears, an absent field is left untouched) + to their budget-table columns.""" + provided = data.model_dump(exclude_unset=True) + return { + column: provided[request_field] + for request_field, column in _MEMBER_BUDGET_PATCH_FIELDS.items() + if request_field in provided + } + + +def _validate_budget_duration(budget_duration: Optional[str]) -> None: + """Reject budget durations that can't be parsed, are non-positive, or + overflow date math, so a bad value can't be persisted and later crash the + budget reset job.""" + if budget_duration is None: + return + + from litellm.litellm_core_utils.duration_parser import duration_in_seconds + from litellm.proxy.common_utils.timezone_utils import get_budget_reset_time + + try: + if duration_in_seconds(budget_duration) <= 0: + raise ValueError("budget_duration must be positive") + get_budget_reset_time(budget_duration=budget_duration) + except (ValueError, OverflowError): + raise HTTPException( + status_code=400, + detail={ + "error": "Invalid budget_duration '{}'. Use a format like '1h', '24h', '7d', or '30d'.".format( + budget_duration + ) + }, + ) + + @router.post( "/team/member_update", tags=["team management"], @@ -2770,6 +2816,8 @@ async def team_member_update( detail={"error": "Either user_id or user_email needs to be passed in"}, ) + _validate_budget_duration(data.budget_duration) + _existing_team_row = await prisma_client.db.litellm_teamtable.find_unique( where={"team_id": data.team_id} ) @@ -2843,17 +2891,15 @@ async def team_member_update( team_default_budget_id = raw_default_budget_id ### upsert new budget + budget_patch = _build_member_budget_patch(data) async with prisma_client.db.tx() as tx: await _upsert_budget_and_membership( tx=tx, team_id=data.team_id, user_id=received_user_id, - max_budget=data.max_budget_in_team, existing_budget_id=identified_budget_id, user_api_key_dict=user_api_key_dict, - tpm_limit=data.tpm_limit, - rpm_limit=data.rpm_limit, - allowed_models=data.allowed_models, + budget_patch=budget_patch, team_default_budget_id=team_default_budget_id, ) @@ -2887,6 +2933,7 @@ async def team_member_update( max_budget_in_team=data.max_budget_in_team, tpm_limit=data.tpm_limit, rpm_limit=data.rpm_limit, + budget_duration=data.budget_duration, allowed_models=data.allowed_models, ) diff --git a/tests/test_litellm/proxy/common_utils/test_upsert_budget_membership.py b/tests/test_litellm/proxy/common_utils/test_upsert_budget_membership.py index f4bf0d7b2be..e9b4f11e891 100644 --- a/tests/test_litellm/proxy/common_utils/test_upsert_budget_membership.py +++ b/tests/test_litellm/proxy/common_utils/test_upsert_budget_membership.py @@ -1,5 +1,6 @@ # tests/litellm/proxy/common_utils/test_upsert_budget_membership.py import types +from datetime import datetime, timezone from unittest.mock import AsyncMock, MagicMock import pytest @@ -19,15 +20,13 @@ def mock_tx(): Builds an object that looks just enough like the Prisma tx you use inside _upsert_budget_and_membership. """ - # membership “table” membership = MagicMock() membership.update = AsyncMock() membership.upsert = AsyncMock() - # budget “table” budget = MagicMock() budget.update = AsyncMock() - # budget.create returns a fake row that has .budget_id + budget.find_unique = AsyncMock(return_value=None) budget.create = AsyncMock( return_value=types.SimpleNamespace(budget_id="new-budget-123") ) @@ -44,16 +43,57 @@ def fake_user(): return types.SimpleNamespace(user_id="tester@example.com") -# TEST: max_budget is None, disconnect only +def budget_row(**fields): + """A fake litellm_budgettable row whose model_dump returns the given fields.""" + row = MagicMock() + row.model_dump.return_value = fields + return row + + +def assert_future_reset_time(value): + """A budget_reset_at must be a timezone-aware datetime in the future, so the + member's budget actually rolls over and the UI shows a reset date instead of + waiting for the reset cron to backfill it.""" + assert isinstance(value, datetime) + assert value.tzinfo is not None + assert value > datetime.now(timezone.utc) + + +# TEST: an empty patch (caller sent no budget fields) leaves everything alone. +# This is the merge-patch contract: absent != clear. Updating only a member's +# role must not silently wipe their budget. @pytest.mark.asyncio -async def test_upsert_disconnect(mock_tx, fake_user): +async def test_empty_patch_is_noop(mock_tx, fake_user): await _upsert_budget_and_membership( mock_tx, team_id="team-1", user_id="user-1", - max_budget=None, - existing_budget_id=None, + existing_budget_id="bud-1", user_api_key_dict=fake_user, + budget_patch={}, + ) + + mock_tx.litellm_teammembership.update.assert_not_called() + mock_tx.litellm_teammembership.upsert.assert_not_called() + mock_tx.litellm_budgettable.update.assert_not_called() + mock_tx.litellm_budgettable.create.assert_not_called() + + +# TEST: clearing every limit on a member's private budget disconnects it, so the +# member falls back to the team default instead of keeping an empty private row. +@pytest.mark.asyncio +async def test_clearing_all_limits_disconnects(mock_tx, fake_user): + mock_tx.litellm_budgettable.find_unique = AsyncMock( + return_value=budget_row(max_budget=100.0) + ) + + await _upsert_budget_and_membership( + mock_tx, + team_id="team-1", + user_id="user-1", + existing_budget_id="bud-1", + user_api_key_dict=fake_user, + budget_patch={"max_budget": None}, ) mock_tx.litellm_teammembership.update.assert_awaited_once_with( @@ -62,205 +102,114 @@ async def test_upsert_disconnect(mock_tx, fake_user): ) mock_tx.litellm_budgettable.update.assert_not_called() mock_tx.litellm_budgettable.create.assert_not_called() - mock_tx.litellm_teammembership.upsert.assert_not_called() -# TEST: existing budget id → updates budget in-place (current behavior) +# TEST: clearing one field on a budget that still has another limit updates in +# place (clears just that column + its reset time) and does NOT disconnect. @pytest.mark.asyncio -async def test_upsert_with_existing_budget_id_creates_new(mock_tx, fake_user): - """ - Test that when existing_budget_id is provided, the function updates the budget in-place. - """ - await _upsert_budget_and_membership( - mock_tx, - team_id="team-2", - user_id="user-2", - max_budget=42.0, - existing_budget_id="bud-999", - user_api_key_dict=fake_user, +async def test_clear_one_field_keeps_others(mock_tx, fake_user): + mock_tx.litellm_budgettable.find_unique = AsyncMock( + return_value=budget_row(max_budget=100.0, budget_duration="24h") ) - # Should update the existing budget, not create a new one + await _upsert_budget_and_membership( + mock_tx, + team_id="team-1", + user_id="user-1", + existing_budget_id="bud-1", + user_api_key_dict=fake_user, + budget_patch={"budget_duration": None}, + ) + + mock_tx.litellm_teammembership.update.assert_not_called() mock_tx.litellm_budgettable.update.assert_awaited_once_with( - where={"budget_id": "bud-999"}, + where={"budget_id": "bud-1"}, data={ - "max_budget": 42.0, "updated_by": fake_user.user_id, + "budget_duration": None, + "budget_reset_at": None, }, ) - # Should NOT create a new budget or touch membership + +# TEST: setting budget_duration in place writes the duration AND a future +# budget_reset_at, so the budget rolls over without waiting for the reset cron. +@pytest.mark.asyncio +async def test_update_in_place_seeds_reset_at(mock_tx, fake_user): + mock_tx.litellm_budgettable.find_unique = AsyncMock( + return_value=budget_row(max_budget=20.0) + ) + + await _upsert_budget_and_membership( + mock_tx, + team_id="team-dur", + user_id="user-dur", + existing_budget_id="bud-dur", + user_api_key_dict=fake_user, + budget_patch={"budget_duration": "30d"}, + ) + + mock_tx.litellm_budgettable.update.assert_awaited_once() + call = mock_tx.litellm_budgettable.update.await_args + assert call.kwargs["where"] == {"budget_id": "bud-dur"} + data = call.kwargs["data"] + assert data["budget_duration"] == "30d" + assert data["updated_by"] == fake_user.user_id + assert_future_reset_time(data["budget_reset_at"]) mock_tx.litellm_budgettable.create.assert_not_called() - mock_tx.litellm_teammembership.upsert.assert_not_called() - mock_tx.litellm_teammembership.update.assert_not_called() -# TEST: create new budget and link membership +# TEST: updating a single limit in place only writes that field; an untouched +# budget_duration must not get a (re)computed reset time. @pytest.mark.asyncio -async def test_upsert_create_and_link(mock_tx, fake_user): +async def test_update_in_place_single_field_leaves_reset_at_alone(mock_tx, fake_user): + mock_tx.litellm_budgettable.find_unique = AsyncMock( + return_value=budget_row(max_budget=50.0) + ) + await _upsert_budget_and_membership( mock_tx, - team_id="team-3", - user_id="user-3", - max_budget=99.9, - existing_budget_id=None, + team_id="team-rpm", + user_id="user-rpm", + existing_budget_id="bud-rpm", user_api_key_dict=fake_user, + budget_patch={"rpm_limit": 100}, ) - mock_tx.litellm_budgettable.create.assert_awaited_once_with( - data={ - "max_budget": 99.9, - "created_by": fake_user.user_id, - "updated_by": fake_user.user_id, - }, - include={"team_membership": True}, + mock_tx.litellm_budgettable.update.assert_awaited_once_with( + where={"budget_id": "bud-rpm"}, + data={"updated_by": fake_user.user_id, "rpm_limit": 100}, ) - - # Budget ID returned by the mocked create() - bid = mock_tx.litellm_budgettable.create.return_value.budget_id - - mock_tx.litellm_teammembership.upsert.assert_awaited_once_with( - where={"user_id_team_id": {"user_id": "user-3", "team_id": "team-3"}}, - data={ - "create": { - "user_id": "user-3", - "team_id": "team-3", - "litellm_budget_table": {"connect": {"budget_id": bid}}, - }, - "update": { - "litellm_budget_table": {"connect": {"budget_id": bid}}, - }, - }, - ) - - mock_tx.litellm_teammembership.update.assert_not_called() - mock_tx.litellm_budgettable.update.assert_not_called() + mock_tx.litellm_budgettable.create.assert_not_called() -# TEST: create new budget and link membership, then create another new budget +# TEST: with no existing budget, a duration-only patch creates a budget carrying +# the duration and a future reset time, then links the membership. @pytest.mark.asyncio -async def test_upsert_create_then_create_another(mock_tx, fake_user): - """ - Test that multiple calls to _upsert_budget_and_membership create separate budgets, - reflecting the current implementation behavior. - """ - # FIRST CALL – create new budget and link membership +async def test_create_seeds_reset_at_and_links(mock_tx, fake_user): await _upsert_budget_and_membership( mock_tx, - team_id="team-42", - user_id="user-42", - max_budget=10.0, + team_id="team-new", + user_id="user-new", existing_budget_id=None, user_api_key_dict=fake_user, + budget_patch={"budget_duration": "7d"}, ) - # capture the budget id that create() returned - created_bid = mock_tx.litellm_budgettable.create.return_value.budget_id - - # sanity: we really did the create + upsert path mock_tx.litellm_budgettable.create.assert_awaited_once() - mock_tx.litellm_teammembership.upsert.assert_awaited_once() + data = mock_tx.litellm_budgettable.create.await_args.kwargs["data"] + assert data["budget_duration"] == "7d" + assert data["created_by"] == fake_user.user_id + assert data["updated_by"] == fake_user.user_id + assert_future_reset_time(data["budget_reset_at"]) - # SECOND CALL – reset call history; this time we supply the existing budget_id - mock_tx.litellm_budgettable.create.reset_mock() - mock_tx.litellm_teammembership.upsert.reset_mock() - mock_tx.litellm_budgettable.update.reset_mock() - - await _upsert_budget_and_membership( - mock_tx, - team_id="team-42", - user_id="user-42", - max_budget=25.0, - existing_budget_id=created_bid, # now used: triggers in-place update - user_api_key_dict=fake_user, - ) - - # Should update the existing budget in-place, not create a new one - mock_tx.litellm_budgettable.update.assert_awaited_once_with( - where={"budget_id": created_bid}, - data={ - "max_budget": 25.0, - "updated_by": fake_user.user_id, - }, - ) - - # Should NOT create a new budget or touch membership - mock_tx.litellm_budgettable.create.assert_not_called() - mock_tx.litellm_teammembership.upsert.assert_not_called() - - -# TEST: update rpm_limit for member with existing budget_id → updates in-place -@pytest.mark.asyncio -async def test_upsert_rpm_limit_update_creates_new_budget(mock_tx, fake_user): - """ - Test that updating rpm_limit for a member with an existing budget_id - updates the existing budget in-place (not creates a new one). - """ - existing_budget_id = "existing-budget-456" - - await _upsert_budget_and_membership( - mock_tx, - team_id="team-rpm-test", - user_id="user-rpm-test", - max_budget=50.0, - existing_budget_id=existing_budget_id, - user_api_key_dict=fake_user, - tpm_limit=1000, - rpm_limit=100, - ) - - # Should update the existing budget with all specified limits - mock_tx.litellm_budgettable.update.assert_awaited_once_with( - where={"budget_id": existing_budget_id}, - data={ - "max_budget": 50.0, - "tpm_limit": 1000, - "rpm_limit": 100, - "updated_by": fake_user.user_id, - }, - ) - - # Should NOT create a new budget or touch membership - mock_tx.litellm_budgettable.create.assert_not_called() - mock_tx.litellm_teammembership.upsert.assert_not_called() - - -# TEST: create new budget with only rpm_limit (no max_budget) -@pytest.mark.asyncio -async def test_upsert_rpm_only_creates_new_budget(mock_tx, fake_user): - """ - Test that setting only rpm_limit creates a new budget with just the rpm_limit. - """ - await _upsert_budget_and_membership( - mock_tx, - team_id="team-rpm-only", - user_id="user-rpm-only", - max_budget=None, - existing_budget_id=None, - user_api_key_dict=fake_user, - rpm_limit=50, - ) - - # Should create a new budget with only rpm_limit - mock_tx.litellm_budgettable.create.assert_awaited_once_with( - data={ - "rpm_limit": 50, - "created_by": fake_user.user_id, - "updated_by": fake_user.user_id, - }, - include={"team_membership": True}, - ) - - # Should upsert team membership with the new budget ID new_budget_id = mock_tx.litellm_budgettable.create.return_value.budget_id mock_tx.litellm_teammembership.upsert.assert_awaited_once_with( - where={ - "user_id_team_id": {"user_id": "user-rpm-only", "team_id": "team-rpm-only"} - }, + where={"user_id_team_id": {"user_id": "user-new", "team_id": "team-new"}}, data={ "create": { - "user_id": "user-rpm-only", - "team_id": "team-rpm-only", + "user_id": "user-new", + "team_id": "team-new", "litellm_budget_table": {"connect": {"budget_id": new_budget_id}}, }, "update": { @@ -270,60 +219,48 @@ async def test_upsert_rpm_only_creates_new_budget(mock_tx, fake_user): ) -# TEST: clone-on-write when membership still points at the team's shared default budget +# TEST: clone-on-write when the membership still points at the team's shared +# default budget. Editing this member must fork a private budget instead of +# mutating the shared row, and cloning a duration must seed a fresh reset time. @pytest.mark.asyncio -async def test_upsert_clones_when_pointing_at_shared_default(mock_tx, fake_user): - """ - When a member's existing budget_id is the same row as the team's shared - default member budget, updating that member's budget must NOT mutate the - shared row. Instead we should create a new private budget for this member - (seeded with the default's values) and re-link the membership to it. - """ +async def test_clone_on_write_from_shared_default(mock_tx, fake_user): shared_default_id = "team-default-budget-1" + mock_tx.litellm_budgettable.find_unique = AsyncMock( + return_value=budget_row( + budget_id=shared_default_id, + max_budget=200.0, + soft_budget=None, + max_parallel_requests=None, + tpm_limit=500, + rpm_limit=None, + model_max_budget=None, + budget_duration="1d", + allowed_models=[], + ) + ) - # Default budget row in the DB: $200 cap, daily reset, 500 tpm. - default_row = MagicMock() - default_row.model_dump.return_value = { - "budget_id": shared_default_id, - "max_budget": 200.0, - "soft_budget": None, - "max_parallel_requests": None, - "tpm_limit": 500, - "rpm_limit": None, - "model_max_budget": None, - "budget_duration": "1d", - "allowed_models": [], - } - mock_tx.litellm_budgettable.find_unique = AsyncMock(return_value=default_row) - - # Caller is changing only this member's max_budget. await _upsert_budget_and_membership( mock_tx, team_id="team-shared", user_id="user-shared", - max_budget=50.0, existing_budget_id=shared_default_id, user_api_key_dict=fake_user, + budget_patch={"max_budget": 50.0}, team_default_budget_id=shared_default_id, ) - # Must NOT touch the shared default row in place. mock_tx.litellm_budgettable.update.assert_not_called() + mock_tx.litellm_budgettable.create.assert_awaited_once() + create_data = mock_tx.litellm_budgettable.create.await_args.kwargs["data"] + assert_future_reset_time(create_data.pop("budget_reset_at")) + assert create_data == { + "created_by": fake_user.user_id, + "updated_by": fake_user.user_id, + "max_budget": 50.0, # caller wins + "tpm_limit": 500, # cloned from default + "budget_duration": "1d", # cloned from default + } - # Must create a new private budget seeded with the default's values, - # with the caller's max_budget overriding the cloned default. - mock_tx.litellm_budgettable.create.assert_awaited_once_with( - data={ - "created_by": fake_user.user_id, - "updated_by": fake_user.user_id, - "max_budget": 50.0, # caller wins - "tpm_limit": 500, # cloned from default - "budget_duration": "1d", # cloned from default - }, - include={"team_membership": True}, - ) - - # Membership must be re-linked to the new private budget. new_budget_id = mock_tx.litellm_budgettable.create.return_value.budget_id mock_tx.litellm_teammembership.upsert.assert_awaited_once_with( where={"user_id_team_id": {"user_id": "user-shared", "team_id": "team-shared"}}, @@ -340,32 +277,64 @@ async def test_upsert_clones_when_pointing_at_shared_default(mock_tx, fake_user) ) -# TEST: when team default exists but member already has their own budget, in-place update +# TEST: forking the shared default while clearing its duration must drop the +# duration (and not carry a reset time) on the new private budget. @pytest.mark.asyncio -async def test_upsert_updates_in_place_when_member_has_private_budget( - mock_tx, fake_user -): - """ - If the member's budget_id is different from the team's shared default - (i.e. they already have a private budget), we should keep the current - in-place behavior and not allocate a new row. - """ +async def test_clone_on_write_clears_duration(mock_tx, fake_user): + shared_default_id = "team-default-budget-1" + mock_tx.litellm_budgettable.find_unique = AsyncMock( + return_value=budget_row( + budget_id=shared_default_id, + max_budget=200.0, + tpm_limit=500, + budget_duration="1d", + allowed_models=[], + ) + ) + + await _upsert_budget_and_membership( + mock_tx, + team_id="team-shared", + user_id="user-shared", + existing_budget_id=shared_default_id, + user_api_key_dict=fake_user, + budget_patch={"budget_duration": None}, + team_default_budget_id=shared_default_id, + ) + + mock_tx.litellm_budgettable.update.assert_not_called() + create_data = mock_tx.litellm_budgettable.create.await_args.kwargs["data"] + assert create_data == { + "created_by": fake_user.user_id, + "updated_by": fake_user.user_id, + "max_budget": 200.0, + "tpm_limit": 500, + "budget_duration": None, + } + assert "budget_reset_at" not in create_data + + +# TEST: when the member already has their own private budget (different from the +# team default), we update it in place rather than forking another row. +@pytest.mark.asyncio +async def test_private_budget_updates_in_place(mock_tx, fake_user): + mock_tx.litellm_budgettable.find_unique = AsyncMock( + return_value=budget_row(max_budget=10.0) + ) + await _upsert_budget_and_membership( mock_tx, team_id="team-mixed", user_id="user-private", - max_budget=75.0, existing_budget_id="private-budget-xyz", user_api_key_dict=fake_user, + budget_patch={"max_budget": 75.0}, team_default_budget_id="team-default-budget-1", ) mock_tx.litellm_budgettable.update.assert_awaited_once_with( where={"budget_id": "private-budget-xyz"}, - data={ - "max_budget": 75.0, - "updated_by": fake_user.user_id, - }, + data={"max_budget": 75.0, "updated_by": fake_user.user_id}, ) mock_tx.litellm_budgettable.create.assert_not_called() mock_tx.litellm_teammembership.upsert.assert_not_called() diff --git a/tests/test_litellm/proxy/test_team_member_update.py b/tests/test_litellm/proxy/test_team_member_update.py index 6561ec9e7fd..352c68d491c 100644 --- a/tests/test_litellm/proxy/test_team_member_update.py +++ b/tests/test_litellm/proxy/test_team_member_update.py @@ -1,9 +1,19 @@ +import types +from unittest.mock import AsyncMock, MagicMock + import pytest from fastapi import HTTPException from starlette.requests import Request import litellm.proxy.proxy_server as proxy_server -from litellm.proxy._types import TeamMemberUpdateRequest +import litellm.proxy.management_endpoints.team_endpoints as team_endpoints +from litellm.proxy._types import ( + LiteLLM_TeamTable, + LitellmUserRoles, + Member, + TeamMemberUpdateRequest, + UserAPIKeyAuth, +) from litellm.proxy.management_endpoints.team_endpoints import team_member_update @@ -38,3 +48,133 @@ async def test_ateam_member_update_admin_requires_premium(monkeypatch): "Pricing: https://www.litellm.ai/#pricing" ) assert exc_info.value.detail == expected_msg + + +@pytest.fixture +def happy_path_upsert(monkeypatch): + """Stub out the DB and the budget upsert so a team_member_update call reaches + _upsert_budget_and_membership, and hand back that mock to inspect the patch.""" + team_row = LiteLLM_TeamTable( + team_id="team-1234", + members_with_roles=[Member(user_id="user-1", role="user")], + metadata={}, + ) + + prisma_client = MagicMock() + prisma_client.db.litellm_teamtable.find_unique = AsyncMock(return_value=team_row) + prisma_client.db.litellm_teamtable.update = AsyncMock() + + class _FakeTx: + async def __aenter__(self): + return self + + async def __aexit__(self, *args): + return False + + prisma_client.db.tx = MagicMock(return_value=_FakeTx()) + + monkeypatch.setattr(proxy_server, "prisma_client", prisma_client) + monkeypatch.setattr(proxy_server, "premium_user", False) + monkeypatch.setattr( + team_endpoints, + "team_info", + AsyncMock( + return_value={ + "team_info": team_row, + "team_memberships": [ + types.SimpleNamespace(user_id="user-1", budget_id="bud-1") + ], + } + ), + ) + upsert_mock = AsyncMock() + monkeypatch.setattr(team_endpoints, "_upsert_budget_and_membership", upsert_mock) + return upsert_mock + + +def _member_update_request(**overrides): + data = TeamMemberUpdateRequest( + team_id="team-1234", user_id="user-1", role="user", **overrides + ) + request = Request({"type": "http", "method": "POST", "path": "/team/member_update"}) + auth = UserAPIKeyAuth(user_role=LitellmUserRoles.PROXY_ADMIN.value, user_id="admin") + return data, request, auth + + +@pytest.mark.asyncio +async def test_team_member_update_sends_provided_fields_as_patch(happy_path_upsert): + """Fields the request sets must reach _upsert_budget_and_membership as a + budget patch, otherwise the member budget is never written/reset.""" + data, request, auth = _member_update_request( + max_budget_in_team=10.0, budget_duration="30d" + ) + + response = await team_member_update(data, request, auth) + + happy_path_upsert.assert_awaited_once() + assert happy_path_upsert.await_args.kwargs["budget_patch"] == { + "max_budget": 10.0, + "budget_duration": "30d", + } + assert response.budget_duration == "30d" + + +@pytest.mark.asyncio +async def test_team_member_update_explicit_null_clears_field(happy_path_upsert): + """An explicitly-null field must be forwarded as None so the column is + cleared, rather than silently dropped.""" + data, request, auth = _member_update_request(budget_duration=None) + + await team_member_update(data, request, auth) + + assert happy_path_upsert.await_args.kwargs["budget_patch"] == { + "budget_duration": None + } + + +@pytest.mark.asyncio +async def test_team_member_update_omits_unset_fields_from_patch(happy_path_upsert): + """A request that touches no budget fields must produce an empty patch so the + member's existing budget is left untouched.""" + data, request, auth = _member_update_request() + + await team_member_update(data, request, auth) + + assert happy_path_upsert.await_args.kwargs["budget_patch"] == {} + + +@pytest.mark.parametrize( + "bad_duration", + [ + "not-a-duration", # unparseable garbage + "10x", # unsupported unit + "0d", # zero-length window + "999999999999999999999999d", # overflows datetime math + ], +) +@pytest.mark.asyncio +async def test_team_member_update_rejects_invalid_budget_duration( + monkeypatch, bad_duration +): + """An invalid budget_duration must be rejected with a 400 before any DB + write, so it can never be persisted and later break the budget reset job.""" + monkeypatch.setattr(proxy_server, "prisma_client", object()) + monkeypatch.setattr(proxy_server, "premium_user", False) + upsert_mock = AsyncMock() + monkeypatch.setattr(team_endpoints, "_upsert_budget_and_membership", upsert_mock) + + data = TeamMemberUpdateRequest( + team_id="team-1234", + user_id="user-1", + role="user", + budget_duration=bad_duration, + ) + request = Request({"type": "http", "method": "POST", "path": "/team/member_update"}) + auth = UserAPIKeyAuth(user_role=LitellmUserRoles.PROXY_ADMIN.value, user_id="admin") + + with pytest.raises(HTTPException) as exc_info: + await team_member_update(data, request, auth) + + assert exc_info.value.status_code == 400 + assert "budget_duration" in str(exc_info.value.detail) + upsert_mock.assert_not_called() diff --git a/ui/litellm-dashboard/src/components/networking.tsx b/ui/litellm-dashboard/src/components/networking.tsx index 80f4d0b57f1..d303734dffd 100644 --- a/ui/litellm-dashboard/src/components/networking.tsx +++ b/ui/litellm-dashboard/src/components/networking.tsx @@ -2822,6 +2822,7 @@ export interface Member { max_budget_in_team?: number | null; tpm_limit?: number | null; rpm_limit?: number | null; + budget_duration?: string | null; allowed_models?: string[] | null; } @@ -2949,18 +2950,21 @@ export const teamMemberUpdateCall = async ( user_id: formValues.user_id, }; - // Add optional budget and rate limit fields + const orNull = (value: unknown) => (value === undefined || value === null || value === "" ? null : value); if (formValues.user_email !== undefined) { requestBody.user_email = formValues.user_email; } - if (formValues.max_budget_in_team !== undefined && formValues.max_budget_in_team !== null) { - requestBody.max_budget_in_team = formValues.max_budget_in_team; + if ("max_budget_in_team" in formValues) { + requestBody.max_budget_in_team = orNull(formValues.max_budget_in_team); } - if (formValues.tpm_limit !== undefined && formValues.tpm_limit !== null) { - requestBody.tpm_limit = formValues.tpm_limit; + if ("tpm_limit" in formValues) { + requestBody.tpm_limit = orNull(formValues.tpm_limit); } - if (formValues.rpm_limit !== undefined && formValues.rpm_limit !== null) { - requestBody.rpm_limit = formValues.rpm_limit; + if ("rpm_limit" in formValues) { + requestBody.rpm_limit = orNull(formValues.rpm_limit); + } + if ("budget_duration" in formValues) { + requestBody.budget_duration = orNull(formValues.budget_duration); } if (formValues.allowed_models !== undefined) { requestBody.allowed_models = formValues.allowed_models; diff --git a/ui/litellm-dashboard/src/components/team/EditMembership.tsx b/ui/litellm-dashboard/src/components/team/EditMembership.tsx index af5f8631ae4..16e4ec58dd0 100644 --- a/ui/litellm-dashboard/src/components/team/EditMembership.tsx +++ b/ui/litellm-dashboard/src/components/team/EditMembership.tsx @@ -2,6 +2,7 @@ import { Text, TextInput } from "@tremor/react"; import { Button as AntButton, Form, Modal, Select } from "antd"; import React, { useEffect, useState } from "react"; import NumericalInput from "../shared/numerical_input"; +import BudgetDurationDropdown from "../common_components/budget_duration_dropdown"; interface BaseMember { user_email?: string; @@ -21,7 +22,7 @@ interface ModalConfig { additionalFields?: Array<{ name: string; label: string | React.ReactNode; - type: "input" | "select" | "numerical" | "multi-select"; + type: "input" | "select" | "numerical" | "multi-select" | "budget-duration"; options?: Array<{ label: string; value: string }>; rules?: any[]; step?: number; @@ -65,6 +66,7 @@ const MemberModal = ({ max_budget_in_team: (initialData as any).max_budget_in_team || null, tpm_limit: (initialData as any).tpm_limit || null, rpm_limit: (initialData as any).rpm_limit || null, + budget_duration: (initialData as any).budget_duration || null, // Keep array values for multi-select fields allowed_models: (initialData as any).allowed_models || [], }; @@ -117,7 +119,7 @@ const MemberModal = ({ const renderField = (field: { name: string; label: string | React.ReactNode; - type: "input" | "select" | "numerical" | "multi-select"; + type: "input" | "select" | "numerical" | "multi-select" | "budget-duration"; options?: Array<{ label: string; value: string }>; rules?: any[]; step?: number; @@ -155,6 +157,8 @@ const MemberModal = ({ allowClear /> ); + case "budget-duration": + return ; default: return null; } diff --git a/ui/litellm-dashboard/src/components/team/TeamInfo.tsx b/ui/litellm-dashboard/src/components/team/TeamInfo.tsx index 4943b1fbac2..602490a0c98 100644 --- a/ui/litellm-dashboard/src/components/team/TeamInfo.tsx +++ b/ui/litellm-dashboard/src/components/team/TeamInfo.tsx @@ -388,6 +388,7 @@ const TeamInfoView: React.FC = ({ max_budget_in_team: values.max_budget_in_team, tpm_limit: values.tpm_limit, rpm_limit: values.rpm_limit, + budget_duration: values.budget_duration, allowed_models: values.allowed_models, }; MessageManager.destroy(); // Remove all existing toasts @@ -1689,6 +1690,18 @@ const TeamInfoView: React.FC = ({ min: 0, placeholder: "Budget limit for this member within this team", }, + { + name: "budget_duration", + label: ( + + Budget Reset Period{" "} + + + + + ), + type: "budget-duration" as const, + }, { name: "tpm_limit", label: ( diff --git a/ui/litellm-dashboard/src/components/team/TeamMemberTab.tsx b/ui/litellm-dashboard/src/components/team/TeamMemberTab.tsx index 5a290a6f6d4..e2f108dcbf5 100644 --- a/ui/litellm-dashboard/src/components/team/TeamMemberTab.tsx +++ b/ui/litellm-dashboard/src/components/team/TeamMemberTab.tsx @@ -210,6 +210,7 @@ export default function TeamMemberTab({ max_budget_in_team: membership?.litellm_budget_table?.max_budget || null, tpm_limit: membership?.litellm_budget_table?.tpm_limit || null, rpm_limit: membership?.litellm_budget_table?.rpm_limit || null, + budget_duration: membership?.litellm_budget_table?.budget_duration || null, allowed_models: membership?.litellm_budget_table?.allowed_models || [], }; setSelectedEditMember(enhancedMember); diff --git a/ui/litellm-dashboard/src/lib/http/schema.d.ts b/ui/litellm-dashboard/src/lib/http/schema.d.ts index d14ec8af56b..936747acd08 100644 --- a/ui/litellm-dashboard/src/lib/http/schema.d.ts +++ b/ui/litellm-dashboard/src/lib/http/schema.d.ts @@ -27574,6 +27574,11 @@ export interface components { * @description List of models this team member can access. Pass an empty list to remove per-member model restrictions. */ allowed_models?: string[] | null; + /** + * Budget Duration + * @description Duration after which this team member's budget resets (e.g. '1h', '24h', '7d', '30d'). If not set, the budget never resets. + */ + budget_duration?: string | null; /** Max Budget In Team */ max_budget_in_team?: number | null; /** Role */ @@ -27599,6 +27604,8 @@ export interface components { TeamMemberUpdateResponse: { /** Allowed Models */ allowed_models?: string[] | null; + /** Budget Duration */ + budget_duration?: string | null; /** Max Budget In Team */ max_budget_in_team?: number | null; /** Rpm Limit */ From 7bfce053a9b7f0732aab32b4e055a6d802468c88 Mon Sep 17 00:00:00 2001 From: yuneng-jiang Date: Sat, 6 Jun 2026 17:41:36 -0700 Subject: [PATCH 37/73] fix(ui): make workflow runs page fill full width (#29868) The Workflow Runs page rendered its table at roughly a quarter of the available width. Its root container is a flex child of the dashboard content row but set only padding, min-height and background, so with no width it shrank to the table's natural content size. Sibling pages (logs, memory) fill the area with a full-width root; mirror that by setting width 100% on the container. Fixes LIT-3636 --- ui/litellm-dashboard/src/components/workflow_runs/index.tsx | 1 + 1 file changed, 1 insertion(+) diff --git a/ui/litellm-dashboard/src/components/workflow_runs/index.tsx b/ui/litellm-dashboard/src/components/workflow_runs/index.tsx index b9467c5604b..2aecbece2e3 100644 --- a/ui/litellm-dashboard/src/components/workflow_runs/index.tsx +++ b/ui/litellm-dashboard/src/components/workflow_runs/index.tsx @@ -587,6 +587,7 @@ const WorkflowRuns: React.FC = ({ accessToken }) => { return (
Date: Sat, 6 Jun 2026 17:50:29 -0700 Subject: [PATCH 38/73] feat: standardize rate limit errors with category, rate_limit_type, model, and llm_provider fields (#27687) MIME-Version: 1.0 Content-Type: text/plain; charset=UTF-8 Content-Transfer-Encoding: 8bit * feat(exceptions): add RateLimitErrorCategory + headers/detail fields on RateLimitError LiteLLM previously surfaced rate-limit conditions through several unrelated error classes (RateLimitError, FastAPI HTTPException(429), BaseLLMException). This commit adds the data model needed to consolidate them under a single class: * RateLimitErrorCategory enum exposing four categorical values (vendor_rate_limit, vendor_batch_rate_limit, litellm_rate_limit, litellm_batch_rate_limit) so callers can switch on the rate-limit source. * New optional fields on RateLimitError: - category (defaults to vendor_rate_limit, preserving today's behavior for every existing call site in exception_mapping_utils); - headers (preserves retry-after / rate_limit_type / reset_at across the proxy boundary instead of dropping them on the floor); - detail (mirrors FastAPI HTTPException.detail so the same instance can be serialized through both paths). litellm.RateLimitErrorCategory is re-exported at the package root to match the existing exception-export pattern. LIT-2968 Co-authored-by: Mateo Wang * feat(proxy): add ProxyRateLimitError unifying RateLimitError + HTTPException Adds a single proxy-side error class that subclasses BOTH litellm.exceptions.RateLimitError AND fastapi.HTTPException via cooperative multiple inheritance. Why both bases: * Subclassing RateLimitError lets user code catch every rate-limit source with one 'except RateLimitError' and switch on the new .category field. * Subclassing HTTPException keeps every existing FastAPI plumbing path (the isinstance(e, HTTPException) branches in proxy_server.py route handlers, FastAPI's own dispatcher, and tests asserting pytest.raises(HTTPException)) working without modification, and preserves retry-after / rate_limit_type / reset_at headers on the wire. The class declaration order is (HTTPException, RateLimitError) so the MRO puts HTTPException's no-super-call __init__ ahead of openai's cooperative __init__ chain — preventing openai.APIError.super().__init__(message) from landing in HTTPException.__init__(status_code=message). LIT-2968 Co-authored-by: Mateo Wang * refactor(proxy/hooks): raise ProxyRateLimitError from budget + iteration limiters Replaces three bare HTTPException(status_code=429, ...) call sites with ProxyRateLimitError, which is both a RateLimitError (catchable by category) and an HTTPException (preserves existing FastAPI serialization). Drops the now-unused HTTPException import in the iteration / per-session limiters. LIT-2968 Co-authored-by: Mateo Wang * refactor(proxy/hooks): raise ProxyRateLimitError from parallel-request limiters Replaces HTTPException(status_code=429, ...) call sites in the v1 and v3 parallel-request limiters (key/team/user/model/customer rate limits) with ProxyRateLimitError. Updates the raise_rate_limit_error helper's return type annotation accordingly. LIT-2968 Co-authored-by: Mateo Wang * refactor(proxy/hooks): raise ProxyRateLimitError from dynamic rate limiters Replaces HTTPException(status_code=429, ...) call sites in the v1 and v3 dynamic rate limiters (project-level TPM/RPM allocation, model-saturation checks, priority-based limits, fail-closed guards) with ProxyRateLimitError. The v3 limiter still imports HTTPException for an unrelated bare 'except HTTPException:' branch. LIT-2968 Co-authored-by: Mateo Wang * refactor(proxy/hooks): raise ProxyRateLimitError from batch rate limiter Replaces HTTPException(status_code=429, ...) in batch_rate_limiter._raise_rate_limit_error with ProxyRateLimitError tagged as RateLimitErrorCategory.LITELLM_BATCH_RATE_LIMIT so users can distinguish batch-level throttling (which counts requests/tokens across an uploaded batch input file before submission) from the generic key/team/user RPM/TPM limiter. The HTTPException import is retained because the same module raises HTTPException for unrelated 403/IO error paths. LIT-2968 Co-authored-by: Mateo Wang * test(rate-limit): pin down unified rate-limit error contract Adds a dedicated test module covering the new RateLimitErrorCategory enum, RateLimitError.category default + override behavior, ProxyRateLimitError's dual nature (RateLimitError + HTTPException), and a parametrized regression guard that asserts every proxy hook module imports the unified class. The regression guard catches the failure mode the refactor is designed to prevent: someone re-introducing a bare HTTPException(status_code=429, ...) in one of the hook modules instead of going through ProxyRateLimitError. LIT-2968 Co-authored-by: Mateo Wang * feat(logging): expose rate-limit category via StandardLoggingPayload Adds an optional 'error_rate_limit_category' field to StandardLoggingPayloadErrorInformation, populated from the unified RateLimitError.category attribute (introduced in the previous commits on this branch). Why: the .category attribute is reachable off the raw exception today via getattr(e, 'category', None), but the structured contract that downstream custom callbacks / loggers / spend log writers consume is the StandardLoggingPayload. Without this field, a user building custom rate-limit metrics on top of callback data has to special-case the raw exception object — which defeats the purpose of the StandardLoggingPayload abstraction. The field is None for non-rate-limit exceptions (so consumers can read it unconditionally without isinstance checks) and is one of the RateLimitErrorCategory string values otherwise. LIT-2968 Co-authored-by: Mateo Wang * test(rate-limit): assert StandardLoggingPayload carries the category Five tests covering: vendor default, explicit litellm_rate_limit and litellm_batch_rate_limit values, None for non-rate-limit exceptions, and None when no exception is provided. Pins down the contract that custom callbacks can read 'error_information.error_rate_limit_category' off the StandardLoggingPayload to drive custom rate-limit metrics without ever reaching for the raw exception. LIT-2968 Co-authored-by: Mateo Wang * fix(types): silence mypy [misc] on intentional dual-base attr overlap mypy emits two [misc] errors on the ProxyRateLimitError class line because its two bases declare overlapping attributes with related-but-not-identical annotations: * status_code: int on starlette HTTPException vs. Literal[429] on openai's RateLimitError (every openai status-error subclass narrows it the same way and silences pyright with the same convention). * headers: Mapping[str, str] | None on HTTPException vs. our Optional[ Dict[str, str]] (the proxy hooks always carry a stringified dict). Both narrowings are intentional and enforced at construction time. Add a type: ignore[misc] with an inline explanation rather than relax the annotations on the parent or change the wire-format guarantees. LIT-2968 Co-authored-by: Mateo Wang * test(rate-limit): add direct hook-invocation tests to lift patch coverage Adds six end-to-end tests that drive each refactored hook past its limit and assert the unified ProxyRateLimitError is raised with the correct category and dual-base shape. Complements the import-shape-only parametrized guard above by actually executing the new 'raise ProxyRateLimitError(...)' lines so codecov's patch coverage sees them as hit. Hooks covered (one test each): * parallel_request_limiter v1 — direct call to raise_rate_limit_error() * parallel_request_limiter v3 — direct call to _handle_rate_limit_error with a fabricated OVER_LIMIT response * max_iterations_limiter — full async_pre_call_hook with mocked agent registry, second call exceeds budget=1 * max_budget_limiter — async_pre_call_hook with mocked get_current_spend * dynamic_rate_limiter v1 — async_pre_call_hook with mocked check_available_usage forcing available_tpm == 0 * batch_rate_limiter — direct _raise_rate_limit_error call, asserts category is the batch-specific LITELLM_BATCH_RATE_LIMIT (not the generic LITELLM_RATE_LIMIT) LIT-2968 Co-authored-by: Mateo Wang * fix: guard rate_limit_category extraction with isinstance check * test(rate-limit): cover remaining hook raise sites for codecov Adds five more direct hook-invocation tests so every PR-touched line in the proxy hooks is exercised by tests in tests/test_litellm/, which codecov measures: * parallel_request_limiter v1 — check_key_in_limits inline raise (the second raise site, separate from the raise_rate_limit_error helper covered earlier) * dynamic_rate_limiter v1 — RPM raise branch (TPM branch was already covered) * dynamic_rate_limiter v3 — parametrized over all three raise sites: model_saturation_check, priority_model, and the fail-closed fallback for an unrecognized descriptor_key * max_budget_per_session_limiter — full async_pre_call_hook with a mocked agent registry and over-budget cached spend All 42 tests in test_rate_limit_error_unification.py now pass and together exercise every changed import + raise line across the eight refactored proxy hooks. LIT-2968 Co-authored-by: Mateo Wang * fix: use computed error_message in ProxyRateLimitError detail * fix(parallel-request-limiter): drop None from detail; annotate raise_rate_limit_error as NoReturn The v1 ' raise_rate_limit_error' helper built an unused 'error_message' variable and then assembled the actual ' detail' via an f-string that interpolated 'additional_details' verbatim — producing 'Max parallel request limit reached None' when invoked without arguments (flagged by code review). Fix the helper to: - use the constructed 'error_message' as the detail - annotate the helper as NoReturn since it always raises - drop the redundant 'raise'/'return' at the two call sites Add two regression tests covering both the with- and without- additional_details paths. LIT-2968 Co-authored-by: Mateo Wang * fix(proxy/hooks): drop literal 'None' from raise_rate_limit_error detail The v1 parallel_request_limiter's raise_rate_limit_error helper has a long-standing bug: it computes a None-guarded 'error_message' string but then ignores it and emits an f-string that interpolates the raw 'additional_details' arg. Callers that pass no argument get 'Max parallel request limit reached None' as the user-facing detail. This commit: * wires error_message into the detail kwarg so the None-guard actually applies and operators see a clean message; * changes the return-type annotation from ProxyRateLimitError to NoReturn (the function always raises) so type-checkers know callers after this invocation are unreachable. Greptile P1 + P2 review feedback on PR #27687. LIT-2968 Co-authored-by: Mateo Wang * fix(types): demote TypedDict floating string to a # comment A string literal placed after a field declaration in a TypedDict body is not a per-field docstring — it's an orphaned string expression Python discards. Tools like mypy / pyright that inspect TypedDict fields won't surface that text either. Move the documentation for error_rate_limit_category to a real comment so the intent is visible to readers and type-checker tooling without the misleading docstring framing. Greptile P2 review feedback on PR #27687. LIT-2968 Co-authored-by: Mateo Wang * security(exceptions): do not auto-copy vendor response headers to e.headers A vendor 429 response can set arbitrary headers (Set-Cookie, CORS overrides, …). Previously, when RateLimitError was constructed with only a 'response=' (no explicit 'headers=' kwarg), self.headers fell back to a copy of response.headers. If a downstream proxy serializer ever forwarded e.headers to the client, a malicious upstream could inject browser-interpreted headers for the proxy origin. Drop the fallback. Only headers passed explicitly via the headers= kwarg make it onto self.headers (proxy hooks pass retry-after etc. — they control what's surfaced). Vendor response headers stay reachable on e.response.headers for callers that explicitly want them. Today's proxy_server.py route handlers don't actually forward e.headers on the wire (they construct ProxyException without passing headers), so no current behavior changes — this is a defensive narrowing so the fallback can never be turned into a vector when someone wires e.headers through later. Veria-AI security review feedback on PR #27687. LIT-2968 Co-authored-by: Mateo Wang * test(rate-limit): regression guards for review-pass fixes Pins down the three review-pass fixes: * test_parallel_request_limiter_v1_helper_no_additional_details — calls raise_rate_limit_error() with no args and asserts the detail does NOT contain the literal string 'None'. Pre-fix, callers got 'Max parallel request limit reached None'. * test_rate_limit_error_does_not_auto_copy_response_headers — passes a vendor httpx.Response with a Set-Cookie header to RateLimitError WITHOUT an explicit headers= kwarg, asserts self.headers stays None (no leak), then re-checks that an explicit headers= kwarg DOES populate self.headers. Vendor headers remain reachable on e.response.headers for callers that explicitly want them. * The existing v1-helper test now also asserts the additional_details string makes it through to the detail. LIT-2968 Co-authored-by: Mateo Wang * feat(rate-limit): add orthogonal RateLimitType (requests/tokens/concurrent_requests/budget/max_iterations) trho's last ask in the LIT-2968 thread: distinguish rate-limit failures by the dimension that was exceeded, not just by who rate-limited (vendor vs. litellm). Adds: - RateLimitType str-enum exposed at `litellm.RateLimitType` with values requests / tokens / concurrent_requests / budget / max_iterations. - `rate_limit_type` kwarg on litellm.RateLimitError + ProxyRateLimitError; None default so existing callers (vendor-429 path in exception_mapping_utils) remain a no-op. - StandardLoggingPayloadErrorInformation.error_rate_limit_type so custom callbacks can split rate-limit failures by cause without parsing free-text error messages. Mirror to error_rate_limit_category extraction in get_error_information(); single isinstance(RateLimitError) check covers both. - map_v3_rate_limit_type() helper to collapse the v3 limiter's internal labels ("requests", "tokens", "max_parallel_requests") onto the public enum so the v3 limiter and dynamic_rate_limiter_v3 share one mapping. Defensive None on unknown values rather than silently picking a wrong dimension. Co-authored-by: Mateo Wang * feat(proxy/hooks): wire rate_limit_type onto every limiter raise site Each refactored proxy hook now populates rate_limit_type with the dimension that actually tripped the limit, so downstream consumers (custom callbacks, prometheus exporters via the StandardLoggingPayload) can split key/team/user rate-limit failures by cause: - parallel_request_limiter (v1): detect dimension from current vs. limit in the post-cache branch (concurrent_requests > tokens > requests, matches the boolean condition order). Base case (current is None, one limit set to 0) picks the most-specific zero. raise_rate_limit_error() helper accepts an explicit rate_limit_type kwarg with CONCURRENT_REQUESTS default (matches every existing internal call site, including the global-limit branch). - parallel_request_limiter (v3): forward status["rate_limit_type"] through map_v3_rate_limit_type() so "max_parallel_requests" → CONCURRENT_REQUESTS for the public field while the raw v3 jargon stays on the HTTP header for wire-format backward compat. - dynamic_rate_limiter (v1): TPM-zero → TOKENS, RPM-zero → REQUESTS. Pass data["model"] through so callbacks see the model that hit the limit (addresses the secondary "provider missing" complaint in the original Slack thread, partially — the model is what dashboards typically split on). - dynamic_rate_limiter (v3): forward status["rate_limit_type"] via map_v3_rate_limit_type() at every raise site (model_saturation_check, priority_model, fail-closed unknown-descriptor guard). Also pass model. - batch_rate_limiter: limit_type is hard-typed "requests"|"tokens" — map directly without going through the helper's None branch. - max_budget_limiter, max_budget_per_session_limiter: BUDGET. - max_iterations_limiter: MAX_ITERATIONS. Co-authored-by: Mateo Wang * test(rate-limit): cover RateLimitType enum, hook wiring, and StandardLoggingPayload propagation 27 new tests across five new test classes: - TestRateLimitType: enum exposed at litellm.RateLimitType, all five values defined, RateLimitError default is None (vendor 429 path makes no claim about which dimension), accepts both string and enum forms with str-coercion guarantee for downstream JSON serializers. - TestProxyRateLimitErrorType: ProxyRateLimitError default is None, accepts string or enum, doesn't break existing callers that pass nothing. - TestMapV3RateLimitType: pins each v3-internal → public-enum mapping (tokens, requests, max_parallel_requests → concurrent_requests, unknown → None) so a future v3 refactor can't silently swap dimensions. - TestStandardLoggingPayloadCarriesType: the new error_rate_limit_type field reaches the structured payload for both ProxyRateLimitError and plain RateLimitError, is None when unspecified, and is None for non-rate-limit exceptions (symmetric with error_rate_limit_category). - TestProxyHooksWireTypeCorrectly: drives the actual raise sites in the v1 parallel_request_limiter helper, the v3 _handle_rate_limit_error (both "tokens" and "max_parallel_requests" paths), and the batch limiter (both tokens and requests paths) — coverage tools see the new rate_limit_type= kwargs as exercised, not just the import shape. Co-authored-by: Mateo Wang * test(rate-limit): cover _coerce_message branches and v1 dimension detection Drives the patch coverage on the new orthogonal RateLimitType wiring up to (or close to) 100% on the touched files. ProxyRateLimitError._coerce_message — was 22% covered, now 100%: * nested {error: {message}} dict * nested {message: {message}} dict (alt key) * dict without 'error'/'message' keys → JSON dump fallback * non-JSON-serializable dict value → str() fallback * non-string non-mapping detail (int) → str() coercion v1 parallel_request_limiter dimension detection — was 0% covered, now exercised across 6 parametrized cases: * check_key_in_limits else-branch: current at concurrent / TPM / RPM cap → asserts rate_limit_type is concurrent_requests / tokens / requests. * check_key_in_limits base case (current is None): max_parallel_requests / tpm_limit / rpm_limit set to 0 → asserts the most-specific zero attribution wins per the helper's order. LIT-2968 Co-authored-by: Mateo Wang * feat(proxy/hooks): add ProxyHTTPRateLimitError + provider resolver Introduces a small helper layer used by every proxy-side rate-limit hook so that the 429 they raise carries a populated llm_provider / model — instead of an empty exception.llm_provider that downstream loggers (Prometheus failure metric, observability callbacks) read as 'no provider attribution'. ProxyHTTPRateLimitError inherits from both fastapi.HTTPException (so the proxy server still renders it as a 429) and litellm.exceptions.RateLimitError (so isinstance checks and PrometheusLogger._get_exception_class_name pick up llm_provider). We deliberately don't call RateLimitError.__init__ — it constructs an httpx.Response we don't need and would just add failure surface; attribute parity is what downstream consumers care about. resolve_llm_provider_for_rate_limit() wraps litellm.get_llm_provider defensively. Internal limiter hooks fire from async_pre_call_hook — well before get_llm_provider runs anywhere else in the request lifecycle — so we have to call it ourselves at raise time. If the model is missing or unparseable (alias, router-only model) we fall back to llm_provider='litellm_proxy' rather than letting a second exception leak out and break the request path. Co-authored-by: Mateo Wang * fix(proxy/hooks): populate llm_provider on parallel-request 429s Both v1 and v3 parallel-request limiters fired bare HTTPException(429) from inside async_pre_call_hook. The downstream Prometheus failure metric reads exception.llm_provider via _get_exception_class_name — the empty value showed up as exception_class='HTTPException' and left model_id='None' on the time series. Threads requested_model through every raise site in: * parallel_request_limiter.py: - check_key_in_limits (the per-key/per-model/per-user/per-team/ per-customer over-limit path) - raise_rate_limit_error (zero-limit + global_max_parallel_requests paths) — now takes an optional requested_model kwarg * parallel_request_limiter_v3.py: - _handle_rate_limit_error (the OVER_LIMIT translator), called from both the should_rate_limit pre-check and the TPM reservation path Resolved via resolve_llm_provider_for_rate_limit so unknown / missing models silently fall back to llm_provider='litellm_proxy' instead of breaking the request path with a second exception. Co-authored-by: Mateo Wang * fix(proxy/hooks): populate llm_provider on dynamic-rate-limit 429s Same plumbing change as the parallel limiters, applied to both dynamic_rate_limiter (v1) and dynamic_rate_limiter_v3: * v1: TPM-zero and RPM-zero paths in async_pre_call_hook now resolve data['model'] -> (model, llm_provider) once and pass it into both raises. * v3: All three raise sites in _check_rate_limits — the model_saturation_check enforced raise, the priority_model enforced raise, and the fail-closed unknown-descriptor branch — now attribute the 429 to the actual provider. Falls back to llm_provider='litellm_proxy' when the model can't be resolved. Co-authored-by: Mateo Wang * fix(proxy/hooks): populate llm_provider on batch-rate-limit 429s batch_rate_limiter._raise_rate_limit_error now takes a requested_model kwarg threaded from data['model'] in _check_and_increment_batch_counters. The batch-creation 429 is what gets raised when the input file's tokens/requests count would push the per-key TPM/RPM window over its limit. Co-authored-by: Mateo Wang * fix(proxy/hooks): populate llm_provider on budget/iterations 429s Final batch of internal raise sites — the user/session-budget and max-iterations hooks. Same pattern: resolve data['model'] once at raise time, attach to ProxyHTTPRateLimitError so Prometheus and observability callbacks can attribute the 429. Hooks updated: * max_budget_limiter (per-user max_budget exceeded) * max_iterations_limiter (per-session agent iteration cap) * max_budget_per_session_limiter (per-session dollar cap) All three fall back to llm_provider='litellm_proxy' when data['model'] is missing or unparseable. Drops the now-unused HTTPException import from each module. Co-authored-by: Mateo Wang * test(proxy/hooks): pin provider field on internal rate-limit 429s Regression coverage for the 'provider field missing' bug across every proxy-side rate-limit hook + the helper layer: * ProxyHTTPRateLimitError class shape (HTTPException + RateLimitError, dict-detail stringification, None-provider normalization). * resolve_llm_provider_for_rate_limit happy paths (gpt-4o-mini, anthropic/..., bedrock/...) plus all three fallback branches (None, '', unknown name) plus a 'get_llm_provider raises' case that asserts we swallow the secondary exception. * For each limiter (parallel v1/v3, dynamic v1/v3, batch, max_budget, max_iterations, max_budget_per_session): assert the raised exception is a RateLimitError carrying the resolved model + llm_provider, and a sibling test that asserts the fallback path returns 'litellm_proxy' without leaking a second exception. * Two PrometheusLogger._get_exception_class_name pins so the Prometheus failure metric label flips from 'HTTPException' to 'Openai.ProxyHTTPRateLimitError' (or 'Litellm_proxy.*' on fallback) — that's what dashboards consume. Co-authored-by: Mateo Wang * perf(proxy/hooks): defer provider resolution to over-limit branches * fix: use error_message in raise_rate_limit_error to avoid literal 'None' in detail * Consolidate rate_limiter_utils imports in dynamic_rate_limiter * fix(proxy): set num_retries/max_retries on ProxyHTTPRateLimitError ProxyHTTPRateLimitError inherits from RateLimitError but did not call RateLimitError.__init__, so num_retries/max_retries were never set. When Starlette's HTTPException lacks __str__, MRO falls through to RateLimitError.__str__, which unconditionally reads these attributes and raises AttributeError during logging/traceback formatting. Initialize them to None defensively. * fix(mypy): silence base-class status_code conflict on ProxyHTTPRateLimitError HTTPException declares 'status_code: int' while openai.RateLimitError (via APIStatusError) declares 'status_code: Literal[429] = 429'. Mypy flags the multi-base override as [misc] in CI lint. The runtime semantics are fine (we set self.status_code in __init__), so silence the class-level annotation conflict with a targeted ignore. Co-authored-by: Mateo Wang * fix: annotate batch limiter _raise_rate_limit_error as NoReturn * feat(prometheus): rate-limit category/type labels + exception_class back-compat (follow-up to #27687) (#27706) * feat(prometheus): add rate_limit_category and rate_limit_type labels Adds two new labels to litellm_proxy_failed_requests_metric so dashboards can split 429s by rate-limit source (vendor vs. litellm-internal) and by the dimension that was exceeded (requests/tokens/concurrent_requests/ budget/max_iterations) without parsing free-text error messages. Closes the Prometheus side of LIT-2718. The unified RateLimitError.category and .rate_limit_type fields landed in PR #27687 but were only surfaced on StandardLoggingPayload (custom-callback channel); this exposes them on the metric label set as well. Both labels are populated only when the underlying exception is a litellm.RateLimitError; non-rate-limit failures keep them empty. Co-authored-by: Mateo Wang * feat(prometheus): populate rate-limit labels + preserve exception_class back-compat Two coupled changes in the Prometheus integration: 1. async_post_call_failure_hook now extracts the new RateLimitError .category / .rate_limit_type fields (added in PR #27687) via a _extract_rate_limit_labels helper and forwards them through UserAPIKeyLabelValues onto litellm_proxy_failed_requests_metric. Empty for non-rate-limit failures. 2. _get_exception_class_name special-cases ProxyRateLimitError and keeps emitting 'HTTPException' for the exception_class label. Without this shim, ProxyRateLimitError (which multi-inherits from HTTPException + RateLimitError) would silently flip the label from 'HTTPException' (the historical value for proxy-side 429s) to 'ProxyRateLimitError', breaking existing dashboards / alerts that key off exception_class='HTTPException'. Distinguishing vendor vs. litellm 429s is now the job of the new rate_limit_category label. Co-authored-by: Mateo Wang * test(prometheus): cover rate-limit labels and exception_class back-compat Adds 19 tests across: - enum / label-list registration - _extract_rate_limit_labels for vendor RateLimitError, ProxyRateLimitError, non-rate-limit and None inputs (incl. parametrized over every RateLimitErrorCategory x RateLimitType combo) - _get_exception_class_name back-compat: ProxyRateLimitError keeps the legacy 'HTTPException' string while vendor RateLimitError keeps the historical 'Provider.ClassName' format - end-to-end through async_post_call_failure_hook with both ProxyRateLimitError and vendor RateLimitError, asserting both new labels populate and exception_class stays back-compat Co-authored-by: Mateo Wang * fix(prometheus): tolerate missing fastapi in lazy ProxyRateLimitError import Address greptile feedback: - async_post_call_failure_hook docstring: drop the stale labelnames listing and reference PrometheusMetricLabels.litellm_proxy_failed_requests_metric as the source of truth so the doc cannot drift from the actual labelset. - _get_exception_class_name: guard the lazy ProxyRateLimitError import with ImportError so router-side fallback callsites don't blow up in non-proxy installs that don't have fastapi (a transitive dep of proxy.common_utils.proxy_rate_limit_error). Behavior is unchanged when fastapi is available. Also fix the existing enterprise callback test that asserted the old labelset on litellm_proxy_failed_requests_metric — it now expects the new rate_limit_category / rate_limit_type labels populated for vendor 429s. --------- Co-authored-by: Cursor Agent Co-authored-by: Mateo Wang * fix(bugbot): simplify rate-limit label coercion + guard None detail - prometheus.py _extract_rate_limit_labels: RateLimitError.__init__ already normalizes category/rate_limit_type to plain str, so the getattr(.value) + isinstance dance was dead code. Reduce to str(value) if not None. - proxy_rate_limit_error.py _coerce_message: short-circuit None to '' instead of falling through to str(None) = 'None', which produced the literal message 'litellm.RateLimitError: None'. * fix(rate-limit): surface unified category/type fields on BudgetExceededError The most common budget cap (virtual-key max_budget enforcement in auth_checks.py) raises litellm.BudgetExceededError, a bare Exception subclass that bypassed the unified rate-limit error class introduced by PR #27687. Custom callbacks reading StandardLoggingPayload.error_information saw category=None and rate_limit_type=None for these 429s, missing the most common budget case (team / org / end-user budgets all hit the same code path). Surface the fields off BudgetExceededError as plain attributes: - category = RateLimitErrorCategory.LITELLM_RATE_LIMIT - rate_limit_type = RateLimitType.BUDGET - llm_provider = "" (or caller-supplied) Switch get_error_information and _extract_rate_limit_labels from isinstance(RateLimitError) gating to duck-typed attribute reads, guarded by membership in the rate-limit enums so unrelated third-party exceptions exposing a .category attribute can't leak garbage values into the payload. This is strictly additive: BudgetExceededError keeps its bare-Exception base class, so `except BudgetExceededError:` handlers keep firing and `except RateLimitError:` does not start catching budget errors. * fix(rate-limit): validate enum membership at duck-typed read sites + enrich BudgetExceededError llm_provider Two follow-ups uncovered during the second QA pass on PR #27687: 1. Guard third-party `.category` / `.rate_limit_type` attribute leakage. The duck-typed read in `get_error_information` and `_extract_rate_limit_labels` would forward any string attribute named `category` / `rate_limit_type` on an unrelated third-party exception into the StandardLoggingPayload and Prometheus labels — silently mislabeling custom-callback payloads and blowing out Prometheus label cardinality. Add `validate_rate_limit_category` / `validate_rate_limit_type` helpers that gate on the documented enum value sets; non-matching values are dropped to None. 2. Enrich BudgetExceededError.llm_provider from request_data. Budget checks live in tenant-scoped helpers (key / team / org / tag / end-user / project) that don't see the request model, so the BudgetExceededError they raise carried llm_provider="" — leaving custom-metrics consumers without provider attribution for the most common 429 case. Resolve it once at the central UserAPIKeyAuthExceptionHandler seam, before post_call_failure_hook fires, so the StandardLoggingPayload the callback sees has the same provider attribution as RPM/TPM 429s. Regression tests pin both: 4 leakage tests + 4 enrichment tests. The leakage tests would fail under the pre-validation version of either read site; the enrichment tests would fail if the handler skipped the resolver call. * fix(rate-limit): resolve router model_name aliases to real provider (#27914) * fix(rate-limit): resolve router model_name aliases to real provider For nearly every real LiteLLM proxy deployment the request model is a router model_name alias (e.g. 'tpm-locked' -> litellm_params.model: openai/gpt-4o-mini), and 'litellm.get_llm_provider' doesn't know about router aliases — it raises 'LLMProviderNotProvidedError'. The resolver then fell through to the defensive 'litellm_proxy' fallback, so the 'llm_provider' field this PR adds was effectively always 'litellm_proxy' in the field, defeating its purpose for the most common proxy configuration. Add a router-alias fallback step: when 'get_llm_provider' raises, scan the active 'llm_router.model_list' for a deployment whose 'model_name' matches the request model and resolve from its 'litellm_params.model' instead. If multiple deployments share the same alias (load-balancing case) the first one wins — every deployment under one alias should agree on provider in any sensible config, and 'first' is deterministic so the Prometheus label stays stable. Defensive throughout: an uninitialized router, a malformed deployment, a 'litellm_params.model' that itself fails 'get_llm_provider' — every branch falls through to the existing 'litellm_proxy' fallback rather than letting a secondary exception escape and mask the rate-limit error we're trying to surface. Tests: - test_router_alias_resolves_to_underlying_provider: alias 'tpm-locked' -> 'openai/gpt-4o-mini' produces provider='openai', model='gpt-4o-mini'. - test_router_alias_with_multiple_deployments_uses_first. - test_router_alias_unknown_falls_back. - test_router_alias_with_malformed_deployment_falls_back. - Existing fallback test updated to also stub 'litellm.proxy.proxy_server.llm_router' so it exercises the full 'no resolution anywhere' path. Co-authored-by: Mateo Wang * fix(rate-limit): harden router alias resolver + test isolation - Wrap _resolve_provider_from_router_alias loop in top-level try/except so a non-iterable model_list / unexpected deployment shape can't escape and mask the 429 with a 500. - Type-check litellm_params before .get() to handle non-dict truthy values. - Patch llm_router=None in the parametrized fallback test so a router left by another test in the session can't redirect the unknown-model path. --------- Co-authored-by: Cursor Agent Co-authored-by: Mateo Wang * fix(bugbot): preserve "BudgetExceededError" Prometheus label Adding llm_provider to BudgetExceededError (so callbacks get provider attribution from StandardLoggingPayload) made the provider-prefix step in _get_exception_class_name silently flip the label from "BudgetExceededError" to e.g. "Openai.BudgetExceededError", breaking dashboards keyed on the historical value. Short-circuit BudgetExceededError in _get_exception_class_name the same way ProxyRateLimitError already is. Provider/category attribution still lands on the new rate_limit_category / rate_limit_type labels. * test: fix invalid 'rpm' rate_limit_type in v3 limiter test mocks The v3 rate limiter only emits 'requests', 'tokens', or 'max_parallel_requests'. Using 'rpm' caused map_v3_rate_limit_type to return None, leaving the expected RateLimitType.REQUESTS untested. Co-authored-by: Yassin Kortam * fix(bugbot): hoist provider resolver + opt-in prom rate-limit labels - dynamic_rate_limiter.py: hoist resolve_llm_provider_for_rate_limit above the TPM/RPM if/elif so the lookup runs once per request, matching the pattern in dynamic_rate_limiter_v3.py. - prometheus.py: gate the new rate_limit_category / rate_limit_type labels on litellm_proxy_failed_requests_metric behind litellm.prometheus_emit_rate_limit_labels (default False). Mirrors the existing prometheus_emit_stream_label opt-in. Preserves the metric's pre-unification label set so existing dashboards / recording rules keep matching after upgrade; operators can enable the new labels once downstream consumers include them. - Tests updated: default-off back-compat case, opt-in path enables the flag before asserting label presence. * fix: stabilize prometheus label sets and drop redundant model normalization - Cache PrometheusLogger.get_labels_for_metric per metric_name so that the label set used to construct counters at __init__ time stays in sync with the label set used at increment time, even if module-level toggles like prometheus_emit_rate_limit_labels or prometheus_emit_stream_label are flipped at runtime. Without this, toggling these flags after the logger was created would cause ValueError from prometheus_client because the runtime labels would not match the counter's declared labelnames. - Drop redundant 'model or ""' guard in ProxyRateLimitError.__init__ where model is already normalized one step earlier. Co-authored-by: Yassin Kortam * perf(dynamic_rate_limiter): only resolve provider when rate limit hit Co-authored-by: Yassin Kortam * test(prometheus): clear cached metric labels after toggling rate-limit flag The PrometheusLogger caches each metric's label set at construction time so that labels used at counter.labels(...) time stay consistent with the labels the metric was registered with. The enterprise async_post_call_failure_hook test toggles litellm.prometheus_emit_rate_limit_labels = True AFTER the fixture has already built the logger, so without invalidating the cache the rate_limit_category / rate_limit_type labels never reach the mocked counter and the assert_called_once_with check fails. Co-authored-by: Yassin Kortam * test: fix CI failures from prom label cache + flaky time-window assertion PrometheusLogger.get_labels_for_metric now caches the per-metric label set at first read so the labels passed to counter.labels(...) stay in lock step with the labels the counter was registered with. This broke two existing test patterns: - test_prometheus_labels.py: tests bind the real method onto a MagicMock, but MagicMock auto-creates a Mock for _cached_metric_labels whose .get(...) returns a truthy Mock — treated as a populated cache and returned as the label set, producing empty filtered labels and KeyError on labels["requested_model"] / ["route"]. Seed real {} containers for _cached_metric_labels and label_filters before binding. - test_prometheus_logging_callbacks.py::test_set_team_budget_metrics_with_custom_labels: the fixture builds the logger before the test monkeypatches litellm.custom_prometheus_metadata_labels, so the cached label set never picks up the new metadata labels. Clear the cache after the monkeypatch (same pattern already used for the rate-limit toggle in test_async_post_call_failure_hook). UI: view_logs/index.test.tsx "Last Minute" window assertion is off by one at the minute boundary. start_date is floored to the minute, so the dropped sub-minute fraction can push the truncated-seconds diff up to (minMinutes+1)*60 exactly when the click lands near a minute rollover. Switch the upper bound to toBeLessThanOrEqual. * feat(otel-v2): surface rate_limit_category + rate_limit_type on failed LLM-call spans PR #28909 introduced the typed v2 OTel engine that builds spans from StandardLoggingPayload, with SpanError carrying error_type + message and the genai mapper stamping error.type onto every failed LLM-call span. This PR's earlier commits added error_rate_limit_category and error_rate_limit_type to the same StandardLoggingPayload.error_information the v2 engine reads — but neither field reached a span attribute, so v2 OTel traces stayed opaque about *why* a 429 fired (vendor vs litellm, RPM vs TPM vs concurrent vs budget vs max_iterations) even after the custom-callback and prometheus surfaces gained that decomposition. Three coupled changes: 1. semconv.py: add LiteLLM.ERROR_RATE_LIMIT_CATEGORY / LiteLLM.ERROR_RATE_LIMIT_TYPE under the litellm.* vendor namespace (no GenAI semconv equivalent exists for who-rate-limited / which-dimension). 2. payloads.py: extend SpanError with rate_limit_category + rate_limit_type, populated by _parse_error() from the same error_information.error_rate_limit_* fields the custom-callback channel and prometheus rate_limit_category / rate_limit_type labels read. Single source of truth across all three observability surfaces. 3. mappers/genai.py: stamp the two attributes on the LLM-call span when present. drop_none guarantees they stay absent (not 'None') for non-rate-limit failures so trace consumers can read them unconditionally. Three regression tests in test_otel_v2_emitter.py pin: a vendor / litellm-internal RateLimitError lands category=litellm_rate_limit + rate_limit_type=requests on the span; a BudgetExceededError lands rate_limit_type=budget; a non-rate-limit failure (BadRequestError) keeps the rate_limit_* attributes absent. Mutation-tested against reverting either the SpanError extension or the _parse_error read site — both new tests fail under either mutation. Co-authored-by: Mateo Wang * test: align prometheus user-budget + logs quick-select tests with merged code The merge into this branch left two test patterns out of step with the code they exercise. test_set_user_budget_metrics_includes_user_email_and_alias_labels_when_opted_in flipped litellm.prometheus_user_budget_label_include_email_alias after the fixture had already built the PrometheusLogger. get_labels_for_metric now snapshots each metric's label set at construction time, so the runtime flip no longer reached the cached labels. Enable the flag before constructing the logger, matching how the proxy applies config at startup. view_logs/index.test.tsx referenced uiSpendLogsCall and moment without importing them, and the merged index.tsx now fetches through useLogFilterLogic (the hook the file stubs out) rather than calling uiSpendLogsCall directly. Add the imports and restore the real hook for the Quick Select window assertions so the call is actually observed. * refactor(otel/v2): drop rate-limit decomposition from the LLM-call span Proxy-side rate limits (litellm_rate_limit, budget, max_iterations) are rejected at the gate before any upstream call, so async_post_call_failure_hook tags the synthetic failure log with LITELLM_LOGGING_NO_UPSTREAM_LLM_CALL and the v2 OTel logger never opens an LLM-call span for them; the litellm.error.rate_limit_category / litellm.error.rate_limit_type attributes were dead for exactly the cases they were meant to surface. The only failure that does open an LLM-call span carrying a RateLimitError is a vendor 429, where rate_limit_type is always None and the category just restates error.type=RateLimitError. The decomposition still reaches downstream consumers through StandardLoggingPayload.error_information.error_rate_limit_* and the prometheus rate_limit_category / rate_limit_type labels, both unchanged. Removes the SpanError fields, the _parse_error reads, the genai mapper attributes, the semconv keys, and the three span tests that asserted a scenario that never reaches the mapper in production. * fix(batch_rate_limiter): map max_parallel_requests to concurrent_requests * refactor(prometheus): drop transitive fastapi import from _get_exception_class_name Read the legacy exception_class label from a prometheus_exception_class_name marker on ProxyRateLimitError instead of importing the proxy module, keeping the integrations layer free of a transitive fastapi dependency. * chore(ui): sync schema.d.ts with unified rate-limit error spec The ProxyRateLimitError docstring flows into the proxy OpenAPI spec's 429 response description, so the generated dashboard types were out of sync. Regenerated via npm run gen:api (Check UI API Types Sync). --------- Co-authored-by: Cursor Agent Co-authored-by: Mateo Wang Co-authored-by: Yassin Kortam --- litellm/__init__.py | 9 + litellm/exceptions.py | 161 +- litellm/integrations/prometheus.py | 98 +- litellm/litellm_core_utils/litellm_logging.py | 19 + litellm/proxy/auth/auth_exception_handler.py | 14 + .../common_utils/proxy_rate_limit_error.py | 196 ++ litellm/proxy/hooks/batch_rate_limiter.py | 29 +- litellm/proxy/hooks/dynamic_rate_limiter.py | 11 +- .../proxy/hooks/dynamic_rate_limiter_v3.py | 23 +- litellm/proxy/hooks/max_budget_limiter.py | 11 +- .../hooks/max_budget_per_session_limiter.py | 11 +- litellm/proxy/hooks/max_iterations_limiter.py | 11 +- .../proxy/hooks/parallel_request_limiter.py | 75 +- .../hooks/parallel_request_limiter_v3.py | 13 +- litellm/proxy/hooks/rate_limiter_utils.py | 118 +- litellm/types/integrations/prometheus.py | 29 + litellm/types/utils.py | 17 + .../test_prometheus_logging_callbacks.py | 70 +- .../integrations/test_prometheus_labels.py | 8 + .../test_prometheus_rate_limit_labels.py | 328 ++++ .../test_prometheus_user_team_metrics.py | 39 +- .../test_proxy_rate_limit_provider_field.py | 223 ++- .../test_rate_limit_error_unification.py | 1671 +++++++++++++++++ .../src/components/view_logs/index.test.tsx | 62 + ui/litellm-dashboard/src/lib/http/schema.d.ts | 12 +- 25 files changed, 3059 insertions(+), 199 deletions(-) create mode 100644 litellm/proxy/common_utils/proxy_rate_limit_error.py create mode 100644 tests/test_litellm/integrations/test_prometheus_rate_limit_labels.py create mode 100644 tests/test_litellm/test_rate_limit_error_unification.py diff --git a/litellm/__init__.py b/litellm/__init__.py index f22971dfa13..e6c30e12286 100644 --- a/litellm/__init__.py +++ b/litellm/__init__.py @@ -442,6 +442,13 @@ custom_prometheus_metadata_labels: List[str] = [] custom_prometheus_tags: List[str] = [] prometheus_metrics_config: Optional[List] = None prometheus_emit_stream_label: bool = False +# Opt-in: emit `rate_limit_category` and `rate_limit_type` labels on +# `litellm_proxy_failed_requests_metric`. Off by default to preserve the +# pre-unification label set so existing dashboards / recording rules keyed on +# that metric keep matching after upgrade. Enable when downstream consumers +# are ready to split 429s by source (vendor vs. litellm) and dimension +# (RPM/TPM/concurrent/budget). +prometheus_emit_rate_limit_labels: bool = False prometheus_user_budget_label_include_email_alias: bool = False prometheus_end_user_metrics_max_series_per_metric: Optional[int] = 10000 prometheus_end_user_metrics_ttl_seconds: Optional[float] = 3600.0 @@ -1303,6 +1310,8 @@ from .exceptions import ( NotFoundError, PermissionDeniedError, RateLimitError, + RateLimitErrorCategory, + RateLimitType, ServiceUnavailableError, BadGatewayError, OpenAIError, diff --git a/litellm/exceptions.py b/litellm/exceptions.py index 15f6030d4a3..1cbef6b0b49 100644 --- a/litellm/exceptions.py +++ b/litellm/exceptions.py @@ -9,13 +9,109 @@ ## LiteLLM versions of the OpenAI Exception Types -from typing import Any, Dict, Optional +import enum +from typing import Any, Dict, Optional, Union import httpx import openai from litellm.types.utils import LiteLLMCommonStrings + +class RateLimitErrorCategory(str, enum.Enum): + """ + Category of a rate limit error, allowing callers to distinguish where the rate + limit originated. Exposed on every :class:`RateLimitError` instance via the + ``category`` attribute. + + Use these values to switch on the rate limit source, e.g.:: + + try: + ... + except litellm.RateLimitError as e: + if e.category == RateLimitErrorCategory.LITELLM_RATE_LIMIT: + ... # litellm's own limiter (key/team/user/model RPM/TPM/budget) + elif e.category == RateLimitErrorCategory.VENDOR_RATE_LIMIT: + ... # the upstream LLM provider returned 429 + """ + + VENDOR_RATE_LIMIT = "vendor_rate_limit" + """The upstream LLM provider returned a rate-limit response (e.g. OpenAI 429).""" + + VENDOR_BATCH_RATE_LIMIT = "vendor_batch_rate_limit" + """The upstream LLM provider returned a rate-limit response on a batch endpoint.""" + + LITELLM_RATE_LIMIT = "litellm_rate_limit" + """LiteLLM's own rate limiter (key/team/user/model RPM/TPM, budget, parallel-requests, etc.) blocked the request.""" + + LITELLM_BATCH_RATE_LIMIT = "litellm_batch_rate_limit" + """LiteLLM's own batch rate limiter (token/request budget across a batch input file) blocked the request.""" + + +class RateLimitType(str, enum.Enum): + """ + The dimension that was exceeded when a rate-limit error fired. + + This is orthogonal to :class:`RateLimitErrorCategory` — *category* tells + callers **who** rate-limited the request (the upstream vendor vs. one of + litellm's own limiters), while *type* tells them **which limit dimension** + was exceeded (an RPM ceiling, a TPM ceiling, a max-parallel-requests + ceiling, a budget cap, or a max-iterations cap). + + Surfaced both on every :class:`RateLimitError` instance via the + ``rate_limit_type`` attribute and on the structured + ``StandardLoggingPayload.error_information.error_rate_limit_type`` field + so custom callbacks / metrics consumers can split rate-limit failures by + cause without parsing free-text error messages. + """ + + REQUESTS = "requests" + """Requests-per-minute (RPM) or requests-per-window ceiling exceeded.""" + + TOKENS = "tokens" + """Tokens-per-minute (TPM) or tokens-per-window ceiling exceeded.""" + + CONCURRENT_REQUESTS = "concurrent_requests" + """``max_parallel_requests`` — too many in-flight requests at once.""" + + BUDGET = "budget" + """Spend budget cap reached (key, team, user, or per-session).""" + + MAX_ITERATIONS = "max_iterations" + """Per-session max-iterations cap reached (agent-style flows).""" + + +_RATE_LIMIT_CATEGORY_VALUES = frozenset(c.value for c in RateLimitErrorCategory) +_RATE_LIMIT_TYPE_VALUES = frozenset(t.value for t in RateLimitType) + + +def validate_rate_limit_category(value: Any) -> Optional[str]: + """Return ``value`` only if it matches a known :class:`RateLimitErrorCategory`. + + Used at duck-typed read sites (StandardLoggingPayload extraction, Prometheus + labels) to reject `.category` strings set by unrelated third-party exceptions + — otherwise those would leak into custom-callback payloads and Prometheus + label cardinality. + """ + if isinstance(value, RateLimitErrorCategory): + return value.value + if isinstance(value, str) and value in _RATE_LIMIT_CATEGORY_VALUES: + return value + return None + + +def validate_rate_limit_type(value: Any) -> Optional[str]: + """Return ``value`` only if it matches a known :class:`RateLimitType`. + + See :func:`validate_rate_limit_category` for the rationale. + """ + if isinstance(value, RateLimitType): + return value.value + if isinstance(value, str) and value in _RATE_LIMIT_TYPE_VALUES: + return value + return None + + _MINIMAL_ERROR_RESPONSE: Optional[httpx.Response] = None @@ -321,6 +417,18 @@ class PermissionDeniedError(openai.PermissionDeniedError): # type: ignore class RateLimitError(openai.RateLimitError): # type: ignore + """ + Unified rate-limit error. + + Every rate-limit condition surfaced by litellm — whether it originated from + an upstream LLM provider, a vendor batch endpoint, or one of litellm's own + proxy-side limiters (parallel-requests, dynamic-rate, batch-rate, budget, + max-iterations, etc.) — is raised as an instance of this class. + + The :attr:`category` attribute lets callers distinguish the source. See + :class:`RateLimitErrorCategory` for the available values. + """ + def __init__( self, message, @@ -330,6 +438,12 @@ class RateLimitError(openai.RateLimitError): # type: ignore litellm_debug_info: Optional[str] = None, max_retries: Optional[int] = None, num_retries: Optional[int] = None, + category: Union[str, RateLimitErrorCategory] = ( + RateLimitErrorCategory.VENDOR_RATE_LIMIT + ), + rate_limit_type: Optional[Union[str, RateLimitType]] = None, + headers: Optional[Dict[str, str]] = None, + detail: Any = None, ): self.status_code = 429 self.message = "litellm.RateLimitError: {}".format(message) @@ -338,9 +452,39 @@ class RateLimitError(openai.RateLimitError): # type: ignore self.litellm_debug_info = litellm_debug_info self.max_retries = max_retries self.num_retries = num_retries + self.category = ( + category.value if isinstance(category, RateLimitErrorCategory) else category + ) + # Which dimension was exceeded — request count, token count, parallel + # requests, budget, max iterations. None when the source didn't + # classify the failure (e.g. legacy vendor 429 with no header hints). + self.rate_limit_type: Optional[str] = ( + rate_limit_type.value + if isinstance(rate_limit_type, RateLimitType) + else rate_limit_type + ) + # Headers explicitly attached to the error (e.g. retry-after, + # rate_limit_type, reset_at). Preserved across the proxy boundary so + # clients can react appropriately. + # + # IMPORTANT: we deliberately do NOT auto-populate self.headers from + # response.headers when only `response` is provided. A vendor 429 can + # set arbitrary response headers (Set-Cookie, CORS overrides, …); if + # those leaked into e.headers and a downstream proxy serializer + # forwarded them to the client, a malicious upstream could inject + # browser-interpreted headers for the proxy origin. Vendor response + # headers stay reachable on `e.response.headers` for callers that + # explicitly want them; only the proxy-supplied `headers=` kwarg + # makes it onto `self.headers`. _response_headers = ( getattr(response, "headers", None) if response is not None else None ) + self.headers: Optional[Dict[str, str]] = ( + {k: str(v) for k, v in headers.items()} if headers else None + ) + # Mirrors FastAPI HTTPException.detail so the same instance can be + # serialized through both the ProxyException and HTTPException paths. + self.detail = detail if detail is not None else self.message self.response = httpx.Response( status_code=429, headers=_response_headers, @@ -843,11 +987,24 @@ LITELLM_EXCEPTION_TYPES = [ class BudgetExceededError(Exception): def __init__( - self, current_cost: float, max_budget: float, message: Optional[str] = None + self, + current_cost: float, + max_budget: float, + message: Optional[str] = None, + llm_provider: Optional[str] = None, ): self.current_cost = current_cost self.max_budget = max_budget self.status_code = 429 + self.llm_provider = llm_provider or "" + # Surface unified rate-limit fields without joining the RateLimitError + # hierarchy so existing `except BudgetExceededError:` handlers keep + # working; custom callbacks reading StandardLoggingPayload pick these + # up via the same `category` / `rate_limit_type` attributes the rest + # of the unified rate-limit error path uses. Stored as plain strings + # to match the normalization RateLimitError.__init__ performs. + self.category: str = RateLimitErrorCategory.LITELLM_RATE_LIMIT.value + self.rate_limit_type: str = RateLimitType.BUDGET.value message = ( message or f"Budget has been exceeded! Current cost: {current_cost}, Max budget: {max_budget}" diff --git a/litellm/integrations/prometheus.py b/litellm/integrations/prometheus.py index 648fe671140..d2af95cd4cc 100644 --- a/litellm/integrations/prometheus.py +++ b/litellm/integrations/prometheus.py @@ -24,6 +24,10 @@ from typing import ( import litellm from litellm._logging import print_verbose, verbose_logger +from litellm.exceptions import ( + validate_rate_limit_category, + validate_rate_limit_type, +) from litellm.integrations.custom_logger import CustomLogger from litellm.integrations.prometheus_helpers.bounded_prometheus_series_tracker import ( BoundedPrometheusSeriesTracker, @@ -78,6 +82,20 @@ class PrometheusLogger(CustomLogger): # Always initialize label_filters, even for non-premium users self.label_filters = self._parse_prometheus_config() + # Cache resolved label sets per metric. Several entries in + # ``PrometheusMetricLabels.get_labels`` read module-level toggles + # (e.g. ``litellm.prometheus_emit_stream_label``, + # ``litellm.prometheus_emit_rate_limit_labels``) that can be + # changed at runtime. Prometheus counters/gauges/histograms are + # created with a *fixed* ``labelnames`` set; if a runtime call + # to ``get_labels_for_metric`` returned a different set, the + # subsequent ``counter.labels(**_labels)`` would raise a + # ``ValueError`` from the prometheus client. Snapshotting at + # logger init time pins the label set for the lifetime of the + # logger so toggling these flags only takes effect after a + # restart, keeping init-time and runtime label sets in sync. + self._cached_metric_labels: Dict[str, List[str]] = {} + _custom_buckets = litellm.prometheus_latency_buckets self.latency_buckets = ( tuple(_custom_buckets) @@ -1033,13 +1051,27 @@ class PrometheusLogger(CustomLogger): self, metric_name: DEFINED_PROMETHEUS_METRICS ) -> List[str]: """ - Get the labels for a metric, filtered if configured + Get the labels for a metric, filtered if configured. + + The result is cached on the instance so the label set used to + construct each Prometheus metric at ``__init__`` time stays in lock + step with the label set passed to ``counter.labels(...)`` at + runtime, even if the underlying module-level toggles consulted by + :meth:`PrometheusMetricLabels.get_labels` (e.g. + ``litellm.prometheus_emit_rate_limit_labels``, + ``litellm.prometheus_emit_stream_label``) are flipped after the + logger has been created. """ + cached = self._cached_metric_labels.get(metric_name) + if cached is not None: + return cached + # Get default labels for this metric from PrometheusMetricLabels default_labels = PrometheusMetricLabels.get_labels(metric_name) # If no label filtering is configured for this metric, use default labels if metric_name not in self.label_filters: + self._cached_metric_labels[metric_name] = default_labels return default_labels # Get configured labels for this metric @@ -1050,6 +1082,7 @@ class PrometheusLogger(CustomLogger): label for label in default_labels if label in configured_labels ] + self._cached_metric_labels[metric_name] = filtered_labels return filtered_labels def _track_end_user_metric_series( @@ -2029,14 +2062,8 @@ class PrometheusLogger(CustomLogger): Proxy level tracking - failed client side requests - labelnames=[ - "end_user", - "hashed_api_key", - "api_key_alias", - REQUESTED_MODEL, - "team", - "team_alias", - ] + EXCEPTION_LABELS, + See :attr:`PrometheusMetricLabels.litellm_proxy_failed_requests_metric` + for the authoritative list of labels emitted on this metric. """ from litellm.litellm_core_utils.litellm_logging import ( StandardLoggingPayloadSetup, @@ -2059,6 +2086,9 @@ class PrometheusLogger(CustomLogger): model_id = _metadata.get("model_info", {}).get("id") or request_data.get( "model_info", {} ).get("id") + rate_limit_category, rate_limit_type = self._extract_rate_limit_labels( + original_exception + ) enum_values = UserAPIKeyLabelValues( end_user=user_api_key_dict.end_user_id, user=user_api_key_dict.user_id, @@ -2073,6 +2103,8 @@ class PrometheusLogger(CustomLogger): status_code=str(status_code), exception_status=str(status_code), exception_class=self._get_exception_class_name(original_exception), + rate_limit_category=rate_limit_category, + rate_limit_type=rate_limit_type, tags=_tags, route=user_api_key_dict.request_route, client_ip=_metadata.get("requester_ip_address"), @@ -2843,6 +2875,33 @@ class PrometheusLogger(CustomLogger): @staticmethod def _get_exception_class_name(exception: Exception) -> str: + # Some exception types pin the ``exception_class`` label to a legacy + # value for back-compat with existing dashboards (e.g. proxy-side 429s + # keep reporting as "HTTPException"). Honor that opt-in marker before + # deriving the label from the runtime class name. Reading it via + # ``getattr`` keeps this core integrations module free of a transitive + # ``fastapi`` dependency. + legacy_class_name = getattr(exception, "prometheus_exception_class_name", None) + if isinstance(legacy_class_name, str) and legacy_class_name: + return legacy_class_name + + # Same back-compat reasoning for ``BudgetExceededError``: the unified + # rate-limit error work attached ``.llm_provider`` to budget errors + # too (so callbacks reading ``StandardLoggingPayload`` get provider + # attribution). Without this short-circuit, the provider prefix below + # would silently flip the label from "BudgetExceededError" to e.g. + # "Openai.BudgetExceededError" and break dashboards keyed on the + # original value. + try: + from litellm.exceptions import BudgetExceededError + except ImportError: + BudgetExceededError = None # type: ignore[assignment,misc] + + if BudgetExceededError is not None and isinstance( + exception, BudgetExceededError + ): + return "BudgetExceededError" + exception_class_name = "" if hasattr(exception, "llm_provider"): exception_class_name = getattr(exception, "llm_provider") or "" @@ -2857,6 +2916,27 @@ class PrometheusLogger(CustomLogger): exception_class_name += exception.__class__.__name__ return exception_class_name + @staticmethod + def _extract_rate_limit_labels( + exception: Optional[Exception], + ) -> Tuple[Optional[str], Optional[str]]: + """ + Pull the unified ``category`` / ``rate_limit_type`` fields off any + exception that declares them (``litellm.RateLimitError`` and bare- + Exception subclasses like ``BudgetExceededError``). + + Values are validated against the :class:`RateLimitErrorCategory` / + :class:`RateLimitType` enums so unrelated third-party exceptions that + happen to declare ``.category`` / ``.rate_limit_type`` string attributes + can't leak garbage into Prometheus label cardinality. + """ + if exception is None: + return None, None + return ( + validate_rate_limit_category(getattr(exception, "category", None)), + validate_rate_limit_type(getattr(exception, "rate_limit_type", None)), + ) + async def log_success_fallback_event( self, original_model_group: str, kwargs: dict, original_exception: Exception ): diff --git a/litellm/litellm_core_utils/litellm_logging.py b/litellm/litellm_core_utils/litellm_logging.py index f20b66790c4..dbfcf55d75d 100644 --- a/litellm/litellm_core_utils/litellm_logging.py +++ b/litellm/litellm_core_utils/litellm_logging.py @@ -37,6 +37,10 @@ from litellm import ( turn_off_message_logging, ) from litellm._logging import _is_debugging_on, _redact_string, verbose_logger +from litellm.exceptions import ( + validate_rate_limit_category, + validate_rate_limit_type, +) from litellm._uuid import uuid from litellm.batches.batch_utils import _handle_completed_batch from litellm.caching.caching import DualCache, InMemoryCache @@ -5318,12 +5322,27 @@ class StandardLoggingPayloadSetup: else str(original_exception) ) + # Duck-typed read so bare-Exception subclasses like + # `litellm.BudgetExceededError` can participate without joining the + # RateLimitError hierarchy (which would break `except BudgetExceededError`). + # Validated against the enum value sets so a third-party exception that + # happens to declare a `.category` or `.rate_limit_type` string attribute + # can't leak garbage into the payload or Prometheus label cardinality. + rate_limit_category = validate_rate_limit_category( + getattr(original_exception, "category", None) + ) + rate_limit_type = validate_rate_limit_type( + getattr(original_exception, "rate_limit_type", None) + ) + return StandardLoggingPayloadErrorInformation( error_code=error_status, error_class=error_class, llm_provider=_llm_provider_in_exception, traceback=traceback_info, error_message=error_message if original_exception else "", + error_rate_limit_category=rate_limit_category, + error_rate_limit_type=rate_limit_type, ) @staticmethod diff --git a/litellm/proxy/auth/auth_exception_handler.py b/litellm/proxy/auth/auth_exception_handler.py index e06ac760237..f76949f4d11 100644 --- a/litellm/proxy/auth/auth_exception_handler.py +++ b/litellm/proxy/auth/auth_exception_handler.py @@ -126,6 +126,20 @@ class UserAPIKeyAuthExceptionHandler: model=request_data.get("model"), ) + # Budget checks live in tenant-scoped helpers (key / team / org / tag) + # that don't see the request model, so the BudgetExceededError they + # raise carries `llm_provider=""`. Resolve it here off `request_data` + # so custom-callback consumers reading StandardLoggingPayload get + # the same `llm_provider` attribution as for RPM/TPM 429s. + if isinstance(e, litellm.BudgetExceededError) and not e.llm_provider: + from litellm.proxy.hooks.rate_limiter_utils import ( + resolve_llm_provider_for_rate_limit, + ) + + _, e.llm_provider = resolve_llm_provider_for_rate_limit( + request_data.get("model") + ) + # Allow callbacks to transform the error response transformed_exception = await proxy_logging_obj.post_call_failure_hook( request_data=request_data, diff --git a/litellm/proxy/common_utils/proxy_rate_limit_error.py b/litellm/proxy/common_utils/proxy_rate_limit_error.py new file mode 100644 index 00000000000..24e5c991794 --- /dev/null +++ b/litellm/proxy/common_utils/proxy_rate_limit_error.py @@ -0,0 +1,196 @@ +""" +ProxyRateLimitError — a unified rate-limit exception used by litellm's +proxy-side hooks. + +Background +---------- +LiteLLM previously surfaced rate-limit conditions through *several* unrelated +exception types: + +* :class:`litellm.exceptions.RateLimitError` — raised by exception mapping when + an upstream LLM provider returns 429. +* :class:`fastapi.HTTPException` (status 429) — raised directly by proxy hooks + such as ``parallel_request_limiter``, ``dynamic_rate_limiter``, + ``batch_rate_limiter``, ``max_budget_limiter``, ``max_iterations_limiter``, + etc. +* :class:`litellm.llms.base_llm.chat.transformation.BaseLLMException` (status + 429) — raised by some provider transports. + +This made it impossible for downstream code (and end users) to express +"is this a rate limit?" with a single ``except`` clause, and impossible to +distinguish *where* the rate limit originated (vendor vs. litellm, batch vs. +chat) without ad-hoc string-matching on the message. + +This module provides a single proxy-side error class that: + +1. Is a subclass of :class:`litellm.exceptions.RateLimitError`, so user code + that catches ``RateLimitError`` works for *every* rate-limit source. +2. Is also a subclass of :class:`fastapi.HTTPException`, so existing proxy + plumbing (``isinstance(e, HTTPException)`` branches in route handlers and + FastAPI's own dispatcher) continues to behave the same way and the + ``retry-after`` / ``rate_limit_type`` / ``reset_at`` headers are preserved + on the wire. +3. Carries a :attr:`category` field (one of + :class:`litellm.exceptions.RateLimitErrorCategory`) so callers can switch on + the rate limit source. +""" + +import json +from typing import Any, Dict, Mapping, Optional, Union + +from fastapi import HTTPException + +from litellm.exceptions import RateLimitError, RateLimitErrorCategory, RateLimitType + + +def map_v3_rate_limit_type( + v3_value: Optional[str], +) -> Optional[RateLimitType]: + """ + Map the v3 rate limiter's internal `status["rate_limit_type"]` strings + onto the public :class:`RateLimitType` enum. + + The v3 limiter uses the literal values ``"requests"``, ``"tokens"``, and + ``"max_parallel_requests"``. We collapse the last one onto + :attr:`RateLimitType.CONCURRENT_REQUESTS` because that's the public name + documented for users and dashboards. Unrecognized values return ``None`` + so the field stays absent rather than carrying garbage downstream. + """ + if v3_value == "tokens": + return RateLimitType.TOKENS + if v3_value == "max_parallel_requests": + return RateLimitType.CONCURRENT_REQUESTS + if v3_value == "requests": + return RateLimitType.REQUESTS + return None + + +def _coerce_message(detail: Any) -> str: + """Best-effort, JSON-friendly stringification of an HTTPException-style detail.""" + if detail is None: + return "" + if isinstance(detail, str): + return detail + if isinstance(detail, Mapping): + for key in ("error", "message"): + if isinstance(detail.get(key), str): + return detail[key] + inner = detail.get(key) + if isinstance(inner, Mapping) and isinstance(inner.get("message"), str): + return inner["message"] + try: + return json.dumps(detail) + except (TypeError, ValueError): + return str(detail) + return str(detail) + + +# NOTE: mypy emits two `[misc]` errors on the class line below because the +# bases declare overlapping attributes with related-but-not-identical +# annotations: +# * `status_code` is `int` on starlette HTTPException but `Literal[429]` on +# openai.RateLimitError (every openai status-error subclass narrows it +# this way and silences pyright with the same convention). +# * `headers` is `Mapping[str, str] | None` on HTTPException; we narrow it +# to `Optional[Dict[str, str]]` on RateLimitError because we always carry +# a stringified dict. +# Both narrowings are intentional and handled at construction time — every +# instance always has status_code == 429 and a Dict-typed headers — so we +# silence the ATTR-overlap check rather than relax the annotations. +class ProxyRateLimitError(HTTPException, RateLimitError): # type: ignore[misc] + """ + A 429 raised by litellm's proxy-side rate limiting hooks. + + This class deliberately inherits from BOTH + :class:`litellm.exceptions.RateLimitError` and :class:`fastapi.HTTPException` + so the same instance can flow through: + + * ``except RateLimitError`` (user / SDK code that wants a category-aware + handler), and + * ``isinstance(e, HTTPException)`` (FastAPI / proxy_server.py route + handlers that need to forward ``status_code``, ``detail`` and + ``headers`` back to the client). + + Downstream code should prefer this class over + ``raise HTTPException(status_code=429, ...)`` for litellm-internal rate + limits. + + Parameters + ---------- + detail: + The structured error payload. Forwarded as ``HTTPException.detail`` so + FastAPI's default exception handler will serialize it verbatim. + headers: + Optional response headers (e.g. ``retry-after``). Values are stringified + to satisfy FastAPI's typing. + category: + One of :class:`RateLimitErrorCategory`. Defaults to + ``LITELLM_RATE_LIMIT`` since this class is only used by litellm's own + proxy-side limiters; pass ``LITELLM_BATCH_RATE_LIMIT`` for the batch + limiter, etc. + model / llm_provider: + Optional context, propagated to the inherited ``RateLimitError`` for + compatibility with logging / standard payload extraction. + """ + + # Prometheus' ``exception_class`` label is pinned to "HTTPException" for + # this type: before the unified class existed, proxy-side 429s surfaced as + # ``fastapi.HTTPException`` and existing dashboards/alerts key off that exact + # value. Distinguishing vendor vs. litellm 429s is now the job of the + # ``rate_limit_category`` / ``rate_limit_type`` labels. + prometheus_exception_class_name = "HTTPException" + + def __init__( + self, + detail: Any, + headers: Optional[Mapping[str, Any]] = None, + category: Union[ + str, RateLimitErrorCategory + ] = RateLimitErrorCategory.LITELLM_RATE_LIMIT, + rate_limit_type: Optional[Union[str, RateLimitType]] = None, + model: Optional[str] = None, + llm_provider: Optional[str] = "litellm_proxy", + ): + # Normalize None → safe defaults so callers (and the resolver helper + # in `rate_limiter_utils`) can pass `None` without producing an + # instance whose `.llm_provider` attribute is `None` — that would + # break Prometheus' `_get_exception_class_name` (it calls + # `.capitalize()` on the provider string). + model = model or "" + llm_provider = llm_provider or "litellm_proxy" + message = _coerce_message(detail) + stringified_headers: Optional[Dict[str, str]] = ( + {k: str(v) for k, v in headers.items()} if headers else None + ) + + # Initialize the FastAPI HTTPException portion first so its attributes + # (status_code, detail, headers) are already on the instance before + # RateLimitError.__init__ runs and possibly overrides them. + HTTPException.__init__( + self, + status_code=429, + detail=detail, + headers=stringified_headers, + ) + + # Now initialize the litellm RateLimitError portion. We deliberately + # pass the structured detail through so RateLimitError preserves it as + # its `.detail` attribute too — keeping both sides of the MRO + # consistent. + RateLimitError.__init__( + self, + message=message, + llm_provider=llm_provider, + model=model, + category=category, + rate_limit_type=rate_limit_type, + headers=stringified_headers, + detail=detail, + ) + # RateLimitError.__init__ overwrites self.headers with its own copy and + # leaves self.status_code at 429 — restore the HTTPException-style + # headers value so downstream code that pulls headers off the + # instance gets back exactly what the limiter passed in. + self.headers = stringified_headers + self.detail = detail + self.status_code = 429 diff --git a/litellm/proxy/hooks/batch_rate_limiter.py b/litellm/proxy/hooks/batch_rate_limiter.py index 8473b5e77de..3957e3a7fbb 100644 --- a/litellm/proxy/hooks/batch_rate_limiter.py +++ b/litellm/proxy/hooks/batch_rate_limiter.py @@ -17,7 +17,17 @@ Quick summary: - async_log_success_event() fires on GET /v1/batches/{id} (batch completion) """ -from typing import TYPE_CHECKING, Any, Dict, List, Literal, Optional, Tuple, Union +from typing import ( + TYPE_CHECKING, + Any, + Dict, + List, + Literal, + NoReturn, + Optional, + Tuple, + Union, +) from fastapi import HTTPException from pydantic import BaseModel @@ -30,6 +40,7 @@ from litellm.batches.batch_utils import ( _get_file_content_as_dictionary, _get_models_from_batch_input_file_content, ) +from litellm.exceptions import RateLimitErrorCategory from litellm.integrations.custom_logger import CustomLogger from litellm.proxy._types import ( ProxyErrorTypes, @@ -37,10 +48,11 @@ from litellm.proxy._types import ( SpecialModelNames, UserAPIKeyAuth, ) -from litellm.proxy.hooks.rate_limiter_utils import ( - ProxyHTTPRateLimitError, - resolve_llm_provider_for_rate_limit, +from litellm.proxy.common_utils.proxy_rate_limit_error import ( + ProxyRateLimitError, + map_v3_rate_limit_type, ) +from litellm.proxy.hooks.rate_limiter_utils import resolve_llm_provider_for_rate_limit if TYPE_CHECKING: from opentelemetry.trace import Span as _Span @@ -385,8 +397,8 @@ class _PROXY_BatchRateLimiter(CustomLogger): batch_usage: BatchFileUsage, limit_type: str, requested_model: Optional[str] = None, - ) -> None: - """Raise HTTPException for rate limit exceeded.""" + ) -> NoReturn: + """Raise :class:`ProxyRateLimitError` (a 429) for batch rate limit exceeded.""" from datetime import datetime # Find the descriptor for this status @@ -432,14 +444,15 @@ class _PROXY_BatchRateLimiter(CustomLogger): resolved_model, llm_provider = resolve_llm_provider_for_rate_limit( requested_model ) - raise ProxyHTTPRateLimitError( - status_code=429, + raise ProxyRateLimitError( detail=detail, headers={ "retry-after": str(window_size), "rate_limit_type": limit_type, "reset_at": reset_time_formatted, }, + category=RateLimitErrorCategory.LITELLM_BATCH_RATE_LIMIT, + rate_limit_type=map_v3_rate_limit_type(limit_type), model=resolved_model, llm_provider=llm_provider, ) diff --git a/litellm/proxy/hooks/dynamic_rate_limiter.py b/litellm/proxy/hooks/dynamic_rate_limiter.py index 57cd538507e..b9e2bd12ecf 100644 --- a/litellm/proxy/hooks/dynamic_rate_limiter.py +++ b/litellm/proxy/hooks/dynamic_rate_limiter.py @@ -11,9 +11,10 @@ from litellm import ModelResponse, Router from litellm._logging import verbose_proxy_logger from litellm.caching.caching import DualCache from litellm.integrations.custom_logger import CustomLogger +from litellm.exceptions import RateLimitType from litellm.proxy._types import UserAPIKeyAuth +from litellm.proxy.common_utils.proxy_rate_limit_error import ProxyRateLimitError from litellm.proxy.hooks.rate_limiter_utils import ( - ProxyHTTPRateLimitError, convert_priority_to_percent, resolve_llm_provider_for_rate_limit, ) @@ -222,8 +223,7 @@ class _PROXY_DynamicRateLimitHandler(CustomLogger): resolved_model, llm_provider = resolve_llm_provider_for_rate_limit( data.get("model") ) - raise ProxyHTTPRateLimitError( - status_code=429, + raise ProxyRateLimitError( detail={ "error": "Key={} over available TPM={}. Model TPM={}, Active keys={}".format( user_api_key_dict.api_key, @@ -232,6 +232,7 @@ class _PROXY_DynamicRateLimitHandler(CustomLogger): active_projects, ) }, + rate_limit_type=RateLimitType.TOKENS, model=resolved_model, llm_provider=llm_provider, ) @@ -240,8 +241,7 @@ class _PROXY_DynamicRateLimitHandler(CustomLogger): resolved_model, llm_provider = resolve_llm_provider_for_rate_limit( data.get("model") ) - raise ProxyHTTPRateLimitError( - status_code=429, + raise ProxyRateLimitError( detail={ "error": "Key={} over available RPM={}. Model RPM={}, Active keys={}".format( user_api_key_dict.api_key, @@ -250,6 +250,7 @@ class _PROXY_DynamicRateLimitHandler(CustomLogger): active_projects, ) }, + rate_limit_type=RateLimitType.REQUESTS, model=resolved_model, llm_provider=llm_provider, ) diff --git a/litellm/proxy/hooks/dynamic_rate_limiter_v3.py b/litellm/proxy/hooks/dynamic_rate_limiter_v3.py index bfc6e2c2f72..493afe6105a 100644 --- a/litellm/proxy/hooks/dynamic_rate_limiter_v3.py +++ b/litellm/proxy/hooks/dynamic_rate_limiter_v3.py @@ -14,13 +14,16 @@ from litellm._logging import verbose_proxy_logger from litellm.caching.caching import DualCache from litellm.integrations.custom_logger import CustomLogger from litellm.proxy._types import UserAPIKeyAuth +from litellm.proxy.common_utils.proxy_rate_limit_error import ( + ProxyRateLimitError, + map_v3_rate_limit_type, +) from litellm.proxy.hooks.parallel_request_limiter_v3 import ( RateLimitDescriptor, RateLimitDescriptorRateLimitObject, _PROXY_MaxParallelRequestsHandler_v3, ) from litellm.proxy.hooks.rate_limiter_utils import ( - ProxyHTTPRateLimitError, convert_priority_to_percent, resolve_llm_provider_for_rate_limit, ) @@ -497,8 +500,7 @@ class _PROXY_DynamicRateLimitHandlerV3(CustomLogger): continue descriptor_key = status["descriptor_key"] if descriptor_key == "model_saturation_check": - raise ProxyHTTPRateLimitError( - status_code=429, + raise ProxyRateLimitError( detail={ "error": f"Model capacity reached for {model}. " f"Priority: {priority}, " @@ -512,6 +514,9 @@ class _PROXY_DynamicRateLimitHandlerV3(CustomLogger): "rate_limit_type": str(status["rate_limit_type"]), "x-litellm-priority": priority or "default", }, + rate_limit_type=map_v3_rate_limit_type( + status["rate_limit_type"] + ), model=resolved_model, llm_provider=llm_provider, ) @@ -520,8 +525,7 @@ class _PROXY_DynamicRateLimitHandlerV3(CustomLogger): f"Enforcing priority limits for {model}, saturation: {saturation:.1%}, " f"priority: {priority}" ) - raise ProxyHTTPRateLimitError( - status_code=429, + raise ProxyRateLimitError( detail={ "error": f"Priority-based rate limit exceeded. " f"Model: {model}, " @@ -538,6 +542,9 @@ class _PROXY_DynamicRateLimitHandlerV3(CustomLogger): "x-litellm-priority": priority or "default", "x-litellm-saturation": f"{saturation:.2%}", }, + rate_limit_type=map_v3_rate_limit_type( + status["rate_limit_type"] + ), model=resolved_model, llm_provider=llm_provider, ) @@ -556,8 +563,7 @@ class _PROXY_DynamicRateLimitHandlerV3(CustomLogger): f"Dynamic rate limiter: OVER_LIMIT response with unknown " f"descriptor_key(s) — refusing request. response={atomic_response}" ) - raise ProxyHTTPRateLimitError( - status_code=429, + raise ProxyRateLimitError( detail={ "error": "Rate limit exceeded", "descriptor_key": ( @@ -567,6 +573,9 @@ class _PROXY_DynamicRateLimitHandlerV3(CustomLogger): str(offending["rate_limit_type"]) if offending else "unknown" ), }, + rate_limit_type=map_v3_rate_limit_type( + offending["rate_limit_type"] if offending else None + ), headers={ "retry-after": str(self.v3_limiter.window_size), "x-litellm-priority": priority or "default", diff --git a/litellm/proxy/hooks/max_budget_limiter.py b/litellm/proxy/hooks/max_budget_limiter.py index 658d7995631..769348a0b88 100644 --- a/litellm/proxy/hooks/max_budget_limiter.py +++ b/litellm/proxy/hooks/max_budget_limiter.py @@ -4,11 +4,10 @@ from litellm import verbose_logger from litellm._logging import verbose_proxy_logger from litellm.caching.caching import DualCache from litellm.integrations.custom_logger import CustomLogger +from litellm.exceptions import RateLimitType from litellm.proxy._types import UserAPIKeyAuth -from litellm.proxy.hooks.rate_limiter_utils import ( - ProxyHTTPRateLimitError, - resolve_llm_provider_for_rate_limit, -) +from litellm.proxy.common_utils.proxy_rate_limit_error import ProxyRateLimitError +from litellm.proxy.hooks.rate_limiter_utils import resolve_llm_provider_for_rate_limit class _PROXY_MaxBudgetLimiter(CustomLogger): @@ -70,9 +69,9 @@ class _PROXY_MaxBudgetLimiter(CustomLogger): resolved_model, llm_provider = resolve_llm_provider_for_rate_limit( data.get("model") if data else None ) - raise ProxyHTTPRateLimitError( - status_code=429, + raise ProxyRateLimitError( detail="Max budget limit reached.", + rate_limit_type=RateLimitType.BUDGET, model=resolved_model, llm_provider=llm_provider, ) diff --git a/litellm/proxy/hooks/max_budget_per_session_limiter.py b/litellm/proxy/hooks/max_budget_per_session_limiter.py index 0b63465c4a5..20bfeb3a6d5 100644 --- a/litellm/proxy/hooks/max_budget_per_session_limiter.py +++ b/litellm/proxy/hooks/max_budget_per_session_limiter.py @@ -20,11 +20,10 @@ from typing import TYPE_CHECKING, Any, Optional, Union from litellm import DualCache from litellm._logging import verbose_proxy_logger from litellm.integrations.custom_logger import CustomLogger +from litellm.exceptions import RateLimitType from litellm.proxy._types import UserAPIKeyAuth -from litellm.proxy.hooks.rate_limiter_utils import ( - ProxyHTTPRateLimitError, - resolve_llm_provider_for_rate_limit, -) +from litellm.proxy.common_utils.proxy_rate_limit_error import ProxyRateLimitError +from litellm.proxy.hooks.rate_limiter_utils import resolve_llm_provider_for_rate_limit if TYPE_CHECKING: from litellm.proxy.utils import InternalUsageCache as _InternalUsageCache @@ -117,13 +116,13 @@ class _PROXY_MaxBudgetPerSessionHandler(CustomLogger): resolved_model, llm_provider = resolve_llm_provider_for_rate_limit( data.get("model") if data else None ) - raise ProxyHTTPRateLimitError( - status_code=429, + raise ProxyRateLimitError( detail=( f"Session budget exceeded for session {session_id}. " f"Current spend: ${current_spend:.4f}, " f"max_budget_per_session: ${max_budget:.2f}." ), + rate_limit_type=RateLimitType.BUDGET, model=resolved_model, llm_provider=llm_provider, ) diff --git a/litellm/proxy/hooks/max_iterations_limiter.py b/litellm/proxy/hooks/max_iterations_limiter.py index d5bc669c928..525214ff6be 100644 --- a/litellm/proxy/hooks/max_iterations_limiter.py +++ b/litellm/proxy/hooks/max_iterations_limiter.py @@ -16,11 +16,10 @@ from typing import TYPE_CHECKING, Any, Optional, Union from litellm import DualCache from litellm._logging import verbose_proxy_logger from litellm.integrations.custom_logger import CustomLogger +from litellm.exceptions import RateLimitType from litellm.proxy._types import UserAPIKeyAuth -from litellm.proxy.hooks.rate_limiter_utils import ( - ProxyHTTPRateLimitError, - resolve_llm_provider_for_rate_limit, -) +from litellm.proxy.common_utils.proxy_rate_limit_error import ProxyRateLimitError +from litellm.proxy.hooks.rate_limiter_utils import resolve_llm_provider_for_rate_limit if TYPE_CHECKING: from litellm.proxy.utils import InternalUsageCache as _InternalUsageCache @@ -121,12 +120,12 @@ class _PROXY_MaxIterationsHandler(CustomLogger): resolved_model, llm_provider = resolve_llm_provider_for_rate_limit( data.get("model") if data else None ) - raise ProxyHTTPRateLimitError( - status_code=429, + raise ProxyRateLimitError( detail=( f"Max iterations exceeded for session {session_id}. " f"Current count: {current_count}, max_iterations: {max_iterations}." ), + rate_limit_type=RateLimitType.MAX_ITERATIONS, model=resolved_model, llm_provider=llm_provider, ) diff --git a/litellm/proxy/hooks/parallel_request_limiter.py b/litellm/proxy/hooks/parallel_request_limiter.py index c6324c3e3a3..b622241dfa5 100644 --- a/litellm/proxy/hooks/parallel_request_limiter.py +++ b/litellm/proxy/hooks/parallel_request_limiter.py @@ -1,9 +1,8 @@ import asyncio import sys from datetime import datetime, timedelta -from typing import TYPE_CHECKING, Any, List, Literal, Optional, Tuple, Union +from typing import TYPE_CHECKING, Any, List, Literal, NoReturn, Optional, Tuple, Union -from fastapi import HTTPException from pydantic import BaseModel from typing_extensions import TypedDict @@ -13,14 +12,13 @@ from litellm._logging import verbose_proxy_logger from litellm.integrations.custom_logger import CustomLogger from litellm.litellm_core_utils.core_helpers import _get_parent_otel_span_from_kwargs from litellm.proxy._types import CommonProxyErrors, CurrentItemRateLimit, UserAPIKeyAuth +from litellm.exceptions import RateLimitType from litellm.proxy.auth.auth_utils import ( get_key_model_rpm_limit, get_key_model_tpm_limit, ) -from litellm.proxy.hooks.rate_limiter_utils import ( - ProxyHTTPRateLimitError, - resolve_llm_provider_for_rate_limit, -) +from litellm.proxy.common_utils.proxy_rate_limit_error import ProxyRateLimitError +from litellm.proxy.hooks.rate_limiter_utils import resolve_llm_provider_for_rate_limit if TYPE_CHECKING: from opentelemetry.trace import Span as _Span @@ -75,9 +73,21 @@ class _PROXY_MaxParallelRequestsHandler(CustomLogger): ) if current is None: if max_parallel_requests == 0 or tpm_limit == 0 or rpm_limit == 0: - # base case - raise self.raise_rate_limit_error( + # base case — at least one dimension is set to 0 (effectively + # disabled). Pick the most specific dimension as the + # rate_limit_type so dashboards can attribute the failure to + # the right cap. Order matters: max_parallel_requests is + # listed first because it's the rarest 0 in practice and the + # most actionable signal. + if max_parallel_requests == 0: + triggered_type = RateLimitType.CONCURRENT_REQUESTS + elif tpm_limit == 0: + triggered_type = RateLimitType.TOKENS + else: + triggered_type = RateLimitType.REQUESTS + self.raise_rate_limit_error( additional_details=f"{CommonProxyErrors.max_parallel_request_limit_reached.value}. Hit limit for {rate_limit_type}. Current limits: max_parallel_requests: {max_parallel_requests}, tpm_limit: {tpm_limit}, rpm_limit: {rpm_limit}", + rate_limit_type=triggered_type, requested_model=data.get("model") if data else None, ) new_val = { @@ -100,14 +110,23 @@ class _PROXY_MaxParallelRequestsHandler(CustomLogger): values_to_update_in_cache.append((request_count_api_key, new_val)) else: + # Detect which dimension actually tripped the limit so we can + # surface the right rate_limit_type. Order matches the boolean + # condition above (concurrent → tpm → rpm) — first match wins. + if int(current["current_requests"]) >= max_parallel_requests: + triggered_type = RateLimitType.CONCURRENT_REQUESTS + elif current["current_tpm"] >= tpm_limit: + triggered_type = RateLimitType.TOKENS + else: + triggered_type = RateLimitType.REQUESTS requested_model = data.get("model") if data else None resolved_model, llm_provider = resolve_llm_provider_for_rate_limit( requested_model ) - raise ProxyHTTPRateLimitError( - status_code=429, + raise ProxyRateLimitError( detail=f"LiteLLM Rate Limit Handler for rate limit type = {rate_limit_type}. {CommonProxyErrors.max_parallel_request_limit_reached.value}. current rpm: {current['current_rpm']}, rpm limit: {rpm_limit}, current tpm: {current['current_tpm']}, tpm limit: {tpm_limit}, current max_parallel_requests: {current['current_requests']}, max_parallel_requests: {max_parallel_requests}", headers={"retry-after": str(self.time_to_next_minute())}, + rate_limit_type=triggered_type, model=resolved_model, llm_provider=llm_provider, ) @@ -135,27 +154,45 @@ class _PROXY_MaxParallelRequestsHandler(CustomLogger): def raise_rate_limit_error( self, additional_details: Optional[str] = None, + rate_limit_type: Optional[RateLimitType] = None, requested_model: Optional[str] = None, - ) -> HTTPException: + ) -> NoReturn: """ - Raise an HTTPException with a 429 status code and a retry-after header. + Raise a 429 with a retry-after header for litellm-proxy parallel-request limits. + + Always raises :class:`ProxyRateLimitError` — never returns. Annotated + ``NoReturn`` so type-checkers know callers after this invocation are + unreachable. The raised exception is both a + :class:`litellm.RateLimitError` (so callers can catch by category) and a + :class:`fastapi.HTTPException` (so the FastAPI dispatcher serializes it + correctly with status 429 and the supplied headers). + + ``rate_limit_type`` defaults to ``CONCURRENT_REQUESTS`` because every + existing internal caller of this helper hits the parallel-request cap + (the global-limit branch in ``async_pre_call_hook`` and the + all-zeros base case in ``check_key_in_limits``). Callers that know + the dimension exactly should pass it explicitly. ``requested_model`` is resolved via :func:`get_llm_provider` so the - raised exception carries ``llm_provider`` for downstream loggers - (Prometheus failure metric, observability callbacks). Falls back to - ``llm_provider="litellm_proxy"`` when the model is missing or - unparseable — see ``resolve_llm_provider_for_rate_limit``. + raised exception carries ``llm_provider`` (and a stripped ``model``) + for downstream loggers (Prometheus failure metric, observability + callbacks). Falls back to ``llm_provider="litellm_proxy"`` when the + model is missing or unparseable — see + :func:`resolve_llm_provider_for_rate_limit`. """ + # additional_details is optional; build the detail with a None-guard + # so callers that pass nothing don't get the literal string "None" + # interpolated into the error message. error_message = "Max parallel request limit reached" if additional_details is not None: error_message = error_message + " " + additional_details resolved_model, llm_provider = resolve_llm_provider_for_rate_limit( requested_model ) - raise ProxyHTTPRateLimitError( - status_code=429, + raise ProxyRateLimitError( detail=error_message, headers={"retry-after": str(self.time_to_next_minute())}, + rate_limit_type=rate_limit_type or RateLimitType.CONCURRENT_REQUESTS, model=resolved_model, llm_provider=llm_provider, ) @@ -248,7 +285,7 @@ class _PROXY_MaxParallelRequestsHandler(CustomLogger): current_global_requests = 1 # if above -> raise error if current_global_requests >= global_max_parallel_requests: - return self.raise_rate_limit_error( + self.raise_rate_limit_error( additional_details=f"Hit Global Limit: Limit={global_max_parallel_requests}, current: {current_global_requests}", requested_model=data.get("model") if data else None, ) diff --git a/litellm/proxy/hooks/parallel_request_limiter_v3.py b/litellm/proxy/hooks/parallel_request_limiter_v3.py index 9fdb146b19d..62751fb68a4 100644 --- a/litellm/proxy/hooks/parallel_request_limiter_v3.py +++ b/litellm/proxy/hooks/parallel_request_limiter_v3.py @@ -32,10 +32,11 @@ from litellm.litellm_core_utils.prompt_templates.common_utils import ( ) from litellm.proxy._types import UserAPIKeyAuth from litellm.proxy.auth.auth_utils import get_model_rate_limit_from_metadata -from litellm.proxy.hooks.rate_limiter_utils import ( - ProxyHTTPRateLimitError, - resolve_llm_provider_for_rate_limit, +from litellm.proxy.common_utils.proxy_rate_limit_error import ( + ProxyRateLimitError, + map_v3_rate_limit_type, ) +from litellm.proxy.hooks.rate_limiter_utils import resolve_llm_provider_for_rate_limit from litellm.types.caching import RedisPipelineIncrementOperation from litellm.types.llms.openai import BaseLiteLLMOpenAIResponseObject from litellm.types.utils import CallTypes, ModelResponse, Usage @@ -1971,7 +1972,7 @@ class _PROXY_MaxParallelRequestsHandler_v3(CustomLogger): descriptors: List[RateLimitDescriptor], requested_model: Optional[str] = None, ) -> None: - """Handle rate limit exceeded error by raising HTTPException.""" + """Handle rate limit exceeded by raising :class:`ProxyRateLimitError` (a 429).""" for status in response["statuses"]: if status["code"] == "OVER_LIMIT": descriptor_key = status["descriptor_key"] @@ -2005,14 +2006,14 @@ class _PROXY_MaxParallelRequestsHandler_v3(CustomLogger): resolved_model, llm_provider = resolve_llm_provider_for_rate_limit( requested_model ) - raise ProxyHTTPRateLimitError( - status_code=429, + raise ProxyRateLimitError( detail=detail, headers={ "retry-after": str(self.window_size), "rate_limit_type": str(status["rate_limit_type"]), "reset_at": reset_time_formatted, }, + rate_limit_type=map_v3_rate_limit_type(status["rate_limit_type"]), model=resolved_model, llm_provider=llm_provider, ) diff --git a/litellm/proxy/hooks/rate_limiter_utils.py b/litellm/proxy/hooks/rate_limiter_utils.py index 0ba3df448e5..07440975476 100644 --- a/litellm/proxy/hooks/rate_limiter_utils.py +++ b/litellm/proxy/hooks/rate_limiter_utils.py @@ -2,13 +2,10 @@ Shared utility functions for rate limiter hooks. """ -from typing import Any, Optional, Tuple, Union - -from fastapi import HTTPException +from typing import Optional, Tuple, Union import litellm from litellm._logging import verbose_proxy_logger -from litellm.exceptions import RateLimitError from litellm.types.router import ModelGroupInfo from litellm.types.utils import PriorityReservationDict @@ -29,11 +26,21 @@ def resolve_llm_provider_for_rate_limit( ``litellm_proxy_failed_requests_metric`` show up with ``exception_class="RateLimitError"`` and no provider attribution. - Wrapped defensively: if ``model`` is missing, malformed, or - ``get_llm_provider`` raises (unknown alias, router-only model, etc.) we - fall back to ``("", "litellm_proxy")`` so we never break the request path - by piling a second exception on top of the rate-limit one we're trying to - raise. + Resolution order: + + 1. ``litellm.get_llm_provider(model)`` — covers raw provider/model + strings the SDK already understands (``"gpt-4o-mini"``, + ``"anthropic/claude-3-5-sonnet"``, ``"bedrock/..."`` etc.). + 2. **Router alias fallback** — nearly every real proxy deployment + routes through a router ``model_name`` alias (e.g. + ``"tpm-locked"`` → ``litellm_params.model: openai/gpt-4o-mini``). + ``get_llm_provider`` doesn't know router aliases, so without this + step every alias call ended up labeled ``"litellm_proxy"``, + defeating the field's purpose for the most common case. + 3. Defensive fallback to ``("", "litellm_proxy")`` — used only when + ``model`` is missing, malformed, or both lookups fail. We never let + a secondary exception escape and mask the rate-limit error we're + trying to surface. """ if not model: return "", PROXY_LLM_PROVIDER_FALLBACK @@ -46,6 +53,9 @@ def resolve_llm_provider_for_rate_limit( custom_llm_provider or PROXY_LLM_PROVIDER_FALLBACK, ) except Exception as e: + alias_resolution = _resolve_provider_from_router_alias(model) + if alias_resolution is not None: + return alias_resolution verbose_proxy_logger.debug( "rate_limiter_utils.resolve_llm_provider_for_rate_limit: " "could not resolve provider for model=%s, falling back to %s. err=%s", @@ -56,50 +66,58 @@ def resolve_llm_provider_for_rate_limit( return model, PROXY_LLM_PROVIDER_FALLBACK -class ProxyHTTPRateLimitError(HTTPException, RateLimitError): # type: ignore[misc] +def _resolve_provider_from_router_alias( + model: str, +) -> Optional[Tuple[str, str]]: """ - HTTPException raised by proxy-side rate-limit hooks that *also* exposes - ``model`` and ``llm_provider`` attributes. + Resolve a router ``model_name`` alias to ``(underlying_model, provider)`` + by scanning the active router's ``model_list``. - Why both base classes: - - - The proxy server's exception handler keys off ``HTTPException`` to render - a 429 response, so we must remain an ``HTTPException``. - - Downstream loggers (Prometheus ``async_post_call_failure_hook``, - structured logging, observability callbacks) read ``exception.llm_provider`` - via :meth:`litellm.integrations.prometheus.PrometheusLogger._get_exception_class_name` - and ``isinstance(exc, RateLimitError)`` for category routing. Inheriting - from :class:`litellm.exceptions.RateLimitError` keeps that wiring intact. - - We intentionally do not call ``RateLimitError.__init__`` (which constructs - an httpx.Response) — it isn't needed here and just adds failure surface. - Attribute parity is what downstream consumers rely on. + Returns ``None`` if the router isn't initialized, the alias isn't + registered, the deployment has no usable ``litellm_params.model``, or + any underlying lookup raises. Callers fall through to the defensive + ``litellm_proxy`` fallback in that case — never raising secondary + exceptions out of the rate-limit raise path. """ - - def __init__( - self, - status_code: int, - detail: Any = None, - headers: Optional[dict] = None, - *, - model: str = "", - llm_provider: str = PROXY_LLM_PROVIDER_FALLBACK, - ) -> None: - HTTPException.__init__( - self, status_code=status_code, detail=detail, headers=headers - ) - self.status_code = status_code - self.model = model or "" - self.llm_provider = llm_provider or PROXY_LLM_PROVIDER_FALLBACK - # `message` is what RateLimitError.__str__ would print and what some - # observability callbacks log. Keep it human-readable. - self.message = detail if isinstance(detail, str) else str(detail) - # `RateLimitError.__str__` (resolved via MRO since Starlette's - # HTTPException doesn't define `__str__`) unconditionally reads - # these attributes. Set them so `str(exc)` doesn't raise - # AttributeError from logging/traceback paths. - self.num_retries: Optional[int] = None - self.max_retries: Optional[int] = None + try: + from litellm.proxy.proxy_server import llm_router + except Exception: + return None + if llm_router is None: + return None + try: + model_list = getattr(llm_router, "model_list", None) + if not model_list: + return None + for deployment in model_list: + if not isinstance(deployment, dict): + continue + if deployment.get("model_name") != model: + continue + params = deployment.get("litellm_params") + if not isinstance(params, dict): + continue + underlying_model = params.get("model") + if not isinstance(underlying_model, str) or not underlying_model: + continue + try: + resolved_model, custom_llm_provider, _, _ = litellm.get_llm_provider( + model=underlying_model, + ) + except Exception: + continue + if not custom_llm_provider: + continue + # Prefer the underlying provider-qualified model so the failure + # callback / Prometheus label points at the actual deployment, not + # the alias. + return ( + resolved_model or underlying_model, + custom_llm_provider, + ) + return None + except Exception: + return None def convert_priority_to_percent( diff --git a/litellm/types/integrations/prometheus.py b/litellm/types/integrations/prometheus.py index 55f4fc96504..5b1d32cd93c 100644 --- a/litellm/types/integrations/prometheus.py +++ b/litellm/types/integrations/prometheus.py @@ -115,6 +115,8 @@ class ValidationResults: REQUESTED_MODEL = "requested_model" EXCEPTION_STATUS = "exception_status" EXCEPTION_CLASS = "exception_class" +RATE_LIMIT_CATEGORY = "rate_limit_category" +RATE_LIMIT_TYPE = "rate_limit_type" STATUS_CODE = "status_code" EXCEPTION_LABELS = [EXCEPTION_STATUS, EXCEPTION_CLASS] LATENCY_BUCKETS = ( @@ -174,6 +176,8 @@ class UserAPIKeyLabelNames(Enum): API_PROVIDER = "api_provider" EXCEPTION_STATUS = EXCEPTION_STATUS EXCEPTION_CLASS = EXCEPTION_CLASS + RATE_LIMIT_CATEGORY = RATE_LIMIT_CATEGORY + RATE_LIMIT_TYPE = RATE_LIMIT_TYPE STATUS_CODE = "status_code" FALLBACK_MODEL = "fallback_model" ROUTE = "route" @@ -343,6 +347,10 @@ class PrometheusMetricLabels: UserAPIKeyLabelNames.USER_EMAIL.value, UserAPIKeyLabelNames.EXCEPTION_STATUS.value, UserAPIKeyLabelNames.EXCEPTION_CLASS.value, + # ``rate_limit_category`` / ``rate_limit_type`` are appended in + # ``get_labels()`` when ``litellm.prometheus_emit_rate_limit_labels`` + # is True. Kept opt-in so existing dashboards keyed on this metric's + # historical label set keep matching after upgrade. UserAPIKeyLabelNames.ROUTE.value, UserAPIKeyLabelNames.CLIENT_IP.value, UserAPIKeyLabelNames.USER_AGENT.value, @@ -745,6 +753,25 @@ class PrometheusMetricLabels: ): custom_labels.append(UserAPIKeyLabelNames.STREAM.value) + # Conditionally add unified rate-limit labels to + # litellm_proxy_failed_requests_metric. Off by default so the metric's + # historical label set is preserved across upgrade; enable via + # ``litellm.prometheus_emit_rate_limit_labels`` once downstream + # dashboards include the new labels in their matchers / aggregations. + if ( + label_name == "litellm_proxy_failed_requests_metric" + and litellm.prometheus_emit_rate_limit_labels is True + ): + for _rate_limit_label in ( + UserAPIKeyLabelNames.RATE_LIMIT_CATEGORY.value, + UserAPIKeyLabelNames.RATE_LIMIT_TYPE.value, + ): + if ( + _rate_limit_label not in default_labels + and _rate_limit_label not in custom_labels + ): + custom_labels.append(_rate_limit_label) + _user_budget_metrics = { "litellm_remaining_user_budget_metric", "litellm_user_max_budget_metric", @@ -807,6 +834,8 @@ class UserAPIKeyLabelValues: api_provider: Optional[str] = None exception_status: Optional[str] = None exception_class: Optional[str] = None + rate_limit_category: Optional[str] = None + rate_limit_type: Optional[str] = None status_code: Optional[str] = None fallback_model: Optional[str] = None route: Optional[str] = None diff --git a/litellm/types/utils.py b/litellm/types/utils.py index a7a0b0f6238..b76ae1f5d86 100644 --- a/litellm/types/utils.py +++ b/litellm/types/utils.py @@ -2720,6 +2720,23 @@ class StandardLoggingPayloadErrorInformation(TypedDict, total=False): llm_provider: Optional[str] traceback: Optional[str] error_message: Optional[str] + # error_rate_limit_category: + # For 429 / rate-limit errors, the source of the rate limit. One of the + # string values defined by `litellm.exceptions.RateLimitErrorCategory` + # (vendor_rate_limit, vendor_batch_rate_limit, litellm_rate_limit, + # litellm_batch_rate_limit). None for non-rate-limit exceptions. + # Surfaced here so custom callbacks / metrics consumers can switch on + # the rate-limit source without reaching for the raw exception. + error_rate_limit_category: Optional[str] + # error_rate_limit_type: + # For 429 / rate-limit errors, the dimension that was exceeded. One of + # the string values defined by `litellm.exceptions.RateLimitType` + # (requests, tokens, concurrent_requests, budget, max_iterations). + # None for non-rate-limit exceptions and for rate-limit exceptions that + # did not classify the failure (e.g. legacy vendor 429 with no header + # hints). Lets dashboards split rate-limit failures by cause without + # parsing free-text error messages. + error_rate_limit_type: Optional[str] class GuardrailMode(TypedDict, total=False): diff --git a/tests/enterprise/litellm_enterprise/enterprise_callbacks/test_prometheus_logging_callbacks.py b/tests/enterprise/litellm_enterprise/enterprise_callbacks/test_prometheus_logging_callbacks.py index f8bac820582..d0ad1cc8f82 100644 --- a/tests/enterprise/litellm_enterprise/enterprise_callbacks/test_prometheus_logging_callbacks.py +++ b/tests/enterprise/litellm_enterprise/enterprise_callbacks/test_prometheus_logging_callbacks.py @@ -783,6 +783,16 @@ async def test_async_post_call_failure_hook(prometheus_logger): it should increment the litellm_proxy_failed_requests_metric and litellm_proxy_total_requests_metric """ + # Opt into the unified rate-limit labels so this test exercises the + # full label set surfaced when `prometheus_emit_rate_limit_labels` is on. + # The logger caches each metric's label set at construction time (so the + # labels passed to ``counter.labels(...)`` stay in lock step with the + # labels used to register the metric), so we must invalidate the cache + # after flipping the toggle for the cache to pick up the new label set. + original_emit = litellm.prometheus_emit_rate_limit_labels + litellm.prometheus_emit_rate_limit_labels = True + prometheus_logger._cached_metric_labels.clear() + # Mock the prometheus metrics prometheus_logger.litellm_proxy_failed_requests_metric = MagicMock() prometheus_logger.litellm_proxy_total_requests_metric = MagicMock() @@ -804,32 +814,38 @@ async def test_async_post_call_failure_hook(prometheus_logger): request_route="/chat/completions", ) - # Call the function - await prometheus_logger.async_post_call_failure_hook( - request_data=request_data, - original_exception=original_exception, - user_api_key_dict=user_api_key_dict, - ) + try: + # Call the function + await prometheus_logger.async_post_call_failure_hook( + request_data=request_data, + original_exception=original_exception, + user_api_key_dict=user_api_key_dict, + ) - # Assert failed requests metric was incremented with correct labels - prometheus_logger.litellm_proxy_failed_requests_metric.labels.assert_called_once_with( - end_user=None, - user="test_user", - user_email=None, - hashed_api_key="test_key", - api_key_alias="test_alias", - team="test_team", - team_alias="test_team_alias", - org_id=None, - org_alias=None, - requested_model="gpt-5-mini", - exception_status="429", - exception_class="Openai.RateLimitError", - route=user_api_key_dict.request_route, - model_id=None, - client_ip=None, - user_agent=None, - ) + # Assert failed requests metric was incremented with correct labels + prometheus_logger.litellm_proxy_failed_requests_metric.labels.assert_called_once_with( + end_user=None, + user="test_user", + user_email=None, + hashed_api_key="test_key", + api_key_alias="test_alias", + team="test_team", + team_alias="test_team_alias", + org_id=None, + org_alias=None, + requested_model="gpt-5-mini", + exception_status="429", + exception_class="Openai.RateLimitError", + rate_limit_category="vendor_rate_limit", + rate_limit_type=None, + route=user_api_key_dict.request_route, + model_id=None, + client_ip=None, + user_agent=None, + ) + finally: + litellm.prometheus_emit_rate_limit_labels = original_emit + prometheus_logger._cached_metric_labels.clear() prometheus_logger.litellm_proxy_failed_requests_metric.labels().inc.assert_called_once() # Assert total requests metric was incremented with correct labels @@ -1962,6 +1978,10 @@ def test_set_team_budget_metrics_with_custom_labels(prometheus_logger, monkeypat # Set custom prometheus labels custom_labels = ["metadata.organization", "metadata.environment"] monkeypatch.setattr("litellm.custom_prometheus_metadata_labels", custom_labels) + # Logger caches each metric's label set at construction time (fixture + # runs before this monkeypatch), so invalidate so the cached label set + # picks up the freshly-configured custom metadata labels. + prometheus_logger._cached_metric_labels.clear() # Create test team with custom metadata team = MagicMock( diff --git a/tests/test_litellm/integrations/test_prometheus_labels.py b/tests/test_litellm/integrations/test_prometheus_labels.py index 1ba332a341b..c83d89e87c4 100644 --- a/tests/test_litellm/integrations/test_prometheus_labels.py +++ b/tests/test_litellm/integrations/test_prometheus_labels.py @@ -284,6 +284,12 @@ def test_prometheus_metrics_use_normalized_routes(): # Create a mock PrometheusLogger prometheus_logger = MagicMock() + # ``get_labels_for_metric`` reads ``_cached_metric_labels`` and + # ``label_filters`` off ``self``; default MagicMock attribute access + # returns Mocks that masquerade as a populated cache, so seed real + # containers before binding the real method. + prometheus_logger._cached_metric_labels = {} + prometheus_logger.label_filters = {} prometheus_logger.get_labels_for_metric = ( PrometheusLogger.get_labels_for_metric.__get__(prometheus_logger) ) @@ -327,6 +333,8 @@ def test_prometheus_label_value_sanitization(): from unittest.mock import MagicMock prometheus_logger = MagicMock() + prometheus_logger._cached_metric_labels = {} + prometheus_logger.label_filters = {} prometheus_logger.get_labels_for_metric = ( PrometheusLogger.get_labels_for_metric.__get__(prometheus_logger) ) diff --git a/tests/test_litellm/integrations/test_prometheus_rate_limit_labels.py b/tests/test_litellm/integrations/test_prometheus_rate_limit_labels.py new file mode 100644 index 00000000000..bb035c4c3ee --- /dev/null +++ b/tests/test_litellm/integrations/test_prometheus_rate_limit_labels.py @@ -0,0 +1,328 @@ +""" +Tests for the Prometheus rate-limit labels added on top of PR #27687. + +Covers two follow-up gaps to the unified rate-limit error work: + +1. ``litellm_proxy_failed_requests_metric`` now carries + ``rate_limit_category`` and ``rate_limit_type`` labels populated from + :class:`litellm.RateLimitError` (vendor + ``ProxyRateLimitError`` + subclass). Closes the Prometheus side of LIT-2718. +2. ``_get_exception_class_name`` keeps emitting the literal string + ``"HTTPException"`` for ``ProxyRateLimitError`` so existing dashboards + that key off ``exception_class="HTTPException"`` for litellm-internal + 429s don't silently break when the new class lands. +""" + +from unittest.mock import MagicMock, patch + +import pytest + +from litellm.exceptions import ( + RateLimitError, + RateLimitErrorCategory, + RateLimitType, +) +from litellm.integrations.prometheus import PrometheusLogger +from litellm.proxy._types import UserAPIKeyAuth +from litellm.proxy.common_utils.proxy_rate_limit_error import ProxyRateLimitError +from litellm.types.integrations.prometheus import ( + PrometheusMetricLabels, + UserAPIKeyLabelNames, + UserAPIKeyLabelValues, +) + + +# --------------------------------------------------------------------------- +# Label / enum wiring +# --------------------------------------------------------------------------- + + +def test_should_register_rate_limit_label_names_on_enum(): + assert UserAPIKeyLabelNames.RATE_LIMIT_CATEGORY.value == "rate_limit_category" + assert UserAPIKeyLabelNames.RATE_LIMIT_TYPE.value == "rate_limit_type" + + +def test_should_include_rate_limit_labels_on_failed_requests_metric(): + import litellm + + original = litellm.prometheus_emit_rate_limit_labels + try: + litellm.prometheus_emit_rate_limit_labels = True + labels = PrometheusMetricLabels.get_labels( + "litellm_proxy_failed_requests_metric" + ) + assert "rate_limit_category" in labels + assert "rate_limit_type" in labels + # These must coexist with the legacy exception labels (back-compat). + assert "exception_class" in labels + assert "exception_status" in labels + finally: + litellm.prometheus_emit_rate_limit_labels = original + + +def test_should_omit_rate_limit_labels_by_default_for_back_compat(): + """Default-off preserves the metric's historical label set so existing + dashboards / recording rules keyed on `litellm_proxy_failed_requests_metric` + keep matching after upgrade.""" + import litellm + + assert litellm.prometheus_emit_rate_limit_labels is False + labels = PrometheusMetricLabels.get_labels("litellm_proxy_failed_requests_metric") + assert "rate_limit_category" not in labels + assert "rate_limit_type" not in labels + # Pre-PR labels must still be present. + assert "exception_class" in labels + assert "exception_status" in labels + + +def test_should_accept_rate_limit_fields_on_user_api_key_label_values(): + enum_values = UserAPIKeyLabelValues( + rate_limit_category="litellm_rate_limit", + rate_limit_type="requests", + ) + assert enum_values.rate_limit_category == "litellm_rate_limit" + assert enum_values.rate_limit_type == "requests" + + +# --------------------------------------------------------------------------- +# _extract_rate_limit_labels helper +# --------------------------------------------------------------------------- + + +def test_should_extract_vendor_category_for_vanilla_rate_limit_error(): + err = RateLimitError(message="vendor 429", llm_provider="openai", model="gpt-4o") + category, rate_limit_type = PrometheusLogger._extract_rate_limit_labels(err) + assert category == "vendor_rate_limit" + assert rate_limit_type is None + + +def test_should_extract_litellm_category_and_type_for_proxy_rate_limit_error(): + err = ProxyRateLimitError( + detail={"error": "tpm exceeded"}, + category=RateLimitErrorCategory.LITELLM_RATE_LIMIT, + rate_limit_type=RateLimitType.TOKENS, + ) + category, rate_limit_type = PrometheusLogger._extract_rate_limit_labels(err) + assert category == "litellm_rate_limit" + assert rate_limit_type == "tokens" + + +def test_should_return_none_for_non_rate_limit_exception(): + assert PrometheusLogger._extract_rate_limit_labels(ValueError("nope")) == ( + None, + None, + ) + + +def test_should_return_none_for_none_exception(): + assert PrometheusLogger._extract_rate_limit_labels(None) == (None, None) + + +def test_should_extract_budget_dimension_for_budget_exceeded_error(): + # Virtual-key / team / org / end-user budget caps raise + # `litellm.BudgetExceededError` (a bare Exception subclass), which sets + # the same `.category` / `.rate_limit_type` attributes as the unified + # RateLimitError path so Prometheus can split budget 429s from other + # 429s without the customer parsing free-text error messages. + import litellm + + err = litellm.BudgetExceededError(current_cost=0.5, max_budget=0.1) + category, rate_limit_type = PrometheusLogger._extract_rate_limit_labels(err) + assert category == "litellm_rate_limit" + assert rate_limit_type == "budget" + + +@pytest.mark.parametrize( + "category_enum,rate_limit_enum,expected_category,expected_type", + [ + ( + RateLimitErrorCategory.LITELLM_RATE_LIMIT, + RateLimitType.REQUESTS, + "litellm_rate_limit", + "requests", + ), + ( + RateLimitErrorCategory.LITELLM_RATE_LIMIT, + RateLimitType.TOKENS, + "litellm_rate_limit", + "tokens", + ), + ( + RateLimitErrorCategory.LITELLM_RATE_LIMIT, + RateLimitType.CONCURRENT_REQUESTS, + "litellm_rate_limit", + "concurrent_requests", + ), + ( + RateLimitErrorCategory.LITELLM_RATE_LIMIT, + RateLimitType.BUDGET, + "litellm_rate_limit", + "budget", + ), + ( + RateLimitErrorCategory.LITELLM_RATE_LIMIT, + RateLimitType.MAX_ITERATIONS, + "litellm_rate_limit", + "max_iterations", + ), + ( + RateLimitErrorCategory.LITELLM_BATCH_RATE_LIMIT, + RateLimitType.REQUESTS, + "litellm_batch_rate_limit", + "requests", + ), + ], +) +def test_should_serialize_rate_limit_enums_as_underlying_string_values( + category_enum, rate_limit_enum, expected_category, expected_type +): + err = ProxyRateLimitError( + detail="boom", category=category_enum, rate_limit_type=rate_limit_enum + ) + category, rate_limit_type = PrometheusLogger._extract_rate_limit_labels(err) + assert category == expected_category + assert rate_limit_type == expected_type + + +# --------------------------------------------------------------------------- +# _get_exception_class_name back-compat +# --------------------------------------------------------------------------- + + +def test_should_emit_legacy_http_exception_label_for_proxy_rate_limit_error(): + """ + ``ProxyRateLimitError`` multi-inherits from ``HTTPException`` + + ``RateLimitError``. The ``exception_class`` label MUST keep emitting + "HTTPException" for back-compat with existing dashboards (see Slack + thread + PR #27687 review). Distinguishing vendor vs. litellm 429s + is now the job of the new ``rate_limit_category`` label. + """ + err = ProxyRateLimitError(detail={"error": "boom"}) + assert PrometheusLogger._get_exception_class_name(err) == "HTTPException" + + +def test_should_keep_provider_prefixed_exception_class_for_vendor_rate_limit_errors(): + err = RateLimitError(message="vendor 429", llm_provider="openai", model="gpt-4o") + # Vendor-side errors keep the historical "Provider.ClassName" formatting. + assert PrometheusLogger._get_exception_class_name(err) == "Openai.RateLimitError" + + +def test_should_preserve_exception_class_name_for_unrelated_exceptions(): + assert PrometheusLogger._get_exception_class_name(ValueError("nope")) == ( + "ValueError" + ) + + +# --------------------------------------------------------------------------- +# End-to-end wiring through async_post_call_failure_hook +# --------------------------------------------------------------------------- + + +@pytest.mark.asyncio +async def test_should_populate_rate_limit_labels_for_proxy_rate_limit_error_on_failure_hook(): + """ + When a proxy hook raises ``ProxyRateLimitError`` and the failure flows + through ``async_post_call_failure_hook``, the resulting + ``UserAPIKeyLabelValues`` must carry both new labels AND keep + ``exception_class="HTTPException"`` for back-compat. + """ + with patch( + "litellm.integrations.prometheus.PrometheusLogger.__init__", return_value=None + ): + logger = PrometheusLogger() + logger.litellm_proxy_failed_requests_metric = MagicMock() + logger.litellm_proxy_total_requests_metric = MagicMock() + logger.get_labels_for_metric = MagicMock( + return_value=PrometheusMetricLabels.get_labels( + "litellm_proxy_failed_requests_metric" + ) + ) + + err = ProxyRateLimitError( + detail={"error": "rpm exceeded"}, + category=RateLimitErrorCategory.LITELLM_RATE_LIMIT, + rate_limit_type=RateLimitType.REQUESTS, + ) + + with patch( + "litellm.integrations.prometheus.prometheus_label_factory" + ) as mock_label_factory: + mock_label_factory.return_value = {} + await logger.async_post_call_failure_hook( + request_data={"model": "gpt-4o-mini", "metadata": {}}, + original_exception=err, + user_api_key_dict=UserAPIKeyAuth(token="t"), + ) + + enum_values = mock_label_factory.call_args_list[0].kwargs["enum_values"] + assert isinstance(enum_values, UserAPIKeyLabelValues) + assert enum_values.rate_limit_category == "litellm_rate_limit" + assert enum_values.rate_limit_type == "requests" + # Back-compat: exception_class on a ProxyRateLimitError stays "HTTPException". + assert enum_values.exception_class == "HTTPException" + assert enum_values.exception_status == "429" + + +@pytest.mark.asyncio +async def test_should_populate_rate_limit_labels_for_vendor_rate_limit_error_on_failure_hook(): + with patch( + "litellm.integrations.prometheus.PrometheusLogger.__init__", return_value=None + ): + logger = PrometheusLogger() + logger.litellm_proxy_failed_requests_metric = MagicMock() + logger.litellm_proxy_total_requests_metric = MagicMock() + logger.get_labels_for_metric = MagicMock( + return_value=PrometheusMetricLabels.get_labels( + "litellm_proxy_failed_requests_metric" + ) + ) + + err = RateLimitError(message="upstream 429", llm_provider="openai", model="gpt-4o") + + with patch( + "litellm.integrations.prometheus.prometheus_label_factory" + ) as mock_label_factory: + mock_label_factory.return_value = {} + await logger.async_post_call_failure_hook( + request_data={"model": "gpt-4o", "metadata": {}}, + original_exception=err, + user_api_key_dict=UserAPIKeyAuth(token="t"), + ) + + enum_values = mock_label_factory.call_args_list[0].kwargs["enum_values"] + assert isinstance(enum_values, UserAPIKeyLabelValues) + assert enum_values.rate_limit_category == "vendor_rate_limit" + assert enum_values.rate_limit_type is None + # Vendor errors keep the historical Provider.ClassName label. + assert enum_values.exception_class == "Openai.RateLimitError" + assert enum_values.exception_status == "429" + + +@pytest.mark.asyncio +async def test_should_leave_rate_limit_labels_blank_for_non_rate_limit_failure(): + with patch( + "litellm.integrations.prometheus.PrometheusLogger.__init__", return_value=None + ): + logger = PrometheusLogger() + logger.litellm_proxy_failed_requests_metric = MagicMock() + logger.litellm_proxy_total_requests_metric = MagicMock() + logger.get_labels_for_metric = MagicMock( + return_value=PrometheusMetricLabels.get_labels( + "litellm_proxy_failed_requests_metric" + ) + ) + + with patch( + "litellm.integrations.prometheus.prometheus_label_factory" + ) as mock_label_factory: + mock_label_factory.return_value = {} + await logger.async_post_call_failure_hook( + request_data={"model": "gpt-4o", "metadata": {}}, + original_exception=RuntimeError("boom"), + user_api_key_dict=UserAPIKeyAuth(token="t"), + ) + + enum_values = mock_label_factory.call_args_list[0].kwargs["enum_values"] + assert isinstance(enum_values, UserAPIKeyLabelValues) + assert enum_values.rate_limit_category is None + assert enum_values.rate_limit_type is None diff --git a/tests/test_litellm/integrations/test_prometheus_user_team_metrics.py b/tests/test_litellm/integrations/test_prometheus_user_team_metrics.py index 12f30ab6024..361ab7332f8 100644 --- a/tests/test_litellm/integrations/test_prometheus_user_team_metrics.py +++ b/tests/test_litellm/integrations/test_prometheus_user_team_metrics.py @@ -511,29 +511,34 @@ def test_set_user_budget_metrics_default_no_email_alias_labels( ) -def test_set_user_budget_metrics_includes_user_email_and_alias_labels_when_opted_in( - prometheus_logger, -): - """When prometheus_user_budget_label_include_email_alias=True, email+alias labels appear.""" +def test_set_user_budget_metrics_includes_user_email_and_alias_labels_when_opted_in(): + """When prometheus_user_budget_label_include_email_alias=True, email+alias labels appear. + + The flag is read once per metric at logger construction time and snapshotted, + so it must be enabled before the PrometheusLogger is built (mirroring how the + proxy applies config at startup before instantiating callbacks). + """ import litellm from litellm.proxy._types import LiteLLM_UserTable litellm.prometheus_user_budget_label_include_email_alias = True - user = LiteLLM_UserTable( - user_id="user-abc-123", - user_email="alice@example.com", - user_alias="Alice", - spend=25.0, - max_budget=100.0, - budget_reset_at=datetime(2026, 3, 1, tzinfo=timezone.utc), - ) - - prometheus_logger.litellm_remaining_user_budget_metric = MagicMock() - prometheus_logger.litellm_user_max_budget_metric = MagicMock() - prometheus_logger.litellm_user_budget_remaining_hours_metric = MagicMock() - try: + prometheus_logger = PrometheusLogger() + + user = LiteLLM_UserTable( + user_id="user-abc-123", + user_email="alice@example.com", + user_alias="Alice", + spend=25.0, + max_budget=100.0, + budget_reset_at=datetime(2026, 3, 1, tzinfo=timezone.utc), + ) + + prometheus_logger.litellm_remaining_user_budget_metric = MagicMock() + prometheus_logger.litellm_user_max_budget_metric = MagicMock() + prometheus_logger.litellm_user_budget_remaining_hours_metric = MagicMock() + prometheus_logger._set_user_budget_metrics(user) prometheus_logger.litellm_remaining_user_budget_metric.labels.assert_called_once_with( diff --git a/tests/test_litellm/proxy/hooks/test_proxy_rate_limit_provider_field.py b/tests/test_litellm/proxy/hooks/test_proxy_rate_limit_provider_field.py index 8c74919df19..02b4e32db86 100644 --- a/tests/test_litellm/proxy/hooks/test_proxy_rate_limit_provider_field.py +++ b/tests/test_litellm/proxy/hooks/test_proxy_rate_limit_provider_field.py @@ -22,7 +22,7 @@ no ``llm_provider`` / ``model`` attribute. Downstream: category routing missed these entirely. The fix wraps every internal raise site in -:class:`ProxyHTTPRateLimitError` (an ``HTTPException`` *and* a +:class:`ProxyRateLimitError` (an ``HTTPException`` *and* a ``litellm.RateLimitError``), and resolves ``model`` / ``llm_provider`` from ``data["model"]`` via :func:`get_llm_provider`. When the model is missing or unparseable we fall back to ``llm_provider="litellm_proxy"`` so we never break @@ -61,9 +61,9 @@ from litellm.proxy.hooks.parallel_request_limiter import ( from litellm.proxy.hooks.parallel_request_limiter_v3 import ( _PROXY_MaxParallelRequestsHandler_v3, ) +from litellm.proxy.common_utils.proxy_rate_limit_error import ProxyRateLimitError from litellm.proxy.hooks.rate_limiter_utils import ( PROXY_LLM_PROVIDER_FALLBACK, - ProxyHTTPRateLimitError, resolve_llm_provider_for_rate_limit, ) from litellm.proxy.utils import InternalUsageCache @@ -75,12 +75,11 @@ from litellm.types.agents import AgentResponse # --------------------------------------------------------------------------- -class TestProxyHTTPRateLimitErrorClass: +class TestProxyRateLimitErrorClass: """Pin the dual ``HTTPException`` + ``RateLimitError`` shape.""" def test_is_both_http_exception_and_rate_limit_error(self): - e = ProxyHTTPRateLimitError( - status_code=429, + e = ProxyRateLimitError( detail="boom", model="gpt-4o-mini", llm_provider="openai", @@ -92,15 +91,15 @@ class TestProxyHTTPRateLimitErrorClass: assert e.status_code == 429 assert e.model == "gpt-4o-mini" assert e.llm_provider == "openai" - assert e.message == "boom" + # ProxyRateLimitError prefixes message via RateLimitError.__init__. + assert "boom" in e.message assert e.detail == "boom" def test_dict_detail_is_stringified_for_message(self): # Some hooks pass a dict detail (e.g. dynamic_rate_limiter v1) — the # `message` attr (read by RateLimitError.__str__ and observability # callbacks) must still be a string. - e = ProxyHTTPRateLimitError( - status_code=429, + e = ProxyRateLimitError( detail={"error": "over rpm"}, model="claude-3-5-sonnet", llm_provider="anthropic", @@ -109,16 +108,15 @@ class TestProxyHTTPRateLimitErrorClass: assert "over rpm" in e.message def test_defaults_to_litellm_proxy_provider(self): - e = ProxyHTTPRateLimitError(status_code=429, detail="x") + e = ProxyRateLimitError(detail="x") assert e.llm_provider == PROXY_LLM_PROVIDER_FALLBACK assert e.model == "" def test_none_provider_normalized_to_fallback(self): - e = ProxyHTTPRateLimitError( - status_code=429, + e = ProxyRateLimitError( detail="x", - model=None, # type: ignore[arg-type] - llm_provider=None, # type: ignore[arg-type] + model=None, + llm_provider=None, ) assert e.llm_provider == PROXY_LLM_PROVIDER_FALLBACK assert e.model == "" @@ -143,7 +141,10 @@ class TestResolveLLMProviderForRateLimit: # Must never raise — the resolver wraps `get_llm_provider` defensively # because raising here would mask the rate-limit error we're trying # to surface to the user. - resolved_model, provider = resolve_llm_provider_for_rate_limit(model) + # Pin llm_router to None so the alias-fallback path doesn't pick up + # a router left behind by another test in the session. + with patch("litellm.proxy.proxy_server.llm_router", None): + resolved_model, provider = resolve_llm_provider_for_rate_limit(model) assert provider == PROXY_LLM_PROVIDER_FALLBACK # Resolver returns the input model verbatim on the unknown branch so # the `.model` attribute is never silently swapped to a different one. @@ -155,15 +156,148 @@ class TestResolveLLMProviderForRateLimit: def test_get_llm_provider_raising_is_swallowed(self): # If get_llm_provider itself blows up (unexpected error), we still # fall back rather than letting the secondary exception escape. + # No router is registered in this test, so the alias-fallback path + # also yields None and we land at PROXY_LLM_PROVIDER_FALLBACK. with patch.object( litellm, "get_llm_provider", side_effect=RuntimeError("boom"), ): - resolved_model, provider = resolve_llm_provider_for_rate_limit("anything") + with patch( + "litellm.proxy.proxy_server.llm_router", + None, + ): + resolved_model, provider = resolve_llm_provider_for_rate_limit( + "anything" + ) assert provider == PROXY_LLM_PROVIDER_FALLBACK assert resolved_model == "anything" + def test_router_alias_resolves_to_underlying_provider(self): + """ + Nearly every real LiteLLM proxy deployment uses router aliases: + + model_list: + - model_name: tpm-locked + litellm_params: + model: openai/gpt-4o-mini + ... + + ``litellm.get_llm_provider("tpm-locked")`` doesn't know about + router aliases and raises. Before this fix the resolver fell + through to ``"litellm_proxy"``, defeating the whole point of the + ``llm_provider`` field on the rate-limit error. The alias path + must look the deployment up in the router's ``model_list`` and + resolve from its ``litellm_params.model``. + """ + + class _FakeRouter: + model_list = [ + { + "model_name": "tpm-locked", + "litellm_params": { + "model": "openai/gpt-4o-mini", + "api_key": "fake", + }, + } + ] + + with patch( + "litellm.proxy.proxy_server.llm_router", + _FakeRouter(), + ): + resolved_model, provider = resolve_llm_provider_for_rate_limit("tpm-locked") + assert provider == "openai", ( + f"Router-alias path must resolve through litellm_params.model, " + f"not fall through to {PROXY_LLM_PROVIDER_FALLBACK!r}. Got " + f"provider={provider!r}, model={resolved_model!r}." + ) + # The resolved model should point at the underlying deployment so + # downstream Prometheus labels / failure callbacks attribute the + # 429 to the real upstream, not the alias. + assert resolved_model == "gpt-4o-mini" + + def test_router_alias_with_multiple_deployments_uses_first(self): + """ + When an alias maps to multiple deployments (the load-balancing + case), the rate-limit error fired at the *alias* level is + deployment-agnostic — we have no way of knowing which one would + have been picked. Use the first deployment's underlying provider: + every deployment under one alias should agree on provider in any + sensible config, and 'first' is deterministic so the Prometheus + label is stable. + """ + + class _FakeRouter: + model_list = [ + { + "model_name": "claude-pool", + "litellm_params": {"model": "anthropic/claude-3-5-sonnet"}, + }, + { + "model_name": "claude-pool", + "litellm_params": {"model": "anthropic/claude-3-5-haiku"}, + }, + ] + + with patch( + "litellm.proxy.proxy_server.llm_router", + _FakeRouter(), + ): + _, provider = resolve_llm_provider_for_rate_limit("claude-pool") + assert provider == "anthropic" + + def test_router_alias_unknown_falls_back(self): + """ + Alias not in the router model_list — both lookups fail, so we + land at the defensive ``litellm_proxy`` fallback rather than + raising. + """ + + class _FakeRouter: + model_list = [ + { + "model_name": "tpm-locked", + "litellm_params": {"model": "openai/gpt-4o-mini"}, + } + ] + + with patch( + "litellm.proxy.proxy_server.llm_router", + _FakeRouter(), + ): + resolved_model, provider = resolve_llm_provider_for_rate_limit( + "not-an-alias" + ) + assert provider == PROXY_LLM_PROVIDER_FALLBACK + assert resolved_model == "not-an-alias" + + def test_router_alias_with_malformed_deployment_falls_back(self): + """ + A deployment in the router model_list with no usable + ``litellm_params.model`` (or where ``get_llm_provider`` on the + underlying string also raises) must not crash the resolver — + fall through to the defensive fallback. + """ + + class _FakeRouter: + model_list = [ + {"model_name": "broken", "litellm_params": {}}, + {"model_name": "broken", "litellm_params": {"model": ""}}, + { + "model_name": "broken", + "litellm_params": {"model": "nonsense-no-provider"}, + }, + ] + + with patch( + "litellm.proxy.proxy_server.llm_router", + _FakeRouter(), + ): + resolved_model, provider = resolve_llm_provider_for_rate_limit("broken") + assert provider == PROXY_LLM_PROVIDER_FALLBACK + assert resolved_model == "broken" + # --------------------------------------------------------------------------- # parallel_request_limiter v1 @@ -352,7 +486,7 @@ async def test_parallel_request_limiter_v1_missing_model_falls_back(): # --------------------------------------------------------------------------- -def _v3_over_limit_response(rate_limit_type: str = "rpm") -> dict: +def _v3_over_limit_response(rate_limit_type: str = "requests") -> dict: return { "overall_code": "OVER_LIMIT", "statuses": [ @@ -532,7 +666,7 @@ async def test_dynamic_rate_limiter_v3_model_capacity_path_populates_provider(): "descriptor_key": "model_saturation_check", "current_limit": 100, "limit_remaining": 0, - "rate_limit_type": "rpm", + "rate_limit_type": "requests", } ], } @@ -582,7 +716,7 @@ async def test_dynamic_rate_limiter_v3_unknown_descriptor_path_populates_provide "descriptor_key": "something_we_dont_handle", "current_limit": 1, "limit_remaining": 0, - "rate_limit_type": "rpm", + "rate_limit_type": "requests", } ], } @@ -937,31 +1071,56 @@ async def test_max_budget_per_session_limiter_unknown_model_falls_back(): # --------------------------------------------------------------------------- -def test_prometheus_exception_class_name_includes_provider(): +def test_prometheus_exception_class_name_back_compat_for_proxy_rate_limit_error(): + """ + `_get_exception_class_name` deliberately returns the literal string + ``"HTTPException"`` for every ``ProxyRateLimitError`` instance so that + pre-existing dashboards / alerts (which key off the historical value) + keep working after the unified rate-limit error class landed in #27687. + + Provider attribution is now surfaced separately via the + ``rate_limit_category`` / ``rate_limit_type`` labels — this test pins + the back-compat shim itself. + """ from litellm.integrations.prometheus import PrometheusLogger - exc = ProxyHTTPRateLimitError( - status_code=429, + exc = ProxyRateLimitError( detail="over limit", model="gpt-4o-mini", llm_provider="openai", ) + assert PrometheusLogger._get_exception_class_name(exc) == "HTTPException" - name = PrometheusLogger._get_exception_class_name(exc) - # Format is "{Provider.}{ClassName}" per `_get_exception_class_name`. - assert name.startswith("Openai.") - # And specifically: it ends in our exception class. (We don't pin the - # full string to avoid coupling the test to PR #27687's parallel rename.) - assert name.endswith("ProxyHTTPRateLimitError") + # Same back-compat path even when the resolver fell back to litellm_proxy. + exc_no_model = ProxyRateLimitError(detail="over limit") + assert PrometheusLogger._get_exception_class_name(exc_no_model) == "HTTPException" -def test_prometheus_exception_class_name_falls_back_when_no_model(): +def test_prometheus_exception_class_name_back_compat_for_budget_exceeded_error(): + """ + The unified rate-limit work also attached ``.llm_provider`` to + ``BudgetExceededError`` so callbacks get provider attribution from + ``StandardLoggingPayload``. Without a back-compat short-circuit the + provider-prefix step in ``_get_exception_class_name`` would silently + flip the label from ``"BudgetExceededError"`` to e.g. + ``"Openai.BudgetExceededError"`` and break dashboards keyed on the + historical value. Pin the literal label here. + """ from litellm.integrations.prometheus import PrometheusLogger - exc = ProxyHTTPRateLimitError(status_code=429, detail="over limit") - name = PrometheusLogger._get_exception_class_name(exc) - # `litellm_proxy` -> `Litellm_proxy.` (capitalize first char only). - assert name.startswith("Litellm_proxy.") + err = litellm.BudgetExceededError( + current_cost=1.0, + max_budget=0.5, + llm_provider="openai", + ) + assert PrometheusLogger._get_exception_class_name(err) == "BudgetExceededError" + + # Default (empty llm_provider) path — same literal label. + err_no_provider = litellm.BudgetExceededError(current_cost=1.0, max_budget=0.5) + assert ( + PrometheusLogger._get_exception_class_name(err_no_provider) + == "BudgetExceededError" + ) if __name__ == "__main__": diff --git a/tests/test_litellm/test_rate_limit_error_unification.py b/tests/test_litellm/test_rate_limit_error_unification.py new file mode 100644 index 00000000000..8287e82ded0 --- /dev/null +++ b/tests/test_litellm/test_rate_limit_error_unification.py @@ -0,0 +1,1671 @@ +""" +Tests for the unified rate-limit error model introduced by LIT-2968. + +LiteLLM previously raised rate-limit conditions through *several* unrelated +exception types — :class:`litellm.RateLimitError` (vendor 429s), +:class:`fastapi.HTTPException` (proxy-side limiters), and +:class:`BaseLLMException` (some provider transports). These tests pin down +the new behavior: + +1. Every rate-limit exception is a :class:`litellm.RateLimitError` and exposes + a :attr:`category` attribute so callers can switch on the source. +2. Proxy-side limiters raise :class:`ProxyRateLimitError`, which is + simultaneously a :class:`RateLimitError` *and* a + :class:`fastapi.HTTPException` so existing FastAPI plumbing continues to + serialize a 429 with the right ``detail`` and headers. +3. The :class:`RateLimitErrorCategory` constants are exported on the + ``litellm`` module so user code can import them without reaching into + internal modules. +""" + +import pytest +from fastapi import HTTPException + +import litellm +from litellm.exceptions import RateLimitError, RateLimitErrorCategory, RateLimitType +from litellm.proxy.common_utils.proxy_rate_limit_error import ( + ProxyRateLimitError, + map_v3_rate_limit_type, +) + + +class TestRateLimitErrorCategory: + def test_should_export_category_enum_on_litellm_module(self): + assert hasattr(litellm, "RateLimitErrorCategory") + assert litellm.RateLimitErrorCategory is RateLimitErrorCategory + + def test_should_define_all_documented_categories(self): + # The Linear ticket explicitly lists vendor_rate_limit, litellm_rate_limit + # and vendor_batch_rate_limit. We additionally expose a litellm_batch_* + # value so the proxy's batch limiter can be distinguished from the + # generic key/team/user limiter. + assert RateLimitErrorCategory.VENDOR_RATE_LIMIT == "vendor_rate_limit" + assert ( + RateLimitErrorCategory.VENDOR_BATCH_RATE_LIMIT == "vendor_batch_rate_limit" + ) + assert RateLimitErrorCategory.LITELLM_RATE_LIMIT == "litellm_rate_limit" + assert ( + RateLimitErrorCategory.LITELLM_BATCH_RATE_LIMIT + == "litellm_batch_rate_limit" + ) + + def test_should_str_compare_for_easy_user_switching(self): + # Storing the value as a str-enum lets users compare against a plain + # string without importing the enum, e.g. `if e.category == "vendor_rate_limit":` + assert RateLimitErrorCategory.VENDOR_RATE_LIMIT == "vendor_rate_limit" + assert "vendor_rate_limit" == RateLimitErrorCategory.VENDOR_RATE_LIMIT + + +class TestRateLimitErrorCategoryAttribute: + def test_should_default_to_vendor_rate_limit_when_unspecified(self): + # Existing callers (the exception_mapping_utils 429 paths) construct + # RateLimitError without passing `category`. They model upstream-vendor + # rate limits, so the default must be VENDOR_RATE_LIMIT. + e = RateLimitError(message="oops", llm_provider="openai", model="gpt-4") + assert e.category == RateLimitErrorCategory.VENDOR_RATE_LIMIT + + def test_should_accept_string_category(self): + e = RateLimitError( + message="oops", + llm_provider="openai", + model="gpt-4", + category="vendor_batch_rate_limit", + ) + assert e.category == "vendor_batch_rate_limit" + + def test_should_accept_enum_category_and_normalize_to_string(self): + e = RateLimitError( + message="oops", + llm_provider="litellm", + model="gpt-4", + category=RateLimitErrorCategory.LITELLM_RATE_LIMIT, + ) + # The .value form of the enum (a plain str) must be stored — never the + # enum itself — so downstream code (logging payloads, serialization) + # can JSON-encode the attribute without enum-handling. + assert e.category == "litellm_rate_limit" + assert isinstance(e.category, str) + + def test_should_carry_optional_headers(self): + e = RateLimitError( + message="oops", + llm_provider="litellm", + model="gpt-4", + headers={"retry-after": 60}, + ) + # Headers are stringified for HTTP transport. + assert e.headers == {"retry-after": "60"} + + +class TestProxyRateLimitError: + def test_should_be_both_rate_limit_error_and_http_exception(self): + e = ProxyRateLimitError(detail="over limit") + # The whole point of the unified class: a single instance satisfies + # BOTH `except RateLimitError` (user code switching on category) AND + # `isinstance(e, HTTPException)` (existing FastAPI plumbing in the + # proxy route handlers and FastAPI's own dispatcher). + assert isinstance(e, RateLimitError) + assert isinstance(e, HTTPException) + + def test_should_default_category_to_litellm_rate_limit(self): + # ProxyRateLimitError is only used by litellm's own proxy-side + # limiters, so its default category must reflect that. The vendor + # default lives on the parent RateLimitError. + e = ProxyRateLimitError(detail="over limit") + assert e.category == RateLimitErrorCategory.LITELLM_RATE_LIMIT + + def test_should_accept_litellm_batch_rate_limit_category(self): + e = ProxyRateLimitError( + detail="batch over limit", + category=RateLimitErrorCategory.LITELLM_BATCH_RATE_LIMIT, + ) + assert e.category == "litellm_batch_rate_limit" + + def test_should_set_status_code_to_429(self): + e = ProxyRateLimitError(detail="over limit") + assert e.status_code == 429 + + def test_should_preserve_dict_detail_for_fastapi_serialization(self): + # FastAPI's default exception handler emits the `detail` field + # verbatim. If we coerced to a string we'd lose the structured + # error payload that proxy hooks rely on. + detail = {"error": "over limit", "rate_limit_type": "key"} + e = ProxyRateLimitError(detail=detail) + assert e.detail == detail + + def test_should_preserve_headers_with_string_values(self): + # FastAPI's ASGI layer rejects non-string header values — every + # header value must be stringified at construction time so the + # 429 response actually goes out the wire intact. + e = ProxyRateLimitError( + detail="over limit", + headers={"retry-after": 60, "rate_limit_type": "key"}, + ) + assert e.headers == {"retry-after": "60", "rate_limit_type": "key"} + + def test_should_extract_message_from_dict_detail(self): + # ProxyRateLimitError carries a `.message` (from RateLimitError) AND a + # structured `.detail` (from HTTPException). When detail is a dict in + # the canonical {"error": "..."} shape, message must surface that + # string — never the dict's repr — so logging and StandardLogging + # extractors get a clean human-readable message. + e = ProxyRateLimitError(detail={"error": "key over limit"}) + assert "key over limit" in e.message + + def test_should_extract_message_from_nested_error_dict(self): + # Some guardrails wrap their error payload as {"error": {"message": "..."}}. + # The unwrap helper must dig one level deeper. + e = ProxyRateLimitError( + detail={"error": {"message": "deep error"}}, + ) + assert e.message.endswith("deep error") + + def test_should_extract_message_from_nested_message_dict(self): + # Same shape but keyed under "message" instead of "error". + e = ProxyRateLimitError( + detail={"message": {"message": "deeper"}}, + ) + assert e.message.endswith("deeper") + + def test_should_json_dumps_dict_without_message_or_error_key(self): + # When detail is a dict with neither "error" nor "message" keys, the + # message is just the JSON-encoded form so the structured payload + # round-trips through logging. + e = ProxyRateLimitError(detail={"reason": "weird-shape", "code": 99}) + # Must contain both keys (order isn't guaranteed by json.dumps for + # older Pythons but is for 3.7+). + assert "weird-shape" in e.message + assert "99" in e.message + + def test_should_str_coerce_non_serializable_dict_detail(self): + # Non-JSON-serializable values fall through to str() rather than + # raising. + class NotJsonable: + def __repr__(self): + return "" + + e = ProxyRateLimitError(detail={"obj": NotJsonable()}) + # We only require it does NOT raise during construction and that the + # message is non-empty; the exact stringification isn't part of the + # contract. + assert e.message # non-empty + # And the underlying detail is preserved verbatim. + assert isinstance(e.detail, dict) + + def test_should_str_coerce_non_string_non_mapping_detail(self): + # Detail is some other type (int, list, etc.) — falls through to + # str() as a last resort. + e = ProxyRateLimitError(detail=42) + assert "42" in e.message + assert e.detail == 42 + + def test_should_be_catchable_as_rate_limit_error(self): + with pytest.raises(RateLimitError) as exc_info: + raise ProxyRateLimitError( + detail="over limit", + category=RateLimitErrorCategory.LITELLM_RATE_LIMIT, + ) + assert exc_info.value.category == "litellm_rate_limit" + + def test_should_be_catchable_as_http_exception(self): + # This is the backward-compat guarantee: every existing + # `pytest.raises(HTTPException)` test against a proxy hook must + # continue to work without modification. + with pytest.raises(HTTPException) as exc_info: + raise ProxyRateLimitError(detail="over limit") + assert exc_info.value.status_code == 429 + assert exc_info.value.detail == "over limit" + + +class TestProxyHookCategoryWiring: + """End-to-end check that every proxy-side rate limiter raises the unified + class with a sensible category, not a bare HTTPException.""" + + def test_max_budget_limiter_raises_proxy_rate_limit_error(self): + from litellm.proxy.hooks.max_budget_limiter import _PROXY_MaxBudgetLimiter + + limiter = _PROXY_MaxBudgetLimiter() + # The simplest deterministic path: directly raise from the conditional + # branch by calling into the helper's exception construction. We + # round-trip through the public class to assert the shape. + with pytest.raises(ProxyRateLimitError) as exc_info: + raise ProxyRateLimitError(detail="Max budget limit reached.") + assert exc_info.value.status_code == 429 + assert exc_info.value.category == RateLimitErrorCategory.LITELLM_RATE_LIMIT + # And it's also a RateLimitError + HTTPException (the unification). + assert isinstance(exc_info.value, RateLimitError) + assert isinstance(exc_info.value, HTTPException) + # Static check that the limiter's module imports the unified class so + # the source of truth is wired correctly. + from litellm.proxy.hooks import max_budget_limiter + + assert hasattr(max_budget_limiter, "ProxyRateLimitError") + assert max_budget_limiter.ProxyRateLimitError is ProxyRateLimitError + del limiter # silence unused-var + + @pytest.mark.parametrize( + "module_path", + [ + "litellm.proxy.hooks.parallel_request_limiter", + "litellm.proxy.hooks.parallel_request_limiter_v3", + "litellm.proxy.hooks.dynamic_rate_limiter", + "litellm.proxy.hooks.dynamic_rate_limiter_v3", + "litellm.proxy.hooks.batch_rate_limiter", + "litellm.proxy.hooks.max_budget_limiter", + "litellm.proxy.hooks.max_budget_per_session_limiter", + "litellm.proxy.hooks.max_iterations_limiter", + ], + ) + def test_every_proxy_rate_limit_hook_uses_unified_class(self, module_path): + """ + Every proxy hook that previously raised ``HTTPException(status_code=429)`` + must now import and use :class:`ProxyRateLimitError`. + + Imports are checked at the module level so we catch regressions where + someone re-introduces a bare ``HTTPException(status_code=429, ...)`` + in one of these hooks without going through the unified class. + """ + import importlib + + module = importlib.import_module(module_path) + assert hasattr( + module, "ProxyRateLimitError" + ), f"{module_path} must import ProxyRateLimitError" + assert module.ProxyRateLimitError is ProxyRateLimitError + + +class TestStandardLoggingPayloadCarriesCategory: + """ + The `category` attribute is reachable off the raw exception object today, + but custom callbacks consume the structured `StandardLoggingPayload`. These + tests pin down that the unified rate-limit category reaches the callback + payload via `error_information.error_rate_limit_category` so downstream + custom-metrics builders never need to special-case the raw exception. + """ + + def test_should_propagate_category_for_proxy_rate_limit_error(self): + from litellm.litellm_core_utils.litellm_logging import ( + StandardLoggingPayloadSetup, + ) + + e = ProxyRateLimitError( + detail="over limit", + category=RateLimitErrorCategory.LITELLM_RATE_LIMIT, + ) + info = StandardLoggingPayloadSetup.get_error_information(e) + assert info["error_rate_limit_category"] == "litellm_rate_limit" + assert info["error_code"] == "429" + + def test_should_propagate_vendor_category_for_plain_rate_limit_error(self): + from litellm.litellm_core_utils.litellm_logging import ( + StandardLoggingPayloadSetup, + ) + + e = RateLimitError( + message="vendor 429", + llm_provider="openai", + model="gpt-4", + ) + info = StandardLoggingPayloadSetup.get_error_information(e) + # Default category for a plain RateLimitError is vendor_rate_limit. + assert info["error_rate_limit_category"] == "vendor_rate_limit" + + def test_should_propagate_litellm_batch_rate_limit_category(self): + from litellm.litellm_core_utils.litellm_logging import ( + StandardLoggingPayloadSetup, + ) + + e = ProxyRateLimitError( + detail="batch over limit", + category=RateLimitErrorCategory.LITELLM_BATCH_RATE_LIMIT, + ) + info = StandardLoggingPayloadSetup.get_error_information(e) + assert info["error_rate_limit_category"] == "litellm_batch_rate_limit" + + def test_should_be_none_for_non_rate_limit_errors(self): + # Non-rate-limit exceptions don't carry a `.category`; the field must + # be present (so consumers can do `info["error_rate_limit_category"]` + # unconditionally) but None. + from litellm.litellm_core_utils.litellm_logging import ( + StandardLoggingPayloadSetup, + ) + + info = StandardLoggingPayloadSetup.get_error_information( + ValueError("not a rate limit") + ) + assert info["error_rate_limit_category"] is None + + def test_should_be_none_when_no_exception(self): + from litellm.litellm_core_utils.litellm_logging import ( + StandardLoggingPayloadSetup, + ) + + info = StandardLoggingPayloadSetup.get_error_information(None) + assert info["error_rate_limit_category"] is None + + +class TestProxyHooksActuallyRaiseProxyRateLimitError: + """ + End-to-end coverage tests that drive each refactored hook's rate-limit + branch and assert it raises a :class:`ProxyRateLimitError` carrying the + expected category. These complement the parametrized import-shape guard + above by actually executing the new ``raise ProxyRateLimitError(...)`` + lines, so coverage tools see them as exercised. + """ + + def test_parallel_request_limiter_v1_helper_raises_proxy_rate_limit_error(self): + """v1 parallel_request_limiter has a sync ``raise_rate_limit_error`` + helper used internally — it must raise the unified class.""" + from unittest.mock import MagicMock + + from litellm.proxy.hooks.parallel_request_limiter import ( + _PROXY_MaxParallelRequestsHandler, + ) + + handler = _PROXY_MaxParallelRequestsHandler(internal_usage_cache=MagicMock()) + with pytest.raises(ProxyRateLimitError) as exc_info: + handler.raise_rate_limit_error(additional_details="key-over-rpm") + e = exc_info.value + assert e.status_code == 429 + assert e.category == RateLimitErrorCategory.LITELLM_RATE_LIMIT + # The helper must populate retry-after so clients can back off. + assert e.headers is not None + assert "retry-after" in e.headers + # And it must still be catchable as HTTPException for FastAPI's + # default 429 dispatcher. + assert isinstance(e, HTTPException) + # The detail must include the additional_details suffix so operators + # can see why the limit was hit. + assert "key-over-rpm" in str(e.detail) + + def test_parallel_request_limiter_v1_helper_no_additional_details(self): + """ + Regression guard: when ``raise_rate_limit_error`` is called WITHOUT + ``additional_details``, the detail must NOT contain the literal + string ``"None"``. A long-standing bug had an unused ``error_message`` + local variable masking an f-string that interpolated the raw + ``additional_details`` arg directly; fixed in this PR's review pass. + """ + from unittest.mock import MagicMock + + from litellm.proxy.hooks.parallel_request_limiter import ( + _PROXY_MaxParallelRequestsHandler, + ) + + handler = _PROXY_MaxParallelRequestsHandler(internal_usage_cache=MagicMock()) + with pytest.raises(ProxyRateLimitError) as exc_info: + handler.raise_rate_limit_error() # no additional_details + detail_str = str(exc_info.value.detail) + assert "None" not in detail_str, ( + f"detail must not embed literal 'None' when additional_details is " + f"omitted, got: {detail_str!r}" + ) + assert detail_str == "Max parallel request limit reached" + + def test_rate_limit_error_does_not_auto_copy_response_headers(self): + """ + Security regression guard: a vendor 429 response can set arbitrary + headers (Set-Cookie, CORS overrides, …). RateLimitError must NOT + auto-promote those into ``self.headers`` — only headers explicitly + passed via the ``headers=`` kwarg make it onto the attribute that + downstream proxy serializers may forward to the client. Vendor + response headers stay reachable on ``e.response.headers`` for + callers that explicitly want them. + """ + import httpx + + vendor_response = httpx.Response( + status_code=429, + headers={"set-cookie": "evil=1; HttpOnly", "retry-after": "60"}, + request=httpx.Request(method="POST", url="https://vendor.example/v1"), + ) + e = RateLimitError( + message="vendor 429", + llm_provider="openai", + model="gpt-4", + response=vendor_response, + ) + # Vendor headers must NOT have been copied onto self.headers. + assert e.headers is None + # They remain reachable on the underlying response for callers that + # opt in explicitly. + assert "set-cookie" in e.response.headers + # An explicit headers= kwarg, in contrast, IS surfaced on self.headers. + e2 = RateLimitError( + message="proxy 429", + llm_provider="litellm", + model="gpt-4", + response=vendor_response, + headers={"retry-after": "30"}, + ) + assert e2.headers == {"retry-after": "30"} + assert "set-cookie" not in (e2.headers or {}) + + def test_parallel_request_limiter_v3_handle_rate_limit_error_raises(self): + """v3 parallel_request_limiter's ``_handle_rate_limit_error`` must + translate an OVER_LIMIT response into a ProxyRateLimitError.""" + from unittest.mock import MagicMock + + from litellm.proxy.hooks.parallel_request_limiter_v3 import ( + _PROXY_MaxParallelRequestsHandler_v3, + ) + + handler = _PROXY_MaxParallelRequestsHandler_v3(internal_usage_cache=MagicMock()) + # Minimal fabricated OVER_LIMIT response. The helper only reads a + # handful of fields off `status` and ignores everything else. + response = { + "overall_code": "OVER_LIMIT", + "statuses": [ + { + "code": "OVER_LIMIT", + "descriptor_key": "key", + "current_limit": 10, + "limit_remaining": 0, + "rate_limit_type": "requests", + } + ], + } + descriptors = [ + { + "key": "key", + "value": "sk-test", + "rate_limit": { + "requests_per_unit": 10, + "tokens_per_unit": None, + "window_size": 60, + }, + } + ] + with pytest.raises(ProxyRateLimitError) as exc_info: + handler._handle_rate_limit_error(response, descriptors) + e = exc_info.value + assert e.status_code == 429 + assert e.category == RateLimitErrorCategory.LITELLM_RATE_LIMIT + # v3 helper attaches retry-after, rate_limit_type and reset_at. + assert e.headers is not None + assert {"retry-after", "rate_limit_type", "reset_at"}.issubset(e.headers.keys()) + + @pytest.mark.asyncio + async def test_max_iterations_limiter_raises_proxy_rate_limit_error(self): + """ + Drive `_PROXY_MaxIterationsHandler` past its session budget and assert + it raises the unified class. Mirrors the existing + `test_max_iterations_limiter.py` setup but pins down the new + `category` + dual-base contract on the raised instance. + """ + from unittest.mock import patch + + from litellm.caching.caching import DualCache + from litellm.proxy._types import UserAPIKeyAuth + from litellm.proxy.hooks.max_iterations_limiter import ( + _PROXY_MaxIterationsHandler, + ) + from litellm.proxy.utils import InternalUsageCache + from litellm.types.agents import AgentResponse + + cache = DualCache() + handler = _PROXY_MaxIterationsHandler( + internal_usage_cache=InternalUsageCache(cache), + ) + user_api_key_dict = UserAPIKeyAuth( + api_key="sk-test-iter", + agent_id="agent-iter-1", + ) + agent = AgentResponse( + agent_id="agent-iter-1", + agent_name="iter-agent", + litellm_params={"max_iterations": 1}, + agent_card_params={"name": "iter-agent", "version": "1.0.0"}, + ) + with patch( + "litellm.proxy.agent_endpoints.agent_registry.global_agent_registry" + ) as mock_registry: + mock_registry.get_agent_by_id.return_value = agent + # First call within budget. + await handler.async_pre_call_hook( + user_api_key_dict=user_api_key_dict, + cache=cache, + data={"metadata": {"session_id": "sess-1"}}, + call_type="", + ) + # Second call exceeds — must raise the unified class. + with pytest.raises(ProxyRateLimitError) as exc_info: + await handler.async_pre_call_hook( + user_api_key_dict=user_api_key_dict, + cache=cache, + data={"metadata": {"session_id": "sess-1"}}, + call_type="", + ) + e = exc_info.value + assert e.status_code == 429 + assert e.category == RateLimitErrorCategory.LITELLM_RATE_LIMIT + assert isinstance(e, RateLimitError) + assert isinstance(e, HTTPException) + + @pytest.mark.asyncio + async def test_max_budget_limiter_raises_proxy_rate_limit_error(self): + """ + Drive `_PROXY_MaxBudgetLimiter` past the user budget and assert it + raises the unified class. Mocks `get_current_spend` so we don't need + the proxy DB. + """ + from unittest.mock import patch + + from litellm.caching.caching import DualCache + from litellm.proxy._types import UserAPIKeyAuth + from litellm.proxy.hooks.max_budget_limiter import ( + _PROXY_MaxBudgetLimiter, + ) + + handler = _PROXY_MaxBudgetLimiter() + user_api_key_dict = UserAPIKeyAuth( + api_key="sk-test-budget", + user_id="user-budget-1", + user_max_budget=1.0, + user_spend=2.0, + ) + with patch( + "litellm.proxy.proxy_server.get_current_spend", + return_value=5.0, + ): + with pytest.raises(ProxyRateLimitError) as exc_info: + await handler.async_pre_call_hook( + user_api_key_dict=user_api_key_dict, + cache=DualCache(), + data={}, + call_type="completion", + ) + e = exc_info.value + assert e.status_code == 429 + assert e.category == RateLimitErrorCategory.LITELLM_RATE_LIMIT + assert "max budget" in str(e.detail).lower() + + @pytest.mark.asyncio + async def test_dynamic_rate_limiter_v1_raises_proxy_rate_limit_error(self): + """ + Drive `_PROXY_DynamicRateLimitHandler` to raise via the available-TPM + path (`available_tpm == 0`) and assert it raises the unified class. + Mocks `check_available_usage` so we don't need a real router. + """ + from unittest.mock import AsyncMock, MagicMock + + from litellm.caching.caching import DualCache + from litellm.proxy._types import UserAPIKeyAuth + from litellm.proxy.hooks.dynamic_rate_limiter import ( + _PROXY_DynamicRateLimitHandler, + ) + + handler = _PROXY_DynamicRateLimitHandler(internal_usage_cache=MagicMock()) + # check_available_usage returns (available_tpm, available_rpm, + # model_tpm, model_rpm, active_projects). Setting available_tpm == 0 + # forces the TPM-exceeded raise. + handler.check_available_usage = AsyncMock( # type: ignore[method-assign] + return_value=(0, 100, 1000, 100, 1) + ) + user_api_key_dict = UserAPIKeyAuth( + api_key="sk-test-dyn", + metadata={"priority": "default"}, + ) + with pytest.raises(ProxyRateLimitError) as exc_info: + await handler.async_pre_call_hook( + user_api_key_dict=user_api_key_dict, + cache=DualCache(), + data={"model": "gpt-4"}, + call_type="completion", + ) + e = exc_info.value + assert e.status_code == 429 + assert e.category == RateLimitErrorCategory.LITELLM_RATE_LIMIT + assert isinstance(e.detail, dict) + assert "TPM" in e.detail.get("error", "") + + @pytest.mark.asyncio + async def test_parallel_request_limiter_v1_check_key_in_limits_inline_raise( + self, + ): + """Cover the second raise site in v1 parallel_request_limiter + (`check_key_in_limits` else-branch) — fires when current usage already + meets the limits.""" + from unittest.mock import AsyncMock, MagicMock + + from litellm.caching.caching import DualCache + from litellm.proxy._types import UserAPIKeyAuth + from litellm.proxy.hooks.parallel_request_limiter import ( + _PROXY_MaxParallelRequestsHandler, + ) + + cache = MagicMock() + cache.async_batch_set_cache = AsyncMock(return_value=None) + handler = _PROXY_MaxParallelRequestsHandler(internal_usage_cache=cache) + with pytest.raises(ProxyRateLimitError) as exc_info: + await handler.check_key_in_limits( + user_api_key_dict=UserAPIKeyAuth(api_key="sk-key"), + cache=DualCache(), + data={}, + call_type="completion", + max_parallel_requests=1, + tpm_limit=10, + rpm_limit=10, + # current already at the limit on every dimension → forces + # the inline `raise ProxyRateLimitError(...)` else-branch. + current={"current_requests": 1, "current_tpm": 10, "current_rpm": 10}, + request_count_api_key="x", + rate_limit_type="key", + values_to_update_in_cache=[], + ) + e = exc_info.value + assert e.status_code == 429 + assert e.category == RateLimitErrorCategory.LITELLM_RATE_LIMIT + + @pytest.mark.parametrize( + "current,limits,expected_type", + [ + # current already at concurrent-request cap → CONCURRENT_REQUESTS + ( + {"current_requests": 5, "current_tpm": 0, "current_rpm": 0}, + {"max_parallel_requests": 5, "tpm_limit": 100, "rpm_limit": 100}, + "concurrent_requests", + ), + # current already at TPM cap (concurrent has headroom) → TOKENS + ( + {"current_requests": 0, "current_tpm": 100, "current_rpm": 0}, + {"max_parallel_requests": 5, "tpm_limit": 100, "rpm_limit": 100}, + "tokens", + ), + # current already at RPM cap (concurrent + TPM have headroom) → + # REQUESTS (the fall-through branch). + ( + {"current_requests": 0, "current_tpm": 0, "current_rpm": 100}, + {"max_parallel_requests": 5, "tpm_limit": 100, "rpm_limit": 100}, + "requests", + ), + ], + ) + @pytest.mark.asyncio + async def test_parallel_request_limiter_v1_inline_raise_dimension_detection( + self, current, limits, expected_type + ): + """ + v1 parallel_request_limiter's `check_key_in_limits` else-branch must + attribute the raise to the dimension that actually tripped — not the + first dimension in declaration order. + """ + from unittest.mock import AsyncMock, MagicMock + + from litellm.caching.caching import DualCache + from litellm.proxy._types import UserAPIKeyAuth + from litellm.proxy.hooks.parallel_request_limiter import ( + _PROXY_MaxParallelRequestsHandler, + ) + + cache = MagicMock() + cache.async_batch_set_cache = AsyncMock(return_value=None) + handler = _PROXY_MaxParallelRequestsHandler(internal_usage_cache=cache) + with pytest.raises(ProxyRateLimitError) as exc_info: + await handler.check_key_in_limits( + user_api_key_dict=UserAPIKeyAuth(api_key="sk-key"), + cache=DualCache(), + data={}, + call_type="completion", + max_parallel_requests=limits["max_parallel_requests"], + tpm_limit=limits["tpm_limit"], + rpm_limit=limits["rpm_limit"], + current=current, + request_count_api_key="x", + rate_limit_type="key", + values_to_update_in_cache=[], + ) + assert exc_info.value.rate_limit_type == expected_type + + @pytest.mark.parametrize( + "limits,expected_type", + [ + # max_parallel_requests = 0 → CONCURRENT_REQUESTS (most specific + # zero takes precedence per the helper's order). + ( + {"max_parallel_requests": 0, "tpm_limit": 0, "rpm_limit": 0}, + "concurrent_requests", + ), + # tpm_limit = 0 (concurrent has a positive limit) → TOKENS + ( + {"max_parallel_requests": 5, "tpm_limit": 0, "rpm_limit": 0}, + "tokens", + ), + # only rpm_limit = 0 → REQUESTS (fall-through) + ( + {"max_parallel_requests": 5, "tpm_limit": 100, "rpm_limit": 0}, + "requests", + ), + ], + ) + @pytest.mark.asyncio + async def test_parallel_request_limiter_v1_base_case_dimension_detection( + self, limits, expected_type + ): + """ + v1 parallel_request_limiter's `check_key_in_limits` base case + (``current is None`` and any limit set to 0) must attribute the raise + to the most-specific zero. This exercises the new dimension-detection + block that was missing patch coverage. + """ + from unittest.mock import AsyncMock, MagicMock + + from litellm.caching.caching import DualCache + from litellm.proxy._types import UserAPIKeyAuth + from litellm.proxy.hooks.parallel_request_limiter import ( + _PROXY_MaxParallelRequestsHandler, + ) + + cache = MagicMock() + cache.async_batch_set_cache = AsyncMock(return_value=None) + handler = _PROXY_MaxParallelRequestsHandler(internal_usage_cache=cache) + with pytest.raises(ProxyRateLimitError) as exc_info: + await handler.check_key_in_limits( + user_api_key_dict=UserAPIKeyAuth(api_key="sk-key"), + cache=DualCache(), + data={}, + call_type="completion", + max_parallel_requests=limits["max_parallel_requests"], + tpm_limit=limits["tpm_limit"], + rpm_limit=limits["rpm_limit"], + current=None, # base case + request_count_api_key="x", + rate_limit_type="key", + values_to_update_in_cache=[], + ) + assert exc_info.value.rate_limit_type == expected_type + + @pytest.mark.asyncio + async def test_dynamic_rate_limiter_v1_rpm_branch_raises(self): + """Cover the RPM raise branch in v1 dynamic_rate_limiter (the TPM + branch is covered by the test above).""" + from unittest.mock import AsyncMock, MagicMock + + from litellm.caching.caching import DualCache + from litellm.proxy._types import UserAPIKeyAuth + from litellm.proxy.hooks.dynamic_rate_limiter import ( + _PROXY_DynamicRateLimitHandler, + ) + + handler = _PROXY_DynamicRateLimitHandler(internal_usage_cache=MagicMock()) + # available_tpm > 0, available_rpm == 0 → RPM raise branch. + handler.check_available_usage = AsyncMock( # type: ignore[method-assign] + return_value=(100, 0, 1000, 100, 1) + ) + user_api_key_dict = UserAPIKeyAuth( + api_key="sk-test-dyn-rpm", + metadata={"priority": "default"}, + ) + with pytest.raises(ProxyRateLimitError) as exc_info: + await handler.async_pre_call_hook( + user_api_key_dict=user_api_key_dict, + cache=DualCache(), + data={"model": "gpt-4"}, + call_type="completion", + ) + e = exc_info.value + assert e.status_code == 429 + assert e.category == RateLimitErrorCategory.LITELLM_RATE_LIMIT + assert isinstance(e.detail, dict) + assert "RPM" in e.detail.get("error", "") + + @pytest.mark.parametrize( + "descriptor_key", + [ + "model_saturation_check", + "priority_model", + "unknown_descriptor_for_fail_closed_fallback", + ], + ) + @pytest.mark.asyncio + async def test_dynamic_rate_limiter_v3_each_raise_branch(self, descriptor_key): + """ + Drive each of the three raise branches in v3 dynamic_rate_limiter: + model_saturation_check, priority_model, and the fail-closed fallback + for an unrecognized descriptor_key. Mocks + ``atomic_check_and_increment_by_n`` so the v3 limiter's response + directly drives the raise-site selection. + """ + from unittest.mock import AsyncMock, MagicMock + + from litellm.proxy._types import UserAPIKeyAuth + from litellm.proxy.hooks.dynamic_rate_limiter_v3 import ( + _PROXY_DynamicRateLimitHandlerV3, + ) + + # Bypass __init__ — we want to inject a stub v3_limiter without + # paying for the full handler setup. + handler = _PROXY_DynamicRateLimitHandlerV3.__new__( + _PROXY_DynamicRateLimitHandlerV3 + ) + v3_limiter = MagicMock() + v3_limiter.window_size = 60 + v3_limiter.atomic_check_and_increment_by_n = AsyncMock( + return_value={ + "overall_code": "OVER_LIMIT", + "statuses": [ + { + "code": "OVER_LIMIT", + "descriptor_key": descriptor_key, + "current_limit": 100, + "limit_remaining": 0, + "rate_limit_type": "requests", + } + ], + } + ) + handler.v3_limiter = v3_limiter + # Stub the descriptor builders so we don't pull in real router state. + handler._create_model_tracking_descriptor = MagicMock( # type: ignore[method-assign] + return_value={ + "key": descriptor_key, + "value": "v", + "rate_limit": { + "requests_per_unit": 100, + "tokens_per_unit": None, + "window_size": 60, + }, + } + ) + handler._create_priority_based_descriptors = MagicMock( # type: ignore[method-assign] + return_value=[] + ) + model_group_info = MagicMock() + model_group_info.tpm = 1000 + model_group_info.rpm = 100 + + with pytest.raises(ProxyRateLimitError) as exc_info: + await handler._check_rate_limits( + model="gpt-4", + model_group_info=model_group_info, + user_api_key_dict=UserAPIKeyAuth(api_key="sk-test-v3"), + priority="default", + saturation=0.99, + data={}, + ) + e = exc_info.value + assert e.status_code == 429 + assert e.category == RateLimitErrorCategory.LITELLM_RATE_LIMIT + + @pytest.mark.asyncio + async def test_max_budget_per_session_limiter_raises_proxy_rate_limit_error( + self, + ): + """Drive `_PROXY_MaxBudgetPerSessionHandler` past its budget and + assert the unified class is raised.""" + from unittest.mock import AsyncMock, MagicMock, patch + + from litellm.caching.caching import DualCache + from litellm.proxy._types import UserAPIKeyAuth + from litellm.proxy.hooks.max_budget_per_session_limiter import ( + _PROXY_MaxBudgetPerSessionHandler, + ) + + internal_cache = MagicMock() + internal_cache.async_get_cache = AsyncMock(return_value=10.0) + handler = _PROXY_MaxBudgetPerSessionHandler( + internal_usage_cache=internal_cache, + ) + user_api_key_dict = UserAPIKeyAuth( + api_key="sk-test-session", + agent_id="agent-session-1", + ) + agent = MagicMock() + agent.litellm_params = {"max_budget_per_session": 1.0} + with patch( + "litellm.proxy.agent_endpoints.agent_registry.global_agent_registry" + ) as mock_registry: + mock_registry.get_agent_by_id.return_value = agent + with pytest.raises(ProxyRateLimitError) as exc_info: + await handler.async_pre_call_hook( + user_api_key_dict=user_api_key_dict, + cache=DualCache(), + data={"metadata": {"session_id": "session-over-budget"}}, + call_type="completion", + ) + e = exc_info.value + assert e.status_code == 429 + assert e.category == RateLimitErrorCategory.LITELLM_RATE_LIMIT + assert "session" in str(e.detail).lower() + + def test_batch_rate_limiter_helper_raises_with_litellm_batch_category(self): + """ + Direct invocation of `_PROXY_BatchRateLimiter._raise_rate_limit_error` + — confirms the batch limiter tags with `LITELLM_BATCH_RATE_LIMIT` + instead of the generic `LITELLM_RATE_LIMIT`. + """ + from unittest.mock import MagicMock + + from litellm.proxy.hooks.batch_rate_limiter import ( + BatchFileUsage, + _PROXY_BatchRateLimiter, + ) + + # Inject a parallel_request_limiter mock with a usable window_size so + # the helper's str(window_size) call doesn't NameError. + parallel_limiter = MagicMock() + parallel_limiter.window_size = 60 + handler = _PROXY_BatchRateLimiter( + internal_usage_cache=MagicMock(), + parallel_request_limiter=parallel_limiter, + ) + status = { + "code": "OVER_LIMIT", + "descriptor_key": "key", + "current_limit": 100, + "limit_remaining": 0, + "rate_limit_type": "requests", + } + descriptors = [ + { + "key": "key", + "value": "sk-batch", + "rate_limit": { + "requests_per_unit": 100, + "tokens_per_unit": None, + "window_size": 60, + }, + } + ] + with pytest.raises(ProxyRateLimitError) as exc_info: + handler._raise_rate_limit_error( + status=status, + descriptors=descriptors, + batch_usage=BatchFileUsage(total_tokens=0, request_count=200), + limit_type="requests", + ) + e = exc_info.value + assert e.status_code == 429 + # Critical: batch category, NOT the default litellm_rate_limit. + assert e.category == RateLimitErrorCategory.LITELLM_BATCH_RATE_LIMIT + assert isinstance(e, RateLimitError) + assert isinstance(e, HTTPException) + + +class TestRateLimitType: + """ + Tests for the orthogonal `rate_limit_type` dimension introduced as a + follow-up to LIT-2968 (trho's last ask in the Slack thread). + + `category` answers *who* rate-limited (vendor vs. litellm); `type` + answers *which dimension* was exceeded (requests / tokens / etc.). + Both are surfaced on the exception AND on the StandardLoggingPayload so + custom-metrics builders can split rate-limit failures by cause without + parsing free-text error messages. + """ + + def test_should_export_type_enum_on_litellm_module(self): + assert hasattr(litellm, "RateLimitType") + assert litellm.RateLimitType is RateLimitType + + def test_should_define_all_documented_types(self): + assert RateLimitType.REQUESTS == "requests" + assert RateLimitType.TOKENS == "tokens" + assert RateLimitType.CONCURRENT_REQUESTS == "concurrent_requests" + assert RateLimitType.BUDGET == "budget" + assert RateLimitType.MAX_ITERATIONS == "max_iterations" + + def test_rate_limit_error_should_default_type_to_none(self): + # Existing callers (vendor 429s in exception_mapping_utils) construct + # RateLimitError without passing `rate_limit_type`. They typically + # don't have hard structured info on which dimension tripped, so + # default must be None — never an arbitrary value that would mislead + # dashboards. + e = RateLimitError(message="oops", llm_provider="openai", model="gpt-4") + assert e.rate_limit_type is None + + def test_rate_limit_error_should_accept_string_type(self): + e = RateLimitError( + message="oops", + llm_provider="openai", + model="gpt-4", + rate_limit_type="tokens", + ) + assert e.rate_limit_type == "tokens" + + def test_rate_limit_error_should_accept_enum_type_and_normalize_to_string(self): + e = RateLimitError( + message="oops", + llm_provider="litellm", + model="gpt-4", + rate_limit_type=RateLimitType.CONCURRENT_REQUESTS, + ) + # Same str-coercion guarantee we make for `category`: the attribute + # must serialize cleanly without enum-aware encoders downstream. + assert e.rate_limit_type == "concurrent_requests" + assert isinstance(e.rate_limit_type, str) + + +class TestProxyRateLimitErrorType: + def test_should_default_type_to_none(self): + # ProxyRateLimitError accepts but does not require a rate_limit_type. + # Callers that don't pass one (e.g. the simple Max-budget-limit-reached + # path that existed before this PR) must continue to construct fine. + e = ProxyRateLimitError(detail="over limit") + assert e.rate_limit_type is None + + def test_should_carry_explicit_type(self): + e = ProxyRateLimitError( + detail="over limit", + rate_limit_type=RateLimitType.TOKENS, + ) + assert e.rate_limit_type == "tokens" + + def test_should_accept_string_type(self): + # The accepted-string form lets callers in modules that don't import + # the enum (e.g. v3 limiter passing through descriptor strings) + # forward the raw value. + e = ProxyRateLimitError(detail="over limit", rate_limit_type="budget") + assert e.rate_limit_type == "budget" + + +class TestMapV3RateLimitType: + """The v3 limiter's internal labels collapse onto the public enum via + `map_v3_rate_limit_type`. These tests pin down each mapping so a future + refactor doesn't silently swap dimensions.""" + + def test_should_map_tokens(self): + assert map_v3_rate_limit_type("tokens") == RateLimitType.TOKENS + + def test_should_map_requests(self): + assert map_v3_rate_limit_type("requests") == RateLimitType.REQUESTS + + def test_should_map_max_parallel_requests_to_concurrent(self): + # The v3 limiter's internal jargon is `max_parallel_requests`, but + # the public-facing dimension is `concurrent_requests` (matches what + # users actually configure as `max_parallel_requests`). The mapping + # must collapse these so dashboards see one name, not two. + assert ( + map_v3_rate_limit_type("max_parallel_requests") + == RateLimitType.CONCURRENT_REQUESTS + ) + + def test_should_return_none_for_unknown(self): + # Defensive: a v3 limiter shipping a new internal label must NOT + # silently coerce to a wrong public dimension. Returning None lets + # the caller decide (typically: omit the field). + assert map_v3_rate_limit_type("something_new") is None + assert map_v3_rate_limit_type(None) is None + + +class TestStandardLoggingPayloadCarriesType: + """ + The unified `rate_limit_type` must reach the structured logging payload + so custom callbacks can drive dashboards directly off + `StandardLoggingPayload.error_information.error_rate_limit_type`. + """ + + def test_should_propagate_type_for_proxy_rate_limit_error(self): + from litellm.litellm_core_utils.litellm_logging import ( + StandardLoggingPayloadSetup, + ) + + e = ProxyRateLimitError( + detail="over tpm", + rate_limit_type=RateLimitType.TOKENS, + ) + info = StandardLoggingPayloadSetup.get_error_information(e) + assert info["error_rate_limit_type"] == "tokens" + + def test_should_propagate_type_for_plain_rate_limit_error(self): + from litellm.litellm_core_utils.litellm_logging import ( + StandardLoggingPayloadSetup, + ) + + e = RateLimitError( + message="vendor 429", + llm_provider="openai", + model="gpt-4", + rate_limit_type=RateLimitType.REQUESTS, + ) + info = StandardLoggingPayloadSetup.get_error_information(e) + assert info["error_rate_limit_type"] == "requests" + + def test_should_be_none_when_unspecified(self): + from litellm.litellm_core_utils.litellm_logging import ( + StandardLoggingPayloadSetup, + ) + + # Vendor 429 exception with no header hints → type omitted. + e = RateLimitError( + message="vendor 429", + llm_provider="openai", + model="gpt-4", + ) + info = StandardLoggingPayloadSetup.get_error_information(e) + assert info["error_rate_limit_type"] is None + + def test_should_be_none_for_non_rate_limit_errors(self): + # Symmetry with `error_rate_limit_category`: the field must be + # present on every payload so consumers can read it + # unconditionally, but None for non-rate-limit exceptions. + from litellm.litellm_core_utils.litellm_logging import ( + StandardLoggingPayloadSetup, + ) + + info = StandardLoggingPayloadSetup.get_error_information( + ValueError("not a rate limit") + ) + assert info["error_rate_limit_type"] is None + + +class TestProxyHooksWireTypeCorrectly: + """ + Each refactored hook must populate `rate_limit_type` with the dimension + that actually tripped the limit, so dashboards can split key/team/user + rate-limit failures by cause (RPM vs TPM vs concurrent vs budget vs + max-iterations) without grepping the error message. + """ + + def test_max_budget_limiter_emits_budget_type(self): + e = ProxyRateLimitError( + detail="Max budget limit reached.", + rate_limit_type=RateLimitType.BUDGET, + ) + assert e.category == "litellm_rate_limit" + assert e.rate_limit_type == "budget" + + def test_max_iterations_limiter_emits_max_iterations_type(self): + e = ProxyRateLimitError( + detail="Max iterations exceeded for session abc.", + rate_limit_type=RateLimitType.MAX_ITERATIONS, + ) + assert e.rate_limit_type == "max_iterations" + + def test_max_budget_per_session_limiter_emits_budget_type(self): + e = ProxyRateLimitError( + detail="Session budget exceeded.", + rate_limit_type=RateLimitType.BUDGET, + ) + assert e.rate_limit_type == "budget" + + def test_parallel_request_limiter_v1_helper_emits_concurrent_default(self): + # When `raise_rate_limit_error` is called with no explicit type, the + # v1 helper defaults to CONCURRENT_REQUESTS (matches the historical + # message "Max parallel request limit reached"). Tests below cover + # the explicit-type override paths. + from unittest.mock import MagicMock + + from litellm.proxy.hooks.parallel_request_limiter import ( + _PROXY_MaxParallelRequestsHandler, + ) + + handler = _PROXY_MaxParallelRequestsHandler(internal_usage_cache=MagicMock()) + with pytest.raises(ProxyRateLimitError) as exc_info: + handler.raise_rate_limit_error() + assert exc_info.value.rate_limit_type == "concurrent_requests" + + def test_parallel_request_limiter_v1_helper_accepts_explicit_type(self): + from unittest.mock import MagicMock + + from litellm.proxy.hooks.parallel_request_limiter import ( + _PROXY_MaxParallelRequestsHandler, + ) + + handler = _PROXY_MaxParallelRequestsHandler(internal_usage_cache=MagicMock()) + with pytest.raises(ProxyRateLimitError) as exc_info: + handler.raise_rate_limit_error( + additional_details="tpm-zero", + rate_limit_type=RateLimitType.TOKENS, + ) + assert exc_info.value.rate_limit_type == "tokens" + + def test_dynamic_rate_limiter_v1_tpm_path_emits_tokens_type(self): + # Sanity-check the v1 dynamic limiter wiring by constructing the + # exact exception the TPM-zero branch raises. We round-trip through + # ProxyRateLimitError to assert both fields. (Importing the limiter + # and wiring the full router setup would only re-test the + # pre-existing pre_call_hook — we already cover that elsewhere.) + e = ProxyRateLimitError( + detail={"error": "Key=k over available TPM=0."}, + rate_limit_type=RateLimitType.TOKENS, + model="gpt-4", + ) + assert e.rate_limit_type == "tokens" + assert e.model == "gpt-4" + + def test_dynamic_rate_limiter_v1_rpm_path_emits_requests_type(self): + e = ProxyRateLimitError( + detail={"error": "Key=k over available RPM=0."}, + rate_limit_type=RateLimitType.REQUESTS, + model="gpt-4", + ) + assert e.rate_limit_type == "requests" + + @pytest.mark.asyncio + async def test_v3_limiter_handle_rate_limit_error_propagates_type(self): + """ + End-to-end: feed the v3 limiter's `_handle_rate_limit_error` an + OVER_LIMIT response and verify the raised ProxyRateLimitError carries + the mapped public RateLimitType. This covers the actual + `map_v3_rate_limit_type(status["rate_limit_type"])` call site so + coverage tools see the new wiring as exercised. + """ + from unittest.mock import MagicMock + + from litellm.proxy.hooks.parallel_request_limiter_v3 import ( + _PROXY_MaxParallelRequestsHandler_v3, + ) + + handler = _PROXY_MaxParallelRequestsHandler_v3( + internal_usage_cache=MagicMock(), + ) + # Minimal RateLimitResponse + descriptors shape that the handler + # reads. We only need one OVER_LIMIT status to drive the raise. + response = { + "overall_code": "OVER_LIMIT", + "statuses": [ + { + "code": "OVER_LIMIT", + "descriptor_key": "key", + "current_limit": 100, + "limit_remaining": 0, + "rate_limit_type": "tokens", + } + ], + } + descriptors = [ + { + "key": "key", + "value": "sk-test", + "rate_limit": { + "requests_per_unit": None, + "tokens_per_unit": 100, + "window_size": 60, + }, + } + ] + with pytest.raises(ProxyRateLimitError) as exc_info: + handler._handle_rate_limit_error( + response=response, + descriptors=descriptors, + ) + e = exc_info.value + # The public enum value, not the v3 internal "tokens" string per se — + # in this case they happen to coincide, but the next test pins down + # the renamed `max_parallel_requests` → `concurrent_requests` case. + assert e.rate_limit_type == "tokens" + # Wire-format invariants from the original PR still hold. + assert e.headers is not None + assert e.headers.get("rate_limit_type") == "tokens" + assert e.headers.get("retry-after") is not None + + @pytest.mark.asyncio + async def test_v3_limiter_max_parallel_requests_maps_to_concurrent(self): + from unittest.mock import MagicMock + + from litellm.proxy.hooks.parallel_request_limiter_v3 import ( + _PROXY_MaxParallelRequestsHandler_v3, + ) + + handler = _PROXY_MaxParallelRequestsHandler_v3( + internal_usage_cache=MagicMock(), + ) + response = { + "overall_code": "OVER_LIMIT", + "statuses": [ + { + "code": "OVER_LIMIT", + "descriptor_key": "key", + "current_limit": 5, + "limit_remaining": 0, + # v3 internal jargon — must collapse to the public name. + "rate_limit_type": "max_parallel_requests", + } + ], + } + descriptors = [ + { + "key": "key", + "value": "sk-test", + "rate_limit": { + "requests_per_unit": None, + "tokens_per_unit": None, + "window_size": 60, + }, + } + ] + with pytest.raises(ProxyRateLimitError) as exc_info: + handler._handle_rate_limit_error( + response=response, + descriptors=descriptors, + ) + # Public name on the enum field; raw header keeps the v3 jargon. + assert exc_info.value.rate_limit_type == "concurrent_requests" + assert exc_info.value.headers["rate_limit_type"] == "max_parallel_requests" + + def test_batch_rate_limiter_emits_tokens_type_for_tpm_violation(self): + from unittest.mock import MagicMock + + from litellm.proxy.hooks.batch_rate_limiter import ( + BatchFileUsage, + _PROXY_BatchRateLimiter, + ) + + prl = MagicMock() + prl.window_size = 60 + handler = _PROXY_BatchRateLimiter( + internal_usage_cache=MagicMock(), + parallel_request_limiter=prl, + ) + status = { + "code": "OVER_LIMIT", + "descriptor_key": "key", + "current_limit": 1000, + "limit_remaining": 100, + "rate_limit_type": "tokens", + } + descriptors = [ + { + "key": "key", + "value": "sk-test", + "rate_limit": { + "requests_per_unit": None, + "tokens_per_unit": 1000, + "window_size": 60, + }, + } + ] + with pytest.raises(ProxyRateLimitError) as exc_info: + handler._raise_rate_limit_error( + status=status, + descriptors=descriptors, + batch_usage=BatchFileUsage(total_tokens=500, request_count=0), + limit_type="tokens", + ) + e = exc_info.value + assert e.rate_limit_type == "tokens" + assert e.category == RateLimitErrorCategory.LITELLM_BATCH_RATE_LIMIT + + def test_batch_rate_limiter_emits_requests_type_for_rpm_violation(self): + from unittest.mock import MagicMock + + from litellm.proxy.hooks.batch_rate_limiter import ( + BatchFileUsage, + _PROXY_BatchRateLimiter, + ) + + prl = MagicMock() + prl.window_size = 60 + handler = _PROXY_BatchRateLimiter( + internal_usage_cache=MagicMock(), + parallel_request_limiter=prl, + ) + status = { + "code": "OVER_LIMIT", + "descriptor_key": "key", + "current_limit": 100, + "limit_remaining": 10, + "rate_limit_type": "requests", + } + descriptors = [ + { + "key": "key", + "value": "sk-test", + "rate_limit": { + "requests_per_unit": 100, + "tokens_per_unit": None, + "window_size": 60, + }, + } + ] + with pytest.raises(ProxyRateLimitError) as exc_info: + handler._raise_rate_limit_error( + status=status, + descriptors=descriptors, + batch_usage=BatchFileUsage(total_tokens=0, request_count=200), + limit_type="requests", + ) + e = exc_info.value + assert e.rate_limit_type == "requests" + assert e.category == RateLimitErrorCategory.LITELLM_BATCH_RATE_LIMIT + + +class TestBudgetExceededErrorSurfacesUnifiedFields: + """ + The hot path for virtual-key / team / org / end-user max_budget caps + raises :class:`litellm.BudgetExceededError`, which historically had no + relationship to :class:`RateLimitError` and therefore left the unified + `error_rate_limit_category` / `error_rate_limit_type` fields empty. + Test 2 of the QA pass surfaced this gap; this class pins the fix. + + The fix is intentionally additive: `BudgetExceededError` keeps its + bare-`Exception` base class (so existing `except BudgetExceededError:` + handlers keep working) and just sets the same `category` / + `rate_limit_type` attributes that the rest of the unified rate-limit + path reads (normalized to plain strings, matching how + `RateLimitError.__init__` stores its own values). Duck-typed dispatch + in `get_error_information` picks them up automatically. + """ + + def test_should_carry_litellm_rate_limit_category(self): + e = litellm.BudgetExceededError(current_cost=0.5, max_budget=0.1) + # Stored as the plain string value (matches RateLimitError behavior), + # but equality with the enum still works because the enum subclasses + # str. + assert e.category == "litellm_rate_limit" + assert e.category == RateLimitErrorCategory.LITELLM_RATE_LIMIT + + def test_should_carry_budget_rate_limit_type(self): + e = litellm.BudgetExceededError(current_cost=0.5, max_budget=0.1) + assert e.rate_limit_type == "budget" + assert e.rate_limit_type == RateLimitType.BUDGET + + def test_should_default_llm_provider_to_empty_string(self): + # `llm_provider` is read off the exception in `get_error_information` + # — it must always be a string so the StandardLoggingPayload field + # stays serializable. Default to "" when no caller passes one. + e = litellm.BudgetExceededError(current_cost=0.5, max_budget=0.1) + assert e.llm_provider == "" + + def test_should_accept_llm_provider_kwarg(self): + # Callers that have the resolved provider in scope (e.g. the + # auth-checks budget enforcement paths) can thread it through. + e = litellm.BudgetExceededError( + current_cost=0.5, max_budget=0.1, llm_provider="anthropic" + ) + assert e.llm_provider == "anthropic" + + def test_should_keep_existing_status_code_and_message(self): + # Backward-compat guard: existing callers depend on `status_code=429` + # and the canonical message format. + e = litellm.BudgetExceededError(current_cost=0.000109, max_budget=0.0001) + assert e.status_code == 429 + assert "Current cost: 0.000109" in e.message + assert "Max budget: 0.0001" in e.message + + def test_should_still_be_catchable_as_exception_not_rate_limit_error(self): + # Critical: we deliberately did NOT make BudgetExceededError a + # RateLimitError subclass. Existing `except BudgetExceededError:` + # handlers must keep catching it, and `except RateLimitError:` + # handlers must NOT start catching it (which would surprise callers + # who rely on the two being distinct). + e = litellm.BudgetExceededError(current_cost=0.5, max_budget=0.1) + assert isinstance(e, Exception) + assert isinstance(e, litellm.BudgetExceededError) + assert not isinstance(e, RateLimitError) + + def test_should_propagate_category_to_standard_logging_payload(self): + from litellm.litellm_core_utils.litellm_logging import ( + StandardLoggingPayloadSetup, + ) + + e = litellm.BudgetExceededError(current_cost=0.5, max_budget=0.1) + info = StandardLoggingPayloadSetup.get_error_information(e) + assert info["error_rate_limit_category"] == "litellm_rate_limit" + assert info["error_rate_limit_type"] == "budget" + assert info["error_code"] == "429" + assert info["error_class"] == "BudgetExceededError" + + def test_should_propagate_llm_provider_to_standard_logging_payload(self): + from litellm.litellm_core_utils.litellm_logging import ( + StandardLoggingPayloadSetup, + ) + + e = litellm.BudgetExceededError( + current_cost=0.5, max_budget=0.1, llm_provider="bedrock" + ) + info = StandardLoggingPayloadSetup.get_error_information(e) + assert info["llm_provider"] == "bedrock" + + +class TestThirdPartyAttrLeakageGuard: + """ + The duck-typed read at the StandardLoggingPayload + Prometheus surfaces + must reject `.category` / `.rate_limit_type` strings set on unrelated + third-party exceptions. Without validation, a foreign exception that + happens to declare either attribute name would leak garbage values into + custom-callback payloads and Prometheus label cardinality. + """ + + def test_should_drop_unknown_category_string_on_third_party_exception(self): + from litellm.litellm_core_utils.litellm_logging import ( + StandardLoggingPayloadSetup, + ) + + class Foreign(Exception): + category = "totally_not_a_real_category" + + info = StandardLoggingPayloadSetup.get_error_information(Foreign("boom")) + assert info["error_rate_limit_category"] is None + + def test_should_drop_unknown_rate_limit_type_string_on_third_party_exception(self): + from litellm.litellm_core_utils.litellm_logging import ( + StandardLoggingPayloadSetup, + ) + + class Foreign(Exception): + rate_limit_type = "wat" + + info = StandardLoggingPayloadSetup.get_error_information(Foreign("boom")) + assert info["error_rate_limit_type"] is None + + def test_should_drop_non_string_garbage_attrs(self): + from litellm.litellm_core_utils.litellm_logging import ( + StandardLoggingPayloadSetup, + ) + + class Foreign(Exception): + category = 42 + rate_limit_type = {"lol": "no"} + + info = StandardLoggingPayloadSetup.get_error_information(Foreign()) + assert info["error_rate_limit_category"] is None + assert info["error_rate_limit_type"] is None + + def test_should_drop_garbage_on_prometheus_label_extraction(self): + from litellm.integrations.prometheus import PrometheusLogger + + class Foreign(Exception): + category = "spam" + rate_limit_type = "spam" + + category, rate_limit_type = PrometheusLogger._extract_rate_limit_labels( + Foreign() + ) + assert category is None + assert rate_limit_type is None + + def test_should_still_accept_legitimate_rate_limit_categories(self): + # The guard must not over-correct — every documented enum value + # is a valid string and must pass through. + from litellm.exceptions import ( + validate_rate_limit_category, + validate_rate_limit_type, + ) + + for member in RateLimitErrorCategory: + assert validate_rate_limit_category(member.value) == member.value + assert validate_rate_limit_category(member) == member.value + + for member in RateLimitType: + assert validate_rate_limit_type(member.value) == member.value + assert validate_rate_limit_type(member) == member.value + + +@pytest.mark.asyncio +class TestBudgetExceededErrorLlmProviderEnrichment: + """ + BudgetExceededError raise sites in auth_checks.py are tenant-scoped + (key / team / org / tag) and cannot see the request model. To still + populate `llm_provider` on the StandardLoggingPayload — which is what + custom-callback consumers attribute spend to — the central + UserAPIKeyAuthExceptionHandler enriches the exception from + `request_data["model"]` before post_call_failure_hook fires. + """ + + async def _run_handler_and_capture_exception_seen_by_callback( + self, exception: Exception, request_data: dict + ): + from unittest.mock import AsyncMock, MagicMock, patch + + from litellm.proxy.auth.auth_exception_handler import ( + UserAPIKeyAuthExceptionHandler, + ) + + captured: dict = {} + + async def fake_post_call_failure_hook(**kwargs): + captured["exception"] = kwargs["original_exception"] + return None + + with ( + patch( + "litellm.proxy.proxy_server.proxy_logging_obj", + MagicMock( + post_call_failure_hook=AsyncMock( + side_effect=fake_post_call_failure_hook + ) + ), + ), + patch( + "litellm.proxy.proxy_server.general_settings", + {"use_x_forwarded_for": False}, + ), + patch( + "litellm.proxy.auth.auth_exception_handler._get_request_ip_address", + return_value="127.0.0.1", + ), + ): + try: + await UserAPIKeyAuthExceptionHandler._handle_authentication_error( + e=exception, + request=MagicMock(), + request_data=request_data, + route="/v1/chat/completions", + parent_otel_span=None, + api_key="sk-test", + ) + except Exception: + pass + return captured.get("exception") + + async def test_should_resolve_llm_provider_from_request_data_when_unset(self): + err = litellm.BudgetExceededError(current_cost=100, max_budget=10) + assert err.llm_provider == "" + seen = await self._run_handler_and_capture_exception_seen_by_callback( + err, {"model": "openai/gpt-4o-mini"} + ) + assert seen is not None + assert seen.llm_provider == "openai" + + async def test_should_not_overwrite_llm_provider_when_caller_set_it(self): + err = litellm.BudgetExceededError( + current_cost=100, max_budget=10, llm_provider="anthropic" + ) + seen = await self._run_handler_and_capture_exception_seen_by_callback( + err, {"model": "openai/gpt-4o-mini"} + ) + assert seen.llm_provider == "anthropic" + + async def test_should_fall_back_to_litellm_proxy_when_model_missing(self): + err = litellm.BudgetExceededError(current_cost=100, max_budget=10) + seen = await self._run_handler_and_capture_exception_seen_by_callback(err, {}) + assert seen.llm_provider == "litellm_proxy" + + async def test_should_not_enrich_non_budget_exceptions(self): + err = ValueError("unrelated") + seen = await self._run_handler_and_capture_exception_seen_by_callback( + err, {"model": "openai/gpt-4o-mini"} + ) + assert not hasattr(seen, "llm_provider") or seen.llm_provider != "openai" diff --git a/ui/litellm-dashboard/src/components/view_logs/index.test.tsx b/ui/litellm-dashboard/src/components/view_logs/index.test.tsx index aed194a2972..6f1c4126282 100644 --- a/ui/litellm-dashboard/src/components/view_logs/index.test.tsx +++ b/ui/litellm-dashboard/src/components/view_logs/index.test.tsx @@ -1,8 +1,11 @@ import { screen, waitFor } from "@testing-library/react"; import userEvent from "@testing-library/user-event"; +import moment from "moment"; import { beforeEach, describe, expect, it, vi } from "vitest"; import SpendLogsTable from "./index"; import { renderWithProviders } from "../../../tests/test-utils"; +import { uiSpendLogsCall } from "../networking"; +import { useLogFilterLogic } from "./log_filter_logic"; const mockHandleFilterResetFromHook = vi.fn(); vi.mock("./log_filter_logic", async (importOriginal) => { @@ -115,4 +118,63 @@ describe("SpendLogsTable", () => { expect(screen.getByRole("button", { name: "Reset Filters" })).toBeInTheDocument(); }); }); + + describe("Quick Select time range", () => { + // uiSpendLogsCall fires from the real useLogFilterLogic query, so restore it here. + beforeEach(async () => { + const actual = await vi.importActual("./log_filter_logic"); + vi.mocked(useLogFilterLogic).mockImplementation(actual.useLogFilterLogic); + }); + + const waitForWindowSeconds = async (minMinutes: number) => { + let diff = -1; + await waitFor(() => { + const lastCall = vi.mocked(uiSpendLogsCall).mock.calls.at(-1)?.[0]; + if (!lastCall) throw new Error("uiSpendLogsCall was not called"); + diff = moment + .utc(lastCall.end_date, "YYYY-MM-DD HH:mm:ss") + .diff(moment.utc(lastCall.start_date, "YYYY-MM-DD HH:mm:ss"), "seconds"); + // start_date is rounded down to the minute boundary, end_date is the + // current wall-clock at queryFn time. The dropped sub-minute fraction + // on start_date can push the diff up to (minMinutes+1)*60 seconds + // exactly (e.g. click at HH:MM:59.9 → start floors to HH:MM:00 and + // queryFn fires just past HH:(MM+1):00), so allow equality on the + // upper bound. + expect(diff).toBeGreaterThanOrEqual(minMinutes * 60); + expect(diff).toBeLessThanOrEqual((minMinutes + 1) * 60); + }); + return diff; + }; + + it("should pass a ~1-minute window to uiSpendLogsCall when 'Last Minute' is selected", async () => { + const user = userEvent.setup(); + renderWithProviders(); + + await user.click(screen.getByRole("button", { name: /Last 24 Hours/i })); + await user.click(await screen.findByRole("button", { name: "Last Minute" })); + + await waitForWindowSeconds(1); + }); + + it("should pass a ~15-minute window to uiSpendLogsCall when 'Last 15 Minutes' is selected", async () => { + const user = userEvent.setup(); + renderWithProviders(); + + await user.click(screen.getByRole("button", { name: /Last 24 Hours/i })); + await user.click(await screen.findByRole("button", { name: "Last 15 Minutes" })); + + await waitForWindowSeconds(15); + }); + + it("should update the time-range button label to 'Last Minute' after selecting it", async () => { + const user = userEvent.setup(); + renderWithProviders(); + + await user.click(screen.getByRole("button", { name: /Last 24 Hours/i })); + await user.click(await screen.findByRole("button", { name: "Last Minute" })); + + expect(screen.getByRole("button", { name: "Last Minute" })).toBeInTheDocument(); + expect(screen.queryByRole("button", { name: /Last 24 Hours/i })).not.toBeInTheDocument(); + }); + }); }); diff --git a/ui/litellm-dashboard/src/lib/http/schema.d.ts b/ui/litellm-dashboard/src/lib/http/schema.d.ts index 936747acd08..f952bbfbbaf 100644 --- a/ui/litellm-dashboard/src/lib/http/schema.d.ts +++ b/ui/litellm-dashboard/src/lib/http/schema.d.ts @@ -38544,7 +38544,17 @@ export interface operations { "application/json": components["schemas"]["ErrorResponse"]; }; }; - /** @description RateLimitError */ + /** + * @description Unified rate-limit error. + * + * Every rate-limit condition surfaced by litellm — whether it originated from + * an upstream LLM provider, a vendor batch endpoint, or one of litellm's own + * proxy-side limiters (parallel-requests, dynamic-rate, batch-rate, budget, + * max-iterations, etc.) — is raised as an instance of this class. + * + * The :attr:`category` attribute lets callers distinguish the source. See + * :class:`RateLimitErrorCategory` for the available values. + */ 429: { headers: { [name: string]: unknown; From 3448bf79f8832db4cc21712ed57654b21a6d79b3 Mon Sep 17 00:00:00 2001 From: yuneng-jiang Date: Sat, 6 Jun 2026 18:10:17 -0700 Subject: [PATCH 39/73] fix(ui): default guardrails page to first tab for admins, not submitted (#29872) The Guardrails page hardcoded defaultActiveKey="submitted", so admins landed on the "Submitted Guardrails" tab (the last of their four tabs) instead of the primary view. The original intent was for non-admins, whose only tab is Submitted Guardrails, to default there; admins should open on their first tab. Make the default role-aware: admins default to the first tab (Guardrail Garden), non-admins keep Submitted Guardrails. --- ui/litellm-dashboard/src/components/guardrails.tsx | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/ui/litellm-dashboard/src/components/guardrails.tsx b/ui/litellm-dashboard/src/components/guardrails.tsx index 4df3f93c275..4d1d3f65e3e 100644 --- a/ui/litellm-dashboard/src/components/guardrails.tsx +++ b/ui/litellm-dashboard/src/components/guardrails.tsx @@ -133,7 +133,7 @@ const GuardrailsPanel: React.FC = ({ accessToken, userRole return (
Date: Sat, 6 Jun 2026 20:34:31 -0700 Subject: [PATCH 40/73] refactor(bedrock): build Converse toolSpec via a BedrockToolSpec dict subclass (#29869) --- .../prompt_templates/factory.py | 30 +++++++------------ litellm/types/llms/bedrock.py | 30 +++++++++++++++++++ 2 files changed, 40 insertions(+), 20 deletions(-) diff --git a/litellm/litellm_core_utils/prompt_templates/factory.py b/litellm/litellm_core_utils/prompt_templates/factory.py index 588a183d58e..81a4c8b14b6 100644 --- a/litellm/litellm_core_utils/prompt_templates/factory.py +++ b/litellm/litellm_core_utils/prompt_templates/factory.py @@ -3653,17 +3653,13 @@ from litellm.types.llms.bedrock import ContentBlock as BedrockContentBlock from litellm.types.llms.bedrock import DocumentBlock as BedrockDocumentBlock from litellm.types.llms.bedrock import ImageBlock as BedrockImageBlock from litellm.types.llms.bedrock import SourceBlock as BedrockSourceBlock +from litellm.types.llms.bedrock import BedrockToolSpec from litellm.types.llms.bedrock import ToolBlock as BedrockToolBlock -from litellm.types.llms.bedrock import ( - ToolInputSchemaBlock as BedrockToolInputSchemaBlock, -) -from litellm.types.llms.bedrock import ToolJsonSchemaBlock as BedrockToolJsonSchemaBlock from litellm.types.llms.bedrock import SearchResultBlock from litellm.types.llms.bedrock import ToolResultBlock as BedrockToolResultBlock from litellm.types.llms.bedrock import ( ToolResultContentBlock as BedrockToolResultContentBlock, ) -from litellm.types.llms.bedrock import ToolSpecBlock as BedrockToolSpecBlock from litellm.types.llms.bedrock import ToolUseBlock as BedrockToolUseBlock from litellm.types.llms.bedrock import VideoBlock as BedrockVideoBlock @@ -5554,22 +5550,16 @@ def _bedrock_tools_pt( normalize_json_schema_custom_types_to_object(parameters) if parameters.get("type") not in _valid_json_schema_root_types: parameters["type"] = "object" - json_schema = BedrockToolJsonSchemaBlock( - type=parameters["type"], - properties=parameters.get("properties", {}), - required=parameters.get("required", []), + tool_block = cast( + BedrockToolBlock, + BedrockToolSpec( + name=name, + description=description, + parameters=parameters, + strict=tool.get("function", {}).get("strict", None), + supports_strict_tools=supports_strict_tools, + ), ) - additional_properties = parameters.get("additionalProperties", None) - if supports_strict_tools and additional_properties is not None: - json_schema["additionalProperties"] = additional_properties - tool_input_schema = BedrockToolInputSchemaBlock(json=json_schema) - tool_spec = BedrockToolSpecBlock( - inputSchema=tool_input_schema, name=name, description=description - ) - strict = tool.get("function", {}).get("strict", None) - if supports_strict_tools and strict is not None: - tool_spec["strict"] = strict - tool_block = BedrockToolBlock(toolSpec=tool_spec) tool_block_list.append(tool_block) ## ADD CACHE POINT TOOL BLOCK ## diff --git a/litellm/types/llms/bedrock.py b/litellm/types/llms/bedrock.py index ed80b44414b..fa8c3a93ef3 100644 --- a/litellm/types/llms/bedrock.py +++ b/litellm/types/llms/bedrock.py @@ -285,6 +285,36 @@ class ToolBlock(TypedDict, total=False): cachePoint: Optional[CachePointBlock] +class BedrockToolSpec(dict): + def __init__( + self, + *, + name: str, + description: str, + parameters: dict, + strict: Optional[bool], + supports_strict_tools: bool, + ) -> None: + json_schema: ToolJsonSchemaBlock = { + "type": parameters["type"], + "properties": parameters.get("properties", {}), + "required": parameters.get("required", []), + } + additional_properties = parameters.get("additionalProperties") + if supports_strict_tools and additional_properties is not None: + json_schema["additionalProperties"] = additional_properties + + tool_spec: ToolSpecBlock = { + "inputSchema": {"json": json_schema}, + "name": name, + "description": description, + } + if supports_strict_tools and strict is not None: + tool_spec["strict"] = strict + + super().__init__(toolSpec=tool_spec) + + class SpecificToolChoiceBlock(TypedDict): name: str From 5e2db7eee4e30e1c5b698e52ef4cc411860a1ca5 Mon Sep 17 00:00:00 2001 From: Yassin Kortam Date: Sat, 6 Jun 2026 20:59:33 -0700 Subject: [PATCH 41/73] feat(litellm): add models and repository layers (#29686) --- .github/workflows/test-unit-misc.yml | 2 + ARCHITECTURE.md | 18 + .../SlackAlerting/slack_alerting.py | 6 +- litellm/integrations/email_alerting.py | 3 +- litellm/integrations/prometheus.py | 21 +- litellm/llms/litellm_proxy/skills/handler.py | 9 +- litellm/models/__init__.py | 66 + litellm/models/access_group.py | 26 + litellm/models/base.py | 38 + litellm/models/budget.py | 56 + litellm/models/config.py | 15 + litellm/models/credentials.py | 31 + litellm/models/end_user.py | 35 + litellm/models/managed_files.py | 62 + litellm/models/mcp_server.py | 103 + litellm/models/model.py | 59 + litellm/models/object_permission.py | 26 + litellm/models/organization.py | 31 + litellm/models/organization_membership.py | 40 + litellm/models/project.py | 41 + litellm/models/skills.py | 30 + litellm/models/spend_logs.py | 50 + litellm/models/tag.py | 36 + litellm/models/team.py | 154 ++ litellm/models/team_membership.py | 32 + litellm/models/user.py | 70 + litellm/models/verification_token.py | 74 + .../mcp_server/auth/user_api_key_auth_mcp.py | 10 +- litellm/proxy/_experimental/mcp_server/db.py | 125 +- .../mcp_server/mcp_server_manager.py | 5 +- .../_experimental/mcp_server/toolset_db.py | 13 +- litellm/proxy/_types.py | 755 +----- .../proxy/agent_endpoints/agent_registry.py | 19 +- .../auth/agent_permission_handler.py | 5 +- litellm/proxy/agent_endpoints/endpoints.py | 23 +- .../claude_code_marketplace.py | 25 +- litellm/proxy/auth/auth_checks.py | 74 +- litellm/proxy/auth/handle_jwt.py | 5 +- litellm/proxy/auth/login_utils.py | 5 +- litellm/proxy/auth/model_checks.py | 3 +- litellm/proxy/auth/user_api_key_auth.py | 9 +- .../expired_ui_session_key_cleanup_manager.py | 7 +- .../common_utils/key_rotation_manager.py | 42 +- .../proxy/common_utils/reset_budget_job.py | 24 +- .../proxy/container_endpoints/ownership.py | 9 +- .../proxy/credential_endpoints/endpoints.py | 16 +- litellm/proxy/db/spend_counter_reseed.py | 26 +- litellm/proxy/db/spend_log_tool_index.py | 3 +- litellm/proxy/db/tool_registry_writer.py | 26 +- .../proxy/guardrails/guardrail_endpoints.py | 26 +- .../proxy/guardrails/guardrail_registry.py | 31 +- litellm/proxy/guardrails/usage_endpoints.py | 44 +- litellm/proxy/guardrails/usage_tracking.py | 8 +- .../hooks/user_management_event_hooks.py | 5 +- .../access_group_endpoints.py | 5 +- .../budget_management_endpoints.py | 15 +- .../cache_settings_endpoints.py | 9 +- .../common_daily_activity.py | 16 +- .../management_endpoints/common_utils.py | 9 +- .../config_override_endpoints.py | 11 +- .../customer_endpoints.py | 56 +- .../fallback_management_endpoints.py | 5 +- .../internal_user_endpoints.py | 95 +- .../jwt_key_mapping_endpoints.py | 17 +- .../key_management_endpoints.py | 151 +- .../mcp_management_endpoints.py | 14 +- ...model_access_group_management_endpoints.py | 19 +- .../model_management_endpoints.py | 33 +- .../organization_endpoints.py | 207 +- .../scim/scim_transformations.py | 3 +- .../management_endpoints/scim/scim_v2.py | 86 +- .../tag_management_endpoints.py | 34 +- .../team_callback_endpoints.py | 5 +- .../management_endpoints/team_endpoints.py | 212 +- .../tool_management_endpoints.py | 37 +- litellm/proxy/management_endpoints/ui_sso.py | 29 +- .../user_agent_analytics_endpoints.py | 15 +- .../workflow_management_endpoints.py | 27 +- .../proxy/management_helpers/audit_logs.py | 3 +- .../object_permission_utils.py | 38 +- .../management_helpers/user_invitation.py | 3 +- litellm/proxy/management_helpers/utils.py | 37 +- litellm/proxy/memory/memory_endpoints.py | 20 +- .../openai_files_endpoints/common_utils.py | 15 +- .../openai_files_endpoints/files_endpoints.py | 21 +- .../managed_id_rewriter.py | 30 +- .../pass_through_endpoints.py | 9 +- .../policy_engine/attachment_registry.py | 57 +- .../proxy/policy_engine/policy_registry.py | 43 +- .../policy_engine/policy_resolve_endpoints.py | 12 +- .../proxy/policy_engine/policy_validator.py | 10 +- litellm/proxy/prompts/prompt_endpoints.py | 21 +- litellm/proxy/proxy_server.py | 165 +- .../public_endpoints/public_endpoints.py | 11 +- litellm/proxy/rag_endpoints/endpoints.py | 13 +- .../search_endpoints/search_tool_registry.py | 61 +- .../spend_tracking/cloudzero_endpoints.py | 13 +- .../spend_management_endpoints.py | 27 +- .../proxy/spend_tracking/vantage_endpoints.py | 15 +- .../proxy_setting_endpoints.py | 24 +- litellm/proxy/utils.py | 123 +- .../proxy/vector_store_endpoints/endpoints.py | 12 +- .../management_endpoints.py | 28 +- litellm/repositories/__init__.py | 127 + litellm/repositories/base_repository.py | 117 + litellm/repositories/budget_repository.py | 99 + litellm/repositories/config_repository.py | 241 ++ .../repositories/credentials_repository.py | 61 + litellm/repositories/model_repository.py | 171 ++ .../object_permission_repository.py | 110 + .../repositories/organization_repository.py | 103 + litellm/repositories/project_repository.py | 129 + litellm/repositories/table_repositories.py | 215 ++ litellm/repositories/team_repository.py | 351 +++ litellm/repositories/user_repository.py | 229 ++ .../verification_token_repository.py | 375 +++ .../adaptive_router/adaptive_router.py | 3 +- .../adaptive_router/update_queue.py | 8 +- .../types/mcp_server/mcp_server_manager.py | 3 +- litellm/types/utils.py | 25 +- .../vector_stores/vector_store_registry.py | 26 +- tests/test_litellm/models/test_models.py | 542 ++++ .../repositories/test_repositories.py | 2184 +++++++++++++++++ ui/litellm-dashboard/src/lib/http/schema.d.ts | 179 +- 124 files changed, 7846 insertions(+), 1850 deletions(-) create mode 100644 litellm/models/__init__.py create mode 100644 litellm/models/access_group.py create mode 100644 litellm/models/base.py create mode 100644 litellm/models/budget.py create mode 100644 litellm/models/config.py create mode 100644 litellm/models/credentials.py create mode 100644 litellm/models/end_user.py create mode 100644 litellm/models/managed_files.py create mode 100644 litellm/models/mcp_server.py create mode 100644 litellm/models/model.py create mode 100644 litellm/models/object_permission.py create mode 100644 litellm/models/organization.py create mode 100644 litellm/models/organization_membership.py create mode 100644 litellm/models/project.py create mode 100644 litellm/models/skills.py create mode 100644 litellm/models/spend_logs.py create mode 100644 litellm/models/tag.py create mode 100644 litellm/models/team.py create mode 100644 litellm/models/team_membership.py create mode 100644 litellm/models/user.py create mode 100644 litellm/models/verification_token.py create mode 100644 litellm/repositories/__init__.py create mode 100644 litellm/repositories/base_repository.py create mode 100644 litellm/repositories/budget_repository.py create mode 100644 litellm/repositories/config_repository.py create mode 100644 litellm/repositories/credentials_repository.py create mode 100644 litellm/repositories/model_repository.py create mode 100644 litellm/repositories/object_permission_repository.py create mode 100644 litellm/repositories/organization_repository.py create mode 100644 litellm/repositories/project_repository.py create mode 100644 litellm/repositories/table_repositories.py create mode 100644 litellm/repositories/team_repository.py create mode 100644 litellm/repositories/user_repository.py create mode 100644 litellm/repositories/verification_token_repository.py create mode 100644 tests/test_litellm/models/test_models.py create mode 100644 tests/test_litellm/repositories/test_repositories.py diff --git a/.github/workflows/test-unit-misc.yml b/.github/workflows/test-unit-misc.yml index 9add77ff424..a7363ac3b43 100644 --- a/.github/workflows/test-unit-misc.yml +++ b/.github/workflows/test-unit-misc.yml @@ -28,6 +28,8 @@ jobs: tests/test_litellm/completion_extras tests/test_litellm/containers tests/test_litellm/experimental_mcp_client + tests/test_litellm/models + tests/test_litellm/repositories tests/test_litellm/images tests/test_litellm/interactions tests/test_litellm/passthrough diff --git a/ARCHITECTURE.md b/ARCHITECTURE.md index c114a838d6d..3d2fa3e51c8 100644 --- a/ARCHITECTURE.md +++ b/ARCHITECTURE.md @@ -240,6 +240,24 @@ graph LR 7. `DBSpendUpdateWriter.update_database()` queues spend increments to Redis 8. Background job `update_spend` flushes queued spend to PostgreSQL every 60s +### Data Access Layer (Models & Repositories) + +Database entities and the operations on them live in two packages at the root of `litellm/` so both the gateway (`proxy/`) and the SDK can use them without importing proxy internals: + +- `litellm/models/` holds the canonical Pydantic definitions for every persisted entity (`LiteLLM_VerificationToken`, `LiteLLM_TeamTable`, `LiteLLM_UserTable`, etc.). `proxy/_types.py` re-exports these for backwards compatibility, so existing imports keep working. +- `litellm/repositories/` holds the data-access layer. `BaseRepository[T]` provides the generic CRUD (`find_by_id`, `find_many`, `create`, `update`, `delete`, `count`, `exists`); entity repositories such as `VerificationTokenRepository`, `TeamRepository`, and `UserRepository` add domain-specific queries and writes on top of it. + +Conventions to follow when touching this layer: + +| Concern | How it's handled | +|---------|------------------| +| JSON columns | Prisma `Json` columns are stored as JSON strings. Repositories `json.dumps()` on write and `json.loads()` on read (see `_to_model` and the `_build_*_data` helpers). | +| Archive-then-delete | `delete_team` / `delete_token` copy the row into the `LiteLLM_Deleted*` table and delete the original inside a single `prisma_client.db.tx()` transaction. Archive payloads are built explicitly so only columns that exist on the archive table are written. | +| Column vs. field names | Where a model field differs from its DB column (for example `org_id` maps to the `organization_id` column), the repository translates in both directions rather than relying on Pydantic to guess. | +| Array mutations | Adds use Prisma's atomic `push` (`add_member`, `add_admin`, `add_models`) to avoid read-modify-write races. Removals fall back to read-modify-write because Prisma has no atomic array remove. | + +To add a new entity, define the model under `litellm/models/`, re-export it from `proxy/_types.py` if existing code imports it from there, and add a repository under `litellm/repositories/` (subclass `BaseRepository` for plain CRUD, or add bespoke methods when the entity needs encryption, archiving, or atomic array updates). Mirror the tests in `tests/test_litellm/repositories/`. + --- ## 2. SDK Request Flow diff --git a/litellm/integrations/SlackAlerting/slack_alerting.py b/litellm/integrations/SlackAlerting/slack_alerting.py index 0ec17bbea5d..390af2cb6e6 100644 --- a/litellm/integrations/SlackAlerting/slack_alerting.py +++ b/litellm/integrations/SlackAlerting/slack_alerting.py @@ -37,6 +37,8 @@ from litellm.proxy._types import ( VirtualKeyEvent, WebhookEvent, ) +from litellm.repositories.team_repository import TeamRepository +from litellm.repositories.user_repository import UserRepository from litellm.types.integrations.slack_alerting import * from ..email_templates.templates import * @@ -1231,7 +1233,7 @@ Model Info: and recipient_user_id is not None and prisma_client is not None ): - user_row = await prisma_client.db.litellm_usertable.find_unique( + user_row = await UserRepository(prisma_client).table.find_unique( where={"user_id": recipient_user_id} ) @@ -1263,7 +1265,7 @@ Model Info: team_id = webhook_event.team_id team_name = "Default Team" if team_id is not None and prisma_client is not None: - team_row = await prisma_client.db.litellm_teamtable.find_unique( + team_row = await TeamRepository(prisma_client).table.find_unique( where={"team_id": team_id} ) if team_row is not None: diff --git a/litellm/integrations/email_alerting.py b/litellm/integrations/email_alerting.py index b45b9aa7f5c..b721dc50464 100644 --- a/litellm/integrations/email_alerting.py +++ b/litellm/integrations/email_alerting.py @@ -7,6 +7,7 @@ from typing import List, Optional from litellm._logging import verbose_logger, verbose_proxy_logger from litellm.proxy._types import WebhookEvent +from litellm.repositories.team_repository import TeamRepository # we use this for the email header, please send a test email if you change this. verify it looks good on email LITELLM_LOGO_URL = "https://litellm-listing.s3.amazonaws.com/litellm_logo.png" @@ -24,7 +25,7 @@ async def get_all_team_member_emails(team_id: Optional[str] = None) -> list: if prisma_client is None: raise Exception("Not connected to DB!") - team_row = await prisma_client.db.litellm_teamtable.find_unique( + team_row = await TeamRepository(prisma_client).table.find_unique( where={ "team_id": team_id, } diff --git a/litellm/integrations/prometheus.py b/litellm/integrations/prometheus.py index d2af95cd4cc..2119527a8e5 100644 --- a/litellm/integrations/prometheus.py +++ b/litellm/integrations/prometheus.py @@ -29,13 +29,13 @@ from litellm.exceptions import ( validate_rate_limit_type, ) from litellm.integrations.custom_logger import CustomLogger -from litellm.integrations.prometheus_helpers.bounded_prometheus_series_tracker import ( - BoundedPrometheusSeriesTracker, -) from litellm.integrations.prometheus_helpers import ( PrometheusLabelFactoryContext, _get_cached_end_user_id_for_cost_tracking, ) +from litellm.integrations.prometheus_helpers.bounded_prometheus_series_tracker import ( + BoundedPrometheusSeriesTracker, +) from litellm.litellm_core_utils.core_helpers import ( get_litellm_metadata_from_kwargs, get_metadata_variable_name_from_kwargs, @@ -46,6 +46,9 @@ from litellm.proxy._types import ( LiteLLM_UserTable, UserAPIKeyAuth, ) +from litellm.repositories.organization_repository import OrganizationRepository +from litellm.repositories.team_repository import TeamRepository +from litellm.repositories.user_repository import UserRepository from litellm.types.integrations.prometheus import * from litellm.types.integrations.prometheus import ( _sanitize_prometheus_label_name, @@ -3278,12 +3281,12 @@ class PrometheusLogger(CustomLogger): page_size: int, page: int ) -> Tuple[List[LiteLLM_UserTable], Optional[int]]: skip = (page - 1) * page_size - users = await prisma_client.db.litellm_usertable.find_many( + users = await UserRepository(prisma_client).table.find_many( skip=skip, take=page_size, order={"created_at": "desc"}, ) - total_count = await prisma_client.db.litellm_usertable.count() + total_count = await UserRepository(prisma_client).table.count() return users, total_count await self._initialize_budget_metrics( @@ -3306,13 +3309,13 @@ class PrometheusLogger(CustomLogger): async def fetch_orgs(page_size: int, page: int) -> Tuple[list, Optional[int]]: skip = (page - 1) * page_size - orgs = await prisma_client.db.litellm_organizationtable.find_many( + orgs = await OrganizationRepository(prisma_client).table.find_many( skip=skip, take=page_size, order={"created_at": "desc"}, include={"litellm_budget_table": True}, ) - total_count = await prisma_client.db.litellm_organizationtable.count() + total_count = await OrganizationRepository(prisma_client).table.count() return orgs, total_count await self._initialize_budget_metrics( @@ -3380,14 +3383,14 @@ class PrometheusLogger(CustomLogger): try: # Get total user count - total_users = await prisma_client.db.litellm_usertable.count() + total_users = await UserRepository(prisma_client).table.count() self.litellm_total_users_metric.set(total_users) verbose_logger.debug( f"Prometheus: set litellm_total_users to {total_users}" ) # Get total team count - total_teams = await prisma_client.db.litellm_teamtable.count() + total_teams = await TeamRepository(prisma_client).table.count() self.litellm_teams_count_metric.set(total_teams) verbose_logger.debug( f"Prometheus: set litellm_teams_count to {total_teams}" diff --git a/litellm/llms/litellm_proxy/skills/handler.py b/litellm/llms/litellm_proxy/skills/handler.py index 37aabd8b477..7b259c1ed66 100644 --- a/litellm/llms/litellm_proxy/skills/handler.py +++ b/litellm/llms/litellm_proxy/skills/handler.py @@ -17,6 +17,7 @@ from litellm.proxy.common_utils.resource_ownership import ( is_proxy_admin, user_can_access_resource_owner, ) +from litellm.repositories.table_repositories import SkillsRepository # Skills are looked up on every chat completion that has skills enabled # (`SkillsInjectionHook` calls ``fetch_skill_from_db``). 60s LRU/TTL cache @@ -107,7 +108,7 @@ class LiteLLMSkillsHandler: f"LiteLLMSkillsHandler: Creating skill {skill_id} with title={data.display_title}" ) - new_skill = await prisma_client.db.litellm_skillstable.create(data=skill_data) + new_skill = await SkillsRepository(prisma_client).table.create(data=skill_data) return _prisma_skill_to_litellm(new_skill) @staticmethod @@ -133,7 +134,7 @@ class LiteLLMSkillsHandler: return [] find_many_kwargs["where"] = {"created_by": {"in": owner_scopes}} - skills = await prisma_client.db.litellm_skillstable.find_many( + skills = await SkillsRepository(prisma_client).table.find_many( **find_many_kwargs ) return [_prisma_skill_to_litellm(s) for s in skills] @@ -150,7 +151,7 @@ class LiteLLMSkillsHandler: return cached prisma_client = await LiteLLMSkillsHandler._get_prisma_client() - skill = await prisma_client.db.litellm_skillstable.find_unique( + skill = await SkillsRepository(prisma_client).table.find_unique( where={"skill_id": skill_id} ) _SKILL_CACHE.set_cache( @@ -189,7 +190,7 @@ class LiteLLMSkillsHandler: ): raise ValueError(f"Skill not found: {skill_id}") - await prisma_client.db.litellm_skillstable.delete(where={"skill_id": skill_id}) + await SkillsRepository(prisma_client).table.delete(where={"skill_id": skill_id}) _SKILL_CACHE.set_cache(skill_id, _NEGATIVE_SKILL_SENTINEL) return {"id": skill_id, "type": "skill_deleted"} diff --git a/litellm/models/__init__.py b/litellm/models/__init__.py new file mode 100644 index 00000000000..7e2d2c0ed9d --- /dev/null +++ b/litellm/models/__init__.py @@ -0,0 +1,66 @@ +""" +Domain models for LiteLLM backend. +""" + +from litellm.models.access_group import LiteLLM_AccessGroupTable +from litellm.models.budget import ( + LiteLLM_BudgetTable, + LiteLLM_BudgetTableFull, + LiteLLM_TeamMemberTable, +) +from litellm.models.config import LiteLLM_Config +from litellm.models.credentials import ( + CreateCredentialItem, + CredentialBase, + CredentialItem, +) +from litellm.models.end_user import LiteLLM_EndUserTable +from litellm.models.managed_files import ( + LiteLLM_ManagedFileTable, + LiteLLM_ManagedObjectTable, + LiteLLM_ManagedVectorStoresTable, + LiteLLM_ManagedVectorStoreTable, +) +from litellm.models.mcp_server import LiteLLM_MCPServerTable +from litellm.models.model import LiteLLM_ProxyModelTable +from litellm.models.object_permission import LiteLLM_ObjectPermissionTable +from litellm.models.organization import LiteLLM_OrganizationTable +from litellm.models.organization_membership import LiteLLM_OrganizationMembershipTable +from litellm.models.project import LiteLLM_ProjectTable +from litellm.models.skills import LiteLLM_SkillsTable +from litellm.models.spend_logs import LiteLLM_ErrorLogs, LiteLLM_SpendLogs +from litellm.models.tag import LiteLLM_TagTable +from litellm.models.team import LiteLLM_TeamTable +from litellm.models.team_membership import LiteLLM_TeamMembership +from litellm.models.user import LiteLLM_UserTable +from litellm.models.verification_token import LiteLLM_VerificationToken + +__all__ = [ + "LiteLLM_AccessGroupTable", + "LiteLLM_BudgetTable", + "LiteLLM_BudgetTableFull", + "LiteLLM_TeamMemberTable", + "LiteLLM_Config", + "CredentialBase", + "CredentialItem", + "CreateCredentialItem", + "LiteLLM_EndUserTable", + "LiteLLM_ManagedFileTable", + "LiteLLM_ManagedObjectTable", + "LiteLLM_ManagedVectorStoreTable", + "LiteLLM_ManagedVectorStoresTable", + "LiteLLM_MCPServerTable", + "LiteLLM_ProxyModelTable", + "LiteLLM_ObjectPermissionTable", + "LiteLLM_OrganizationTable", + "LiteLLM_OrganizationMembershipTable", + "LiteLLM_ProjectTable", + "LiteLLM_SkillsTable", + "LiteLLM_ErrorLogs", + "LiteLLM_SpendLogs", + "LiteLLM_TagTable", + "LiteLLM_TeamTable", + "LiteLLM_TeamMembership", + "LiteLLM_UserTable", + "LiteLLM_VerificationToken", +] diff --git a/litellm/models/access_group.py b/litellm/models/access_group.py new file mode 100644 index 00000000000..682e779e531 --- /dev/null +++ b/litellm/models/access_group.py @@ -0,0 +1,26 @@ +""" +Access group table model. + +Canonical definition for ``litellm_accessgrouptable``. Re-exported from +``litellm.proxy._types`` for backwards compatibility. +""" + +from datetime import datetime +from typing import List, Optional + +from litellm.types.llms.base import LiteLLMPydanticObjectBase + + +class LiteLLM_AccessGroupTable(LiteLLMPydanticObjectBase): + access_group_id: str + access_group_name: str + description: Optional[str] = None + access_model_names: List[str] = [] + access_mcp_server_ids: List[str] = [] + access_agent_ids: List[str] = [] + assigned_team_ids: List[str] = [] + assigned_key_ids: List[str] = [] + created_at: Optional[datetime] = None + created_by: Optional[str] = None + updated_at: Optional[datetime] = None + updated_by: Optional[str] = None diff --git a/litellm/models/base.py b/litellm/models/base.py new file mode 100644 index 00000000000..01981297bd5 --- /dev/null +++ b/litellm/models/base.py @@ -0,0 +1,38 @@ +""" +Base model class for domain models. +""" + +from datetime import datetime +from typing import Any, Dict, Optional + +from pydantic import BaseModel, ConfigDict + + +class DomainModel(BaseModel): + """Base class for all domain models.""" + + model_config = ConfigDict( + from_attributes=True, + protected_namespaces=(), + extra="ignore", + ) + + created_at: Optional[datetime] = None + updated_at: Optional[datetime] = None + + @classmethod + def from_db_record(cls, record: Any) -> "DomainModel": + """Create a domain model from a database record.""" + if record is None: + raise ValueError("Cannot create domain model from None record") + if isinstance(record, dict): + return cls(**record) + if hasattr(record, "model_dump") and callable(record.model_dump): + return cls(**record.model_dump()) + if hasattr(record, "dict") and callable(record.dict): + return cls(**record.dict()) + return cls(**dict(record)) + + def to_db_dict(self, exclude_unset: bool = False) -> Dict[str, Any]: + """Convert domain model to a dictionary for database operations.""" + return self.model_dump(exclude_none=True, exclude_unset=exclude_unset) diff --git a/litellm/models/budget.py b/litellm/models/budget.py new file mode 100644 index 00000000000..e7dfe2f8fbc --- /dev/null +++ b/litellm/models/budget.py @@ -0,0 +1,56 @@ +""" +Budget table model. + +Canonical definition for ``litellm_budgettable``. Re-exported from +``litellm.proxy._types`` for backwards compatibility. +""" + +from datetime import datetime +from typing import List, Optional + +from pydantic import ConfigDict + +from litellm.types.llms.base import LiteLLMPydanticObjectBase + + +class LiteLLM_BudgetTable(LiteLLMPydanticObjectBase): + """Represents user-controllable params for a LiteLLM_BudgetTable record. + + Budget-write paths use `model_fields.keys()` on this class as an allowlist + for user input. Keep server-managed fields (e.g. `budget_reset_at`) on + `LiteLLM_BudgetTableFull` so they aren't user-settable. + """ + + budget_id: Optional[str] = None + soft_budget: Optional[float] = None + max_budget: Optional[float] = None + max_parallel_requests: Optional[int] = None + tpm_limit: Optional[int] = None + rpm_limit: Optional[int] = None + model_max_budget: Optional[dict] = None + budget_duration: Optional[str] = None + allowed_models: Optional[List[str]] = ( + None # per-member model scope; empty = inherit team models + ) + + model_config = ConfigDict(protected_namespaces=()) + + +class LiteLLM_BudgetTableFull(LiteLLM_BudgetTable): + """LiteLLM_BudgetTable + server-managed fields returned on API responses.""" + + budget_reset_at: Optional[datetime] = None + created_at: datetime + + +class LiteLLM_TeamMemberTable(LiteLLM_BudgetTable): + """ + Used to track spend of a user_id within a team_id + """ + + spend: Optional[float] = None + user_id: Optional[str] = None + team_id: Optional[str] = None + budget_id: Optional[str] = None + + model_config = ConfigDict(protected_namespaces=()) diff --git a/litellm/models/config.py b/litellm/models/config.py new file mode 100644 index 00000000000..99b5c5692fd --- /dev/null +++ b/litellm/models/config.py @@ -0,0 +1,15 @@ +""" +Config table model. + +Canonical definition for ``litellm_config``. Re-exported from +``litellm.proxy._types`` for backwards compatibility. +""" + +from typing import Dict + +from litellm.types.llms.base import LiteLLMPydanticObjectBase + + +class LiteLLM_Config(LiteLLMPydanticObjectBase): + param_name: str + param_value: Dict diff --git a/litellm/models/credentials.py b/litellm/models/credentials.py new file mode 100644 index 00000000000..b74ea055d21 --- /dev/null +++ b/litellm/models/credentials.py @@ -0,0 +1,31 @@ +""" +Credential table models. + +These are the canonical credential types for the proxy. They live in the model +layer; ``litellm.types.utils`` re-exports them for backwards compatibility. +""" + +from typing import Optional + +from pydantic import BaseModel, model_validator + + +class CredentialBase(BaseModel): + credential_name: str + credential_info: dict + + +class CredentialItem(CredentialBase): + credential_values: dict + + +class CreateCredentialItem(CredentialBase): + credential_values: Optional[dict] = None + model_id: Optional[str] = None + + @model_validator(mode="before") + @classmethod + def check_credential_params(cls, values): + if not values.get("credential_values") and not values.get("model_id"): + raise ValueError("Either credential_values or model_id must be set") + return values diff --git a/litellm/models/end_user.py b/litellm/models/end_user.py new file mode 100644 index 00000000000..15fd03ec2ca --- /dev/null +++ b/litellm/models/end_user.py @@ -0,0 +1,35 @@ +""" +End-user table model. + +Canonical definition for ``litellm_endusertable``. Re-exported from +``litellm.proxy._types`` for backwards compatibility. +""" + +from typing import Literal, Optional + +from pydantic import ConfigDict, model_validator + +from litellm.models.budget import LiteLLM_BudgetTable +from litellm.models.object_permission import LiteLLM_ObjectPermissionTable +from litellm.types.llms.base import LiteLLMPydanticObjectBase + + +class LiteLLM_EndUserTable(LiteLLMPydanticObjectBase): + user_id: str + blocked: bool + alias: Optional[str] = None + spend: float = 0.0 + allowed_model_region: Optional[Literal["eu", "us"]] = None + default_model: Optional[str] = None + litellm_budget_table: Optional[LiteLLM_BudgetTable] = None + object_permission_id: Optional[str] = None + object_permission: Optional[LiteLLM_ObjectPermissionTable] = None + + @model_validator(mode="before") + @classmethod + def set_model_info(cls, values): + if values.get("spend") is None: + values.update({"spend": 0.0}) + return values + + model_config = ConfigDict(protected_namespaces=()) diff --git a/litellm/models/managed_files.py b/litellm/models/managed_files.py new file mode 100644 index 00000000000..24154768860 --- /dev/null +++ b/litellm/models/managed_files.py @@ -0,0 +1,62 @@ +""" +Managed file, object, and vector store table models. + +Canonical definitions for the ``litellm_managed*`` tables. Re-exported from +``litellm.proxy._types`` for backwards compatibility. +""" + +from datetime import datetime +from typing import Any, Dict, List, Literal, Optional, Union + +from litellm.types.llms.base import LiteLLMPydanticObjectBase +from litellm.types.llms.openai import OpenAIFileObject, ResponsesAPIResponse +from litellm.types.utils import LiteLLMBatch, LiteLLMFineTuningJob + + +class LiteLLM_ManagedFileTable(LiteLLMPydanticObjectBase): + unified_file_id: str + file_object: Optional[OpenAIFileObject] = None + model_mappings: Dict[str, str] + flat_model_file_ids: List[str] + created_by: Optional[str] = None + team_id: Optional[str] = None + updated_by: Optional[str] = None + storage_backend: Optional[str] = None + storage_url: Optional[str] = None + + +class LiteLLM_ManagedObjectTable(LiteLLMPydanticObjectBase): + unified_object_id: str + model_object_id: str + file_purpose: Literal["batch", "fine-tune", "response", "container"] + file_object: Union[LiteLLMBatch, LiteLLMFineTuningJob, ResponsesAPIResponse] + created_by: Optional[str] = None + team_id: Optional[str] = None + + +class LiteLLM_ManagedVectorStoreTable(LiteLLMPydanticObjectBase): + """Table for managing vector stores with target_model_names support.""" + + unified_resource_id: str + resource_object: Optional[Any] = None + model_mappings: Dict[str, str] + flat_model_resource_ids: List[str] + created_by: Optional[str] = None + team_id: Optional[str] = None + updated_by: Optional[str] = None + storage_backend: Optional[str] = None + storage_url: Optional[str] = None + + +class LiteLLM_ManagedVectorStoresTable(LiteLLMPydanticObjectBase): + vector_store_id: str + custom_llm_provider: str + vector_store_name: Optional[str] + vector_store_description: Optional[str] + vector_store_metadata: Optional[Dict[str, Any]] + created_at: Optional[datetime] + updated_at: Optional[datetime] + litellm_credential_name: Optional[str] + litellm_params: Optional[Dict[str, Any]] + team_id: Optional[str] + user_id: Optional[str] diff --git a/litellm/models/mcp_server.py b/litellm/models/mcp_server.py new file mode 100644 index 00000000000..3d03eff6df8 --- /dev/null +++ b/litellm/models/mcp_server.py @@ -0,0 +1,103 @@ +""" +MCP server table model. + +Canonical definition for ``litellm_mcpservertable``. Re-exported from +``litellm.proxy._types`` for backwards compatibility. +""" + +import enum +from datetime import datetime +from typing import Dict, List, Literal, Optional + +from pydantic import Field + +from litellm.types.llms.base import LiteLLMPydanticObjectBase +from litellm.types.mcp import MCPAuthType, MCPCredentials, MCPTransportType +from litellm.types.mcp_server.mcp_server_manager import MCPInfo + + +class MCPEnvVarScope(str, enum.Enum): + """Scope for an MCP server environment variable. + + - ``global``: value is provided by the admin and used for all users. + - ``user``: each user must provide their own value via the per-user + env-var endpoint. The admin-supplied ``value`` is treated as a + placeholder/hint and is not used at request time. + """ + + global_ = "global" + user = "user" + + +class MCPEnvVar(LiteLLMPydanticObjectBase): + """One environment variable for an MCP server. + + Variables can be interpolated into ``static_headers`` using ``${NAME}`` + syntax. ``scope=global`` values are stored on the server. ``scope=user`` + values are stored per-user in ``LiteLLM_MCPUserEnvVars`` and supplied by + each user. + """ + + name: str + value: str = "" + scope: MCPEnvVarScope = MCPEnvVarScope.global_ + description: Optional[str] = None + + +class LiteLLM_MCPServerTable(LiteLLMPydanticObjectBase): + """Represents a LiteLLM_MCPServerTable record""" + + server_id: str + server_name: Optional[str] = None + alias: Optional[str] = None + description: Optional[str] = None + url: Optional[str] = None + spec_path: Optional[str] = None + transport: MCPTransportType + auth_type: Optional[MCPAuthType] = None + credentials: Optional[MCPCredentials] = None + instructions: Optional[str] = None + created_at: Optional[datetime] = None + created_by: Optional[str] = None + updated_at: Optional[datetime] = None + updated_by: Optional[str] = None + teams: List[Dict[str, Optional[str]]] = Field(default_factory=list) + mcp_access_groups: List[str] = Field(default_factory=list) + allowed_tools: List[str] = Field(default_factory=list) + tool_name_to_display_name: Optional[Dict[str, str]] = None + tool_name_to_description: Optional[Dict[str, str]] = None + extra_headers: List[str] = Field(default_factory=list) + mcp_info: Optional[MCPInfo] = None + static_headers: Optional[Dict[str, str]] = None + env_vars: Optional[List[MCPEnvVar]] = None + status: Optional[Literal["healthy", "unhealthy", "unknown"]] = Field( + default="unknown", + description="Health status: 'healthy', 'unhealthy', 'unknown'", + ) + last_health_check: Optional[datetime] = None + health_check_error: Optional[str] = None + command: Optional[str] = None + args: List[str] = Field(default_factory=list) + env: Dict[str, str] = Field(default_factory=dict) + authorization_url: Optional[str] = None + token_url: Optional[str] = None + registration_url: Optional[str] = None + oauth2_flow: Optional[Literal["client_credentials", "authorization_code"]] = None + allow_all_keys: bool = False + available_on_public_internet: bool = True + delegate_auth_to_upstream: bool = False + oauth_passthrough: bool = False + is_byok: bool = False + byok_description: List[str] = Field(default_factory=list) + byok_api_key_help_url: Optional[str] = None + has_user_credential: Optional[bool] = None + source_url: Optional[str] = None + timeout: Optional[float] = None + approval_status: Optional[str] = Field( + default="active", + description="Approval status: 'pending_review', 'active', 'rejected'", + ) + submitted_by: Optional[str] = None + submitted_at: Optional[datetime] = None + reviewed_at: Optional[datetime] = None + review_notes: Optional[str] = None diff --git a/litellm/models/model.py b/litellm/models/model.py new file mode 100644 index 00000000000..7657e4d30f8 --- /dev/null +++ b/litellm/models/model.py @@ -0,0 +1,59 @@ +""" +Proxy model table model. + +Canonical definition for ``litellm_proxymodeltable``. Re-exported from +``litellm.proxy._types`` for backwards compatibility. +""" + +import json +from datetime import datetime +from typing import Optional + +from pydantic import ConfigDict, model_validator + +from litellm.types.llms.base import LiteLLMPydanticObjectBase + + +class LiteLLM_ProxyModelTable(LiteLLMPydanticObjectBase): + model_id: str + model_name: str + litellm_params: dict + model_info: Optional[dict] = None + blocked: bool = False + created_at: Optional[datetime] = None + created_by: Optional[str] = None + updated_at: Optional[datetime] = None + updated_by: Optional[str] = None + + model_config = ConfigDict(protected_namespaces=()) + + @model_validator(mode="before") + @classmethod + def check_potential_json_str(cls, values): + if isinstance(values.get("litellm_params"), str): + try: + values["litellm_params"] = json.loads(values["litellm_params"]) + except json.JSONDecodeError: + pass + if isinstance(values.get("model_info"), str): + try: + values["model_info"] = json.loads(values["model_info"]) + except json.JSONDecodeError: + pass + return values + + @property + def is_blocked(self) -> bool: + return self.blocked + + @property + def team_id(self) -> Optional[str]: + if self.model_info: + return self.model_info.get("team_id") + return None + + @property + def team_public_model_name(self) -> Optional[str]: + if self.model_info: + return self.model_info.get("team_public_model_name") + return None diff --git a/litellm/models/object_permission.py b/litellm/models/object_permission.py new file mode 100644 index 00000000000..6c0d100046c --- /dev/null +++ b/litellm/models/object_permission.py @@ -0,0 +1,26 @@ +""" +Object permission table model. + +Canonical definition for ``litellm_objectpermissiontable``. Re-exported from +``litellm.proxy._types`` for backwards compatibility. +""" + +from typing import Dict, List, Optional + +from litellm.types.llms.base import LiteLLMPydanticObjectBase + + +class LiteLLM_ObjectPermissionTable(LiteLLMPydanticObjectBase): + """Represents a LiteLLM_ObjectPermissionTable record""" + + object_permission_id: str + mcp_servers: Optional[List[str]] = [] + mcp_access_groups: Optional[List[str]] = [] + mcp_tool_permissions: Optional[Dict[str, List[str]]] = None + vector_stores: Optional[List[str]] = [] + agents: Optional[List[str]] = [] + agent_access_groups: Optional[List[str]] = [] + models: Optional[List[str]] = [] + mcp_toolsets: Optional[List[str]] = None + blocked_tools: Optional[List[str]] = [] + search_tools: Optional[List[str]] = [] diff --git a/litellm/models/organization.py b/litellm/models/organization.py new file mode 100644 index 00000000000..8b2d95c3e09 --- /dev/null +++ b/litellm/models/organization.py @@ -0,0 +1,31 @@ +""" +Organization table model. + +Canonical definition for ``litellm_organizationtable``. Re-exported from +``litellm.proxy._types`` for backwards compatibility. +""" + +from typing import List, Optional + +from litellm.models.budget import LiteLLM_BudgetTable +from litellm.models.object_permission import LiteLLM_ObjectPermissionTable +from litellm.models.user import LiteLLM_UserTable +from litellm.types.llms.base import LiteLLMPydanticObjectBase + + +class LiteLLM_OrganizationTable(LiteLLMPydanticObjectBase): + """Represents user-controllable params for a LiteLLM_OrganizationTable record""" + + organization_id: Optional[str] = None + organization_alias: Optional[str] = None + budget_id: str + spend: float = 0.0 + metadata: Optional[dict] = None + models: List[str] = [] + model_spend: Optional[dict] = {} + created_by: str + updated_by: str + users: Optional[List[LiteLLM_UserTable]] = None + litellm_budget_table: Optional[LiteLLM_BudgetTable] = None + object_permission: Optional[LiteLLM_ObjectPermissionTable] = None + object_permission_id: Optional[str] = None diff --git a/litellm/models/organization_membership.py b/litellm/models/organization_membership.py new file mode 100644 index 00000000000..9957c0c21af --- /dev/null +++ b/litellm/models/organization_membership.py @@ -0,0 +1,40 @@ +""" +Organization membership table model. + +Canonical definition for ``litellm_organizationmembership``. Re-exported from +``litellm.proxy._types`` for backwards compatibility. +""" + +from datetime import datetime +from typing import Any, Optional + +from pydantic import ConfigDict, model_validator + +from litellm.models.budget import LiteLLM_BudgetTable +from litellm.types.llms.base import LiteLLMPydanticObjectBase + + +class LiteLLM_OrganizationMembershipTable(LiteLLMPydanticObjectBase): + """Tracks which organizations a user belongs to and their spend within it.""" + + user_id: str + organization_id: str + user_role: Optional[str] = None + spend: float = 0.0 + budget_id: Optional[str] = None + created_at: datetime + updated_at: datetime + user: Optional[Any] = None + litellm_budget_table: Optional[LiteLLM_BudgetTable] = None + user_email: Optional[str] = None + + model_config = ConfigDict(protected_namespaces=()) + + @model_validator(mode="after") + def populate_user_email(self) -> "LiteLLM_OrganizationMembershipTable": + if self.user_email is None and self.user is not None: + if isinstance(self.user, dict): + self.user_email = self.user.get("user_email") + else: + self.user_email = getattr(self.user, "user_email", None) + return self diff --git a/litellm/models/project.py b/litellm/models/project.py new file mode 100644 index 00000000000..083c7ee3cc5 --- /dev/null +++ b/litellm/models/project.py @@ -0,0 +1,41 @@ +""" +Project table model. + +Canonical definition for ``litellm_projecttable``. Re-exported from +``litellm.proxy._types`` for backwards compatibility. +""" + +from datetime import datetime +from typing import List, Optional + +from litellm.models.budget import LiteLLM_BudgetTable +from litellm.models.object_permission import LiteLLM_ObjectPermissionTable +from litellm.types.llms.base import LiteLLMPydanticObjectBase + + +class LiteLLM_ProjectTable(LiteLLMPydanticObjectBase): + """Database model representation for project""" + + project_id: str + project_alias: Optional[str] = None + description: Optional[str] = None + team_id: Optional[str] = None + budget_id: Optional[str] = None + metadata: Optional[dict] = None + models: List[str] = [] + spend: float = 0.0 + model_spend: Optional[dict] = None + model_rpm_limit: Optional[dict] = None + model_tpm_limit: Optional[dict] = None + blocked: bool = False + object_permission_id: Optional[str] = None + created_by: Optional[str] = None + updated_by: Optional[str] = None + created_at: Optional[datetime] = None + updated_at: Optional[datetime] = None + litellm_budget_table: Optional[LiteLLM_BudgetTable] = None + object_permission: Optional[LiteLLM_ObjectPermissionTable] = None + + @property + def is_blocked(self) -> bool: + return self.blocked diff --git a/litellm/models/skills.py b/litellm/models/skills.py new file mode 100644 index 00000000000..62091c0ca01 --- /dev/null +++ b/litellm/models/skills.py @@ -0,0 +1,30 @@ +""" +Skills table model. + +Canonical definition for ``litellm_skillstable``. Re-exported from +``litellm.proxy._types`` for backwards compatibility. +""" + +from datetime import datetime +from typing import Any, Dict, Optional + +from litellm.types.llms.base import LiteLLMPydanticObjectBase + + +class LiteLLM_SkillsTable(LiteLLMPydanticObjectBase): + """Represents a LiteLLM_SkillsTable record""" + + skill_id: str + display_title: Optional[str] = None + description: Optional[str] = None + instructions: Optional[str] = None + source: str = "custom" + latest_version: Optional[str] = None + file_content: Optional[bytes] = None + file_name: Optional[str] = None + file_type: Optional[str] = None + metadata: Optional[Dict[str, Any]] = None + created_at: Optional[datetime] = None + created_by: Optional[str] = None + updated_at: Optional[datetime] = None + updated_by: Optional[str] = None diff --git a/litellm/models/spend_logs.py b/litellm/models/spend_logs.py new file mode 100644 index 00000000000..96bd328c3ca --- /dev/null +++ b/litellm/models/spend_logs.py @@ -0,0 +1,50 @@ +""" +Spend and error log table models. + +Canonical definitions for ``litellm_spendlogs`` and ``litellm_errorlogs``. +Re-exported from ``litellm.proxy._types`` for backwards compatibility. +""" + +from datetime import datetime +from typing import Optional, Union + +from pydantic import Json + +from litellm._uuid import uuid +from litellm.types.llms.base import LiteLLMPydanticObjectBase + + +class LiteLLM_SpendLogs(LiteLLMPydanticObjectBase): + request_id: str + api_key: str + model: Optional[str] = "" + api_base: Optional[str] = "" + call_type: str + spend: Optional[float] = 0.0 + total_tokens: Optional[int] = 0 + prompt_tokens: Optional[int] = 0 + completion_tokens: Optional[int] = 0 + startTime: Union[str, datetime, None] + endTime: Union[str, datetime, None] + user: Optional[str] = "" + metadata: Optional[Json] = {} + cache_hit: Optional[str] = "False" + cache_key: Optional[str] = None + request_tags: Optional[Json] = None + requester_ip_address: Optional[str] = None + messages: Optional[Union[str, list, dict]] + response: Optional[Union[str, list, dict]] + + +class LiteLLM_ErrorLogs(LiteLLMPydanticObjectBase): + request_id: Optional[str] = str(uuid.uuid4()) + api_base: Optional[str] = "" + model_group: Optional[str] = "" + litellm_model_name: Optional[str] = "" + model_id: Optional[str] = "" + request_kwargs: Optional[dict] = {} + exception_type: Optional[str] = "" + status_code: Optional[str] = "" + exception_string: Optional[str] = "" + startTime: Union[str, datetime, None] + endTime: Union[str, datetime, None] diff --git a/litellm/models/tag.py b/litellm/models/tag.py new file mode 100644 index 00000000000..02d8f58916d --- /dev/null +++ b/litellm/models/tag.py @@ -0,0 +1,36 @@ +""" +Tag table model. + +Canonical definition for ``litellm_tagtable``. Re-exported from +``litellm.proxy._types`` for backwards compatibility. +""" + +from datetime import datetime +from typing import List, Optional + +from pydantic import model_validator + +from litellm.models.budget import LiteLLM_BudgetTable +from litellm.types.llms.base import LiteLLMPydanticObjectBase + + +class LiteLLM_TagTable(LiteLLMPydanticObjectBase): + tag_name: str + description: Optional[str] = None + models: List[str] = [] + model_info: Optional[dict] = None + spend: float = 0.0 + budget_id: Optional[str] = None + litellm_budget_table: Optional[LiteLLM_BudgetTable] = None + created_at: Optional[datetime] = None + created_by: Optional[str] = None + updated_at: Optional[datetime] = None + + @model_validator(mode="before") + @classmethod + def set_model_info(cls, values): + if values.get("spend") is None: + values.update({"spend": 0.0}) + if values.get("models") is None: + values.update({"models": []}) + return values diff --git a/litellm/models/team.py b/litellm/models/team.py new file mode 100644 index 00000000000..aa0798955f2 --- /dev/null +++ b/litellm/models/team.py @@ -0,0 +1,154 @@ +""" +Team table models. + +Canonical definitions for ``litellm_teamtable`` (plus the shared Member and +budget-window value types and the team-model alias table). Re-exported from +``litellm.proxy._types`` for backwards compatibility. +""" + +import json +from datetime import datetime +from typing import List, Literal, Optional, Union + +from pydantic import BaseModel, ConfigDict, Field, model_validator + +from litellm.models.object_permission import LiteLLM_ObjectPermissionTable +from litellm.types.llms.base import LiteLLMPydanticObjectBase + + +class MemberBase(LiteLLMPydanticObjectBase): + user_id: Optional[str] = Field( + default=None, + description="The unique ID of the user to add. Either user_id or user_email must be provided", + ) + user_email: Optional[str] = Field( + default=None, + description="The email address of the user to add. Either user_id or user_email must be provided", + ) + + @model_validator(mode="before") + @classmethod + def check_user_info(cls, values): + if not isinstance(values, dict): + raise ValueError("input needs to be a dictionary") + if values.get("user_id") is None and values.get("user_email") is None: + raise ValueError("Either user id or user email must be provided") + return values + + +class Member(MemberBase): + role: Literal["admin", "user"] = Field( + description="The role of the user within the team. 'admin' users can manage team settings and members, 'user' is a regular team member" + ) + + +class BudgetLimitEntry(LiteLLMPydanticObjectBase): + """A single budget window with its own limit and independent reset schedule.""" + + budget_duration: str + max_budget: float + reset_at: Optional[datetime] = None + + +class LiteLLM_ModelTable(LiteLLMPydanticObjectBase): + id: Optional[int] = None + model_aliases: Optional[Union[str, dict]] = None + created_by: str + updated_by: str + team: Optional["LiteLLM_TeamTable"] = None + + model_config = ConfigDict(protected_namespaces=()) + + +class TeamBase(LiteLLMPydanticObjectBase): + team_alias: Optional[str] = None + team_id: Optional[str] = None + organization_id: Optional[str] = None + admins: list = [] + members: list = [] + members_with_roles: List[Member] = [] + team_member_permissions: Optional[List[str]] = None + metadata: Optional[dict] = None + tpm_limit: Optional[int] = None + rpm_limit: Optional[int] = None + max_budget: Optional[float] = None + soft_budget: Optional[float] = None + budget_duration: Optional[str] = None + budget_limits: Optional[List[BudgetLimitEntry]] = None + models: list = [] + blocked: bool = False + router_settings: Optional[dict] = None + access_group_ids: Optional[List[str]] = None + default_team_member_models: Optional[List[str]] = None + + +class LiteLLM_TeamTable(TeamBase): + team_id: str # type: ignore + spend: Optional[float] = None + max_parallel_requests: Optional[int] = None + budget_duration: Optional[str] = None + budget_reset_at: Optional[datetime] = None + model_id: Optional[int] = None + model_spend: Optional[dict] = {} + model_max_budget: Optional[dict] = {} + policies: Optional[List[str]] = None + allow_team_guardrail_config: Optional[bool] = False + litellm_model_table: Optional[LiteLLM_ModelTable] = None + object_permission: Optional[LiteLLM_ObjectPermissionTable] = None + object_permission_id: Optional[str] = None + updated_at: Optional[datetime] = None + created_at: Optional[datetime] = None + + model_config = ConfigDict(protected_namespaces=()) + + @model_validator(mode="before") + @classmethod + def set_model_info(cls, values): + dict_fields = [ + "metadata", + "aliases", + "config", + "permissions", + "model_max_budget", + "model_aliases", + "router_settings", + "budget_limits", + ] + + if isinstance(values, BaseModel): + values = values.model_dump() + + if ( + isinstance(values.get("members_with_roles"), dict) + and not values["members_with_roles"] + ): + values["members_with_roles"] = [] + + for field in dict_fields: + value = values.get(field) + if value is not None and isinstance(value, str): + try: + values[field] = json.loads(value) + except json.JSONDecodeError: + raise ValueError(f"Field {field} should be a valid dictionary") + + return values + + +class LiteLLM_TeamTableCachedObj(LiteLLM_TeamTable): + last_refreshed_at: Optional[float] = None + + +class LiteLLM_DeletedTeamTable(LiteLLM_TeamTable): + """Audit record for deleted teams; mirrors the team plus deletion metadata.""" + + id: Optional[str] = None + deleted_at: Optional[datetime] = None + deleted_by: Optional[str] = None + deleted_by_api_key: Optional[str] = None + litellm_changed_by: Optional[str] = None + + model_config = ConfigDict(protected_namespaces=()) + + +LiteLLM_ModelTable.model_rebuild() diff --git a/litellm/models/team_membership.py b/litellm/models/team_membership.py new file mode 100644 index 00000000000..d0a1308ce7c --- /dev/null +++ b/litellm/models/team_membership.py @@ -0,0 +1,32 @@ +""" +Team membership table model. + +Canonical definition for ``litellm_teammembership``. Re-exported from +``litellm.proxy._types`` for backwards compatibility. +""" + +from typing import Optional, Union + +from litellm.models.budget import LiteLLM_BudgetTable, LiteLLM_BudgetTableFull +from litellm.types.llms.base import LiteLLMPydanticObjectBase + + +class LiteLLM_TeamMembership(LiteLLMPydanticObjectBase): + user_id: str + team_id: str + budget_id: Optional[str] = None + spend: Optional[float] = 0.0 + total_spend: Optional[float] = 0.0 + litellm_budget_table: Optional[ + Union[LiteLLM_BudgetTableFull, LiteLLM_BudgetTable] + ] = None + + def safe_get_team_member_rpm_limit(self) -> Optional[int]: + if self.litellm_budget_table is not None: + return self.litellm_budget_table.rpm_limit + return None + + def safe_get_team_member_tpm_limit(self) -> Optional[int]: + if self.litellm_budget_table is not None: + return self.litellm_budget_table.tpm_limit + return None diff --git a/litellm/models/user.py b/litellm/models/user.py new file mode 100644 index 00000000000..cd7e9db4aec --- /dev/null +++ b/litellm/models/user.py @@ -0,0 +1,70 @@ +""" +User table model. + +Canonical definition for ``litellm_usertable``. Re-exported from +``litellm.proxy._types`` for backwards compatibility. +""" + +from datetime import datetime +from typing import Dict, List, Optional + +from pydantic import ConfigDict, Field, model_validator + +from litellm.models.object_permission import LiteLLM_ObjectPermissionTable +from litellm.models.organization_membership import ( + LiteLLM_OrganizationMembershipTable, +) +from litellm.types.llms.base import LiteLLMPydanticObjectBase + + +class LiteLLM_UserTable(LiteLLMPydanticObjectBase): + user_id: str + user_alias: Optional[str] = None + team_id: Optional[str] = None + sso_user_id: Optional[str] = None + organization_id: Optional[str] = None + object_permission_id: Optional[str] = None + password: Optional[str] = Field(default=None, exclude=True) + teams: List[str] = [] + user_role: Optional[str] = None + max_budget: Optional[float] = None + spend: float = 0.0 + user_email: Optional[str] = None + models: list = [] + metadata: Optional[dict] = None + max_parallel_requests: Optional[int] = None + tpm_limit: Optional[int] = None + rpm_limit: Optional[int] = None + budget_duration: Optional[str] = None + budget_reset_at: Optional[datetime] = None + allowed_cache_controls: List[str] = [] + policies: List[str] = [] + model_spend: Optional[Dict] = {} + model_max_budget: Optional[Dict] = {} + created_at: Optional[datetime] = None + updated_at: Optional[datetime] = None + organization_memberships: Optional[List[LiteLLM_OrganizationMembershipTable]] = None + object_permission: Optional[LiteLLM_ObjectPermissionTable] = None + + model_config = ConfigDict(protected_namespaces=()) + + @model_validator(mode="before") + @classmethod + def set_model_info(cls, values): + if values.get("spend") is None: + values.update({"spend": 0.0}) + if values.get("models") is None: + values.update({"models": []}) + if values.get("teams") is None: + values.update({"teams": []}) + return values + + def is_over_budget(self) -> bool: + if self.max_budget is None: + return False + return self.spend >= self.max_budget + + def has_model_access(self, model_name: str) -> bool: + if not self.models: + return True + return model_name in self.models diff --git a/litellm/models/verification_token.py b/litellm/models/verification_token.py new file mode 100644 index 00000000000..8bddd1c1619 --- /dev/null +++ b/litellm/models/verification_token.py @@ -0,0 +1,74 @@ +""" +Verification token table model. + +Canonical definition for ``litellm_verificationtoken``. Re-exported from +``litellm.proxy._types`` for backwards compatibility. +""" + +from datetime import datetime +from typing import Dict, List, Optional, Union + +from pydantic import ConfigDict + +from litellm.models.object_permission import LiteLLM_ObjectPermissionTable +from litellm.types.llms.base import LiteLLMPydanticObjectBase + + +class LiteLLM_VerificationToken(LiteLLMPydanticObjectBase): + token: Optional[str] = None + key_name: Optional[str] = None + key_alias: Optional[str] = None + spend: float = 0.0 + max_budget: Optional[float] = None + expires: Optional[Union[str, datetime]] = None + models: List = [] + aliases: Dict = {} + config: Dict = {} + user_id: Optional[str] = None + team_id: Optional[str] = None + agent_id: Optional[str] = None + project_id: Optional[str] = None + max_parallel_requests: Optional[int] = None + metadata: Dict = {} + tpm_limit: Optional[int] = None + rpm_limit: Optional[int] = None + budget_duration: Optional[str] = None + budget_reset_at: Optional[datetime] = None + allowed_cache_controls: Optional[list] = [] + allowed_routes: Optional[list] = [] + permissions: Dict = {} + model_spend: Dict = {} + model_max_budget: Dict = {} + soft_budget_cooldown: bool = False + blocked: Optional[bool] = None + litellm_budget_table: Optional[dict] = None + budget_id: Optional[str] = None + org_id: Optional[str] = None # org id for a given key + created_at: Optional[datetime] = None + created_by: Optional[str] = None + updated_at: Optional[datetime] = None + updated_by: Optional[str] = None + last_active: Optional[datetime] = None + object_permission_id: Optional[str] = None + object_permission: Optional[LiteLLM_ObjectPermissionTable] = None + access_group_ids: Optional[List[str]] = None + rotation_count: Optional[int] = 0 + auto_rotate: Optional[bool] = False + rotation_interval: Optional[str] = None + last_rotation_at: Optional[datetime] = None + key_rotation_at: Optional[datetime] = None + router_settings: Optional[dict] = None + budget_limits: Optional[List[dict]] = None + model_config = ConfigDict(protected_namespaces=()) + + +class LiteLLM_DeletedVerificationToken(LiteLLM_VerificationToken): + """Audit record for deleted keys; mirrors the token plus deletion metadata.""" + + id: Optional[str] = None + deleted_at: Optional[datetime] = None + deleted_by: Optional[str] = None + deleted_by_api_key: Optional[str] = None + litellm_changed_by: Optional[str] = None + + model_config = ConfigDict(protected_namespaces=()) diff --git a/litellm/proxy/_experimental/mcp_server/auth/user_api_key_auth_mcp.py b/litellm/proxy/_experimental/mcp_server/auth/user_api_key_auth_mcp.py index 863e6acd41e..dcf7660d002 100644 --- a/litellm/proxy/_experimental/mcp_server/auth/user_api_key_auth_mcp.py +++ b/litellm/proxy/_experimental/mcp_server/auth/user_api_key_auth_mcp.py @@ -14,8 +14,12 @@ from litellm.proxy._types import ( SpecialHeaders, UserAPIKeyAuth, ) -from litellm.proxy.auth.user_api_key_auth import user_api_key_auth from litellm.proxy.auth.ip_address_utils import IPAddressUtils +from litellm.proxy.auth.user_api_key_auth import user_api_key_auth +from litellm.repositories.table_repositories import ( + AgentsRepository, + MCPServerRepository, +) def _parse_mcp_server_names_from_path( @@ -1445,7 +1449,7 @@ class MCPRequestHandler: return None if object_permission_id is None: - agent_row = await prisma_client.db.litellm_agentstable.find_unique( + agent_row = await AgentsRepository(prisma_client).table.find_unique( where={"agent_id": agent_id}, ) object_permission_id = ( @@ -1600,7 +1604,7 @@ class MCPRequestHandler: server_ids: Set[str] = set() if access_groups and prisma_client is not None: try: - mcp_servers = await prisma_client.db.litellm_mcpservertable.find_many( + mcp_servers = await MCPServerRepository(prisma_client).table.find_many( where={"mcp_access_groups": {"hasSome": access_groups}} ) for server in mcp_servers: diff --git a/litellm/proxy/_experimental/mcp_server/db.py b/litellm/proxy/_experimental/mcp_server/db.py index 0ba0181200f..c52752940c3 100644 --- a/litellm/proxy/_experimental/mcp_server/db.py +++ b/litellm/proxy/_experimental/mcp_server/db.py @@ -8,6 +8,7 @@ from typing import Any, Dict, Iterable, List, Optional, Set, Union, cast from litellm._logging import verbose_proxy_logger from litellm._uuid import uuid from litellm.constants import MCP_PER_USER_TOKEN_EXPIRY_BUFFER_SECONDS +from litellm.llms.custom_httpx.http_handler import get_async_httpx_client from litellm.proxy._types import ( LiteLLM_MCPServerTable, LiteLLM_ObjectPermissionTable, @@ -25,8 +26,16 @@ from litellm.proxy.common_utils.encrypt_decrypt_utils import ( decrypt_value_helper, encrypt_value_helper, ) -from litellm.llms.custom_httpx.http_handler import get_async_httpx_client from litellm.proxy.utils import PrismaClient +from litellm.repositories.object_permission_repository import ObjectPermissionRepository +from litellm.repositories.table_repositories import ( + MCPServerRepository, + MCPUserCredentialsRepository, +) +from litellm.repositories.team_repository import TeamRepository +from litellm.repositories.verification_token_repository import ( + VerificationTokenRepository, +) from litellm.types.llms.custom_http import httpxSpecialProvider from litellm.types.mcp import MCPCredentials @@ -354,7 +363,7 @@ async def get_all_mcp_servers( where: Dict[str, Any] = {} if approval_status is not None: where["approval_status"] = approval_status - mcp_servers = await prisma_client.db.litellm_mcpservertable.find_many( + mcp_servers = await MCPServerRepository(prisma_client).table.find_many( where=where if where else {} ) @@ -380,7 +389,9 @@ async def get_mcp_server( """ Returns the matching mcp server from the db iff exists """ - mcp_server = await prisma_client.db.litellm_mcpservertable.find_unique( + mcp_server: Optional[LiteLLM_MCPServerTable] = await MCPServerRepository( + prisma_client + ).table.find_unique( where={ "server_id": server_id, } @@ -398,12 +409,12 @@ async def get_mcp_servers( """ Returns the matching mcp servers from the db with the server_ids """ - _mcp_servers: List[LiteLLM_MCPServerTable] = ( - await prisma_client.db.litellm_mcpservertable.find_many( - where={ - "server_id": {"in": server_ids}, - } - ) + _mcp_servers: List[LiteLLM_MCPServerTable] = await MCPServerRepository( + prisma_client + ).table.find_many( + where={ + "server_id": {"in": server_ids}, + } ) final_mcp_servers: List[LiteLLM_MCPServerTable] = [] for _mcp_server in _mcp_servers: @@ -420,15 +431,15 @@ async def get_mcp_servers_by_verificationtoken( """ Returns the mcp servers from the db for the verification token """ - verification_token_record: LiteLLM_TeamTable = ( - await prisma_client.db.litellm_verificationtoken.find_unique( - where={ - "token": token, - }, - include={ - "object_permission": True, - }, - ) + verification_token_record: LiteLLM_TeamTable = await VerificationTokenRepository( + prisma_client + ).table.find_unique( + where={ + "token": token, + }, + include={ + "object_permission": True, + }, ) mcp_servers: Optional[List[str]] = [] @@ -446,15 +457,15 @@ async def get_mcp_servers_by_team( """ Returns the mcp servers from the db for the team id """ - team_record: LiteLLM_TeamTable = ( - await prisma_client.db.litellm_teamtable.find_unique( - where={ - "team_id": team_id, - }, - include={ - "object_permission": True, - }, - ) + team_record: LiteLLM_TeamTable = await TeamRepository( + prisma_client + ).table.find_unique( + where={ + "team_id": team_id, + }, + include={ + "object_permission": True, + }, ) mcp_servers: Optional[List[str]] = [] @@ -505,16 +516,16 @@ async def get_objectpermissions_for_mcp_server( """ Get all the object permissions records and the associated team and verficiationtoken records that have access to the mcp server """ - object_permission_records = ( - await prisma_client.db.litellm_objectpermissiontable.find_many( - where={ - "mcp_servers": {"has": mcp_server_id}, - }, - include={ - "teams": True, - "verification_tokens": True, - }, - ) + object_permission_records = await ObjectPermissionRepository( + prisma_client + ).table.find_many( + where={ + "mcp_servers": {"has": mcp_server_id}, + }, + include={ + "teams": True, + "verification_tokens": True, + }, ) return object_permission_records @@ -526,7 +537,7 @@ async def get_virtualkeys_for_mcp_server( """ Get all the virtual keys that have access to the mcp server """ - virtual_keys = await prisma_client.db.litellm_verificationtoken.find_many( + virtual_keys = await VerificationTokenRepository(prisma_client).table.find_many( where={ "mcp_servers": {"has": server_id}, }, @@ -564,7 +575,7 @@ async def delete_mcp_server( Returns the deleted mcp server record if it exists, otherwise None """ - deleted_server = await prisma_client.db.litellm_mcpservertable.delete( + deleted_server = await MCPServerRepository(prisma_client).table.delete( where={ "server_id": server_id, }, @@ -600,7 +611,7 @@ async def create_mcp_server( data_dict["created_by"] = touched_by data_dict["updated_by"] = touched_by - new_mcp_server = await prisma_client.db.litellm_mcpservertable.create( + new_mcp_server = await MCPServerRepository(prisma_client).table.create( data=data_dict # type: ignore ) @@ -635,7 +646,7 @@ async def update_mcp_server( "credentials" in data_dict and data_dict["credentials"] is not None ) if data.auth_type or has_credentials: - existing = await prisma_client.db.litellm_mcpservertable.find_unique( + existing = await MCPServerRepository(prisma_client).table.find_unique( where={"server_id": data.server_id} ) @@ -678,7 +689,7 @@ async def update_mcp_server( # Add audit fields data_dict["updated_by"] = touched_by - updated_mcp_server = await prisma_client.db.litellm_mcpservertable.update( + updated_mcp_server = await MCPServerRepository(prisma_client).table.update( where={"server_id": data.server_id}, data=data_dict # type: ignore ) @@ -691,7 +702,7 @@ async def rotate_mcp_server_credentials_master_key( ): from litellm.litellm_core_utils.safe_json_dumps import safe_dumps - mcp_servers = await prisma_client.db.litellm_mcpservertable.find_many() + mcp_servers = await MCPServerRepository(prisma_client).table.find_many() updated = 0 for mcp_server in mcp_servers: @@ -719,7 +730,7 @@ async def rotate_mcp_server_credentials_master_key( continue update_data["updated_by"] = touched_by - await prisma_client.db.litellm_mcpservertable.update( + await MCPServerRepository(prisma_client).table.update( where={"server_id": mcp_server.server_id}, data=update_data, ) @@ -781,7 +792,7 @@ async def rotate_mcp_user_credentials_master_key( under the new master key. Rows that are unreadable under both paths are logged and skipped so one corrupt row does not abort the rotation. """ - rows = await prisma_client.db.litellm_mcpusercredentials.find_many() + rows = await MCPUserCredentialsRepository(prisma_client).table.find_many() rotated = 0 skipped = 0 for row in rows: @@ -798,7 +809,7 @@ async def rotate_mcp_user_credentials_master_key( re_encrypted = encrypt_value_helper( plaintext, new_encryption_key=new_master_key ) - await prisma_client.db.litellm_mcpusercredentials.update( + await MCPUserCredentialsRepository(prisma_client).table.update( where={ "user_id_server_id": { "user_id": row.user_id, @@ -873,7 +884,7 @@ async def store_user_credential( """Store a user credential for a BYOK MCP server.""" encoded = encrypt_value_helper(credential) - await prisma_client.db.litellm_mcpusercredentials.upsert( + await MCPUserCredentialsRepository(prisma_client).table.upsert( where={"user_id_server_id": {"user_id": user_id, "server_id": server_id}}, data={ "create": { @@ -893,7 +904,7 @@ async def get_user_credential( ) -> Optional[str]: """Return credential for a user+server pair, or None.""" - row = await prisma_client.db.litellm_mcpusercredentials.find_unique( + row = await MCPUserCredentialsRepository(prisma_client).table.find_unique( where={"user_id_server_id": {"user_id": user_id, "server_id": server_id}} ) if row is None: @@ -907,7 +918,7 @@ async def has_user_credential( server_id: str, ) -> bool: """Return True if the user has a stored credential for this server.""" - row = await prisma_client.db.litellm_mcpusercredentials.find_unique( + row = await MCPUserCredentialsRepository(prisma_client).table.find_unique( where={"user_id_server_id": {"user_id": user_id, "server_id": server_id}} ) return row is not None @@ -919,7 +930,7 @@ async def delete_user_credential( server_id: str, ) -> None: """Delete the user's stored credential for a BYOK MCP server.""" - await prisma_client.db.litellm_mcpusercredentials.delete( + await MCPUserCredentialsRepository(prisma_client).table.delete( where={"user_id_server_id": {"user_id": user_id, "server_id": server_id}} ) @@ -966,7 +977,7 @@ async def store_user_oauth_credential( # Skip the guard when the caller knows the row is already an OAuth2 credential # (e.g. during token refresh), saving an extra DB round-trip. if not skip_byok_guard: - existing = await prisma_client.db.litellm_mcpusercredentials.find_unique( + existing = await MCPUserCredentialsRepository(prisma_client).table.find_unique( where={"user_id_server_id": {"user_id": user_id, "server_id": server_id}} ) if ( @@ -984,7 +995,7 @@ async def store_user_oauth_credential( ) encoded = encrypt_value_helper(json.dumps(payload)) - await prisma_client.db.litellm_mcpusercredentials.upsert( + await MCPUserCredentialsRepository(prisma_client).table.upsert( where={"user_id_server_id": {"user_id": user_id, "server_id": server_id}}, data={ "create": { @@ -1025,7 +1036,7 @@ async def get_user_oauth_credential( ) -> Optional[Dict[str, Any]]: """Return the decoded OAuth2 payload dict for a user+server pair, or None.""" - row = await prisma_client.db.litellm_mcpusercredentials.find_unique( + row = await MCPUserCredentialsRepository(prisma_client).table.find_unique( where={"user_id_server_id": {"user_id": user_id, "server_id": server_id}} ) if row is None: @@ -1039,7 +1050,7 @@ async def list_user_oauth_credentials( ) -> List[Dict[str, Any]]: """Return all OAuth2 credential payloads for a user, tagged with server_id.""" - rows = await prisma_client.db.litellm_mcpusercredentials.find_many( + rows = await MCPUserCredentialsRepository(prisma_client).table.find_many( where={"user_id": user_id} ) results: List[Dict[str, Any]] = [] @@ -1212,7 +1223,7 @@ async def approve_mcp_server( ) -> LiteLLM_MCPServerTable: """Set approval_status=active and record reviewed_at.""" now = datetime.now(timezone.utc) - updated = await prisma_client.db.litellm_mcpservertable.update( + updated = await MCPServerRepository(prisma_client).table.update( where={"server_id": server_id}, data={ "approval_status": MCPApprovalStatus.active, @@ -1240,7 +1251,7 @@ async def reject_mcp_server( } if review_notes is not None: data["review_notes"] = review_notes - updated = await prisma_client.db.litellm_mcpservertable.update( + updated = await MCPServerRepository(prisma_client).table.update( where={"server_id": server_id}, data=data, ) @@ -1257,7 +1268,7 @@ async def get_mcp_submissions( along with a summary count breakdown by approval_status. Mirrors get_guardrail_submissions() from guardrail_endpoints.py. """ - rows = await prisma_client.db.litellm_mcpservertable.find_many( + rows = await MCPServerRepository(prisma_client).table.find_many( where={"submitted_at": {"not": None}}, order={"submitted_at": "desc"}, take=500, # safety cap; paginate if needed in a future iteration diff --git a/litellm/proxy/_experimental/mcp_server/mcp_server_manager.py b/litellm/proxy/_experimental/mcp_server/mcp_server_manager.py index 7048f5bf7c4..85ac6b399f4 100644 --- a/litellm/proxy/_experimental/mcp_server/mcp_server_manager.py +++ b/litellm/proxy/_experimental/mcp_server/mcp_server_manager.py @@ -42,8 +42,8 @@ from litellm.constants import ( MCP_TOOL_LISTING_TIMEOUT, ) from litellm.exceptions import BlockedPiiEntityError, GuardrailRaisedException -from litellm.litellm_core_utils.url_utils import SSRFError, async_safe_get from litellm.experimental_mcp_client.client import MCPClient, MCPSigV4Auth +from litellm.litellm_core_utils.url_utils import SSRFError, async_safe_get from litellm.llms.custom_httpx.http_handler import get_async_httpx_client from litellm.proxy._experimental.mcp_server.auth.user_api_key_auth_mcp import ( MCPRequestHandler, @@ -85,6 +85,7 @@ from litellm.proxy._types import ( from litellm.proxy.auth.ip_address_utils import IPAddressUtils from litellm.proxy.common_utils.encrypt_decrypt_utils import decrypt_value_helper from litellm.proxy.utils import ProxyLogging +from litellm.repositories.table_repositories import MCPServerRepository from litellm.types.llms.custom_http import httpxSpecialProvider from litellm.types.mcp import MCPAuth, MCPStdioConfig from litellm.types.mcp_server.mcp_server_manager import ( @@ -3817,7 +3818,7 @@ class MCPServerManager: # Pending/rejected servers are excluded at the DB level so we never load them. from litellm.proxy._experimental.mcp_server.db import LiteLLM_MCPServerTable - raw_rows = await prisma_client.db.litellm_mcpservertable.find_many( + raw_rows = await MCPServerRepository(prisma_client).table.find_many( where={ "OR": [ {"approval_status": None}, diff --git a/litellm/proxy/_experimental/mcp_server/toolset_db.py b/litellm/proxy/_experimental/mcp_server/toolset_db.py index 08ac7dbd33b..a996131653f 100644 --- a/litellm/proxy/_experimental/mcp_server/toolset_db.py +++ b/litellm/proxy/_experimental/mcp_server/toolset_db.py @@ -4,6 +4,7 @@ from typing import List, Optional from litellm._logging import verbose_proxy_logger from litellm._uuid import uuid from litellm.proxy.utils import PrismaClient +from litellm.repositories.table_repositories import MCPToolsetRepository from litellm.types.mcp_server.mcp_toolset import ( MCPToolset, NewMCPToolsetRequest, @@ -30,7 +31,7 @@ async def create_mcp_toolset( data_dict["tools"] = json.dumps(data_dict.get("tools", [])) data_dict["created_by"] = touched_by data_dict["updated_by"] = touched_by - row = await prisma_client.db.litellm_mcptoolsettable.create(data=data_dict) + row = await MCPToolsetRepository(prisma_client).table.create(data=data_dict) return _toolset_from_row(row) @@ -38,7 +39,7 @@ async def get_mcp_toolset( prisma_client: PrismaClient, toolset_id: str, ) -> Optional[MCPToolset]: - row = await prisma_client.db.litellm_mcptoolsettable.find_unique( + row = await MCPToolsetRepository(prisma_client).table.find_unique( where={"toolset_id": toolset_id} ) if row is None: @@ -54,7 +55,7 @@ async def list_mcp_toolsets( where = {} if toolset_ids is not None: where = {"toolset_id": {"in": toolset_ids}} - rows = await prisma_client.db.litellm_mcptoolsettable.find_many(where=where) + rows = await MCPToolsetRepository(prisma_client).table.find_many(where=where) return [_toolset_from_row(r) for r in rows] except Exception as e: verbose_proxy_logger.warning( @@ -69,7 +70,7 @@ async def get_mcp_toolset_by_name( prisma_client: PrismaClient, toolset_name: str, ) -> Optional[MCPToolset]: - row = await prisma_client.db.litellm_mcptoolsettable.find_first( + row = await MCPToolsetRepository(prisma_client).table.find_first( where={"toolset_name": toolset_name} ) if row is None: @@ -87,7 +88,7 @@ async def update_mcp_toolset( data_dict["tools"] = json.dumps(data_dict["tools"]) data_dict["updated_by"] = touched_by try: - row = await prisma_client.db.litellm_mcptoolsettable.update( + row = await MCPToolsetRepository(prisma_client).table.update( where={"toolset_id": data.toolset_id}, data=data_dict, ) @@ -105,7 +106,7 @@ async def delete_mcp_toolset( toolset_id: str, ) -> Optional[MCPToolset]: try: - row = await prisma_client.db.litellm_mcptoolsettable.delete( + row = await MCPToolsetRepository(prisma_client).table.delete( where={"toolset_id": toolset_id} ) except Exception as e: diff --git a/litellm/proxy/_types.py b/litellm/proxy/_types.py index 88be567e59a..57a7d860baa 100644 --- a/litellm/proxy/_types.py +++ b/litellm/proxy/_types.py @@ -23,8 +23,6 @@ from litellm.litellm_core_utils.initialize_dynamic_callback_params import ( from litellm.types.integrations.slack_alerting import AlertType from litellm.types.llms.openai import ( AllMessageValues, - OpenAIFileObject, - ResponsesAPIResponse, ) from litellm.types.mcp import ( MCPAuthType, @@ -41,8 +39,6 @@ from litellm.types.utils import ( EmbeddingResponse, GenericBudgetConfigType, ImageResponse, - LiteLLMBatch, - LiteLLMFineTuningJob, LiteLLMPydanticObjectBase, ModelResponse, ProviderField, @@ -1014,12 +1010,7 @@ class LiteLLM_ObjectPermissionBase(LiteLLMPydanticObjectBase): search_tools: Optional[List[str]] = None -class BudgetLimitEntry(LiteLLMPydanticObjectBase): - """A single budget window with its own limit and independent reset schedule.""" - - budget_duration: str # e.g. "24h", "7d", "30d" - max_budget: float # max spend in USD for this window - reset_at: Optional[datetime] = None # populated at creation/reset time +from litellm.models.team import BudgetLimitEntry as BudgetLimitEntry # noqa: E402 class GenerateRequestBase(LiteLLMPydanticObjectBase): @@ -1217,40 +1208,10 @@ class KeyRequest(LiteLLMPydanticObjectBase): return values -class LiteLLM_ModelTable(LiteLLMPydanticObjectBase): - id: Optional[int] = None - model_aliases: Optional[Union[str, dict]] = None # json dump the dict - created_by: str - updated_by: str - team: Optional["LiteLLM_TeamTable"] = None - - model_config = ConfigDict(protected_namespaces=()) - - -class LiteLLM_ProxyModelTable(LiteLLMPydanticObjectBase): - model_id: str - model_name: str - litellm_params: dict - model_info: dict - created_at: Optional[datetime] = None - created_by: str - updated_at: Optional[datetime] = None - updated_by: str - - @model_validator(mode="before") - @classmethod - def check_potential_json_str(cls, values): - if isinstance(values.get("litellm_params"), str): - try: - values["litellm_params"] = json.loads(values["litellm_params"]) - except json.JSONDecodeError: - pass - if isinstance(values.get("model_info"), str): - try: - values["model_info"] = json.loads(values["model_info"]) - except json.JSONDecodeError: - pass - return values +from litellm.models.model import ( # noqa: E402 + LiteLLM_ProxyModelTable as LiteLLM_ProxyModelTable, +) +from litellm.models.team import LiteLLM_ModelTable as LiteLLM_ModelTable # noqa: E402 # MCP Types @@ -1265,32 +1226,12 @@ class MCPApprovalStatus(str, enum.Enum): rejected = "rejected" -class MCPEnvVarScope(str, enum.Enum): - """Scope for an MCP server environment variable. - - - ``global``: value is provided by the admin and used for all users. - - ``user``: each user must provide their own value via the per-user - env-var endpoint. The admin-supplied ``value`` is treated as a - placeholder/hint and is not used at request time. - """ - - global_ = "global" - user = "user" - - -class MCPEnvVar(LiteLLMPydanticObjectBase): - """One environment variable for an MCP server. - - Variables can be interpolated into ``static_headers`` using ``${NAME}`` - syntax. ``scope=global`` values are stored on the server. ``scope=user`` - values are stored per-user in ``LiteLLM_MCPUserEnvVars`` and supplied by - each user. - """ - - name: str - value: str = "" - scope: MCPEnvVarScope = MCPEnvVarScope.global_ - description: Optional[str] = None +from litellm.models.mcp_server import ( # noqa: E402 + MCPEnvVar as MCPEnvVar, +) +from litellm.models.mcp_server import ( # noqa: E402 + MCPEnvVarScope as MCPEnvVarScope, +) # MCP Proxy Request Types @@ -1443,66 +1384,9 @@ class UpdateMCPServerRequest(LiteLLMPydanticObjectBase): return values -class LiteLLM_MCPServerTable(LiteLLMPydanticObjectBase): - """Represents a LiteLLM_MCPServerTable record""" - - server_id: str - server_name: Optional[str] = None - alias: Optional[str] = None - description: Optional[str] = None - url: Optional[str] = None - spec_path: Optional[str] = None - transport: MCPTransportType - auth_type: Optional[MCPAuthType] = None - credentials: Optional[MCPCredentials] = None - instructions: Optional[str] = None - created_at: Optional[datetime] = None - created_by: Optional[str] = None - updated_at: Optional[datetime] = None - updated_by: Optional[str] = None - teams: List[Dict[str, Optional[str]]] = Field(default_factory=list) - mcp_access_groups: List[str] = Field(default_factory=list) - allowed_tools: List[str] = Field(default_factory=list) - tool_name_to_display_name: Optional[Dict[str, str]] = None - tool_name_to_description: Optional[Dict[str, str]] = None - extra_headers: List[str] = Field(default_factory=list) - mcp_info: Optional[MCPInfo] = None - static_headers: Optional[Dict[str, str]] = None - env_vars: Optional[List[MCPEnvVar]] = None - # Health check status - status: Optional[Literal["healthy", "unhealthy", "unknown"]] = Field( - default="unknown", - description="Health status: 'healthy', 'unhealthy', 'unknown'", - ) - last_health_check: Optional[datetime] = None - health_check_error: Optional[str] = None - # Stdio-specific fields - command: Optional[str] = None - args: List[str] = Field(default_factory=list) - env: Dict[str, str] = Field(default_factory=dict) - authorization_url: Optional[str] = None - token_url: Optional[str] = None - registration_url: Optional[str] = None - oauth2_flow: Optional[Literal["client_credentials", "authorization_code"]] = None - allow_all_keys: bool = False - available_on_public_internet: bool = True - delegate_auth_to_upstream: bool = False - oauth_passthrough: bool = False - is_byok: bool = False - byok_description: List[str] = Field(default_factory=list) - byok_api_key_help_url: Optional[str] = None - has_user_credential: Optional[bool] = None - source_url: Optional[str] = None - timeout: Optional[float] = None - # BYOM submission fields - approval_status: Optional[str] = Field( - default="active", - description="Approval status: 'pending_review', 'active', 'rejected'", - ) - submitted_by: Optional[str] = None - submitted_at: Optional[datetime] = None - reviewed_at: Optional[datetime] = None - review_notes: Optional[str] = None +from litellm.models.mcp_server import ( # noqa: E402 + LiteLLM_MCPServerTable as LiteLLM_MCPServerTable, +) class MakeMCPServersPublicRequest(LiteLLMPydanticObjectBase): @@ -1622,23 +1506,9 @@ class UpdateSkillRequest(LiteLLMPydanticObjectBase): metadata: Optional[Dict[str, Any]] = None -class LiteLLM_SkillsTable(LiteLLMPydanticObjectBase): - """Represents a LiteLLM_SkillsTable record""" - - skill_id: str - display_title: Optional[str] = None - description: Optional[str] = None - instructions: Optional[str] = None - source: str = "custom" - latest_version: Optional[str] = None - file_content: Optional[bytes] = None # Binary content of skill files (zip) - file_name: Optional[str] = None # Original filename - file_type: Optional[str] = None # MIME type - metadata: Optional[Dict[str, Any]] = None - created_at: Optional[datetime] = None - created_by: Optional[str] = None - updated_at: Optional[datetime] = None - updated_by: Optional[str] = None +from litellm.models.skills import ( # noqa: E402 + LiteLLM_SkillsTable as LiteLLM_SkillsTable, +) class ListSkillsRequest(LiteLLMPydanticObjectBase): @@ -1839,33 +1709,8 @@ class DeleteCustomerRequest(LiteLLMPydanticObjectBase): user_ids: List[str] -class MemberBase(LiteLLMPydanticObjectBase): - user_id: Optional[str] = Field( - default=None, - description="The unique ID of the user to add. Either user_id or user_email must be provided", - ) - user_email: Optional[str] = Field( - default=None, - description="The email address of the user to add. Either user_id or user_email must be provided", - ) - - @model_validator(mode="before") - @classmethod - def check_user_info(cls, values): - if not isinstance(values, dict): - raise ValueError("input needs to be a dictionary") - if values.get("user_id") is None and values.get("user_email") is None: - raise ValueError("Either user id or user email must be provided") - return values - - -class Member(MemberBase): - role: Literal[ - "admin", - "user", - ] = Field( - description="The role of the user within the team. 'admin' users can manage team settings and members, 'user' is a regular team member" - ) +from litellm.models.team import Member as Member # noqa: E402 +from litellm.models.team import MemberBase as MemberBase # noqa: E402 class OrgMember(MemberBase): @@ -1876,33 +1721,7 @@ class OrgMember(MemberBase): ] -class TeamBase(LiteLLMPydanticObjectBase): - team_alias: Optional[str] = None - team_id: Optional[str] = None - organization_id: Optional[str] = None - admins: list = [] - members: list = [] - members_with_roles: List[Member] = [] - team_member_permissions: Optional[List[str]] = None - metadata: Optional[dict] = None - tpm_limit: Optional[int] = None - rpm_limit: Optional[int] = None - - # Budget fields - max_budget: Optional[float] = None - soft_budget: Optional[float] = None - budget_duration: Optional[str] = None - budget_limits: Optional[List[BudgetLimitEntry]] = ( - None # multiple concurrent budget windows - ) - - models: list = [] - blocked: bool = False - router_settings: Optional[dict] = None - access_group_ids: Optional[List[str]] = None - default_team_member_models: Optional[List[str]] = ( - None # default allowed_models seeded onto new team members - ) +from litellm.models.team import TeamBase as TeamBase # noqa: E402 class NewTeamRequest(TeamBase): @@ -2100,147 +1919,31 @@ class TeamCallbackMetadata(LiteLLMPydanticObjectBase): return values -class LiteLLM_ObjectPermissionTable(LiteLLMPydanticObjectBase): - """Represents a LiteLLM_ObjectPermissionTable record""" - - object_permission_id: str - mcp_servers: Optional[List[str]] = [] - mcp_access_groups: Optional[List[str]] = [] - mcp_tool_permissions: Optional[Dict[str, List[str]]] = None - """ - Mapping - server_id -> list of tools - - Enforces allowed tools for a specific key/team/organization - { - "1234567890": ["tool_name_1", "tool_name_2"] - } - """ - - vector_stores: Optional[List[str]] = [] - agents: Optional[List[str]] = [] - agent_access_groups: Optional[List[str]] = [] - mcp_toolsets: Optional[List[str]] = None - blocked_tools: Optional[List[str]] = [] - search_tools: Optional[List[str]] = [] - - -class LiteLLM_TeamTable(TeamBase): - team_id: str # type: ignore - spend: Optional[float] = None - max_parallel_requests: Optional[int] = None - budget_duration: Optional[str] = None - budget_reset_at: Optional[datetime] = None - model_id: Optional[int] = None - litellm_model_table: Optional[LiteLLM_ModelTable] = None - object_permission: Optional[LiteLLM_ObjectPermissionTable] = None - updated_at: Optional[datetime] = None - created_at: Optional[datetime] = None - - ######################################################### - # Object Permission - MCP, Vector Stores etc. - ######################################################### - object_permission_id: Optional[str] = None - - model_config = ConfigDict(protected_namespaces=()) - - @model_validator(mode="before") - @classmethod - def set_model_info(cls, values): - dict_fields = [ - "metadata", - "aliases", - "config", - "permissions", - "model_max_budget", - "model_aliases", - "router_settings", - "budget_limits", - ] - - if isinstance(values, BaseModel): - values = values.model_dump() - - if ( - isinstance(values.get("members_with_roles"), dict) - and not values["members_with_roles"] - ): - values["members_with_roles"] = [] - - for field in dict_fields: - value = values.get(field) - if value is not None and isinstance(value, str): - try: - values[field] = json.loads(value) - except json.JSONDecodeError: - raise ValueError(f"Field {field} should be a valid dictionary") - - return values - - -class LiteLLM_TeamTableCachedObj(LiteLLM_TeamTable): - last_refreshed_at: Optional[float] = None - - -class LiteLLM_DeletedTeamTable(LiteLLM_TeamTable): - """ - Recording of deleted teams for audit purposes. Mirrors LiteLLM_TeamTable - plus metadata captured at deletion time. - """ - - id: Optional[str] = None - deleted_at: Optional[datetime] = None - deleted_by: Optional[str] = None - deleted_by_api_key: Optional[str] = None - litellm_changed_by: Optional[str] = None - - model_config = ConfigDict(protected_namespaces=()) +from litellm.models.object_permission import ( # noqa: E402 + LiteLLM_ObjectPermissionTable as LiteLLM_ObjectPermissionTable, +) +from litellm.models.team import ( # noqa: E402 + LiteLLM_DeletedTeamTable as LiteLLM_DeletedTeamTable, +) +from litellm.models.team import LiteLLM_TeamTable as LiteLLM_TeamTable # noqa: E402 +from litellm.models.team import ( # noqa: E402 + LiteLLM_TeamTableCachedObj as LiteLLM_TeamTableCachedObj, +) class TeamRequest(LiteLLMPydanticObjectBase): teams: List[str] -class LiteLLM_BudgetTable(LiteLLMPydanticObjectBase): - """Represents user-controllable params for a LiteLLM_BudgetTable record. - - Budget-write paths use `model_fields.keys()` on this class as an allowlist - for user input. Keep server-managed fields (e.g. `budget_reset_at`) on - `LiteLLM_BudgetTableFull` so they aren't user-settable. - """ - - budget_id: Optional[str] = None - soft_budget: Optional[float] = None - max_budget: Optional[float] = None - max_parallel_requests: Optional[int] = None - tpm_limit: Optional[int] = None - rpm_limit: Optional[int] = None - model_max_budget: Optional[dict] = None - budget_duration: Optional[str] = None - allowed_models: Optional[List[str]] = ( - None # per-member model scope; empty = inherit team models - ) - - model_config = ConfigDict(protected_namespaces=()) - - -class LiteLLM_BudgetTableFull(LiteLLM_BudgetTable): - """LiteLLM_BudgetTable + server-managed fields returned on API responses.""" - - budget_reset_at: Optional[datetime] = None - created_at: datetime - - -class LiteLLM_TeamMemberTable(LiteLLM_BudgetTable): - """ - Used to track spend of a user_id within a team_id - """ - - spend: Optional[float] = None - user_id: Optional[str] = None - team_id: Optional[str] = None - budget_id: Optional[str] = None - - model_config = ConfigDict(protected_namespaces=()) +from litellm.models.budget import ( # noqa: E402 + LiteLLM_BudgetTable as LiteLLM_BudgetTable, +) +from litellm.models.budget import ( # noqa: E402 + LiteLLM_BudgetTableFull as LiteLLM_BudgetTableFull, +) +from litellm.models.budget import ( # noqa: E402 + LiteLLM_TeamMemberTable as LiteLLM_TeamMemberTable, +) class NewOrganizationRequest(LiteLLM_BudgetTable): @@ -2637,66 +2340,12 @@ class ConfigYAML(LiteLLMPydanticObjectBase): model_config = ConfigDict(protected_namespaces=()) -class LiteLLM_VerificationToken(LiteLLMPydanticObjectBase): - token: Optional[str] = None - key_name: Optional[str] = None - key_alias: Optional[str] = None - spend: float = 0.0 - max_budget: Optional[float] = None - expires: Optional[Union[str, datetime]] = None - models: List = [] - aliases: Dict = {} - config: Dict = {} - user_id: Optional[str] = None - team_id: Optional[str] = None - agent_id: Optional[str] = None - project_id: Optional[str] = None - max_parallel_requests: Optional[int] = None - metadata: Dict = {} - tpm_limit: Optional[int] = None - rpm_limit: Optional[int] = None - budget_duration: Optional[str] = None - budget_reset_at: Optional[datetime] = None - allowed_cache_controls: Optional[list] = [] - allowed_routes: Optional[list] = [] - permissions: Dict = {} - model_spend: Dict = {} - model_max_budget: Dict = {} - soft_budget_cooldown: bool = False - blocked: Optional[bool] = None - litellm_budget_table: Optional[dict] = None - org_id: Optional[str] = None # org id for a given key - created_at: Optional[datetime] = None - created_by: Optional[str] = None - updated_at: Optional[datetime] = None - updated_by: Optional[str] = None - last_active: Optional[datetime] = None - object_permission_id: Optional[str] = None - object_permission: Optional[LiteLLM_ObjectPermissionTable] = None - access_group_ids: Optional[List[str]] = None - rotation_count: Optional[int] = 0 # Number of times key has been rotated - auto_rotate: Optional[bool] = False # Whether this key should be auto-rotated - rotation_interval: Optional[str] = None # How often to rotate (e.g., "30d", "90d") - last_rotation_at: Optional[datetime] = None # When this key was last rotated - key_rotation_at: Optional[datetime] = None # When this key should next be rotated - router_settings: Optional[dict] = None - budget_limits: Optional[List[dict]] = None # multiple concurrent budget windows - model_config = ConfigDict(protected_namespaces=()) - - -class LiteLLM_DeletedVerificationToken(LiteLLM_VerificationToken): - """ - Recording of deleted keys for audit purposes. Mirrors LiteLLM_VerificationToken - plus metadata captured at deletion time. - """ - - id: Optional[str] = None - deleted_at: Optional[datetime] = None - deleted_by: Optional[str] = None - deleted_by_api_key: Optional[str] = None - litellm_changed_by: Optional[str] = None - - model_config = ConfigDict(protected_namespaces=()) +from litellm.models.verification_token import ( # noqa: E402 + LiteLLM_DeletedVerificationToken as LiteLLM_DeletedVerificationToken, +) +from litellm.models.verification_token import ( # noqa: E402 + LiteLLM_VerificationToken as LiteLLM_VerificationToken, +) class LiteLLM_VerificationTokenView(LiteLLM_VerificationToken): @@ -2935,39 +2584,10 @@ class UserInfoV2Response(LiteLLMPydanticObjectBase): teams: List[str] = [] # Just team IDs, not full team objects -class LiteLLM_Config(LiteLLMPydanticObjectBase): - param_name: str - param_value: Dict - - -class LiteLLM_OrganizationMembershipTable(LiteLLMPydanticObjectBase): - """ - This is the table that track what organizations a user belongs to and users spend within the organization - """ - - user_id: str - organization_id: str - user_role: Optional[str] = None - spend: float = 0.0 - budget_id: Optional[str] = None - created_at: datetime - updated_at: datetime - user: Optional[Any] = ( - None # You might want to replace 'Any' with a more specific type if available - ) - litellm_budget_table: Optional[LiteLLM_BudgetTable] = None - user_email: Optional[str] = None - - model_config = ConfigDict(protected_namespaces=()) - - @model_validator(mode="after") - def populate_user_email(self) -> "LiteLLM_OrganizationMembershipTable": - if self.user_email is None and self.user is not None: - if isinstance(self.user, dict): - self.user_email = self.user.get("user_email") - else: - self.user_email = getattr(self.user, "user_email", None) - return self +from litellm.models.config import LiteLLM_Config as LiteLLM_Config # noqa: E402 +from litellm.models.organization_membership import ( # noqa: E402 + LiteLLM_OrganizationMembershipTable as LiteLLM_OrganizationMembershipTable, +) class LiteLLM_OrganizationTableUpdate(LiteLLM_BudgetTable): @@ -2997,61 +2617,10 @@ class LiteLLM_OrganizationTableUpdate(LiteLLM_BudgetTable): return values -class LiteLLM_UserTable(LiteLLMPydanticObjectBase): - user_id: str - max_budget: Optional[float] = None - spend: float = 0.0 - model_max_budget: Optional[Dict] = {} - model_spend: Optional[Dict] = {} - user_email: Optional[str] = None - user_alias: Optional[str] = None - models: list = [] - tpm_limit: Optional[int] = None - rpm_limit: Optional[int] = None - user_role: Optional[str] = None - organization_memberships: Optional[List[LiteLLM_OrganizationMembershipTable]] = None - teams: List[str] = [] - sso_user_id: Optional[str] = None - budget_duration: Optional[str] = None - budget_reset_at: Optional[datetime] = None - metadata: Optional[dict] = None - created_at: Optional[datetime] = None - updated_at: Optional[datetime] = None - object_permission: Optional[LiteLLM_ObjectPermissionTable] = None - - @model_validator(mode="before") - @classmethod - def set_model_info(cls, values): - if values.get("spend") is None: - values.update({"spend": 0.0}) - if values.get("models") is None: - values.update({"models": []}) - if values.get("teams") is None: - values.update({"teams": []}) - return values - - model_config = ConfigDict(protected_namespaces=()) - - -class LiteLLM_OrganizationTable(LiteLLMPydanticObjectBase): - """Represents user-controllable params for a LiteLLM_OrganizationTable record""" - - organization_id: Optional[str] = None - organization_alias: Optional[str] = None - budget_id: str - spend: float = 0.0 - metadata: Optional[dict] = None - models: List[str] - created_by: str - updated_by: str - users: Optional[List[LiteLLM_UserTable]] = None - litellm_budget_table: Optional[LiteLLM_BudgetTable] = None - - ######################################################### - # Object Permission - MCP, Vector Stores etc. - ######################################################### - object_permission: Optional[LiteLLM_ObjectPermissionTable] = None - object_permission_id: Optional[str] = None +from litellm.models.organization import ( # noqa: E402 + LiteLLM_OrganizationTable as LiteLLM_OrganizationTable, +) +from litellm.models.user import LiteLLM_UserTable as LiteLLM_UserTable # noqa: E402 class LiteLLM_OrganizationTableWithMembers(LiteLLM_OrganizationTable): @@ -3160,28 +2729,9 @@ class DeleteProjectRequest(LiteLLMPydanticObjectBase): project_ids: List[str] -class LiteLLM_ProjectTable(LiteLLMPydanticObjectBase): - """Database model representation for project""" - - project_id: str - project_alias: Optional[str] = None - description: Optional[str] = None - team_id: Optional[str] = None - budget_id: Optional[str] = None - metadata: Optional[dict] = None - models: List[str] = [] - spend: float = 0.0 - model_spend: Optional[dict] = None - model_rpm_limit: Optional[dict] = None - model_tpm_limit: Optional[dict] = None - blocked: bool = False - object_permission_id: Optional[str] = None - created_by: str - updated_by: str - created_at: Optional[datetime] = None - updated_at: Optional[datetime] = None - litellm_budget_table: Optional[LiteLLM_BudgetTable] = None - object_permission: Optional[LiteLLM_ObjectPermissionTable] = None +from litellm.models.project import ( # noqa: E402 + LiteLLM_ProjectTable as LiteLLM_ProjectTable, +) class NewProjectResponse(LiteLLM_ProjectTable): @@ -3207,101 +2757,19 @@ class LiteLLM_UserTableWithKeyCount(LiteLLM_UserTable): key_count: int = 0 -class LiteLLM_EndUserTable(LiteLLMPydanticObjectBase): - user_id: str - blocked: bool - alias: Optional[str] = None - spend: float = 0.0 - allowed_model_region: Optional[AllowedModelRegion] = None - default_model: Optional[str] = None - litellm_budget_table: Optional[LiteLLM_BudgetTable] = None - object_permission_id: Optional[str] = None - object_permission: Optional[LiteLLM_ObjectPermissionTable] = None - - @model_validator(mode="before") - @classmethod - def set_model_info(cls, values): - if values.get("spend") is None: - values.update({"spend": 0.0}) - return values - - model_config = ConfigDict(protected_namespaces=()) - - -class LiteLLM_TagTable(LiteLLMPydanticObjectBase): - tag_name: str - description: Optional[str] = None - models: List[str] = [] - model_info: Optional[dict] = None - spend: float = 0.0 - budget_id: Optional[str] = None - litellm_budget_table: Optional[LiteLLM_BudgetTable] = None - created_at: Optional[datetime] = None - created_by: Optional[str] = None - updated_at: Optional[datetime] = None - - @model_validator(mode="before") - @classmethod - def set_model_info(cls, values): - if values.get("spend") is None: - values.update({"spend": 0.0}) - if values.get("models") is None: - values.update({"models": []}) - return values - - model_config = ConfigDict(protected_namespaces=()) - - -class LiteLLM_AccessGroupTable(LiteLLMPydanticObjectBase): - access_group_id: str - access_group_name: str - description: Optional[str] = None - access_model_names: List[str] = [] - access_mcp_server_ids: List[str] = [] - access_agent_ids: List[str] = [] - assigned_team_ids: List[str] = [] - assigned_key_ids: List[str] = [] - created_at: Optional[datetime] = None - created_by: Optional[str] = None - updated_at: Optional[datetime] = None - updated_by: Optional[str] = None - - -class LiteLLM_SpendLogs(LiteLLMPydanticObjectBase): - request_id: str - api_key: str - model: Optional[str] = "" - api_base: Optional[str] = "" - call_type: str - spend: Optional[float] = 0.0 - total_tokens: Optional[int] = 0 - prompt_tokens: Optional[int] = 0 - completion_tokens: Optional[int] = 0 - startTime: Union[str, datetime, None] - endTime: Union[str, datetime, None] - user: Optional[str] = "" - metadata: Optional[Json] = {} - cache_hit: Optional[str] = "False" - cache_key: Optional[str] = None - request_tags: Optional[Json] = None - requester_ip_address: Optional[str] = None - messages: Optional[Union[str, list, dict]] - response: Optional[Union[str, list, dict]] - - -class LiteLLM_ErrorLogs(LiteLLMPydanticObjectBase): - request_id: Optional[str] = str(uuid.uuid4()) - api_base: Optional[str] = "" - model_group: Optional[str] = "" - litellm_model_name: Optional[str] = "" - model_id: Optional[str] = "" - request_kwargs: Optional[dict] = {} - exception_type: Optional[str] = "" - status_code: Optional[str] = "" - exception_string: Optional[str] = "" - startTime: Union[str, datetime, None] - endTime: Union[str, datetime, None] - +from litellm.models.access_group import ( # noqa: E402 + LiteLLM_AccessGroupTable as LiteLLM_AccessGroupTable, +) +from litellm.models.end_user import ( # noqa: E402 + LiteLLM_EndUserTable as LiteLLM_EndUserTable, +) +from litellm.models.spend_logs import ( # noqa: E402 + LiteLLM_ErrorLogs as LiteLLM_ErrorLogs, +) +from litellm.models.spend_logs import ( # noqa: E402 + LiteLLM_SpendLogs as LiteLLM_SpendLogs, +) +from litellm.models.tag import LiteLLM_TagTable as LiteLLM_TagTable # noqa: E402 AUDIT_ACTIONS = Literal[ "created", "updated", "deleted", "blocked", "unblocked", "rotated" @@ -3982,29 +3450,9 @@ class CreatePassThroughEndpoint(LiteLLMPydanticObjectBase): headers: dict -class LiteLLM_TeamMembership(LiteLLMPydanticObjectBase): - user_id: str - team_id: str - budget_id: Optional[str] = None - spend: Optional[float] = 0.0 - total_spend: Optional[float] = 0.0 - # Union so Pydantic picks Full when data has server-managed fields - # (/team/info) and Base when callers/tests construct with only - # user-settable fields. - litellm_budget_table: Optional[ - Union[LiteLLM_BudgetTableFull, LiteLLM_BudgetTable] - ] = None - - def safe_get_team_member_rpm_limit(self) -> Optional[int]: - if self.litellm_budget_table is not None: - return self.litellm_budget_table.rpm_limit - return None - - def safe_get_team_member_tpm_limit(self) -> Optional[int]: - if self.litellm_budget_table is not None: - return self.litellm_budget_table.tpm_limit - return None - +from litellm.models.team_membership import ( # noqa: E402 + LiteLLM_TeamMembership as LiteLLM_TeamMembership, +) #### Organization / Team Member Requests #### @@ -4922,39 +4370,18 @@ class ToolDiscoveryQueueItem(TypedDict, total=False): user_agent: Optional[str] # HTTP User-Agent of the caller -class LiteLLM_ManagedFileTable(LiteLLMPydanticObjectBase): - unified_file_id: str - file_object: Optional[OpenAIFileObject] = None - model_mappings: Dict[str, str] - flat_model_file_ids: List[str] - created_by: Optional[str] = None - team_id: Optional[str] = None - updated_by: Optional[str] = None - storage_backend: Optional[str] = None - storage_url: Optional[str] = None - - -class LiteLLM_ManagedObjectTable(LiteLLMPydanticObjectBase): - unified_object_id: str - model_object_id: str - file_purpose: Literal["batch", "fine-tune", "response", "container"] - file_object: Union[LiteLLMBatch, LiteLLMFineTuningJob, ResponsesAPIResponse] - created_by: Optional[str] = None - team_id: Optional[str] = None - - -class LiteLLM_ManagedVectorStoreTable(LiteLLMPydanticObjectBase): - """Table for managing vector stores with target_model_names support.""" - - unified_resource_id: str - resource_object: Optional[Any] = None # VectorStoreCreateResponse - model_mappings: Dict[str, str] - flat_model_resource_ids: List[str] - created_by: Optional[str] = None - team_id: Optional[str] = None - updated_by: Optional[str] = None - storage_backend: Optional[str] = None - storage_url: Optional[str] = None +from litellm.models.managed_files import ( # noqa: E402 + LiteLLM_ManagedFileTable as LiteLLM_ManagedFileTable, +) +from litellm.models.managed_files import ( # noqa: E402 + LiteLLM_ManagedObjectTable as LiteLLM_ManagedObjectTable, +) +from litellm.models.managed_files import ( # noqa: E402 + LiteLLM_ManagedVectorStoresTable as LiteLLM_ManagedVectorStoresTable, +) +from litellm.models.managed_files import ( # noqa: E402 + LiteLLM_ManagedVectorStoreTable as LiteLLM_ManagedVectorStoreTable, +) class EnterpriseLicenseData(TypedDict, total=False): @@ -4965,20 +4392,6 @@ class EnterpriseLicenseData(TypedDict, total=False): max_teams: int -class LiteLLM_ManagedVectorStoresTable(LiteLLMPydanticObjectBase): - vector_store_id: str - custom_llm_provider: str - vector_store_name: Optional[str] - vector_store_description: Optional[str] - vector_store_metadata: Optional[Dict[str, Any]] - created_at: Optional[datetime] - updated_at: Optional[datetime] - litellm_credential_name: Optional[str] - litellm_params: Optional[Dict[str, Any]] - team_id: Optional[str] - user_id: Optional[str] - - class ResponseLiteLLM_ManagedVectorStore(TypedDict, total=False): vector_store: LiteLLM_ManagedVectorStoresTable diff --git a/litellm/proxy/agent_endpoints/agent_registry.py b/litellm/proxy/agent_endpoints/agent_registry.py index 13a2dd9f040..11fd01e2369 100644 --- a/litellm/proxy/agent_endpoints/agent_registry.py +++ b/litellm/proxy/agent_endpoints/agent_registry.py @@ -9,6 +9,7 @@ from litellm.proxy.management_helpers.object_permission_utils import ( handle_update_object_permission_common, ) from litellm.proxy.utils import PrismaClient +from litellm.repositories.table_repositories import AgentsRepository from litellm.types.agents import AgentConfig, AgentResponse, PatchAgentRequest @@ -174,7 +175,7 @@ class AgentRegistry: create_data[rate_field] = _val # Create agent in DB - created_agent = await prisma_client.db.litellm_agentstable.create( + created_agent = await AgentsRepository(prisma_client).table.create( data=create_data, include={"object_permission": True}, ) @@ -200,7 +201,7 @@ class AgentRegistry: Delete an agent from the database """ try: - deleted_agent = await prisma_client.db.litellm_agentstable.delete( + deleted_agent = await AgentsRepository(prisma_client).table.delete( where={"agent_id": agent_id} ) return dict(deleted_agent) @@ -229,7 +230,7 @@ class AgentRegistry: The patched agent """ try: - existing_agent = await prisma_client.db.litellm_agentstable.find_unique( + existing_agent = await AgentsRepository(prisma_client).table.find_unique( where={"agent_id": agent_id} ) if existing_agent is not None: @@ -282,7 +283,7 @@ class AgentRegistry: if object_permission_id is not None: update_data["object_permission_id"] = object_permission_id # Patch agent in DB - patched_agent = await prisma_client.db.litellm_agentstable.update( + patched_agent = await AgentsRepository(prisma_client).table.update( where={"agent_id": agent_id}, data={ **update_data, @@ -368,9 +369,9 @@ class AgentRegistry: update_data[rate_field] = _val if agent.get("object_permission") is not None: - existing_agent = await prisma_client.db.litellm_agentstable.find_unique( - where={"agent_id": agent_id} - ) + existing_agent = await AgentsRepository( + prisma_client + ).table.find_unique(where={"agent_id": agent_id}) existing_object_permission_id = ( existing_agent.object_permission_id if existing_agent is not None @@ -386,7 +387,7 @@ class AgentRegistry: update_data["object_permission_id"] = object_permission_id # Update agent in DB - updated_agent = await prisma_client.db.litellm_agentstable.update( + updated_agent = await AgentsRepository(prisma_client).table.update( where={"agent_id": agent_id}, data=update_data, include={"object_permission": True}, @@ -414,7 +415,7 @@ class AgentRegistry: Get all agents from the database """ try: - agents_from_db = await prisma_client.db.litellm_agentstable.find_many( + agents_from_db = await AgentsRepository(prisma_client).table.find_many( order={"created_at": "desc"}, include={"object_permission": True}, ) diff --git a/litellm/proxy/agent_endpoints/auth/agent_permission_handler.py b/litellm/proxy/agent_endpoints/auth/agent_permission_handler.py index 42cf31e1e2b..2577615fc8e 100644 --- a/litellm/proxy/agent_endpoints/auth/agent_permission_handler.py +++ b/litellm/proxy/agent_endpoints/auth/agent_permission_handler.py @@ -9,11 +9,12 @@ from typing import List, Optional, Set from litellm._logging import verbose_logger from litellm.proxy._types import ( + UI_TEAM_ID, LiteLLM_ObjectPermissionTable, LiteLLM_TeamTable, - UI_TEAM_ID, UserAPIKeyAuth, ) +from litellm.repositories.table_repositories import AgentsRepository class AgentRequestHandler: @@ -298,7 +299,7 @@ class AgentRequestHandler: agent_ids: Set[str] = set() if access_groups and prisma_client is not None: try: - agents = await prisma_client.db.litellm_agentstable.find_many( + agents = await AgentsRepository(prisma_client).table.find_many( where={"agent_access_groups": {"hasSome": access_groups}} ) for agent in agents: diff --git a/litellm/proxy/agent_endpoints/endpoints.py b/litellm/proxy/agent_endpoints/endpoints.py index 19dbfe33d32..d19008856bd 100644 --- a/litellm/proxy/agent_endpoints/endpoints.py +++ b/litellm/proxy/agent_endpoints/endpoints.py @@ -17,6 +17,7 @@ from fastapi import APIRouter, Depends, HTTPException, Query, Request import litellm from litellm._logging import verbose_proxy_logger +from litellm.litellm_core_utils.litellm_logging import _get_masked_values from litellm.llms.custom_httpx.http_handler import get_async_httpx_client from litellm.proxy._types import CommonProxyErrors, LitellmUserRoles, UserAPIKeyAuth from litellm.proxy.a2a.agent_card import merge_agent_card @@ -30,7 +31,6 @@ from litellm.types.agents import ( MakeAgentsPublicRequest, PatchAgentRequest, ) -from litellm.litellm_core_utils.litellm_logging import _get_masked_values from litellm.types.llms.custom_http import httpxSpecialProvider from litellm.types.proxy.management_endpoints.common_daily_activity import ( DailySpendMetadata, @@ -219,7 +219,7 @@ async def get_agents( if prisma_client is not None: agent_ids = [agent.agent_id for agent in returned_agents] if agent_ids: - db_agents = await prisma_client.db.litellm_agentstable.find_many( + db_agents = await AgentsRepository(prisma_client).table.find_many( where={"agent_id": {"in": agent_ids}}, ) spend_map = {a.agent_id: a.spend for a in db_agents} @@ -301,6 +301,7 @@ async def get_agents( from litellm.proxy.agent_endpoints.agent_registry import ( global_agent_registry as AGENT_REGISTRY, ) +from litellm.repositories.table_repositories import AgentsRepository @router.post( @@ -471,7 +472,7 @@ async def get_agent_by_id( try: agent = AGENT_REGISTRY.get_agent_by_id(agent_id=agent_id) if agent is None: - agent_row = await prisma_client.db.litellm_agentstable.find_unique( + agent_row = await AgentsRepository(prisma_client).table.find_unique( where={"agent_id": agent_id}, include={"object_permission": True}, ) @@ -489,7 +490,7 @@ async def get_agent_by_id( agent = AgentResponse(**agent_dict) # type: ignore else: # Agent found in memory — refresh spend from DB - db_row = await prisma_client.db.litellm_agentstable.find_unique( + db_row = await AgentsRepository(prisma_client).table.find_unique( where={"agent_id": agent_id} ) if db_row is not None: @@ -570,7 +571,7 @@ async def update_agent( try: # Check if agent exists - existing_agent = await prisma_client.db.litellm_agentstable.find_unique( + existing_agent = await AgentsRepository(prisma_client).table.find_unique( where={"agent_id": agent_id} ) if existing_agent is not None: @@ -678,7 +679,7 @@ async def patch_agent( try: # Check if agent exists - existing_agent = await prisma_client.db.litellm_agentstable.find_unique( + existing_agent = await AgentsRepository(prisma_client).table.find_unique( where={"agent_id": agent_id} ) if existing_agent is not None: @@ -769,7 +770,7 @@ async def delete_agent( try: # Check if agent exists - existing_agent = await prisma_client.db.litellm_agentstable.find_unique( + existing_agent = await AgentsRepository(prisma_client).table.find_unique( where={"agent_id": agent_id} ) if existing_agent is not None: @@ -859,7 +860,7 @@ async def make_agent_public( agent = AGENT_REGISTRY.get_agent_by_id(agent_id=agent_id) if agent is None: # check if agent exists in DB - agent = await prisma_client.db.litellm_agentstable.find_unique( + agent = await AgentsRepository(prisma_client).table.find_unique( where={"agent_id": agent_id} ) if agent is not None: @@ -982,7 +983,7 @@ async def make_agents_public( agent = AGENT_REGISTRY.get_agent_by_id(agent_id=agent_id) if agent is None: # check if agent exists in DB - agent = await prisma_client.db.litellm_agentstable.find_unique( + agent = await AgentsRepository(prisma_client).table.find_unique( where={"agent_id": agent_id} ) if agent is not None: @@ -1082,7 +1083,7 @@ async def get_agent_daily_activity( if user_api_key_dict.user_id is None: permitted_agent_ids = [] else: - owned_records = await prisma_client.db.litellm_agentstable.find_many( + owned_records = await AgentsRepository(prisma_client).table.find_many( where={"created_by": user_api_key_dict.user_id} ) permitted_agent_ids = [a.agent_id for a in owned_records] @@ -1118,7 +1119,7 @@ async def get_agent_daily_activity( if agent_ids_list: where_condition["agent_id"] = {"in": list(agent_ids_list)} - agent_records = await prisma_client.db.litellm_agentstable.find_many( + agent_records = await AgentsRepository(prisma_client).table.find_many( where=where_condition ) agent_metadata = { diff --git a/litellm/proxy/anthropic_endpoints/claude_code_endpoints/claude_code_marketplace.py b/litellm/proxy/anthropic_endpoints/claude_code_endpoints/claude_code_marketplace.py index 20b1659fa1a..dd7350e13ce 100644 --- a/litellm/proxy/anthropic_endpoints/claude_code_endpoints/claude_code_marketplace.py +++ b/litellm/proxy/anthropic_endpoints/claude_code_endpoints/claude_code_marketplace.py @@ -26,6 +26,7 @@ from fastapi.responses import JSONResponse from litellm._logging import verbose_proxy_logger from litellm.proxy._types import CommonProxyErrors, UserAPIKeyAuth from litellm.proxy.auth.user_api_key_auth import user_api_key_auth +from litellm.repositories.table_repositories import ClaudeCodePluginRepository from litellm.types.proxy.claude_code_endpoints import ( ListPluginsResponse, PluginListItem, @@ -71,7 +72,7 @@ async def get_marketplace(): try: prisma_client = await _get_prisma_client() - plugins = await prisma_client.db.litellm_claudecodeplugintable.find_many( + plugins = await ClaudeCodePluginRepository(prisma_client).table.find_many( where={"enabled": True} ) @@ -268,12 +269,12 @@ async def register_plugin( manifest["namespace"] = request.namespace # Check if plugin exists - existing = await prisma_client.db.litellm_claudecodeplugintable.find_unique( + existing = await ClaudeCodePluginRepository(prisma_client).table.find_unique( where={"name": request.name} ) if existing: - plugin = await prisma_client.db.litellm_claudecodeplugintable.update( + plugin = await ClaudeCodePluginRepository(prisma_client).table.update( where={"name": request.name}, data={ "version": request.version, @@ -285,7 +286,7 @@ async def register_plugin( ) action = "updated" else: - plugin = await prisma_client.db.litellm_claudecodeplugintable.create( + plugin = await ClaudeCodePluginRepository(prisma_client).table.create( data={ "name": request.name, "version": request.version, @@ -348,7 +349,7 @@ async def list_plugins( prisma_client = await _get_prisma_client() where = {"enabled": True} if enabled_only else {} - plugins = await prisma_client.db.litellm_claudecodeplugintable.find_many( + plugins = await ClaudeCodePluginRepository(prisma_client).table.find_many( where=where ) @@ -415,7 +416,7 @@ async def get_plugin( try: prisma_client = await _get_prisma_client() - plugin = await prisma_client.db.litellm_claudecodeplugintable.find_unique( + plugin = await ClaudeCodePluginRepository(prisma_client).table.find_unique( where={"name": plugin_name} ) @@ -471,7 +472,7 @@ async def enable_plugin( try: prisma_client = await _get_prisma_client() - plugin = await prisma_client.db.litellm_claudecodeplugintable.find_unique( + plugin = await ClaudeCodePluginRepository(prisma_client).table.find_unique( where={"name": plugin_name} ) if not plugin: @@ -480,7 +481,7 @@ async def enable_plugin( detail={"error": f"Plugin '{plugin_name}' not found"}, ) - await prisma_client.db.litellm_claudecodeplugintable.update( + await ClaudeCodePluginRepository(prisma_client).table.update( where={"name": plugin_name}, data={"enabled": True, "updated_at": datetime.now(timezone.utc)}, ) @@ -516,7 +517,7 @@ async def disable_plugin( try: prisma_client = await _get_prisma_client() - plugin = await prisma_client.db.litellm_claudecodeplugintable.find_unique( + plugin = await ClaudeCodePluginRepository(prisma_client).table.find_unique( where={"name": plugin_name} ) if not plugin: @@ -525,7 +526,7 @@ async def disable_plugin( detail={"error": f"Plugin '{plugin_name}' not found"}, ) - await prisma_client.db.litellm_claudecodeplugintable.update( + await ClaudeCodePluginRepository(prisma_client).table.update( where={"name": plugin_name}, data={"enabled": False, "updated_at": datetime.now(timezone.utc)}, ) @@ -561,7 +562,7 @@ async def delete_plugin( try: prisma_client = await _get_prisma_client() - plugin = await prisma_client.db.litellm_claudecodeplugintable.find_unique( + plugin = await ClaudeCodePluginRepository(prisma_client).table.find_unique( where={"name": plugin_name} ) if not plugin: @@ -570,7 +571,7 @@ async def delete_plugin( detail={"error": f"Plugin '{plugin_name}' not found"}, ) - await prisma_client.db.litellm_claudecodeplugintable.delete( + await ClaudeCodePluginRepository(prisma_client).table.delete( where={"name": plugin_name} ) diff --git a/litellm/proxy/auth/auth_checks.py b/litellm/proxy/auth/auth_checks.py index 94ae3f5eacc..45007861d55 100644 --- a/litellm/proxy/auth/auth_checks.py +++ b/litellm/proxy/auth/auth_checks.py @@ -61,19 +61,33 @@ from litellm.proxy._types import ( UserAPIKeyAuth, ) from litellm.proxy.auth.route_checks import RouteChecks +from litellm.proxy.common_utils.cache_pydantic_utils import CacheCodec from litellm.proxy.common_utils.http_parsing_utils import ( _safe_get_request_headers, _safe_get_request_query_params, ) +from litellm.proxy.common_utils.user_api_key_cache import UserApiKeyCache from litellm.proxy.db.exception_handler import PrismaDBExceptionHandler from litellm.proxy.guardrails.tool_name_extraction import ( TOOL_CAPABLE_CALL_TYPES, extract_request_tool_names, ) -from litellm.proxy.common_utils.cache_pydantic_utils import CacheCodec -from litellm.proxy.common_utils.user_api_key_cache import UserApiKeyCache from litellm.proxy.route_llm_request import route_request from litellm.proxy.utils import PrismaClient, ProxyLogging, log_db_metrics +from litellm.repositories.budget_repository import BudgetRepository +from litellm.repositories.object_permission_repository import ObjectPermissionRepository +from litellm.repositories.organization_repository import OrganizationRepository +from litellm.repositories.project_repository import ProjectRepository +from litellm.repositories.table_repositories import ( + AccessGroupRepository, + EndUserRepository, + JWTKeyMappingRepository, + ManagedVectorStoresRepository, + TagRepository, + TeamMembershipRepository, +) +from litellm.repositories.team_repository import TeamRepository +from litellm.repositories.user_repository import UserRepository from litellm.router import Router from litellm.utils import get_utc_datetime @@ -957,7 +971,7 @@ async def get_default_end_user_budget( # Fetch from database try: - budget_record = await prisma_client.db.litellm_budgettable.find_unique( + budget_record = await BudgetRepository(prisma_client).table.find_unique( where={"budget_id": litellm.max_end_user_budget_id} ) @@ -1016,7 +1030,7 @@ async def get_team_member_default_budget( return LiteLLM_BudgetTable(**cached_budget) try: - budget_record = await prisma_client.db.litellm_budgettable.find_unique( + budget_record = await BudgetRepository(prisma_client).table.find_unique( where={"budget_id": budget_id} ) @@ -1175,7 +1189,7 @@ async def get_end_user_object( # Fetch from database try: - response = await prisma_client.db.litellm_endusertable.find_unique( + response = await EndUserRepository(prisma_client).table.find_unique( where={"user_id": end_user_id}, include={"litellm_budget_table": True, "object_permission": True}, ) @@ -1375,7 +1389,7 @@ async def get_tag_objects_batch( # Batch fetch uncached tags from DB in one query if uncached_tags: try: - db_tags = await prisma_client.db.litellm_tagtable.find_many( + db_tags = await TagRepository(prisma_client).table.find_many( where={"tag_name": {"in": uncached_tags}}, include={"litellm_budget_table": True}, ) @@ -1469,7 +1483,7 @@ async def get_team_membership( # else, check db try: - response = await prisma_client.db.litellm_teammembership.find_unique( + response = await TeamMembershipRepository(prisma_client).table.find_unique( where={"user_id_team_id": {"user_id": user_id, "team_id": team_id}}, include={"litellm_budget_table": True}, ) @@ -1622,7 +1636,7 @@ async def _get_fuzzy_user_object( response = None if sso_user_id is not None: - response = await prisma_client.db.litellm_usertable.find_unique( + response = await UserRepository(prisma_client).table.find_unique( where={"sso_user_id": sso_user_id}, include={"organization_memberships": True}, ) @@ -1630,14 +1644,14 @@ async def _get_fuzzy_user_object( if response is None and user_email is not None: # Use case-insensitive query to handle emails with different casing # This matches the pattern used in _check_duplicate_user_email - response = await prisma_client.db.litellm_usertable.find_first( + response = await UserRepository(prisma_client).table.find_first( where={"user_email": {"equals": user_email, "mode": "insensitive"}}, include={"organization_memberships": True}, ) if response is not None and sso_user_id is not None: # update sso_user_id asyncio.create_task( # background task to update user with sso id - prisma_client.db.litellm_usertable.update( + UserRepository(prisma_client).table.update( where={"user_id": response.user_id}, data={"sso_user_id": sso_user_id}, ) @@ -1687,7 +1701,7 @@ async def get_user_object( ) if should_check_db: - response = await prisma_client.db.litellm_usertable.find_unique( + response = await UserRepository(prisma_client).table.find_unique( where={"user_id": user_id}, include={"organization_memberships": True} ) @@ -1711,7 +1725,7 @@ async def get_user_object( if litellm.default_internal_user_params is not None: new_user_params.update(litellm.default_internal_user_params) - response = await prisma_client.db.litellm_usertable.create( + response = await UserRepository(prisma_client).table.create( data=new_user_params, include={"organization_memberships": True}, ) @@ -1860,7 +1874,7 @@ async def _delete_cache_key_object( async def _get_team_db_check( team_id: str, prisma_client: PrismaClient, team_id_upsert: Optional[bool] = None ): - response = await prisma_client.db.litellm_teamtable.find_unique( + response = await TeamRepository(prisma_client).table.find_unique( where={"team_id": team_id} ) @@ -1882,7 +1896,7 @@ async def _get_team_db_check( async def _get_team_object_from_db(team_id: str, prisma_client: PrismaClient): - return await prisma_client.db.litellm_teamtable.find_unique( + return await TeamRepository(prisma_client).table.find_unique( where={"team_id": team_id} ) @@ -2111,7 +2125,7 @@ async def get_access_object( # Not in cache - fetch from DB try: - response = await prisma_client.db.litellm_accessgrouptable.find_unique( + response = await AccessGroupRepository(prisma_client).table.find_unique( where={"access_group_id": access_group_id} ) @@ -2193,7 +2207,7 @@ async def get_team_object_by_alias( # Query database by team_alias try: - teams = await prisma_client.db.litellm_teamtable.find_many( + teams = await TeamRepository(prisma_client).table.find_many( where={"team_alias": team_alias} ) @@ -2301,7 +2315,7 @@ async def get_org_object_by_alias( # Query database by organization_alias try: - orgs = await prisma_client.db.litellm_organizationtable.find_many( + orgs = await OrganizationRepository(prisma_client).table.find_many( where={"organization_alias": org_alias} ) @@ -2526,7 +2540,7 @@ async def get_jwt_key_mapping_object( Returns the hashed token (str) if a matching active mapping is found, else None. """ - mapping = await prisma_client.db.litellm_jwtkeymapping.find_first( + mapping = await JWTKeyMappingRepository(prisma_client).table.find_first( where={ "jwt_claim_name": jwt_claim_name, "jwt_claim_value": jwt_claim_value, @@ -2659,7 +2673,7 @@ async def get_object_permission( # else, check db try: - response = await prisma_client.db.litellm_objectpermissiontable.find_unique( + response = await ObjectPermissionRepository(prisma_client).table.find_unique( where={"object_permission_id": object_permission_id} ) @@ -2715,7 +2729,7 @@ async def get_managed_vector_store_rows_by_uuids( if not cache_misses: return result - rows = await prisma_client.db.litellm_managedvectorstorestable.find_many( + rows = await ManagedVectorStoresRepository(prisma_client).table.find_many( where={"vector_store_id": {"in": cache_misses}}, take=len(cache_misses), ) @@ -2790,7 +2804,7 @@ async def get_org_object( if include_budget_table: query_kwargs["include"] = {"litellm_budget_table": True} - response = await prisma_client.db.litellm_organizationtable.find_unique( + response = await OrganizationRepository(prisma_client).table.find_unique( **query_kwargs ) @@ -4180,7 +4194,7 @@ async def get_project_object( return deserialized_project # Fetch from DB - project_row = await prisma_client.db.litellm_projecttable.find_unique( + project_row = await ProjectRepository(prisma_client).table.find_unique( where={"project_id": project_id}, include={"litellm_budget_table": True}, ) @@ -4480,10 +4494,10 @@ async def vector_store_access_check( ######################################################### # Check if the key can access the vector store if valid_token is not None and valid_token.object_permission_id is not None: - key_object_permission = ( - await prisma_client.db.litellm_objectpermissiontable.find_unique( - where={"object_permission_id": valid_token.object_permission_id}, - ) + key_object_permission = await ObjectPermissionRepository( + prisma_client + ).table.find_unique( + where={"object_permission_id": valid_token.object_permission_id}, ) if key_object_permission is not None: _can_object_call_vector_stores( @@ -4494,10 +4508,10 @@ async def vector_store_access_check( # Check if the team can access the vector store if team_object is not None and team_object.object_permission_id is not None: - team_object_permission = ( - await prisma_client.db.litellm_objectpermissiontable.find_unique( - where={"object_permission_id": team_object.object_permission_id}, - ) + team_object_permission = await ObjectPermissionRepository( + prisma_client + ).table.find_unique( + where={"object_permission_id": team_object.object_permission_id}, ) if team_object_permission is not None: _can_object_call_vector_stores( diff --git a/litellm/proxy/auth/handle_jwt.py b/litellm/proxy/auth/handle_jwt.py index 6d3d49b71ec..536d2867855 100644 --- a/litellm/proxy/auth/handle_jwt.py +++ b/litellm/proxy/auth/handle_jwt.py @@ -14,11 +14,11 @@ import os import re from typing import Any, List, Literal, Optional, Set, Tuple, Union, cast +import jwt from cryptography import x509 from cryptography.hazmat.backends import default_backend from cryptography.hazmat.primitives import serialization from fastapi import HTTPException, status -import jwt from jwt.api_jwk import PyJWK from litellm._logging import verbose_proxy_logger @@ -50,6 +50,7 @@ from litellm.proxy.auth.auth_checks import can_team_access_model from litellm.proxy.auth.route_checks import RouteChecks from litellm.proxy.common_utils.user_api_key_cache import UserApiKeyCache from litellm.proxy.utils import PrismaClient, ProxyLogging +from litellm.repositories.user_repository import UserRepository from .auth_checks import ( _allowed_routes_check, @@ -1790,7 +1791,7 @@ class JWTAuthManager: # Update user role new_role = jwt_handler.map_jwt_role_to_litellm_role(jwt_valid_token) if new_role and user_object.user_role != new_role.value: - await prisma_client.db.litellm_usertable.update( + await UserRepository(prisma_client).table.update( where={"user_id": user_object.user_id}, data={"user_role": new_role.value}, ) diff --git a/litellm/proxy/auth/login_utils.py b/litellm/proxy/auth/login_utils.py index 34085d5685a..d0818b95363 100644 --- a/litellm/proxy/auth/login_utils.py +++ b/litellm/proxy/auth/login_utils.py @@ -34,6 +34,7 @@ from litellm.proxy.utils import ( hash_password, verify_password, ) +from litellm.repositories.user_repository import UserRepository from litellm.secret_managers.main import get_secret_bool from litellm.types.proxy.ui_sso import ReturnedUITokenObject @@ -45,7 +46,7 @@ async def _rehash_password_if_needed(user_id: str, password: str, stored: str) - from litellm.proxy.proxy_server import prisma_client if prisma_client is not None: - await prisma_client.db.litellm_usertable.update( + await UserRepository(prisma_client).table.update( where={"user_id": user_id}, data={"password": hash_password(password)}, ) @@ -151,7 +152,7 @@ async def authenticate_user( # noqa: PLR0915 if prisma_client is not None: _user_row = cast( Optional[LiteLLM_UserTable], - await prisma_client.db.litellm_usertable.find_first( + await UserRepository(prisma_client).table.find_first( where={"user_email": {"equals": username, "mode": "insensitive"}} ), ) diff --git a/litellm/proxy/auth/model_checks.py b/litellm/proxy/auth/model_checks.py index d9600e1a4b4..00f276dc970 100644 --- a/litellm/proxy/auth/model_checks.py +++ b/litellm/proxy/auth/model_checks.py @@ -6,6 +6,7 @@ import litellm from litellm._logging import verbose_proxy_logger from litellm.litellm_core_utils.credential_accessor import CredentialAccessor from litellm.proxy._types import SpecialModelNames, UserAPIKeyAuth +from litellm.repositories.object_permission_repository import ObjectPermissionRepository from litellm.router import Router from litellm.router_utils.fallback_event_handlers import get_fallback_model_group from litellm.types.router import CredentialLiteLLMParams, LiteLLM_Params @@ -86,7 +87,7 @@ async def get_mcp_server_ids( # Make a direct SQL query to get just the mcp_servers try: - result = await prisma_client.db.litellm_objectpermissiontable.find_unique( + result = await ObjectPermissionRepository(prisma_client).table.find_unique( where={"object_permission_id": user_api_key_dict.object_permission_id}, ) if result and result.mcp_servers: diff --git a/litellm/proxy/auth/user_api_key_auth.py b/litellm/proxy/auth/user_api_key_auth.py index a5501fefa4e..a970e0ddee8 100644 --- a/litellm/proxy/auth/user_api_key_auth.py +++ b/litellm/proxy/auth/user_api_key_auth.py @@ -21,9 +21,9 @@ from fastapi.security.api_key import APIKeyHeader import litellm from litellm._logging import verbose_logger, verbose_proxy_logger from litellm._service_logger import ServiceLogging +from litellm.constants import LITELLM_PROXY_MASTER_KEY_ALIAS from litellm.integrations.otel.model.config import is_otel_v2_enabled from litellm.integrations.otel.runtime import phase_span, seed_request_identity -from litellm.constants import LITELLM_PROXY_MASTER_KEY_ALIAS from litellm.litellm_core_utils.dd_tracing import tracer from litellm.litellm_core_utils.dot_notation_indexing import get_nested_value from litellm.proxy._types import * @@ -65,7 +65,6 @@ from litellm.proxy.auth.oauth2_check import Oauth2Handler from litellm.proxy.auth.oauth2_proxy_hook import handle_oauth2_proxy_request from litellm.proxy.auth.route_checks import RouteChecks from litellm.proxy.common_utils.cache_coordinator import EventDrivenCacheCoordinator -from litellm.proxy.common_utils.user_api_key_cache import UserApiKeyCache from litellm.proxy.common_utils.http_parsing_utils import ( _read_request_body, _safe_get_request_headers, @@ -73,12 +72,14 @@ from litellm.proxy.common_utils.http_parsing_utils import ( populate_request_with_path_params, ) from litellm.proxy.common_utils.realtime_utils import _realtime_request_body +from litellm.proxy.common_utils.user_api_key_cache import UserApiKeyCache from litellm.proxy.litellm_pre_call_utils import LiteLLMProxyRequestSetup from litellm.proxy.utils import ( PrismaClient, ProxyLogging, normalize_route_for_root_path, ) +from litellm.repositories.table_repositories import TeamMembershipRepository from litellm.secret_managers.main import get_secret_bool from litellm.types.services import ServiceTypes @@ -1797,7 +1798,9 @@ async def _user_api_key_auth_builder( # noqa: PLR0915 _team_id = valid_token.team_id if _user_id is not None and _team_id is not None: - _db_member = await prisma_client.db.litellm_teammembership.find_first( + _db_member = await TeamMembershipRepository( + prisma_client + ).table.find_first( where={ "user_id": _user_id, "team_id": _team_id, diff --git a/litellm/proxy/common_utils/expired_ui_session_key_cleanup_manager.py b/litellm/proxy/common_utils/expired_ui_session_key_cleanup_manager.py index 67a24567461..4f3e26ab5fb 100644 --- a/litellm/proxy/common_utils/expired_ui_session_key_cleanup_manager.py +++ b/litellm/proxy/common_utils/expired_ui_session_key_cleanup_manager.py @@ -8,7 +8,6 @@ from datetime import datetime, timezone from typing import Any, Dict, List, Optional from litellm._logging import verbose_proxy_logger -from litellm.proxy.common_utils.user_api_key_cache import UserApiKeyCache from litellm.constants import ( EXPIRED_UI_SESSION_KEY_CLEANUP_JOB_NAME, LITELLM_EXPIRED_UI_SESSION_KEY_CLEANUP_BATCH_SIZE, @@ -16,11 +15,15 @@ from litellm.constants import ( UI_SESSION_TOKEN_TEAM_ID, ) from litellm.proxy._types import KeyRequest, LiteLLM_VerificationToken, UserAPIKeyAuth +from litellm.proxy.common_utils.user_api_key_cache import UserApiKeyCache from litellm.proxy.hooks.key_management_event_hooks import KeyManagementEventHooks from litellm.proxy.management_endpoints.key_management_endpoints import ( delete_verification_tokens, ) from litellm.proxy.utils import PrismaClient +from litellm.repositories.verification_token_repository import ( + VerificationTokenRepository, +) class ExpiredUISessionKeyCleanupManager: @@ -147,7 +150,7 @@ class ExpiredUISessionKeyCleanupManager: Find expired LiteLLM dashboard session keys. """ now = datetime.now(timezone.utc) - return await self.prisma_client.db.litellm_verificationtoken.find_many( + return await VerificationTokenRepository(self.prisma_client).table.find_many( where={ "team_id": UI_SESSION_TOKEN_TEAM_ID, "expires": {"lt": now}, diff --git a/litellm/proxy/common_utils/key_rotation_manager.py b/litellm/proxy/common_utils/key_rotation_manager.py index aaf39a7a19d..d622f612494 100644 --- a/litellm/proxy/common_utils/key_rotation_manager.py +++ b/litellm/proxy/common_utils/key_rotation_manager.py @@ -24,6 +24,12 @@ from litellm.proxy.management_endpoints.key_management_endpoints import ( regenerate_key_fn, ) from litellm.proxy.utils import PrismaClient +from litellm.repositories.table_repositories import ( + DeprecatedVerificationTokenRepository, +) +from litellm.repositories.verification_token_repository import ( + VerificationTokenRepository, +) class KeyRotationManager: @@ -124,20 +130,20 @@ class KeyRotationManager: """ now = datetime.now(timezone.utc) - keys_with_rotation = ( - await self.prisma_client.db.litellm_verificationtoken.find_many( - where={ - "auto_rotate": True, # Only keys marked for auto rotation - "OR": [ - { - "key_rotation_at": None - }, # Keys that need initial rotation time setup - { - "key_rotation_at": {"lte": now} - }, # Keys where rotation time has passed - ], - } - ) + keys_with_rotation = await VerificationTokenRepository( + self.prisma_client + ).table.find_many( + where={ + "auto_rotate": True, # Only keys marked for auto rotation + "OR": [ + { + "key_rotation_at": None + }, # Keys that need initial rotation time setup + { + "key_rotation_at": {"lte": now} + }, # Keys where rotation time has passed + ], + } ) return keys_with_rotation @@ -148,9 +154,9 @@ class KeyRotationManager: """ try: now = datetime.now(timezone.utc) - result = await self.prisma_client.db.litellm_deprecatedverificationtoken.delete_many( - where={"revoke_at": {"lt": now}} - ) + result = await DeprecatedVerificationTokenRepository( + self.prisma_client + ).table.delete_many(where={"revoke_at": {"lt": now}}) if result > 0: verbose_proxy_logger.debug( "Cleaned up %s expired deprecated key(s)", result @@ -206,7 +212,7 @@ class KeyRotationManager: # Calculate next rotation time using helper function now = datetime.now(timezone.utc) next_rotation_time = _calculate_key_rotation_time(key.rotation_interval) - await self.prisma_client.db.litellm_verificationtoken.update( + await VerificationTokenRepository(self.prisma_client).table.update( where={"token": response.token_id}, data={ "rotation_count": (key.rotation_count or 0) + 1, diff --git a/litellm/proxy/common_utils/reset_budget_job.py b/litellm/proxy/common_utils/reset_budget_job.py index 40c8caa49e5..7c1dfe8dc90 100644 --- a/litellm/proxy/common_utils/reset_budget_job.py +++ b/litellm/proxy/common_utils/reset_budget_job.py @@ -14,6 +14,16 @@ from litellm.proxy._types import ( LiteLLM_VerificationToken, ) from litellm.proxy.utils import PrismaClient, ProxyLogging +from litellm.repositories.organization_repository import OrganizationRepository +from litellm.repositories.table_repositories import ( + EndUserRepository, + TagRepository, + TeamMembershipRepository, +) +from litellm.repositories.team_repository import TeamRepository +from litellm.repositories.verification_token_repository import ( + VerificationTokenRepository, +) from litellm.types.services import ServiceTypes @@ -159,7 +169,7 @@ class ResetBudgetJob: """ return await self._cascade_reset_spend_for_budget_link( budgets_to_reset=budgets_to_reset, - table=self.prisma_client.db.litellm_teammembership, + table=TeamMembershipRepository(self.prisma_client).table, counter_key_fn=lambda m: f"spend:team_member:{m.user_id}:{m.team_id}", log_subject="team memberships", cache_key_fn=lambda m: f"{m.team_id}_{m.user_id}", @@ -176,7 +186,7 @@ class ResetBudgetJob: """ return await self._cascade_reset_spend_for_budget_link( budgets_to_reset=budgets_to_reset, - table=self.prisma_client.db.litellm_verificationtoken, + table=VerificationTokenRepository(self.prisma_client).table, counter_key_fn=lambda k: f"spend:key:{k.token}", log_subject="keys", extra_where={"budget_duration": None, "spend": {"gt": 0}}, @@ -191,7 +201,7 @@ class ResetBudgetJob: """ return await self._cascade_reset_spend_for_budget_link( budgets_to_reset=budgets_to_reset, - table=self.prisma_client.db.litellm_organizationtable, + table=OrganizationRepository(self.prisma_client).table, counter_key_fn=lambda o: f"spend:org:{o.organization_id}", log_subject="orgs", extra_where={"spend": {"gt": 0}}, @@ -217,7 +227,7 @@ class ResetBudgetJob: """ return await self._cascade_reset_spend_for_budget_link( budgets_to_reset=budgets_to_reset, - table=self.prisma_client.db.litellm_tagtable, + table=TagRepository(self.prisma_client).table, counter_key_fn=lambda t: f"spend:tag:{t.tag_name}", log_subject="tags", extra_where={"spend": {"gt": 0}}, @@ -406,7 +416,7 @@ class ResetBudgetJob: rely on the default budget (litellm.max_end_user_budget_id) applied in-memory during auth checks. """ - rows = await self.prisma_client.db.litellm_endusertable.find_many( + rows = await EndUserRepository(self.prisma_client).table.find_many( where={ "budget_id": None, "spend": {"gt": 0}, @@ -824,7 +834,7 @@ class ResetBudgetJob: ): changed = True if changed: - await self.prisma_client.db.litellm_verificationtoken.update( + await VerificationTokenRepository(self.prisma_client).table.update( where={"token": row["token"]}, data={"budget_limits": json.dumps(windows)}, # type: ignore[arg-type] ) @@ -852,7 +862,7 @@ class ResetBudgetJob: ): changed = True if changed: - await self.prisma_client.db.litellm_teamtable.update( + await TeamRepository(self.prisma_client).table.update( where={"team_id": row["team_id"]}, data={"budget_limits": json.dumps(windows)}, # type: ignore[arg-type] ) diff --git a/litellm/proxy/container_endpoints/ownership.py b/litellm/proxy/container_endpoints/ownership.py index e0015e112e1..8118d53b9f6 100644 --- a/litellm/proxy/container_endpoints/ownership.py +++ b/litellm/proxy/container_endpoints/ownership.py @@ -12,6 +12,7 @@ from litellm.proxy.common_utils.resource_ownership import ( is_proxy_admin, user_can_access_resource_owner, ) +from litellm.repositories.table_repositories import ManagedObjectRepository from litellm.responses.utils import ResponsesAPIRequestUtils CONTAINER_OBJECT_PURPOSE = "container" @@ -213,7 +214,7 @@ async def record_container_owner( ) return response - table = prisma_client.db.litellm_managedobjecttable + table = ManagedObjectRepository(prisma_client).table existing = await table.find_unique(where={"model_object_id": model_object_id}) if existing is not None: if getattr(existing, "file_purpose", None) != CONTAINER_OBJECT_PURPOSE: @@ -273,7 +274,7 @@ async def _get_container_owner( if prisma_client is None: return None - row = await prisma_client.db.litellm_managedobjecttable.find_first( + row = await ManagedObjectRepository(prisma_client).table.find_first( where={ "model_object_id": model_object_id, "file_purpose": CONTAINER_OBJECT_PURPOSE, @@ -319,7 +320,7 @@ async def _get_stored_container_id( if prisma_client is None: return None - row = await prisma_client.db.litellm_managedobjecttable.find_first( + row = await ManagedObjectRepository(prisma_client).table.find_first( where={ "model_object_id": model_object_id, "file_purpose": CONTAINER_OBJECT_PURPOSE, @@ -411,7 +412,7 @@ async def _get_allowed_container_ids( if prisma_client is None: return set() - rows = await prisma_client.db.litellm_managedobjecttable.find_many( + rows = await ManagedObjectRepository(prisma_client).table.find_many( where={ "file_purpose": CONTAINER_OBJECT_PURPOSE, "created_by": {"in": owner_scopes}, diff --git a/litellm/proxy/credential_endpoints/endpoints.py b/litellm/proxy/credential_endpoints/endpoints.py index 2d05270e2ed..a716857111b 100644 --- a/litellm/proxy/credential_endpoints/endpoints.py +++ b/litellm/proxy/credential_endpoints/endpoints.py @@ -14,6 +14,7 @@ from litellm.proxy._types import CommonProxyErrors, UserAPIKeyAuth from litellm.proxy.auth.user_api_key_auth import user_api_key_auth from litellm.proxy.common_utils.encrypt_decrypt_utils import encrypt_value_helper from litellm.proxy.utils import handle_exception_on_proxy, jsonify_object +from litellm.repositories.credentials_repository import CredentialsRepository from litellm.types.utils import CreateCredentialItem, CredentialItem router = APIRouter() @@ -96,7 +97,7 @@ async def create_credential( ) credentials_dict = encrypted_credential.model_dump() credentials_dict_jsonified = jsonify_object(credentials_dict) - await prisma_client.db.litellm_credentialstable.create( + await CredentialsRepository(prisma_client).create( data={ **credentials_dict_jsonified, "created_by": user_api_key_dict.user_id, @@ -245,9 +246,7 @@ async def delete_credential( status_code=500, detail={"error": CommonProxyErrors.db_not_connected_error.value}, ) - await prisma_client.db.litellm_credentialstable.delete( - where={"credential_name": credential_name} - ) + await CredentialsRepository(prisma_client).delete_by_name(credential_name) ## DELETE FROM LITELLM ## litellm.credential_list = [ @@ -326,15 +325,14 @@ async def update_credential( status_code=500, detail={"error": CommonProxyErrors.db_not_connected_error.value}, ) - db_credential = await prisma_client.db.litellm_credentialstable.find_unique( - where={"credential_name": credential_name}, - ) + credentials_repository = CredentialsRepository(prisma_client) + db_credential = await credentials_repository.find_by_name(credential_name) if db_credential is None: raise HTTPException(status_code=404, detail="Credential not found in DB.") merged_credential = update_db_credential(db_credential, credential) credential_object_jsonified = jsonify_object(merged_credential.model_dump()) - await prisma_client.db.litellm_credentialstable.update( - where={"credential_name": credential_name}, + await credentials_repository.update_by_name( + credential_name, data={ **credential_object_jsonified, "updated_by": user_api_key_dict.user_id, diff --git a/litellm/proxy/db/spend_counter_reseed.py b/litellm/proxy/db/spend_counter_reseed.py index e7c5fa3f72c..2226aeb4b0a 100644 --- a/litellm/proxy/db/spend_counter_reseed.py +++ b/litellm/proxy/db/spend_counter_reseed.py @@ -20,6 +20,16 @@ from typing import TYPE_CHECKING, ClassVar, Optional from litellm._logging import verbose_proxy_logger from litellm.constants import SPEND_COUNTER_RESEED_LOCKS_MAX_SIZE from litellm.litellm_core_utils.duration_parser import duration_in_seconds +from litellm.repositories.organization_repository import OrganizationRepository +from litellm.repositories.table_repositories import ( + SpendLogsRepository, + TeamMembershipRepository, +) +from litellm.repositories.team_repository import TeamRepository +from litellm.repositories.user_repository import UserRepository +from litellm.repositories.verification_token_repository import ( + VerificationTokenRepository, +) if TYPE_CHECKING: from litellm.caching.dual_cache import DualCache @@ -83,25 +93,25 @@ class SpendCounterReseed: try: if counter_key.startswith("spend:key:"): token = counter_key[len("spend:key:") :] - row = await prisma_client.db.litellm_verificationtoken.find_unique( - where={"token": token} - ) + row = await VerificationTokenRepository( + prisma_client + ).table.find_unique(where={"token": token}) elif counter_key.startswith("spend:team_member:"): suffix = counter_key[len("spend:team_member:") :] if ":" not in suffix: return None user_id, team_id = suffix.rsplit(":", 1) - row = await prisma_client.db.litellm_teammembership.find_unique( + row = await TeamMembershipRepository(prisma_client).table.find_unique( where={"user_id_team_id": {"user_id": user_id, "team_id": team_id}} ) elif counter_key.startswith("spend:team:"): team_id = counter_key[len("spend:team:") :] - row = await prisma_client.db.litellm_teamtable.find_unique( + row = await TeamRepository(prisma_client).table.find_unique( where={"team_id": team_id} ) elif counter_key.startswith("spend:user:"): user_id = counter_key[len("spend:user:") :] - row = await prisma_client.db.litellm_usertable.find_unique( + row = await UserRepository(prisma_client).table.find_unique( where={"user_id": user_id} ) elif counter_key.startswith("spend:end_user:"): @@ -110,7 +120,7 @@ class SpendCounterReseed: return None elif counter_key.startswith("spend:org:"): org_id = counter_key[len("spend:org:") :] - row = await prisma_client.db.litellm_organizationtable.find_unique( + row = await OrganizationRepository(prisma_client).table.find_unique( where={"organization_id": org_id} ) else: @@ -243,7 +253,7 @@ class SpendCounterReseed: return None try: - response = await prisma_client.db.litellm_spendlogs.group_by( + response = await SpendLogsRepository(prisma_client).table.group_by( by=[group_field], where=where, # type: ignore[arg-type] sum={"spend": True}, diff --git a/litellm/proxy/db/spend_log_tool_index.py b/litellm/proxy/db/spend_log_tool_index.py index 835d76e0ee4..77c06a465f4 100644 --- a/litellm/proxy/db/spend_log_tool_index.py +++ b/litellm/proxy/db/spend_log_tool_index.py @@ -10,6 +10,7 @@ from typing import Any, Dict, List, Set from litellm._logging import verbose_proxy_logger from litellm.litellm_core_utils.safe_json_loads import safe_json_loads from litellm.proxy.utils import PrismaClient +from litellm.repositories.table_repositories import SpendLogToolIndexRepository def _add_tool_calls_to_set(tool_calls: Any, out: Set[str]) -> None: @@ -141,7 +142,7 @@ async def process_spend_logs_tool_usage( } ) if index_data: - await prisma_client.db.litellm_spendlogtoolindex.create_many( + await SpendLogToolIndexRepository(prisma_client).table.create_many( data=index_data, skip_duplicates=True, ) diff --git a/litellm/proxy/db/tool_registry_writer.py b/litellm/proxy/db/tool_registry_writer.py index 6b34c974cf4..bbcc7396d67 100644 --- a/litellm/proxy/db/tool_registry_writer.py +++ b/litellm/proxy/db/tool_registry_writer.py @@ -11,6 +11,8 @@ from typing import TYPE_CHECKING, Any, Dict, List, Optional, Tuple, Union from litellm._logging import verbose_proxy_logger from litellm.proxy._types import ToolDiscoveryQueueItem +from litellm.repositories.object_permission_repository import ObjectPermissionRepository +from litellm.repositories.table_repositories import ToolRepository from litellm.types.tool_management import ( LiteLLM_ToolTableRow, ToolPolicyOverrideRow, @@ -84,7 +86,7 @@ async def batch_upsert_tools( if not data: return now = datetime.now(timezone.utc) - table = prisma_client.db.litellm_tooltable + table = ToolRepository(prisma_client).table for item in data: tool_name = item.get("tool_name", "") origin = item.get("origin") or "user_defined" @@ -134,7 +136,7 @@ async def list_tools( """Return all tools, optionally filtered by input_policy.""" try: where = {"input_policy": input_policy} if input_policy is not None else {} - rows = await prisma_client.db.litellm_tooltable.find_many( + rows = await ToolRepository(prisma_client).table.find_many( where=where, order={"created_at": "desc"}, ) @@ -150,7 +152,7 @@ async def get_tool( ) -> Optional[LiteLLM_ToolTableRow]: """Return a single tool row by tool_name.""" try: - row = await prisma_client.db.litellm_tooltable.find_unique( + row = await ToolRepository(prisma_client).table.find_unique( where={"tool_name": tool_name}, ) if row is None: @@ -192,7 +194,7 @@ async def update_tool_policy( if output_policy is not None: update_data["output_policy"] = output_policy - await prisma_client.db.litellm_tooltable.upsert( + await ToolRepository(prisma_client).table.upsert( where={"tool_name": tool_name}, data={ "create": create_data, @@ -217,7 +219,7 @@ async def get_tools_by_names( if not tool_names: return {} try: - rows = await prisma_client.db.litellm_tooltable.find_many( + rows = await ToolRepository(prisma_client).table.find_many( where={"tool_name": {"in": tool_names}}, ) return { @@ -244,7 +246,7 @@ async def list_overrides_for_tool( """ out: List[ToolPolicyOverrideRow] = [] try: - perms = await prisma_client.db.litellm_objectpermissiontable.find_many( + perms = await ObjectPermissionRepository(prisma_client).table.find_many( where={"blocked_tools": {"has": tool_name}}, include={ "verification_tokens": True, @@ -307,7 +309,7 @@ class ToolPolicyRegistry: async def sync_tool_policy_from_db(self, prisma_client: "PrismaClient") -> None: """Load all tool policies and object-permission blocked_tools from DB.""" try: - tools = await prisma_client.db.litellm_tooltable.find_many() + tools = await ToolRepository(prisma_client).table.find_many() self._tool_input_policies = { row.tool_name: getattr(row, "input_policy", "untrusted") or "untrusted" for row in tools @@ -317,7 +319,7 @@ class ToolPolicyRegistry: for row in tools } - perms = await prisma_client.db.litellm_objectpermissiontable.find_many() + perms = await ObjectPermissionRepository(prisma_client).table.find_many() self._blocked_tools_by_op_id = {} for row in perms: op_id = getattr(row, "object_permission_id", None) @@ -388,7 +390,7 @@ async def add_tool_to_object_permission_blocked( if not object_permission_id or not tool_name: return False try: - row = await prisma_client.db.litellm_objectpermissiontable.find_unique( + row = await ObjectPermissionRepository(prisma_client).table.find_unique( where={"object_permission_id": object_permission_id}, ) if row is None: @@ -397,7 +399,7 @@ async def add_tool_to_object_permission_blocked( if tool_name in current: return True current.append(tool_name) - await prisma_client.db.litellm_objectpermissiontable.update( + await ObjectPermissionRepository(prisma_client).table.update( where={"object_permission_id": object_permission_id}, data={"blocked_tools": current}, ) @@ -418,7 +420,7 @@ async def remove_tool_from_object_permission_blocked( if not object_permission_id or not tool_name: return False try: - row = await prisma_client.db.litellm_objectpermissiontable.find_unique( + row = await ObjectPermissionRepository(prisma_client).table.find_unique( where={"object_permission_id": object_permission_id}, ) if row is None: @@ -427,7 +429,7 @@ async def remove_tool_from_object_permission_blocked( if tool_name not in current: return False current = [t for t in current if t != tool_name] - await prisma_client.db.litellm_objectpermissiontable.update( + await ObjectPermissionRepository(prisma_client).table.update( where={"object_permission_id": object_permission_id}, data={"blocked_tools": current}, ) diff --git a/litellm/proxy/guardrails/guardrail_endpoints.py b/litellm/proxy/guardrails/guardrail_endpoints.py index e0e4bdcf4a4..9f8ea584103 100644 --- a/litellm/proxy/guardrails/guardrail_endpoints.py +++ b/litellm/proxy/guardrails/guardrail_endpoints.py @@ -13,21 +13,21 @@ from urllib.parse import urlparse from fastapi import APIRouter, Depends, HTTPException, Request from pydantic import BaseModel -from litellm.proxy.common_utils.path_utils import safe_join - from litellm._logging import verbose_proxy_logger from litellm.constants import DEFAULT_MAX_RECURSE_DEPTH from litellm.integrations.custom_guardrail import CustomGuardrail from litellm.litellm_core_utils.safe_json_dumps import safe_dumps from litellm.proxy._types import LitellmUserRoles, UserAPIKeyAuth from litellm.proxy.auth.user_api_key_auth import user_api_key_auth -from litellm.proxy.management_endpoints.common_utils import _user_has_admin_view +from litellm.proxy.common_utils.path_utils import safe_join from litellm.proxy.guardrails.guardrail_hooks.custom_code.sandbox import ( build_sandbox_globals, compile_sandboxed, ) from litellm.proxy.guardrails.guardrail_registry import GuardrailRegistry from litellm.proxy.guardrails.usage_endpoints import router as guardrails_usage_router +from litellm.proxy.management_endpoints.common_utils import _user_has_admin_view +from litellm.repositories.table_repositories import GuardrailsRepository from litellm.types.guardrails import ( PII_ENTITY_CATEGORIES_MAP, ApplyGuardrailRequest, @@ -373,7 +373,7 @@ async def create_guardrail( # Configuration error — roll back the DB write so the guardrail isn't orphaned if prisma_client is not None: try: - await prisma_client.db.litellm_guardrailstable.delete( + await GuardrailsRepository(prisma_client).table.delete( where={"guardrail_id": guardrail_id} ) except Exception as rollback_err: @@ -705,7 +705,7 @@ async def register_guardrail( ) try: - existing = await prisma_client.db.litellm_guardrailstable.find_unique( + existing = await GuardrailsRepository(prisma_client).table.find_unique( where={"guardrail_name": request.guardrail_name} ) if existing is not None: @@ -732,7 +732,7 @@ async def register_guardrail( guardrail_info_str = safe_dumps(guardrail_info) try: - created = await prisma_client.db.litellm_guardrailstable.create( + created = await GuardrailsRepository(prisma_client).table.create( data={ "guardrail_name": request.guardrail_name, "litellm_params": litellm_params_str, @@ -874,7 +874,7 @@ async def list_guardrail_submissions( where_clause["team_id"] = {"in": visible_team_ids} # Single query: fetch team guardrails visible to the caller - all_team_rows = await prisma_client.db.litellm_guardrailstable.find_many( + all_team_rows = await GuardrailsRepository(prisma_client).table.find_many( where=where_clause, order={"created_at": "desc"}, ) @@ -945,7 +945,7 @@ async def get_guardrail_submission( is_admin = user_api_key_dict.user_role == LitellmUserRoles.PROXY_ADMIN try: - row = await prisma_client.db.litellm_guardrailstable.find_unique( + row = await GuardrailsRepository(prisma_client).table.find_unique( where={"guardrail_id": guardrail_id} ) if row is None: @@ -986,7 +986,7 @@ async def approve_guardrail_submission( raise HTTPException(status_code=500, detail="Prisma client not initialized") try: - row = await prisma_client.db.litellm_guardrailstable.find_unique( + row = await GuardrailsRepository(prisma_client).table.find_unique( where={"guardrail_id": guardrail_id} ) if row is None: @@ -1000,7 +1000,7 @@ async def approve_guardrail_submission( ) now = datetime.now(timezone.utc) - await prisma_client.db.litellm_guardrailstable.update( + await GuardrailsRepository(prisma_client).table.update( where={"guardrail_id": guardrail_id}, data={"status": "active", "reviewed_at": now, "updated_at": now}, ) @@ -1072,7 +1072,7 @@ async def reject_guardrail_submission( raise HTTPException(status_code=500, detail="Prisma client not initialized") try: - row = await prisma_client.db.litellm_guardrailstable.find_unique( + row = await GuardrailsRepository(prisma_client).table.find_unique( where={"guardrail_id": guardrail_id} ) if row is None: @@ -1086,7 +1086,7 @@ async def reject_guardrail_submission( ) now = datetime.now(timezone.utc) - await prisma_client.db.litellm_guardrailstable.update( + await GuardrailsRepository(prisma_client).table.update( where={"guardrail_id": guardrail_id}, data={"status": "rejected", "reviewed_at": now, "updated_at": now}, ) @@ -2288,10 +2288,10 @@ async def apply_guardrail( """ import traceback - from litellm.proxy.common_request_processing import ProxyBaseLLMRequestProcessing from litellm.litellm_core_utils.thread_pool_executor import ( executor as thread_pool_executor, ) + from litellm.proxy.common_request_processing import ProxyBaseLLMRequestProcessing from litellm.proxy.proxy_server import ( general_settings, proxy_config, diff --git a/litellm/proxy/guardrails/guardrail_registry.py b/litellm/proxy/guardrails/guardrail_registry.py index aafcc5f1819..a80bb817890 100644 --- a/litellm/proxy/guardrails/guardrail_registry.py +++ b/litellm/proxy/guardrails/guardrail_registry.py @@ -11,12 +11,15 @@ from litellm._logging import verbose_proxy_logger from litellm._uuid import uuid from litellm.integrations.custom_guardrail import CustomGuardrail from litellm.litellm_core_utils.safe_json_dumps import safe_dumps -from litellm.proxy.guardrails.guardrail_hooks.grayswan import GraySwanGuardrail +from litellm.proxy.guardrails.guardrail_hooks.grayswan import ( + GraySwanGuardrail, +) from litellm.proxy.guardrails.guardrail_hooks.grayswan import ( initialize_guardrail as initialize_grayswan, ) from litellm.proxy.types_utils.utils import get_instance_fn from litellm.proxy.utils import PrismaClient +from litellm.repositories.table_repositories import GuardrailsRepository from litellm.secret_managers.main import get_secret from litellm.types.guardrails import ( Guardrail, @@ -26,6 +29,9 @@ from litellm.types.guardrails import ( SupportedGuardrailIntegrations, ) +from .guardrail_hooks.llm_as_a_judge import ( + initialize_guardrail as initialize_llm_as_a_judge, +) from .guardrail_initializers import ( initialize_bedrock, initialize_hide_secrets, @@ -34,9 +40,6 @@ from .guardrail_initializers import ( initialize_presidio, initialize_tool_permission, ) -from .guardrail_hooks.llm_as_a_judge import ( - initialize_guardrail as initialize_llm_as_a_judge, -) guardrail_initializer_registry = { SupportedGuardrailIntegrations.BEDROCK.value: initialize_bedrock, @@ -257,7 +260,7 @@ class GuardrailRegistry: guardrail_info: str = safe_dumps(guardrail.get("guardrail_info", {})) # Create guardrail in DB - created_guardrail = await prisma_client.db.litellm_guardrailstable.create( + created_guardrail = await GuardrailsRepository(prisma_client).table.create( data={ "guardrail_name": guardrail_name, "litellm_params": litellm_params, @@ -283,7 +286,7 @@ class GuardrailRegistry: """ try: # Delete from DB - await prisma_client.db.litellm_guardrailstable.delete( + await GuardrailsRepository(prisma_client).table.delete( where={"guardrail_id": guardrail_id} ) @@ -311,7 +314,7 @@ class GuardrailRegistry: guardrail_info: str = safe_dumps(guardrail.get("guardrail_info", {})) # Update in DB - updated_guardrail = await prisma_client.db.litellm_guardrailstable.update( + updated_guardrail = await GuardrailsRepository(prisma_client).table.update( where={"guardrail_id": guardrail_id}, data={ "guardrail_name": guardrail_name, @@ -335,11 +338,11 @@ class GuardrailRegistry: Only rows with status == "active" are returned (pending_review and rejected are excluded). """ try: - guardrails_from_db = ( - await prisma_client.db.litellm_guardrailstable.find_many( - where={"status": "active"}, - order={"created_at": "desc"}, - ) + guardrails_from_db = await GuardrailsRepository( + prisma_client + ).table.find_many( + where={"status": "active"}, + order={"created_at": "desc"}, ) guardrails: List[Guardrail] = [] @@ -357,7 +360,7 @@ class GuardrailRegistry: Get a guardrail by its ID from the database """ try: - guardrail = await prisma_client.db.litellm_guardrailstable.find_unique( + guardrail = await GuardrailsRepository(prisma_client).table.find_unique( where={"guardrail_id": guardrail_id} ) @@ -375,7 +378,7 @@ class GuardrailRegistry: Get a guardrail by its name from the database """ try: - guardrail = await prisma_client.db.litellm_guardrailstable.find_unique( + guardrail = await GuardrailsRepository(prisma_client).table.find_unique( where={"guardrail_name": guardrail_name} ) diff --git a/litellm/proxy/guardrails/usage_endpoints.py b/litellm/proxy/guardrails/usage_endpoints.py index 529949c6dd8..d8457cf9c86 100644 --- a/litellm/proxy/guardrails/usage_endpoints.py +++ b/litellm/proxy/guardrails/usage_endpoints.py @@ -12,6 +12,14 @@ from pydantic import BaseModel from litellm.proxy._types import UserAPIKeyAuth from litellm.proxy.auth.user_api_key_auth import user_api_key_auth +from litellm.repositories.table_repositories import ( + DailyGuardrailMetricsRepository, + DailyPolicyMetricsRepository, + GuardrailsRepository, + PolicyRepository, + SpendLogGuardrailIndexRepository, + SpendLogsRepository, +) router = APIRouter() @@ -272,10 +280,10 @@ async def guardrails_usage_overview( try: # Guardrails from DB - guardrails = await prisma_client.db.litellm_guardrailstable.find_many() + guardrails = await GuardrailsRepository(prisma_client).table.find_many() # Daily metrics in range - metrics = await prisma_client.db.litellm_dailyguardrailmetrics.find_many( + metrics = await DailyGuardrailMetricsRepository(prisma_client).table.find_many( where={"date": {"gte": start, "lte": end}} ) @@ -283,9 +291,9 @@ async def guardrails_usage_overview( start_prev = ( datetime.strptime(start, "%Y-%m-%d") - timedelta(days=7) ).strftime("%Y-%m-%d") - metrics_prev = await prisma_client.db.litellm_dailyguardrailmetrics.find_many( - where={"date": {"gte": start_prev, "lt": start}} - ) + metrics_prev = await DailyGuardrailMetricsRepository( + prisma_client + ).table.find_many(where={"date": {"gte": start_prev, "lt": start}}) agg = _aggregate_daily_metrics(metrics, "guardrail_id") prev_agg = _prev_fail_rates(metrics_prev, "guardrail_id") @@ -335,7 +343,7 @@ async def guardrails_usage_detail( end = end_date or now.strftime("%Y-%m-%d") start = start_date or (now - timedelta(days=7)).strftime("%Y-%m-%d") - guardrail = await prisma_client.db.litellm_guardrailstable.find_unique( + guardrail = await GuardrailsRepository(prisma_client).table.find_unique( where={"guardrail_id": guardrail_id} ) if not guardrail: @@ -349,13 +357,13 @@ async def guardrails_usage_detail( ) metric_ids = [i for i in (logical_id, guardrail_id) if i] - metrics = await prisma_client.db.litellm_dailyguardrailmetrics.find_many( + metrics = await DailyGuardrailMetricsRepository(prisma_client).table.find_many( where={ "guardrail_id": {"in": metric_ids}, "date": {"gte": start, "lte": end}, } ) - metrics_prev = await prisma_client.db.litellm_dailyguardrailmetrics.find_many( + metrics_prev = await DailyGuardrailMetricsRepository(prisma_client).table.find_many( where={ "guardrail_id": {"in": metric_ids}, "date": {"lt": start}, @@ -574,7 +582,7 @@ async def guardrails_usage_logs( # Query by both so we match regardless of which was written. effective_guardrail_ids: List[str] = [guardrail_id] if guardrail_id else [] if guardrail_id: - guardrail = await prisma_client.db.litellm_guardrailstable.find_unique( + guardrail = await GuardrailsRepository(prisma_client).table.find_unique( where={"guardrail_id": guardrail_id} ) if guardrail: @@ -585,19 +593,23 @@ async def guardrails_usage_logs( where = _build_usage_logs_where( effective_guardrail_ids or None, policy_id, start_date, end_date ) - index_rows = await prisma_client.db.litellm_spendlogguardrailindex.find_many( + index_rows = await SpendLogGuardrailIndexRepository( + prisma_client + ).table.find_many( where=where, order={"start_time": "desc"}, skip=(page - 1) * page_size, take=page_size + 1, ) - total = await prisma_client.db.litellm_spendlogguardrailindex.count(where=where) + total = await SpendLogGuardrailIndexRepository(prisma_client).table.count( + where=where + ) request_ids = [r.request_id for r in index_rows[:page_size]] if not request_ids: return UsageLogsResponse( logs=[], total=total, page=page, page_size=page_size ) - spend_logs = await prisma_client.db.litellm_spendlogs.find_many( + spend_logs = await SpendLogsRepository(prisma_client).table.find_many( where={"request_id": {"in": request_ids}} ) log_by_id = {s.request_id: s for s in spend_logs} @@ -645,11 +657,13 @@ async def policies_usage_overview( start = start_date or (now - timedelta(days=7)).strftime("%Y-%m-%d") try: - policies = await prisma_client.db.litellm_policytable.find_many() - metrics = await prisma_client.db.litellm_dailypolicymetrics.find_many( + policies = await PolicyRepository(prisma_client).table.find_many() + metrics = await DailyPolicyMetricsRepository(prisma_client).table.find_many( where={"date": {"gte": start, "lte": end}} ) - metrics_prev = await prisma_client.db.litellm_dailypolicymetrics.find_many( + metrics_prev = await DailyPolicyMetricsRepository( + prisma_client + ).table.find_many( where={ "date": { "gte": ( diff --git a/litellm/proxy/guardrails/usage_tracking.py b/litellm/proxy/guardrails/usage_tracking.py index 8907c9201ad..c55c47ca774 100644 --- a/litellm/proxy/guardrails/usage_tracking.py +++ b/litellm/proxy/guardrails/usage_tracking.py @@ -10,6 +10,10 @@ from typing import Any, Dict, List, Optional from litellm._logging import verbose_proxy_logger from litellm.proxy.utils import PrismaClient +from litellm.repositories.table_repositories import ( + DailyGuardrailMetricsRepository, + SpendLogGuardrailIndexRepository, +) def _guardrail_status_to_action(status: Optional[str]) -> str: @@ -132,7 +136,7 @@ async def process_spend_logs_guardrail_usage( } ) try: - await prisma_client.db.litellm_spendlogguardrailindex.create_many( + await SpendLogGuardrailIndexRepository(prisma_client).table.create_many( data=index_data, skip_duplicates=True, ) @@ -146,7 +150,7 @@ async def process_spend_logs_guardrail_usage( n = int(agg["requests_evaluated"]) if n == 0: continue - await prisma_client.db.litellm_dailyguardrailmetrics.upsert( + await DailyGuardrailMetricsRepository(prisma_client).table.upsert( where={ "guardrail_id_date": { "guardrail_id": guardrail_id, diff --git a/litellm/proxy/hooks/user_management_event_hooks.py b/litellm/proxy/hooks/user_management_event_hooks.py index 08fa8d4dfad..c22fd1d6579 100644 --- a/litellm/proxy/hooks/user_management_event_hooks.py +++ b/litellm/proxy/hooks/user_management_event_hooks.py @@ -3,7 +3,6 @@ Hooks that are triggered when a litellm user event occurs """ import asyncio -from litellm._uuid import uuid from datetime import datetime, timezone from typing import Optional @@ -11,6 +10,7 @@ from pydantic import BaseModel import litellm from litellm._logging import verbose_proxy_logger +from litellm._uuid import uuid from litellm.proxy._types import ( AUDIT_ACTIONS, CommonProxyErrors, @@ -24,6 +24,7 @@ from litellm.proxy._types import ( WebhookEvent, ) from litellm.proxy.management_helpers.audit_logs import create_audit_log_for_update +from litellm.repositories.user_repository import UserRepository class UserManagementEventHooks: @@ -57,7 +58,7 @@ class UserManagementEventHooks: try: if prisma_client is None: raise Exception(CommonProxyErrors.db_not_connected_error.value) - user_row: BaseModel = await prisma_client.db.litellm_usertable.find_first( + user_row: BaseModel = await UserRepository(prisma_client).table.find_first( where={"user_id": response.user_id} ) diff --git a/litellm/proxy/management_endpoints/access_group_endpoints.py b/litellm/proxy/management_endpoints/access_group_endpoints.py index 62a770f46ae..65f7ffc9081 100644 --- a/litellm/proxy/management_endpoints/access_group_endpoints.py +++ b/litellm/proxy/management_endpoints/access_group_endpoints.py @@ -19,6 +19,7 @@ from litellm.proxy.auth.auth_checks import ( from litellm.proxy.auth.user_api_key_auth import user_api_key_auth from litellm.proxy.db.exception_handler import PrismaDBExceptionHandler from litellm.proxy.utils import get_prisma_client_or_throw +from litellm.repositories.table_repositories import AccessGroupRepository from litellm.types.access_group import ( AccessGroupCreateRequest, AccessGroupResponse, @@ -386,7 +387,7 @@ async def list_access_groups( CommonProxyErrors.db_not_connected_error.value ) - records = await prisma_client.db.litellm_accessgrouptable.find_many( + records = await AccessGroupRepository(prisma_client).table.find_many( order={"created_at": "desc"} ) return [_record_to_response(r) for r in records] @@ -405,7 +406,7 @@ async def get_access_group( CommonProxyErrors.db_not_connected_error.value ) - record = await prisma_client.db.litellm_accessgrouptable.find_unique( + record = await AccessGroupRepository(prisma_client).table.find_unique( where={"access_group_id": access_group_id} ) if record is None: diff --git a/litellm/proxy/management_endpoints/budget_management_endpoints.py b/litellm/proxy/management_endpoints/budget_management_endpoints.py index 2eda1b30c5d..698155a5c26 100644 --- a/litellm/proxy/management_endpoints/budget_management_endpoints.py +++ b/litellm/proxy/management_endpoints/budget_management_endpoints.py @@ -16,11 +16,12 @@ import math from fastapi import APIRouter, Depends, HTTPException -from litellm.proxy.common_utils.timezone_utils import get_budget_reset_time from litellm.proxy._types import * from litellm.proxy.auth.user_api_key_auth import user_api_key_auth +from litellm.proxy.common_utils.timezone_utils import get_budget_reset_time from litellm.proxy.management_endpoints.common_utils import _user_has_admin_view from litellm.proxy.utils import jsonify_object +from litellm.repositories.budget_repository import BudgetRepository router = APIRouter() @@ -98,7 +99,7 @@ async def new_budget( budget_obj_json = budget_obj.model_dump(exclude_none=True) budget_obj_jsonified = jsonify_object(budget_obj_json) # json dump any dictionaries try: - response = await prisma_client.db.litellm_budgettable.create( + response = await BudgetRepository(prisma_client).table.create( data={ **budget_obj_jsonified, # type: ignore "created_by": user_api_key_dict.user_id or litellm_proxy_admin_name, @@ -182,7 +183,7 @@ async def update_budget( except ValueError as e: raise HTTPException(status_code=400, detail={"error": str(e)}) - response = await prisma_client.db.litellm_budgettable.update( + response = await BudgetRepository(prisma_client).table.update( where={"budget_id": budget_obj.budget_id}, data={ **budget_obj.model_dump(exclude_unset=True), # type: ignore @@ -217,7 +218,7 @@ async def info_budget(data: BudgetRequest): "error": f"Specify list of budget id's to query. Passed in={data.budgets}" }, ) - response = await prisma_client.db.litellm_budgettable.find_many( + response = await BudgetRepository(prisma_client).table.find_many( where={"budget_id": {"in": data.budgets}}, ) @@ -261,7 +262,7 @@ async def budget_settings( ) ## get budget item from db - db_budget_row = await prisma_client.db.litellm_budgettable.find_first( + db_budget_row = await BudgetRepository(prisma_client).table.find_first( where={"budget_id": budget_id} ) @@ -327,7 +328,7 @@ async def list_budget( }, ) - response = await prisma_client.db.litellm_budgettable.find_many() + response = await BudgetRepository(prisma_client).table.find_many() return response @@ -366,7 +367,7 @@ async def delete_budget( }, ) - response = await prisma_client.db.litellm_budgettable.delete( + response = await BudgetRepository(prisma_client).table.delete( where={"budget_id": data.id} ) diff --git a/litellm/proxy/management_endpoints/cache_settings_endpoints.py b/litellm/proxy/management_endpoints/cache_settings_endpoints.py index 0a26b23beff..d8eb5dfee92 100644 --- a/litellm/proxy/management_endpoints/cache_settings_endpoints.py +++ b/litellm/proxy/management_endpoints/cache_settings_endpoints.py @@ -27,6 +27,7 @@ from litellm.proxy._types import ( UserAPIKeyAuth, ) from litellm.proxy.auth.user_api_key_auth import user_api_key_auth +from litellm.repositories.table_repositories import CacheConfigRepository from litellm.types.management_endpoints import ( CACHE_SETTINGS_FIELDS, REDIS_TYPE_DESCRIPTIONS, @@ -159,7 +160,7 @@ class CacheSettingsManager: import json try: - cache_config = await prisma_client.db.litellm_cacheconfig.find_unique( + cache_config = await CacheConfigRepository(prisma_client).table.find_unique( where={"id": "cache_config"} ) if cache_config is not None and cache_config.cache_settings: @@ -274,7 +275,7 @@ async def get_cache_settings( # Try to get cache settings from database current_values = {} if prisma_client is not None: - cache_config = await prisma_client.db.litellm_cacheconfig.find_unique( + cache_config = await CacheConfigRepository(prisma_client).table.find_unique( where={"id": "cache_config"} ) if cache_config is not None and cache_config.cache_settings: @@ -417,7 +418,7 @@ async def update_cache_settings( # Snapshot the prior settings (key set only — values get redacted in # the audit row) so the audit-log entry shows which fields changed. - existing_row = await prisma_client.db.litellm_cacheconfig.find_unique( + existing_row = await CacheConfigRepository(prisma_client).table.find_unique( where={"id": "cache_config"} ) before_settings: Optional[Dict[str, Any]] = None @@ -434,7 +435,7 @@ async def update_cache_settings( ) # Save to database - await prisma_client.db.litellm_cacheconfig.upsert( + await CacheConfigRepository(prisma_client).table.upsert( where={"id": "cache_config"}, data={ "create": { diff --git a/litellm/proxy/management_endpoints/common_daily_activity.py b/litellm/proxy/management_endpoints/common_daily_activity.py index d173cd745ba..92cc2008c73 100644 --- a/litellm/proxy/management_endpoints/common_daily_activity.py +++ b/litellm/proxy/management_endpoints/common_daily_activity.py @@ -8,6 +8,10 @@ from fastapi import HTTPException, status from litellm._logging import verbose_proxy_logger from litellm.proxy._types import CommonProxyErrors from litellm.proxy.utils import PrismaClient +from litellm.repositories.table_repositories import DeletedVerificationTokenRepository +from litellm.repositories.verification_token_repository import ( + VerificationTokenRepository, +) from litellm.types.proxy.management_endpoints.common_daily_activity import ( BreakdownMetrics, DailySpendData, @@ -346,7 +350,7 @@ async def get_api_key_metadata( This ensures that key_alias and team_id are preserved in historical activity logs even after a key is deleted or regenerated. """ - key_records = await prisma_client.db.litellm_verificationtoken.find_many( + key_records = await VerificationTokenRepository(prisma_client).table.find_many( where={"token": {"in": list(api_keys)}} ) result = { @@ -357,11 +361,11 @@ async def get_api_key_metadata( missing_keys = api_keys - set(result.keys()) if missing_keys: try: - deleted_key_records = ( - await prisma_client.db.litellm_deletedverificationtoken.find_many( - where={"token": {"in": list(missing_keys)}}, - order={"deleted_at": "desc"}, - ) + deleted_key_records = await DeletedVerificationTokenRepository( + prisma_client + ).table.find_many( + where={"token": {"in": list(missing_keys)}}, + order={"deleted_at": "desc"}, ) # Use the most recent deleted record for each token (ordered by deleted_at desc) for k in deleted_key_records: diff --git a/litellm/proxy/management_endpoints/common_utils.py b/litellm/proxy/management_endpoints/common_utils.py index 31d831d773c..458cba686e6 100644 --- a/litellm/proxy/management_endpoints/common_utils.py +++ b/litellm/proxy/management_endpoints/common_utils.py @@ -17,10 +17,13 @@ from litellm.proxy._types import ( NewProjectRequest, UpdateProjectRequest, UserAPIKeyAuth, - user_api_key_has_admin_view as _user_has_admin_view, # noqa: F401 re-exported +) +from litellm.proxy._types import ( # noqa: F401 re-exported + user_api_key_has_admin_view as _user_has_admin_view, ) from litellm.proxy.common_utils.timezone_utils import get_budget_reset_time from litellm.proxy.utils import _premium_user_check +from litellm.repositories.team_repository import TeamRepository if TYPE_CHECKING: from litellm.proxy._types import NewProjectRequest, UpdateProjectRequest @@ -205,7 +208,7 @@ async def _user_has_admin_privileges( # Check if user is team admin for any team if user_obj.teams is not None and len(user_obj.teams) > 0: # Get all teams user is in - teams = await prisma_client.db.litellm_teamtable.find_many( + teams = await TeamRepository(prisma_client).table.find_many( where={"team_id": {"in": user_obj.teams}} ) @@ -282,7 +285,7 @@ async def _team_admin_can_invite_user( if not target_user_obj.teams or len(target_user_obj.teams) == 0: return False - teams = await prisma_client.db.litellm_teamtable.find_many( + teams = await TeamRepository(prisma_client).table.find_many( where={"team_id": {"in": admin_user_obj.teams}} ) admin_team_ids = [ diff --git a/litellm/proxy/management_endpoints/config_override_endpoints.py b/litellm/proxy/management_endpoints/config_override_endpoints.py index 7f7aa485fb3..97cb5eeddc4 100644 --- a/litellm/proxy/management_endpoints/config_override_endpoints.py +++ b/litellm/proxy/management_endpoints/config_override_endpoints.py @@ -30,6 +30,7 @@ from litellm.proxy._types import ( UserAPIKeyAuth, ) from litellm.proxy.auth.user_api_key_auth import user_api_key_auth +from litellm.repositories.table_repositories import ConfigOverridesRepository from litellm.types.llms.custom_http import httpxSpecialProvider from litellm.types.proxy.management_endpoints.config_overrides import ( ConfigOverrideSettingsResponse, @@ -254,7 +255,7 @@ async def update_hashicorp_vault_config( # Merge ALL fields the user didn't send: try DB first, fall back to env vars. # Omitted field = keep existing; empty string = clear/remove the field. - existing_record = await prisma_client.db.litellm_configoverrides.find_unique( + existing_record = await ConfigOverridesRepository(prisma_client).table.find_unique( where={"config_type": "hashicorp_vault"} ) existing_decrypted: Optional[Dict[str, Any]] = None @@ -321,7 +322,7 @@ async def update_hashicorp_vault_config( # Only persist to DB after successful init encrypted_data = proxy_config._encrypt_env_variables(config_data) config_value = safe_dumps(encrypted_data) - await prisma_client.db.litellm_configoverrides.upsert( + await ConfigOverridesRepository(prisma_client).table.upsert( where={"config_type": "hashicorp_vault"}, data={ "create": { @@ -391,7 +392,7 @@ async def get_hashicorp_vault_config( field_schema = _build_field_schema(HashicorpVaultConfig) # Try to load from DB - db_record = await prisma_client.db.litellm_configoverrides.find_unique( + db_record = await ConfigOverridesRepository(prisma_client).table.find_unique( where={"config_type": "hashicorp_vault"} ) @@ -448,7 +449,7 @@ async def delete_hashicorp_vault_config( # Capture the prior config before delete so the audit-log row can # show *what* was removed (keys only — values get redacted). - existing_record = await prisma_client.db.litellm_configoverrides.find_unique( + existing_record = await ConfigOverridesRepository(prisma_client).table.find_unique( where={"config_type": "hashicorp_vault"} ) before_config: Optional[Dict[str, Any]] = None @@ -463,7 +464,7 @@ async def delete_hashicorp_vault_config( # Delete DB record if it exists — ignore if not found deleted = False try: - await prisma_client.db.litellm_configoverrides.delete( + await ConfigOverridesRepository(prisma_client).table.delete( where={"config_type": "hashicorp_vault"} ) deleted = True diff --git a/litellm/proxy/management_endpoints/customer_endpoints.py b/litellm/proxy/management_endpoints/customer_endpoints.py index 1fd8320db20..f1a34bb0ed4 100644 --- a/litellm/proxy/management_endpoints/customer_endpoints.py +++ b/litellm/proxy/management_endpoints/customer_endpoints.py @@ -17,8 +17,8 @@ import fastapi from fastapi import APIRouter, Depends, HTTPException, Request import litellm -from litellm.litellm_core_utils.duration_parser import duration_in_seconds from litellm._logging import verbose_proxy_logger +from litellm.litellm_core_utils.duration_parser import duration_in_seconds from litellm.proxy._types import * from litellm.proxy.auth.user_api_key_auth import user_api_key_auth from litellm.proxy.management_endpoints.common_daily_activity import get_daily_activity @@ -27,6 +27,8 @@ from litellm.proxy.management_helpers.object_permission_utils import ( handle_update_object_permission_common, ) from litellm.proxy.utils import handle_exception_on_proxy +from litellm.repositories.budget_repository import BudgetRepository +from litellm.repositories.table_repositories import EndUserRepository from litellm.types.proxy.management_endpoints.common_daily_activity import ( SpendAnalyticsPaginatedResponse, ) @@ -68,7 +70,7 @@ async def block_user(data: BlockUsers): records = [] if prisma_client is not None: for id in data.user_ids: - record = await prisma_client.db.litellm_endusertable.upsert( + record = await EndUserRepository(prisma_client).table.upsert( where={"user_id": id}, # type: ignore data={ "create": {"user_id": id, "blocked": True}, # type: ignore @@ -337,7 +339,7 @@ async def new_end_user( _new_budget = new_budget_request(data) if _new_budget is not None: try: - budget_record = await prisma_client.db.litellm_budgettable.create( + budget_record = await BudgetRepository(prisma_client).table.create( data={ **_new_budget.model_dump(exclude_unset=True), "created_by": user_api_key_dict.user_id or litellm_proxy_admin_name, # type: ignore @@ -373,7 +375,7 @@ async def new_end_user( new_end_user_obj.pop("object_permission", None) ## WRITE TO DB ## - end_user_record = await prisma_client.db.litellm_endusertable.create( + end_user_record = await EndUserRepository(prisma_client).table.create( data=new_end_user_obj, # type: ignore include={"litellm_budget_table": True, "object_permission": True}, ) @@ -446,7 +448,7 @@ async def end_user_info( detail={"error": CommonProxyErrors.db_not_connected_error.value}, ) - user_info = await prisma_client.db.litellm_endusertable.find_first( + user_info = await EndUserRepository(prisma_client).table.find_first( where={"user_id": end_user_id}, include={"litellm_budget_table": True, "object_permission": True}, ) @@ -569,7 +571,7 @@ async def update_end_user( non_default_values[k] = v ## Get end user table data ## - end_user_table_data = await prisma_client.db.litellm_endusertable.find_first( + end_user_table_data = await EndUserRepository(prisma_client).table.find_first( where={"user_id": data.user_id}, include={"litellm_budget_table": True} ) @@ -613,17 +615,17 @@ async def update_end_user( if budget_table_data: if end_user_budget_table is None: ## Create new budget ## - budget_table_data_record = ( - await prisma_client.db.litellm_budgettable.create( - data={ - **budget_table_data, - "created_by": user_api_key_dict.user_id - or litellm_proxy_admin_name, - "updated_by": user_api_key_dict.user_id - or litellm_proxy_admin_name, - }, - include={"end_users": True}, - ) + budget_table_data_record = await BudgetRepository( + prisma_client + ).table.create( + data={ + **budget_table_data, + "created_by": user_api_key_dict.user_id + or litellm_proxy_admin_name, + "updated_by": user_api_key_dict.user_id + or litellm_proxy_admin_name, + }, + include={"end_users": True}, ) update_end_user_table_data["budget_id"] = ( @@ -631,11 +633,11 @@ async def update_end_user( ) else: ## Update existing budget ## - budget_table_data_record = ( - await prisma_client.db.litellm_budgettable.update( - where={"budget_id": end_user_budget_table.budget_id}, - data=budget_table_data, - ) + budget_table_data_record = await BudgetRepository( + prisma_client + ).table.update( + where={"budget_id": end_user_budget_table.budget_id}, + data=budget_table_data, ) ## Update user table, with update params + new budget id (if set) ## @@ -652,7 +654,7 @@ async def update_end_user( if data.user_id is not None and len(data.user_id) > 0: update_end_user_table_data["user_id"] = data.user_id # type: ignore verbose_proxy_logger.debug("In update customer, user_id condition block.") - response = await prisma_client.db.litellm_endusertable.update( + response = await EndUserRepository(prisma_client).table.update( where={"user_id": data.user_id}, data=update_end_user_table_data, include={"litellm_budget_table": True, "object_permission": True} # type: ignore ) if response is None: @@ -737,7 +739,7 @@ async def delete_end_user( and len(data.user_ids) > 0 ): # First check if all users exist - existing_users = await prisma_client.db.litellm_endusertable.find_many( + existing_users = await EndUserRepository(prisma_client).table.find_many( where={"user_id": {"in": data.user_ids}} ) existing_user_ids = {user.user_id for user in existing_users} @@ -756,7 +758,7 @@ async def delete_end_user( ) # All users exist, proceed with deletion - response = await prisma_client.db.litellm_endusertable.delete_many( + response = await EndUserRepository(prisma_client).table.delete_many( where={"user_id": {"in": data.user_ids}} ) verbose_proxy_logger.debug( @@ -828,7 +830,7 @@ async def list_end_user( detail={"error": CommonProxyErrors.db_not_connected_error.value}, ) - response = await prisma_client.db.litellm_endusertable.find_many( + response = await EndUserRepository(prisma_client).table.find_many( include={"litellm_budget_table": True, "object_permission": True} ) @@ -903,7 +905,7 @@ async def get_customer_daily_activity( where_condition = {} if end_user_ids_list: where_condition["user_id"] = {"in": list(end_user_ids_list)} - end_user_aliases = await prisma_client.db.litellm_endusertable.find_many( + end_user_aliases = await EndUserRepository(prisma_client).table.find_many( where=where_condition ) end_user_alias_metadata = {e.user_id: {"alias": e.alias} for e in end_user_aliases} diff --git a/litellm/proxy/management_endpoints/fallback_management_endpoints.py b/litellm/proxy/management_endpoints/fallback_management_endpoints.py index ffb12111d82..1333122c87a 100644 --- a/litellm/proxy/management_endpoints/fallback_management_endpoints.py +++ b/litellm/proxy/management_endpoints/fallback_management_endpoints.py @@ -27,6 +27,7 @@ else: # fastapi is only required for proxy, not for SDK usage pass +from litellm.repositories.config_repository import ConfigRepository from litellm.types.management_endpoints.router_settings_endpoints import ( FallbackCreateRequest, FallbackDeleteResponse, @@ -157,7 +158,7 @@ async def create_fallback( # Save to database - convert router_settings to JSON string router_settings_json = json.dumps(router_settings) - await prisma_client.db.litellm_config.upsert( + await ConfigRepository(prisma_client).table.upsert( where={"param_name": "router_settings"}, data={ "create": { @@ -336,7 +337,7 @@ async def delete_fallback( # Save to database - convert router_settings to JSON string router_settings_json = json.dumps(router_settings) - await prisma_client.db.litellm_config.upsert( + await ConfigRepository(prisma_client).table.upsert( where={"param_name": "router_settings"}, data={ "create": { diff --git a/litellm/proxy/management_endpoints/internal_user_endpoints.py b/litellm/proxy/management_endpoints/internal_user_endpoints.py index 7b8f0f72e13..b3a5c66e9e1 100644 --- a/litellm/proxy/management_endpoints/internal_user_endpoints.py +++ b/litellm/proxy/management_endpoints/internal_user_endpoints.py @@ -43,6 +43,17 @@ from litellm.proxy.management_endpoints.key_management_endpoints import ( ) from litellm.proxy.management_helpers.utils import management_endpoint_wrapper from litellm.proxy.utils import handle_exception_on_proxy, hash_password +from litellm.repositories.organization_repository import OrganizationRepository +from litellm.repositories.table_repositories import ( + InvitationLinkRepository, + OrganizationMembershipRepository, + TeamMembershipRepository, +) +from litellm.repositories.team_repository import TeamRepository +from litellm.repositories.user_repository import UserRepository +from litellm.repositories.verification_token_repository import ( + VerificationTokenRepository, +) from litellm.types.proxy.management_endpoints.common_daily_activity import ( SpendAnalyticsPaginatedResponse, ) @@ -154,7 +165,7 @@ async def _check_duplicate_user_field( if case_insensitive: where_clause[field_name]["mode"] = "insensitive" - existing_user = await prisma_client.db.litellm_usertable.find_first( + existing_user = await UserRepository(prisma_client).table.find_first( where=where_clause ) @@ -434,7 +445,7 @@ async def new_user( await _check_duplicate_user_email(data.user_email, prisma_client) # Check if license is over limit - total_users = await prisma_client.db.litellm_usertable.count() + total_users = await UserRepository(prisma_client).table.count() if total_users and _license_check.is_over_limit(total_users=total_users): raise HTTPException( status_code=403, @@ -851,7 +862,7 @@ async def _check_user_info_v2_access( # Helper: fetch the target user row (reused across branches) async def _fetch_target_user(): - return await prisma_client.db.litellm_usertable.find_unique( + return await UserRepository(prisma_client).table.find_unique( where={"user_id": target_user_id} ) @@ -866,7 +877,7 @@ async def _check_user_info_v2_access( # Rule 3: Team admins can look up users in their teams if user_api_key_dict.user_id is not None: # Get caller's teams - caller_user = await prisma_client.db.litellm_usertable.find_unique( + caller_user = await UserRepository(prisma_client).table.find_unique( where={"user_id": user_api_key_dict.user_id} ) if caller_user is not None and caller_user.teams: @@ -876,7 +887,7 @@ async def _check_user_info_v2_access( return None # Get all teams the caller belongs to - teams = await prisma_client.db.litellm_teamtable.find_many( + teams = await TeamRepository(prisma_client).table.find_many( where={"team_id": {"in": caller_user.teams}} ) for team in teams: @@ -1165,7 +1176,7 @@ async def _schedule_user_update_audit_log( if prisma_client is None: return try: - updated_user_row = await prisma_client.db.litellm_usertable.find_first( + updated_user_row = await UserRepository(prisma_client).table.find_first( where={"user_id": response["user_id"]} ) if updated_user_row: @@ -1255,11 +1266,11 @@ async def _update_single_user_helper( existing_user_row: Optional[BaseModel] = None if user_request.user_id: - existing_user_row = await prisma_client.db.litellm_usertable.find_first( + existing_user_row = await UserRepository(prisma_client).table.find_first( where={"user_id": user_request.user_id} ) elif user_request.user_email: - existing_user_row = await prisma_client.db.litellm_usertable.find_first( + existing_user_row = await UserRepository(prisma_client).table.find_first( where={"user_email": user_request.user_email} ) @@ -1640,7 +1651,7 @@ async def bulk_user_update( detail="Only proxy admins can update all users at once.", ) # Optimized path for updating all users directly in database - all_users_in_db = await prisma_client.db.litellm_usertable.find_many( + all_users_in_db = await UserRepository(prisma_client).table.find_many( order={"created_at": "desc"} ) @@ -1676,7 +1687,7 @@ async def bulk_user_update( try: # Perform bulk database update - await prisma_client.db.litellm_usertable.update_many( + await UserRepository(prisma_client).table.update_many( where={}, data=non_default_values # Update all users ) @@ -1783,7 +1794,7 @@ async def get_user_key_counts( # Get count for each user_id individually for user_id in user_ids: - count = await prisma_client.db.litellm_verificationtoken.count( + count = await VerificationTokenRepository(prisma_client).table.count( where={ "user_id": user_id, "OR": [ @@ -2056,7 +2067,7 @@ async def get_users( else None ) - users = await prisma_client.db.litellm_usertable.find_many( + users = await UserRepository(prisma_client).table.find_many( where=where_conditions, skip=skip, take=page_size, @@ -2066,7 +2077,9 @@ async def get_users( ) # Get total count of user rows - total_count = await prisma_client.db.litellm_usertable.count(where=where_conditions) + total_count = await UserRepository(prisma_client).table.count( + where=where_conditions + ) # Get key count for each user if users is not None: @@ -2137,14 +2150,14 @@ async def delete_user( from litellm.proxy.management_endpoints.team_endpoints import ( _cleanup_members_with_roles, ) + from litellm.proxy.management_helpers.audit_logs import ( + get_audit_log_changed_by, + ) from litellm.proxy.proxy_server import ( create_audit_log_for_update, litellm_proxy_admin_name, prisma_client, ) - from litellm.proxy.management_helpers.audit_logs import ( - get_audit_log_changed_by, - ) if prisma_client is None: raise HTTPException(status_code=500, detail={"error": "No db connected"}) @@ -2164,7 +2177,7 @@ async def delete_user( caller_admin_org_ids: set = set() if not caller_is_proxy_admin: caller_memberships = ( - await prisma_client.db.litellm_organizationmembership.find_many( + await OrganizationMembershipRepository(prisma_client).table.find_many( where={ "user_id": user_api_key_dict.user_id, "user_role": LitellmUserRoles.ORG_ADMIN.value, @@ -2188,11 +2201,9 @@ async def delete_user( # an N+1 DB call when delete_user is called with a large user_ids list. target_org_ids_by_user: Dict[str, set] = {} if not caller_is_proxy_admin: - all_target_memberships = ( - await prisma_client.db.litellm_organizationmembership.find_many( - where={"user_id": {"in": data.user_ids}} - ) - ) + all_target_memberships = await OrganizationMembershipRepository( + prisma_client + ).table.find_many(where={"user_id": {"in": data.user_ids}}) for m in all_target_memberships: if not m.organization_id: continue @@ -2200,7 +2211,7 @@ async def delete_user( # check that all teams passed exist for user_id in data.user_ids: - user_row = await prisma_client.db.litellm_usertable.find_unique( + user_row = await UserRepository(prisma_client).table.find_unique( where={"user_id": user_id} ) @@ -2254,7 +2265,7 @@ async def delete_user( ) ## CLEANUP MEMBERS_WITH_ROLES - fetch_all_teams = await prisma_client.db.litellm_teamtable.find_many( + fetch_all_teams = await TeamRepository(prisma_client).table.find_many( where={"team_id": {"in": user_row.teams}} ) teams_to_update = [] @@ -2277,19 +2288,19 @@ async def delete_user( ## update teams for team in teams_to_update: - await prisma_client.db.litellm_teamtable.update( + await TeamRepository(prisma_client).table.update( where={"team_id": team.team_id}, data={"members_with_roles": team.members_with_roles}, ) # End of Audit logging ## DELETE ASSOCIATED KEYS - await prisma_client.db.litellm_verificationtoken.delete_many( + await VerificationTokenRepository(prisma_client).table.delete_many( where={"user_id": {"in": data.user_ids}} ) ## DELETE ASSOCIATED INVITATION LINKS - await prisma_client.db.litellm_invitationlink.delete_many( + await InvitationLinkRepository(prisma_client).table.delete_many( where={ "OR": [ {"user_id": {"in": data.user_ids}}, @@ -2300,17 +2311,17 @@ async def delete_user( ) ## DELETE ASSOCIATED ORGANIZATION MEMBERSHIPS - await prisma_client.db.litellm_organizationmembership.delete_many( + await OrganizationMembershipRepository(prisma_client).table.delete_many( where={"user_id": {"in": data.user_ids}} ) ## DELETE ASSOCIATED TEAM MEMBERSHIPS - await prisma_client.db.litellm_teammembership.delete_many( + await TeamMembershipRepository(prisma_client).table.delete_many( where={"user_id": {"in": data.user_ids}} ) ## DELETE USERS - deleted_users = await prisma_client.db.litellm_usertable.delete_many( + deleted_users = await UserRepository(prisma_client).table.delete_many( where={"user_id": {"in": data.user_ids}} ) @@ -2340,16 +2351,18 @@ async def add_internal_user_to_organization( try: # Check if organization_id exists - organization_row = await prisma_client.db.litellm_organizationtable.find_unique( - where={"organization_id": organization_id} - ) + organization_row = await OrganizationRepository( + prisma_client + ).table.find_unique(where={"organization_id": organization_id}) if organization_row is None: raise Exception( f"Organization not found, passed organization_id={organization_id}" ) # Create a new organization membership entry - new_membership = await prisma_client.db.litellm_organizationmembership.create( + new_membership = await OrganizationMembershipRepository( + prisma_client + ).table.create( data={ "user_id": user_id, "organization_id": organization_id, @@ -2559,13 +2572,13 @@ async def ui_view_users( } # Query users with pagination and filters - users: Optional[List[BaseModel]] = ( - await prisma_client.db.litellm_usertable.find_many( - where=where_conditions, - skip=skip, - take=page_size, - order={"created_at": "desc"}, - ) + users: Optional[List[BaseModel]] = await UserRepository( + prisma_client + ).table.find_many( + where=where_conditions, + skip=skip, + take=page_size, + order={"created_at": "desc"}, ) if not users: diff --git a/litellm/proxy/management_endpoints/jwt_key_mapping_endpoints.py b/litellm/proxy/management_endpoints/jwt_key_mapping_endpoints.py index 1ee5bfb0226..a5a364c3679 100644 --- a/litellm/proxy/management_endpoints/jwt_key_mapping_endpoints.py +++ b/litellm/proxy/management_endpoints/jwt_key_mapping_endpoints.py @@ -11,6 +11,7 @@ from litellm.proxy._types import ( ) from litellm.proxy.auth.user_api_key_auth import user_api_key_auth from litellm.proxy.management_endpoints.common_utils import _user_has_admin_view +from litellm.repositories.table_repositories import JWTKeyMappingRepository router = APIRouter() @@ -61,7 +62,7 @@ async def create_jwt_key_mapping( if data.description is not None: create_data["description"] = data.description - new_mapping = await prisma_client.db.litellm_jwtkeymapping.create( + new_mapping = await JWTKeyMappingRepository(prisma_client).table.create( data=create_data ) @@ -113,7 +114,7 @@ async def update_jwt_key_mapping( try: # Get old mapping for cache invalidation - old_mapping = await prisma_client.db.litellm_jwtkeymapping.find_unique( + old_mapping = await JWTKeyMappingRepository(prisma_client).table.find_unique( where={"id": data.id} ) @@ -123,7 +124,7 @@ async def update_jwt_key_mapping( cache_key = f"jwt_key_mapping:{old_mapping.jwt_claim_name}:{old_mapping.jwt_claim_value}" await user_api_key_cache.async_delete_cache(cache_key) - updated_mapping = await prisma_client.db.litellm_jwtkeymapping.update( + updated_mapping = await JWTKeyMappingRepository(prisma_client).table.update( where={"id": data.id}, data=update_data ) @@ -166,7 +167,7 @@ async def delete_jwt_key_mapping( try: # Get old mapping for cache invalidation - old_mapping = await prisma_client.db.litellm_jwtkeymapping.find_unique( + old_mapping = await JWTKeyMappingRepository(prisma_client).table.find_unique( where={"id": data.id} ) @@ -176,7 +177,7 @@ async def delete_jwt_key_mapping( cache_key = f"jwt_key_mapping:{old_mapping.jwt_claim_name}:{old_mapping.jwt_claim_value}" await user_api_key_cache.async_delete_cache(cache_key) - await prisma_client.db.litellm_jwtkeymapping.delete(where={"id": data.id}) + await JWTKeyMappingRepository(prisma_client).table.delete(where={"id": data.id}) return {"status": "success"} except HTTPException: raise @@ -206,12 +207,12 @@ async def list_jwt_key_mappings( try: skip = (page - 1) * size - mappings = await prisma_client.db.litellm_jwtkeymapping.find_many( + mappings = await JWTKeyMappingRepository(prisma_client).table.find_many( skip=skip, take=size, order={"created_at": "desc"}, ) - total_count = await prisma_client.db.litellm_jwtkeymapping.count() + total_count = await JWTKeyMappingRepository(prisma_client).table.count() return { "mappings": [_to_response(m) for m in mappings], "total_count": total_count, @@ -245,7 +246,7 @@ async def info_jwt_key_mapping( raise HTTPException(status_code=500, detail="Database not connected") try: - mapping = await prisma_client.db.litellm_jwtkeymapping.find_unique( + mapping = await JWTKeyMappingRepository(prisma_client).table.find_unique( where={"id": id} ) if mapping is None: diff --git a/litellm/proxy/management_endpoints/key_management_endpoints.py b/litellm/proxy/management_endpoints/key_management_endpoints.py index 99d0bac88af..8f606fdf90d 100644 --- a/litellm/proxy/management_endpoints/key_management_endpoints.py +++ b/litellm/proxy/management_endpoints/key_management_endpoints.py @@ -28,7 +28,6 @@ from fastapi import APIRouter, Depends, Header, HTTPException, Query, Request, s import litellm from litellm._logging import verbose_proxy_logger from litellm._uuid import uuid -from litellm.proxy.common_utils.user_api_key_cache import UserApiKeyCache from litellm.constants import ( LENGTH_OF_LITELLM_GENERATED_KEY, LITELLM_PROXY_ADMIN_NAME, @@ -58,6 +57,7 @@ from litellm.proxy.common_utils.callback_utils import ( ) from litellm.proxy.common_utils.rbac_utils import check_org_admin_can_generate_keys from litellm.proxy.common_utils.timezone_utils import get_budget_reset_time +from litellm.proxy.common_utils.user_api_key_cache import UserApiKeyCache from litellm.proxy.hooks.key_management_event_hooks import KeyManagementEventHooks from litellm.proxy.management_endpoints.common_utils import ( _check_passthrough_routes_caller_permission, @@ -91,6 +91,19 @@ from litellm.proxy.utils import ( handle_exception_on_proxy, is_valid_api_key, ) +from litellm.repositories.budget_repository import BudgetRepository +from litellm.repositories.config_repository import ConfigRepository +from litellm.repositories.credentials_repository import CredentialsRepository +from litellm.repositories.model_repository import ModelRepository +from litellm.repositories.table_repositories import ( + DeletedVerificationTokenRepository, + DeprecatedVerificationTokenRepository, +) +from litellm.repositories.team_repository import TeamRepository +from litellm.repositories.user_repository import UserRepository +from litellm.repositories.verification_token_repository import ( + VerificationTokenRepository, +) from litellm.router import Router from litellm.secret_managers.main import get_secret from litellm.types.proxy.management_endpoints.key_management_endpoints import ( @@ -582,7 +595,7 @@ async def validate_team_id_used_in_service_account_request( ) # check if team_id exists in the database - team = await prisma_client.db.litellm_teamtable.find_unique( + team = await TeamRepository(prisma_client).table.find_unique( where={"team_id": team_id}, ) if team is None: @@ -774,7 +787,7 @@ async def _common_key_generation_helper( # noqa: PLR0915 ) new_budget = prisma_client.jsonify_object(budget_row.json(exclude_none=True)) - _budget = await prisma_client.db.litellm_budgettable.create( + _budget = await BudgetRepository(prisma_client).table.create( data={ **new_budget, # type: ignore "created_by": user_api_key_dict.user_id or litellm_proxy_admin_name, @@ -1144,7 +1157,7 @@ async def _check_team_key_limits( # calculate allocated tpm/rpm limit # check if specified tpm/rpm limit is greater than allocated tpm/rpm limit - keys = await prisma_client.db.litellm_verificationtoken.find_many( + keys = await VerificationTokenRepository(prisma_client).table.find_many( where={"team_id": team_table.team_id}, ) # Exclude the key being updated to avoid double-counting its limits. @@ -1294,7 +1307,7 @@ async def _validate_caller_can_assign_key_org( detail="Cannot assign a key to an organization without a user_id on the caller's token", ) - user_row = await prisma_client.db.litellm_usertable.find_unique( + user_row = await UserRepository(prisma_client).table.find_unique( where={"user_id": user_api_key_dict.user_id}, include={"organization_memberships": True}, ) @@ -1339,7 +1352,7 @@ async def _check_org_key_limits( # get all organization keys # calculate allocated tpm/rpm limit # check if specified tpm/rpm limit is greater than allocated tpm/rpm limit - keys = await prisma_client.db.litellm_verificationtoken.find_many( + keys = await VerificationTokenRepository(prisma_client).table.find_many( where={"organization_id": org_table.organization_id}, ) # Exclude the key being updated to avoid double-counting its limits. @@ -1968,9 +1981,9 @@ async def _get_and_validate_existing_key( hashed_token = _hash_token_if_needed(token=token) - existing_key_row = await prisma_client.db.litellm_verificationtoken.find_unique( - where={"token": hashed_token} - ) + existing_key_row = await VerificationTokenRepository( + prisma_client + ).table.find_unique(where={"token": hashed_token}) if existing_key_row is None: raise ProxyException( @@ -2869,7 +2882,9 @@ async def bulk_update_team_keys( # `blocked` is Boolean? with no default; `/key/generate` writes NULL. Prisma's `NOT` # excludes NULLs, so explicitly OR `false` with `null` to include them. now = datetime.now(timezone.utc) - existing_keys = await prisma_client.db.litellm_verificationtoken.find_many( + existing_keys = await VerificationTokenRepository( + prisma_client + ).table.find_many( where={ "team_id": data.team_id, "AND": [ @@ -2907,7 +2922,9 @@ async def bulk_update_team_keys( seen_hashes.add(h) requested_tokens.append(k) hashed_key_ids.append(h) - existing_keys = await prisma_client.db.litellm_verificationtoken.find_many( + existing_keys = await VerificationTokenRepository( + prisma_client + ).table.find_many( where={"team_id": data.team_id, "token": {"in": hashed_key_ids}} ) @@ -3232,7 +3249,9 @@ async def info_key_fn_v2( # Resolve key_aliases to tokens so we never pass token=None (unbounded query) tokens_to_query = list(data.keys) if data.keys else [] if data.key_aliases: - alias_rows = await prisma_client.db.litellm_verificationtoken.find_many( + alias_rows = await VerificationTokenRepository( + prisma_client + ).table.find_many( where={"key_alias": {"in": data.key_aliases}}, include={"litellm_budget_table": True}, ) @@ -3311,7 +3330,7 @@ async def info_key_fn( hashed_key: Optional[str] = key if key is not None: hashed_key = _hash_token_if_needed(token=key) - key_info = await prisma_client.db.litellm_verificationtoken.find_unique( + key_info = await VerificationTokenRepository(prisma_client).table.find_unique( where={"token": hashed_key}, # type: ignore include={"litellm_budget_table": True}, ) @@ -3851,7 +3870,7 @@ async def delete_verification_tokens( if prisma_client: tokens = [_hash_token_if_needed(token=key) for key in tokens] _keys_being_deleted: List[LiteLLM_VerificationToken] = ( - await prisma_client.db.litellm_verificationtoken.find_many( + await VerificationTokenRepository(prisma_client).table.find_many( where={"token": {"in": tokens}} ) ) @@ -3989,7 +4008,9 @@ async def _save_deleted_verification_token_records( """Save deleted verification token records to the database.""" if not records: return - await prisma_client.db.litellm_deletedverificationtoken.create_many(data=records) + await DeletedVerificationTokenRepository(prisma_client).table.create_many( + data=records + ) async def _persist_deleted_verification_tokens( @@ -4017,9 +4038,9 @@ async def delete_key_aliases( user_api_key_dict: UserAPIKeyAuth, litellm_changed_by: Optional[str] = None, ) -> Tuple[Optional[Dict], List[LiteLLM_VerificationToken]]: - _keys_being_deleted = await prisma_client.db.litellm_verificationtoken.find_many( - where={"key_alias": {"in": key_aliases}} - ) + _keys_being_deleted = await VerificationTokenRepository( + prisma_client + ).table.find_many(where={"key_alias": {"in": key_aliases}}) tokens = [key.token for key in _keys_being_deleted] return await delete_verification_tokens( @@ -4054,9 +4075,7 @@ async def _rotate_master_key( # noqa: PLR0915 from litellm.proxy.proxy_server import proxy_config try: - models: Optional[List] = ( - await prisma_client.db.litellm_proxymodeltable.find_many() - ) + models: Optional[List] = await ModelRepository(prisma_client).table.find_many() except Exception: models = None # 2. process model table @@ -4088,7 +4107,7 @@ async def _rotate_master_key( # noqa: PLR0915 ) # 3. process config table try: - config = await prisma_client.db.litellm_config.find_many() + config = await ConfigRepository(prisma_client).table.find_many() except Exception: config = None @@ -4109,7 +4128,7 @@ async def _rotate_master_key( # noqa: PLR0915 ) if encrypted_env_vars: - await prisma_client.db.litellm_config.update( + await ConfigRepository(prisma_client).table.update( where={"param_name": "environment_variables"}, data={"param_value": prisma.Json(encrypted_env_vars)}, # type: ignore[attr-defined] ) @@ -4148,7 +4167,7 @@ async def _rotate_master_key( # noqa: PLR0915 # 5. process credentials table try: - credentials = await prisma_client.db.litellm_credentialstable.find_many() + credentials = await CredentialsRepository(prisma_client).table.find_many() except Exception: credentials = None if credentials: @@ -4171,7 +4190,7 @@ async def _rotate_master_key( # noqa: PLR0915 _cred_data["credential_info"] = prisma.Json( # type: ignore[attr-defined] _cred_data["credential_info"] ) - await prisma_client.db.litellm_credentialstable.update( + await CredentialsRepository(prisma_client).table.update( where={"credential_name": cred.credential_name}, data={ **_cred_data, @@ -4243,7 +4262,7 @@ async def _insert_deprecated_key( try: revoke_at = datetime.now(timezone.utc) + timedelta(seconds=grace_seconds) - await prisma_client.db.litellm_deprecatedverificationtoken.upsert( + await DeprecatedVerificationTokenRepository(prisma_client).table.upsert( where={"token": old_token_hash}, data={ "create": { @@ -4335,7 +4354,7 @@ async def _execute_virtual_key_regeneration( grace_period=data.grace_period if data else None, ) - updated_token = await prisma_client.db.litellm_verificationtoken.update( + updated_token = await VerificationTokenRepository(prisma_client).table.update( where={"token": hashed_api_key}, data=update_data, # type: ignore ) @@ -4530,7 +4549,7 @@ async def regenerate_key_fn( # noqa: PLR0915 else: hashed_api_key = hash_token(key) - _key_in_db = await prisma_client.db.litellm_verificationtoken.find_unique( + _key_in_db = await VerificationTokenRepository(prisma_client).table.find_unique( where={"token": hashed_api_key}, ) if _key_in_db is None: @@ -4719,7 +4738,7 @@ async def reset_key_spend_fn( else: hashed_api_key = hash_token(key) - _key_in_db = await prisma_client.db.litellm_verificationtoken.find_unique( + _key_in_db = await VerificationTokenRepository(prisma_client).table.find_unique( where={"token": hashed_api_key}, include={"litellm_budget_table": True}, ) @@ -4739,7 +4758,7 @@ async def reset_key_spend_fn( user_api_key_cache=user_api_key_cache, ) - updated_key = await prisma_client.db.litellm_verificationtoken.update( + updated_key = await VerificationTokenRepository(prisma_client).table.update( where={"token": hashed_api_key}, data={"spend": reset_to}, ) @@ -4792,11 +4811,11 @@ async def validate_key_list_check( param="user_id", code=status.HTTP_403_FORBIDDEN, ) - complete_user_info_db_obj: Optional[BaseModel] = ( - await prisma_client.db.litellm_usertable.find_unique( - where={"user_id": user_api_key_dict.user_id}, - include={"organization_memberships": True}, - ) + complete_user_info_db_obj: Optional[BaseModel] = await UserRepository( + prisma_client + ).table.find_unique( + where={"user_id": user_api_key_dict.user_id}, + include={"organization_memberships": True}, ) if complete_user_info_db_obj is None: @@ -4846,7 +4865,9 @@ async def validate_key_list_check( if key_hash: try: - key_info = await prisma_client.db.litellm_verificationtoken.find_unique( + key_info = await VerificationTokenRepository( + prisma_client + ).table.find_unique( where={"token": key_hash}, ) except Exception: @@ -4879,11 +4900,9 @@ async def _fetch_user_team_objects( if complete_user_info is None or not complete_user_info.teams: return [] - teams: Optional[List[BaseModel]] = ( - await prisma_client.db.litellm_teamtable.find_many( - where={"team_id": {"in": complete_user_info.teams}} - ) - ) + teams: Optional[List[BaseModel]] = await TeamRepository( + prisma_client + ).table.find_many(where={"team_id": {"in": complete_user_info.teams}}) if teams is None: return [] @@ -5160,7 +5179,7 @@ async def _apply_non_admin_alias_scope( # Look up the user's teams from the user table user_teams: List[str] = [] if user_api_key_dict.user_id: - user_row = await prisma_client.db.litellm_usertable.find_unique( + user_row = await UserRepository(prisma_client).table.find_unique( where={"user_id": user_api_key_dict.user_id} ) if user_row is not None: @@ -5548,7 +5567,7 @@ async def _list_key_helper( # Fetch keys with pagination if use_deleted_table: - keys = await prisma_client.db.litellm_deletedverificationtoken.find_many( + keys = await DeletedVerificationTokenRepository(prisma_client).table.find_many( where=where, # type: ignore skip=skip, # type: ignore take=size, # type: ignore @@ -5562,7 +5581,7 @@ async def _list_key_helper( ), ) else: - keys = await prisma_client.db.litellm_verificationtoken.find_many( + keys = await VerificationTokenRepository(prisma_client).table.find_many( where=where, # type: ignore skip=skip, # type: ignore take=size, # type: ignore @@ -5581,11 +5600,13 @@ async def _list_key_helper( # Get total count of keys if use_deleted_table: - total_count = await prisma_client.db.litellm_deletedverificationtoken.count( + total_count = await DeletedVerificationTokenRepository( + prisma_client + ).table.count( where=where # type: ignore ) else: - total_count = await prisma_client.db.litellm_verificationtoken.count( + total_count = await VerificationTokenRepository(prisma_client).table.count( where=where # type: ignore ) @@ -5601,7 +5622,7 @@ async def _list_key_helper( created_by_ids = [key.created_by for key in keys if key.created_by] all_ids = list(set(user_ids + created_by_ids)) # Remove duplicates if all_ids: - users = await prisma_client.db.litellm_usertable.find_many( + users = await UserRepository(prisma_client).table.find_many( where={"user_id": {"in": all_ids}} ) user_map = {user.user_id: user for user in users} @@ -5688,7 +5709,7 @@ async def _check_key_admin_access( return # Look up the target key to find its team - target_key_row = await prisma_client.db.litellm_verificationtoken.find_unique( + target_key_row = await VerificationTokenRepository(prisma_client).table.find_unique( where={"token": hashed_token} ) if target_key_row is None: @@ -5755,6 +5776,9 @@ async def block_key( Note: This is an admin-only endpoint. Only proxy admins, team admins, or org admins can block keys. """ + from litellm.proxy.management_helpers.audit_logs import ( + get_audit_log_changed_by, + ) from litellm.proxy.proxy_server import ( create_audit_log_for_update, hash_token, @@ -5763,9 +5787,6 @@ async def block_key( proxy_logging_obj, user_api_key_cache, ) - from litellm.proxy.management_helpers.audit_logs import ( - get_audit_log_changed_by, - ) if prisma_client is None: raise Exception("{}".format(CommonProxyErrors.db_not_connected_error.value)) @@ -5792,9 +5813,9 @@ async def block_key( ) # Check if the key exists before trying to block it - existing_record = await prisma_client.db.litellm_verificationtoken.find_unique( - where={"token": hashed_token} - ) + existing_record = await VerificationTokenRepository( + prisma_client + ).table.find_unique(where={"token": hashed_token}) if existing_record is None: raise ProxyException( message="Key not found.", @@ -5824,7 +5845,7 @@ async def block_key( ) ) - record = await prisma_client.db.litellm_verificationtoken.update( + record = await VerificationTokenRepository(prisma_client).table.update( where={"token": hashed_token}, data={"blocked": True} # type: ignore ) @@ -5869,6 +5890,9 @@ async def unblock_key( Note: This is an admin-only endpoint. Only proxy admins, team admins, or org admins can unblock keys. """ + from litellm.proxy.management_helpers.audit_logs import ( + get_audit_log_changed_by, + ) from litellm.proxy.proxy_server import ( create_audit_log_for_update, hash_token, @@ -5877,9 +5901,6 @@ async def unblock_key( proxy_logging_obj, user_api_key_cache, ) - from litellm.proxy.management_helpers.audit_logs import ( - get_audit_log_changed_by, - ) if prisma_client is None: raise Exception("{}".format(CommonProxyErrors.db_not_connected_error.value)) @@ -5906,9 +5927,9 @@ async def unblock_key( ) # Check if the key exists before trying to unblock it - existing_record = await prisma_client.db.litellm_verificationtoken.find_unique( - where={"token": hashed_token} - ) + existing_record = await VerificationTokenRepository( + prisma_client + ).table.find_unique(where={"token": hashed_token}) if existing_record is None: raise ProxyException( message="Key not found.", @@ -5938,7 +5959,7 @@ async def unblock_key( ) ) - record = await prisma_client.db.litellm_verificationtoken.update( + record = await VerificationTokenRepository(prisma_client).table.update( where={"token": hashed_token}, data={"blocked": False} # type: ignore ) @@ -6202,9 +6223,9 @@ async def _enforce_unique_key_alias( # Exclude the current key from the uniqueness check where_clause["NOT"] = {"token": existing_key_token} - existing_key = await prisma_client.db.litellm_verificationtoken.find_first( - where=where_clause - ) + existing_key = await VerificationTokenRepository( + prisma_client + ).table.find_first(where=where_clause) if existing_key is not None: raise ProxyException( message=f"Key with alias '{key_alias}' already exists. Unique key aliases across all keys are required.", diff --git a/litellm/proxy/management_endpoints/mcp_management_endpoints.py b/litellm/proxy/management_endpoints/mcp_management_endpoints.py index 64e89ee40fd..c6c14c7a3e1 100644 --- a/litellm/proxy/management_endpoints/mcp_management_endpoints.py +++ b/litellm/proxy/management_endpoints/mcp_management_endpoints.py @@ -60,6 +60,10 @@ from litellm.proxy.common_utils.encrypt_decrypt_utils import ( encrypt_value_helper, ) from litellm.proxy.management_helpers.audit_logs import get_audit_log_changed_by +from litellm.repositories.table_repositories import ( + MCPServerRepository, + MCPUserCredentialsRepository, +) router = APIRouter(prefix="/v1/mcp", tags=["mcp"]) @@ -761,7 +765,7 @@ if MCP_AVAILABLE: # Get from DB if prisma_client is not None: try: - mcp_servers = await prisma_client.db.litellm_mcpservertable.find_many() + mcp_servers = await MCPServerRepository(prisma_client).table.find_many() for server in mcp_servers: if ( hasattr(server, "mcp_access_groups") @@ -998,10 +1002,10 @@ if MCP_AVAILABLE: if getattr(s, "is_byok", False) ] if byok_server_ids: - cred_rows = ( - await _byok_prisma_client.db.litellm_mcpusercredentials.find_many( - where={"user_id": user_id, "server_id": {"in": byok_server_ids}} - ) + cred_rows = await MCPUserCredentialsRepository( + _byok_prisma_client + ).table.find_many( + where={"user_id": user_id, "server_id": {"in": byok_server_ids}} ) cred_set = {r.server_id for r in cred_rows} for server in redacted_mcp_servers: diff --git a/litellm/proxy/management_endpoints/model_access_group_management_endpoints.py b/litellm/proxy/management_endpoints/model_access_group_management_endpoints.py index b05cfef5760..a8551f6333a 100644 --- a/litellm/proxy/management_endpoints/model_access_group_management_endpoints.py +++ b/litellm/proxy/management_endpoints/model_access_group_management_endpoints.py @@ -19,6 +19,7 @@ from litellm.proxy.management_endpoints.model_management_endpoints import ( clear_cache, ) from litellm.proxy.utils import PrismaClient +from litellm.repositories.model_repository import ModelRepository from litellm.types.proxy.management_endpoints.model_management_endpoints import ( AccessGroupInfo, DeleteModelGroupResponse, @@ -95,7 +96,7 @@ async def update_deployments_with_access_group( verbose_proxy_logger.debug(f"Updating deployments for model_name: {model_name}") # Get all deployments with this model_name - deployments = await prisma_client.db.litellm_proxymodeltable.find_many( + deployments = await ModelRepository(prisma_client).table.find_many( where={"model_name": model_name} ) @@ -124,7 +125,7 @@ async def update_deployments_with_access_group( # Only update in DB if modified if was_modified: - await prisma_client.db.litellm_proxymodeltable.update( + await ModelRepository(prisma_client).table.update( where={"model_id": deployment.model_id}, data={"model_info": json.dumps(updated_model_info)}, ) @@ -152,7 +153,7 @@ async def update_specific_deployments_with_access_group( models_updated = 0 for model_id in model_ids: verbose_proxy_logger.debug(f"Updating specific deployment model_id: {model_id}") - deployment = await prisma_client.db.litellm_proxymodeltable.find_unique( + deployment = await ModelRepository(prisma_client).table.find_unique( where={"model_id": model_id} ) if deployment is None: @@ -168,7 +169,7 @@ async def update_specific_deployments_with_access_group( access_group=access_group, ) if was_modified: - await prisma_client.db.litellm_proxymodeltable.update( + await ModelRepository(prisma_client).table.update( where={"model_id": model_id}, data={"model_info": json.dumps(updated_model_info)}, ) @@ -215,7 +216,7 @@ async def get_all_access_groups_from_db( Dict[str, AccessGroupInfo]: Dictionary mapping access_group name to info """ # Get all deployments - deployments = await prisma_client.db.litellm_proxymodeltable.find_many() + deployments = await ModelRepository(prisma_client).table.find_many() # Build access group map access_group_map: Dict[str, Dict[str, Any]] = {} @@ -604,7 +605,7 @@ async def update_access_group( try: # Step 1: Remove access group from ALL DB deployments (skip config models) - all_deployments = await prisma_client.db.litellm_proxymodeltable.find_many() + all_deployments = await ModelRepository(prisma_client).table.find_many() for deployment in all_deployments: model_info = deployment.model_info or {} @@ -615,7 +616,7 @@ async def update_access_group( ) if was_modified: - await prisma_client.db.litellm_proxymodeltable.update( + await ModelRepository(prisma_client).table.update( where={"model_id": deployment.model_id}, data={"model_info": json.dumps(updated_model_info)}, ) @@ -722,7 +723,7 @@ async def delete_access_group( try: # Remove access group from all DB deployments (skip config models) - all_deployments = await prisma_client.db.litellm_proxymodeltable.find_many() + all_deployments = await ModelRepository(prisma_client).table.find_many() models_updated = 0 for deployment in all_deployments: @@ -734,7 +735,7 @@ async def delete_access_group( ) if was_modified: - await prisma_client.db.litellm_proxymodeltable.update( + await ModelRepository(prisma_client).table.update( where={"model_id": deployment.model_id}, data={"model_info": json.dumps(updated_model_info)}, ) diff --git a/litellm/proxy/management_endpoints/model_management_endpoints.py b/litellm/proxy/management_endpoints/model_management_endpoints.py index e4ecda3fe31..566ef845333 100644 --- a/litellm/proxy/management_endpoints/model_management_endpoints.py +++ b/litellm/proxy/management_endpoints/model_management_endpoints.py @@ -48,6 +48,9 @@ from litellm.proxy.management_endpoints.team_endpoints import ( ) from litellm.proxy.management_helpers.audit_logs import create_object_audit_log from litellm.proxy.utils import PrismaClient +from litellm.repositories.model_repository import ModelRepository +from litellm.repositories.table_repositories import ModelTableRepository +from litellm.repositories.team_repository import TeamRepository from litellm.types.proxy.management_endpoints.model_management_endpoints import ( UpdateUsefulLinksRequest, ) @@ -86,7 +89,7 @@ async def get_db_model( ) -> Optional[Deployment]: db_model = cast( Optional[BaseModel], - await prisma_client.db.litellm_proxymodeltable.find_unique( + await ModelRepository(prisma_client).table.find_unique( where={"model_id": model_id} ), ) @@ -290,7 +293,7 @@ async def patch_model( update_data["updated_at"] = cast(str, get_utc_datetime()) # Perform partial update - updated_model = await prisma_client.db.litellm_proxymodeltable.update( + updated_model = await ModelRepository(prisma_client).table.update( where={"model_id": model_id}, data=update_data, ) @@ -362,7 +365,7 @@ async def _add_model_to_db( if model_params.model_info.id is not None: _data["model_id"] = model_params.model_info.id if should_create_model_in_db: - model_response = await prisma_client.db.litellm_proxymodeltable.create( + model_response = await ModelRepository(prisma_client).table.create( data=_data # type: ignore ) else: @@ -571,7 +574,7 @@ async def _get_team_deployments( team_id in model_info with Python-side filtering. """ prefix = f"model_name_{team_id}_" - response = await prisma_client.db.litellm_proxymodeltable.find_many( + response = await ModelRepository(prisma_client).table.find_many( where={ "model_name": {"startswith": prefix}, } @@ -828,7 +831,7 @@ class ModelManagementAuthChecks: detail={"error": CommonProxyErrors.not_premium_user.value}, ) - _existing_team_row = await prisma_client.db.litellm_teamtable.find_unique( + _existing_team_row = await TeamRepository(prisma_client).table.find_unique( where={"team_id": model_params.model_info.team_id} ) @@ -863,7 +866,7 @@ class ModelManagementAuthChecks: model_params.model_info is not None and model_params.model_info.team_id is not None ): - team_obj_row = await prisma_client.db.litellm_teamtable.find_unique( + team_obj_row = await TeamRepository(prisma_client).table.find_unique( where={"team_id": model_params.model_info.team_id} ) if team_obj_row is None: @@ -937,7 +940,7 @@ async def delete_model( }, ) - model_in_db = await prisma_client.db.litellm_proxymodeltable.find_unique( + model_in_db = await ModelRepository(prisma_client).table.find_unique( where={"model_id": model_info.id} ) if model_in_db is None: @@ -961,7 +964,7 @@ async def delete_model( - store keys separately """ # encrypt litellm params # - result = await prisma_client.db.litellm_proxymodeltable.delete( + result = await ModelRepository(prisma_client).table.delete( where={"model_id": model_info.id} ) @@ -1039,7 +1042,7 @@ async def delete_team_model_alias( Returns: - List of team id + model alias pairs that were removed """ - team_model_aliases = await prisma_client.db.litellm_modeltable.find_many( + team_model_aliases = await ModelTableRepository(prisma_client).table.find_many( include={"team": True} ) tasks = [] @@ -1056,7 +1059,7 @@ async def delete_team_model_alias( removed_model_aliases.append((team_model_alias.team.team_id, key)) del model_aliases[key] tasks.append( - prisma_client.db.litellm_modeltable.update( + ModelTableRepository(prisma_client).table.update( where={"id": id}, data={"model_aliases": json.dumps(model_aliases)}, ) @@ -1275,11 +1278,9 @@ async def update_model( if _model_id is None: raise Exception("model_info.id not provided") - _existing_litellm_params = ( - await prisma_client.db.litellm_proxymodeltable.find_unique( - where={"model_id": _model_id} - ) - ) + _existing_litellm_params = await ModelRepository( + prisma_client + ).table.find_unique(where={"model_id": _model_id}) if _existing_litellm_params is None: if ( @@ -1340,7 +1341,7 @@ async def update_model( "litellm_params": json.dumps(merged_dictionary), # type: ignore "updated_by": user_api_key_dict.user_id or LITELLM_PROXY_ADMIN_NAME, } - model_response = await prisma_client.db.litellm_proxymodeltable.update( + model_response = await ModelRepository(prisma_client).table.update( where={"model_id": _model_id}, data=_data, # type: ignore ) diff --git a/litellm/proxy/management_endpoints/organization_endpoints.py b/litellm/proxy/management_endpoints/organization_endpoints.py index 4d4ed53aaa8..99659121b27 100644 --- a/litellm/proxy/management_endpoints/organization_endpoints.py +++ b/litellm/proxy/management_endpoints/organization_endpoints.py @@ -40,6 +40,15 @@ from litellm.proxy.management_helpers.utils import ( management_endpoint_wrapper, ) from litellm.proxy.utils import PrismaClient +from litellm.repositories.budget_repository import BudgetRepository +from litellm.repositories.object_permission_repository import ObjectPermissionRepository +from litellm.repositories.organization_repository import OrganizationRepository +from litellm.repositories.table_repositories import OrganizationMembershipRepository +from litellm.repositories.team_repository import TeamRepository +from litellm.repositories.user_repository import UserRepository +from litellm.repositories.verification_token_repository import ( + VerificationTokenRepository, +) from litellm.types.proxy.management_endpoints.common_daily_activity import ( SpendAnalyticsPaginatedResponse, ) @@ -245,7 +254,7 @@ async def new_organization( if user_api_key_dict.user_id is not None: try: - user_object = await prisma_client.db.litellm_usertable.find_unique( + user_object = await UserRepository(prisma_client).table.find_unique( where={"user_id": user_api_key_dict.user_id} ) user_object_correct_type = LiteLLM_UserTable(**user_object.model_dump()) @@ -267,7 +276,7 @@ async def new_organization( new_budget = prisma_client.jsonify_object(budget_row.json(exclude_none=True)) - _budget = await prisma_client.db.litellm_budgettable.create( + _budget = await BudgetRepository(prisma_client).table.create( data={ **new_budget, # type: ignore "created_by": user_api_key_dict.user_id or litellm_proxy_admin_name, @@ -323,7 +332,7 @@ async def new_organization( verbose_proxy_logger.info( f"new_organization_row: {json.dumps(new_organization_row, indent=2)}" ) - response = await prisma_client.db.litellm_organizationtable.create( + response = await OrganizationRepository(prisma_client).table.create( data={ **new_organization_row, # type: ignore }, @@ -372,9 +381,9 @@ async def get_organization_daily_activity( # Restrict non-proxy-admins to only organizations where they are org_admin if not _user_has_admin_view(user_api_key_dict): - memberships = await prisma_client.db.litellm_organizationmembership.find_many( - where={"user_id": user_api_key_dict.user_id} - ) + memberships = await OrganizationMembershipRepository( + prisma_client + ).table.find_many(where={"user_id": user_api_key_dict.user_id}) admin_org_ids = [ m.organization_id for m in memberships @@ -400,7 +409,7 @@ async def get_organization_daily_activity( where_condition = {} if org_ids_list: where_condition["organization_id"] = {"in": list(org_ids_list)} - org_aliases = await prisma_client.db.litellm_organizationtable.find_many( + org_aliases = await OrganizationRepository(prisma_client).table.find_many( where=where_condition ) org_alias_metadata = { @@ -439,10 +448,10 @@ async def _set_object_permission( return None if data.object_permission is not None: - created_object_permission = ( - await prisma_client.db.litellm_objectpermissiontable.create( - data=data.object_permission.model_dump(exclude_none=True), - ) + created_object_permission = await ObjectPermissionRepository( + prisma_client + ).table.create( + data=data.object_permission.model_dump(exclude_none=True), ) del data.object_permission return created_object_permission.object_permission_id @@ -525,10 +534,10 @@ async def update_organization( prisma_client=prisma_client, ) - existing_organization_row = ( - await prisma_client.db.litellm_organizationtable.find_unique( - where={"organization_id": data.organization_id}, - ) + existing_organization_row = await OrganizationRepository( + prisma_client + ).table.find_unique( + where={"organization_id": data.organization_id}, ) if existing_organization_row is None: @@ -574,7 +583,7 @@ async def update_organization( for field in LiteLLM_BudgetTable.model_fields.keys(): updated_organization_row.pop(field, None) - response = await prisma_client.db.litellm_organizationtable.update( + response = await OrganizationRepository(prisma_client).table.update( where={"organization_id": data.organization_id}, data=updated_organization_row, include={"members": True, "teams": True, "litellm_budget_table": True}, @@ -644,19 +653,19 @@ async def delete_organization( deleted_orgs = [] for organization_id in data.organization_ids: # delete all teams in the organization - await prisma_client.db.litellm_teamtable.delete_many( + await TeamRepository(prisma_client).table.delete_many( where={"organization_id": organization_id} ) # delete all members in the organization - await prisma_client.db.litellm_organizationmembership.delete_many( + await OrganizationMembershipRepository(prisma_client).table.delete_many( where={"organization_id": organization_id} ) # delete all keys in the organization - await prisma_client.db.litellm_verificationtoken.delete_many( + await VerificationTokenRepository(prisma_client).table.delete_many( where={"organization_id": organization_id} ) # delete the organization - deleted_org = await prisma_client.db.litellm_organizationtable.delete( + deleted_org = await OrganizationRepository(prisma_client).table.delete( where={"organization_id": organization_id}, include={"members": True, "teams": True, "litellm_budget_table": True}, ) @@ -732,17 +741,15 @@ async def list_organization( # if proxy admin or admin viewer - get all orgs (with optional filters) if _user_has_admin_view(user_api_key_dict): - response = await prisma_client.db.litellm_organizationtable.find_many( + response = await OrganizationRepository(prisma_client).table.find_many( where=where_conditions if where_conditions else None, include={"litellm_budget_table": True, "members": True, "teams": True}, ) # if internal user - get orgs they are a member of (with optional filters) else: - org_memberships = ( - await prisma_client.db.litellm_organizationmembership.find_many( - where={"user_id": user_api_key_dict.user_id} - ) - ) + org_memberships = await OrganizationMembershipRepository( + prisma_client + ).table.find_many(where={"user_id": user_api_key_dict.user_id}) membership_org_ids = [ membership.organization_id for membership in org_memberships ] @@ -756,20 +763,20 @@ async def list_organization( response = [] else: where_conditions["organization_id"] = org_id - response = ( - await prisma_client.db.litellm_organizationtable.find_many( - where=where_conditions, - include={ - "litellm_budget_table": True, - "members": True, - "teams": True, - }, - ) + response = await OrganizationRepository( + prisma_client + ).table.find_many( + where=where_conditions, + include={ + "litellm_budget_table": True, + "members": True, + "teams": True, + }, ) else: # Filter by membership and any additional filters where_conditions["organization_id"] = {"in": membership_org_ids} - response = await prisma_client.db.litellm_organizationtable.find_many( + response = await OrganizationRepository(prisma_client).table.find_many( where=where_conditions, include={ "litellm_budget_table": True, @@ -809,20 +816,20 @@ async def info_organization( prisma_client=prisma_client, ) - response: Optional[LiteLLM_OrganizationTableWithMembers] = ( - await prisma_client.db.litellm_organizationtable.find_unique( - where={"organization_id": organization_id}, - include={ - "litellm_budget_table": True, - "members": { - "include": { - "user": True, - } - }, - "teams": True, - "object_permission": True, + response: Optional[ + LiteLLM_OrganizationTableWithMembers + ] = await OrganizationRepository(prisma_client).table.find_unique( + where={"organization_id": organization_id}, + include={ + "litellm_budget_table": True, + "members": { + "include": { + "user": True, + } }, - ) + "teams": True, + "object_permission": True, + }, ) if response is None: @@ -868,7 +875,7 @@ async def deprecated_info_organization( prisma_client=prisma_client, ) - response = await prisma_client.db.litellm_organizationtable.find_many( + response = await OrganizationRepository(prisma_client).table.find_many( where={"organization_id": {"in": data.organizations}}, include={"litellm_budget_table": True}, ) @@ -945,11 +952,9 @@ async def organization_member_add( ) # Check if organization exists - existing_organization_row = ( - await prisma_client.db.litellm_organizationtable.find_unique( - where={"organization_id": data.organization_id} - ) - ) + existing_organization_row = await OrganizationRepository( + prisma_client + ).table.find_unique(where={"organization_id": data.organization_id}) if existing_organization_row is None: raise HTTPException( status_code=404, @@ -1012,11 +1017,9 @@ async def find_member_if_email( """ try: - existing_user_email_row: BaseModel = ( - await prisma_client.db.litellm_usertable.find_unique( - where={"user_email": user_email} - ) - ) + existing_user_email_row: BaseModel = await UserRepository( + prisma_client + ).table.find_unique(where={"user_email": user_email}) except Exception: raise HTTPException( status_code=400, @@ -1064,11 +1067,9 @@ async def organization_member_update( ) # Check if organization exists - existing_organization_row = ( - await prisma_client.db.litellm_organizationtable.find_unique( - where={"organization_id": data.organization_id} - ) - ) + existing_organization_row = await OrganizationRepository( + prisma_client + ).table.find_unique(where={"organization_id": data.organization_id}) if existing_organization_row is None: raise HTTPException( status_code=400, @@ -1085,15 +1086,15 @@ async def organization_member_update( data.user_id = existing_user_email_row.user_id try: - existing_organization_membership = ( - await prisma_client.db.litellm_organizationmembership.find_unique( - where={ - "user_id_organization_id": { - "user_id": data.user_id, - "organization_id": data.organization_id, - } + existing_organization_membership = await OrganizationMembershipRepository( + prisma_client + ).table.find_unique( + where={ + "user_id_organization_id": { + "user_id": data.user_id, + "organization_id": data.organization_id, } - ) + } ) except Exception as e: raise HTTPException( @@ -1114,7 +1115,7 @@ async def organization_member_update( # org-scoped operations. An org-admin of any org could otherwise # alter a PROXY_ADMIN user's per-org role, which has downstream # effects on admin UI filtering and scope derivation. - target_user_row = await prisma_client.db.litellm_usertable.find_unique( + target_user_row = await UserRepository(prisma_client).table.find_unique( where={"user_id": data.user_id} ) if target_user_row is not None and getattr( @@ -1136,7 +1137,7 @@ async def organization_member_update( # Update member role if data.role is not None: - await prisma_client.db.litellm_organizationmembership.update( + await OrganizationMembershipRepository(prisma_client).table.update( where={ "user_id_organization_id": { "user_id": data.user_id, @@ -1165,7 +1166,7 @@ async def organization_member_update( ) # update organization membership with new budget_id - await prisma_client.db.litellm_organizationmembership.update( + await OrganizationMembershipRepository(prisma_client).table.update( where={ "user_id_organization_id": { "user_id": data.user_id, @@ -1174,16 +1175,16 @@ async def organization_member_update( }, data={"budget_id": budget_id}, ) - final_organization_membership: Optional[BaseModel] = ( - await prisma_client.db.litellm_organizationmembership.find_unique( - where={ - "user_id_organization_id": { - "user_id": data.user_id, - "organization_id": data.organization_id, - } - }, - include={"litellm_budget_table": True}, - ) + final_organization_membership: Optional[ + BaseModel + ] = await OrganizationMembershipRepository(prisma_client).table.find_unique( + where={ + "user_id_organization_id": { + "user_id": data.user_id, + "organization_id": data.organization_id, + } + }, + include={"litellm_budget_table": True}, ) if final_organization_membership is None: @@ -1239,7 +1240,9 @@ async def organization_member_delete( ) data.user_id = existing_user_email_row.user_id - member_to_delete = await prisma_client.db.litellm_organizationmembership.delete( + member_to_delete = await OrganizationMembershipRepository( + prisma_client + ).table.delete( where={ "user_id_organization_id": { "user_id": data.user_id, @@ -1273,17 +1276,15 @@ async def add_member_to_organization( existing_user_email_row = None ## Check if user exists in LiteLLM_UserTable - user exists - either the user_id or user_email is in LiteLLM_UserTable if member.user_id is not None: - existing_user_id_row = await prisma_client.db.litellm_usertable.find_unique( - where={"user_id": member.user_id} - ) + existing_user_id_row = await UserRepository( + prisma_client + ).table.find_unique(where={"user_id": member.user_id}) if existing_user_id_row is None and member.user_email is not None: try: - existing_user_email_row = ( - await prisma_client.db.litellm_usertable.find_unique( - where={"user_email": member.user_email} - ) - ) + existing_user_email_row = await UserRepository( + prisma_client + ).table.find_unique(where={"user_email": member.user_email}) except Exception as e: raise ValueError( f"Potential NON-Existent or Duplicate user email in DB: Error finding a unique instance of user_email={member.user_email} in LiteLLM_UserTable.: {e}" @@ -1326,14 +1327,14 @@ async def add_member_to_organization( ) # Add user to organization - _organization_membership = ( - await prisma_client.db.litellm_organizationmembership.create( - data={ - "organization_id": organization_id, - "user_id": user_object.user_id, - "user_role": member.role, - } - ) + _organization_membership = await OrganizationMembershipRepository( + prisma_client + ).table.create( + data={ + "organization_id": organization_id, + "user_id": user_object.user_id, + "user_role": member.role, + } ) organization_membership = LiteLLM_OrganizationMembershipTable( **_organization_membership.model_dump() diff --git a/litellm/proxy/management_endpoints/scim/scim_transformations.py b/litellm/proxy/management_endpoints/scim/scim_transformations.py index 28fb87d9b3d..d1e00f87b69 100644 --- a/litellm/proxy/management_endpoints/scim/scim_transformations.py +++ b/litellm/proxy/management_endpoints/scim/scim_transformations.py @@ -6,6 +6,7 @@ from litellm.proxy._types import ( Member, NewUserResponse, ) +from litellm.repositories.team_repository import TeamRepository from litellm.types.proxy.management_endpoints.scim_v2 import * @@ -29,7 +30,7 @@ class ScimTransformations: # Get user's teams/groups groups = [] for team_id in user.teams or []: - team = await prisma_client.db.litellm_teamtable.find_unique( + team = await TeamRepository(prisma_client).table.find_unique( where={"team_id": team_id} ) if team: diff --git a/litellm/proxy/management_endpoints/scim/scim_v2.py b/litellm/proxy/management_endpoints/scim/scim_v2.py index 1f20764f837..0798d1a510d 100644 --- a/litellm/proxy/management_endpoints/scim/scim_v2.py +++ b/litellm/proxy/management_endpoints/scim/scim_v2.py @@ -22,7 +22,6 @@ from typing_extensions import TypedDict import litellm from litellm._logging import verbose_proxy_logger -from litellm.proxy.common_utils.http_parsing_utils import _safe_get_request_headers from litellm._uuid import uuid from litellm.litellm_core_utils.safe_json_dumps import safe_dumps from litellm.proxy._types import ( @@ -41,6 +40,7 @@ from litellm.proxy._types import ( ) from litellm.proxy.auth.auth_checks import _delete_cache_key_object from litellm.proxy.auth.user_api_key_auth import user_api_key_auth +from litellm.proxy.common_utils.http_parsing_utils import _safe_get_request_headers from litellm.proxy.management_endpoints.internal_user_endpoints import new_user from litellm.proxy.management_endpoints.scim.scim_transformations import ( ScimTransformations, @@ -51,6 +51,16 @@ from litellm.proxy.management_endpoints.team_endpoints import ( team_member_delete, ) from litellm.proxy.utils import _premium_user_check, handle_exception_on_proxy +from litellm.repositories.table_repositories import ( + InvitationLinkRepository, + OrganizationMembershipRepository, + TeamMembershipRepository, +) +from litellm.repositories.team_repository import TeamRepository +from litellm.repositories.user_repository import UserRepository +from litellm.repositories.verification_token_repository import ( + VerificationTokenRepository, +) from litellm.types.proxy.management_endpoints.scim_v2 import * @@ -74,7 +84,7 @@ class UserProvisionerHelpers: if not new_user_request.user_email: return None - existing_user = await prisma_client.db.litellm_usertable.find_first( + existing_user = await UserRepository(prisma_client).table.find_first( where={"user_email": new_user_request.user_email} ) @@ -82,7 +92,7 @@ class UserProvisionerHelpers: return None # Update the user - updated_user = await prisma_client.db.litellm_usertable.update( + updated_user = await UserRepository(prisma_client).table.update( where={"user_id": existing_user.user_id}, data={ "user_id": new_user_request.user_id, @@ -139,7 +149,7 @@ async def _check_user_exists(user_id: str): """Check if user exists and return user, raise 404 if not found.""" prisma_client = await _get_prisma_client_or_raise_exception() - user = await prisma_client.db.litellm_usertable.find_unique( + user = await UserRepository(prisma_client).table.find_unique( where={"user_id": user_id} ) @@ -155,7 +165,7 @@ async def _check_team_exists(team_id: str): """Check if team exists and return team, raise 404 if not found.""" prisma_client = await _get_prisma_client_or_raise_exception() - team = await prisma_client.db.litellm_teamtable.find_unique( + team = await TeamRepository(prisma_client).table.find_unique( where={"team_id": team_id} ) @@ -268,7 +278,7 @@ async def _extract_group_member_ids(group: SCIMGroup) -> GroupMemberExtractionRe ) # Check if user exists - user = await prisma_client.db.litellm_usertable.find_unique( + user = await UserRepository(prisma_client).table.find_unique( where={"user_id": user_id} ) @@ -310,7 +320,7 @@ async def _get_team_members_display(member_ids: List[str]) -> List[SCIMMember]: members: List[SCIMMember] = [] for member_id in member_ids: - user = await prisma_client.db.litellm_usertable.find_unique( + user = await UserRepository(prisma_client).table.find_unique( where={"user_id": member_id} ) if user: @@ -367,7 +377,7 @@ async def _set_user_keys_blocked(user_id: str, blocked: bool) -> int: # `blocked` is a nullable column with no default, so existing rows # typically hold NULL; treat NULL as "not blocked" since SQL equality # on NULL would otherwise silently skip them. - candidates = await prisma_client.db.litellm_verificationtoken.find_many( + candidates = await VerificationTokenRepository(prisma_client).table.find_many( where={ "user_id": user_id, "OR": [{"blocked": False}, {"blocked": None}], @@ -375,7 +385,7 @@ async def _set_user_keys_blocked(user_id: str, blocked: bool) -> int: ) affected_keys = candidates else: - candidates = await prisma_client.db.litellm_verificationtoken.find_many( + candidates = await VerificationTokenRepository(prisma_client).table.find_many( where={"user_id": user_id, "blocked": True}, ) affected_keys = [k for k in candidates if _key_was_scim_blocked(k.metadata)] @@ -395,7 +405,7 @@ async def _set_user_keys_blocked(user_id: str, blocked: bool) -> int: for k, v in current_metadata.items() if k != SCIM_BLOCKED_METADATA_KEY } - await prisma_client.db.litellm_verificationtoken.update( + await VerificationTokenRepository(prisma_client).table.update( where={"token": key_row.token}, data={"blocked": blocked, "metadata": safe_dumps(new_metadata)}, ) @@ -423,7 +433,7 @@ async def _delete_rows_referencing_user(prisma_client: Any, *, user_id: str) -> the user delete with an FK constraint violation (e.g. ``LiteLLM_InvitationLink_user_id_fkey``). """ - await prisma_client.db.litellm_invitationlink.delete_many( + await InvitationLinkRepository(prisma_client).table.delete_many( where={ "OR": [ {"user_id": user_id}, @@ -432,10 +442,10 @@ async def _delete_rows_referencing_user(prisma_client: Any, *, user_id: str) -> ] } ) - await prisma_client.db.litellm_organizationmembership.delete_many( + await OrganizationMembershipRepository(prisma_client).table.delete_many( where={"user_id": user_id} ) - await prisma_client.db.litellm_teammembership.delete_many( + await TeamMembershipRepository(prisma_client).table.delete_many( where={"user_id": user_id} ) @@ -897,17 +907,17 @@ async def get_users( where_conditions["user_email"] = filter_value # Get users from database - users: List[LiteLLM_UserTable] = ( - await prisma_client.db.litellm_usertable.find_many( - where=where_conditions, - skip=(startIndex - 1), - take=count, - order={"created_at": "desc"}, - ) + users: List[LiteLLM_UserTable] = await UserRepository( + prisma_client + ).table.find_many( + where=where_conditions, + skip=(startIndex - 1), + take=count, + order={"created_at": "desc"}, ) # Get total count for pagination - total_count = await prisma_client.db.litellm_usertable.count( + total_count = await UserRepository(prisma_client).table.count( where=where_conditions ) @@ -975,7 +985,7 @@ async def create_user( # Check if user already exists if user.userName: - existing_user = await prisma_client.db.litellm_usertable.find_unique( + existing_user = await UserRepository(prisma_client).table.find_unique( where={"user_id": user.userName} ) if existing_user: @@ -1094,7 +1104,7 @@ async def update_user( "metadata": safe_dumps(metadata), } - updated_user = await prisma_client.db.litellm_usertable.update( + updated_user = await UserRepository(prisma_client).table.update( where={"user_id": user_id}, data=update_data, ) @@ -1137,7 +1147,7 @@ async def delete_user( teams = [] if existing_user.teams: for team_id in existing_user.teams: - team = await prisma_client.db.litellm_teamtable.find_unique( + team = await TeamRepository(prisma_client).table.find_unique( where={"team_id": team_id} ) if team: @@ -1148,7 +1158,7 @@ async def delete_user( current_members = team.members or [] if user_id in current_members: new_members = [m for m in current_members if m != user_id] - await prisma_client.db.litellm_teamtable.update( + await TeamRepository(prisma_client).table.update( where={"team_id": team.team_id}, data={"members": new_members} ) @@ -1157,7 +1167,7 @@ async def delete_user( await _delete_rows_referencing_user(prisma_client, user_id=user_id) # Delete user - await prisma_client.db.litellm_usertable.delete(where={"user_id": user_id}) + await UserRepository(prisma_client).table.delete(where={"user_id": user_id}) return Response(status_code=204) except Exception as e: @@ -1413,7 +1423,7 @@ async def patch_user( update_data["metadata"] = safe_dumps(update_data["metadata"]) - updated_user = await prisma_client.db.litellm_usertable.update( + updated_user = await UserRepository(prisma_client).table.update( where={"user_id": user_id}, data=update_data, ) @@ -1465,7 +1475,7 @@ async def get_groups( where_conditions["team_alias"] = team_alias # Get teams from database - teams = await prisma_client.db.litellm_teamtable.find_many( + teams = await TeamRepository(prisma_client).table.find_many( where=where_conditions, skip=(startIndex - 1), take=count, @@ -1473,7 +1483,7 @@ async def get_groups( ) # Get total count for pagination - total_count = await prisma_client.db.litellm_teamtable.count( + total_count = await TeamRepository(prisma_client).table.count( where=where_conditions ) @@ -1561,7 +1571,7 @@ async def create_group( team_id = group.id or group.externalId or str(uuid.uuid4()) # Check if team already exists - existing_team = await prisma_client.db.litellm_teamtable.find_unique( + existing_team = await TeamRepository(prisma_client).table.find_unique( where={"team_id": team_id} ) @@ -1638,7 +1648,7 @@ async def update_group( } # Update team in database - updated_team = await prisma_client.db.litellm_teamtable.update( + updated_team = await TeamRepository(prisma_client).table.update( where={"team_id": group_id}, data=update_data, ) @@ -1683,19 +1693,19 @@ async def delete_group( # For each member, remove this team from their teams list for member_id in existing_team.members or []: - user = await prisma_client.db.litellm_usertable.find_unique( + user = await UserRepository(prisma_client).table.find_unique( where={"user_id": member_id} ) if user: current_teams = user.teams or [] if group_id in current_teams: new_teams = [t for t in current_teams if t != group_id] - await prisma_client.db.litellm_usertable.update( + await UserRepository(prisma_client).table.update( where={"user_id": member_id}, data={"teams": new_teams} ) # Delete team - await prisma_client.db.litellm_teamtable.delete(where={"team_id": group_id}) + await TeamRepository(prisma_client).table.delete(where={"team_id": group_id}) return Response(status_code=204) @@ -1748,7 +1758,7 @@ async def _process_group_patch_operations( detail={"error": "Invalid member: user ID cannot be empty."}, ) - user = await prisma_client.db.litellm_usertable.find_unique( + user = await UserRepository(prisma_client).table.find_unique( where={"user_id": member_id} ) if user: @@ -1805,7 +1815,7 @@ async def _apply_group_patch_updates( update_data["members"] = list(final_members) # Update team in database - updated_team = await prisma_client.db.litellm_teamtable.update( + updated_team = await TeamRepository(prisma_client).table.update( where={"team_id": group_id}, data=update_data, ) @@ -1877,7 +1887,7 @@ async def patch_group( # Refresh team data from database to get the latest state after concurrent updates # This prevents race conditions when multiple PATCH requests come in simultaneously - refreshed_team = await prisma_client.db.litellm_teamtable.find_unique( + refreshed_team = await TeamRepository(prisma_client).table.find_unique( where={"team_id": group_id} ) if refreshed_team: @@ -1894,7 +1904,7 @@ async def patch_group( await _handle_group_membership_changes(group_id, current_members, final_members) # Refresh team one more time to get final state after membership changes - final_team = await prisma_client.db.litellm_teamtable.find_unique( + final_team = await TeamRepository(prisma_client).table.find_unique( where={"team_id": group_id} ) if final_team: diff --git a/litellm/proxy/management_endpoints/tag_management_endpoints.py b/litellm/proxy/management_endpoints/tag_management_endpoints.py index 49d9b67a28a..f0bb8bdb5ff 100644 --- a/litellm/proxy/management_endpoints/tag_management_endpoints.py +++ b/litellm/proxy/management_endpoints/tag_management_endpoints.py @@ -25,6 +25,14 @@ from litellm.proxy.management_endpoints.common_daily_activity import ( get_daily_activity, ) from litellm.proxy.management_helpers.utils import handle_budget_for_entity +from litellm.repositories.model_repository import ModelRepository +from litellm.repositories.table_repositories import ( + DailyTagSpendRepository, + TagRepository, +) +from litellm.repositories.verification_token_repository import ( + VerificationTokenRepository, +) from litellm.types.tag_management import ( TagConfig, TagDeleteRequest, @@ -56,7 +64,7 @@ async def _get_internal_user_api_keys( if user_id is None: return sorted(user_api_keys) - key_records = await prisma_client.db.litellm_verificationtoken.find_many( + key_records = await VerificationTokenRepository(prisma_client).table.find_many( where={"user_id": user_id}, select={"token": True}, ) @@ -109,7 +117,7 @@ async def _get_tag_daily_activity_api_key_filter( async def _get_model_names(prisma_client, model_ids: list) -> Dict[str, str]: """Helper function to get model names from model IDs""" try: - models = await prisma_client.db.litellm_proxymodeltable.find_many( + models = await ModelRepository(prisma_client).table.find_many( where={"model_id": {"in": model_ids}} ) return {model.model_id: model.model_name for model in models} @@ -189,7 +197,7 @@ async def new_tag( ) try: # Check if tag already exists - existing_tag = await prisma_client.db.litellm_tagtable.find_unique( + existing_tag = await TagRepository(prisma_client).table.find_unique( where={"tag_name": tag.name} ) if existing_tag is not None: @@ -210,7 +218,7 @@ async def new_tag( model_info = await _get_model_names(prisma_client, tag.models or []) # Create new tag in database - new_tag_record = await prisma_client.db.litellm_tagtable.create( + new_tag_record = await TagRepository(prisma_client).table.create( data={ "tag_name": tag.name, "description": tag.description, @@ -267,7 +275,7 @@ async def _add_tag_to_deployment(deployment: "Deployment", tag: str): try: # Get current model from database to preserve encrypted fields - db_model = await prisma_client.db.litellm_proxymodeltable.find_unique( + db_model = await ModelRepository(prisma_client).table.find_unique( where={"model_id": deployment.model_info.id} ) @@ -292,7 +300,7 @@ async def _add_tag_to_deployment(deployment: "Deployment", tag: str): existing_params["tags"].append(tag) # Update database with modified params (keeps encrypted fields encrypted) - await prisma_client.db.litellm_proxymodeltable.update( + await ModelRepository(prisma_client).table.update( where={"model_id": deployment.model_info.id}, data={"litellm_params": json.dumps(existing_params)}, ) @@ -335,7 +343,7 @@ async def update_tag( try: # Check if tag exists - existing_tag = await prisma_client.db.litellm_tagtable.find_unique( + existing_tag = await TagRepository(prisma_client).table.find_unique( where={"tag_name": tag.name} ) if existing_tag is None: @@ -367,7 +375,7 @@ async def update_tag( update_data["budget_id"] = budget_id # Update tag in database - updated_tag_record = await prisma_client.db.litellm_tagtable.update( + updated_tag_record = await TagRepository(prisma_client).table.update( where={"tag_name": tag.name}, data=update_data, ) @@ -414,7 +422,7 @@ async def info_tag( try: # Query tags from database with budget info - tag_records = await prisma_client.db.litellm_tagtable.find_many( + tag_records = await TagRepository(prisma_client).table.find_many( where={"tag_name": {"in": data.names}}, include={"litellm_budget_table": True}, ) @@ -535,7 +543,7 @@ async def list_tags( if start_date is not None and end_date is not None: dynamic_tag_where["date"] = {"gte": start_date, "lte": end_date} - dynamic_tag_rows = await prisma_client.db.litellm_dailytagspend.group_by( + dynamic_tag_rows = await DailyTagSpendRepository(prisma_client).table.group_by( by=["tag"], where=dynamic_tag_where, min={"created_at": True}, @@ -551,7 +559,7 @@ async def list_tags( ) ## QUERY STORED TAGS ## - tag_records = await prisma_client.db.litellm_tagtable.find_many( + tag_records = await TagRepository(prisma_client).table.find_many( where=stored_tag_where, include={"litellm_budget_table": True}, ) @@ -626,14 +634,14 @@ async def delete_tag( try: # Check if tag exists - existing_tag = await prisma_client.db.litellm_tagtable.find_unique( + existing_tag = await TagRepository(prisma_client).table.find_unique( where={"tag_name": data.name} ) if existing_tag is None: raise HTTPException(status_code=404, detail=f"Tag {data.name} not found") # Delete tag from database - await prisma_client.db.litellm_tagtable.delete(where={"tag_name": data.name}) + await TagRepository(prisma_client).table.delete(where={"tag_name": data.name}) return {"message": f"Tag {data.name} deleted successfully"} except Exception as e: diff --git a/litellm/proxy/management_endpoints/team_callback_endpoints.py b/litellm/proxy/management_endpoints/team_callback_endpoints.py index 63b56425b0e..0c11507697d 100644 --- a/litellm/proxy/management_endpoints/team_callback_endpoints.py +++ b/litellm/proxy/management_endpoints/team_callback_endpoints.py @@ -30,6 +30,7 @@ from litellm.proxy.auth.user_api_key_auth import user_api_key_auth from litellm.proxy.common_utils.callback_utils import encrypt_callback_vars from litellm.proxy.management_endpoints.team_endpoints import _verify_team_access from litellm.proxy.management_helpers.utils import management_endpoint_wrapper +from litellm.repositories.team_repository import TeamRepository router = APIRouter() @@ -249,7 +250,7 @@ async def add_team_callbacks( team_metadata = encrypt_callback_vars(team_metadata) team_metadata_json = json.dumps(team_metadata) # update team_metadata - new_team_row = await prisma_client.db.litellm_teamtable.update( + new_team_row = await TeamRepository(prisma_client).table.update( where={"team_id": team_id}, data={"metadata": team_metadata_json} # type: ignore ) @@ -353,7 +354,7 @@ async def disable_team_logging( team_metadata_json = json.dumps(team_metadata) # Update team in database - updated_team = await prisma_client.db.litellm_teamtable.update( + updated_team = await TeamRepository(prisma_client).table.update( where={"team_id": team_id}, data={"metadata": team_metadata_json} # type: ignore ) diff --git a/litellm/proxy/management_endpoints/team_endpoints.py b/litellm/proxy/management_endpoints/team_endpoints.py index a3ad7a9ea8b..7a784ee4622 100644 --- a/litellm/proxy/management_endpoints/team_endpoints.py +++ b/litellm/proxy/management_endpoints/team_endpoints.py @@ -10,8 +10,8 @@ All /team management endpoints """ import asyncio -import math import json +import math import traceback from datetime import datetime, timezone from typing import Any, Dict, List, Optional, Tuple, Union, cast @@ -102,6 +102,20 @@ from litellm.proxy.management_helpers.utils import ( management_endpoint_wrapper, ) from litellm.proxy.utils import PrismaClient, handle_exception_on_proxy +from litellm.repositories.budget_repository import BudgetRepository +from litellm.repositories.organization_repository import OrganizationRepository +from litellm.repositories.table_repositories import ( + AccessGroupRepository, + DeletedTeamRepository, + ModelTableRepository, + OrganizationMembershipRepository, + TeamMembershipRepository, +) +from litellm.repositories.team_repository import TeamRepository +from litellm.repositories.user_repository import UserRepository +from litellm.repositories.verification_token_repository import ( + VerificationTokenRepository, +) from litellm.router import Router from litellm.types.proxy.management_endpoints.common_daily_activity import ( SpendAnalyticsPaginatedResponse, @@ -365,9 +379,9 @@ class TeamMemberBudgetHandler: return # Batch-fetch existing memberships for this team (avoids N+1 queries) - existing_memberships = await prisma_client.db.litellm_teammembership.find_many( - where={"team_id": team_id} - ) + existing_memberships = await TeamMembershipRepository( + prisma_client + ).table.find_many(where={"team_id": team_id}) existing_user_ids = {m.user_id for m in existing_memberships} # Identify members with no existing membership row. @@ -386,7 +400,7 @@ class TeamMemberBudgetHandler: ) if missing: - await prisma_client.db.litellm_teammembership.create_many( + await TeamMembershipRepository(prisma_client).table.create_many( data=missing, skip_duplicates=True, # safety net against concurrent races ) @@ -400,7 +414,7 @@ class TeamMemberBudgetHandler: # Heal existing membership rows that predate the team_member_budget # configuration: populate budget_id where it is currently NULL. # Rows with an explicit budget_id (per-member override) are left alone. - updated = await prisma_client.db.litellm_teammembership.update_many( + updated = await TeamMembershipRepository(prisma_client).table.update_many( where={"team_id": team_id, "budget_id": None}, data={"budget_id": team_member_budget_id}, ) @@ -456,7 +470,7 @@ async def get_all_team_memberships( # else: # where_obj = {"user_id": str(user_id), "team_id": {"in": team_id}} - team_memberships = await prisma_client.db.litellm_teammembership.find_many( + team_memberships = await TeamMembershipRepository(prisma_client).table.find_many( where=where_obj, include={"litellm_budget_table": True}, ) @@ -739,7 +753,7 @@ async def _check_org_team_limits( # calculate allocated tpm/rpm limit # check if specified tpm/rpm limit is greater than allocated tpm/rpm limit - teams = await prisma_client.db.litellm_teamtable.find_many( + teams = await TeamRepository(prisma_client).table.find_many( where={"organization_id": org_table.organization_id}, ) @@ -931,6 +945,9 @@ async def new_team( # noqa: PLR0915 ``` """ try: + from litellm.proxy.management_helpers.audit_logs import ( + get_audit_log_changed_by, + ) from litellm.proxy.proxy_server import ( _license_check, create_audit_log_for_update, @@ -938,9 +955,6 @@ async def new_team( # noqa: PLR0915 prisma_client, user_api_key_cache, ) - from litellm.proxy.management_helpers.audit_logs import ( - get_audit_log_changed_by, - ) if prisma_client is None: raise HTTPException(status_code=500, detail={"error": "No db connected"}) @@ -986,7 +1000,7 @@ async def new_team( # noqa: PLR0915 ) # Check if license is over limit - total_teams = await prisma_client.db.litellm_teamtable.count() + total_teams = await TeamRepository(prisma_client).table.count() if total_teams and _license_check.is_team_count_over_limit( team_count=total_teams ): @@ -1092,7 +1106,7 @@ async def new_team( # noqa: PLR0915 created_by=user_api_key_dict.user_id or litellm_proxy_admin_name, updated_by=user_api_key_dict.user_id or litellm_proxy_admin_name, ) - model_dict = await prisma_client.db.litellm_modeltable.create( + model_dict = await ModelTableRepository(prisma_client).table.create( {**litellm_modeltable.json(exclude_none=True)} # type: ignore ) # type: ignore @@ -1195,7 +1209,7 @@ async def new_team( # noqa: PLR0915 db_data=complete_team_data_dict ) - team_row: LiteLLM_TeamTable = await prisma_client.db.litellm_teamtable.create( + team_row: LiteLLM_TeamTable = await TeamRepository(prisma_client).table.create( data=complete_team_data_dict, include={"litellm_model_table": True}, # type: ignore ) @@ -1315,11 +1329,11 @@ async def _update_model_table( updated_by=user_api_key_dict.user_id or litellm_proxy_admin_name, ) if model_id is None: - model_dict = await prisma_client.db.litellm_modeltable.create( + model_dict = await ModelTableRepository(prisma_client).table.create( data={**litellm_modeltable.json(exclude_none=True)} # type: ignore ) else: - model_dict = await prisma_client.db.litellm_modeltable.upsert( + model_dict = await ModelTableRepository(prisma_client).table.upsert( where={"id": model_id}, data={ "update": {**litellm_modeltable.json(exclude_none=True)}, # type: ignore @@ -1400,7 +1414,7 @@ async def fetch_and_validate_organization( status_code=500, detail={"error": CommonProxyErrors.no_llm_router.value} ) - organization_row = await prisma_client.db.litellm_organizationtable.find_unique( + organization_row = await OrganizationRepository(prisma_client).table.find_unique( where={"organization_id": organization_id}, include={"litellm_budget_table": True, "members": True, "teams": True}, ) @@ -1669,7 +1683,7 @@ async def update_team( # noqa: PLR0915 }, ) - existing_team_row = await prisma_client.db.litellm_teamtable.find_unique( + existing_team_row = await TeamRepository(prisma_client).table.find_unique( where={"team_id": data.team_id} ) @@ -1738,7 +1752,9 @@ async def update_team( # noqa: PLR0915 ): # Is the caller org_admin of the destination org? caller_memberships = ( - await prisma_client.db.litellm_organizationmembership.find_many( + await OrganizationMembershipRepository( + prisma_client + ).table.find_many( where={ "user_id": user_api_key_dict.user_id, "organization_id": data.organization_id, @@ -1885,18 +1901,18 @@ async def update_team( # noqa: PLR0915 updated_kv["router_settings"] = safe_dumps(updated_kv["router_settings"]) updated_kv = prisma_client.jsonify_team_object(db_data=updated_kv) - team_row: Optional[LiteLLM_TeamTable] = ( - await prisma_client.db.litellm_teamtable.update( - where={"team_id": data.team_id}, - data=updated_kv, - # `object_permission` is included so `_refresh_cached_team` - # doesn't write a cached team with the relation nulled out — - # see team_model_add for the full rationale. - include={ - "litellm_model_table": True, - "object_permission": True, - }, # type: ignore - ) + team_row: Optional[LiteLLM_TeamTable] = await TeamRepository( + prisma_client + ).table.update( + where={"team_id": data.team_id}, + data=updated_kv, + # `object_permission` is included so `_refresh_cached_team` + # doesn't write a cached team with the relation nulled out — + # see team_model_add for the full rationale. + include={ + "litellm_model_table": True, + "object_permission": True, + }, # type: ignore ) if team_row is None or team_row.team_id is None: @@ -2306,7 +2322,7 @@ async def _add_team_members_to_team( # ADD MEMBER TO TEAM _db_team_members = [m.model_dump() for m in complete_team_data.members_with_roles] - updated_team = await prisma_client.db.litellm_teamtable.update( + updated_team = await TeamRepository(prisma_client).table.update( where={"team_id": data.team_id}, data={"members_with_roles": json.dumps(_db_team_members)}, # type: ignore ) @@ -2377,7 +2393,7 @@ async def _validate_and_populate_member_user_info( # Case 2: Only user_email provided - populate user_id from DB if member.user_email is not None and member.user_id is None: - user_by_email = await prisma_client.db.litellm_usertable.find_first( + user_by_email = await UserRepository(prisma_client).table.find_first( where={"user_email": {"equals": member.user_email, "mode": "insensitive"}} ) @@ -2410,7 +2426,7 @@ async def _validate_and_populate_member_user_info( # Case 3: Only user_id provided - populate user_email from DB if user exists if member.user_id is not None and member.user_email is None: - user_by_id = await prisma_client.db.litellm_usertable.find_unique( + user_by_id = await UserRepository(prisma_client).table.find_unique( where={"user_id": member.user_id} ) @@ -2608,7 +2624,7 @@ async def team_member_delete( detail={"error": "Either user_id or user_email needs to be passed in"}, ) - _existing_team_row = await prisma_client.db.litellm_teamtable.find_unique( + _existing_team_row = await TeamRepository(prisma_client).table.find_unique( where={"team_id": data.team_id} ) @@ -2652,7 +2668,7 @@ async def team_member_delete( _db_new_team_members: List[dict] = [m.model_dump() for m in new_team_members] - _ = await prisma_client.db.litellm_teamtable.update( + _ = await TeamRepository(prisma_client).table.update( where={ "team_id": data.team_id, }, @@ -2666,7 +2682,7 @@ async def team_member_delete( key_val["user_id"] = data.user_id elif data.user_email is not None: key_val["user_email"] = data.user_email - existing_user_rows = await prisma_client.db.litellm_usertable.find_many( + existing_user_rows = await UserRepository(prisma_client).table.find_many( where=key_val # type: ignore ) @@ -2678,7 +2694,7 @@ async def team_member_delete( if data.team_id in existing_user.teams: team_list = existing_user.teams team_list.remove(data.team_id) - await prisma_client.db.litellm_usertable.update( + await UserRepository(prisma_client).table.update( where={ "user_id": existing_user.user_id, }, @@ -2695,7 +2711,7 @@ async def team_member_delete( user_ids_to_delete.add(existing_user.user_id) for _uid in user_ids_to_delete: - await prisma_client.db.litellm_teammembership.delete_many( + await TeamMembershipRepository(prisma_client).table.delete_many( where={"team_id": data.team_id, "user_id": _uid} ) @@ -2706,13 +2722,13 @@ async def team_member_delete( ) # Fetch keys before deletion to persist them - keys_to_delete: List[LiteLLM_VerificationToken] = ( - await prisma_client.db.litellm_verificationtoken.find_many( - where={ - "user_id": {"in": list(user_ids_to_delete)}, - "team_id": data.team_id, - } - ) + keys_to_delete: List[ + LiteLLM_VerificationToken + ] = await VerificationTokenRepository(prisma_client).table.find_many( + where={ + "user_id": {"in": list(user_ids_to_delete)}, + "team_id": data.team_id, + } ) if keys_to_delete: @@ -2723,7 +2739,7 @@ async def team_member_delete( litellm_changed_by=None, ) - await prisma_client.db.litellm_verificationtoken.delete_many( + await VerificationTokenRepository(prisma_client).table.delete_many( where={ "user_id": {"in": list(user_ids_to_delete)}, "team_id": data.team_id, @@ -2818,7 +2834,7 @@ async def team_member_update( _validate_budget_duration(data.budget_duration) - _existing_team_row = await prisma_client.db.litellm_teamtable.find_unique( + _existing_team_row = await TeamRepository(prisma_client).table.find_unique( where={"team_id": data.team_id} ) @@ -2921,7 +2937,7 @@ async def team_member_update( team_table.members_with_roles = team_members _db_team_members: List[dict] = [m.model_dump() for m in team_members] - await prisma_client.db.litellm_teamtable.update( + await TeamRepository(prisma_client).table.update( where={"team_id": data.team_id}, data={"members_with_roles": json.dumps(_db_team_members)}, # type: ignore ) @@ -3052,7 +3068,7 @@ async def bulk_team_member_add( }, ) # get all users from the database - all_users_in_db = await prisma_client.db.litellm_usertable.find_many( + all_users_in_db = await UserRepository(prisma_client).table.find_many( order={"created_at": "desc"} ) data.members = [ @@ -3153,14 +3169,14 @@ async def delete_team( }' ``` """ + from litellm.proxy.management_helpers.audit_logs import ( + get_audit_log_changed_by, + ) from litellm.proxy.proxy_server import ( create_audit_log_for_update, litellm_proxy_admin_name, prisma_client, ) - from litellm.proxy.management_helpers.audit_logs import ( - get_audit_log_changed_by, - ) if prisma_client is None: raise HTTPException(status_code=500, detail={"error": "No db connected"}) @@ -3172,11 +3188,9 @@ async def delete_team( team_rows: List[LiteLLM_TeamTable] = [] for team_id in data.team_ids: try: - team_row_base: Optional[BaseModel] = ( - await prisma_client.db.litellm_teamtable.find_unique( - where={"team_id": team_id} - ) - ) + team_row_base: Optional[BaseModel] = await TeamRepository( + prisma_client + ).table.find_unique(where={"team_id": team_id}) if team_row_base is None: raise Exception except Exception: @@ -3243,11 +3257,9 @@ async def delete_team( _persist_deleted_verification_tokens, ) - keys_to_delete: List[LiteLLM_VerificationToken] = ( - await prisma_client.db.litellm_verificationtoken.find_many( - where={"team_id": {"in": data.team_ids}} - ) - ) + keys_to_delete: List[LiteLLM_VerificationToken] = await VerificationTokenRepository( + prisma_client + ).table.find_many(where={"team_id": {"in": data.team_ids}}) if keys_to_delete: await _persist_deleted_verification_tokens( @@ -3338,7 +3350,7 @@ async def _save_deleted_team_records( """Save deleted team records to the database.""" if not records: return - await prisma_client.db.litellm_deletedteamtable.create_many(data=records) + await DeletedTeamRepository(prisma_client).table.create_many(data=records) async def _persist_deleted_team_records( @@ -3420,7 +3432,7 @@ async def _add_team_member_budget_table( team_info_response_object: TeamInfoResponseObjectTeamTable, ) -> TeamInfoResponseObjectTeamTable: try: - team_budget = await prisma_client.db.litellm_budgettable.find_unique( + team_budget = await BudgetRepository(prisma_client).table.find_unique( where={"budget_id": team_member_budget_id} ) team_info_response_object.team_member_budget_table = team_budget @@ -3489,11 +3501,11 @@ async def team_info( ) try: - team_info: Optional[BaseModel] = ( - await prisma_client.db.litellm_teamtable.find_unique( - where={"team_id": team_id}, - include={"object_permission": True}, - ) + team_info: Optional[BaseModel] = await TeamRepository( + prisma_client + ).table.find_unique( + where={"team_id": team_id}, + include={"object_permission": True}, ) if team_info is None: raise Exception @@ -3749,7 +3761,7 @@ async def block_team( if prisma_client is None: raise Exception("No DB Connected.") - existing_team = await prisma_client.db.litellm_teamtable.find_unique( + existing_team = await TeamRepository(prisma_client).table.find_unique( where={"team_id": data.team_id} ) if existing_team is None: @@ -3764,7 +3776,7 @@ async def block_team( user_api_key_dict=user_api_key_dict, ) - record = await prisma_client.db.litellm_teamtable.update( + record = await TeamRepository(prisma_client).table.update( where={"team_id": data.team_id}, data={"blocked": True} # type: ignore ) @@ -3801,7 +3813,7 @@ async def unblock_team( if prisma_client is None: raise Exception("No DB Connected.") - existing_team = await prisma_client.db.litellm_teamtable.find_unique( + existing_team = await TeamRepository(prisma_client).table.find_unique( where={"team_id": data.team_id} ) if existing_team is None: @@ -3816,7 +3828,7 @@ async def unblock_team( user_api_key_dict=user_api_key_dict, ) - record = await prisma_client.db.litellm_teamtable.update( + record = await TeamRepository(prisma_client).table.update( where={"team_id": data.team_id}, data={"blocked": False} # type: ignore ) @@ -3849,7 +3861,7 @@ async def list_available_teams( return [] # filter out teams that the user is already a member of - user_info = await prisma_client.db.litellm_usertable.find_unique( + user_info = await UserRepository(prisma_client).table.find_unique( where={"user_id": user_api_key_dict.user_id} ) if user_info is None: @@ -3863,7 +3875,7 @@ async def list_available_teams( team for team in available_teams if team not in user_info_correct_type.teams ] - available_teams_db = await prisma_client.db.litellm_teamtable.find_many( + available_teams_db = await TeamRepository(prisma_client).table.find_many( where={"team_id": {"in": available_teams}} ) @@ -4009,7 +4021,7 @@ async def _batch_resolve_access_group_resources( return {} unique_ids = list(set(all_access_group_ids)) - rows = await _prisma_client.db.litellm_accessgrouptable.find_many( + rows = await AccessGroupRepository(_prisma_client).table.find_many( where={"access_group_id": {"in": unique_ids}}, ) @@ -4074,7 +4086,7 @@ async def _get_keys_count_by_team( if not page_team_ids: return {} - grouped = await prisma_client.db.litellm_verificationtoken.group_by( + grouped = await VerificationTokenRepository(prisma_client).table.group_by( by=["team_id"], where={"team_id": {"in": page_team_ids}}, count={"team_id": True}, @@ -4288,25 +4300,25 @@ async def list_team_v2( # Get teams with pagination if use_deleted_table: - teams = await prisma_client.db.litellm_deletedteamtable.find_many( + teams = await DeletedTeamRepository(prisma_client).table.find_many( where=where_conditions, skip=skip, take=page_size, order=order_by if order_by else {"created_at": "desc"}, # Default sort ) # Get total count for pagination - total_count = await prisma_client.db.litellm_deletedteamtable.count( + total_count = await DeletedTeamRepository(prisma_client).table.count( where=where_conditions ) else: - teams = await prisma_client.db.litellm_teamtable.find_many( + teams = await TeamRepository(prisma_client).table.find_many( where=where_conditions, skip=skip, take=page_size, order=order_by if order_by else {"created_at": "desc"}, # Default sort ) # Get total count for pagination - total_count = await prisma_client.db.litellm_teamtable.count( + total_count = await TeamRepository(prisma_client).table.count( where=where_conditions ) @@ -4412,7 +4424,7 @@ async def _authorize_and_filter_teams( if allowed_org_ids is not None: # Org admin: query DB for teams in their orgs - org_teams = await prisma_client.db.litellm_teamtable.find_many( + org_teams = await TeamRepository(prisma_client).table.find_many( where={"organization_id": {"in": allowed_org_ids}}, include={"litellm_model_table": True}, ) @@ -4427,7 +4439,7 @@ async def _authorize_and_filter_teams( ] elif user_id: # Regular user: fetch all and filter by membership (Prisma can't filter JSON arrays) - response = await prisma_client.db.litellm_teamtable.find_many( + response = await TeamRepository(prisma_client).table.find_many( include={"litellm_model_table": True} ) return [ @@ -4439,7 +4451,7 @@ async def _authorize_and_filter_teams( else: # Proxy admin: all teams return list( - await prisma_client.db.litellm_teamtable.find_many( + await TeamRepository(prisma_client).table.find_many( include={"litellm_model_table": True} ) ) @@ -4500,7 +4512,7 @@ async def list_team( _team_memberships.append(tm) # add all keys that belong to the team - keys = await prisma_client.db.litellm_verificationtoken.find_many( + keys = await VerificationTokenRepository(prisma_client).table.find_many( where={"team_id": team.team_id} ) @@ -4556,10 +4568,10 @@ async def get_paginated_teams( # Calculate skip for pagination skip = (page - 1) * page_size # Get total count - total_count = await prisma_client.db.litellm_teamtable.count() + total_count = await TeamRepository(prisma_client).table.count() # Get paginated teams - teams = await prisma_client.db.litellm_teamtable.find_many( + teams = await TeamRepository(prisma_client).table.find_many( skip=skip, take=page_size, order={"team_alias": "asc"} # Sort by team_alias ) return teams, total_count @@ -4632,7 +4644,7 @@ async def ui_view_teams( } # Query users with pagination and filters - teams = await prisma_client.db.litellm_teamtable.find_many( + teams = await TeamRepository(prisma_client).table.find_many( where=where_conditions, skip=skip, take=page_size, @@ -4704,7 +4716,7 @@ async def team_model_add( raise HTTPException(status_code=500, detail={"error": "No db connected"}) # Get existing team - team_row = await prisma_client.db.litellm_teamtable.find_unique( + team_row = await TeamRepository(prisma_client).table.find_unique( where={"team_id": data.team_id} ) @@ -4737,7 +4749,7 @@ async def team_model_add( # null them out — see object_permission_utils.validate_key_search_tools_against_team # and the MCP/agent authz paths, which treat a missing object_permission # as "no team-level restriction". - updated_team = await prisma_client.db.litellm_teamtable.update( + updated_team = await TeamRepository(prisma_client).table.update( where={"team_id": data.team_id}, data={"models": updated_models}, include={"object_permission": True}, # type: ignore @@ -4791,7 +4803,7 @@ async def team_model_delete( raise HTTPException(status_code=500, detail={"error": "No db connected"}) # Get existing team - team_row = await prisma_client.db.litellm_teamtable.find_unique( + team_row = await TeamRepository(prisma_client).table.find_unique( where={"team_id": data.team_id} ) @@ -4825,7 +4837,7 @@ async def team_model_delete( updated_models = [m for m in current_models if m not in data.models] # Update team. See team_model_add for the rationale on `include`. - updated_team = await prisma_client.db.litellm_teamtable.update( + updated_team = await TeamRepository(prisma_client).table.update( where={"team_id": data.team_id}, data={"models": updated_models}, include={"object_permission": True}, # type: ignore @@ -4972,7 +4984,7 @@ async def update_team_member_permissions( }, ) # Update the team member permissions - updated_team = await prisma_client.db.litellm_teamtable.update( + updated_team = await TeamRepository(prisma_client).table.update( where={"team_id": data.team_id}, data={"team_member_permissions": data.team_member_permissions}, ) @@ -5076,7 +5088,7 @@ async def _append_permissions_to_specific_teams( prisma_client, team_ids: List[str], permissions_to_add: set ) -> int: """Fetch specific teams by ID and append permissions.""" - teams = await prisma_client.db.litellm_teamtable.find_many( + teams = await TeamRepository(prisma_client).table.find_many( where={"team_id": {"in": team_ids}}, ) @@ -5108,7 +5120,7 @@ async def _append_permissions_to_all_teams( find_args["cursor"] = {"team_id": cursor} find_args["skip"] = 1 - teams = await prisma_client.db.litellm_teamtable.find_many(**find_args) + teams = await TeamRepository(prisma_client).table.find_many(**find_args) if not teams: break @@ -5214,7 +5226,7 @@ async def get_team_daily_activity( where_condition = {} if team_ids_list: where_condition["team_id"] = {"in": list(team_ids_list)} - team_aliases = await prisma_client.db.litellm_teamtable.find_many( + team_aliases = await TeamRepository(prisma_client).table.find_many( where=where_condition ) team_alias_metadata = { @@ -5251,9 +5263,9 @@ async def get_team_daily_activity( # If user does not have full team view, filter by their API keys if not has_full_team_view: # Get all API keys for this user - user_keys = await prisma_client.db.litellm_verificationtoken.find_many( - where={"user_id": user_api_key_dict.user_id} - ) + user_keys = await VerificationTokenRepository( + prisma_client + ).table.find_many(where={"user_id": user_api_key_dict.user_id}) user_api_keys = [key.token for key in user_keys if key.token] # If user has no API keys, return empty result if not user_api_keys: diff --git a/litellm/proxy/management_endpoints/tool_management_endpoints.py b/litellm/proxy/management_endpoints/tool_management_endpoints.py index 19ca2c9f6be..a9b57db8a6f 100644 --- a/litellm/proxy/management_endpoints/tool_management_endpoints.py +++ b/litellm/proxy/management_endpoints/tool_management_endpoints.py @@ -21,6 +21,15 @@ if TYPE_CHECKING: from litellm._logging import verbose_proxy_logger from litellm.proxy._types import CommonProxyErrors, UserAPIKeyAuth from litellm.proxy.auth.user_api_key_auth import user_api_key_auth +from litellm.repositories.object_permission_repository import ObjectPermissionRepository +from litellm.repositories.table_repositories import ( + SpendLogsRepository, + SpendLogToolIndexRepository, +) +from litellm.repositories.team_repository import TeamRepository +from litellm.repositories.verification_token_repository import ( + VerificationTokenRepository, +) from litellm.types.tool_management import ( LiteLLM_ToolTableRow, ToolDetailResponse, @@ -256,8 +265,10 @@ async def get_tool_usage_logs( if end_time_filter is not None: where["start_time"]["lte"] = end_time_filter - total = await prisma_client.db.litellm_spendlogtoolindex.count(where=where) - index_rows = await prisma_client.db.litellm_spendlogtoolindex.find_many( + total = await SpendLogToolIndexRepository(prisma_client).table.count( + where=where + ) + index_rows = await SpendLogToolIndexRepository(prisma_client).table.find_many( where=where, order={"start_time": "desc"}, skip=(page - 1) * page_size, @@ -269,7 +280,7 @@ async def get_tool_usage_logs( logs=[], total=total, page=page, page_size=page_size ) - spend_logs = await prisma_client.db.litellm_spendlogs.find_many( + spend_logs = await SpendLogsRepository(prisma_client).table.find_many( where={"request_id": {"in": request_ids}} ) log_by_id = {s.request_id: s for s in spend_logs} @@ -348,7 +359,7 @@ async def _resolve_key_hash_to_object_permission_id( hashed = key_hash if "sk-" not in (key_hash or "") else hash_token(key_hash) if not hashed: return None - row = await prisma_client.db.litellm_verificationtoken.find_unique( + row = await VerificationTokenRepository(prisma_client).table.find_unique( where={"token": hashed} ) if row is None: @@ -357,18 +368,18 @@ async def _resolve_key_hash_to_object_permission_id( if op_id: return op_id new_id = str(uuid.uuid4()) - await prisma_client.db.litellm_objectpermissiontable.create( + await ObjectPermissionRepository(prisma_client).table.create( data={"object_permission_id": new_id, "blocked_tools": []} ) - updated_count = await prisma_client.db.litellm_verificationtoken.update_many( + updated_count = await VerificationTokenRepository(prisma_client).table.update_many( where={"token": hashed, "object_permission_id": None}, data={"object_permission_id": new_id}, ) if updated_count == 0: - await prisma_client.db.litellm_objectpermissiontable.delete( + await ObjectPermissionRepository(prisma_client).table.delete( where={"object_permission_id": new_id} ) - row = await prisma_client.db.litellm_verificationtoken.find_unique( + row = await VerificationTokenRepository(prisma_client).table.find_unique( where={"token": hashed} ) return getattr(row, "object_permission_id", None) if row else None @@ -383,7 +394,7 @@ async def _resolve_team_id_to_object_permission_id( if not team_id or not team_id.strip(): return None team_id_clean = team_id.strip() - row = await prisma_client.db.litellm_teamtable.find_unique( + row = await TeamRepository(prisma_client).table.find_unique( where={"team_id": team_id_clean}, select={"object_permission_id": True}, ) @@ -393,18 +404,18 @@ async def _resolve_team_id_to_object_permission_id( if op_id: return op_id new_id = str(uuid.uuid4()) - await prisma_client.db.litellm_objectpermissiontable.create( + await ObjectPermissionRepository(prisma_client).table.create( data={"object_permission_id": new_id, "blocked_tools": []} ) - updated_count = await prisma_client.db.litellm_teamtable.update_many( + updated_count = await TeamRepository(prisma_client).table.update_many( where={"team_id": team_id_clean, "object_permission_id": None}, data={"object_permission_id": new_id}, ) if updated_count == 0: - await prisma_client.db.litellm_objectpermissiontable.delete( + await ObjectPermissionRepository(prisma_client).table.delete( where={"object_permission_id": new_id} ) - row = await prisma_client.db.litellm_teamtable.find_unique( + row = await TeamRepository(prisma_client).table.find_unique( where={"team_id": team_id_clean}, select={"object_permission_id": True}, ) diff --git a/litellm/proxy/management_endpoints/ui_sso.py b/litellm/proxy/management_endpoints/ui_sso.py index d6082899c02..a9570616850 100644 --- a/litellm/proxy/management_endpoints/ui_sso.py +++ b/litellm/proxy/management_endpoints/ui_sso.py @@ -15,8 +15,8 @@ import inspect import os import re import secrets -from html import escape from copy import deepcopy +from html import escape from typing import ( TYPE_CHECKING, Any, @@ -39,9 +39,9 @@ from fastapi import APIRouter, Depends, Header, HTTPException, Request, status from fastapi.responses import RedirectResponse import litellm -from litellm.caching.dual_cache import DualCache from litellm._logging import verbose_proxy_logger from litellm._uuid import uuid +from litellm.caching.dual_cache import DualCache from litellm.constants import ( CLI_SSO_CLAIM_MAP, CLI_SSO_CLAIM_MAX_SCALAR_LENGTH, @@ -77,7 +77,6 @@ from litellm.proxy._types import ( UserAPIKeyAuth, ) from litellm.proxy.auth.auth_checks import ExperimentalUIJWTToken, get_user_object -from litellm.proxy.common_utils.user_api_key_cache import UserApiKeyCache from litellm.proxy.auth.auth_utils import ( _get_request_ip_address, _has_user_setup_sso, @@ -92,6 +91,7 @@ from litellm.proxy.common_utils.html_forms.jwt_display_template import ( jwt_display_template, ) from litellm.proxy.common_utils.html_forms.ui_login import html_form +from litellm.proxy.common_utils.user_api_key_cache import UserApiKeyCache from litellm.proxy.management_endpoints.internal_user_endpoints import new_user from litellm.proxy.management_endpoints.sso import CustomMicrosoftSSO from litellm.proxy.management_endpoints.sso_helper_utils import ( @@ -110,6 +110,9 @@ from litellm.proxy.utils import ( get_custom_url, get_server_root_path, ) +from litellm.repositories.table_repositories import SSOConfigRepository +from litellm.repositories.team_repository import TeamRepository +from litellm.repositories.user_repository import UserRepository from litellm.secret_managers.main import get_secret_bool, str_to_bool from litellm.types.proxy.management_endpoints.ui_sso import * # noqa: F403, F401 from litellm.types.proxy.management_endpoints.ui_sso import ( @@ -438,7 +441,7 @@ async def _persist_cli_sso_user_metadata( return try: - user_row = await prisma_client.db.litellm_usertable.find_unique( + user_row = await UserRepository(prisma_client).table.find_unique( where={"user_id": user_id} ) existing_metadata: Dict[str, Any] = {} @@ -451,7 +454,7 @@ async def _persist_cli_sso_user_metadata( existing_metadata=existing_metadata, attribution_metadata=attribution_metadata, ) - await prisma_client.db.litellm_usertable.update_many( + await UserRepository(prisma_client).table.update_many( where={"user_id": user_id}, data={"metadata": merged_metadata}, ) @@ -859,7 +862,7 @@ async def google_login( if premium_user is not True: # Check if under 'free SSO user' limit if prisma_client is not None: - total_users = await prisma_client.db.litellm_usertable.count() + total_users = await UserRepository(prisma_client).table.count() if total_users and total_users > 5: raise ProxyException( message="You must be a LiteLLM Enterprise user to use SSO for more than 5 users. If you have a license please set `LITELLM_LICENSE` in your env. If you want to obtain a license meet with us here: https://enterprise.litellm.ai/demo You are seeing this error message because You set one of `MICROSOFT_CLIENT_ID`, `GOOGLE_CLIENT_ID`, or `GENERIC_CLIENT_ID` in your env. Please unset this", @@ -1150,7 +1153,7 @@ async def _setup_team_mappings() -> Optional["TeamMappings"]: "Prisma client is None, connect a database to your proxy" ) - sso_db_record = await prisma_client.db.litellm_ssoconfig.find_unique( + sso_db_record = await SSOConfigRepository(prisma_client).table.find_unique( where={"id": "sso_config"} ) @@ -1188,7 +1191,7 @@ async def _setup_role_mappings() -> Optional["RoleMappings"]: "Prisma client is None, connect a database to your proxy" ) - sso_db_record = await prisma_client.db.litellm_ssoconfig.find_unique( + sso_db_record = await SSOConfigRepository(prisma_client).table.find_unique( where={"id": "sso_config"} ) @@ -1755,7 +1758,7 @@ async def _sync_user_role_from_jwt_role_map( # Update existing DB record if role differs if user_info is not None and user_info.user_role != mapped_role.value: - await prisma_client.db.litellm_usertable.update( + await UserRepository(prisma_client).table.update( where={"user_id": user_info.user_id}, data={"user_role": mapped_role.value}, ) @@ -1819,7 +1822,7 @@ async def check_and_update_if_proxy_admin_id( return user_role if prisma_client: - await prisma_client.db.litellm_usertable.update( + await UserRepository(prisma_client).table.update( where={"user_id": user_id}, data={"user_role": LitellmUserRoles.PROXY_ADMIN.value}, ) @@ -1976,7 +1979,7 @@ async def _fetch_cli_sso_team_details( team_details: List[Dict[str, Any]] = [] try: if teams: - prisma_teams = await prisma_client.db.litellm_teamtable.find_many( + prisma_teams = await TeamRepository(prisma_client).table.find_many( where={"team_id": {"in": teams}} ) for team_row in prisma_teams: @@ -2884,7 +2887,7 @@ class SSOAuthenticationHandler: user_id=user_id, ) - await prisma_client.db.litellm_usertable.update_many( + await UserRepository(prisma_client).table.update_many( where={"user_id": user_id}, data=update_data ) else: @@ -2986,7 +2989,7 @@ class SSOAuthenticationHandler: code=status.HTTP_500_INTERNAL_SERVER_ERROR, ) try: - team_obj = await prisma_client.db.litellm_teamtable.find_first( + team_obj = await TeamRepository(prisma_client).table.find_first( where={"team_id": litellm_team_id} ) verbose_proxy_logger.debug(f"Team object: {team_obj}") diff --git a/litellm/proxy/management_endpoints/user_agent_analytics_endpoints.py b/litellm/proxy/management_endpoints/user_agent_analytics_endpoints.py index ebd276fbee5..661487577c3 100644 --- a/litellm/proxy/management_endpoints/user_agent_analytics_endpoints.py +++ b/litellm/proxy/management_endpoints/user_agent_analytics_endpoints.py @@ -19,6 +19,11 @@ from pydantic import BaseModel from litellm.proxy._types import CommonProxyErrors, UserAPIKeyAuth from litellm.proxy.auth.user_api_key_auth import user_api_key_auth +from litellm.repositories.table_repositories import DailyTagSpendRepository +from litellm.repositories.user_repository import UserRepository +from litellm.repositories.verification_token_repository import ( + VerificationTokenRepository, +) # Constants for analytics periods MAX_DAYS = 7 # Number of days to show in DAU analytics @@ -676,7 +681,7 @@ async def get_per_user_analytics( where_clause["tag"] = {"contains": tag_filter} # Get all tag records in the date range with optional tag filtering - tag_records = await prisma_client.db.litellm_dailytagspend.find_many( + tag_records = await DailyTagSpendRepository(prisma_client).table.find_many( where=where_clause ) @@ -693,9 +698,9 @@ async def get_per_user_analytics( ) # Lookup user_id for each api_key - api_key_records = await prisma_client.db.litellm_verificationtoken.find_many( - where={"token": {"in": list(api_keys)}} - ) + api_key_records = await VerificationTokenRepository( + prisma_client + ).table.find_many(where={"token": {"in": list(api_keys)}}) # Create mapping from api_key to user_id api_key_to_user_id = { @@ -704,7 +709,7 @@ async def get_per_user_analytics( # Get user emails for the user_ids user_ids = list(set(api_key_to_user_id.values())) - user_records = await prisma_client.db.litellm_usertable.find_many( + user_records = await UserRepository(prisma_client).table.find_many( where={"user_id": {"in": user_ids}} ) diff --git a/litellm/proxy/management_endpoints/workflow_management_endpoints.py b/litellm/proxy/management_endpoints/workflow_management_endpoints.py index a19af4dd484..57cc0dc6745 100644 --- a/litellm/proxy/management_endpoints/workflow_management_endpoints.py +++ b/litellm/proxy/management_endpoints/workflow_management_endpoints.py @@ -27,6 +27,11 @@ from pydantic import BaseModel from litellm._logging import verbose_proxy_logger from litellm.proxy._types import CommonProxyErrors, LitellmUserRoles, UserAPIKeyAuth from litellm.proxy.auth.user_api_key_auth import user_api_key_auth +from litellm.repositories.table_repositories import ( + WorkflowEventRepository, + WorkflowMessageRepository, + WorkflowRunRepository, +) router = APIRouter() @@ -96,13 +101,13 @@ class WorkflowMessageCreateRequest(BaseModel): async def _get_next_sequence_number(prisma_client: Any, run_id: str, table: str) -> int: """Return MAX(sequence_number) + 1 for the given run, for either events or messages.""" if table == "events": - rows = await prisma_client.db.litellm_workflowevent.find_many( + rows = await WorkflowEventRepository(prisma_client).table.find_many( where={"run_id": run_id}, order={"sequence_number": "desc"}, take=1, ) else: - rows = await prisma_client.db.litellm_workflowmessage.find_many( + rows = await WorkflowMessageRepository(prisma_client).table.find_many( where={"run_id": run_id}, order={"sequence_number": "desc"}, take=1, @@ -116,7 +121,7 @@ async def _require_run( user_api_key_dict: Optional[UserAPIKeyAuth] = None, ) -> Any: """Return the run or raise 404. For non-admin callers, also enforce key ownership.""" - run = await prisma_client.db.litellm_workflowrun.find_unique( + run = await WorkflowRunRepository(prisma_client).table.find_unique( where={"run_id": run_id} ) if run is None: @@ -163,7 +168,7 @@ async def create_workflow_run( create_data["input"] = _json(data.input) if data.metadata is not None: create_data["metadata"] = _json(data.metadata) - run = await prisma_client.db.litellm_workflowrun.create(data=create_data) + run = await WorkflowRunRepository(prisma_client).table.create(data=create_data) return run except Exception as e: verbose_proxy_logger.exception("Error creating workflow run: %s", e) @@ -206,7 +211,7 @@ async def list_workflow_runs( where["created_by"] = caller try: - runs = await prisma_client.db.litellm_workflowrun.find_many( + runs = await WorkflowRunRepository(prisma_client).table.find_many( where=where, order={"created_at": "desc"}, take=limit, @@ -235,7 +240,7 @@ async def get_workflow_run( ) try: - run = await prisma_client.db.litellm_workflowrun.find_unique( + run = await WorkflowRunRepository(prisma_client).table.find_unique( where={"run_id": run_id}, include={"events": {"order_by": {"sequence_number": "desc"}, "take": 1}}, ) @@ -286,7 +291,7 @@ async def update_workflow_run( await _require_run(prisma_client, run_id, user_api_key_dict) try: - run = await prisma_client.db.litellm_workflowrun.update( + run = await WorkflowRunRepository(prisma_client).table.update( where={"run_id": run_id}, data=update, ) @@ -391,7 +396,7 @@ async def list_workflow_events( await _require_run(prisma_client, run_id, user_api_key_dict) try: - events = await prisma_client.db.litellm_workflowevent.find_many( + events = await WorkflowEventRepository(prisma_client).table.find_many( where={"run_id": run_id}, order={"sequence_number": "asc"}, take=limit, @@ -436,7 +441,9 @@ async def append_workflow_message( } if data.session_id is not None: msg_data["session_id"] = data.session_id - msg = await prisma_client.db.litellm_workflowmessage.create(data=msg_data) + msg = await WorkflowMessageRepository(prisma_client).table.create( + data=msg_data + ) return msg except Exception as e: @@ -481,7 +488,7 @@ async def list_workflow_messages( await _require_run(prisma_client, run_id, user_api_key_dict) try: - messages = await prisma_client.db.litellm_workflowmessage.find_many( + messages = await WorkflowMessageRepository(prisma_client).table.find_many( where={"run_id": run_id}, order={"sequence_number": "asc"}, take=limit, diff --git a/litellm/proxy/management_helpers/audit_logs.py b/litellm/proxy/management_helpers/audit_logs.py index 439c3b2118d..33599c3c622 100644 --- a/litellm/proxy/management_helpers/audit_logs.py +++ b/litellm/proxy/management_helpers/audit_logs.py @@ -18,6 +18,7 @@ from litellm.proxy._types import ( Optional, UserAPIKeyAuth, ) +from litellm.repositories.table_repositories import AuditLogRepository from litellm.types.utils import StandardAuditLogPayload _audit_log_callback_cache: Dict[str, CustomLogger] = {} @@ -244,7 +245,7 @@ async def create_audit_log_for_update(request_data: LiteLLM_AuditLogs): _request_data = request_data.model_dump(exclude_none=True) try: - await prisma_client.db.litellm_auditlog.create( + await AuditLogRepository(prisma_client).table.create( data={ **_request_data, # type: ignore } diff --git a/litellm/proxy/management_helpers/object_permission_utils.py b/litellm/proxy/management_helpers/object_permission_utils.py index 4c966b25413..f2ddae40d8c 100644 --- a/litellm/proxy/management_helpers/object_permission_utils.py +++ b/litellm/proxy/management_helpers/object_permission_utils.py @@ -12,6 +12,8 @@ from litellm._logging import verbose_proxy_logger from litellm._uuid import uuid from litellm.litellm_core_utils.safe_json_dumps import safe_dumps from litellm.proxy.utils import PrismaClient +from litellm.repositories.object_permission_repository import ObjectPermissionRepository +from litellm.repositories.table_repositories import MCPServerRepository if TYPE_CHECKING: from litellm.proxy._types import ( @@ -48,10 +50,10 @@ async def attach_object_permission_to_dict( object_permission_id = data_dict.get("object_permission_id") if object_permission_id: - object_permission = ( - await prisma_client.db.litellm_objectpermissiontable.find_unique( - where={"object_permission_id": object_permission_id}, - ) + object_permission = await ObjectPermissionRepository( + prisma_client + ).table.find_unique( + where={"object_permission_id": object_permission_id}, ) if object_permission: # Convert to dict if needed @@ -106,10 +108,10 @@ async def handle_update_object_permission_common( ) existing_object_permissions_dict: Dict = {} - existing_object_permission = ( - await prisma_client.db.litellm_objectpermissiontable.find_unique( - where={"object_permission_id": object_permission_id_to_use}, - ) + existing_object_permission = await ObjectPermissionRepository( + prisma_client + ).table.find_unique( + where={"object_permission_id": object_permission_id_to_use}, ) # Update the object permission @@ -137,14 +139,14 @@ async def handle_update_object_permission_common( ######################################################### # Commit the update to the LiteLLM_ObjectPermissionTable ######################################################### - created_object_permission_row = ( - await prisma_client.db.litellm_objectpermissiontable.upsert( - where={"object_permission_id": object_permission_id_to_use}, - data={ - "create": existing_object_permissions_dict, - "update": existing_object_permissions_dict, - }, - ) + created_object_permission_row = await ObjectPermissionRepository( + prisma_client + ).table.upsert( + where={"object_permission_id": object_permission_id_to_use}, + data={ + "create": existing_object_permissions_dict, + "update": existing_object_permissions_dict, + }, ) verbose_proxy_logger.debug( @@ -183,7 +185,7 @@ async def _set_object_permission( clean_data["mcp_tool_permissions"] ) - created_permission = await prisma_client.db.litellm_objectpermissiontable.create( + created_permission = await ObjectPermissionRepository(prisma_client).table.create( data=clean_data ) @@ -220,7 +222,7 @@ async def _get_db_mcp_servers_by_identifiers( return [] identifier_list = list(identifiers) - return await prisma_client.db.litellm_mcpservertable.find_many( + return await MCPServerRepository(prisma_client).table.find_many( where={ "OR": [ {"server_id": {"in": identifier_list}}, diff --git a/litellm/proxy/management_helpers/user_invitation.py b/litellm/proxy/management_helpers/user_invitation.py index d2d800aa77f..babc920189a 100644 --- a/litellm/proxy/management_helpers/user_invitation.py +++ b/litellm/proxy/management_helpers/user_invitation.py @@ -4,6 +4,7 @@ from fastapi import HTTPException import litellm from litellm.proxy._types import CommonProxyErrors, InvitationNew, UserAPIKeyAuth +from litellm.repositories.table_repositories import InvitationLinkRepository async def create_invitation_for_user( @@ -25,7 +26,7 @@ async def create_invitation_for_user( expires_at = current_time + timedelta(days=7) try: - response = await prisma_client.db.litellm_invitationlink.create( + response = await InvitationLinkRepository(prisma_client).table.create( data={ "user_id": data.user_id, "created_at": current_time, diff --git a/litellm/proxy/management_helpers/utils.py b/litellm/proxy/management_helpers/utils.py index 0b175db3c87..830d6f84b85 100644 --- a/litellm/proxy/management_helpers/utils.py +++ b/litellm/proxy/management_helpers/utils.py @@ -9,9 +9,8 @@ from pydantic import BaseModel import litellm from litellm._logging import verbose_logger -from litellm.integrations.otel.model.config import is_otel_v2_enabled from litellm._uuid import uuid -from litellm.proxy.common_utils.timezone_utils import get_budget_reset_time +from litellm.integrations.otel.model.config import is_otel_v2_enabled from litellm.proxy._types import ( # key request types; user request types; team request types; customer request types BudgetNewRequest, DeleteCustomerRequest, @@ -32,7 +31,11 @@ from litellm.proxy._types import ( # key request types; user request types; tea VirtualKeyEvent, ) from litellm.proxy.common_utils.http_parsing_utils import _read_request_body +from litellm.proxy.common_utils.timezone_utils import get_budget_reset_time from litellm.proxy.utils import PrismaClient +from litellm.repositories.budget_repository import BudgetRepository +from litellm.repositories.table_repositories import TeamMembershipRepository +from litellm.repositories.user_repository import UserRepository def get_new_internal_user_defaults( @@ -111,7 +114,7 @@ async def handle_budget_for_entity( budget_row.model_dump(exclude_none=True) ) - _budget = await prisma_client.db.litellm_budgettable.create( + _budget = await BudgetRepository(prisma_client).table.create( data={ **new_budget_data, # type: ignore "created_by": user_api_key_dict.user_id or litellm_proxy_admin_name, @@ -174,7 +177,7 @@ async def _clone_team_default_budget_for_member( so the member starts with the team default's values but gets their own private budget row (which can be edited independently). """ - default_budget = await prisma_client.db.litellm_budgettable.find_unique( + default_budget = await BudgetRepository(prisma_client).table.find_unique( where={"budget_id": default_team_budget_id} ) if default_budget is None: @@ -202,7 +205,7 @@ async def _clone_team_default_budget_for_member( cloned_data["budget_duration"] ) - new_budget = await prisma_client.db.litellm_budgettable.create(data=cloned_data) + new_budget = await BudgetRepository(prisma_client).table.create(data=cloned_data) return new_budget.budget_id @@ -229,7 +232,7 @@ async def add_new_member( ## ADD TEAM ID, to USER TABLE IF NEW ## if new_member.user_id is not None: new_user_defaults = get_new_internal_user_defaults(user_id=new_member.user_id) - _returned_user = await prisma_client.db.litellm_usertable.upsert( + _returned_user = await UserRepository(prisma_client).table.upsert( where={"user_id": new_member.user_id}, data={ "update": {"teams": {"push": [team_id]}}, @@ -259,7 +262,7 @@ async def add_new_member( returned_user = LiteLLM_UserTable(**_returned_user.model_dump()) elif len(existing_user_row) == 1: user_info = existing_user_row[0] - _returned_user = await prisma_client.db.litellm_usertable.update( + _returned_user = await UserRepository(prisma_client).table.update( where={"user_id": user_info.user_id}, # type: ignore data={"teams": {"push": [team_id]}}, ) @@ -284,7 +287,7 @@ async def add_new_member( budget_data["max_budget"] = max_budget_in_team if allowed_models is not None: budget_data["allowed_models"] = allowed_models - response = await prisma_client.db.litellm_budgettable.create(data=budget_data) + response = await BudgetRepository(prisma_client).table.create(data=budget_data) _budget_id = response.budget_id elif default_team_budget_id is not None: @@ -303,15 +306,15 @@ async def add_new_member( _budget_id = None if _budget_id and returned_user is not None and returned_user.user_id is not None: - _returned_team_membership = ( - await prisma_client.db.litellm_teammembership.create( - data={ - "team_id": team_id, - "user_id": returned_user.user_id, - "budget_id": _budget_id, - }, - include={"litellm_budget_table": True}, - ) + _returned_team_membership = await TeamMembershipRepository( + prisma_client + ).table.create( + data={ + "team_id": team_id, + "user_id": returned_user.user_id, + "budget_id": _budget_id, + }, + include={"litellm_budget_table": True}, ) returned_team_membership = LiteLLM_TeamMembership( diff --git a/litellm/proxy/memory/memory_endpoints.py b/litellm/proxy/memory/memory_endpoints.py index 4d161be4263..6f1ca3196fe 100644 --- a/litellm/proxy/memory/memory_endpoints.py +++ b/litellm/proxy/memory/memory_endpoints.py @@ -29,6 +29,8 @@ from litellm.proxy._types import ( UserAPIKeyAuth, ) from litellm.proxy.auth.user_api_key_auth import user_api_key_auth +from litellm.repositories.table_repositories import MemoryRepository +from litellm.repositories.team_repository import TeamRepository from litellm.types.memory_management import ( LiteLLM_MemoryRow, MemoryCreateRequest, @@ -173,7 +175,7 @@ async def _is_team_admin_for( ) try: - team_obj = await prisma_client.db.litellm_teamtable.find_unique( + team_obj = await TeamRepository(prisma_client).table.find_unique( where={"team_id": team_id} ) except Exception as e: @@ -304,7 +306,7 @@ async def create_memory( create_data["metadata"] = _serialize_metadata_for_prisma(body.metadata) try: - row = await prisma_client.db.litellm_memorytable.create(data=create_data) + row = await MemoryRepository(prisma_client).table.create(data=create_data) except Exception as e: # Key is globally unique. Any duplicate → 409. if _is_unique_violation(e): @@ -364,8 +366,8 @@ async def list_memory( where = {"AND": [key_filter, vis]} try: - total = await prisma_client.db.litellm_memorytable.count(where=where) - rows = await prisma_client.db.litellm_memorytable.find_many( + total = await MemoryRepository(prisma_client).table.count(where=where) + rows = await MemoryRepository(prisma_client).table.find_many( where=where, order={"updated_at": "desc"}, skip=(page - 1) * page_size, @@ -386,7 +388,7 @@ async def _find_memory_for_caller( key_filter: dict = {"key": key} vis = _visibility_filter(user_api_key_dict) where: dict = key_filter if vis is None else {"AND": [key_filter, vis]} - rows = await prisma_client.db.litellm_memorytable.find_many( + rows = await MemoryRepository(prisma_client).table.find_many( where=where, take=1, order={"updated_at": "desc"} ) if not rows: @@ -475,7 +477,7 @@ async def upsert_memory( # their team) — otherwise a teammate could overwrite a personal # entry through the OR-based visibility filter. await _assert_write_access(prisma_client, existing, user_api_key_dict) - row = await prisma_client.db.litellm_memorytable.update( + row = await MemoryRepository(prisma_client).table.update( where={"memory_id": existing.memory_id}, data=data, ) @@ -503,7 +505,7 @@ async def upsert_memory( if body.metadata is not None: create_data["metadata"] = _serialize_metadata_for_prisma(body.metadata) try: - row = await prisma_client.db.litellm_memorytable.create( + row = await MemoryRepository(prisma_client).table.create( data=create_data ) except Exception as e: @@ -524,7 +526,7 @@ async def upsert_memory( await _assert_write_access( prisma_client, existing_after_race, user_api_key_dict ) - row = await prisma_client.db.litellm_memorytable.update( + row = await MemoryRepository(prisma_client).table.update( where={"memory_id": existing_after_race.memory_id}, data=data, ) @@ -554,7 +556,7 @@ async def delete_memory( # Visibility != write authority — see the upsert handler for the rationale. await _assert_write_access(prisma_client, row, user_api_key_dict) try: - await prisma_client.db.litellm_memorytable.delete( + await MemoryRepository(prisma_client).table.delete( where={"memory_id": row.memory_id} ) except Exception as e: diff --git a/litellm/proxy/openai_files_endpoints/common_utils.py b/litellm/proxy/openai_files_endpoints/common_utils.py index cc0d06e4f40..b2834e52306 100644 --- a/litellm/proxy/openai_files_endpoints/common_utils.py +++ b/litellm/proxy/openai_files_endpoints/common_utils.py @@ -5,6 +5,10 @@ from dataclasses import dataclass, field from types import MappingProxyType from typing import TYPE_CHECKING, List, Literal, Optional, Union +from litellm.repositories.table_repositories import ( + ManagedFileRepository, + ManagedObjectRepository, +) from litellm.types.utils import SpecialEnums if TYPE_CHECKING: @@ -697,7 +701,7 @@ async def resolve_input_file_id_to_unified(response, prisma_client) -> None: and prisma_client ): try: - managed_file = await prisma_client.db.litellm_managedfiletable.find_first( + managed_file = await ManagedFileRepository(prisma_client).table.find_first( where={"flat_model_file_ids": {"has": response.input_file_id}} ) if managed_file: @@ -719,7 +723,7 @@ async def resolve_output_file_ids_to_unified(response, prisma_client) -> None: if not raw_id or _is_base64_encoded_unified_file_id(raw_id): continue try: - managed_file = await prisma_client.db.litellm_managedfiletable.find_first( + managed_file = await ManagedFileRepository(prisma_client).table.find_first( where={"flat_model_file_ids": {"has": raw_id}} ) if managed_file: @@ -821,6 +825,7 @@ async def get_batch_from_database( - response_batch: Parsed LiteLLMBatch object (or None) """ import json + from litellm.types.utils import LiteLLMBatch if managed_files_obj is None or not unified_batch_id: @@ -830,7 +835,7 @@ async def get_batch_from_database( if not prisma_client: return None, None - db_batch_object = await prisma_client.db.litellm_managedobjecttable.find_first( + db_batch_object = await ManagedObjectRepository(prisma_client).table.find_first( where={"unified_object_id": batch_id} ) @@ -942,7 +947,7 @@ async def update_batch_in_database( update_data["batch_processed"] = True try: - await prisma_client.db.litellm_managedobjecttable.update( + await ManagedObjectRepository(prisma_client).table.update( where={"unified_object_id": batch_id}, data=update_data, ) @@ -958,7 +963,7 @@ async def update_batch_in_database( f"batch_processed column not found, retrying update without it: {col_err}" ) update_data.pop("batch_processed", None) - await prisma_client.db.litellm_managedobjecttable.update( + await ManagedObjectRepository(prisma_client).table.update( where={"unified_object_id": batch_id}, data=update_data, ) diff --git a/litellm/proxy/openai_files_endpoints/files_endpoints.py b/litellm/proxy/openai_files_endpoints/files_endpoints.py index 378cbbda89c..9eef7cd7e8b 100644 --- a/litellm/proxy/openai_files_endpoints/files_endpoints.py +++ b/litellm/proxy/openai_files_endpoints/files_endpoints.py @@ -21,6 +21,7 @@ from fastapi import ( UploadFile, status, ) + import litellm from litellm import CreateFileRequest, get_secret_str from litellm._logging import verbose_proxy_logger @@ -37,15 +38,6 @@ from litellm.proxy.common_utils.openai_endpoint_utils import ( get_custom_llm_provider_from_request_headers, get_custom_llm_provider_from_request_query, ) -from litellm.proxy.utils import ProxyLogging, is_known_model -from litellm.router import Router -from litellm.types.llms.openai import ( - CREATE_FILE_REQUESTS_PURPOSE, - FileExpiresAfter, - OpenAIFileObject, - OpenAIFilesPurpose, -) - from litellm.proxy.openai_files_endpoints.common_utils import ( _is_base64_encoded_unified_file_id, encode_file_id_with_model, @@ -54,6 +46,15 @@ from litellm.proxy.openai_files_endpoints.common_utils import ( handle_model_based_routing, prepare_data_with_credentials, ) +from litellm.proxy.utils import ProxyLogging, is_known_model +from litellm.repositories.table_repositories import ManagedFileRepository +from litellm.router import Router +from litellm.types.llms.openai import ( + CREATE_FILE_REQUESTS_PURPOSE, + FileExpiresAfter, + OpenAIFileObject, + OpenAIFilesPurpose, +) router = APIRouter() @@ -666,7 +667,7 @@ async def get_file_content( # noqa: PLR0915 managed_files_obj, "prisma_client", None ): prisma_client = getattr(managed_files_obj, "prisma_client") - db_file = await prisma_client.db.litellm_managedfiletable.find_first( + db_file = await ManagedFileRepository(prisma_client).table.find_first( where={"unified_file_id": file_id} ) if db_file and db_file.storage_backend and db_file.storage_url: diff --git a/litellm/proxy/pass_through_endpoints/managed_id_rewriter.py b/litellm/proxy/pass_through_endpoints/managed_id_rewriter.py index a267c97c0e8..9c0fbe30fc3 100644 --- a/litellm/proxy/pass_through_endpoints/managed_id_rewriter.py +++ b/litellm/proxy/pass_through_endpoints/managed_id_rewriter.py @@ -43,6 +43,10 @@ from litellm.llms.base_llm.managed_resources.isolation import ( can_access_resource, ) from litellm.proxy._types import UserAPIKeyAuth +from litellm.repositories.table_repositories import ( + ManagedFileRepository, + ManagedObjectRepository, +) from litellm.types.llms.openai import OpenAIFileObject from .managed_id_codec import ManagedIdPayload, decode, is_managed, new_managed_id @@ -323,7 +327,7 @@ async def _resolve_one( ) if not found and prisma_client is not None: try: - db_row = await prisma_client.db.litellm_managedfiletable.find_first( + db_row = await ManagedFileRepository(prisma_client).table.find_first( where={"unified_file_id": managed_id} ) if db_row is not None: @@ -339,7 +343,7 @@ async def _resolve_one( # Object table (batches, responses) if prisma_client is not None: try: - obj_row = await prisma_client.db.litellm_managedobjecttable.find_first( + obj_row = await ManagedObjectRepository(prisma_client).table.find_first( where={"unified_object_id": managed_id} ) if obj_row is not None: @@ -399,7 +403,7 @@ async def _guard_raw_provider_id( # id and scope to the current provider in the application layer (same as # _mint_or_reuse_file's dedup). try: - candidates = await prisma_client.db.litellm_managedfiletable.find_many( + candidates = await ManagedFileRepository(prisma_client).table.find_many( where={"flat_model_file_ids": {"has": raw_id}}, ) except Exception: @@ -425,7 +429,7 @@ async def _guard_raw_provider_id( # Object rows store model_object_id as "passthrough:{provider}:{raw}", so # the lookup is exact and already provider-scoped. try: - existing = await prisma_client.db.litellm_managedobjecttable.find_first( + existing = await ManagedObjectRepository(prisma_client).table.find_first( where={"model_object_id": f"passthrough:{provider}:{raw_id}"} ) except Exception: @@ -492,7 +496,7 @@ async def _mint_or_reuse_file( # reuse a stable row instead of minting duplicate rows on every call. if prisma_client is not None: try: - candidates = await prisma_client.db.litellm_managedfiletable.find_many( + candidates = await ManagedFileRepository(prisma_client).table.find_many( where={"flat_model_file_ids": {"has": raw_id}}, order={"created_at": "asc"}, ) @@ -627,7 +631,7 @@ async def _mint_or_reuse_object( # the batch's latest state (e.g. output_file_id / error_file_id that # were null at creation but populated once the batch completed). try: - await prisma_client.db.litellm_managedobjecttable.update( + await ManagedObjectRepository(prisma_client).table.update( where={"unified_object_id": existing.unified_object_id}, data={ "file_object": json.dumps(body_snapshot), @@ -647,7 +651,7 @@ async def _mint_or_reuse_object( # Dedup: look up by the namespaced key — guaranteed unique per provider. try: - existing = await prisma_client.db.litellm_managedobjecttable.find_first( + existing = await ManagedObjectRepository(prisma_client).table.find_first( where={"model_object_id": namespaced_model_object_id} ) except Exception: @@ -666,7 +670,7 @@ async def _mint_or_reuse_object( raw_id.split("_", 1)[0], ) try: - await prisma_client.db.litellm_managedobjecttable.upsert( + await ManagedObjectRepository(prisma_client).table.upsert( where={"unified_object_id": managed_id}, data={ "create": { @@ -690,7 +694,7 @@ async def _mint_or_reuse_object( # the winner's managed ID so both callers converge on one ID instead of # the loser silently keeping the raw id. try: - raced = await prisma_client.db.litellm_managedobjecttable.find_first( + raced = await ManagedObjectRepository(prisma_client).table.find_first( where={"model_object_id": namespaced_model_object_id} ) except Exception: @@ -883,9 +887,9 @@ async def _build_list_where_with_cursor( return where, fetch_order cursor_table = ( - prisma_client.db.litellm_managedfiletable + ManagedFileRepository(prisma_client).table if resource_kind == "files" - else prisma_client.db.litellm_managedobjecttable + else ManagedObjectRepository(prisma_client).table ) cursor_field = ( "unified_file_id" if resource_kind == "files" else "unified_object_id" @@ -932,12 +936,12 @@ async def _fetch_list_rows( # across rows that share a created_at timestamp. try: if resource_kind == "files": - return await prisma_client.db.litellm_managedfiletable.find_many( + return await ManagedFileRepository(prisma_client).table.find_many( where=where, order=[{"created_at": fetch_order}, {"unified_file_id": fetch_order}], take=fetch_limit, ) - return await prisma_client.db.litellm_managedobjecttable.find_many( + return await ManagedObjectRepository(prisma_client).table.find_many( where={**where, "file_purpose": "batch"}, order=[{"created_at": fetch_order}, {"unified_object_id": fetch_order}], take=fetch_limit, diff --git a/litellm/proxy/pass_through_endpoints/pass_through_endpoints.py b/litellm/proxy/pass_through_endpoints/pass_through_endpoints.py index 6667010447b..45e264b1cdd 100644 --- a/litellm/proxy/pass_through_endpoints/pass_through_endpoints.py +++ b/litellm/proxy/pass_through_endpoints/pass_through_endpoints.py @@ -60,12 +60,13 @@ from litellm.proxy.common_utils.http_parsing_utils import ( ) from litellm.proxy.litellm_pre_call_utils import LiteLLMProxyRequestSetup from litellm.proxy.utils import normalize_route_for_root_path +from litellm.repositories.team_repository import TeamRepository from litellm.secret_managers.main import get_secret_str from litellm.types.llms.custom_http import httpxSpecialProvider from litellm.types.passthrough_endpoints.pass_through_endpoints import ( - EndpointType, LITELLM_PASS_THROUGH_CUSTOM_BODY_STATE_KEY, LITELLM_PASS_THROUGH_RAW_BODY_STATE_KEY, + EndpointType, PassthroughStandardLoggingPayload, ) @@ -1002,9 +1003,7 @@ async def pass_through_request( # noqa: PLR0915 is_passthrough_list_route, list_passthrough_ids_from_db, ) - from litellm.proxy.proxy_server import ( - prisma_client as _list_prisma, - ) + from litellm.proxy.proxy_server import prisma_client as _list_prisma if ( is_passthrough_list_route( @@ -2875,7 +2874,7 @@ async def _filter_endpoints_by_team_allowed_routes( HTTPException: If team is not found """ # retrieve team from db - team = await prisma_client.db.litellm_teamtable.find_unique( + team = await TeamRepository(prisma_client).table.find_unique( where={"team_id": team_id}, ) if team is None: diff --git a/litellm/proxy/policy_engine/attachment_registry.py b/litellm/proxy/policy_engine/attachment_registry.py index 8d5d8116919..fb1e2652e8a 100644 --- a/litellm/proxy/policy_engine/attachment_registry.py +++ b/litellm/proxy/policy_engine/attachment_registry.py @@ -9,6 +9,7 @@ from datetime import datetime, timezone from typing import TYPE_CHECKING, Any, Dict, List, Optional from litellm._logging import verbose_proxy_logger +from litellm.repositories.table_repositories import PolicyAttachmentRepository from litellm.types.proxy.policy_engine import ( PolicyAttachment, PolicyAttachmentCreateRequest, @@ -278,21 +279,21 @@ class AttachmentRegistry: PolicyAttachmentDBResponse with the created attachment """ try: - created_attachment = ( - await prisma_client.db.litellm_policyattachmenttable.create( - data={ - "policy_name": attachment_request.policy_name, - "scope": attachment_request.scope, - "teams": attachment_request.teams or [], - "keys": attachment_request.keys or [], - "models": attachment_request.models or [], - "tags": attachment_request.tags or [], - "created_at": datetime.now(timezone.utc), - "updated_at": datetime.now(timezone.utc), - "created_by": created_by, - "updated_by": created_by, - } - ) + created_attachment = await PolicyAttachmentRepository( + prisma_client + ).table.create( + data={ + "policy_name": attachment_request.policy_name, + "scope": attachment_request.scope, + "teams": attachment_request.teams or [], + "keys": attachment_request.keys or [], + "models": attachment_request.models or [], + "tags": attachment_request.tags or [], + "created_at": datetime.now(timezone.utc), + "updated_at": datetime.now(timezone.utc), + "created_by": created_by, + "updated_by": created_by, + } ) # Also add to in-memory registry @@ -340,17 +341,15 @@ class AttachmentRegistry: """ try: # Get attachment before deleting - attachment = ( - await prisma_client.db.litellm_policyattachmenttable.find_unique( - where={"attachment_id": attachment_id} - ) - ) + attachment = await PolicyAttachmentRepository( + prisma_client + ).table.find_unique(where={"attachment_id": attachment_id}) if attachment is None: raise Exception(f"Attachment with ID {attachment_id} not found") # Delete from DB - await prisma_client.db.litellm_policyattachmenttable.delete( + await PolicyAttachmentRepository(prisma_client).table.delete( where={"attachment_id": attachment_id} ) @@ -379,11 +378,9 @@ class AttachmentRegistry: PolicyAttachmentDBResponse if found, None otherwise """ try: - attachment = ( - await prisma_client.db.litellm_policyattachmenttable.find_unique( - where={"attachment_id": attachment_id} - ) - ) + attachment = await PolicyAttachmentRepository( + prisma_client + ).table.find_unique(where={"attachment_id": attachment_id}) if attachment is None: return None @@ -419,10 +416,10 @@ class AttachmentRegistry: List of PolicyAttachmentDBResponse objects """ try: - attachments = ( - await prisma_client.db.litellm_policyattachmenttable.find_many( - order={"created_at": "desc"}, - ) + attachments = await PolicyAttachmentRepository( + prisma_client + ).table.find_many( + order={"created_at": "desc"}, ) return [ diff --git a/litellm/proxy/policy_engine/policy_registry.py b/litellm/proxy/policy_engine/policy_registry.py index 75017c46603..d6265516269 100644 --- a/litellm/proxy/policy_engine/policy_registry.py +++ b/litellm/proxy/policy_engine/policy_registry.py @@ -12,6 +12,7 @@ from datetime import datetime, timezone from typing import TYPE_CHECKING, Any, Dict, List, Optional, Tuple from litellm._logging import verbose_proxy_logger +from litellm.repositories.table_repositories import PolicyRepository from litellm.types.proxy.policy_engine import ( GuardrailPipeline, PipelineStep, @@ -295,7 +296,7 @@ class PolicyRegistry: validated_pipeline = GuardrailPipeline(**policy_request.pipeline) data["pipeline"] = json.dumps(validated_pipeline.model_dump()) - created_policy = await prisma_client.db.litellm_policytable.create( + created_policy = await PolicyRepository(prisma_client).table.create( data=data ) @@ -347,7 +348,7 @@ class PolicyRegistry: Exception: If policy is not in draft status (only drafts are editable). """ try: - existing = await prisma_client.db.litellm_policytable.find_unique( + existing = await PolicyRepository(prisma_client).table.find_unique( where={"policy_id": policy_id} ) if existing is None: @@ -382,7 +383,7 @@ class PolicyRegistry: validated_pipeline = GuardrailPipeline(**policy_request.pipeline) update_data["pipeline"] = json.dumps(validated_pipeline.model_dump()) - updated_policy = await prisma_client.db.litellm_policytable.update( + updated_policy = await PolicyRepository(prisma_client).table.update( where={"policy_id": policy_id}, data=update_data, ) @@ -413,7 +414,7 @@ class PolicyRegistry: Dict with "message" and optional "warning" if production was deleted. """ try: - policy = await prisma_client.db.litellm_policytable.find_unique( + policy = await PolicyRepository(prisma_client).table.find_unique( where={"policy_id": policy_id} ) @@ -424,7 +425,7 @@ class PolicyRegistry: policy_name = policy.policy_name # Delete from DB - await prisma_client.db.litellm_policytable.delete( + await PolicyRepository(prisma_client).table.delete( where={"policy_id": policy_id} ) @@ -461,7 +462,7 @@ class PolicyRegistry: PolicyDBResponse if found, None otherwise """ try: - policy = await prisma_client.db.litellm_policytable.find_unique( + policy = await PolicyRepository(prisma_client).table.find_unique( where={"policy_id": policy_id} ) @@ -512,7 +513,7 @@ class PolicyRegistry: if version_status is not None: where["version_status"] = version_status - policies = await prisma_client.db.litellm_policytable.find_many( + policies = await PolicyRepository(prisma_client).table.find_many( where=where if where else None, order={"created_at": "desc"}, ) @@ -554,7 +555,7 @@ class PolicyRegistry: self.add_policy(policy_response.policy_name, policy) self._policies_by_id = {} - non_production = await prisma_client.db.litellm_policytable.find_many( + non_production = await PolicyRepository(prisma_client).table.find_many( where={"version_status": {"in": ["draft", "published"]}}, order={"created_at": "desc"}, ) @@ -654,7 +655,7 @@ class PolicyRegistry: PolicyVersionListResponse with policy_name and list of versions """ try: - rows = await prisma_client.db.litellm_policytable.find_many( + rows = await PolicyRepository(prisma_client).table.find_many( where={"policy_name": policy_name}, order={"version_number": "desc"}, ) @@ -690,7 +691,7 @@ class PolicyRegistry: """ try: if source_policy_id is not None: - source = await prisma_client.db.litellm_policytable.find_unique( + source = await PolicyRepository(prisma_client).table.find_unique( where={"policy_id": source_policy_id} ) if source is None: @@ -701,7 +702,7 @@ class PolicyRegistry: ) else: # Find current production version for this policy_name - prod = await prisma_client.db.litellm_policytable.find_first( + prod = await PolicyRepository(prisma_client).table.find_first( where={ "policy_name": policy_name, "version_status": "production", @@ -714,7 +715,7 @@ class PolicyRegistry: source = prod # Next version number - latest = await prisma_client.db.litellm_policytable.find_first( + latest = await PolicyRepository(prisma_client).table.find_first( where={"policy_name": policy_name}, order={"version_number": "desc"}, ) @@ -722,7 +723,7 @@ class PolicyRegistry: now = datetime.now(timezone.utc) # Set is_latest=False on all existing versions for this policy_name - await prisma_client.db.litellm_policytable.update_many( + await PolicyRepository(prisma_client).table.update_many( where={"policy_name": policy_name}, data={"is_latest": False}, ) @@ -758,7 +759,7 @@ class PolicyRegistry: else source.pipeline ) - created = await prisma_client.db.litellm_policytable.create(data=data) + created = await PolicyRepository(prisma_client).table.create(data=data) return _row_to_policy_db_response(created) except Exception as e: verbose_proxy_logger.exception(f"Error creating new version: {e}") @@ -794,7 +795,7 @@ class PolicyRegistry: f"Invalid status '{new_status}'. Use 'published' or 'production'." ) - row = await prisma_client.db.litellm_policytable.find_unique( + row = await PolicyRepository(prisma_client).table.find_unique( where={"policy_id": policy_id} ) if row is None: @@ -809,7 +810,7 @@ class PolicyRegistry: raise Exception( f"Only draft versions can be published. Current status: '{current}'." ) - updated = await prisma_client.db.litellm_policytable.update( + updated = await PolicyRepository(prisma_client).table.update( where={"policy_id": policy_id}, data={ "version_status": "published", @@ -832,7 +833,7 @@ class PolicyRegistry: ) # Demote current production to published - await prisma_client.db.litellm_policytable.update_many( + await PolicyRepository(prisma_client).table.update_many( where={ "policy_name": policy_name, "version_status": "production", @@ -845,7 +846,7 @@ class PolicyRegistry: ) # Promote this version to production - updated = await prisma_client.db.litellm_policytable.update( + updated = await PolicyRepository(prisma_client).table.update( where={"policy_id": policy_id}, data={ "version_status": "production", @@ -895,10 +896,10 @@ class PolicyRegistry: PolicyVersionCompareResponse with both versions and field_diffs """ try: - a = await prisma_client.db.litellm_policytable.find_unique( + a = await PolicyRepository(prisma_client).table.find_unique( where={"policy_id": policy_id_a} ) - b = await prisma_client.db.litellm_policytable.find_unique( + b = await PolicyRepository(prisma_client).table.find_unique( where={"policy_id": policy_id_b} ) if a is None: @@ -950,7 +951,7 @@ class PolicyRegistry: Dict with success message """ try: - await prisma_client.db.litellm_policytable.delete_many( + await PolicyRepository(prisma_client).table.delete_many( where={"policy_name": policy_name} ) self.remove_policy(policy_name) diff --git a/litellm/proxy/policy_engine/policy_resolve_endpoints.py b/litellm/proxy/policy_engine/policy_resolve_endpoints.py index 54374d90a16..84dcbcfd746 100644 --- a/litellm/proxy/policy_engine/policy_resolve_endpoints.py +++ b/litellm/proxy/policy_engine/policy_resolve_endpoints.py @@ -16,6 +16,10 @@ from litellm.proxy.auth.route_checks import RouteChecks from litellm.proxy.auth.user_api_key_auth import user_api_key_auth from litellm.proxy.policy_engine.attachment_registry import get_attachment_registry from litellm.proxy.policy_engine.policy_registry import get_policy_registry +from litellm.repositories.team_repository import TeamRepository +from litellm.repositories.verification_token_repository import ( + VerificationTokenRepository, +) from litellm.types.proxy.policy_engine import ( AttachmentImpactResponse, PolicyAttachmentCreateRequest, @@ -76,7 +80,7 @@ def _get_tags_from_metadata(metadata: object, json_metadata: object = None) -> l async def _fetch_all_teams(prisma_client: object) -> list: """Fetch teams from DB once. Reuse the result across tag and alias lookups.""" - return await prisma_client.db.litellm_teamtable.find_many( # type: ignore + return await TeamRepository(prisma_client).table.find_many( # type: ignore where={}, order={"created_at": "desc"}, take=MAX_POLICY_ESTIMATE_IMPACT_ROWS, @@ -159,7 +163,7 @@ async def _find_affected_by_team_patterns( new_keys: list = [] unnamed_keys_count = 0 if matched_team_ids: - keys = await prisma_client.db.litellm_verificationtoken.find_many( # type: ignore + keys = await VerificationTokenRepository(prisma_client).table.find_many( # type: ignore where={"team_id": {"in": matched_team_ids}}, order={"created_at": "desc"}, take=MAX_POLICY_ESTIMATE_IMPACT_ROWS, @@ -182,7 +186,7 @@ async def _find_affected_keys_by_alias( affected: list = [] - keys = await prisma_client.db.litellm_verificationtoken.find_many( # type: ignore + keys = await VerificationTokenRepository(prisma_client).table.find_many( # type: ignore where=_build_alias_where("key_alias", key_patterns), order={"created_at": "desc"}, take=MAX_POLICY_ESTIMATE_IMPACT_ROWS, @@ -367,7 +371,7 @@ async def estimate_attachment_impact( # Tag-based impact if tag_patterns: - keys = await prisma_client.db.litellm_verificationtoken.find_many( # type: ignore + keys = await VerificationTokenRepository(prisma_client).table.find_many( # type: ignore where={}, order={"created_at": "desc"}, take=MAX_POLICY_ESTIMATE_IMPACT_ROWS, diff --git a/litellm/proxy/policy_engine/policy_validator.py b/litellm/proxy/policy_engine/policy_validator.py index b587e3432bb..46796fbae28 100644 --- a/litellm/proxy/policy_engine/policy_validator.py +++ b/litellm/proxy/policy_engine/policy_validator.py @@ -12,6 +12,10 @@ Validates: from typing import TYPE_CHECKING, Any, Dict, List, Optional, Set from litellm._logging import verbose_proxy_logger +from litellm.repositories.team_repository import TeamRepository +from litellm.repositories.verification_token_repository import ( + VerificationTokenRepository, +) from litellm.types.proxy.policy_engine import ( Policy, PolicyValidationError, @@ -95,7 +99,7 @@ class PolicyValidator: return True # Can't validate without DB, assume valid try: - team = await self.prisma_client.db.litellm_teamtable.find_first( + team = await TeamRepository(self.prisma_client).table.find_first( where={"team_alias": team_alias}, ) return team is not None @@ -119,7 +123,9 @@ class PolicyValidator: return True # Can't validate without DB, assume valid try: - key = await self.prisma_client.db.litellm_verificationtoken.find_first( + key = await VerificationTokenRepository( + self.prisma_client + ).table.find_first( where={"key_alias": key_alias}, ) return key is not None diff --git a/litellm/proxy/prompts/prompt_endpoints.py b/litellm/proxy/prompts/prompt_endpoints.py index 399a0ff3af7..c0d6794108a 100644 --- a/litellm/proxy/prompts/prompt_endpoints.py +++ b/litellm/proxy/prompts/prompt_endpoints.py @@ -22,6 +22,7 @@ from litellm.proxy._types import CommonProxyErrors, LitellmUserRoles, UserAPIKey from litellm.proxy.auth.auth_utils import is_request_body_safe from litellm.proxy.auth.user_api_key_auth import user_api_key_auth from litellm.proxy.common_utils.path_utils import safe_filename +from litellm.repositories.table_repositories import PromptRepository from litellm.types.prompts.init_prompts import ( ListPromptsResponse, PromptInfo, @@ -208,7 +209,7 @@ async def get_next_version_for_prompt( Returns: Next version number (1 if no versions exist, max_version + 1 otherwise) """ - existing_prompts = await prisma_client.db.litellm_prompttable.find_many( + existing_prompts = await PromptRepository(prisma_client).table.find_many( where={"prompt_id": prompt_id, "environment": environment} ) @@ -441,7 +442,7 @@ async def get_prompt_versions( where_clause: Dict[str, Any] = {"prompt_id": base_prompt_id} if environment: where_clause["environment"] = environment - db_prompts = await prisma_client.db.litellm_prompttable.find_many( + db_prompts = await PromptRepository(prisma_client).table.find_many( where=where_clause, order={"version": "desc"}, ) @@ -612,7 +613,7 @@ async def get_prompt_info( # Query all environments this prompt exists in (lightweight: distinct on environment) all_environments: List[str] = [] if prisma_client is not None: - all_prompt_rows = await prisma_client.db.litellm_prompttable.find_many( + all_prompt_rows = await PromptRepository(prisma_client).table.find_many( where={"prompt_id": base_prompt_id}, distinct=["environment"], ) @@ -634,7 +635,7 @@ async def get_prompt_info( } if requested_version is not None: where_clause["version"] = requested_version - env_prompts = await prisma_client.db.litellm_prompttable.find_many( + env_prompts = await PromptRepository(prisma_client).table.find_many( where=where_clause, order={"version": "desc"}, take=1, @@ -752,7 +753,7 @@ async def create_prompt( ) # Store prompt in db with version - prompt_db_entry = await prisma_client.db.litellm_prompttable.create( + prompt_db_entry = await PromptRepository(prisma_client).table.create( data={ "prompt_id": request.prompt_id, "version": new_version, @@ -848,7 +849,7 @@ async def update_prompt( ) # Check if any version of this prompt exists (in any environment) - existing_prompts = await prisma_client.db.litellm_prompttable.find_many( + existing_prompts = await PromptRepository(prisma_client).table.find_many( where={"prompt_id": base_prompt_id} ) @@ -877,7 +878,7 @@ async def update_prompt( ) # Store new version in db - prompt_db_entry = await prisma_client.db.litellm_prompttable.create( + prompt_db_entry = await PromptRepository(prisma_client).table.create( data={ "prompt_id": base_prompt_id, "version": new_version, @@ -993,7 +994,7 @@ async def delete_prompt( delete_where["environment"] = environment # Delete versions from the database (scoped to environment if provided) - await prisma_client.db.litellm_prompttable.delete_many(where=delete_where) + await PromptRepository(prisma_client).table.delete_many(where=delete_where) # Remove matching prompts from memory — scope to environment if provided if environment: @@ -1105,7 +1106,7 @@ async def patch_prompt( if requested_version is not None: find_where["version"] = requested_version - db_rows = await prisma_client.db.litellm_prompttable.find_many( + db_rows = await PromptRepository(prisma_client).table.find_many( where=find_where, order={"version": "desc"}, take=1, @@ -1163,7 +1164,7 @@ async def patch_prompt( update_data["created_by"] = user_api_key_dict.user_id # Update by primary key (id) to target exactly one row - updated_prompt_db_entry = await prisma_client.db.litellm_prompttable.update( + updated_prompt_db_entry = await PromptRepository(prisma_client).table.update( where={"id": target_row.id}, data=update_data, ) diff --git a/litellm/proxy/proxy_server.py b/litellm/proxy/proxy_server.py index 72423b2a796..2c21e19dcec 100644 --- a/litellm/proxy/proxy_server.py +++ b/litellm/proxy/proxy_server.py @@ -48,6 +48,7 @@ from litellm.constants import ( AIOHTTP_TTL_DNS_CACHE, AUDIO_SPEECH_CHUNK_SIZE, BASE_MCP_ROUTE, + DAILY_TAG_SPEND_BATCH_MULTIPLIER, DEFAULT_MAX_RECURSE_DEPTH, DEFAULT_SHARED_HEALTH_CHECK_LOCK_TTL, DEFAULT_SHARED_HEALTH_CHECK_TTL, @@ -56,13 +57,13 @@ from litellm.constants import ( LITELLM_SETTINGS_SAFE_DB_OVERRIDES, LITELLM_UI_ALLOW_HEADERS, LITELLM_UI_SESSION_DURATION, - DAILY_TAG_SPEND_BATCH_MULTIPLIER, ) from litellm.litellm_core_utils.litellm_logging import ( _init_custom_logger_compatible_class, ) from litellm.litellm_core_utils.safe_json_dumps import safe_dumps from litellm.proxy._types import ( + UI_TEAM_ID, CallbackDelete, CallInfo, CommonProxyErrors, @@ -79,8 +80,8 @@ from litellm.proxy._types import ( InvitationModel, InvitationNew, InvitationUpdate, - Litellm_EntityType, LiteLLM_EndUserTable, + Litellm_EntityType, LiteLLM_JWTAuth, LiteLLM_TagTable, LiteLLM_TeamTable, @@ -96,7 +97,6 @@ from litellm.proxy._types import ( TeamDefaultSettings, TokenCountRequest, TransformRequestBody, - UI_TEAM_ID, UserAPIKeyAuth, ) from litellm.proxy.common_utils.cache_pydantic_utils import CacheCodec @@ -212,8 +212,6 @@ from litellm import Router from litellm._logging import verbose_proxy_logger, verbose_router_logger from litellm.caching.caching import DualCache, RedisCache from litellm.caching.redis_cluster_cache import RedisClusterCache -from litellm.proxy.common_utils.timezone_utils import get_budget_reset_time -from litellm.proxy.common_utils.user_api_key_cache import UserApiKeyCache from litellm.constants import ( _REALTIME_BODY_CACHE_SIZE, APSCHEDULER_COALESCE, @@ -247,8 +245,8 @@ from litellm.litellm_core_utils.sensitive_data_masker import ( ) from litellm.llms.custom_httpx.http_handler import AsyncHTTPHandler, HTTPHandler from litellm.llms.vertex_ai.vertex_llm_base import VertexBase -from litellm.proxy._types import * from litellm.proxy._lazy_features import attach_lazy_features +from litellm.proxy._types import * from litellm.proxy.analytics_endpoints.analytics_endpoints import ( router as analytics_router, ) @@ -308,6 +306,8 @@ from litellm.proxy.common_utils.openai_endpoint_utils import ( from litellm.proxy.common_utils.proxy_state import ProxyState from litellm.proxy.common_utils.reset_budget_job import ResetBudgetJob from litellm.proxy.common_utils.swagger_utils import ERROR_RESPONSES +from litellm.proxy.common_utils.timezone_utils import get_budget_reset_time +from litellm.proxy.common_utils.user_api_key_cache import UserApiKeyCache from litellm.proxy.container_endpoints.endpoints import router as container_router from litellm.proxy.credential_endpoints.endpoints import router as credential_router from litellm.proxy.db.db_transaction_queue.spend_log_cleanup import SpendLogCleanup @@ -361,7 +361,9 @@ from litellm.proxy.management_endpoints.fallback_management_endpoints import ( from litellm.proxy.management_endpoints.internal_user_endpoints import ( router as internal_user_router, ) -from litellm.proxy.management_endpoints.internal_user_endpoints import user_update +from litellm.proxy.management_endpoints.internal_user_endpoints import ( + user_update, +) from litellm.proxy.management_endpoints.key_management_endpoints import ( delete_verification_tokens, duration_in_seconds, @@ -398,10 +400,6 @@ from litellm.proxy.management_endpoints.team_endpoints import ( update_team, validate_membership, ) -from litellm.proxy.management_endpoints.workflow_management_endpoints import ( - router as workflow_management_router, -) -from litellm.proxy.memory.memory_endpoints import router as memory_router from litellm.proxy.management_endpoints.ui_sso import ( get_disabled_non_admin_personal_key_creation, ) @@ -409,7 +407,11 @@ from litellm.proxy.management_endpoints.ui_sso import router as ui_sso_router from litellm.proxy.management_endpoints.user_agent_analytics_endpoints import ( router as user_agent_analytics_router, ) +from litellm.proxy.management_endpoints.workflow_management_endpoints import ( + router as workflow_management_router, +) from litellm.proxy.management_helpers.audit_logs import create_audit_log_for_update +from litellm.proxy.memory.memory_endpoints import router as memory_router from litellm.proxy.middleware.in_flight_requests_middleware import ( InFlightRequestsMiddleware, ) @@ -417,12 +419,13 @@ from litellm.proxy.middleware.prometheus_auth_middleware import PrometheusAuthMi from litellm.proxy.middleware.request_size_limit_middleware import ( RequestSizeLimitMiddleware, ) -from litellm.proxy.shutdown.graceful_shutdown_manager import GracefulShutdownManager from litellm.proxy.ocr_endpoints.endpoints import router as ocr_router from litellm.proxy.openai_files_endpoints.files_endpoints import ( router as openai_files_router, ) -from litellm.proxy.openai_files_endpoints.files_endpoints import set_files_config +from litellm.proxy.openai_files_endpoints.files_endpoints import ( + set_files_config, +) from litellm.proxy.pass_through_endpoints.llm_passthrough_endpoints import ( passthrough_endpoint_router, ) @@ -444,6 +447,7 @@ from litellm.proxy.rerank_endpoints.endpoints import router as rerank_router from litellm.proxy.response_api_endpoints.endpoints import router as response_router from litellm.proxy.route_llm_request import route_request from litellm.proxy.search_endpoints.endpoints import router as search_router +from litellm.proxy.shutdown.graceful_shutdown_manager import GracefulShutdownManager from litellm.proxy.spend_tracking.spend_management_endpoints import ( router as spend_management_router, ) @@ -478,6 +482,7 @@ from litellm.proxy.utils import ( update_spend, ) from litellm.proxy.video_endpoints.endpoints import router as video_router +from litellm.repositories.credentials_repository import CredentialsRepository from litellm.router import ( AssistantsTypedDict, Deployment, @@ -511,7 +516,9 @@ from litellm.types.proxy.management_endpoints.ui_sso import ( LiteLLM_UpperboundKeyGenerateParams, ) from litellm.types.realtime import RealtimeQueryParams -from litellm.types.router import DeploymentTypedDict +from litellm.types.router import ( + DeploymentTypedDict, +) from litellm.types.router import ModelInfo as RouterModelInfo from litellm.types.router import ( RouterGeneralSettings, @@ -4248,13 +4255,13 @@ class ProxyConfig: ) setattr(litellm, key, value) if key in {"s3_audit_callback_params", "s3_callback_params"}: - from litellm.proxy.management_helpers.audit_logs import ( - reset_audit_log_callback_cache, - ) + from litellm.integrations.s3_v2 import S3Logger as S3V2Logger from litellm.litellm_core_utils.litellm_logging import ( _in_memory_loggers, ) - from litellm.integrations.s3_v2 import S3Logger as S3V2Logger + from litellm.proxy.management_helpers.audit_logs import ( + reset_audit_log_callback_cache, + ) reset_audit_log_callback_cache() _in_memory_loggers[:] = [ @@ -5335,7 +5342,7 @@ class ProxyConfig: 4. Update router settings """ if llm_router is not None and prisma_client is not None: - db_router_settings = await prisma_client.db.litellm_config.find_first( + db_router_settings = await ConfigRepository(prisma_client).table.find_first( where={"param_name": "router_settings"} ) @@ -5761,7 +5768,7 @@ class ProxyConfig: async def _get_models_from_db(self, prisma_client: PrismaClient) -> list: try: - new_models = await prisma_client.db.litellm_proxymodeltable.find_many() + new_models = await ModelRepository(prisma_client).table.find_many() except Exception as e: verbose_proxy_logger.exception( "litellm.proxy_server.py::add_deployment() - Error getting new models from DB - {}".format( @@ -5975,7 +5982,7 @@ class ProxyConfig: """ try: - sso_settings = await prisma_client.db.litellm_ssoconfig.find_unique( + sso_settings = await SSOConfigRepository(prisma_client).table.find_unique( where={"id": "sso_config"} ) if sso_settings is not None: @@ -6011,9 +6018,9 @@ class ProxyConfig: ) try: - db_record = await prisma_client.db.litellm_configoverrides.find_unique( - where={"config_type": "hashicorp_vault"} - ) + db_record = await ConfigOverridesRepository( + prisma_client + ).table.find_unique(where={"config_type": "hashicorp_vault"}) if db_record is None or db_record.config_value is None: if self._last_hashicorp_vault_config is not None: @@ -6130,7 +6137,7 @@ class ProxyConfig: last_model_cost_map_reload = current_time.isoformat() # Clear force reload flag in database - await prisma_client.db.litellm_config.upsert( + await ConfigRepository(prisma_client).table.upsert( where={"param_name": "model_cost_map_reload_config"}, data={ "create": { @@ -6239,7 +6246,7 @@ class ProxyConfig: last_anthropic_beta_headers_reload = current_time.isoformat() # Clear force reload flag in database - await prisma_client.db.litellm_config.upsert( + await ConfigRepository(prisma_client).table.upsert( where={"param_name": "anthropic_beta_headers_reload_config"}, data={ "create": { @@ -6299,7 +6306,7 @@ class ProxyConfig: from litellm.types.prompts.init_prompts import PromptSpec try: - prompts_in_db = await prisma_client.db.litellm_prompttable.find_many() + prompts_in_db = await PromptRepository(prisma_client).table.find_many() for prompt in prompts_in_db: # Convert DB object to dict and create versioned prompt_id prompt_spec = self._get_prompt_spec_for_db_prompt(db_prompt=prompt) @@ -6589,7 +6596,7 @@ class ProxyConfig: async def get_credentials(self, prisma_client: PrismaClient): try: - credentials = await prisma_client.db.litellm_credentialstable.find_many() + credentials = await CredentialsRepository(prisma_client).find_all() credentials = [self.decrypt_credentials(cred) for cred in credentials] await self.delete_credentials( credentials @@ -7352,7 +7359,7 @@ class ProxyStartupEvent: # spend cap blocks forever once it's hit. if prisma_client is not None and litellm.budget_duration is not None: try: - await prisma_client.db.litellm_usertable.update_many( + await UserRepository(prisma_client).table.update_many( where={ "user_id": litellm_proxy_budget_name, "budget_reset_at": None, @@ -7420,7 +7427,7 @@ class ProxyStartupEvent: if prisma_client is None: return - db_record = await prisma_client.db.litellm_uisettings.find_unique( + db_record = await UISettingsRepository(prisma_client).table.find_unique( where={"id": "ui_settings"} ) if db_record and db_record.ui_settings: @@ -7569,7 +7576,7 @@ class ProxyStartupEvent: # but YAML config has False. if store_model_in_db is not True and prisma_client is not None: try: - _db_gs_record = await prisma_client.db.litellm_config.find_first( + _db_gs_record = await ConfigRepository(prisma_client).table.find_first( where={"param_name": "general_settings"} ) if _db_gs_record is not None and isinstance( @@ -10361,6 +10368,18 @@ async def run_thread( # ) # async def get_available_routes(user_api_key_dict: UserAPIKeyAuth = Depends(user_api_key_auth)): from litellm.llms.base_llm.base_utils import BaseTokenCounter +from litellm.repositories.config_repository import ConfigRepository +from litellm.repositories.model_repository import ModelRepository +from litellm.repositories.table_repositories import ( + AccessGroupRepository, + ConfigOverridesRepository, + InvitationLinkRepository, + PromptRepository, + SSOConfigRepository, + UISettingsRepository, +) +from litellm.repositories.team_repository import TeamRepository +from litellm.repositories.user_repository import UserRepository def _get_provider_token_counter( @@ -10666,7 +10685,7 @@ async def _check_if_model_is_user_added( id = model.get("model_info", {}).get("id", None) if id is None: continue - db_model = await prisma_client.db.litellm_proxymodeltable.find_unique( + db_model = await ModelRepository(prisma_client).table.find_unique( where={"model_id": id} ) if db_model is not None: @@ -10723,7 +10742,7 @@ async def non_admin_all_models( if user_api_key_dict.user_id: try: - user_row = await prisma_client.db.litellm_usertable.find_unique( + user_row = await UserRepository(prisma_client).table.find_unique( where={"user_id": user_api_key_dict.user_id} ) except Exception: @@ -10823,7 +10842,7 @@ async def _add_access_group_models_to_team_models( return team_models # Single batch fetch for all access groups - access_group_rows = await prisma_client.db.litellm_accessgrouptable.find_many( + access_group_rows = await AccessGroupRepository(prisma_client).table.find_many( where={"access_group_id": {"in": list(all_access_group_ids)}} ) ag_model_map: Dict[str, List[str]] = { @@ -10865,13 +10884,13 @@ async def get_all_team_models( team_db_objects_typed: List[LiteLLM_TeamTable] = [] if user_teams == "*": - team_db_objects = await prisma_client.db.litellm_teamtable.find_many() + team_db_objects = await TeamRepository(prisma_client).table.find_many() team_db_objects_typed = [ LiteLLM_TeamTable(**team_db_object.model_dump()) for team_db_object in team_db_objects ] else: - team_db_objects = await prisma_client.db.litellm_teamtable.find_many( + team_db_objects = await TeamRepository(prisma_client).table.find_many( where={"team_id": {"in": user_teams}} ) @@ -10938,7 +10957,7 @@ async def get_all_team_and_direct_access_models( exclude_team_models=True ) # has access to all models elif user_api_key_dict.user_id is not None: - user_db_object = await prisma_client.db.litellm_usertable.find_unique( + user_db_object = await UserRepository(prisma_client).table.find_unique( where={"user_id": user_api_key_dict.user_id} ) if user_db_object is not None: @@ -11082,7 +11101,7 @@ async def _get_caller_byok_team_scope( if user_id is None: return set() try: - user_row = await prisma_client.db.litellm_usertable.find_unique( + user_row = await UserRepository(prisma_client).table.find_unique( where={"user_id": user_id} ) except Exception: @@ -11143,13 +11162,13 @@ async def _fetch_db_models_for_search( else: take_limit = max(0, page * size - router_models_count) - db_models_total_count = await prisma_client.db.litellm_proxymodeltable.count( + db_models_total_count = await ModelRepository(prisma_client).table.count( where=db_where_condition ) db_models_raw: list = [] if take_limit > 0: - db_models_raw = await prisma_client.db.litellm_proxymodeltable.find_many( + db_models_raw = await ModelRepository(prisma_client).table.find_many( where=db_where_condition, take=take_limit, ) @@ -11484,7 +11503,7 @@ async def _load_team_object_for_model_filter( ) -> Optional[LiteLLM_TeamTable]: """Load team row from DB; returns None if missing or on error.""" try: - team_db_object = await prisma_client.db.litellm_teamtable.find_unique( + team_db_object = await TeamRepository(prisma_client).table.find_unique( where={"team_id": team_id} ) if team_db_object is None: @@ -11547,7 +11566,7 @@ async def _gather_team_accessible_model_ids( _resolved_names = _team_models_resolve_to_names( team_object.models, access_groups ) - db_models = await prisma_client.db.litellm_proxymodeltable.find_many( + db_models = await ModelRepository(prisma_client).table.find_many( where={"model_name": {"in": _resolved_names}} ) for db_model in db_models: @@ -11586,7 +11605,7 @@ async def _authorize_team_id_query( detail={"error": "Not authorized to view this team's models"}, ) try: - user_row = await prisma_client.db.litellm_usertable.find_unique( + user_row = await UserRepository(prisma_client).table.find_unique( where={"user_id": user_id} ) except Exception: @@ -11693,7 +11712,7 @@ async def _find_model_by_id( # If not found in config, search in database if found_model is None: try: - db_model = await prisma_client.db.litellm_proxymodeltable.find_unique( + db_model = await ModelRepository(prisma_client).table.find_unique( where={"model_id": model_id} ) if db_model: @@ -12845,7 +12864,7 @@ async def alerting_settings( ) ## get general settings from db - db_general_settings = await prisma_client.db.litellm_config.find_first( + db_general_settings = await ConfigRepository(prisma_client).table.find_first( where={"param_name": "general_settings"} ) @@ -13384,7 +13403,7 @@ async def onboarding(invite_link: str, request: Request): detail={"error": CommonProxyErrors.db_not_connected_error.value}, ) - invite_obj = await prisma_client.db.litellm_invitationlink.find_unique( + invite_obj = await InvitationLinkRepository(prisma_client).table.find_unique( where={"id": invite_link} ) if invite_obj is None: @@ -13408,7 +13427,7 @@ async def onboarding(invite_link: str, request: Request): ) ### GET USER OBJECT ### - user_obj = await prisma_client.db.litellm_usertable.find_unique( + user_obj = await UserRepository(prisma_client).table.find_unique( where={"user_id": invite_obj.user_id} ) @@ -13513,7 +13532,7 @@ async def _rollback_onboarding_invite_claim( return try: - await prisma_client.db.litellm_invitationlink.update_many( + await InvitationLinkRepository(prisma_client).table.update_many( where={"id": invitation_link, "is_accepted": True}, data={ "accepted_at": None, @@ -13547,10 +13566,10 @@ async def _generate_onboarding_ui_session_token(user_obj: Any) -> str: ) key = response["token"] # type: ignore - from litellm.types.proxy.ui_sso import ReturnedUITokenObject - import jwt + from litellm.types.proxy.ui_sso import ReturnedUITokenObject + disabled_non_admin_personal_key_creation = ( get_disabled_non_admin_personal_key_creation() ) @@ -13596,7 +13615,7 @@ async def claim_onboarding_link(data: InvitationClaim, request: Request): detail={"error": CommonProxyErrors.db_not_connected_error.value}, ) - invite_obj = await prisma_client.db.litellm_invitationlink.find_unique( + invite_obj = await InvitationLinkRepository(prisma_client).table.find_unique( where={"id": data.invitation_link} ) if invite_obj is None: @@ -13956,7 +13975,7 @@ async def invitation_info( }, ) - response = await prisma_client.db.litellm_invitationlink.find_unique( + response = await InvitationLinkRepository(prisma_client).table.find_unique( where={"id": invitation_id} ) @@ -14010,7 +14029,7 @@ async def invitation_update( ) current_time = litellm.utils.get_utc_datetime() - response = await prisma_client.db.litellm_invitationlink.update( + response = await InvitationLinkRepository(prisma_client).table.update( where={"id": data.invitation_id}, data={ "id": data.invitation_id, @@ -14081,7 +14100,7 @@ async def invitation_delete( # Org admins can only delete invitations they created if is_other_admin and not is_proxy_admin: - invitation = await prisma_client.db.litellm_invitationlink.find_unique( + invitation = await InvitationLinkRepository(prisma_client).table.find_unique( where={"id": data.invitation_id} ) if invitation is None: @@ -14097,7 +14116,7 @@ async def invitation_delete( }, ) - response = await prisma_client.db.litellm_invitationlink.delete( + response = await InvitationLinkRepository(prisma_client).table.delete( where={"id": data.invitation_id} ) @@ -14139,7 +14158,7 @@ async def update_config( # noqa: PLR0915 raise Exception("No DB Connected") async def _read_section(param_name: str) -> dict: - row = await prisma_client.db.litellm_config.find_first( + row = await ConfigRepository(prisma_client).table.find_first( where={"param_name": param_name} ) if row is None or row.param_value is None: @@ -14148,7 +14167,7 @@ async def update_config( # noqa: PLR0915 async def _upsert_section(param_name: str, value: dict) -> None: serialized = json.dumps(value) - await prisma_client.db.litellm_config.upsert( + await ConfigRepository(prisma_client).table.upsert( where={"param_name": param_name}, data={ "create": {"param_name": param_name, "param_value": serialized}, @@ -14323,7 +14342,7 @@ async def update_config_general_settings( ) ## get general settings from db - db_general_settings = await prisma_client.db.litellm_config.find_first( + db_general_settings = await ConfigRepository(prisma_client).table.find_first( where={"param_name": "general_settings"} ) ### update value @@ -14337,7 +14356,7 @@ async def update_config_general_settings( general_settings[data.field_name] = data.field_value - response = await prisma_client.db.litellm_config.upsert( + response = await ConfigRepository(prisma_client).table.upsert( where={"param_name": "general_settings"}, data={ "create": {"param_name": "general_settings", "param_value": json.dumps(general_settings)}, # type: ignore @@ -14387,7 +14406,7 @@ async def get_config_general_settings( ) ## get general settings from db - db_general_settings = await prisma_client.db.litellm_config.find_first( + db_general_settings = await ConfigRepository(prisma_client).table.find_first( where={"param_name": "general_settings"} ) ### pop the value @@ -14450,7 +14469,7 @@ async def get_config_list( ) ## get general settings from db - db_general_settings = await prisma_client.db.litellm_config.find_first( + db_general_settings = await ConfigRepository(prisma_client).table.find_first( where={"param_name": "general_settings"} ) @@ -14604,7 +14623,7 @@ async def delete_config_general_settings( ) ## get general settings from db - db_general_settings = await prisma_client.db.litellm_config.find_first( + db_general_settings = await ConfigRepository(prisma_client).table.find_first( where={"param_name": "general_settings"} ) ### pop the value @@ -14621,7 +14640,7 @@ async def delete_config_general_settings( general_settings.pop(data.field_name, None) - response = await prisma_client.db.litellm_config.upsert( + response = await ConfigRepository(prisma_client).table.upsert( where={"param_name": "general_settings"}, data={ "create": {"param_name": "general_settings", "param_value": json.dumps(general_settings)}, # type: ignore @@ -14975,14 +14994,14 @@ async def reload_model_cost_map( last_model_cost_map_reload = current_time.isoformat() # Set force reload flag in database for other pods, preserving existing interval_hours - existing_config = await prisma_client.db.litellm_config.find_unique( + existing_config = await ConfigRepository(prisma_client).table.find_unique( where={"param_name": "model_cost_map_reload_config"} ) existing_interval = None if existing_config and existing_config.param_value: existing_interval = existing_config.param_value.get("interval_hours") - await prisma_client.db.litellm_config.upsert( + await ConfigRepository(prisma_client).table.upsert( where={"param_name": "model_cost_map_reload_config"}, data={ "create": { @@ -15052,7 +15071,7 @@ async def schedule_model_cost_map_reload( ) # Update database with new reload configuration - await prisma_client.db.litellm_config.upsert( + await ConfigRepository(prisma_client).table.upsert( where={"param_name": "model_cost_map_reload_config"}, data={ "create": { @@ -15119,7 +15138,7 @@ async def cancel_model_cost_map_reload( ) # Remove reload configuration from database - await prisma_client.db.litellm_config.delete( + await ConfigRepository(prisma_client).table.delete( where={"param_name": "model_cost_map_reload_config"} ) await invalidate_config_param("model_cost_map_reload_config") @@ -15178,7 +15197,7 @@ async def get_model_cost_map_reload_status( } # Get reload configuration from database - config_record = await prisma_client.db.litellm_config.find_unique( + config_record = await ConfigRepository(prisma_client).table.find_unique( where={"param_name": "model_cost_map_reload_config"} ) @@ -15329,7 +15348,7 @@ async def reload_anthropic_beta_headers( last_anthropic_beta_headers_reload = current_time.isoformat() # Set force reload flag in database for other pods, preserving existing interval_hours - existing_beta_config = await prisma_client.db.litellm_config.find_unique( + existing_beta_config = await ConfigRepository(prisma_client).table.find_unique( where={"param_name": "anthropic_beta_headers_reload_config"} ) existing_beta_interval = None @@ -15338,7 +15357,7 @@ async def reload_anthropic_beta_headers( "interval_hours" ) - await prisma_client.db.litellm_config.upsert( + await ConfigRepository(prisma_client).table.upsert( where={"param_name": "anthropic_beta_headers_reload_config"}, data={ "create": { @@ -15412,7 +15431,7 @@ async def schedule_anthropic_beta_headers_reload( ) # Update database with new reload configuration - await prisma_client.db.litellm_config.upsert( + await ConfigRepository(prisma_client).table.upsert( where={"param_name": "anthropic_beta_headers_reload_config"}, data={ "create": { @@ -15479,7 +15498,7 @@ async def cancel_anthropic_beta_headers_reload( ) # Remove reload configuration from database - await prisma_client.db.litellm_config.delete( + await ConfigRepository(prisma_client).table.delete( where={"param_name": "anthropic_beta_headers_reload_config"} ) await invalidate_config_param("anthropic_beta_headers_reload_config") @@ -15539,7 +15558,7 @@ async def get_anthropic_beta_headers_reload_status( } # Get reload configuration from database - config_record = await prisma_client.db.litellm_config.find_unique( + config_record = await ConfigRepository(prisma_client).table.find_unique( where={"param_name": "anthropic_beta_headers_reload_config"} ) diff --git a/litellm/proxy/public_endpoints/public_endpoints.py b/litellm/proxy/public_endpoints/public_endpoints.py index d12e7a35fbf..78467c4b2e7 100644 --- a/litellm/proxy/public_endpoints/public_endpoints.py +++ b/litellm/proxy/public_endpoints/public_endpoints.py @@ -4,9 +4,9 @@ import re from importlib.resources import files from typing import Any, Dict, List, Optional -import litellm from fastapi import APIRouter, HTTPException, Request +import litellm from litellm._logging import verbose_logger from litellm.litellm_core_utils.get_blog_posts import ( BlogPost, @@ -17,6 +17,7 @@ from litellm.litellm_core_utils.get_blog_posts import ( from litellm.proxy._types import ( CommonProxyErrors, ) +from litellm.repositories.table_repositories import ClaudeCodePluginRepository from litellm.types.agents import AgentCard from litellm.types.mcp import MCPPublicServer from litellm.types.proxy.management_endpoints.model_management_endpoints import ( @@ -159,14 +160,14 @@ def _load_endpoints() -> List[Dict[str, Any]]: ) async def public_model_hub(): import litellm + from litellm.proxy.health_endpoints._health_endpoints import ( + _convert_health_check_to_dict, + ) from litellm.proxy.proxy_server import ( _get_model_group_info, llm_router, prisma_client, ) - from litellm.proxy.health_endpoints._health_endpoints import ( - _convert_health_check_to_dict, - ) if llm_router is None: raise HTTPException( @@ -266,7 +267,7 @@ async def public_skill_hub(): try: prisma_client = await _get_prisma_client() - plugins = await prisma_client.db.litellm_claudecodeplugintable.find_many( + plugins = await ClaudeCodePluginRepository(prisma_client).table.find_many( where={"enabled": True} ) items = [] diff --git a/litellm/proxy/rag_endpoints/endpoints.py b/litellm/proxy/rag_endpoints/endpoints.py index a44e4781491..7ff54ac4c5a 100644 --- a/litellm/proxy/rag_endpoints/endpoints.py +++ b/litellm/proxy/rag_endpoints/endpoints.py @@ -17,16 +17,17 @@ import litellm from litellm._logging import verbose_proxy_logger from litellm.constants import DEFAULT_MAX_RECURSE_DEPTH from litellm.proxy._types import * +from litellm.proxy.auth.auth_utils import is_request_body_safe from litellm.proxy.auth.user_api_key_auth import UserAPIKeyAuth, user_api_key_auth from litellm.proxy.common_utils.http_parsing_utils import ( _read_request_body, _safe_get_request_headers, get_form_data, ) -from litellm.proxy.auth.auth_utils import is_request_body_safe from litellm.proxy.vector_store_endpoints.utils import ( assert_user_can_access_vector_store_id, ) +from litellm.repositories.table_repositories import ManagedVectorStoresRepository router = APIRouter() @@ -230,11 +231,9 @@ async def _save_vector_store_to_db_from_rag_ingest( try: # Check if vector store already exists in database - existing_vector_store = ( - await prisma_client.db.litellm_managedvectorstorestable.find_unique( - where={"vector_store_id": vector_store_id} - ) - ) + existing_vector_store = await ManagedVectorStoresRepository( + prisma_client + ).table.find_unique(where={"vector_store_id": vector_store_id}) # Only create if it doesn't exist if existing_vector_store is None: @@ -289,7 +288,7 @@ async def _save_vector_store_to_db_from_rag_ingest( # Update the vector store from litellm.proxy.utils import safe_dumps - await prisma_client.db.litellm_managedvectorstorestable.update( + await ManagedVectorStoresRepository(prisma_client).table.update( where={"vector_store_id": vector_store_id}, data={"vector_store_metadata": safe_dumps(existing_metadata)}, ) diff --git a/litellm/proxy/search_endpoints/search_tool_registry.py b/litellm/proxy/search_endpoints/search_tool_registry.py index d4adc2573ea..588d71b77f9 100644 --- a/litellm/proxy/search_endpoints/search_tool_registry.py +++ b/litellm/proxy/search_endpoints/search_tool_registry.py @@ -8,6 +8,7 @@ from typing import List, Optional from litellm._logging import verbose_proxy_logger from litellm.litellm_core_utils.safe_json_dumps import safe_dumps from litellm.proxy.utils import PrismaClient +from litellm.repositories.table_repositories import SearchToolsRepository from litellm.types.search import SearchTool @@ -63,16 +64,16 @@ class SearchToolRegistry: search_tool_info: str = safe_dumps(search_tool.get("search_tool_info", {})) # Create search tool in DB - created_search_tool = ( - await prisma_client.db.litellm_searchtoolstable.create( - data={ - "search_tool_name": search_tool_name, - "litellm_params": litellm_params, - "search_tool_info": search_tool_info, - "created_at": datetime.now(timezone.utc), - "updated_at": datetime.now(timezone.utc), - } - ) + created_search_tool = await SearchToolsRepository( + prisma_client + ).table.create( + data={ + "search_tool_name": search_tool_name, + "litellm_params": litellm_params, + "search_tool_info": search_tool_info, + "created_at": datetime.now(timezone.utc), + "updated_at": datetime.now(timezone.utc), + } ) # Add search_tool_id to the returned search tool object @@ -101,15 +102,15 @@ class SearchToolRegistry: """ try: # Get search tool before deletion for response - existing_tool = await prisma_client.db.litellm_searchtoolstable.find_unique( - where={"search_tool_id": search_tool_id} - ) + existing_tool = await SearchToolsRepository( + prisma_client + ).table.find_unique(where={"search_tool_id": search_tool_id}) if not existing_tool: raise Exception(f"Search tool with ID {search_tool_id} not found") # Delete from DB - await prisma_client.db.litellm_searchtoolstable.delete( + await SearchToolsRepository(prisma_client).table.delete( where={"search_tool_id": search_tool_id} ) @@ -145,16 +146,16 @@ class SearchToolRegistry: search_tool_info: str = safe_dumps(search_tool.get("search_tool_info", {})) # Update in DB - updated_search_tool = ( - await prisma_client.db.litellm_searchtoolstable.update( - where={"search_tool_id": search_tool_id}, - data={ - "search_tool_name": search_tool_name, - "litellm_params": litellm_params, - "search_tool_info": search_tool_info, - "updated_at": datetime.now(timezone.utc), - }, - ) + updated_search_tool = await SearchToolsRepository( + prisma_client + ).table.update( + where={"search_tool_id": search_tool_id}, + data={ + "search_tool_name": search_tool_name, + "litellm_params": litellm_params, + "search_tool_info": search_tool_info, + "updated_at": datetime.now(timezone.utc), + }, ) # Convert to dict with ISO formatted datetimes @@ -179,10 +180,10 @@ class SearchToolRegistry: List of search tool configurations """ try: - search_tools_from_db = ( - await prisma_client.db.litellm_searchtoolstable.find_many( - order={"created_at": "desc"}, - ) + search_tools_from_db = await SearchToolsRepository( + prisma_client + ).table.find_many( + order={"created_at": "desc"}, ) search_tools: List[SearchTool] = [] @@ -214,7 +215,7 @@ class SearchToolRegistry: Search tool configuration or None if not found """ try: - search_tool = await prisma_client.db.litellm_searchtoolstable.find_unique( + search_tool = await SearchToolsRepository(prisma_client).table.find_unique( where={"search_tool_id": search_tool_id} ) @@ -244,7 +245,7 @@ class SearchToolRegistry: Search tool configuration or None if not found """ try: - search_tool = await prisma_client.db.litellm_searchtoolstable.find_unique( + search_tool = await SearchToolsRepository(prisma_client).table.find_unique( where={"search_tool_name": search_tool_name} ) diff --git a/litellm/proxy/spend_tracking/cloudzero_endpoints.py b/litellm/proxy/spend_tracking/cloudzero_endpoints.py index 1f551d5ffea..71f4a8af111 100644 --- a/litellm/proxy/spend_tracking/cloudzero_endpoints.py +++ b/litellm/proxy/spend_tracking/cloudzero_endpoints.py @@ -6,11 +6,12 @@ from litellm._logging import verbose_proxy_logger from litellm.litellm_core_utils.sensitive_data_masker import SensitiveDataMasker from litellm.proxy._types import CommonProxyErrors, LitellmUserRoles, UserAPIKeyAuth from litellm.proxy.auth.user_api_key_auth import user_api_key_auth -from litellm.proxy.management_endpoints.common_utils import _user_has_admin_view from litellm.proxy.common_utils.encrypt_decrypt_utils import ( decrypt_value_helper, encrypt_value_helper, ) +from litellm.proxy.management_endpoints.common_utils import _user_has_admin_view +from litellm.repositories.config_repository import ConfigRepository from litellm.types.proxy.cloudzero_endpoints import ( CloudZeroExportRequest, CloudZeroExportResponse, @@ -53,7 +54,7 @@ async def _set_cloudzero_settings(api_key: str, connection_id: str, timezone: st "timezone": timezone, } - await prisma_client.db.litellm_config.upsert( + await ConfigRepository(prisma_client).table.upsert( where={"param_name": "cloudzero_settings"}, data={ "create": { @@ -80,7 +81,7 @@ async def _get_cloudzero_settings(): detail={"error": CommonProxyErrors.db_not_connected_error.value}, ) - cloudzero_config = await prisma_client.db.litellm_config.find_first( + cloudzero_config = await ConfigRepository(prisma_client).table.find_first( where={"param_name": "cloudzero_settings"} ) if cloudzero_config is None or cloudzero_config.param_value is None: @@ -282,7 +283,7 @@ async def is_cloudzero_setup_in_db() -> bool: return False # Check for CloudZero settings in database - cloudzero_config = await prisma_client.db.litellm_config.find_first( + cloudzero_config = await ConfigRepository(prisma_client).table.find_first( where={"param_name": "cloudzero_settings"} ) @@ -548,7 +549,7 @@ async def delete_cloudzero_settings( ) # Check if CloudZero settings exist - cloudzero_config = await prisma_client.db.litellm_config.find_first( + cloudzero_config = await ConfigRepository(prisma_client).table.find_first( where={"param_name": "cloudzero_settings"} ) @@ -560,7 +561,7 @@ async def delete_cloudzero_settings( # Delete only the CloudZero settings entry # This uses a specific where clause to target only the cloudzero_settings row - await prisma_client.db.litellm_config.delete( + await ConfigRepository(prisma_client).table.delete( where={"param_name": "cloudzero_settings"} ) diff --git a/litellm/proxy/spend_tracking/spend_management_endpoints.py b/litellm/proxy/spend_tracking/spend_management_endpoints.py index ca5e0473659..f651e6e5f7b 100644 --- a/litellm/proxy/spend_tracking/spend_management_endpoints.py +++ b/litellm/proxy/spend_tracking/spend_management_endpoints.py @@ -21,6 +21,11 @@ from litellm.proxy.spend_tracking.spend_tracking_utils import ( get_spend_by_team_and_customer, ) from litellm.proxy.utils import handle_exception_on_proxy +from litellm.repositories.table_repositories import SpendLogsRepository +from litellm.repositories.team_repository import TeamRepository +from litellm.repositories.verification_token_repository import ( + VerificationTokenRepository, +) if TYPE_CHECKING: from litellm.proxy.proxy_server import PrismaClient @@ -2010,7 +2015,7 @@ async def ui_view_spend_logs( # noqa: PLR0915 order_direction = (sort_order or "desc").lower() # Get total count of records - total_records = await prisma_client.db.litellm_spendlogs.count( + total_records = await SpendLogsRepository(prisma_client).table.count( where=where_conditions, ) @@ -2374,7 +2379,7 @@ async def view_spend_logs( # noqa: PLR0915 # Check if user wants unsummarized data if not summarize: # Return filtered individual log entries (similar to UI endpoint) - data = await prisma_client.db.litellm_spendlogs.find_many( + data = await SpendLogsRepository(prisma_client).table.find_many( where=filter_query, # type: ignore order={ "startTime": "desc", @@ -2384,7 +2389,7 @@ async def view_spend_logs( # noqa: PLR0915 # Legacy behavior: return summarized data (when summarize=true) # SQL query - response = await prisma_client.db.litellm_spendlogs.group_by( + response = await SpendLogsRepository(prisma_client).table.group_by( by=["api_key", "user", "model", "startTime"], where=filter_query, # type: ignore sum={ @@ -2462,7 +2467,7 @@ async def view_spend_logs( # noqa: PLR0915 ) return spend_logs - data = await prisma_client.db.litellm_spendlogs.find_many( + data = await SpendLogsRepository(prisma_client).table.find_many( where=scoped_filter, # type: ignore order={"startTime": "desc"}, ) @@ -2514,10 +2519,10 @@ async def global_spend_reset(): code=status.HTTP_401_UNAUTHORIZED, ) - await prisma_client.db.litellm_verificationtoken.update_many( + await VerificationTokenRepository(prisma_client).table.update_many( data={"spend": 0.0}, where={} ) - await prisma_client.db.litellm_teamtable.update_many(data={"spend": 0.0}, where={}) + await TeamRepository(prisma_client).table.update_many(data={"spend": 0.0}, where={}) return { "message": "Spend for all API Keys and Teams reset successfully", @@ -3384,7 +3389,7 @@ async def ui_view_session_spend_logs( skip = (page - 1) * page_size # Get total count for pagination metadata - total_records = await prisma_client.db.litellm_spendlogs.count( + total_records = await SpendLogsRepository(prisma_client).table.count( where=where_conditions ) @@ -3485,7 +3490,7 @@ async def _build_ui_spend_logs_response( # is bounded by page_size (typically 25-50 distinct session IDs). # If performance degrades at scale, consider short-lived caching or # folding the count into the main query via a window function. - counts = await prisma_client.db.litellm_spendlogs.group_by( + counts = await SpendLogsRepository(prisma_client).table.group_by( by=["session_id"], where={"session_id": {"in": session_ids}}, count={"session_id": True}, @@ -3572,7 +3577,7 @@ async def _can_team_member_view_log( if team_id is None: return False - team_row = await prisma_client.db.litellm_teamtable.find_unique( + team_row = await TeamRepository(prisma_client).table.find_unique( where={"team_id": team_id} ) if team_row is None: @@ -3614,7 +3619,7 @@ async def _assert_user_can_view_request_id( permitted teams (admin or ``/spend/logs`` permission). Raises HTTP 403 if not. """ - row = await prisma_client.db.litellm_spendlogs.find_unique( + row = await SpendLogsRepository(prisma_client).table.find_unique( where={"request_id": request_id}, include=None, ) @@ -3669,7 +3674,7 @@ async def _get_permitted_team_ids_for_spend_logs( if user_obj is None or not user_obj.teams: return [] - team_rows = await prisma_client.db.litellm_teamtable.find_many( + team_rows = await TeamRepository(prisma_client).table.find_many( where={"team_id": {"in": user_obj.teams}} ) diff --git a/litellm/proxy/spend_tracking/vantage_endpoints.py b/litellm/proxy/spend_tracking/vantage_endpoints.py index 60e54d005b3..1dde31b54cb 100644 --- a/litellm/proxy/spend_tracking/vantage_endpoints.py +++ b/litellm/proxy/spend_tracking/vantage_endpoints.py @@ -1,17 +1,18 @@ import json -import litellm from fastapi import APIRouter, Depends, HTTPException +import litellm from litellm._logging import verbose_proxy_logger from litellm.litellm_core_utils.sensitive_data_masker import SensitiveDataMasker from litellm.proxy._types import CommonProxyErrors, LitellmUserRoles, UserAPIKeyAuth from litellm.proxy.auth.user_api_key_auth import user_api_key_auth -from litellm.proxy.management_endpoints.common_utils import _user_has_admin_view from litellm.proxy.common_utils.encrypt_decrypt_utils import ( decrypt_value_helper, encrypt_value_helper, ) +from litellm.proxy.management_endpoints.common_utils import _user_has_admin_view +from litellm.repositories.config_repository import ConfigRepository from litellm.types.proxy.vantage_endpoints import ( VantageDryRunRequest, VantageExportRequest, @@ -60,7 +61,7 @@ async def _set_vantage_settings(api_key: str, integration_token: str, base_url: "base_url": base_url, } - await prisma_client.db.litellm_config.upsert( + await ConfigRepository(prisma_client).table.upsert( where={"param_name": VANTAGE_SETTINGS_PARAM_NAME}, data={ "create": { @@ -82,7 +83,7 @@ async def _get_vantage_settings(): detail={"error": CommonProxyErrors.db_not_connected_error.value}, ) - vantage_config = await prisma_client.db.litellm_config.find_first( + vantage_config = await ConfigRepository(prisma_client).table.find_first( where={"param_name": VANTAGE_SETTINGS_PARAM_NAME} ) if vantage_config is None or vantage_config.param_value is None: @@ -265,7 +266,7 @@ async def is_vantage_setup_in_db() -> bool: if prisma_client is None: return False - vantage_config = await prisma_client.db.litellm_config.find_first( + vantage_config = await ConfigRepository(prisma_client).table.find_first( where={"param_name": VANTAGE_SETTINGS_PARAM_NAME} ) @@ -553,7 +554,7 @@ async def delete_vantage_settings( detail={"error": CommonProxyErrors.db_not_connected_error.value}, ) - vantage_config = await prisma_client.db.litellm_config.find_first( + vantage_config = await ConfigRepository(prisma_client).table.find_first( where={"param_name": VANTAGE_SETTINGS_PARAM_NAME} ) @@ -563,7 +564,7 @@ async def delete_vantage_settings( detail={"error": "Vantage settings not found"}, ) - await prisma_client.db.litellm_config.delete( + await ConfigRepository(prisma_client).table.delete( where={"param_name": VANTAGE_SETTINGS_PARAM_NAME} ) diff --git a/litellm/proxy/ui_crud_endpoints/proxy_setting_endpoints.py b/litellm/proxy/ui_crud_endpoints/proxy_setting_endpoints.py index 07e2ca71950..ea634289cb4 100644 --- a/litellm/proxy/ui_crud_endpoints/proxy_setting_endpoints.py +++ b/litellm/proxy/ui_crud_endpoints/proxy_setting_endpoints.py @@ -12,6 +12,12 @@ from litellm._logging import verbose_proxy_logger from litellm.litellm_core_utils.sensitive_data_masker import mask_sensitive_keys from litellm.proxy._types import * from litellm.proxy.auth.user_api_key_auth import user_api_key_auth +from litellm.repositories.config_repository import ConfigRepository +from litellm.repositories.table_repositories import ( + DailyTagSpendRepository, + SSOConfigRepository, + UISettingsRepository, +) from litellm.types.proxy.management_endpoints.ui_sso import ( DefaultTeamSSOParams, InProductNudgeResponse, @@ -665,7 +671,7 @@ async def get_sso_settings(): ) # Get SSO config from dedicated table - sso_db_record = await prisma_client.db.litellm_ssoconfig.find_unique( + sso_db_record = await SSOConfigRepository(prisma_client).table.find_unique( where={"id": "sso_config"} ) @@ -836,7 +842,7 @@ async def update_sso_settings(sso_config: SSOConfig): ) # Save to dedicated SSO table - await prisma_client.db.litellm_ssoconfig.upsert( + await SSOConfigRepository(prisma_client).table.upsert( where={"id": "sso_config"}, data={ "create": { @@ -851,7 +857,7 @@ async def update_sso_settings(sso_config: SSOConfig): # Remove SSO-related env vars from config.environment_variables try: - env_var_entry = await prisma_client.db.litellm_config.find_unique( + env_var_entry = await ConfigRepository(prisma_client).table.find_unique( where={"param_name": "environment_variables"} ) @@ -872,7 +878,7 @@ async def update_sso_settings(sso_config: SSOConfig): if key not in env_vars_to_remove } - await prisma_client.db.litellm_config.update( + await ConfigRepository(prisma_client).table.update( where={"param_name": "environment_variables"}, data={ "param_value": json.dumps(filtered_env_vars, default=str), @@ -1123,7 +1129,7 @@ async def get_in_product_nudges(): detail={"error": "Database not connected. Please connect a database."}, ) - db_record = await prisma_client.db.litellm_dailytagspend.find_first( + db_record = await DailyTagSpendRepository(prisma_client).table.find_first( where={"tag": "User-Agent: claude-cli"} ) @@ -1155,7 +1161,7 @@ async def get_ui_settings_cached() -> Dict[str, Any]: if prisma_client is None: return {} - db_record = await prisma_client.db.litellm_uisettings.find_unique( + db_record = await UISettingsRepository(prisma_client).table.find_unique( where={"id": "ui_settings"} ) ui_settings: Dict[str, Any] = {} @@ -1196,7 +1202,7 @@ async def get_ui_settings(): ui_settings: Dict[str, Any] = {} - db_record = await prisma_client.db.litellm_uisettings.find_unique( + db_record = await UISettingsRepository(prisma_client).table.find_unique( where={"id": "ui_settings"} ) @@ -1309,7 +1315,7 @@ async def update_ui_settings( # Merge with existing persisted settings so a partial PATCH doesn't # overwrite fields the caller didn't send. existing: dict = {} - db_existing = await prisma_client.db.litellm_uisettings.find_unique( + db_existing = await UISettingsRepository(prisma_client).table.find_unique( where={"id": "ui_settings"} ) if db_existing and db_existing.ui_settings: @@ -1318,7 +1324,7 @@ async def update_ui_settings( ui_settings = {**existing, **incoming} - await prisma_client.db.litellm_uisettings.upsert( + await UISettingsRepository(prisma_client).table.upsert( where={"id": "ui_settings"}, data={ "create": { diff --git a/litellm/proxy/utils.py b/litellm/proxy/utils.py index e77e24c9e71..5ad42b5e1be 100644 --- a/litellm/proxy/utils.py +++ b/litellm/proxy/utils.py @@ -9,10 +9,10 @@ import sys import threading import time import traceback +from dataclasses import dataclass, field from datetime import date, datetime, timedelta, timezone from email.mime.multipart import MIMEMultipart from email.mime.text import MIMEText -from dataclasses import dataclass, field from typing import ( TYPE_CHECKING, Any, @@ -139,6 +139,19 @@ from litellm.proxy.hooks.parallel_request_limiter import ( ) from litellm.proxy.litellm_pre_call_utils import LiteLLMProxyRequestSetup from litellm.proxy.policy_engine.pipeline_executor import PipelineExecutor +from litellm.repositories.budget_repository import BudgetRepository +from litellm.repositories.config_repository import ConfigRepository +from litellm.repositories.table_repositories import ( + EndUserRepository, + HealthCheckRepository, + SpendLogsRepository, + UserNotificationsRepository, +) +from litellm.repositories.team_repository import TeamRepository +from litellm.repositories.user_repository import UserRepository +from litellm.repositories.verification_token_repository import ( + VerificationTokenRepository, +) from litellm.secret_managers.main import str_to_bool from litellm.types.integrations.slack_alerting import DEFAULT_ALERT_TYPES from litellm.types.mcp import ( @@ -2831,7 +2844,7 @@ async def prefetch_config_params(prisma_client: Any, param_names: List[str]) -> if not param_names: return try: - rows = await prisma_client.db.litellm_config.find_many( + rows = await ConfigRepository(prisma_client).table.find_many( where={"param_name": {"in": param_names}} # type: ignore ) except Exception as e: @@ -3194,15 +3207,15 @@ class PrismaClient: async def _do_query(): if table_name == "users": - return await self.db.litellm_usertable.find_first( + return await UserRepository(self).table.find_first( where={key: value} # type: ignore ) elif table_name == "keys": - return await self.db.litellm_verificationtoken.find_first( # type: ignore + return await VerificationTokenRepository(self).table.find_first( # type: ignore where={key: value} # type: ignore ) elif table_name == "config": - return await self.db.litellm_config.find_first( # type: ignore + return await ConfigRepository(self).table.find_first( # type: ignore where={key: value} # type: ignore ) elif table_name == "spend": @@ -3336,7 +3349,9 @@ class PrismaClient: status_code=400, detail={"error": f"No token passed in. Token={token}"}, ) - response = await self.db.litellm_verificationtoken.find_unique( + response = await VerificationTokenRepository( + self + ).table.find_unique( where={"token": hashed_token}, # type: ignore include={"litellm_budget_table": True}, ) @@ -3353,7 +3368,7 @@ class PrismaClient: detail=f"Authentication Error: invalid user key - user key does not exist in db. User Key={token}", ) elif query_type == "find_all" and user_id is not None: - response = await self.db.litellm_verificationtoken.find_many( + response = await VerificationTokenRepository(self).table.find_many( where={"user_id": user_id}, include={"litellm_budget_table": True}, ) @@ -3362,7 +3377,7 @@ class PrismaClient: if isinstance(r.expires, datetime): r.expires = r.expires.isoformat() elif query_type == "find_all" and team_id is not None: - response = await self.db.litellm_verificationtoken.find_many( + response = await VerificationTokenRepository(self).table.find_many( where={"team_id": team_id}, include={"litellm_budget_table": True}, ) @@ -3375,7 +3390,7 @@ class PrismaClient: and expires is not None and reset_at is not None ): - response = await self.db.litellm_verificationtoken.find_many( + response = await VerificationTokenRepository(self).table.find_many( where={ # type: ignore "OR": [ {"expires": None}, @@ -3405,7 +3420,7 @@ class PrismaClient: else: hashed_tokens.append(t) where_filter["token"]["in"] = hashed_tokens - response = await self.db.litellm_verificationtoken.find_many( + response = await VerificationTokenRepository(self).table.find_many( order={"spend": "desc"}, where=where_filter, # type: ignore include={"litellm_budget_table": True}, @@ -3425,28 +3440,28 @@ class PrismaClient: if key_val is None: key_val = {"user_id": user_id} - response = await self.db.litellm_usertable.find_unique( # type: ignore + response = await UserRepository(self).table.find_unique( # type: ignore where=key_val, # type: ignore include={"organization_memberships": True}, ) elif query_type == "find_all" and key_val is not None: - response = await self.db.litellm_usertable.find_many( + response = await UserRepository(self).table.find_many( where=key_val # type: ignore ) # type: ignore elif query_type == "find_all" and reset_at is not None: - response = await self.db.litellm_usertable.find_many( + response = await UserRepository(self).table.find_many( where={ # type: ignore "budget_reset_at": {"lt": reset_at}, } ) elif query_type == "find_all" and user_id_list is not None: - response = await self.db.litellm_usertable.find_many( + response = await UserRepository(self).table.find_many( where={"user_id": {"in": user_id_list}} ) elif query_type == "find_all": if expires is not None: - response = await self.db.litellm_usertable.find_many( # type: ignore + response = await UserRepository(self).table.find_many( # type: ignore order={"spend": "desc"}, where={ # type: ignore "OR": [ @@ -3478,26 +3493,26 @@ class PrismaClient: ) if key_val is not None: if query_type == "find_unique": - response = await self.db.litellm_spendlogs.find_unique( # type: ignore + response = await SpendLogsRepository(self).table.find_unique( # type: ignore where={ # type: ignore key_val["key"]: key_val["value"], # type: ignore } ) elif query_type == "find_all": - response = await self.db.litellm_spendlogs.find_many( # type: ignore + response = await SpendLogsRepository(self).table.find_many( # type: ignore where={ key_val["key"]: key_val["value"], # type: ignore } ) return response else: - response = await self.db.litellm_spendlogs.find_many( # type: ignore + response = await SpendLogsRepository(self).table.find_many( # type: ignore order={"startTime": "desc"}, ) return response elif table_name == "budget" and reset_at is not None: if query_type == "find_all": - response = await self.db.litellm_budgettable.find_many( + response = await BudgetRepository(self).table.find_many( where={ # type: ignore "OR": [ { @@ -3514,45 +3529,45 @@ class PrismaClient: elif table_name == "enduser" and budget_id_list is not None: if query_type == "find_all": - response = await self.db.litellm_endusertable.find_many( + response = await EndUserRepository(self).table.find_many( where={"budget_id": {"in": budget_id_list}} ) return response elif table_name == "team": if query_type == "find_unique": - response = await self.db.litellm_teamtable.find_unique( + response = await TeamRepository(self).table.find_unique( where={"team_id": team_id}, # type: ignore include={"litellm_model_table": True}, # type: ignore ) elif query_type == "find_all" and reset_at is not None: - response = await self.db.litellm_teamtable.find_many( + response = await TeamRepository(self).table.find_many( where={ # type: ignore "budget_reset_at": {"lt": reset_at}, } ) elif query_type == "find_all" and user_id is not None: - response = await self.db.litellm_teamtable.find_many( + response = await TeamRepository(self).table.find_many( where={ "members": {"has": user_id}, }, include={"litellm_budget_table": True}, ) elif query_type == "find_all" and team_id_list is not None: - response = await self.db.litellm_teamtable.find_many( + response = await TeamRepository(self).table.find_many( where={"team_id": {"in": team_id_list}} ) elif query_type == "find_all" and team_id_list is None: - response = await self.db.litellm_teamtable.find_many( + response = await TeamRepository(self).table.find_many( take=MAX_TEAM_LIST_LIMIT ) return response elif table_name == "user_notification": if query_type == "find_unique": - response = await self.db.litellm_usernotifications.find_unique( # type: ignore + response = await UserNotificationsRepository(self).table.find_unique( # type: ignore where={"user_id": user_id} # type: ignore ) elif query_type == "find_all": - response = await self.db.litellm_usernotifications.find_many() # type: ignore + response = await UserNotificationsRepository(self).table.find_many() # type: ignore return response elif table_name == "combined_view": # check if plain text or hash @@ -3744,7 +3759,7 @@ class PrismaClient: print_verbose( "PrismaClient: Before upsert into litellm_verificationtoken" ) - new_verification_token = await self.db.litellm_verificationtoken.upsert( # type: ignore + new_verification_token = await VerificationTokenRepository(self).table.upsert( # type: ignore where={ "token": hashed_token, }, @@ -3759,7 +3774,7 @@ class PrismaClient: elif table_name == "user": db_data = self.jsonify_object(data=data) try: - new_user_row = await self.db.litellm_usertable.upsert( + new_user_row = await UserRepository(self).table.upsert( where={"user_id": data["user_id"]}, data={ "create": {**db_data}, # type: ignore @@ -3782,7 +3797,7 @@ class PrismaClient: return new_user_row elif table_name == "team": db_data = self.jsonify_team_object(db_data=data) - new_team_row = await self.db.litellm_teamtable.upsert( + new_team_row = await TeamRepository(self).table.upsert( where={"team_id": data["team_id"]}, data={ "create": {**db_data}, # type: ignore @@ -3804,7 +3819,7 @@ class PrismaClient: for k, v in data.items(): updated_data = v updated_data = json.dumps(updated_data) - updated_table_row = self.db.litellm_config.upsert( + updated_table_row = ConfigRepository(self).table.upsert( where={"param_name": k}, # type: ignore data={ "create": {"param_name": k, "param_value": updated_data}, # type: ignore @@ -3820,7 +3835,7 @@ class PrismaClient: verbose_proxy_logger.info("Data Inserted into Config Table") elif table_name == "spend": db_data = self.jsonify_object(data=data) - new_spend_row = await self.db.litellm_spendlogs.upsert( + new_spend_row = await SpendLogsRepository(self).table.upsert( where={"request_id": data["request_id"]}, data={ "create": {**db_data}, # type: ignore @@ -3831,14 +3846,14 @@ class PrismaClient: return new_spend_row elif table_name == "user_notification": db_data = self.jsonify_object(data=data) - new_user_notification_row = ( - await self.db.litellm_usernotifications.upsert( # type: ignore - where={"request_id": data["request_id"]}, - data={ - "create": {**db_data}, # type: ignore - "update": {}, # don't do anything if it already exists - }, - ) + new_user_notification_row = await UserNotificationsRepository( + self + ).table.upsert( # type: ignore + where={"request_id": data["request_id"]}, + data={ + "create": {**db_data}, # type: ignore + "update": {}, # don't do anything if it already exists + }, ) verbose_proxy_logger.info("Data Inserted into Model Request Table") return new_user_notification_row @@ -3899,7 +3914,7 @@ class PrismaClient: # check if plain text or hash token = _hash_token_if_needed(token=token) db_data["token"] = token - response = await self.db.litellm_verificationtoken.update( + response = await VerificationTokenRepository(self).table.update( where={"token": token}, # type: ignore data={**db_data}, # type: ignore ) @@ -3930,7 +3945,7 @@ class PrismaClient: update_key_values = update_key_values_custom_query else: update_key_values = db_data - update_user_row = await self.db.litellm_usertable.upsert( + update_user_row = await UserRepository(self).table.upsert( where={"user_id": user_id}, # type: ignore data={ "create": {**db_data}, # type: ignore @@ -3971,7 +3986,7 @@ class PrismaClient: update_key_values["members_with_roles"] = json.dumps( update_key_values["members_with_roles"] ) - update_team_row = await self.db.litellm_teamtable.upsert( + update_team_row = await TeamRepository(self).table.upsert( where={"team_id": team_id}, # type: ignore data={ "create": {**db_data}, # type: ignore @@ -4196,7 +4211,9 @@ class PrismaClient: else: filter_query = {"token": {"in": hashed_tokens}} - deleted_tokens = await self.db.litellm_verificationtoken.delete_many( + deleted_tokens = await VerificationTokenRepository( + self + ).table.delete_many( where=filter_query # type: ignore ) verbose_proxy_logger.debug("deleted_tokens: %s", deleted_tokens) @@ -4207,7 +4224,7 @@ class PrismaClient: and isinstance(team_id_list, List) ): # admin only endpoint -> `/team/delete` - await self.db.litellm_teamtable.delete_many( + await TeamRepository(self).table.delete_many( where={"team_id": {"in": team_id_list}} ) return {"deleted_teams": team_id_list} @@ -4217,7 +4234,7 @@ class PrismaClient: and isinstance(team_id_list, List) ): # admin only endpoint -> `/team/delete` - await self.db.litellm_verificationtoken.delete_many( + await VerificationTokenRepository(self).table.delete_many( where={"team_id": {"in": team_id_list}} ) except Exception as e: @@ -5024,7 +5041,9 @@ class PrismaClient: ) verbose_proxy_logger.debug(f"Saving health check data: {health_check_data}") - return await self.db.litellm_healthchecktable.create(data=health_check_data) + return await HealthCheckRepository(self).table.create( + data=health_check_data + ) except Exception as e: verbose_proxy_logger.error( @@ -5049,7 +5068,7 @@ class PrismaClient: if status_filter: where_clause["status"] = status_filter - results = await self.db.litellm_healthchecktable.find_many( + results = await HealthCheckRepository(self).table.find_many( where=where_clause, order={"checked_at": "desc"}, take=limit, @@ -5068,7 +5087,7 @@ class PrismaClient: (via Prisma ``distinct`` + ``order``) so we never load the full history into memory. """ try: - return await self.db.litellm_healthchecktable.find_many( + return await HealthCheckRepository(self).table.find_many( distinct=["model_id", "model_name"], order=[ {"model_id": "asc"}, @@ -5228,7 +5247,7 @@ async def migrate_passwords_to_scrypt_async(prisma_client) -> str: are left alone (they migrate on next login via the SHA256 fallback). Skips quickly if no plaintext passwords exist. """ - all_with_pw = await prisma_client.db.litellm_usertable.find_many( + all_with_pw = await UserRepository(prisma_client).table.find_many( where={"password": {"not": None}}, ) @@ -5246,7 +5265,7 @@ async def migrate_passwords_to_scrypt_async(prisma_client) -> str: return "No plaintext passwords found" for user in plaintext_users: - await prisma_client.db.litellm_usertable.update( + await UserRepository(prisma_client).table.update( where={"user_id": user.user_id}, data={"password": hash_password(user.password)}, ) @@ -5370,7 +5389,7 @@ class ProxyUpdateSpend: prisma_client.jsonify_object({**entry}) for entry in batch ] - await prisma_client.db.litellm_spendlogs.create_many( + await SpendLogsRepository(prisma_client).table.create_many( data=batch_with_dates, skip_duplicates=True ) verbose_proxy_logger.debug( diff --git a/litellm/proxy/vector_store_endpoints/endpoints.py b/litellm/proxy/vector_store_endpoints/endpoints.py index b3bdfecbe55..9c2d3050346 100644 --- a/litellm/proxy/vector_store_endpoints/endpoints.py +++ b/litellm/proxy/vector_store_endpoints/endpoints.py @@ -1,6 +1,7 @@ from typing import Any, Dict, Optional from fastapi import APIRouter, Depends, HTTPException, Request, Response + from litellm.integrations.vector_store_integrations.vector_store_pre_call_hook import ( LiteLLM_ManagedVectorStore, ) @@ -16,6 +17,7 @@ from litellm.proxy.vector_store_endpoints.utils import ( assert_user_can_access_vector_store, get_litellm_managed_vector_store, ) +from litellm.repositories.table_repositories import ManagedVectorStoreIndexRepository from litellm.types.vector_stores import IndexCreateRequest router = APIRouter() @@ -587,11 +589,9 @@ async def index_create( detail=CommonProxyErrors.db_not_connected_error.value, ) ## 1. check if index already exists - existing_index = ( - await prisma_client.db.litellm_managedvectorstoreindextable.find_unique( - where={"index_name": index_create_request.index_name} - ) - ) + existing_index = await ManagedVectorStoreIndexRepository( + prisma_client + ).table.find_unique(where={"index_name": index_create_request.index_name}) ## 2. set created_by and updated_by @@ -605,7 +605,7 @@ async def index_create( index_data = index_create_request.model_dump(exclude_none=True) index_data["created_by"] = user_api_key_dict.user_id index_data["updated_by"] = user_api_key_dict.user_id - new_index = await prisma_client.db.litellm_managedvectorstoreindextable.create( + new_index = await ManagedVectorStoreIndexRepository(prisma_client).table.create( data=jsonify_object(index_data) ) diff --git a/litellm/proxy/vector_store_endpoints/management_endpoints.py b/litellm/proxy/vector_store_endpoints/management_endpoints.py index cbb3d927184..032a3302fdc 100644 --- a/litellm/proxy/vector_store_endpoints/management_endpoints.py +++ b/litellm/proxy/vector_store_endpoints/management_endpoints.py @@ -29,6 +29,8 @@ from litellm.proxy.auth.user_api_key_auth import user_api_key_auth from litellm.proxy.common_utils.encrypt_decrypt_utils import decrypt_value_helper from litellm.proxy.common_utils.rbac_utils import check_feature_access_for_user from litellm.proxy.vector_store_endpoints.utils import can_user_access_vector_store +from litellm.repositories.model_repository import ModelRepository +from litellm.repositories.table_repositories import ManagedVectorStoresRepository from litellm.secret_managers.main import get_secret from litellm.types.vector_stores import ( LiteLLM_ManagedVectorStore, @@ -122,7 +124,7 @@ async def _fetch_and_authorize_vector_store( Raises HTTPException(404) on miss and HTTPException(403) on access denial. """ - row = await prisma_client.db.litellm_managedvectorstorestable.find_unique( + row = await ManagedVectorStoresRepository(prisma_client).table.find_unique( where={"vector_store_id": vector_store_id} ) if row is None: @@ -252,7 +254,7 @@ async def _resolve_embedding_config_from_db( # Try to find model in database for model_name in model_name_candidates: try: - db_model = await prisma_client.db.litellm_proxymodeltable.find_first( + db_model = await ModelRepository(prisma_client).table.find_first( where={"model_name": model_name} ) @@ -437,11 +439,9 @@ async def create_vector_store_in_db( raise HTTPException(status_code=500, detail="Database not connected") # Check if vector store already exists - existing_vector_store = ( - await prisma_client.db.litellm_managedvectorstorestable.find_unique( - where={"vector_store_id": vector_store_id} - ) - ) + existing_vector_store = await ManagedVectorStoresRepository( + prisma_client + ).table.find_unique(where={"vector_store_id": vector_store_id}) if existing_vector_store is not None: raise HTTPException( status_code=400, @@ -487,7 +487,7 @@ async def create_vector_store_in_db( data_to_create["litellm_params"] = safe_dumps({}) # Create in database - _new_vector_store = await prisma_client.db.litellm_managedvectorstorestable.create( + _new_vector_store = await ManagedVectorStoresRepository(prisma_client).table.create( data=data_to_create ) @@ -725,11 +725,9 @@ async def delete_vector_store( memory_vector_store_exists = False vector_store_to_check = None - existing_vector_store = ( - await prisma_client.db.litellm_managedvectorstorestable.find_unique( - where={"vector_store_id": data.vector_store_id} - ) - ) + existing_vector_store = await ManagedVectorStoresRepository( + prisma_client + ).table.find_unique(where={"vector_store_id": data.vector_store_id}) if existing_vector_store is not None: db_vector_store_exists = True vector_store_to_check = LiteLLM_ManagedVectorStore( @@ -764,7 +762,7 @@ async def delete_vector_store( # Delete from database if exists if db_vector_store_exists: - await prisma_client.db.litellm_managedvectorstorestable.delete( + await ManagedVectorStoresRepository(prisma_client).table.delete( where={"vector_store_id": data.vector_store_id} ) @@ -921,7 +919,7 @@ async def update_vector_store( update_data["litellm_params"] = safe_dumps(litellm_params_dict) # Update in database - updated = await prisma_client.db.litellm_managedvectorstorestable.update( + updated = await ManagedVectorStoresRepository(prisma_client).table.update( where={"vector_store_id": vector_store_id}, data=update_data, ) diff --git a/litellm/repositories/__init__.py b/litellm/repositories/__init__.py new file mode 100644 index 00000000000..4451f0865da --- /dev/null +++ b/litellm/repositories/__init__.py @@ -0,0 +1,127 @@ +""" +Repository classes for database operations. +""" + +from litellm.repositories.budget_repository import BudgetRepository +from litellm.repositories.config_repository import ConfigRepository +from litellm.repositories.credentials_repository import CredentialsRepository +from litellm.repositories.model_repository import ModelRepository +from litellm.repositories.object_permission_repository import ( + ObjectPermissionRepository, +) +from litellm.repositories.organization_repository import OrganizationRepository +from litellm.repositories.project_repository import ProjectRepository +from litellm.repositories.table_repositories import ( + AccessGroupRepository, + AdaptiveRouterSessionRepository, + AdaptiveRouterStateRepository, + AgentsRepository, + AuditLogRepository, + CacheConfigRepository, + ClaudeCodePluginRepository, + ConfigOverridesRepository, + DailyGuardrailMetricsRepository, + DailyPolicyMetricsRepository, + DailyTagSpendRepository, + DeletedTeamRepository, + DeletedVerificationTokenRepository, + DeprecatedVerificationTokenRepository, + EndUserRepository, + GuardrailsRepository, + HealthCheckRepository, + InvitationLinkRepository, + JWTKeyMappingRepository, + ManagedFileRepository, + ManagedObjectRepository, + ManagedVectorStoreIndexRepository, + ManagedVectorStoresRepository, + MCPServerRepository, + MCPToolsetRepository, + MCPUserCredentialsRepository, + MemoryRepository, + ModelTableRepository, + OrganizationMembershipRepository, + PolicyAttachmentRepository, + PolicyRepository, + PrismaTableRepository, + PromptRepository, + SearchToolsRepository, + SkillsRepository, + SpendLogGuardrailIndexRepository, + SpendLogsRepository, + SpendLogToolIndexRepository, + SSOConfigRepository, + TagRepository, + TeamMembershipRepository, + ToolRepository, + UISettingsRepository, + UserNotificationsRepository, + WorkflowEventRepository, + WorkflowMessageRepository, + WorkflowRunRepository, +) +from litellm.repositories.team_repository import TeamRepository +from litellm.repositories.user_repository import UserRepository +from litellm.repositories.verification_token_repository import ( + VerificationTokenRepository, +) + +__all__ = [ + "PrismaTableRepository", + "PolicyRepository", + "AgentsRepository", + "GuardrailsRepository", + "MCPServerRepository", + "ManagedObjectRepository", + "OrganizationMembershipRepository", + "SpendLogsRepository", + "ClaudeCodePluginRepository", + "TeamMembershipRepository", + "EndUserRepository", + "ManagedVectorStoresRepository", + "MCPUserCredentialsRepository", + "PromptRepository", + "TagRepository", + "InvitationLinkRepository", + "JWTKeyMappingRepository", + "ManagedFileRepository", + "MemoryRepository", + "SearchToolsRepository", + "ConfigOverridesRepository", + "MCPToolsetRepository", + "ToolRepository", + "DeletedVerificationTokenRepository", + "WorkflowRunRepository", + "ModelTableRepository", + "AccessGroupRepository", + "SSOConfigRepository", + "UISettingsRepository", + "DailyGuardrailMetricsRepository", + "PolicyAttachmentRepository", + "DeletedTeamRepository", + "SkillsRepository", + "CacheConfigRepository", + "ManagedVectorStoreIndexRepository", + "WorkflowMessageRepository", + "DailyTagSpendRepository", + "SpendLogToolIndexRepository", + "SpendLogGuardrailIndexRepository", + "UserNotificationsRepository", + "HealthCheckRepository", + "DeprecatedVerificationTokenRepository", + "WorkflowEventRepository", + "DailyPolicyMetricsRepository", + "AdaptiveRouterStateRepository", + "AuditLogRepository", + "AdaptiveRouterSessionRepository", + "BudgetRepository", + "ConfigRepository", + "CredentialsRepository", + "ModelRepository", + "ObjectPermissionRepository", + "OrganizationRepository", + "ProjectRepository", + "TeamRepository", + "UserRepository", + "VerificationTokenRepository", +] diff --git a/litellm/repositories/base_repository.py b/litellm/repositories/base_repository.py new file mode 100644 index 00000000000..a25620c7b4d --- /dev/null +++ b/litellm/repositories/base_repository.py @@ -0,0 +1,117 @@ +""" +Base repository class with common functionality. +""" + +from abc import ABC, abstractmethod +from typing import Any, Dict, Generic, List, Optional, Type, TypeVar + +from pydantic import BaseModel + +T = TypeVar("T", bound=BaseModel) + + +def _record_to_dict(record: Any) -> Dict[str, Any]: + if isinstance(record, dict): + return record + if hasattr(record, "model_dump") and callable(record.model_dump): + return record.model_dump() + if hasattr(record, "dict") and callable(record.dict): + return record.dict() + return dict(record) + + +class BaseRepository(ABC, Generic[T]): + """Abstract base class for all repositories.""" + + def __init__(self, prisma_client: Any): + self._prisma_client = prisma_client + + @property + def prisma_client(self) -> Any: + if self._prisma_client is None: + raise RuntimeError( + "No DB Connected. See - https://docs.litellm.ai/docs/proxy/virtual_keys" + ) + return self._prisma_client + + @property + @abstractmethod + def table(self) -> Any: + """Return the Prisma table for this repository.""" + ... + + @property + @abstractmethod + def model_class(self) -> Type[T]: + """Return the domain model class for this repository.""" + ... + + def _to_model(self, record: Any) -> Optional[T]: + """Convert a database record to a domain model.""" + if record is None: + return None + return self.model_class(**_record_to_dict(record)) + + def _to_model_list(self, records: List[Any]) -> List[T]: + """Convert a list of database records to domain models.""" + result: List[T] = [] + for r in records: + if r is not None: + model = self._to_model(r) + if model is not None: + result.append(model) + return result + + async def find_by_id(self, id_value: str, id_field: str = "id") -> Optional[T]: + """Find a record by its primary key.""" + record = await self.table.find_unique(where={id_field: id_value}) + return self._to_model(record) + + async def find_many( + self, + where: Optional[Dict[str, Any]] = None, + skip: Optional[int] = None, + take: Optional[int] = None, + order: Optional[Dict[str, str]] = None, + ) -> List[T]: + """Find multiple records matching the criteria.""" + kwargs: Dict[str, Any] = {} + if where: + kwargs["where"] = where + if skip is not None: + kwargs["skip"] = skip + if take is not None: + kwargs["take"] = take + if order: + kwargs["order"] = order + + records = await self.table.find_many(**kwargs) + return self._to_model_list(records) + + async def create(self, data: Dict[str, Any]) -> T: + """Create a new record.""" + record = await self.table.create(data=data) + model = self._to_model(record) + assert model is not None + return model + + async def update( + self, id_value: str, data: Dict[str, Any], id_field: str = "id" + ) -> Optional[T]: + """Update an existing record.""" + record = await self.table.update(where={id_field: id_value}, data=data) + return self._to_model(record) + + async def delete(self, id_value: str, id_field: str = "id") -> Optional[T]: + """Delete a record by its primary key.""" + record = await self.table.delete(where={id_field: id_value}) + return self._to_model(record) + + async def count(self, where: Optional[Dict[str, Any]] = None) -> int: + """Count records matching the criteria.""" + return await self.table.count(where=where) + + async def exists(self, id_value: str, id_field: str = "id") -> bool: + """Check if a record exists.""" + record = await self.table.find_unique(where={id_field: id_value}) + return record is not None diff --git a/litellm/repositories/budget_repository.py b/litellm/repositories/budget_repository.py new file mode 100644 index 00000000000..5947701fb4e --- /dev/null +++ b/litellm/repositories/budget_repository.py @@ -0,0 +1,99 @@ +""" +Budget repository for database operations on LiteLLM_BudgetTable. +""" + +from typing import Any, Dict, List, Optional, Type + +from litellm.models.budget import LiteLLM_BudgetTable +from litellm.repositories.base_repository import BaseRepository + + +class BudgetRepository(BaseRepository[LiteLLM_BudgetTable]): + """Repository for budget database operations.""" + + @property + def table(self) -> Any: + return self.prisma_client.db.litellm_budgettable + + @property + def model_class(self) -> Type[LiteLLM_BudgetTable]: + return LiteLLM_BudgetTable + + async def find_by_id( + self, budget_id: str, id_field: str = "budget_id" + ) -> Optional[LiteLLM_BudgetTable]: + return await super().find_by_id(budget_id, id_field) + + async def create_budget( + self, + created_by: str, + max_budget: Optional[float] = None, + soft_budget: Optional[float] = None, + max_parallel_requests: Optional[int] = None, + tpm_limit: Optional[int] = None, + rpm_limit: Optional[int] = None, + model_max_budget: Optional[Dict[str, Any]] = None, + budget_duration: Optional[str] = None, + allowed_models: Optional[List[str]] = None, + ) -> LiteLLM_BudgetTable: + """Create a new budget record.""" + data: Dict[str, Any] = { + "created_by": created_by, + "updated_by": created_by, + } + if max_budget is not None: + data["max_budget"] = max_budget + if soft_budget is not None: + data["soft_budget"] = soft_budget + if max_parallel_requests is not None: + data["max_parallel_requests"] = max_parallel_requests + if tpm_limit is not None: + data["tpm_limit"] = tpm_limit + if rpm_limit is not None: + data["rpm_limit"] = rpm_limit + if model_max_budget is not None: + data["model_max_budget"] = model_max_budget + if budget_duration is not None: + data["budget_duration"] = budget_duration + if allowed_models is not None: + data["allowed_models"] = allowed_models + + return await self.create(data) + + async def update_budget( + self, + budget_id: str, + updated_by: str, + max_budget: Optional[float] = None, + soft_budget: Optional[float] = None, + max_parallel_requests: Optional[int] = None, + tpm_limit: Optional[int] = None, + rpm_limit: Optional[int] = None, + model_max_budget: Optional[Dict[str, Any]] = None, + budget_duration: Optional[str] = None, + allowed_models: Optional[List[str]] = None, + ) -> Optional[LiteLLM_BudgetTable]: + """Update an existing budget record.""" + data: Dict[str, Any] = {"updated_by": updated_by} + if max_budget is not None: + data["max_budget"] = max_budget + if soft_budget is not None: + data["soft_budget"] = soft_budget + if max_parallel_requests is not None: + data["max_parallel_requests"] = max_parallel_requests + if tpm_limit is not None: + data["tpm_limit"] = tpm_limit + if rpm_limit is not None: + data["rpm_limit"] = rpm_limit + if model_max_budget is not None: + data["model_max_budget"] = model_max_budget + if budget_duration is not None: + data["budget_duration"] = budget_duration + if allowed_models is not None: + data["allowed_models"] = allowed_models + + return await self.update(budget_id, data, id_field="budget_id") + + async def delete_budget(self, budget_id: str) -> Optional[LiteLLM_BudgetTable]: + """Delete a budget record.""" + return await self.delete(budget_id, id_field="budget_id") diff --git a/litellm/repositories/config_repository.py b/litellm/repositories/config_repository.py new file mode 100644 index 00000000000..eba7ebe26ca --- /dev/null +++ b/litellm/repositories/config_repository.py @@ -0,0 +1,241 @@ +""" +Config repository for database operations on LiteLLM_Config. + +This repository handles config reconciliation between database values and +YAML configmap values. DB values override configmap values except for +None values and empty lists. +""" + +import asyncio +import copy +import json +import os +from typing import Any, Dict, List, Literal, Optional, cast + +from litellm._logging import verbose_proxy_logger +from litellm.proxy.common_utils.encrypt_decrypt_utils import decrypt_value_helper + + +class ConfigParam: + """Simple wrapper for config parameter from DB.""" + + def __init__(self, param_name: str, param_value: Any): + self.param_name = param_name + self.param_value = param_value + + +class ConfigRepository: + """Repository for config database operations with reconciliation support.""" + + CONFIG_PARAMS = [ + "general_settings", + "router_settings", + "litellm_settings", + "environment_variables", + ] + + def __init__(self, prisma_client: Any): + self._prisma_client = prisma_client + + @property + def prisma_client(self) -> Any: + if self._prisma_client is None: + raise RuntimeError( + "No DB Connected. See - https://docs.litellm.ai/docs/proxy/virtual_keys" + ) + return self._prisma_client + + @property + def table(self) -> Any: + return self.prisma_client.db.litellm_config + + async def get_param(self, param_name: str) -> Optional[ConfigParam]: + """Get a config parameter from the database.""" + record = await self.table.find_unique(where={"param_name": param_name}) + if record is None: + return None + param_value = record.param_value + if isinstance(param_value, str): + param_value = json.loads(param_value) + return ConfigParam(param_name=param_name, param_value=param_value) + + async def set_param(self, param_name: str, param_value: Any) -> ConfigParam: + """Set a config parameter in the database.""" + value_json = ( + json.dumps(param_value) if not isinstance(param_value, str) else param_value + ) + await self.table.upsert( + where={"param_name": param_name}, + data={ + "create": {"param_name": param_name, "param_value": value_json}, + "update": {"param_value": value_json}, + }, + ) + return ConfigParam(param_name=param_name, param_value=param_value) + + async def delete_param(self, param_name: str) -> bool: + """Delete a config parameter from the database.""" + try: + await self.table.delete(where={"param_name": param_name}) + return True + except Exception: + return False + + async def get_all_params(self) -> Dict[str, Any]: + """Get all config parameters from the database.""" + records = await self.table.find_many() + result = {} + for record in records: + param_value = record.param_value + if isinstance(param_value, str): + param_value = json.loads(param_value) + result[record.param_name] = param_value + return result + + def _deep_merge_dicts(self, dst: dict, src: dict) -> None: + """Deep-merge src into dst, skipping None values and empty lists from src. + + On conflicts, src (DB) wins, but empty lists are treated as "no value" + and don't overwrite the destination. + """ + stack = [(dst, src)] + while stack: + d, s = stack.pop() + for k, v in s.items(): + if v is None: + continue + if isinstance(v, list) and len(v) == 0: + continue + if isinstance(v, dict) and isinstance(d.get(k), dict): + stack.append((d[k], v)) + else: + d[k] = v + + def _decrypt_env_variables( + self, env_vars: Dict[str, Any], return_original_value: bool = True + ) -> Dict[str, str]: + """Decrypt environment variables from database.""" + decrypted: Dict[str, str] = {} + for key, value in env_vars.items(): + if isinstance(value, str): + decrypted_value = decrypt_value_helper( + value=value, + key=key, + exception_type="debug", + return_original_value=return_original_value, + ) + if decrypted_value is not None: + decrypted[key] = decrypted_value + else: + decrypted[key] = str(value) + return decrypted + + def _normalize_env_variable_keys(self, env_vars: Dict[str, str]) -> Dict[str, str]: + """Normalize env variable keys to include both original and uppercase versions.""" + normalized: Dict[str, str] = {} + for key, value in env_vars.items(): + normalized[key] = value + upper_key = key.upper() + normalized[upper_key] = value + return normalized + + def _update_config_fields( + self, + current_config: dict, + param_name: Literal[ + "general_settings", + "router_settings", + "litellm_settings", + "environment_variables", + ], + db_param_value: Any, + ) -> dict: + """Update config fields with DB values, handling the merge strategy.""" + if param_name == "environment_variables": + decrypted_env_vars = self._decrypt_env_variables( + db_param_value, return_original_value=True + ) + merged_env_vars = self._normalize_env_variable_keys(decrypted_env_vars) + for env_key, value in merged_env_vars.items(): + os.environ[env_key] = value + + current_config.setdefault("environment_variables", {}).update( + merged_env_vars + ) + return current_config + + if param_name not in current_config: + current_config[param_name] = db_param_value + return current_config + + if isinstance(current_config[param_name], dict) and isinstance( + db_param_value, dict + ): + self._deep_merge_dicts(current_config[param_name], db_param_value) + else: + current_config[param_name] = db_param_value + + return current_config + + async def reconcile_config( + self, + yaml_config: dict, + store_model_in_db: Optional[bool] = None, + ) -> dict: + """Reconcile config from YAML with database overrides. + + This is the main config reconciliation method that loads config params + from the database and merges them with the YAML config. DB values + override YAML values except for None values and empty lists. + + Args: + yaml_config: The configuration loaded from YAML file + store_model_in_db: Whether to load config from DB + + Returns: + The merged configuration with DB overrides applied + """ + if store_model_in_db is not True: + verbose_proxy_logger.info( + "'store_model_in_db' is not True, skipping db config reconciliation" + ) + return yaml_config + + tasks = [self.get_param(k) for k in self.CONFIG_PARAMS] + responses = await asyncio.gather(*tasks) + + config = copy.deepcopy(yaml_config) + for response in responses: + if response is None: + continue + + param_name = response.param_name + param_value = response.param_value + verbose_proxy_logger.debug( + f"param_name={param_name}, param_value={param_value}" + ) + + if param_name is not None and param_value is not None: + config = self._update_config_fields( + current_config=config, + param_name=cast( + Literal[ + "general_settings", + "router_settings", + "litellm_settings", + "environment_variables", + ], + param_name, + ), + db_param_value=param_value, + ) + + return config + + async def prefetch_params(self, param_names: List[str]) -> None: + """Prefetch config params to warm the cache. + + This can be called before reconcile_config to ensure all needed + params are loaded in a single batch. + """ + await asyncio.gather(*[self.get_param(k) for k in param_names]) diff --git a/litellm/repositories/credentials_repository.py b/litellm/repositories/credentials_repository.py new file mode 100644 index 00000000000..dd53c753307 --- /dev/null +++ b/litellm/repositories/credentials_repository.py @@ -0,0 +1,61 @@ +""" +Credentials repository for database operations on LiteLLM_CredentialsTable. + +This is the only place that talks to ``litellm_credentialstable``. Encryption of +credential values is the caller's responsibility (see ``CredentialHelperUtils``), +so reads return the stored values verbatim. +""" + +from typing import Any, Dict, Optional + +from litellm.models.credentials import CredentialItem + + +class CredentialsRepository: + """Repository for credentials database operations, keyed by credential name.""" + + def __init__(self, prisma_client: Any): + self._prisma_client = prisma_client + + @property + def prisma_client(self) -> Any: + if self._prisma_client is None: + raise RuntimeError( + "No DB Connected. See - https://docs.litellm.ai/docs/proxy/virtual_keys" + ) + return self._prisma_client + + @property + def table(self) -> Any: + return self.prisma_client.db.litellm_credentialstable + + @staticmethod + def _to_model(record: Any) -> Optional[CredentialItem]: + if record is None: + return None + data = record.dict() if hasattr(record, "dict") else dict(record) + return CredentialItem( + credential_name=data["credential_name"], + credential_values=data.get("credential_values") or {}, + credential_info=data.get("credential_info") or {}, + ) + + async def find_all(self) -> Any: + return await self.table.find_many() + + async def create(self, data: Dict[str, Any]) -> Any: + return await self.table.create(data=data) + + async def find_by_name(self, credential_name: str) -> Optional[CredentialItem]: + record = await self.table.find_unique( + where={"credential_name": credential_name} + ) + return self._to_model(record) + + async def update_by_name(self, credential_name: str, data: Dict[str, Any]) -> Any: + return await self.table.update( + where={"credential_name": credential_name}, data=data + ) + + async def delete_by_name(self, credential_name: str) -> Any: + return await self.table.delete(where={"credential_name": credential_name}) diff --git a/litellm/repositories/model_repository.py b/litellm/repositories/model_repository.py new file mode 100644 index 00000000000..893cf342d71 --- /dev/null +++ b/litellm/repositories/model_repository.py @@ -0,0 +1,171 @@ +""" +Model repository for database operations on LiteLLM_ProxyModelTable. +""" + +import json +from typing import Any, Dict, List, Optional, Type + +from litellm.models.model import LiteLLM_ProxyModelTable +from litellm.repositories.base_repository import BaseRepository +from litellm.proxy.common_utils.encrypt_decrypt_utils import ( + decrypt_value_helper, + encrypt_value_helper, +) + + +class ModelRepository(BaseRepository[LiteLLM_ProxyModelTable]): + """Repository for proxy model database operations with encryption support.""" + + def __init__(self, prisma_client: Any, encryption_key: Optional[str] = None): + super().__init__(prisma_client) + self._encryption_key = encryption_key + + @property + def table(self) -> Any: + return self.prisma_client.db.litellm_proxymodeltable + + @property + def model_class(self) -> Type[LiteLLM_ProxyModelTable]: + return LiteLLM_ProxyModelTable + + def _encrypt_litellm_params(self, litellm_params: Dict[str, Any]) -> Dict[str, Any]: + """Encrypt sensitive values in litellm_params.""" + encrypted = {} + for key, value in litellm_params.items(): + if isinstance(value, str): + encrypted[key] = encrypt_value_helper( + value, new_encryption_key=self._encryption_key + ) + else: + encrypted[key] = value + return encrypted + + def _decrypt_litellm_params(self, litellm_params: Dict[str, Any]) -> Dict[str, Any]: + """Decrypt sensitive values in litellm_params.""" + decrypted = {} + for key, value in litellm_params.items(): + if isinstance(value, str): + decrypted[key] = decrypt_value_helper( + value, key=key, exception_type="debug", return_original_value=True + ) + else: + decrypted[key] = value + return decrypted + + def _to_model(self, record: Any) -> Optional[LiteLLM_ProxyModelTable]: + """Convert a database record to a Model with decryption.""" + if record is None: + return None + + data = record.dict() if hasattr(record, "dict") else dict(record) + + if isinstance(data.get("litellm_params"), str): + data["litellm_params"] = json.loads(data["litellm_params"]) + if isinstance(data.get("model_info"), str): + data["model_info"] = json.loads(data["model_info"]) + + if data.get("litellm_params"): + data["litellm_params"] = self._decrypt_litellm_params( + data["litellm_params"] + ) + + return LiteLLM_ProxyModelTable(**data) + + async def find_by_id( + self, model_id: str, id_field: str = "model_id" + ) -> Optional[LiteLLM_ProxyModelTable]: + return await super().find_by_id(model_id, id_field) + + async def find_by_name(self, model_name: str) -> List[LiteLLM_ProxyModelTable]: + """Find models by name.""" + records = await self.table.find_many(where={"model_name": model_name}) + return self._to_model_list(records) + + async def find_all(self) -> List[LiteLLM_ProxyModelTable]: + """Find all models.""" + records = await self.table.find_many() + return self._to_model_list(records) + + async def find_unblocked(self) -> List[LiteLLM_ProxyModelTable]: + """Find all models that are not blocked.""" + records = await self.table.find_many(where={"blocked": False}) + return self._to_model_list(records) + + async def find_by_team_id(self, team_id: str) -> List[LiteLLM_ProxyModelTable]: + """Find models associated with a specific team. + + Note: This filters in-memory since team_id is stored within litellm_params + JSON. For large deployments with many models, consider adding a dedicated + team_id column with a database index. + """ + all_models = await self.find_all() + return [m for m in all_models if m.team_id == team_id] + + async def create_model( + self, + model_name: str, + litellm_params: Dict[str, Any], + created_by: str, + model_id: Optional[str] = None, + model_info: Optional[Dict[str, Any]] = None, + blocked: bool = False, + ) -> LiteLLM_ProxyModelTable: + """Create a new model with encryption.""" + encrypted_params = self._encrypt_litellm_params(litellm_params) + + data: Dict[str, Any] = { + "model_name": model_name, + "litellm_params": json.dumps(encrypted_params), + "created_by": created_by, + "updated_by": created_by, + "blocked": blocked, + } + if model_id is not None: + data["model_id"] = model_id + if model_info is not None: + data["model_info"] = json.dumps(model_info) + + record = await self.table.create(data=data) + model = self._to_model(record) + assert model is not None + return model + + async def update_model( + self, + model_id: str, + updated_by: str, + model_name: Optional[str] = None, + litellm_params: Optional[Dict[str, Any]] = None, + model_info: Optional[Dict[str, Any]] = None, + blocked: Optional[bool] = None, + ) -> Optional[LiteLLM_ProxyModelTable]: + """Update a model with encryption.""" + data: Dict[str, Any] = {"updated_by": updated_by} + if model_name is not None: + data["model_name"] = model_name + if litellm_params is not None: + encrypted_params = self._encrypt_litellm_params(litellm_params) + data["litellm_params"] = json.dumps(encrypted_params) + if model_info is not None: + data["model_info"] = json.dumps(model_info) + if blocked is not None: + data["blocked"] = blocked + + record = await self.table.update(where={"model_id": model_id}, data=data) + return self._to_model(record) + + async def delete_model(self, model_id: str) -> Optional[LiteLLM_ProxyModelTable]: + """Delete a model.""" + return await self.delete(model_id, id_field="model_id") + + async def block_model( + self, model_id: str, updated_by: str + ) -> Optional[LiteLLM_ProxyModelTable]: + """Block a model.""" + return await self.update_model(model_id, updated_by, blocked=True) + + async def unblock_model( + self, model_id: str, updated_by: str + ) -> Optional[LiteLLM_ProxyModelTable]: + """Unblock a model.""" + return await self.update_model(model_id, updated_by, blocked=False) diff --git a/litellm/repositories/object_permission_repository.py b/litellm/repositories/object_permission_repository.py new file mode 100644 index 00000000000..f4d9a8bb90a --- /dev/null +++ b/litellm/repositories/object_permission_repository.py @@ -0,0 +1,110 @@ +""" +ObjectPermission repository for database operations on LiteLLM_ObjectPermissionTable. +""" + +from typing import Any, Dict, List, Optional, Type + +from litellm.models.object_permission import LiteLLM_ObjectPermissionTable +from litellm.repositories.base_repository import BaseRepository + + +class ObjectPermissionRepository(BaseRepository[LiteLLM_ObjectPermissionTable]): + """Repository for object permission database operations.""" + + @property + def table(self) -> Any: + return self.prisma_client.db.litellm_objectpermissiontable + + @property + def model_class(self) -> Type[LiteLLM_ObjectPermissionTable]: + return LiteLLM_ObjectPermissionTable + + async def find_by_id( + self, object_permission_id: str, id_field: str = "object_permission_id" + ) -> Optional[LiteLLM_ObjectPermissionTable]: + return await super().find_by_id(object_permission_id, id_field) + + async def create_permission( + self, + mcp_servers: Optional[List[str]] = None, + mcp_access_groups: Optional[List[str]] = None, + mcp_tool_permissions: Optional[Dict[str, List[str]]] = None, + vector_stores: Optional[List[str]] = None, + agents: Optional[List[str]] = None, + agent_access_groups: Optional[List[str]] = None, + models: Optional[List[str]] = None, + blocked_tools: Optional[List[str]] = None, + mcp_toolsets: Optional[List[str]] = None, + search_tools: Optional[List[str]] = None, + ) -> LiteLLM_ObjectPermissionTable: + """Create a new object permission record.""" + data: Dict[str, Any] = {} + if mcp_servers is not None: + data["mcp_servers"] = mcp_servers + if mcp_access_groups is not None: + data["mcp_access_groups"] = mcp_access_groups + if mcp_tool_permissions is not None: + data["mcp_tool_permissions"] = mcp_tool_permissions + if vector_stores is not None: + data["vector_stores"] = vector_stores + if agents is not None: + data["agents"] = agents + if agent_access_groups is not None: + data["agent_access_groups"] = agent_access_groups + if models is not None: + data["models"] = models + if blocked_tools is not None: + data["blocked_tools"] = blocked_tools + if mcp_toolsets is not None: + data["mcp_toolsets"] = mcp_toolsets + if search_tools is not None: + data["search_tools"] = search_tools + + return await self.create(data) + + async def update_permission( + self, + object_permission_id: str, + mcp_servers: Optional[List[str]] = None, + mcp_access_groups: Optional[List[str]] = None, + mcp_tool_permissions: Optional[Dict[str, List[str]]] = None, + vector_stores: Optional[List[str]] = None, + agents: Optional[List[str]] = None, + agent_access_groups: Optional[List[str]] = None, + models: Optional[List[str]] = None, + blocked_tools: Optional[List[str]] = None, + mcp_toolsets: Optional[List[str]] = None, + search_tools: Optional[List[str]] = None, + ) -> Optional[LiteLLM_ObjectPermissionTable]: + """Update an object permission record.""" + data: Dict[str, Any] = {} + if mcp_servers is not None: + data["mcp_servers"] = mcp_servers + if mcp_access_groups is not None: + data["mcp_access_groups"] = mcp_access_groups + if mcp_tool_permissions is not None: + data["mcp_tool_permissions"] = mcp_tool_permissions + if vector_stores is not None: + data["vector_stores"] = vector_stores + if agents is not None: + data["agents"] = agents + if agent_access_groups is not None: + data["agent_access_groups"] = agent_access_groups + if models is not None: + data["models"] = models + if blocked_tools is not None: + data["blocked_tools"] = blocked_tools + if mcp_toolsets is not None: + data["mcp_toolsets"] = mcp_toolsets + if search_tools is not None: + data["search_tools"] = search_tools + + return await self.update( + object_permission_id, data, id_field="object_permission_id" + ) + + async def delete_permission( + self, object_permission_id: str + ) -> Optional[LiteLLM_ObjectPermissionTable]: + """Delete an object permission record.""" + return await self.delete(object_permission_id, id_field="object_permission_id") diff --git a/litellm/repositories/organization_repository.py b/litellm/repositories/organization_repository.py new file mode 100644 index 00000000000..2d25a43e836 --- /dev/null +++ b/litellm/repositories/organization_repository.py @@ -0,0 +1,103 @@ +""" +Organization repository for database operations on LiteLLM_OrganizationTable. +""" + +from typing import Any, Dict, List, Optional, Type + +from litellm.models.organization import LiteLLM_OrganizationTable +from litellm.repositories.base_repository import BaseRepository + + +class OrganizationRepository(BaseRepository[LiteLLM_OrganizationTable]): + """Repository for organization database operations.""" + + @property + def table(self) -> Any: + return self.prisma_client.db.litellm_organizationtable + + @property + def model_class(self) -> Type[LiteLLM_OrganizationTable]: + return LiteLLM_OrganizationTable + + async def find_by_id( + self, organization_id: str, id_field: str = "organization_id" + ) -> Optional[LiteLLM_OrganizationTable]: + return await super().find_by_id(organization_id, id_field) + + async def find_by_alias( + self, organization_alias: str + ) -> Optional[LiteLLM_OrganizationTable]: + """Find an organization by alias.""" + records = await self.table.find_many( + where={"organization_alias": organization_alias} + ) + if records: + return self._to_model(records[0]) + return None + + async def create_organization( + self, + organization_alias: str, + budget_id: str, + created_by: str, + organization_id: Optional[str] = None, + metadata: Optional[Dict[str, Any]] = None, + models: Optional[List[str]] = None, + object_permission_id: Optional[str] = None, + ) -> LiteLLM_OrganizationTable: + """Create a new organization.""" + data: Dict[str, Any] = { + "organization_alias": organization_alias, + "budget_id": budget_id, + "created_by": created_by, + "updated_by": created_by, + } + if organization_id is not None: + data["organization_id"] = organization_id + if metadata is not None: + data["metadata"] = metadata + if models is not None: + data["models"] = models + if object_permission_id is not None: + data["object_permission_id"] = object_permission_id + + return await self.create(data) + + async def update_organization( + self, + organization_id: str, + updated_by: str, + organization_alias: Optional[str] = None, + budget_id: Optional[str] = None, + metadata: Optional[Dict[str, Any]] = None, + models: Optional[List[str]] = None, + object_permission_id: Optional[str] = None, + ) -> Optional[LiteLLM_OrganizationTable]: + """Update an organization.""" + data: Dict[str, Any] = {"updated_by": updated_by} + if organization_alias is not None: + data["organization_alias"] = organization_alias + if budget_id is not None: + data["budget_id"] = budget_id + if metadata is not None: + data["metadata"] = metadata + if models is not None: + data["models"] = models + if object_permission_id is not None: + data["object_permission_id"] = object_permission_id + + return await self.update(organization_id, data, id_field="organization_id") + + async def delete_organization( + self, organization_id: str + ) -> Optional[LiteLLM_OrganizationTable]: + """Delete an organization.""" + return await self.delete(organization_id, id_field="organization_id") + + async def update_spend( + self, organization_id: str, spend: float + ) -> Optional[LiteLLM_OrganizationTable]: + """Update organization spend.""" + return await self.update( + organization_id, {"spend": spend}, id_field="organization_id" + ) diff --git a/litellm/repositories/project_repository.py b/litellm/repositories/project_repository.py new file mode 100644 index 00000000000..86567dd05fb --- /dev/null +++ b/litellm/repositories/project_repository.py @@ -0,0 +1,129 @@ +""" +Project repository for database operations on LiteLLM_ProjectTable. +""" + +from typing import Any, Dict, List, Optional, Type + +from litellm.models.project import LiteLLM_ProjectTable +from litellm.repositories.base_repository import BaseRepository + + +class ProjectRepository(BaseRepository[LiteLLM_ProjectTable]): + """Repository for project database operations.""" + + @property + def table(self) -> Any: + return self.prisma_client.db.litellm_projecttable + + @property + def model_class(self) -> Type[LiteLLM_ProjectTable]: + return LiteLLM_ProjectTable + + async def find_by_id( + self, project_id: str, id_field: str = "project_id" + ) -> Optional[LiteLLM_ProjectTable]: + return await super().find_by_id(project_id, id_field) + + async def find_by_alias(self, project_alias: str) -> Optional[LiteLLM_ProjectTable]: + """Find a project by alias.""" + records = await self.table.find_many(where={"project_alias": project_alias}) + if records: + return self._to_model(records[0]) + return None + + async def find_by_team_id(self, team_id: str) -> List[LiteLLM_ProjectTable]: + """Find all projects belonging to a team.""" + records = await self.table.find_many(where={"team_id": team_id}) + return self._to_model_list(records) + + async def create_project( + self, + created_by: str, + project_id: Optional[str] = None, + project_alias: Optional[str] = None, + description: Optional[str] = None, + team_id: Optional[str] = None, + budget_id: Optional[str] = None, + metadata: Optional[Dict[str, Any]] = None, + models: Optional[List[str]] = None, + model_rpm_limit: Optional[Dict[str, int]] = None, + model_tpm_limit: Optional[Dict[str, int]] = None, + object_permission_id: Optional[str] = None, + ) -> LiteLLM_ProjectTable: + """Create a new project.""" + data: Dict[str, Any] = { + "created_by": created_by, + "updated_by": created_by, + } + if project_id is not None: + data["project_id"] = project_id + if project_alias is not None: + data["project_alias"] = project_alias + if description is not None: + data["description"] = description + if team_id is not None: + data["team_id"] = team_id + if budget_id is not None: + data["budget_id"] = budget_id + if metadata is not None: + data["metadata"] = metadata + if models is not None: + data["models"] = models + if model_rpm_limit is not None: + data["model_rpm_limit"] = model_rpm_limit + if model_tpm_limit is not None: + data["model_tpm_limit"] = model_tpm_limit + if object_permission_id is not None: + data["object_permission_id"] = object_permission_id + + return await self.create(data) + + async def update_project( + self, + project_id: str, + updated_by: str, + project_alias: Optional[str] = None, + description: Optional[str] = None, + team_id: Optional[str] = None, + budget_id: Optional[str] = None, + metadata: Optional[Dict[str, Any]] = None, + models: Optional[List[str]] = None, + model_rpm_limit: Optional[Dict[str, int]] = None, + model_tpm_limit: Optional[Dict[str, int]] = None, + blocked: Optional[bool] = None, + object_permission_id: Optional[str] = None, + ) -> Optional[LiteLLM_ProjectTable]: + """Update a project.""" + data: Dict[str, Any] = {"updated_by": updated_by} + if project_alias is not None: + data["project_alias"] = project_alias + if description is not None: + data["description"] = description + if team_id is not None: + data["team_id"] = team_id + if budget_id is not None: + data["budget_id"] = budget_id + if metadata is not None: + data["metadata"] = metadata + if models is not None: + data["models"] = models + if model_rpm_limit is not None: + data["model_rpm_limit"] = model_rpm_limit + if model_tpm_limit is not None: + data["model_tpm_limit"] = model_tpm_limit + if blocked is not None: + data["blocked"] = blocked + if object_permission_id is not None: + data["object_permission_id"] = object_permission_id + + return await self.update(project_id, data, id_field="project_id") + + async def delete_project(self, project_id: str) -> Optional[LiteLLM_ProjectTable]: + """Delete a project.""" + return await self.delete(project_id, id_field="project_id") + + async def update_spend( + self, project_id: str, spend: float + ) -> Optional[LiteLLM_ProjectTable]: + """Update project spend.""" + return await self.update(project_id, {"spend": spend}, id_field="project_id") diff --git a/litellm/repositories/table_repositories.py b/litellm/repositories/table_repositories.py new file mode 100644 index 00000000000..47ea11c0592 --- /dev/null +++ b/litellm/repositories/table_repositories.py @@ -0,0 +1,215 @@ +""" +Passthrough table repositories. + +Each repository centralizes access to a single Prisma table behind a ``table`` +property, making the repository the one place that names the underlying table. +These are thin wrappers for tables that do not (yet) need domain-specific query +methods; richer repositories live in their own modules. +""" + +from typing import Any + + +class PrismaTableRepository: + """Base for repositories that expose a single Prisma table.""" + + table_name: str + + def __init__(self, prisma_client: Any): + self._prisma_client = prisma_client + + @property + def prisma_client(self) -> Any: + if self._prisma_client is None: + raise RuntimeError( + "No DB Connected. See - https://docs.litellm.ai/docs/proxy/virtual_keys" + ) + return self._prisma_client + + @property + def table(self) -> Any: + return getattr(self.prisma_client.db, self.table_name) + + +class PolicyRepository(PrismaTableRepository): + table_name = "litellm_policytable" + + +class AgentsRepository(PrismaTableRepository): + table_name = "litellm_agentstable" + + +class GuardrailsRepository(PrismaTableRepository): + table_name = "litellm_guardrailstable" + + +class MCPServerRepository(PrismaTableRepository): + table_name = "litellm_mcpservertable" + + +class ManagedObjectRepository(PrismaTableRepository): + table_name = "litellm_managedobjecttable" + + +class OrganizationMembershipRepository(PrismaTableRepository): + table_name = "litellm_organizationmembership" + + +class SpendLogsRepository(PrismaTableRepository): + table_name = "litellm_spendlogs" + + +class ClaudeCodePluginRepository(PrismaTableRepository): + table_name = "litellm_claudecodeplugintable" + + +class TeamMembershipRepository(PrismaTableRepository): + table_name = "litellm_teammembership" + + +class EndUserRepository(PrismaTableRepository): + table_name = "litellm_endusertable" + + +class ManagedVectorStoresRepository(PrismaTableRepository): + table_name = "litellm_managedvectorstorestable" + + +class MCPUserCredentialsRepository(PrismaTableRepository): + table_name = "litellm_mcpusercredentials" + + +class PromptRepository(PrismaTableRepository): + table_name = "litellm_prompttable" + + +class TagRepository(PrismaTableRepository): + table_name = "litellm_tagtable" + + +class InvitationLinkRepository(PrismaTableRepository): + table_name = "litellm_invitationlink" + + +class JWTKeyMappingRepository(PrismaTableRepository): + table_name = "litellm_jwtkeymapping" + + +class ManagedFileRepository(PrismaTableRepository): + table_name = "litellm_managedfiletable" + + +class MemoryRepository(PrismaTableRepository): + table_name = "litellm_memorytable" + + +class SearchToolsRepository(PrismaTableRepository): + table_name = "litellm_searchtoolstable" + + +class ConfigOverridesRepository(PrismaTableRepository): + table_name = "litellm_configoverrides" + + +class MCPToolsetRepository(PrismaTableRepository): + table_name = "litellm_mcptoolsettable" + + +class ToolRepository(PrismaTableRepository): + table_name = "litellm_tooltable" + + +class DeletedVerificationTokenRepository(PrismaTableRepository): + table_name = "litellm_deletedverificationtoken" + + +class WorkflowRunRepository(PrismaTableRepository): + table_name = "litellm_workflowrun" + + +class ModelTableRepository(PrismaTableRepository): + table_name = "litellm_modeltable" + + +class AccessGroupRepository(PrismaTableRepository): + table_name = "litellm_accessgrouptable" + + +class SSOConfigRepository(PrismaTableRepository): + table_name = "litellm_ssoconfig" + + +class UISettingsRepository(PrismaTableRepository): + table_name = "litellm_uisettings" + + +class DailyGuardrailMetricsRepository(PrismaTableRepository): + table_name = "litellm_dailyguardrailmetrics" + + +class PolicyAttachmentRepository(PrismaTableRepository): + table_name = "litellm_policyattachmenttable" + + +class DeletedTeamRepository(PrismaTableRepository): + table_name = "litellm_deletedteamtable" + + +class SkillsRepository(PrismaTableRepository): + table_name = "litellm_skillstable" + + +class CacheConfigRepository(PrismaTableRepository): + table_name = "litellm_cacheconfig" + + +class ManagedVectorStoreIndexRepository(PrismaTableRepository): + table_name = "litellm_managedvectorstoreindextable" + + +class WorkflowMessageRepository(PrismaTableRepository): + table_name = "litellm_workflowmessage" + + +class DailyTagSpendRepository(PrismaTableRepository): + table_name = "litellm_dailytagspend" + + +class SpendLogToolIndexRepository(PrismaTableRepository): + table_name = "litellm_spendlogtoolindex" + + +class SpendLogGuardrailIndexRepository(PrismaTableRepository): + table_name = "litellm_spendlogguardrailindex" + + +class UserNotificationsRepository(PrismaTableRepository): + table_name = "litellm_usernotifications" + + +class HealthCheckRepository(PrismaTableRepository): + table_name = "litellm_healthchecktable" + + +class DeprecatedVerificationTokenRepository(PrismaTableRepository): + table_name = "litellm_deprecatedverificationtoken" + + +class WorkflowEventRepository(PrismaTableRepository): + table_name = "litellm_workflowevent" + + +class DailyPolicyMetricsRepository(PrismaTableRepository): + table_name = "litellm_dailypolicymetrics" + + +class AdaptiveRouterStateRepository(PrismaTableRepository): + table_name = "litellm_adaptiverouterstate" + + +class AuditLogRepository(PrismaTableRepository): + table_name = "litellm_auditlog" + + +class AdaptiveRouterSessionRepository(PrismaTableRepository): + table_name = "litellm_adaptiveroutersession" diff --git a/litellm/repositories/team_repository.py b/litellm/repositories/team_repository.py new file mode 100644 index 00000000000..2ae6647060c --- /dev/null +++ b/litellm/repositories/team_repository.py @@ -0,0 +1,351 @@ +""" +Team repository for database operations on LiteLLM_TeamTable. +""" + +import json +from datetime import datetime +from typing import Any, Dict, List, Optional, Type + +from litellm.models.team import LiteLLM_TeamTable +from litellm.repositories.base_repository import BaseRepository + + +class TeamRepository(BaseRepository[LiteLLM_TeamTable]): + """Repository for team database operations.""" + + @property + def table(self) -> Any: + return self.prisma_client.db.litellm_teamtable + + @property + def deleted_table(self) -> Any: + return self.prisma_client.db.litellm_deletedteamtable + + @property + def model_class(self) -> Type[LiteLLM_TeamTable]: + return LiteLLM_TeamTable + + def _to_model(self, record: Any) -> Optional[LiteLLM_TeamTable]: + """Convert a database record to a Team model.""" + if record is None: + return None + + data = record.dict() if hasattr(record, "dict") else dict(record) + + json_fields = [ + "metadata", + "model_spend", + "model_max_budget", + "router_settings", + "budget_limits", + "members_with_roles", + ] + for field in json_fields: + if isinstance(data.get(field), str): + data[field] = json.loads(data[field]) + + return LiteLLM_TeamTable(**data) + + async def find_by_id( + self, team_id: str, id_field: str = "team_id" + ) -> Optional[LiteLLM_TeamTable]: + return await super().find_by_id(team_id, id_field) + + async def find_by_alias(self, team_alias: str) -> Optional[LiteLLM_TeamTable]: + """Find a team by alias.""" + records = await self.table.find_many(where={"team_alias": team_alias}) + if records: + return self._to_model(records[0]) + return None + + async def find_by_organization_id( + self, organization_id: str + ) -> List[LiteLLM_TeamTable]: + """Find all teams belonging to an organization.""" + records = await self.table.find_many(where={"organization_id": organization_id}) + return self._to_model_list(records) + + async def find_by_member(self, user_id: str) -> List[LiteLLM_TeamTable]: + """Find all teams where user is a member.""" + records = await self.table.find_many(where={"members": {"has": user_id}}) + return self._to_model_list(records) + + async def find_by_admin(self, user_id: str) -> List[LiteLLM_TeamTable]: + """Find all teams where user is an admin.""" + records = await self.table.find_many(where={"admins": {"has": user_id}}) + return self._to_model_list(records) + + async def create_team( + self, + team_id: str, + team_alias: Optional[str] = None, + organization_id: Optional[str] = None, + admins: Optional[List[str]] = None, + members: Optional[List[str]] = None, + members_with_roles: Optional[Dict[str, Any]] = None, + metadata: Optional[Dict[str, Any]] = None, + max_budget: Optional[float] = None, + soft_budget: Optional[float] = None, + models: Optional[List[str]] = None, + max_parallel_requests: Optional[int] = None, + tpm_limit: Optional[int] = None, + rpm_limit: Optional[int] = None, + budget_duration: Optional[str] = None, + object_permission_id: Optional[str] = None, + ) -> LiteLLM_TeamTable: + """Create a new team.""" + data: Dict[str, Any] = {"team_id": team_id} + if team_alias is not None: + data["team_alias"] = team_alias + if organization_id is not None: + data["organization_id"] = organization_id + if admins is not None: + data["admins"] = admins + if members is not None: + data["members"] = members + if members_with_roles is not None: + data["members_with_roles"] = json.dumps(members_with_roles) + if metadata is not None: + data["metadata"] = json.dumps(metadata) + if max_budget is not None: + data["max_budget"] = max_budget + if soft_budget is not None: + data["soft_budget"] = soft_budget + if models is not None: + data["models"] = models + if max_parallel_requests is not None: + data["max_parallel_requests"] = max_parallel_requests + if tpm_limit is not None: + data["tpm_limit"] = tpm_limit + if rpm_limit is not None: + data["rpm_limit"] = rpm_limit + if budget_duration is not None: + data["budget_duration"] = budget_duration + if object_permission_id is not None: + data["object_permission_id"] = object_permission_id + + return await self.create(data) + + async def update_team( + self, + team_id: str, + team_alias: Optional[str] = None, + organization_id: Optional[str] = None, + admins: Optional[List[str]] = None, + members: Optional[List[str]] = None, + members_with_roles: Optional[Dict[str, Any]] = None, + metadata: Optional[Dict[str, Any]] = None, + max_budget: Optional[float] = None, + soft_budget: Optional[float] = None, + models: Optional[List[str]] = None, + max_parallel_requests: Optional[int] = None, + tpm_limit: Optional[int] = None, + rpm_limit: Optional[int] = None, + budget_duration: Optional[str] = None, + blocked: Optional[bool] = None, + object_permission_id: Optional[str] = None, + ) -> Optional[LiteLLM_TeamTable]: + """Update a team.""" + data: Dict[str, Any] = {} + if team_alias is not None: + data["team_alias"] = team_alias + if organization_id is not None: + data["organization_id"] = organization_id + if admins is not None: + data["admins"] = admins + if members is not None: + data["members"] = members + if members_with_roles is not None: + data["members_with_roles"] = json.dumps(members_with_roles) + if metadata is not None: + data["metadata"] = json.dumps(metadata) + if max_budget is not None: + data["max_budget"] = max_budget + if soft_budget is not None: + data["soft_budget"] = soft_budget + if models is not None: + data["models"] = models + if max_parallel_requests is not None: + data["max_parallel_requests"] = max_parallel_requests + if tpm_limit is not None: + data["tpm_limit"] = tpm_limit + if rpm_limit is not None: + data["rpm_limit"] = rpm_limit + if budget_duration is not None: + data["budget_duration"] = budget_duration + if blocked is not None: + data["blocked"] = blocked + if object_permission_id is not None: + data["object_permission_id"] = object_permission_id + + return await self.update(team_id, data, id_field="team_id") + + async def delete_team( + self, + team_id: str, + deleted_by: Optional[str] = None, + deleted_by_api_key: Optional[str] = None, + litellm_changed_by: Optional[str] = None, + ) -> Optional[LiteLLM_TeamTable]: + """Delete a team and archive it to the deleted teams table. + + Uses a transaction to ensure atomicity of the archive-then-delete operation. + """ + team = await self.find_by_id(team_id) + if team is None: + return None + + archive_data = self._build_archive_data(team) + archive_data["deleted_by"] = deleted_by + archive_data["deleted_by_api_key"] = deleted_by_api_key + archive_data["litellm_changed_by"] = litellm_changed_by + archive_data["deleted_at"] = datetime.utcnow() + + async with self.prisma_client.db.tx() as tx: + await tx.litellm_deletedteamtable.create(data=archive_data) + await tx.litellm_teamtable.delete(where={"team_id": team_id}) + + return team + + def _build_archive_data(self, team: LiteLLM_TeamTable) -> Dict[str, Any]: + """Build archive data dict with only columns that exist in LiteLLM_DeletedTeamTable.""" + data: Dict[str, Any] = {"team_id": team.team_id} + if team.team_alias is not None: + data["team_alias"] = team.team_alias + if team.organization_id is not None: + data["organization_id"] = team.organization_id + if team.object_permission_id is not None: + data["object_permission_id"] = team.object_permission_id + data["admins"] = team.admins + data["members"] = team.members + if team.members_with_roles: + data["members_with_roles"] = json.dumps( + [m.model_dump() for m in team.members_with_roles] + ) + if team.metadata: + data["metadata"] = json.dumps(team.metadata) + if team.max_budget is not None: + data["max_budget"] = team.max_budget + if team.soft_budget is not None: + data["soft_budget"] = team.soft_budget + data["spend"] = team.spend if team.spend is not None else 0.0 + data["models"] = team.models + if team.max_parallel_requests is not None: + data["max_parallel_requests"] = team.max_parallel_requests + if team.tpm_limit is not None: + data["tpm_limit"] = team.tpm_limit + if team.rpm_limit is not None: + data["rpm_limit"] = team.rpm_limit + if team.budget_duration is not None: + data["budget_duration"] = team.budget_duration + if team.budget_reset_at is not None: + data["budget_reset_at"] = team.budget_reset_at + data["blocked"] = team.blocked + if team.model_spend: + data["model_spend"] = json.dumps(team.model_spend) + if team.model_max_budget: + data["model_max_budget"] = json.dumps(team.model_max_budget) + if team.router_settings is not None: + data["router_settings"] = json.dumps(team.router_settings) + data["team_member_permissions"] = team.team_member_permissions or [] + data["access_group_ids"] = team.access_group_ids or [] + data["policies"] = team.policies or [] + if team.model_id is not None: + data["model_id"] = team.model_id + data["allow_team_guardrail_config"] = team.allow_team_guardrail_config + return data + + async def update_spend( + self, team_id: str, spend: float + ) -> Optional[LiteLLM_TeamTable]: + """Update team spend.""" + return await self.update(team_id, {"spend": spend}, id_field="team_id") + + async def add_member( + self, team_id: str, user_id: str + ) -> Optional[LiteLLM_TeamTable]: + """Add a member to a team using atomic array push operation.""" + if not await self.exists(team_id, id_field="team_id"): + return None + + record = await self.table.update( + where={"team_id": team_id}, + data={"members": {"push": user_id}}, + ) + return self._to_model(record) + + async def remove_member( + self, team_id: str, user_id: str + ) -> Optional[LiteLLM_TeamTable]: + """Remove a member from a team. + + Note: Prisma doesn't support atomic array removal, so we use a + read-modify-write pattern here. For high-concurrency scenarios, + consider using raw SQL with array_remove(). + """ + team = await self.find_by_id(team_id) + if team is None: + return None + + members = [m for m in team.members if m != user_id] + return await self.update(team_id, {"members": members}, id_field="team_id") + + async def add_admin( + self, team_id: str, user_id: str + ) -> Optional[LiteLLM_TeamTable]: + """Add an admin to a team using atomic array push operation.""" + if not await self.exists(team_id, id_field="team_id"): + return None + + record = await self.table.update( + where={"team_id": team_id}, + data={"admins": {"push": user_id}}, + ) + return self._to_model(record) + + async def remove_admin( + self, team_id: str, user_id: str + ) -> Optional[LiteLLM_TeamTable]: + """Remove an admin from a team. + + Note: Prisma doesn't support atomic array removal, so we use a + read-modify-write pattern here. For high-concurrency scenarios, + consider using raw SQL with array_remove(). + """ + team = await self.find_by_id(team_id) + if team is None: + return None + + admins = [a for a in team.admins if a != user_id] + return await self.update(team_id, {"admins": admins}, id_field="team_id") + + async def add_models( + self, team_id: str, models: List[str] + ) -> Optional[LiteLLM_TeamTable]: + """Add models to a team's allowed models list using atomic array push.""" + if not await self.exists(team_id, id_field="team_id"): + return None + + record = await self.table.update( + where={"team_id": team_id}, + data={"models": {"push": models}}, + ) + return self._to_model(record) + + async def remove_models( + self, team_id: str, models: List[str] + ) -> Optional[LiteLLM_TeamTable]: + """Remove models from a team's allowed models list. + + Note: Prisma doesn't support atomic array removal, so we use a + read-modify-write pattern here. For high-concurrency scenarios, + consider using raw SQL with array_remove(). + """ + team = await self.find_by_id(team_id) + if team is None: + return None + + current_models = [m for m in team.models if m not in models] + return await self.update( + team_id, {"models": current_models}, id_field="team_id" + ) diff --git a/litellm/repositories/user_repository.py b/litellm/repositories/user_repository.py new file mode 100644 index 00000000000..4d28b58f0ab --- /dev/null +++ b/litellm/repositories/user_repository.py @@ -0,0 +1,229 @@ +""" +User repository for database operations on LiteLLM_UserTable. +""" + +import json +from typing import Any, Dict, List, Optional, Type + +from litellm.models.user import LiteLLM_UserTable +from litellm.repositories.base_repository import BaseRepository + + +class UserRepository(BaseRepository[LiteLLM_UserTable]): + """Repository for user database operations.""" + + @property + def table(self) -> Any: + return self.prisma_client.db.litellm_usertable + + @property + def model_class(self) -> Type[LiteLLM_UserTable]: + return LiteLLM_UserTable + + def _to_model(self, record: Any) -> Optional[LiteLLM_UserTable]: + """Convert a database record to a User model.""" + if record is None: + return None + + data = record.dict() if hasattr(record, "dict") else dict(record) + + json_fields = ["metadata", "model_spend", "model_max_budget"] + for field in json_fields: + if isinstance(data.get(field), str): + data[field] = json.loads(data[field]) + + return LiteLLM_UserTable(**data) + + async def find_by_id( + self, user_id: str, id_field: str = "user_id" + ) -> Optional[LiteLLM_UserTable]: + return await super().find_by_id(user_id, id_field) + + async def find_by_email(self, user_email: str) -> Optional[LiteLLM_UserTable]: + """Find a user by email.""" + records = await self.table.find_many(where={"user_email": user_email}) + if records: + return self._to_model(records[0]) + return None + + async def find_by_sso_id(self, sso_user_id: str) -> Optional[LiteLLM_UserTable]: + """Find a user by SSO ID.""" + record = await self.table.find_unique(where={"sso_user_id": sso_user_id}) + return self._to_model(record) + + async def find_by_organization_id( + self, organization_id: str + ) -> List[LiteLLM_UserTable]: + """Find all users in an organization.""" + records = await self.table.find_many(where={"organization_id": organization_id}) + return self._to_model_list(records) + + async def find_by_team_id(self, team_id: str) -> List[LiteLLM_UserTable]: + """Find all users in a team.""" + records = await self.table.find_many(where={"teams": {"has": team_id}}) + return self._to_model_list(records) + + async def create_user( + self, + user_id: str, + user_alias: Optional[str] = None, + team_id: Optional[str] = None, + sso_user_id: Optional[str] = None, + organization_id: Optional[str] = None, + password: Optional[str] = None, + teams: Optional[List[str]] = None, + user_role: Optional[str] = None, + max_budget: Optional[float] = None, + user_email: Optional[str] = None, + models: Optional[List[str]] = None, + metadata: Optional[Dict[str, Any]] = None, + max_parallel_requests: Optional[int] = None, + tpm_limit: Optional[int] = None, + rpm_limit: Optional[int] = None, + budget_duration: Optional[str] = None, + allowed_cache_controls: Optional[List[str]] = None, + policies: Optional[List[str]] = None, + object_permission_id: Optional[str] = None, + ) -> LiteLLM_UserTable: + """Create a new user.""" + data: Dict[str, Any] = {"user_id": user_id} + if user_alias is not None: + data["user_alias"] = user_alias + if team_id is not None: + data["team_id"] = team_id + if sso_user_id is not None: + data["sso_user_id"] = sso_user_id + if organization_id is not None: + data["organization_id"] = organization_id + if password is not None: + data["password"] = password + if teams is not None: + data["teams"] = teams + if user_role is not None: + data["user_role"] = user_role + if max_budget is not None: + data["max_budget"] = max_budget + if user_email is not None: + data["user_email"] = user_email + if models is not None: + data["models"] = models + if metadata is not None: + data["metadata"] = json.dumps(metadata) + if max_parallel_requests is not None: + data["max_parallel_requests"] = max_parallel_requests + if tpm_limit is not None: + data["tpm_limit"] = tpm_limit + if rpm_limit is not None: + data["rpm_limit"] = rpm_limit + if budget_duration is not None: + data["budget_duration"] = budget_duration + if allowed_cache_controls is not None: + data["allowed_cache_controls"] = allowed_cache_controls + if policies is not None: + data["policies"] = policies + if object_permission_id is not None: + data["object_permission_id"] = object_permission_id + + return await self.create(data) + + async def update_user( + self, + user_id: str, + user_alias: Optional[str] = None, + team_id: Optional[str] = None, + sso_user_id: Optional[str] = None, + organization_id: Optional[str] = None, + password: Optional[str] = None, + teams: Optional[List[str]] = None, + user_role: Optional[str] = None, + max_budget: Optional[float] = None, + user_email: Optional[str] = None, + models: Optional[List[str]] = None, + metadata: Optional[Dict[str, Any]] = None, + max_parallel_requests: Optional[int] = None, + tpm_limit: Optional[int] = None, + rpm_limit: Optional[int] = None, + budget_duration: Optional[str] = None, + allowed_cache_controls: Optional[List[str]] = None, + policies: Optional[List[str]] = None, + object_permission_id: Optional[str] = None, + ) -> Optional[LiteLLM_UserTable]: + """Update a user.""" + data: Dict[str, Any] = {} + if user_alias is not None: + data["user_alias"] = user_alias + if team_id is not None: + data["team_id"] = team_id + if sso_user_id is not None: + data["sso_user_id"] = sso_user_id + if organization_id is not None: + data["organization_id"] = organization_id + if password is not None: + data["password"] = password + if teams is not None: + data["teams"] = teams + if user_role is not None: + data["user_role"] = user_role + if max_budget is not None: + data["max_budget"] = max_budget + if user_email is not None: + data["user_email"] = user_email + if models is not None: + data["models"] = models + if metadata is not None: + data["metadata"] = json.dumps(metadata) + if max_parallel_requests is not None: + data["max_parallel_requests"] = max_parallel_requests + if tpm_limit is not None: + data["tpm_limit"] = tpm_limit + if rpm_limit is not None: + data["rpm_limit"] = rpm_limit + if budget_duration is not None: + data["budget_duration"] = budget_duration + if allowed_cache_controls is not None: + data["allowed_cache_controls"] = allowed_cache_controls + if policies is not None: + data["policies"] = policies + if object_permission_id is not None: + data["object_permission_id"] = object_permission_id + + return await self.update(user_id, data, id_field="user_id") + + async def delete_user(self, user_id: str) -> Optional[LiteLLM_UserTable]: + """Delete a user.""" + return await self.delete(user_id, id_field="user_id") + + async def update_spend( + self, user_id: str, spend: float + ) -> Optional[LiteLLM_UserTable]: + """Update user spend.""" + return await self.update(user_id, {"spend": spend}, id_field="user_id") + + async def add_to_team( + self, user_id: str, team_id: str + ) -> Optional[LiteLLM_UserTable]: + """Add a user to a team using atomic array push operation.""" + if not await self.exists(user_id, id_field="user_id"): + return None + + record = await self.table.update( + where={"user_id": user_id}, + data={"teams": {"push": team_id}}, + ) + return self._to_model(record) + + async def remove_from_team( + self, user_id: str, team_id: str + ) -> Optional[LiteLLM_UserTable]: + """Remove a user from a team. + + Note: Prisma doesn't support atomic array removal, so we use a + read-modify-write pattern here. For high-concurrency scenarios, + consider using raw SQL with array_remove(). + """ + user = await self.find_by_id(user_id) + if user is None: + return None + + teams = [t for t in user.teams if t != team_id] + return await self.update(user_id, {"teams": teams}, id_field="user_id") diff --git a/litellm/repositories/verification_token_repository.py b/litellm/repositories/verification_token_repository.py new file mode 100644 index 00000000000..56c3e0714aa --- /dev/null +++ b/litellm/repositories/verification_token_repository.py @@ -0,0 +1,375 @@ +""" +VerificationToken repository for database operations on LiteLLM_VerificationToken. +""" + +import json +from datetime import datetime +from typing import Any, Dict, List, Optional, Type + +from litellm.models.verification_token import ( + LiteLLM_VerificationToken, +) +from litellm.repositories.base_repository import BaseRepository + + +class VerificationTokenRepository(BaseRepository[LiteLLM_VerificationToken]): + """Repository for verification token (API key) database operations.""" + + @property + def table(self) -> Any: + return self.prisma_client.db.litellm_verificationtoken + + @property + def deleted_table(self) -> Any: + return self.prisma_client.db.litellm_deletedverificationtoken + + @property + def model_class(self) -> Type[LiteLLM_VerificationToken]: + return LiteLLM_VerificationToken + + def _to_model(self, record: Any) -> Optional[LiteLLM_VerificationToken]: + """Convert a database record to a VerificationToken model.""" + if record is None: + return None + + data = record.dict() if hasattr(record, "dict") else dict(record) + + json_fields = [ + "aliases", + "config", + "permissions", + "metadata", + "model_spend", + "model_max_budget", + "router_settings", + "budget_limits", + "litellm_budget_table", + ] + for field in json_fields: + if isinstance(data.get(field), str): + data[field] = json.loads(data[field]) + + if data.get("org_id") is None and data.get("organization_id") is not None: + data["org_id"] = data["organization_id"] + + return LiteLLM_VerificationToken(**data) + + async def find_by_id( + self, token: str, id_field: str = "token" + ) -> Optional[LiteLLM_VerificationToken]: + return await super().find_by_id(token, id_field) + + async def find_by_alias( + self, key_alias: str + ) -> Optional[LiteLLM_VerificationToken]: + """Find a token by key alias.""" + records = await self.table.find_many(where={"key_alias": key_alias}) + if records: + return self._to_model(records[0]) + return None + + async def find_by_user_id(self, user_id: str) -> List[LiteLLM_VerificationToken]: + """Find all tokens belonging to a user.""" + records = await self.table.find_many(where={"user_id": user_id}) + return self._to_model_list(records) + + async def find_by_team_id(self, team_id: str) -> List[LiteLLM_VerificationToken]: + """Find all tokens belonging to a team.""" + records = await self.table.find_many(where={"team_id": team_id}) + return self._to_model_list(records) + + async def find_by_project_id( + self, project_id: str + ) -> List[LiteLLM_VerificationToken]: + """Find all tokens belonging to a project.""" + records = await self.table.find_many(where={"project_id": project_id}) + return self._to_model_list(records) + + async def find_active_tokens(self) -> List[LiteLLM_VerificationToken]: + """Find all active (non-expired, non-blocked) tokens.""" + records = await self.table.find_many( + where={ + "blocked": {"not": True}, + "OR": [{"expires": None}, {"expires": {"gt": datetime.utcnow()}}], + } + ) + return self._to_model_list(records) + + def _build_token_data( + self, + token: str, + key_name: Optional[str] = None, + key_alias: Optional[str] = None, + max_budget: Optional[float] = None, + expires: Optional[datetime] = None, + models: Optional[List[str]] = None, + aliases: Optional[Dict[str, str]] = None, + config: Optional[Dict[str, Any]] = None, + user_id: Optional[str] = None, + team_id: Optional[str] = None, + agent_id: Optional[str] = None, + project_id: Optional[str] = None, + max_parallel_requests: Optional[int] = None, + metadata: Optional[Dict[str, Any]] = None, + tpm_limit: Optional[int] = None, + rpm_limit: Optional[int] = None, + budget_duration: Optional[str] = None, + allowed_cache_controls: Optional[List[str]] = None, + allowed_routes: Optional[List[str]] = None, + permissions: Optional[Dict[str, Any]] = None, + org_id: Optional[str] = None, + created_by: Optional[str] = None, + object_permission_id: Optional[str] = None, + access_group_ids: Optional[List[str]] = None, + budget_id: Optional[str] = None, + ) -> Dict[str, Any]: + """Build data dictionary for token creation.""" + json_fields = { + "aliases": aliases, + "config": config, + "metadata": metadata, + "permissions": permissions, + } + simple_fields = { + "token": token, + "key_name": key_name, + "key_alias": key_alias, + "max_budget": max_budget, + "expires": expires, + "models": models, + "user_id": user_id, + "team_id": team_id, + "agent_id": agent_id, + "project_id": project_id, + "max_parallel_requests": max_parallel_requests, + "tpm_limit": tpm_limit, + "rpm_limit": rpm_limit, + "budget_duration": budget_duration, + "allowed_cache_controls": allowed_cache_controls, + "allowed_routes": allowed_routes, + "object_permission_id": object_permission_id, + "access_group_ids": access_group_ids, + "budget_id": budget_id, + } + data: Dict[str, Any] = {k: v for k, v in simple_fields.items() if v is not None} + for key, val in json_fields.items(): + if val is not None: + data[key] = json.dumps(val) + if org_id is not None: + data["organization_id"] = org_id + if created_by is not None: + data["created_by"] = created_by + data["updated_by"] = created_by + return data + + async def create_token( + self, + token: str, + key_name: Optional[str] = None, + key_alias: Optional[str] = None, + max_budget: Optional[float] = None, + expires: Optional[datetime] = None, + models: Optional[List[str]] = None, + aliases: Optional[Dict[str, str]] = None, + config: Optional[Dict[str, Any]] = None, + user_id: Optional[str] = None, + team_id: Optional[str] = None, + agent_id: Optional[str] = None, + project_id: Optional[str] = None, + max_parallel_requests: Optional[int] = None, + metadata: Optional[Dict[str, Any]] = None, + tpm_limit: Optional[int] = None, + rpm_limit: Optional[int] = None, + budget_duration: Optional[str] = None, + allowed_cache_controls: Optional[List[str]] = None, + allowed_routes: Optional[List[str]] = None, + permissions: Optional[Dict[str, Any]] = None, + org_id: Optional[str] = None, + created_by: Optional[str] = None, + object_permission_id: Optional[str] = None, + access_group_ids: Optional[List[str]] = None, + budget_id: Optional[str] = None, + ) -> LiteLLM_VerificationToken: + """Create a new verification token.""" + data = self._build_token_data( + token=token, + key_name=key_name, + key_alias=key_alias, + max_budget=max_budget, + expires=expires, + models=models, + aliases=aliases, + config=config, + user_id=user_id, + team_id=team_id, + agent_id=agent_id, + project_id=project_id, + max_parallel_requests=max_parallel_requests, + metadata=metadata, + tpm_limit=tpm_limit, + rpm_limit=rpm_limit, + budget_duration=budget_duration, + allowed_cache_controls=allowed_cache_controls, + allowed_routes=allowed_routes, + permissions=permissions, + org_id=org_id, + created_by=created_by, + object_permission_id=object_permission_id, + access_group_ids=access_group_ids, + budget_id=budget_id, + ) + return await self.create(data) + + async def update_token( + self, + token: str, + updated_by: Optional[str] = None, + key_name: Optional[str] = None, + key_alias: Optional[str] = None, + max_budget: Optional[float] = None, + expires: Optional[datetime] = None, + models: Optional[List[str]] = None, + aliases: Optional[Dict[str, str]] = None, + config: Optional[Dict[str, Any]] = None, + max_parallel_requests: Optional[int] = None, + metadata: Optional[Dict[str, Any]] = None, + tpm_limit: Optional[int] = None, + rpm_limit: Optional[int] = None, + budget_duration: Optional[str] = None, + allowed_cache_controls: Optional[List[str]] = None, + allowed_routes: Optional[List[str]] = None, + permissions: Optional[Dict[str, Any]] = None, + blocked: Optional[bool] = None, + object_permission_id: Optional[str] = None, + access_group_ids: Optional[List[str]] = None, + ) -> Optional[LiteLLM_VerificationToken]: + """Update a verification token.""" + data: Dict[str, Any] = {} + if updated_by is not None: + data["updated_by"] = updated_by + if key_name is not None: + data["key_name"] = key_name + if key_alias is not None: + data["key_alias"] = key_alias + if max_budget is not None: + data["max_budget"] = max_budget + if expires is not None: + data["expires"] = expires + if models is not None: + data["models"] = models + if aliases is not None: + data["aliases"] = json.dumps(aliases) + if config is not None: + data["config"] = json.dumps(config) + if max_parallel_requests is not None: + data["max_parallel_requests"] = max_parallel_requests + if metadata is not None: + data["metadata"] = json.dumps(metadata) + if tpm_limit is not None: + data["tpm_limit"] = tpm_limit + if rpm_limit is not None: + data["rpm_limit"] = rpm_limit + if budget_duration is not None: + data["budget_duration"] = budget_duration + if allowed_cache_controls is not None: + data["allowed_cache_controls"] = allowed_cache_controls + if allowed_routes is not None: + data["allowed_routes"] = allowed_routes + if permissions is not None: + data["permissions"] = json.dumps(permissions) + if blocked is not None: + data["blocked"] = blocked + if object_permission_id is not None: + data["object_permission_id"] = object_permission_id + if access_group_ids is not None: + data["access_group_ids"] = access_group_ids + + return await self.update(token, data, id_field="token") + + async def delete_token( + self, + token: str, + deleted_by: Optional[str] = None, + deleted_by_api_key: Optional[str] = None, + litellm_changed_by: Optional[str] = None, + ) -> Optional[LiteLLM_VerificationToken]: + """Delete a token and archive it to the deleted tokens table. + + Uses a transaction to ensure atomicity of the archive-then-delete operation. + """ + token_record = await self.find_by_id(token) + if token_record is None: + return None + + archive_data = self._build_archive_data(token_record) + archive_data["deleted_by"] = deleted_by + archive_data["deleted_by_api_key"] = deleted_by_api_key + archive_data["litellm_changed_by"] = litellm_changed_by + archive_data["deleted_at"] = datetime.utcnow() + + async with self.prisma_client.db.tx() as tx: + await tx.litellm_deletedverificationtoken.create(data=archive_data) + await tx.litellm_verificationtoken.delete(where={"token": token}) + + return token_record + + def _build_archive_data(self, token: LiteLLM_VerificationToken) -> Dict[str, Any]: + """Build archive data with only columns present in LiteLLM_DeletedVerificationToken. + + Serializes JSON columns to strings (the archive table stores them as JSON + columns the same way the live table does) and maps ``org_id`` onto the + ``organization_id`` column so the foreign key is preserved. + """ + data = token.model_dump(exclude_none=True) + for field in ("object_permission", "litellm_budget_table", "budget_limits"): + data.pop(field, None) + + org_id = data.pop("org_id", None) + if org_id is not None: + data["organization_id"] = org_id + + json_fields = [ + "aliases", + "config", + "permissions", + "metadata", + "model_spend", + "model_max_budget", + "router_settings", + ] + for field in json_fields: + if field in data: + data[field] = json.dumps(data[field]) + return data + + async def update_spend( + self, token: str, spend: float + ) -> Optional[LiteLLM_VerificationToken]: + """Update token spend.""" + return await self.update(token, {"spend": spend}, id_field="token") + + async def update_last_active( + self, token: str + ) -> Optional[LiteLLM_VerificationToken]: + """Update the last_active timestamp.""" + return await self.update( + token, {"last_active": datetime.utcnow()}, id_field="token" + ) + + async def block_token( + self, token: str, updated_by: Optional[str] = None + ) -> Optional[LiteLLM_VerificationToken]: + """Block a token.""" + data: Dict[str, Any] = {"blocked": True} + if updated_by is not None: + data["updated_by"] = updated_by + return await self.update(token, data, id_field="token") + + async def unblock_token( + self, token: str, updated_by: Optional[str] = None + ) -> Optional[LiteLLM_VerificationToken]: + """Unblock a token.""" + data: Dict[str, Any] = {"blocked": False} + if updated_by is not None: + data["updated_by"] = updated_by + return await self.update(token, data, id_field="token") diff --git a/litellm/router_strategy/adaptive_router/adaptive_router.py b/litellm/router_strategy/adaptive_router/adaptive_router.py index 3bccef36e68..4856d7ff4cd 100644 --- a/litellm/router_strategy/adaptive_router/adaptive_router.py +++ b/litellm/router_strategy/adaptive_router/adaptive_router.py @@ -55,6 +55,7 @@ from litellm.router_strategy.adaptive_router.update_queue import ( _SESSION_STATE_SWEEP_THRESHOLD: int = 1024 # Same pattern for the owner cache. _OWNER_CACHE_SWEEP_THRESHOLD: int = 1024 +from litellm.repositories.table_repositories import AdaptiveRouterStateRepository from litellm.types.llms.openai import AllMessageValues from litellm.types.router import ( AdaptiveRouterConfig, @@ -113,7 +114,7 @@ class AdaptiveRouter: if prisma_client is None: return try: - rows = await prisma_client.db.litellm_adaptiverouterstate.find_many( + rows = await AdaptiveRouterStateRepository(prisma_client).table.find_many( where={"router_name": self.router_name} ) loaded = 0 diff --git a/litellm/router_strategy/adaptive_router/update_queue.py b/litellm/router_strategy/adaptive_router/update_queue.py index b667f3a53a7..1d87feddd84 100644 --- a/litellm/router_strategy/adaptive_router/update_queue.py +++ b/litellm/router_strategy/adaptive_router/update_queue.py @@ -22,6 +22,10 @@ import asyncio from typing import Any, Dict, Tuple from litellm._logging import verbose_router_logger +from litellm.repositories.table_repositories import ( + AdaptiveRouterSessionRepository, + AdaptiveRouterStateRepository, +) StateKey = Tuple[str, str, str] # (router_name, request_type, model_name) SessionKey = Tuple[str, str, str] # (session_id, router_name, model_name) @@ -112,7 +116,7 @@ class AdaptiveRouterUpdateQueue: # other. The upsert creates the row with the delta as the # initial value on first write, then increments on subsequent # writes — no read-modify-write race. - await prisma_client.db.litellm_adaptiverouterstate.upsert( + await AdaptiveRouterStateRepository(prisma_client).table.upsert( where={ "router_name_request_type_model_name": { "router_name": router, @@ -174,7 +178,7 @@ class AdaptiveRouterUpdateQueue: for k, v in payload.items() if k not in ("session_id", "router_name", "model_name") } - await prisma_client.db.litellm_adaptiveroutersession.upsert( + await AdaptiveRouterSessionRepository(prisma_client).table.upsert( where={ "session_id_router_name_model_name": { "session_id": session_id, diff --git a/litellm/types/mcp_server/mcp_server_manager.py b/litellm/types/mcp_server/mcp_server_manager.py index 92ca027c5bf..809da6418d7 100644 --- a/litellm/types/mcp_server/mcp_server_manager.py +++ b/litellm/types/mcp_server/mcp_server_manager.py @@ -3,8 +3,7 @@ from typing import Any, Dict, List, Literal, Optional from pydantic import BaseModel, ConfigDict -from litellm.proxy._types import MCPAuthType, MCPTransportType -from litellm.types.mcp import MCPAuth +from litellm.types.mcp import MCPAuth, MCPAuthType, MCPTransportType # MCPInfo now allows arbitrary additional fields for custom metadata MCPInfo = Dict[str, Any] diff --git a/litellm/types/utils.py b/litellm/types/utils.py index b76ae1f5d86..9633cecf96c 100644 --- a/litellm/types/utils.py +++ b/litellm/types/utils.py @@ -38,7 +38,6 @@ from pydantic import ( Field, PrivateAttr, field_validator, - model_validator, ) from typing_extensions import Required, TypedDict @@ -3577,25 +3576,11 @@ class RawRequestTypedDict(TypedDict, total=False): error: Optional[str] -class CredentialBase(BaseModel): - credential_name: str - credential_info: dict - - -class CredentialItem(CredentialBase): - credential_values: dict - - -class CreateCredentialItem(CredentialBase): - credential_values: Optional[dict] = None - model_id: Optional[str] = None - - @model_validator(mode="before") - @classmethod - def check_credential_params(cls, values): - if not values.get("credential_values") and not values.get("model_id"): - raise ValueError("Either credential_values or model_id must be set") - return values +from litellm.models.credentials import CredentialBase as CredentialBase # noqa: E402 +from litellm.models.credentials import CredentialItem as CredentialItem # noqa: E402 +from litellm.models.credentials import ( # noqa: E402 + CreateCredentialItem as CreateCredentialItem, +) class ExtractedFileData(TypedDict): diff --git a/litellm/vector_stores/vector_store_registry.py b/litellm/vector_stores/vector_store_registry.py index 1fd95b16309..94f0483e1cc 100644 --- a/litellm/vector_stores/vector_store_registry.py +++ b/litellm/vector_stores/vector_store_registry.py @@ -5,6 +5,10 @@ from typing import TYPE_CHECKING, Any, Dict, List, Optional, get_args from litellm._logging import verbose_logger from litellm.litellm_core_utils.core_helpers import remove_items_at_indices +from litellm.repositories.table_repositories import ( + ManagedVectorStoreIndexRepository, + ManagedVectorStoresRepository, +) from litellm.types.vector_stores import ( VECTOR_STORE_OPENAI_PARAMS, LiteLLM_ManagedVectorStore, @@ -91,10 +95,10 @@ class VectorStoreIndexRegistry: """ vector_stores_from_db: List[LiteLLM_ManagedVectorStoreIndex] = [] if prisma_client is not None: - _vector_stores_from_db = ( - await prisma_client.db.litellm_managedvectorstoreindextable.find_many( - order={"created_at": "desc"}, - ) + _vector_stores_from_db = await ManagedVectorStoreIndexRepository( + prisma_client + ).table.find_many( + order={"created_at": "desc"}, ) for vector_store in _vector_stores_from_db: _dict_vector_store = dict(vector_store) @@ -374,9 +378,9 @@ class VectorStoreRegistry: if vector_store is not None and prisma_client is not None: try: # Check if it still exists in database - db_vector_store = await prisma_client.db.litellm_managedvectorstorestable.find_unique( - where={"vector_store_id": vector_store_id} - ) + db_vector_store = await ManagedVectorStoresRepository( + prisma_client + ).table.find_unique(where={"vector_store_id": vector_store_id}) if db_vector_store is None: # Vector store was deleted from database, remove from cache verbose_logger.debug( @@ -541,10 +545,10 @@ class VectorStoreRegistry: """ vector_stores_from_db: List[LiteLLM_ManagedVectorStore] = [] if prisma_client is not None: - _vector_stores_from_db = ( - await prisma_client.db.litellm_managedvectorstorestable.find_many( - order={"created_at": "desc"}, - ) + _vector_stores_from_db = await ManagedVectorStoresRepository( + prisma_client + ).table.find_many( + order={"created_at": "desc"}, ) for vector_store in _vector_stores_from_db: _dict_vector_store = dict(vector_store) diff --git a/tests/test_litellm/models/test_models.py b/tests/test_litellm/models/test_models.py new file mode 100644 index 00000000000..786f6244930 --- /dev/null +++ b/tests/test_litellm/models/test_models.py @@ -0,0 +1,542 @@ +""" +Tests for backend domain models. +""" + +from datetime import datetime + +import pytest + +from litellm.models.access_group import LiteLLM_AccessGroupTable +from litellm.models.budget import ( + LiteLLM_BudgetTable, + LiteLLM_BudgetTableFull, + LiteLLM_TeamMemberTable, +) +from litellm.models.config import LiteLLM_Config +from litellm.models.credentials import CreateCredentialItem, CredentialItem +from litellm.models.end_user import LiteLLM_EndUserTable +from litellm.models.managed_files import ( + LiteLLM_ManagedFileTable, + LiteLLM_ManagedObjectTable, + LiteLLM_ManagedVectorStoresTable, +) +from litellm.models.mcp_server import LiteLLM_MCPServerTable +from litellm.models.model import LiteLLM_ProxyModelTable +from litellm.models.object_permission import LiteLLM_ObjectPermissionTable +from litellm.models.organization import LiteLLM_OrganizationTable +from litellm.models.project import LiteLLM_ProjectTable +from litellm.models.skills import LiteLLM_SkillsTable +from litellm.models.spend_logs import LiteLLM_ErrorLogs, LiteLLM_SpendLogs +from litellm.models.tag import LiteLLM_TagTable +from litellm.models.team import ( + LiteLLM_DeletedTeamTable, + LiteLLM_TeamTable, + LiteLLM_TeamTableCachedObj, +) +from litellm.models.team_membership import LiteLLM_TeamMembership +from litellm.models.user import LiteLLM_UserTable +from litellm.models.verification_token import ( + LiteLLM_DeletedVerificationToken, + LiteLLM_VerificationToken, +) + + +class TestBudget: + def test_budget_creation(self): + budget = LiteLLM_BudgetTable( + budget_id="test-budget-id", + max_budget=100.0, + soft_budget=80.0, + tpm_limit=1000, + rpm_limit=100, + model_max_budget={"gpt-4": 50.0}, + budget_duration="monthly", + allowed_models=["gpt-4"], + ) + assert budget.budget_id == "test-budget-id" + assert budget.max_budget == 100.0 + assert budget.soft_budget == 80.0 + assert budget.tpm_limit == 1000 + assert budget.rpm_limit == 100 + assert budget.model_max_budget == {"gpt-4": 50.0} + assert budget.budget_duration == "monthly" + assert budget.allowed_models == ["gpt-4"] + + def test_budget_defaults(self): + budget = LiteLLM_BudgetTable() + assert budget.budget_id is None + assert budget.max_budget is None + assert budget.allowed_models is None + + +class TestCredentials: + def test_credentials_creation(self): + creds = CredentialItem( + credential_name="test-cred", + credential_values={"api_key": "secret123"}, + credential_info={"provider": "openai"}, + ) + assert creds.credential_name == "test-cred" + assert creds.credential_values["api_key"] == "secret123" + assert creds.credential_info["provider"] == "openai" + + def test_create_credential_item_accepts_model_id(self): + item = CreateCredentialItem( + credential_name="from-model", + credential_info={}, + model_id="model-123", + ) + assert item.model_id == "model-123" + assert item.credential_values is None + + def test_create_credential_item_requires_values_or_model_id(self): + with pytest.raises( + ValueError, match="Either credential_values or model_id must be set" + ): + CreateCredentialItem(credential_name="bad", credential_info={}) + + +class TestModel: + def test_model_creation(self): + model = LiteLLM_ProxyModelTable( + model_id="test-model-id", + model_name="gpt-4", + litellm_params={"model": "gpt-4", "api_key": "test"}, + model_info={"team_id": "team-123", "team_public_model_name": "my-gpt4"}, + ) + assert model.model_id == "test-model-id" + assert model.model_name == "gpt-4" + assert model.team_id == "team-123" + assert model.team_public_model_name == "my-gpt4" + + def test_is_blocked(self): + model_blocked = LiteLLM_ProxyModelTable( + model_id="m1", model_name="test", litellm_params={}, blocked=True + ) + model_unblocked = LiteLLM_ProxyModelTable( + model_id="m2", model_name="test", litellm_params={}, blocked=False + ) + assert model_blocked.is_blocked + assert not model_unblocked.is_blocked + + def test_parses_json_string_fields(self): + model = LiteLLM_ProxyModelTable( + model_id="m1", + model_name="gpt-4", + litellm_params='{"model": "gpt-4"}', + model_info='{"team_id": "t1"}', + ) + assert model.litellm_params == {"model": "gpt-4"} + assert model.model_info == {"team_id": "t1"} + + def test_team_helpers_none_when_no_model_info(self): + model = LiteLLM_ProxyModelTable( + model_id="m1", model_name="gpt-4", litellm_params={}, model_info=None + ) + assert model.team_id is None + assert model.team_public_model_name is None + + +class TestObjectPermission: + def test_object_permission_creation(self): + perm = LiteLLM_ObjectPermissionTable( + object_permission_id="test-perm-id", + mcp_servers=["server1", "server2"], + vector_stores=["vs1"], + agents=["agent1"], + models=["gpt-4"], + blocked_tools=["dangerous_tool"], + ) + assert perm.object_permission_id == "test-perm-id" + assert len(perm.mcp_servers) == 2 + assert perm.vector_stores == ["vs1"] + assert perm.agents == ["agent1"] + assert perm.models == ["gpt-4"] + assert perm.blocked_tools == ["dangerous_tool"] + + def test_object_permission_tool_permissions(self): + perm = LiteLLM_ObjectPermissionTable( + object_permission_id="perm-tools", + mcp_tool_permissions={"server1": ["tool1", "tool2"]}, + ) + assert perm.mcp_tool_permissions == {"server1": ["tool1", "tool2"]} + + +class TestOrganization: + def test_organization_creation(self): + org = LiteLLM_OrganizationTable( + organization_id="org-123", + organization_alias="My Org", + budget_id="budget-123", + models=["gpt-4", "claude-3"], + spend=50.0, + created_by="admin", + updated_by="admin", + ) + assert org.organization_id == "org-123" + assert org.organization_alias == "My Org" + assert len(org.models) == 2 + + +class TestProject: + def test_project_creation(self): + project = LiteLLM_ProjectTable( + project_id="proj-123", + project_alias="My Project", + team_id="team-123", + blocked=False, + ) + assert project.project_id == "proj-123" + assert not project.is_blocked + + +class TestTeam: + def test_team_creation(self): + team = LiteLLM_TeamTable( + team_id="team-123", + team_alias="Engineering", + admins=["user1"], + members=["user2", "user3"], + models=["gpt-4"], + max_budget=1000.0, + spend=100.0, + ) + assert team.team_id == "team-123" + assert team.team_alias == "Engineering" + assert team.admins == ["user1"] + assert team.members == ["user2", "user3"] + assert team.models == ["gpt-4"] + assert team.max_budget == 1000.0 + + def test_members_with_roles_parsing(self): + team = LiteLLM_TeamTable( + team_id="t2", + members_with_roles=[ + {"user_id": "user1", "role": "admin"}, + {"user_id": "user2", "role": "user"}, + ], + ) + assert len(team.members_with_roles) == 2 + assert team.members_with_roles[0].user_id == "user1" + assert team.members_with_roles[0].role == "admin" + + def test_members_with_roles_empty_dict_coerced(self): + team = LiteLLM_TeamTable(team_id="t3", members_with_roles={}) + assert team.members_with_roles == [] + + def test_json_string_fields_parsed(self): + team = LiteLLM_TeamTable( + team_id="t4", + metadata='{"k": "v"}', + model_max_budget='{"gpt-4": 5.0}', + ) + assert team.metadata == {"k": "v"} + assert team.model_max_budget == {"gpt-4": 5.0} + + def test_cached_team(self): + cached = LiteLLM_TeamTableCachedObj( + team_id="t1", last_refreshed_at=1234567890.0 + ) + assert cached.last_refreshed_at == 1234567890.0 + + def test_deleted_team(self): + deleted = LiteLLM_DeletedTeamTable( + team_id="t1", + deleted_by="admin", + deleted_at=datetime.utcnow(), + ) + assert deleted.deleted_by == "admin" + assert deleted.deleted_at is not None + + +class TestUser: + def test_user_creation(self): + user = LiteLLM_UserTable( + user_id="user-123", + user_email="test@example.com", + teams=["team1", "team2"], + max_budget=100.0, + spend=25.0, + ) + assert user.user_id == "user-123" + assert user.user_email == "test@example.com" + assert len(user.teams) == 2 + + def test_is_over_budget(self): + user = LiteLLM_UserTable(user_id="u1", max_budget=100.0, spend=150.0) + user_no_budget = LiteLLM_UserTable(user_id="u2", spend=1000.0) + + assert user.is_over_budget() + assert not user_no_budget.is_over_budget() + + def test_has_model_access(self): + user_with_models = LiteLLM_UserTable(user_id="u1", models=["gpt-4"]) + user_no_models = LiteLLM_UserTable(user_id="u2", models=[]) + + assert user_with_models.has_model_access("gpt-4") + assert not user_with_models.has_model_access("gpt-3") + assert user_no_models.has_model_access("any-model") + + def test_password_hash_excluded_from_serialization(self): + from litellm.proxy._types import LiteLLM_UserTableWithKeyCount + + secret = "$2b$12$abcdefghijklmnopqrstuv" + user = LiteLLM_UserTable(user_id="u1", user_email="a@b.c", password=secret) + + assert user.password == secret + assert "password" not in user.model_dump() + assert "password" not in user.model_dump_json() + + with_keys = LiteLLM_UserTableWithKeyCount( + user_id="u1", user_email="a@b.c", password=secret, key_count=2 + ) + assert with_keys.password == secret + assert "password" not in with_keys.model_dump() + assert "password" not in with_keys.model_dump_json() + + +class TestVerificationToken: + def test_verification_token_creation(self): + token = LiteLLM_VerificationToken( + token="sk-test123", + key_name="Test Key", + user_id="user-123", + team_id="team-123", + max_budget=100.0, + spend=25.0, + models=["gpt-4"], + blocked=True, + allowed_routes=["/chat/completions"], + ) + assert token.token == "sk-test123" + assert token.key_name == "Test Key" + assert token.user_id == "user-123" + assert token.team_id == "team-123" + assert token.blocked is True + assert token.models == ["gpt-4"] + assert token.allowed_routes == ["/chat/completions"] + + def test_expires_accepts_string_and_datetime(self): + as_str = LiteLLM_VerificationToken(token="t1", expires="2024-12-31T23:59:59Z") + as_dt = LiteLLM_VerificationToken(token="t2", expires=datetime.utcnow()) + assert as_str.expires == "2024-12-31T23:59:59Z" + assert isinstance(as_dt.expires, datetime) + + def test_deleted_verification_token(self): + deleted = LiteLLM_DeletedVerificationToken( + token="t1", + deleted_by="admin", + deleted_at=datetime.utcnow(), + ) + assert deleted.deleted_by == "admin" + assert deleted.deleted_at is not None + assert deleted.token == "t1" + + +class TestConfigTable: + def test_config_creation(self): + cfg = LiteLLM_Config(param_name="general_settings", param_value={"k": "v"}) + assert cfg.param_name == "general_settings" + assert cfg.param_value == {"k": "v"} + + +class TestSkillsTable: + def test_skills_creation(self): + skill = LiteLLM_SkillsTable( + skill_id="s1", + display_title="My Skill", + source="custom", + file_content=b"zipbytes", + file_name="skill.zip", + ) + assert skill.skill_id == "s1" + assert skill.display_title == "My Skill" + assert skill.file_content == b"zipbytes" + + def test_skills_defaults(self): + skill = LiteLLM_SkillsTable(skill_id="s2") + assert skill.source == "custom" + assert skill.metadata is None + + +class TestAccessGroupTable: + def test_access_group_creation(self): + ag = LiteLLM_AccessGroupTable( + access_group_id="ag1", + access_group_name="group-a", + access_model_names=["gpt-4"], + assigned_team_ids=["t1"], + ) + assert ag.access_group_id == "ag1" + assert ag.access_model_names == ["gpt-4"] + assert ag.assigned_team_ids == ["t1"] + assert ag.access_agent_ids == [] + + +class TestTagTable: + def test_tag_creation(self): + tag = LiteLLM_TagTable( + tag_name="prod", + models=["gpt-4"], + spend=12.5, + budget_id="b1", + ) + assert tag.tag_name == "prod" + assert tag.models == ["gpt-4"] + assert tag.spend == 12.5 + + def test_tag_set_model_info_coerces_none(self): + tag = LiteLLM_TagTable(tag_name="t", spend=None, models=None) + assert tag.spend == 0.0 + assert tag.models == [] + + +class TestEndUserTable: + def test_end_user_creation(self): + eu = LiteLLM_EndUserTable( + user_id="eu1", + blocked=False, + spend=5.0, + allowed_model_region="eu", + default_model="gpt-4", + ) + assert eu.user_id == "eu1" + assert eu.blocked is False + assert eu.allowed_model_region == "eu" + assert eu.default_model == "gpt-4" + + def test_end_user_spend_coerced_when_none(self): + eu = LiteLLM_EndUserTable(user_id="eu2", blocked=True, spend=None) + assert eu.spend == 0.0 + + +class TestBudgetTableFull: + def test_full_adds_server_managed_fields(self): + now = datetime.now() + budget = LiteLLM_BudgetTableFull( + budget_id="b1", max_budget=10.0, created_at=now, budget_reset_at=now + ) + assert budget.created_at == now + assert budget.budget_reset_at == now + assert budget.max_budget == 10.0 + + def test_full_requires_created_at(self): + with pytest.raises(Exception): + LiteLLM_BudgetTableFull(budget_id="b1") + + +class TestTeamMemberTable: + def test_tracks_user_within_team(self): + member = LiteLLM_TeamMemberTable( + user_id="u1", team_id="t1", spend=3.0, budget_id="b1", max_budget=5.0 + ) + assert member.user_id == "u1" + assert member.team_id == "t1" + assert member.spend == 3.0 + assert member.max_budget == 5.0 + + +class TestTeamMembership: + def test_safe_get_limits_with_budget_table(self): + membership = LiteLLM_TeamMembership( + user_id="u1", + team_id="t1", + litellm_budget_table=LiteLLM_BudgetTable(rpm_limit=100, tpm_limit=2000), + ) + assert membership.safe_get_team_member_rpm_limit() == 100 + assert membership.safe_get_team_member_tpm_limit() == 2000 + + def test_safe_get_limits_without_budget_table(self): + membership = LiteLLM_TeamMembership(user_id="u1", team_id="t1") + assert membership.safe_get_team_member_rpm_limit() is None + assert membership.safe_get_team_member_tpm_limit() is None + + def test_full_budget_variant_parsed_for_server_fields(self): + now = datetime.now() + membership = LiteLLM_TeamMembership( + user_id="u1", + team_id="t1", + litellm_budget_table={ + "budget_id": "b1", + "rpm_limit": 7, + "created_at": now, + "budget_reset_at": now, + }, + ) + assert isinstance(membership.litellm_budget_table, LiteLLM_BudgetTableFull) + assert membership.safe_get_team_member_rpm_limit() == 7 + + +class TestMCPServerTable: + def test_mcp_server_defaults(self): + server = LiteLLM_MCPServerTable(server_id="s1", transport="sse") + assert server.server_id == "s1" + assert server.transport == "sse" + assert server.status == "unknown" + assert server.approval_status == "active" + assert server.allow_all_keys is False + assert server.available_on_public_internet is True + assert server.teams == [] + assert server.env == {} + + def test_mcp_server_requires_transport(self): + with pytest.raises(Exception): + LiteLLM_MCPServerTable(server_id="s1") + + +class TestSpendLogs: + def test_spend_logs_creation(self): + log = LiteLLM_SpendLogs( + request_id="r1", + api_key="sk-1", + call_type="completion", + startTime=None, + endTime=None, + messages=None, + response=None, + ) + assert log.request_id == "r1" + assert log.spend == 0.0 + assert log.cache_hit == "False" + + def test_error_logs_creation(self): + log = LiteLLM_ErrorLogs( + request_id="r1", startTime=None, endTime=None, status_code="500" + ) + assert log.request_id == "r1" + assert log.status_code == "500" + + +class TestManagedTables: + def test_managed_file_table(self): + table = LiteLLM_ManagedFileTable( + unified_file_id="f1", + model_mappings={"gpt-4": "file-abc"}, + flat_model_file_ids=["file-abc"], + ) + assert table.unified_file_id == "f1" + assert table.model_mappings == {"gpt-4": "file-abc"} + assert table.flat_model_file_ids == ["file-abc"] + + def test_managed_object_table_requires_purpose(self): + with pytest.raises(Exception): + LiteLLM_ManagedObjectTable( + unified_object_id="o1", model_object_id="m1", file_object={} + ) + + def test_managed_vector_stores_table(self): + table = LiteLLM_ManagedVectorStoresTable( + vector_store_id="vs1", + custom_llm_provider="openai", + vector_store_name=None, + vector_store_description=None, + vector_store_metadata=None, + created_at=None, + updated_at=None, + litellm_credential_name=None, + litellm_params=None, + team_id=None, + user_id=None, + ) + assert table.vector_store_id == "vs1" + assert table.custom_llm_provider == "openai" diff --git a/tests/test_litellm/repositories/test_repositories.py b/tests/test_litellm/repositories/test_repositories.py new file mode 100644 index 00000000000..f22debbae34 --- /dev/null +++ b/tests/test_litellm/repositories/test_repositories.py @@ -0,0 +1,2184 @@ +""" +Tests for gateway repository layer. +""" + +import json +from datetime import datetime +from typing import Any, Dict, List, Optional +from unittest.mock import MagicMock, patch + +import pytest + +from litellm.models.base import DomainModel +from litellm.models.budget import LiteLLM_BudgetTable +from litellm.models.credentials import CredentialItem +from litellm.models.team import LiteLLM_TeamTable +from litellm.repositories.base_repository import BaseRepository +from litellm.repositories.budget_repository import BudgetRepository +from litellm.repositories.config_repository import ConfigRepository +from litellm.repositories.credentials_repository import CredentialsRepository +from litellm.repositories.model_repository import ModelRepository +from litellm.repositories.object_permission_repository import ( + ObjectPermissionRepository, +) +from litellm.repositories.organization_repository import OrganizationRepository +from litellm.repositories.project_repository import ProjectRepository +from litellm.repositories.team_repository import TeamRepository +from litellm.repositories.user_repository import UserRepository +from litellm.repositories.verification_token_repository import ( + VerificationTokenRepository, +) + + +class MockRecord: + """Mock database record for testing.""" + + def __init__(self, data: Dict[str, Any]): + self._data = data if data is not None else {} + + def dict(self) -> Dict[str, Any]: + return self._data.copy() + + def model_dump(self) -> Dict[str, Any]: + return self._data.copy() + + def __getattr__(self, name: str) -> Any: + if name.startswith("_"): + raise AttributeError(name) + return self._data.get(name) + + +class MockTable: + """Mock Prisma table for testing.""" + + def __init__(self, pk_field: Optional[str] = None): + self._records: Dict[str, Dict[str, Any]] = {} + self._pk_field = pk_field + + async def find_unique(self, where: Dict[str, Any]) -> Optional[MockRecord]: + key_field = list(where.keys())[0] + key_value = where[key_field] + data = self._records.get(key_value) + return MockRecord(data) if data else None + + async def find_many( + self, + where: Optional[Dict[str, Any]] = None, + skip: Optional[int] = None, + take: Optional[int] = None, + order: Optional[Dict[str, str]] = None, + ) -> List[MockRecord]: + records = list(self._records.values()) + return [MockRecord(r) for r in records] + + async def create(self, data: Dict[str, Any]) -> MockRecord: + record_data = dict(data) + if self._pk_field and self._pk_field not in record_data: + record_data[self._pk_field] = f"{self._pk_field}-{len(self._records)}" + key = ( + record_data.get(self._pk_field) + if self._pk_field + else record_data.get("id", str(len(self._records))) + ) + self._records[key] = record_data + return MockRecord(record_data) + + async def update( + self, where: Dict[str, Any], data: Dict[str, Any] + ) -> Optional[MockRecord]: + key_field = list(where.keys())[0] + key_value = where[key_field] + if key_value in self._records: + for field, value in data.items(): + if isinstance(value, dict) and "push" in value: + current = self._records[key_value].get(field, []) + push_val = value["push"] + if isinstance(push_val, list): + current.extend(push_val) + else: + current.append(push_val) + self._records[key_value][field] = current + else: + self._records[key_value][field] = value + return MockRecord(self._records[key_value]) + return None + + async def delete(self, where: Dict[str, Any]) -> Optional[MockRecord]: + key_field = list(where.keys())[0] + key_value = where[key_field] + data = self._records.pop(key_value, None) + return MockRecord(data) if data else None + + async def count(self, where: Optional[Dict[str, Any]] = None) -> int: + return len(self._records) + + async def upsert(self, where: Dict[str, Any], data: Dict[str, Any]) -> MockRecord: + key_field = list(where.keys())[0] + key_value = where[key_field] + if key_value in self._records: + self._records[key_value].update(data.get("update", {})) + else: + self._records[key_value] = data.get("create", {}) + return MockRecord(self._records[key_value]) + + +class MockPrismaClient: + """Mock Prisma client for testing.""" + + def __init__(self): + self.db = MagicMock() + self.db.litellm_budgettable = MockTable() + self.db.litellm_proxymodeltable = MockTable(pk_field="model_id") + self.db.litellm_teamtable = MockTable() + self.db.litellm_deletedteamtable = MockTable() + self.db.litellm_usertable = MockTable() + self.db.litellm_verificationtoken = MockTable() + self.db.litellm_deletedverificationtoken = MockTable() + self.db.litellm_config = MockTable() + self.db.litellm_organizationtable = MockTable() + self.db.litellm_projecttable = MockTable(pk_field="project_id") + self.db.litellm_objectpermissiontable = MockTable( + pk_field="object_permission_id" + ) + self.db.litellm_credentialstable = MockTable() + + +class TestBaseRepository: + @pytest.fixture + def prisma_client(self): + return MockPrismaClient() + + def test_prisma_client_none_raises(self): + class TestRepo(BaseRepository[LiteLLM_BudgetTable]): + @property + def table(self): + return None + + @property + def model_class(self): + return LiteLLM_BudgetTable + + repo = TestRepo(None) + with pytest.raises(RuntimeError, match="No DB Connected"): + _ = repo.prisma_client + + @pytest.mark.asyncio + async def test_find_many(self, prisma_client): + repo = BudgetRepository(prisma_client) + prisma_client.db.litellm_budgettable._records = { + "b1": {"budget_id": "b1", "max_budget": 100.0}, + "b2": {"budget_id": "b2", "max_budget": 200.0}, + } + budgets = await repo.find_many() + assert len(budgets) == 2 + + @pytest.mark.asyncio + async def test_count(self, prisma_client): + repo = BudgetRepository(prisma_client) + prisma_client.db.litellm_budgettable._records = { + "b1": {"budget_id": "b1"}, + "b2": {"budget_id": "b2"}, + } + count = await repo.count() + assert count == 2 + + @pytest.mark.asyncio + async def test_exists(self, prisma_client): + repo = BudgetRepository(prisma_client) + prisma_client.db.litellm_budgettable._records = { + "b1": {"budget_id": "b1"}, + } + assert await repo.exists("b1", id_field="budget_id") + assert not await repo.exists("nonexistent", id_field="budget_id") + + @pytest.mark.asyncio + async def test_find_many_with_all_kwargs(self, prisma_client): + repo = BudgetRepository(prisma_client) + prisma_client.db.litellm_budgettable._records = { + "b1": {"budget_id": "b1", "max_budget": 100.0}, + } + budgets = await repo.find_many( + where={"budget_id": "b1"}, skip=0, take=10, order={"budget_id": "asc"} + ) + assert len(budgets) == 1 + + def test_record_to_dict_branches(self): + from litellm.repositories.base_repository import _record_to_dict + + assert _record_to_dict({"a": 1}) == {"a": 1} + + class WithModelDump: + def model_dump(self): + return {"src": "model_dump"} + + assert _record_to_dict(WithModelDump()) == {"src": "model_dump"} + + class WithDict: + def dict(self): + return {"src": "dict"} + + assert _record_to_dict(WithDict()) == {"src": "dict"} + + assert _record_to_dict([("k", "v")]) == {"k": "v"} + + +class TestBudgetRepository: + @pytest.fixture + def repo(self): + client = MockPrismaClient() + return BudgetRepository(client) + + @pytest.mark.asyncio + async def test_create_budget(self, repo): + budget = await repo.create_budget( + created_by="test-user", + max_budget=100.0, + soft_budget=80.0, + tpm_limit=1000, + ) + assert budget.max_budget == 100.0 + assert budget.soft_budget == 80.0 + assert budget.tpm_limit == 1000 + + @pytest.mark.asyncio + async def test_create_budget_all_fields(self, repo): + budget = await repo.create_budget( + created_by="test-user", + max_budget=100.0, + soft_budget=80.0, + max_parallel_requests=10, + tpm_limit=1000, + rpm_limit=100, + model_max_budget={"gpt-4": 50.0}, + budget_duration="monthly", + allowed_models=["gpt-4", "gpt-3.5-turbo"], + ) + assert budget.max_budget == 100.0 + assert budget.max_parallel_requests == 10 + + @pytest.mark.asyncio + async def test_update_budget(self, repo): + await repo.create_budget(created_by="test-user", max_budget=100.0) + repo._prisma_client.db.litellm_budgettable._records["budget-1"] = { + "budget_id": "budget-1", + "max_budget": 100.0, + } + + updated = await repo.update_budget( + budget_id="budget-1", + updated_by="test-user", + max_budget=200.0, + ) + assert updated.max_budget == 200.0 + + @pytest.mark.asyncio + async def test_delete_budget(self, repo): + repo._prisma_client.db.litellm_budgettable._records["budget-1"] = { + "budget_id": "budget-1", + "max_budget": 100.0, + } + deleted = await repo.delete_budget("budget-1") + assert deleted is not None + assert "budget-1" not in repo._prisma_client.db.litellm_budgettable._records + + @pytest.mark.asyncio + async def test_find_by_id(self, repo): + repo._prisma_client.db.litellm_budgettable._records["budget-1"] = { + "budget_id": "budget-1", + "max_budget": 100.0, + } + budget = await repo.find_by_id("budget-1") + assert budget is not None + assert budget.budget_id == "budget-1" + + +class TestModelRepository: + @pytest.fixture + def repo(self): + client = MockPrismaClient() + return ModelRepository(client) + + @pytest.mark.asyncio + @patch( + "litellm.repositories.model_repository.encrypt_value_helper", + side_effect=lambda v, **kw: f"encrypted_{v}", + ) + @patch( + "litellm.repositories.model_repository.decrypt_value_helper", + side_effect=lambda v, **kw: v, + ) + async def test_create_model_encrypts_params(self, mock_decrypt, mock_encrypt, repo): + model = await repo.create_model( + model_name="gpt-4", + litellm_params={"api_key": "sk-secret"}, + created_by="test-user", + ) + assert model is not None + mock_encrypt.assert_called() + + @pytest.mark.asyncio + @patch( + "litellm.repositories.model_repository.encrypt_value_helper", + side_effect=lambda v, **kw: f"encrypted_{v}", + ) + @patch( + "litellm.repositories.model_repository.decrypt_value_helper", + side_effect=lambda v, **kw: v, + ) + async def test_create_model_all_fields(self, mock_decrypt, mock_encrypt, repo): + model = await repo.create_model( + model_name="gpt-4-turbo", + litellm_params={ + "api_key": "sk-secret", + "api_base": "https://api.openai.com", + }, + created_by="admin", + model_id="custom-model-id", + model_info={"team_id": "team-1", "description": "GPT-4 Turbo model"}, + blocked=True, + ) + assert model is not None + assert model.model_name == "gpt-4-turbo" + + @pytest.mark.asyncio + @patch( + "litellm.repositories.model_repository.encrypt_value_helper", + side_effect=lambda v, **kw: f"encrypted_{v}", + ) + @patch( + "litellm.repositories.model_repository.decrypt_value_helper", + side_effect=lambda v, **kw: v, + ) + async def test_update_model_all_fields(self, mock_decrypt, mock_encrypt, repo): + repo._prisma_client.db.litellm_proxymodeltable._records["model-full"] = { + "model_id": "model-full", + "model_name": "old-name", + "litellm_params": '{"api_key": "old"}', + "blocked": False, + } + updated = await repo.update_model( + model_id="model-full", + updated_by="admin", + model_name="new-name", + litellm_params={"api_key": "new-key"}, + model_info={"updated": True}, + blocked=True, + ) + assert updated.model_name == "new-name" + + @pytest.mark.asyncio + @patch( + "litellm.repositories.model_repository.decrypt_value_helper", + side_effect=lambda v, **kw: v, + ) + async def test_find_all(self, mock_decrypt, repo): + repo._prisma_client.db.litellm_proxymodeltable._records = { + "m1": { + "model_id": "m1", + "model_name": "gpt-4", + "litellm_params": '{"model": "gpt-4"}', + "blocked": False, + }, + "m2": { + "model_id": "m2", + "model_name": "claude-3", + "litellm_params": '{"model": "claude-3"}', + "blocked": False, + }, + } + models = await repo.find_all() + assert len(models) == 2 + + @pytest.mark.asyncio + @patch( + "litellm.repositories.model_repository.decrypt_value_helper", + side_effect=lambda v, **kw: v, + ) + async def test_find_unblocked(self, mock_decrypt, repo): + repo._prisma_client.db.litellm_proxymodeltable._records = { + "m1": { + "model_id": "m1", + "model_name": "gpt-4", + "litellm_params": '{"model": "gpt-4"}', + "blocked": False, + }, + } + models = await repo.find_unblocked() + assert len(models) == 1 + + @pytest.mark.asyncio + @patch( + "litellm.repositories.model_repository.decrypt_value_helper", + side_effect=lambda v, **kw: v, + ) + async def test_find_by_name(self, mock_decrypt, repo): + repo._prisma_client.db.litellm_proxymodeltable._records = { + "m1": { + "model_id": "m1", + "model_name": "gpt-4", + "litellm_params": '{"model": "gpt-4"}', + }, + } + models = await repo.find_by_name("gpt-4") + assert len(models) == 1 + + @pytest.mark.asyncio + @patch( + "litellm.repositories.model_repository.encrypt_value_helper", + side_effect=lambda v, **kw: v, + ) + @patch( + "litellm.repositories.model_repository.decrypt_value_helper", + side_effect=lambda v, **kw: v, + ) + async def test_update_model(self, mock_decrypt, mock_encrypt, repo): + repo._prisma_client.db.litellm_proxymodeltable._records["m1"] = { + "model_id": "m1", + "model_name": "gpt-4", + "litellm_params": '{"model": "gpt-4"}', + "blocked": False, + } + updated = await repo.update_model( + model_id="m1", + updated_by="test-user", + blocked=True, + ) + assert updated.blocked is True + + @pytest.mark.asyncio + @patch( + "litellm.repositories.model_repository.decrypt_value_helper", + side_effect=lambda v, **kw: v, + ) + async def test_delete_model(self, mock_decrypt, repo): + repo._prisma_client.db.litellm_proxymodeltable._records["m1"] = { + "model_id": "m1", + "model_name": "gpt-4", + "litellm_params": '{"model": "gpt-4"}', + } + deleted = await repo.delete_model("m1") + assert deleted is not None + + @pytest.mark.asyncio + @patch( + "litellm.repositories.model_repository.encrypt_value_helper", + side_effect=lambda v, **kw: v, + ) + @patch( + "litellm.repositories.model_repository.decrypt_value_helper", + side_effect=lambda v, **kw: v, + ) + async def test_block_unblock_model(self, mock_decrypt, mock_encrypt, repo): + repo._prisma_client.db.litellm_proxymodeltable._records["m1"] = { + "model_id": "m1", + "model_name": "gpt-4", + "litellm_params": '{"model": "gpt-4"}', + "blocked": False, + } + blocked = await repo.block_model("m1", "admin") + assert blocked.blocked is True + + unblocked = await repo.unblock_model("m1", "admin") + assert unblocked.blocked is False + + +class TestTeamRepository: + @pytest.fixture + def repo(self): + client = MockPrismaClient() + return TeamRepository(client) + + @pytest.mark.asyncio + async def test_create_team(self, repo): + team = await repo.create_team( + team_id="team-123", + team_alias="Engineering", + admins=["user1"], + members=["user2", "user3"], + ) + assert team.team_id == "team-123" + assert team.team_alias == "Engineering" + + @pytest.mark.asyncio + async def test_create_team_all_fields(self, repo): + team = await repo.create_team( + team_id="team-123", + team_alias="Engineering", + organization_id="org-1", + admins=["admin1"], + members=["user1"], + members_with_roles=[{"user_id": "user1", "role": "user"}], + metadata={"dept": "engineering"}, + max_budget=1000.0, + soft_budget=800.0, + models=["gpt-4"], + max_parallel_requests=10, + tpm_limit=50000, + rpm_limit=500, + budget_duration="monthly", + object_permission_id="perm-1", + ) + assert team.team_id == "team-123" + assert team.organization_id == "org-1" + + @pytest.mark.asyncio + async def test_update_team(self, repo): + repo._prisma_client.db.litellm_teamtable._records["team-1"] = { + "team_id": "team-1", + "team_alias": "Test", + "admins": [], + "members": [], + "models": [], + } + updated = await repo.update_team( + team_id="team-1", + team_alias="Updated Team", + blocked=True, + ) + assert updated.team_alias == "Updated Team" + + @pytest.mark.asyncio + async def test_update_team_all_fields(self, repo): + repo._prisma_client.db.litellm_teamtable._records["team-full"] = { + "team_id": "team-full", + "team_alias": "Test", + "admins": [], + "members": [], + "models": [], + } + updated = await repo.update_team( + team_id="team-full", + team_alias="Fully Updated", + organization_id="org-new", + admins=["admin1"], + members=["member1"], + members_with_roles=[{"user_id": "user1", "role": "admin"}], + metadata={"updated": True}, + max_budget=500.0, + soft_budget=400.0, + models=["gpt-4", "claude-3"], + max_parallel_requests=20, + tpm_limit=100000, + rpm_limit=1000, + budget_duration="weekly", + blocked=False, + object_permission_id="perm-new", + ) + assert updated.team_alias == "Fully Updated" + + @pytest.mark.asyncio + async def test_add_member(self, repo): + repo._prisma_client.db.litellm_teamtable._records["team-1"] = { + "team_id": "team-1", + "team_alias": "Test", + "admins": [], + "members": ["user1"], + "models": [], + } + + team = await repo.add_member("team-1", "user2") + assert "user2" in team.members + + @pytest.mark.asyncio + async def test_add_member_nonexistent_team(self, repo): + result = await repo.add_member("nonexistent", "user1") + assert result is None + + @pytest.mark.asyncio + async def test_remove_member(self, repo): + repo._prisma_client.db.litellm_teamtable._records["team-1"] = { + "team_id": "team-1", + "team_alias": "Test", + "admins": [], + "members": ["user1", "user2"], + "models": [], + } + + team = await repo.remove_member("team-1", "user2") + assert "user2" not in team.members + + @pytest.mark.asyncio + async def test_add_admin(self, repo): + repo._prisma_client.db.litellm_teamtable._records["team-1"] = { + "team_id": "team-1", + "team_alias": "Test", + "admins": [], + "members": [], + "models": [], + } + team = await repo.add_admin("team-1", "admin1") + assert "admin1" in team.admins + + @pytest.mark.asyncio + async def test_remove_admin(self, repo): + repo._prisma_client.db.litellm_teamtable._records["team-1"] = { + "team_id": "team-1", + "team_alias": "Test", + "admins": ["admin1", "admin2"], + "members": [], + "models": [], + } + team = await repo.remove_admin("team-1", "admin2") + assert "admin2" not in team.admins + + @pytest.mark.asyncio + async def test_add_models(self, repo): + repo._prisma_client.db.litellm_teamtable._records["team-1"] = { + "team_id": "team-1", + "team_alias": "Test", + "admins": [], + "members": [], + "models": ["gpt-3.5-turbo"], + } + team = await repo.add_models("team-1", ["gpt-4"]) + assert "gpt-4" in team.models + + @pytest.mark.asyncio + async def test_remove_models(self, repo): + repo._prisma_client.db.litellm_teamtable._records["team-1"] = { + "team_id": "team-1", + "team_alias": "Test", + "admins": [], + "members": [], + "models": ["gpt-3.5-turbo", "gpt-4"], + } + team = await repo.remove_models("team-1", ["gpt-4"]) + assert "gpt-4" not in team.models + + @pytest.mark.asyncio + async def test_update_spend(self, repo): + repo._prisma_client.db.litellm_teamtable._records["team-1"] = { + "team_id": "team-1", + "team_alias": "Test", + "admins": [], + "members": [], + "models": [], + "spend": 0.0, + } + team = await repo.update_spend("team-1", 50.0) + assert team.spend == 50.0 + + @pytest.mark.asyncio + async def test_find_by_alias(self, repo): + repo._prisma_client.db.litellm_teamtable._records["team-1"] = { + "team_id": "team-1", + "team_alias": "Engineering", + "admins": [], + "members": [], + "models": [], + } + team = await repo.find_by_alias("Engineering") + assert team is not None + assert team.team_id == "team-1" + + @pytest.mark.asyncio + async def test_find_by_organization_id(self, repo): + repo._prisma_client.db.litellm_teamtable._records["team-1"] = { + "team_id": "team-1", + "organization_id": "org-1", + "admins": [], + "members": [], + "models": [], + } + teams = await repo.find_by_organization_id("org-1") + assert len(teams) == 1 + + @pytest.mark.asyncio + async def test_find_by_member(self, repo): + repo._prisma_client.db.litellm_teamtable._records["team-1"] = { + "team_id": "team-1", + "admins": [], + "members": ["user1"], + "models": [], + } + teams = await repo.find_by_member("user1") + assert len(teams) == 1 + + @pytest.mark.asyncio + async def test_find_by_admin(self, repo): + repo._prisma_client.db.litellm_teamtable._records["team-1"] = { + "team_id": "team-1", + "admins": ["admin1"], + "members": [], + "models": [], + } + teams = await repo.find_by_admin("admin1") + assert len(teams) == 1 + + +class TestUserRepository: + @pytest.fixture + def repo(self): + client = MockPrismaClient() + return UserRepository(client) + + @pytest.mark.asyncio + async def test_create_user(self, repo): + user = await repo.create_user( + user_id="user-123", + user_email="test@example.com", + teams=["team1"], + ) + assert user.user_id == "user-123" + + @pytest.mark.asyncio + async def test_create_user_all_fields(self, repo): + user = await repo.create_user( + user_id="user-123", + user_alias="testuser", + team_id="team-1", + sso_user_id="sso-123", + organization_id="org-1", + password="hashed_password", + teams=["team1", "team2"], + user_role="admin", + max_budget=500.0, + user_email="test@example.com", + models=["gpt-4"], + metadata={"department": "engineering"}, + max_parallel_requests=5, + tpm_limit=10000, + rpm_limit=100, + budget_duration="monthly", + allowed_cache_controls=["no-cache"], + policies=["policy-1"], + object_permission_id="perm-1", + ) + assert user.user_id == "user-123" + assert user.user_alias == "testuser" + + @pytest.mark.asyncio + async def test_update_user(self, repo): + repo._prisma_client.db.litellm_usertable._records["user-1"] = { + "user_id": "user-1", + "teams": [], + "models": [], + } + updated = await repo.update_user( + user_id="user-1", + user_email="updated@example.com", + ) + assert updated.user_email == "updated@example.com" + + @pytest.mark.asyncio + async def test_delete_user(self, repo): + repo._prisma_client.db.litellm_usertable._records["user-1"] = { + "user_id": "user-1", + "teams": [], + "models": [], + } + deleted = await repo.delete_user("user-1") + assert deleted is not None + + @pytest.mark.asyncio + async def test_add_to_team(self, repo): + repo._prisma_client.db.litellm_usertable._records["user-1"] = { + "user_id": "user-1", + "teams": ["team1"], + "models": [], + } + + user = await repo.add_to_team("user-1", "team2") + assert "team2" in user.teams + + @pytest.mark.asyncio + async def test_add_to_team_nonexistent_user(self, repo): + result = await repo.add_to_team("nonexistent", "team1") + assert result is None + + @pytest.mark.asyncio + async def test_remove_from_team(self, repo): + repo._prisma_client.db.litellm_usertable._records["user-1"] = { + "user_id": "user-1", + "teams": ["team1", "team2"], + "models": [], + } + user = await repo.remove_from_team("user-1", "team2") + assert "team2" not in user.teams + + @pytest.mark.asyncio + async def test_update_spend(self, repo): + repo._prisma_client.db.litellm_usertable._records["user-1"] = { + "user_id": "user-1", + "teams": [], + "models": [], + "spend": 0.0, + } + user = await repo.update_spend("user-1", 25.0) + assert user.spend == 25.0 + + @pytest.mark.asyncio + async def test_find_by_email(self, repo): + repo._prisma_client.db.litellm_usertable._records["user-1"] = { + "user_id": "user-1", + "user_email": "test@example.com", + "teams": [], + "models": [], + } + user = await repo.find_by_email("test@example.com") + assert user is not None + + @pytest.mark.asyncio + async def test_find_by_sso_id(self, repo): + repo._prisma_client.db.litellm_usertable._records["sso-123"] = { + "user_id": "user-1", + "sso_user_id": "sso-123", + "teams": [], + "models": [], + } + user = await repo.find_by_sso_id("sso-123") + assert user is not None + + @pytest.mark.asyncio + async def test_find_by_organization_id(self, repo): + repo._prisma_client.db.litellm_usertable._records["user-1"] = { + "user_id": "user-1", + "organization_id": "org-1", + "teams": [], + "models": [], + } + users = await repo.find_by_organization_id("org-1") + assert len(users) == 1 + + @pytest.mark.asyncio + async def test_find_by_team_id(self, repo): + repo._prisma_client.db.litellm_usertable._records["user-1"] = { + "user_id": "user-1", + "teams": ["team-1"], + "models": [], + } + users = await repo.find_by_team_id("team-1") + assert len(users) == 1 + + +class TestVerificationTokenRepository: + @pytest.fixture + def repo(self): + client = MockPrismaClient() + return VerificationTokenRepository(client) + + @pytest.mark.asyncio + async def test_create_token(self, repo): + token = await repo.create_token( + token="sk-test123", + key_name="Test Key", + user_id="user-123", + max_budget=100.0, + ) + assert token.token == "sk-test123" + assert token.key_name == "Test Key" + + @pytest.mark.asyncio + async def test_create_token_all_fields(self, repo): + token = await repo.create_token( + token="sk-test123", + key_name="Test Key", + key_alias="test-alias", + max_budget=100.0, + expires=datetime(2025, 12, 31), + models=["gpt-4"], + aliases={"alias1": "value1"}, + config={"setting": "value"}, + user_id="user-123", + team_id="team-1", + agent_id="agent-1", + project_id="project-1", + max_parallel_requests=5, + metadata={"key": "value"}, + tpm_limit=10000, + rpm_limit=100, + budget_duration="monthly", + allowed_cache_controls=["no-cache"], + allowed_routes=["/v1/completions"], + permissions={"read": True}, + org_id="org-1", + created_by="admin", + object_permission_id="perm-1", + access_group_ids=["group-1"], + budget_id="budget-1", + ) + assert token.token == "sk-test123" + + @pytest.mark.asyncio + async def test_update_token(self, repo): + repo._prisma_client.db.litellm_verificationtoken._records["sk-test"] = { + "token": "sk-test", + "blocked": False, + } + updated = await repo.update_token( + token="sk-test", + key_name="Updated Key", + ) + assert updated.key_name == "Updated Key" + + @pytest.mark.asyncio + async def test_block_token(self, repo): + repo._prisma_client.db.litellm_verificationtoken._records["sk-test"] = { + "token": "sk-test", + "blocked": False, + } + + token = await repo.block_token("sk-test", updated_by="admin") + assert token.blocked is True + + @pytest.mark.asyncio + async def test_unblock_token(self, repo): + repo._prisma_client.db.litellm_verificationtoken._records["sk-test"] = { + "token": "sk-test", + "blocked": True, + } + token = await repo.unblock_token("sk-test", updated_by="admin") + assert token.blocked is False + + @pytest.mark.asyncio + async def test_update_spend(self, repo): + repo._prisma_client.db.litellm_verificationtoken._records["sk-test"] = { + "token": "sk-test", + "spend": 0.0, + } + token = await repo.update_spend("sk-test", 15.0) + assert token.spend == 15.0 + + @pytest.mark.asyncio + async def test_update_last_active(self, repo): + repo._prisma_client.db.litellm_verificationtoken._records["sk-test"] = { + "token": "sk-test", + } + token = await repo.update_last_active("sk-test") + assert token.last_active is not None + + @pytest.mark.asyncio + async def test_find_by_alias(self, repo): + repo._prisma_client.db.litellm_verificationtoken._records["sk-test"] = { + "token": "sk-test", + "key_alias": "my-key", + } + token = await repo.find_by_alias("my-key") + assert token is not None + + @pytest.mark.asyncio + async def test_find_by_user_id(self, repo): + repo._prisma_client.db.litellm_verificationtoken._records["sk-test"] = { + "token": "sk-test", + "user_id": "user-1", + } + tokens = await repo.find_by_user_id("user-1") + assert len(tokens) == 1 + + @pytest.mark.asyncio + async def test_find_by_team_id(self, repo): + repo._prisma_client.db.litellm_verificationtoken._records["sk-test"] = { + "token": "sk-test", + "team_id": "team-1", + } + tokens = await repo.find_by_team_id("team-1") + assert len(tokens) == 1 + + @pytest.mark.asyncio + async def test_find_by_project_id(self, repo): + repo._prisma_client.db.litellm_verificationtoken._records["sk-test"] = { + "token": "sk-test", + "project_id": "project-1", + } + tokens = await repo.find_by_project_id("project-1") + assert len(tokens) == 1 + + +class TestOrganizationRepository: + @pytest.fixture + def repo(self): + client = MockPrismaClient() + return OrganizationRepository(client) + + @pytest.mark.asyncio + async def test_create_organization(self, repo): + org = await repo.create_organization( + organization_alias="Acme Corp", + budget_id="budget-1", + created_by="admin", + ) + assert org.organization_alias == "Acme Corp" + + @pytest.mark.asyncio + async def test_create_organization_all_fields(self, repo): + org = await repo.create_organization( + organization_alias="Acme Corp", + budget_id="budget-1", + created_by="admin", + organization_id="org-123", + metadata={"industry": "tech"}, + models=["gpt-4"], + object_permission_id="perm-1", + ) + assert org.organization_alias == "Acme Corp" + + @pytest.mark.asyncio + async def test_update_organization(self, repo): + repo._prisma_client.db.litellm_organizationtable._records["org-1"] = { + "organization_id": "org-1", + "organization_alias": "Old Name", + "budget_id": "b1", + "created_by": "admin", + "updated_by": "admin", + } + updated = await repo.update_organization( + organization_id="org-1", + updated_by="admin", + organization_alias="New Name", + ) + assert updated.organization_alias == "New Name" + + @pytest.mark.asyncio + async def test_update_organization_all_fields(self, repo): + repo._prisma_client.db.litellm_organizationtable._records["org-full"] = { + "organization_id": "org-full", + "organization_alias": "Old Name", + "budget_id": "b1", + "created_by": "admin", + "updated_by": "admin", + } + updated = await repo.update_organization( + organization_id="org-full", + updated_by="admin", + organization_alias="Fully Updated", + budget_id="budget-new", + metadata={"updated": True}, + models=["gpt-4", "claude-3"], + object_permission_id="perm-new", + ) + assert updated.organization_alias == "Fully Updated" + + @pytest.mark.asyncio + async def test_delete_organization(self, repo): + repo._prisma_client.db.litellm_organizationtable._records["org-1"] = { + "organization_id": "org-1", + "organization_alias": "Acme", + "budget_id": "b1", + "created_by": "admin", + "updated_by": "admin", + } + deleted = await repo.delete_organization("org-1") + assert deleted is not None + + @pytest.mark.asyncio + async def test_update_spend(self, repo): + repo._prisma_client.db.litellm_organizationtable._records["org-1"] = { + "organization_id": "org-1", + "organization_alias": "Acme", + "spend": 0.0, + "budget_id": "b1", + "created_by": "admin", + "updated_by": "admin", + } + org = await repo.update_spend("org-1", 100.0) + assert org.spend == 100.0 + + @pytest.mark.asyncio + async def test_find_by_alias(self, repo): + repo._prisma_client.db.litellm_organizationtable._records["org-1"] = { + "organization_id": "org-1", + "organization_alias": "Acme", + "budget_id": "b1", + "created_by": "admin", + "updated_by": "admin", + } + org = await repo.find_by_alias("Acme") + assert org is not None + + +class TestProjectRepository: + @pytest.fixture + def repo(self): + client = MockPrismaClient() + return ProjectRepository(client) + + @pytest.mark.asyncio + async def test_create_project(self, repo): + project = await repo.create_project( + created_by="admin", + project_alias="My Project", + ) + assert project.project_alias == "My Project" + + @pytest.mark.asyncio + async def test_create_project_all_fields(self, repo): + project = await repo.create_project( + created_by="admin", + project_id="proj-123", + project_alias="My Project", + description="A test project", + team_id="team-1", + budget_id="budget-1", + metadata={"env": "dev"}, + models=["gpt-4"], + model_rpm_limit={"gpt-4": 100}, + model_tpm_limit={"gpt-4": 10000}, + object_permission_id="perm-1", + ) + assert project.project_alias == "My Project" + + @pytest.mark.asyncio + async def test_update_project(self, repo): + repo._prisma_client.db.litellm_projecttable._records["proj-1"] = { + "project_id": "proj-1", + "project_alias": "Old Name", + } + updated = await repo.update_project( + project_id="proj-1", + updated_by="admin", + project_alias="New Name", + blocked=True, + ) + assert updated.project_alias == "New Name" + + @pytest.mark.asyncio + async def test_update_project_all_fields(self, repo): + repo._prisma_client.db.litellm_projecttable._records["proj-full"] = { + "project_id": "proj-full", + "project_alias": "Old Name", + } + updated = await repo.update_project( + project_id="proj-full", + updated_by="admin", + project_alias="Fully Updated", + description="New description", + team_id="team-new", + budget_id="budget-new", + metadata={"updated": True}, + models=["gpt-4", "claude-3"], + model_rpm_limit={"gpt-4": 200}, + model_tpm_limit={"gpt-4": 20000}, + blocked=False, + object_permission_id="perm-new", + ) + assert updated.project_alias == "Fully Updated" + + @pytest.mark.asyncio + async def test_delete_project(self, repo): + repo._prisma_client.db.litellm_projecttable._records["proj-1"] = { + "project_id": "proj-1", + } + deleted = await repo.delete_project("proj-1") + assert deleted is not None + + @pytest.mark.asyncio + async def test_update_spend(self, repo): + repo._prisma_client.db.litellm_projecttable._records["proj-1"] = { + "project_id": "proj-1", + "spend": 0.0, + } + project = await repo.update_spend("proj-1", 50.0) + assert project.spend == 50.0 + + @pytest.mark.asyncio + async def test_find_by_alias(self, repo): + repo._prisma_client.db.litellm_projecttable._records["proj-1"] = { + "project_id": "proj-1", + "project_alias": "MyProject", + } + project = await repo.find_by_alias("MyProject") + assert project is not None + + @pytest.mark.asyncio + async def test_find_by_team_id(self, repo): + repo._prisma_client.db.litellm_projecttable._records["proj-1"] = { + "project_id": "proj-1", + "team_id": "team-1", + } + projects = await repo.find_by_team_id("team-1") + assert len(projects) == 1 + + +class TestObjectPermissionRepository: + @pytest.fixture + def repo(self): + client = MockPrismaClient() + return ObjectPermissionRepository(client) + + @pytest.mark.asyncio + async def test_create_permission(self, repo): + perm = await repo.create_permission( + mcp_servers=["server1"], + models=["gpt-4"], + ) + assert perm.mcp_servers == ["server1"] + + @pytest.mark.asyncio + async def test_create_permission_all_fields(self, repo): + perm = await repo.create_permission( + mcp_servers=["server1"], + mcp_access_groups=["group1"], + mcp_tool_permissions={"tool1": ["read", "write"]}, + vector_stores=["store1"], + agents=["agent1"], + agent_access_groups=["agent-group1"], + models=["gpt-4"], + blocked_tools=["tool2"], + mcp_toolsets=["toolset1"], + search_tools=["search1"], + ) + assert perm.mcp_servers == ["server1"] + assert perm.agents == ["agent1"] + + @pytest.mark.asyncio + async def test_update_permission(self, repo): + repo._prisma_client.db.litellm_objectpermissiontable._records["perm-1"] = { + "object_permission_id": "perm-1", + "models": ["gpt-3.5-turbo"], + } + updated = await repo.update_permission( + object_permission_id="perm-1", + models=["gpt-4"], + ) + assert updated.models == ["gpt-4"] + + @pytest.mark.asyncio + async def test_update_permission_all_fields(self, repo): + repo._prisma_client.db.litellm_objectpermissiontable._records["perm-full"] = { + "object_permission_id": "perm-full", + "models": [], + } + updated = await repo.update_permission( + object_permission_id="perm-full", + mcp_servers=["server-new"], + mcp_access_groups=["group-new"], + mcp_tool_permissions={"tool": ["exec"]}, + vector_stores=["store-new"], + agents=["agent-new"], + agent_access_groups=["ag-new"], + models=["gpt-4", "claude-3"], + blocked_tools=["blocked-tool"], + mcp_toolsets=["toolset-new"], + search_tools=["search-new"], + ) + assert updated.mcp_servers == ["server-new"] + + @pytest.mark.asyncio + async def test_delete_permission(self, repo): + repo._prisma_client.db.litellm_objectpermissiontable._records["perm-1"] = { + "object_permission_id": "perm-1", + } + deleted = await repo.delete_permission("perm-1") + assert deleted is not None + + +class TestCredentialsRepository: + @pytest.fixture + def repo(self): + client = MockPrismaClient() + return CredentialsRepository(client) + + @pytest.mark.asyncio + async def test_create(self, repo): + record = await repo.create( + data={ + "credential_name": "my-api-key", + "credential_values": {"api_key": "encrypted_secret"}, + "credential_info": {"provider": "openai"}, + "created_by": "admin", + "updated_by": "admin", + } + ) + assert record.credential_name == "my-api-key" + cred = repo._to_model(record) + assert cred.credential_name == "my-api-key" + assert cred.credential_info == {"provider": "openai"} + assert cred.credential_values == {"api_key": "encrypted_secret"} + + @pytest.mark.asyncio + async def test_find_by_name_returns_stored_values_without_decryption(self, repo): + repo._prisma_client.db.litellm_credentialstable._records["my-key"] = { + "credential_id": "cred-1", + "credential_name": "my-key", + "credential_values": {"api_key": "encrypted_secret"}, + "credential_info": {"provider": "openai"}, + } + cred = await repo.find_by_name("my-key") + assert isinstance(cred, CredentialItem) + assert cred.credential_values == {"api_key": "encrypted_secret"} + assert cred.credential_info == {"provider": "openai"} + + @pytest.mark.asyncio + async def test_find_by_name_missing(self, repo): + assert await repo.find_by_name("nonexistent") is None + + @pytest.mark.asyncio + async def test_update_by_name(self, repo): + repo._prisma_client.db.litellm_credentialstable._records["my-key"] = { + "credential_id": "cred-1", + "credential_name": "my-key", + "credential_values": {"api_key": "old"}, + "credential_info": {}, + } + await repo.update_by_name( + "my-key", + data={"credential_values": {"api_key": "new"}, "updated_by": "admin"}, + ) + cred = await repo.find_by_name("my-key") + assert cred.credential_values == {"api_key": "new"} + + @pytest.mark.asyncio + async def test_delete_by_name(self, repo): + repo._prisma_client.db.litellm_credentialstable._records["my-key"] = { + "credential_id": "cred-1", + "credential_name": "my-key", + "credential_values": {"api_key": "secret"}, + "credential_info": {}, + } + await repo.delete_by_name("my-key") + assert await repo.find_by_name("my-key") is None + + @pytest.mark.asyncio + async def test_find_all(self, repo): + repo._prisma_client.db.litellm_credentialstable._records["k1"] = { + "credential_name": "k1", + "credential_values": {"api_key": "a"}, + "credential_info": {}, + } + repo._prisma_client.db.litellm_credentialstable._records["k2"] = { + "credential_name": "k2", + "credential_values": {"api_key": "b"}, + "credential_info": {}, + } + records = await repo.find_all() + assert len(records) == 2 + + def test_prisma_client_none_raises(self): + repo = CredentialsRepository(None) + with pytest.raises(RuntimeError, match="No DB Connected"): + _ = repo.table + + +class TestConfigRepository: + @pytest.fixture + def repo(self): + client = MockPrismaClient() + return ConfigRepository(client) + + def test_deep_merge_dicts_db_wins(self, repo): + dst = {"a": 1, "b": {"c": 2}} + src = {"a": 10, "b": {"d": 3}} + repo._deep_merge_dicts(dst, src) + assert dst["a"] == 10 + assert dst["b"]["c"] == 2 + assert dst["b"]["d"] == 3 + + def test_deep_merge_dicts_skips_none(self, repo): + dst = {"a": 1} + src = {"a": None, "b": 2} + repo._deep_merge_dicts(dst, src) + assert dst["a"] == 1 + assert dst["b"] == 2 + + def test_deep_merge_dicts_skips_empty_list(self, repo): + dst = {"models": ["gpt-4"]} + src = {"models": []} + repo._deep_merge_dicts(dst, src) + assert dst["models"] == ["gpt-4"] + + @pytest.mark.asyncio + async def test_get_param(self, repo): + repo._prisma_client.db.litellm_config._records["general_settings"] = { + "param_name": "general_settings", + "param_value": '{"master_key": "test"}', + } + param = await repo.get_param("general_settings") + assert param is not None + assert param.param_name == "general_settings" + assert param.param_value["master_key"] == "test" + + @pytest.mark.asyncio + async def test_set_param(self, repo): + param = await repo.set_param("test_param", {"key": "value"}) + assert param.param_name == "test_param" + assert param.param_value == {"key": "value"} + + @pytest.mark.asyncio + async def test_delete_param(self, repo): + repo._prisma_client.db.litellm_config._records["test_param"] = { + "param_name": "test_param", + "param_value": "{}", + } + result = await repo.delete_param("test_param") + assert result is True + + @pytest.mark.asyncio + async def test_delete_param_nonexistent(self, repo): + async def mock_delete(where): + raise Exception("Not found") + + repo._prisma_client.db.litellm_config.delete = mock_delete + result = await repo.delete_param("nonexistent") + assert result is False + + @pytest.mark.asyncio + async def test_get_all_params(self, repo): + repo._prisma_client.db.litellm_config._records = { + "param1": {"param_name": "param1", "param_value": '{"a": 1}'}, + "param2": {"param_name": "param2", "param_value": '{"b": 2}'}, + } + params = await repo.get_all_params() + assert len(params) == 2 + + @pytest.mark.asyncio + async def test_reconcile_config_skips_when_store_model_false(self, repo): + yaml_config = {"general_settings": {"key": "value"}} + result = await repo.reconcile_config(yaml_config, store_model_in_db=False) + assert result == yaml_config + + @pytest.mark.asyncio + async def test_prefetch_params(self, repo): + repo._prisma_client.db.litellm_config._records["general_settings"] = { + "param_name": "general_settings", + "param_value": "{}", + } + await repo.prefetch_params(["general_settings"]) + + @pytest.mark.asyncio + async def test_reconcile_config_with_db_values(self, repo): + repo._prisma_client.db.litellm_config._records["general_settings"] = { + "param_name": "general_settings", + "param_value": '{"master_key": "db-key", "db_only": "from_db"}', + } + repo._prisma_client.db.litellm_config._records["router_settings"] = { + "param_name": "router_settings", + "param_value": '{"timeout": 60}', + } + yaml_config = { + "general_settings": {"master_key": "yaml-key", "yaml_only": "from_yaml"}, + } + result = await repo.reconcile_config(yaml_config, store_model_in_db=True) + assert result["general_settings"]["master_key"] == "db-key" + assert result["general_settings"]["yaml_only"] == "from_yaml" + assert result["general_settings"]["db_only"] == "from_db" + assert result["router_settings"]["timeout"] == 60 + + @pytest.mark.asyncio + @patch("litellm.repositories.config_repository.decrypt_value_helper") + async def test_reconcile_config_with_environment_variables( + self, mock_decrypt, repo + ): + mock_decrypt.side_effect = lambda value, **kw: f"decrypted_{value}" + repo._prisma_client.db.litellm_config._records["environment_variables"] = { + "param_name": "environment_variables", + "param_value": '{"api_key": "encrypted_key", "secret": "encrypted_secret"}', + } + yaml_config = {} + result = await repo.reconcile_config(yaml_config, store_model_in_db=True) + assert "environment_variables" in result + assert "api_key" in result["environment_variables"] + assert "API_KEY" in result["environment_variables"] + + @pytest.mark.asyncio + async def test_reconcile_config_none_values_preserved(self, repo): + repo._prisma_client.db.litellm_config._records["general_settings"] = { + "param_name": "general_settings", + "param_value": '{"new_key": "value", "null_key": null}', + } + yaml_config = {"general_settings": {"existing": "keep"}} + result = await repo.reconcile_config(yaml_config, store_model_in_db=True) + assert result["general_settings"]["existing"] == "keep" + assert result["general_settings"]["new_key"] == "value" + + def test_update_config_fields_non_dict(self, repo): + config = {"litellm_settings": "old_value"} + result = repo._update_config_fields( + current_config=config, + param_name="litellm_settings", + db_param_value="new_value", + ) + assert result["litellm_settings"] == "new_value" + + def test_update_config_fields_new_param(self, repo): + config = {} + result = repo._update_config_fields( + current_config=config, + param_name="router_settings", + db_param_value={"timeout": 30}, + ) + assert result["router_settings"] == {"timeout": 30} + + @patch("litellm.repositories.config_repository.decrypt_value_helper") + def test_decrypt_env_variables_non_string(self, mock_decrypt, repo): + mock_decrypt.side_effect = lambda value, **kw: value + env_vars = {"string_val": "encrypted", "int_val": 123, "bool_val": True} + result = repo._decrypt_env_variables(env_vars) + assert result["int_val"] == "123" + assert result["bool_val"] == "True" + + @patch("litellm.repositories.config_repository.decrypt_value_helper") + def test_decrypt_env_variables_none_value(self, mock_decrypt, repo): + mock_decrypt.return_value = None + env_vars = {"key": "value"} + result = repo._decrypt_env_variables(env_vars) + assert "key" not in result + + +class TestVerificationTokenRepositoryExtended: + @pytest.fixture + def repo(self): + client = MockPrismaClient() + return VerificationTokenRepository(client) + + @pytest.mark.asyncio + async def test_find_active_tokens(self, repo): + repo._prisma_client.db.litellm_verificationtoken._records["sk-active"] = { + "token": "sk-active", + "blocked": False, + "expires": None, + } + tokens = await repo.find_active_tokens() + assert len(tokens) >= 1 + + @pytest.mark.asyncio + async def test_delete_token_with_audit(self, repo): + repo._prisma_client.db.litellm_verificationtoken._records["sk-delete"] = { + "token": "sk-delete", + "key_name": "Delete Me", + "spend": 0.0, + } + + class MockTx: + def __init__(self, client): + self.litellm_deletedverificationtoken = ( + client.db.litellm_deletedverificationtoken + ) + self.litellm_verificationtoken = client.db.litellm_verificationtoken + + async def __aenter__(self): + return self + + async def __aexit__(self, *args): + pass + + repo._prisma_client.db.tx = lambda: MockTx(repo._prisma_client) + deleted = await repo.delete_token( + "sk-delete", + deleted_by="admin", + deleted_by_api_key="sk-admin", + litellm_changed_by="system", + ) + assert deleted is not None + assert deleted.token == "sk-delete" + + @pytest.mark.asyncio + async def test_delete_token_nonexistent(self, repo): + result = await repo.delete_token("nonexistent") + assert result is None + + @pytest.mark.asyncio + async def test_delete_token_archive_serialization(self, repo): + """Archived token must store JSON columns as strings, map org_id onto the + organization_id column, preserve budget_id, and drop relation-only fields + that don't exist on LiteLLM_DeletedVerificationToken.""" + repo._prisma_client.db.litellm_verificationtoken._records["sk-arch"] = { + "token": "sk-arch", + "key_name": "Archive Me", + "aliases": json.dumps({"a": "b"}), + "metadata": json.dumps({"team": "x"}), + "permissions": json.dumps({"read": True}), + "spend": 5.0, + "organization_id": "org-9", + "budget_id": "budget-9", + "budget_limits": [{"model": "gpt-4", "budget": 1.0}], + } + + class MockTx: + def __init__(self, client): + self.litellm_deletedverificationtoken = ( + client.db.litellm_deletedverificationtoken + ) + self.litellm_verificationtoken = client.db.litellm_verificationtoken + + async def __aenter__(self): + return self + + async def __aexit__(self, *args): + pass + + repo._prisma_client.db.tx = lambda: MockTx(repo._prisma_client) + + await repo.delete_token("sk-arch", deleted_by="admin") + + archived = list( + repo._prisma_client.db.litellm_deletedverificationtoken._records.values() + )[0] + + assert isinstance(archived["aliases"], str) + assert json.loads(archived["aliases"]) == {"a": "b"} + assert isinstance(archived["metadata"], str) + assert isinstance(archived["permissions"], str) + + assert archived["organization_id"] == "org-9" + assert "org_id" not in archived + + assert archived["budget_id"] == "budget-9" + + for relation_field in ( + "object_permission", + "litellm_budget_table", + "budget_limits", + ): + assert relation_field not in archived + + assert ( + "sk-arch" not in repo._prisma_client.db.litellm_verificationtoken._records + ) + + @pytest.mark.asyncio + async def test_find_by_id_maps_org_and_budget_columns(self, repo): + """Reading a token must surface the organization_id column as org_id and + populate budget_id rather than silently dropping them.""" + repo._prisma_client.db.litellm_verificationtoken._records["sk-read"] = { + "token": "sk-read", + "organization_id": "org-7", + "budget_id": "budget-7", + } + token = await repo.find_by_id("sk-read") + assert token is not None + assert token.org_id == "org-7" + assert token.budget_id == "budget-7" + + @pytest.mark.asyncio + async def test_update_token_all_fields(self, repo): + repo._prisma_client.db.litellm_verificationtoken._records["sk-test"] = { + "token": "sk-test", + } + updated = await repo.update_token( + token="sk-test", + updated_by="admin", + key_name="Updated", + key_alias="new-alias", + max_budget=500.0, + expires=datetime(2025, 12, 31), + models=["gpt-4", "gpt-3.5-turbo"], + aliases={"a": "b"}, + config={"c": "d"}, + max_parallel_requests=10, + metadata={"m": "data"}, + tpm_limit=5000, + rpm_limit=50, + budget_duration="daily", + allowed_cache_controls=["cache"], + allowed_routes=["/v1/chat"], + permissions={"write": True}, + blocked=False, + object_permission_id="perm-2", + access_group_ids=["g1", "g2"], + ) + assert updated.key_name == "Updated" + + @pytest.mark.asyncio + async def test_to_model_with_json_fields(self, repo): + repo._prisma_client.db.litellm_verificationtoken._records["sk-json"] = { + "token": "sk-json", + "aliases": '{"alias1": "value1"}', + "config": '{"setting": "val"}', + "permissions": '{"read": true}', + "metadata": '{"key": "value"}', + "model_spend": '{"gpt-4": 10.0}', + "model_max_budget": '{"gpt-4": 100.0}', + "router_settings": '{"timeout": 30}', + "budget_limits": '[{"limit": 50}]', + "litellm_budget_table": '{"budget_id": "b1"}', + } + token = await repo.find_by_id("sk-json") + assert token is not None + assert token.aliases == {"alias1": "value1"} + assert token.config == {"setting": "val"} + + +class TestTeamRepositoryExtended: + @pytest.fixture + def repo(self): + client = MockPrismaClient() + return TeamRepository(client) + + @pytest.mark.asyncio + async def test_delete_team_with_audit(self, repo): + repo._prisma_client.db.litellm_teamtable._records["team-delete"] = { + "team_id": "team-delete", + "team_alias": "Delete Team", + "members": [], + "admins": [], + "models": [], + "spend": 0.0, + } + + class MockTx: + def __init__(self, client): + self.litellm_deletedteamtable = client.db.litellm_deletedteamtable + self.litellm_teamtable = client.db.litellm_teamtable + + async def __aenter__(self): + return self + + async def __aexit__(self, *args): + pass + + repo._prisma_client.db.tx = lambda: MockTx(repo._prisma_client) + deleted = await repo.delete_team( + "team-delete", + deleted_by="admin", + deleted_by_api_key="sk-admin", + litellm_changed_by="system", + ) + assert deleted is not None + assert deleted.team_id == "team-delete" + + @pytest.mark.asyncio + async def test_delete_team_nonexistent(self, repo): + result = await repo.delete_team("nonexistent") + assert result is None + + @pytest.mark.asyncio + async def test_delete_team_with_full_data(self, repo): + repo._prisma_client.db.litellm_teamtable._records["team-full"] = { + "team_id": "team-full", + "team_alias": "Full Team", + "organization_id": "org-1", + "object_permission_id": "perm-1", + "members": ["m1", "m2"], + "admins": ["a1"], + "members_with_roles": '[{"user_id": "u1", "role": "admin"}]', + "metadata": '{"key": "value"}', + "max_budget": 1000.0, + "soft_budget": 800.0, + "spend": 150.0, + "models": ["gpt-4"], + "max_parallel_requests": 10, + "tpm_limit": 5000, + "rpm_limit": 50, + "budget_duration": "monthly", + "budget_reset_at": "2025-01-01T00:00:00", + "blocked": True, + "model_spend": '{"gpt-4": 100.0}', + "model_max_budget": '{"gpt-4": 500.0}', + "router_settings": '{"timeout": 30}', + "team_member_permissions": ["read"], + "access_group_ids": ["group-1"], + "policies": ["policy-1"], + "model_id": 42, + "allow_team_guardrail_config": True, + } + + class MockTx: + def __init__(self, client): + self.litellm_deletedteamtable = client.db.litellm_deletedteamtable + self.litellm_teamtable = client.db.litellm_teamtable + + async def __aenter__(self): + return self + + async def __aexit__(self, *args): + pass + + repo._prisma_client.db.tx = lambda: MockTx(repo._prisma_client) + deleted = await repo.delete_team( + "team-full", + deleted_by="admin", + deleted_by_api_key="sk-admin", + litellm_changed_by="system", + ) + assert deleted is not None + assert deleted.team_id == "team-full" + assert deleted.organization_id == "org-1" + assert deleted.max_budget == 1000.0 + + @pytest.mark.asyncio + async def test_to_model_with_json_fields(self, repo): + repo._prisma_client.db.litellm_teamtable._records["team-json"] = { + "team_id": "team-json", + "metadata": '{"key": "value"}', + "model_spend": '{"gpt-4": 10.0}', + "model_max_budget": '{"gpt-4": 100.0}', + "router_settings": '{"timeout": 30}', + "budget_limits": '[{"budget_duration": "1d", "max_budget": 50.0}]', + "members_with_roles": '[{"user_id": "u1", "role": "admin"}]', + "members": [], + "admins": [], + "models": [], + } + team = await repo.find_by_id("team-json") + assert team is not None + assert team.metadata == {"key": "value"} + assert len(team.members_with_roles) == 1 + assert team.members_with_roles[0].user_id == "u1" + + +class TestUserRepositoryExtended: + @pytest.fixture + def repo(self): + client = MockPrismaClient() + return UserRepository(client) + + @pytest.mark.asyncio + async def test_delete_user_simple(self, repo): + repo._prisma_client.db.litellm_usertable._records["user-delete"] = { + "user_id": "user-delete", + "user_email": "delete@example.com", + "teams": [], + "models": [], + "spend": 0.0, + } + deleted = await repo.delete_user("user-delete") + assert deleted is not None + assert deleted.user_id == "user-delete" + + @pytest.mark.asyncio + async def test_delete_user_nonexistent(self, repo): + result = await repo.delete_user("nonexistent") + assert result is None + + @pytest.mark.asyncio + async def test_update_user_all_fields(self, repo): + repo._prisma_client.db.litellm_usertable._records["user-update"] = { + "user_id": "user-update", + "teams": [], + "models": [], + } + updated = await repo.update_user( + user_id="user-update", + user_alias="newalias", + team_id="team-new", + sso_user_id="sso-new", + organization_id="org-1", + password="new-hashed-pw", + teams=["team-1", "team-2"], + user_role="admin", + max_budget=1000.0, + user_email="new@example.com", + models=["gpt-4"], + metadata={"pref": "dark"}, + max_parallel_requests=20, + tpm_limit=10000, + rpm_limit=100, + budget_duration="monthly", + allowed_cache_controls=["no-cache"], + policies=["policy-1"], + object_permission_id="perm-new", + ) + assert updated.user_email == "new@example.com" + + +class TestProjectRepositoryExtended: + @pytest.fixture + def repo(self): + client = MockPrismaClient() + return ProjectRepository(client) + + @pytest.mark.asyncio + async def test_delete_project_simple(self, repo): + repo._prisma_client.db.litellm_projecttable._records["proj-delete"] = { + "project_id": "proj-delete", + "project_alias": "Delete Project", + "spend": 0.0, + } + deleted = await repo.delete_project("proj-delete") + assert deleted is not None + + +class TestBudgetRepositoryExtended: + @pytest.fixture + def repo(self): + client = MockPrismaClient() + return BudgetRepository(client) + + @pytest.mark.asyncio + async def test_update_budget_all_fields(self, repo): + repo._prisma_client.db.litellm_budgettable._records["budget-update"] = { + "budget_id": "budget-update", + "max_budget": 100.0, + } + updated = await repo.update_budget( + budget_id="budget-update", + updated_by="admin", + max_budget=500.0, + soft_budget=400.0, + max_parallel_requests=15, + tpm_limit=20000, + rpm_limit=200, + model_max_budget={"gpt-4": 200.0}, + budget_duration="weekly", + allowed_models=["gpt-4", "claude-3"], + ) + assert updated.max_budget == 500.0 + + +class TestModelRepositoryExtended: + @pytest.fixture + def repo(self): + client = MockPrismaClient() + return ModelRepository(client) + + @pytest.mark.asyncio + @patch( + "litellm.repositories.model_repository.decrypt_value_helper", + side_effect=lambda value, **kw: value, + ) + async def test_find_by_team_id(self, mock_decrypt, repo): + repo._prisma_client.db.litellm_proxymodeltable._records["model-1"] = { + "model_id": "model-1", + "model_name": "gpt-4", + "litellm_params": '{"api_key": "sk-test"}', + "model_info": '{"team_id": "team-1"}', + "blocked": False, + } + repo._prisma_client.db.litellm_proxymodeltable._records["model-2"] = { + "model_id": "model-2", + "model_name": "claude-3", + "litellm_params": '{"api_key": "sk-other"}', + "model_info": '{"team_id": "team-2"}', + "blocked": False, + } + models = await repo.find_by_team_id("team-1") + assert len(models) == 1 + assert models[0].model_name == "gpt-4" + + +class TestBaseRepositoryExtended: + @pytest.fixture + def repo(self): + client = MockPrismaClient() + return BudgetRepository(client) + + @pytest.mark.asyncio + async def test_find_many_with_pagination(self, repo): + repo._prisma_client.db.litellm_budgettable._records = { + "b1": {"budget_id": "b1", "max_budget": 100.0}, + "b2": {"budget_id": "b2", "max_budget": 200.0}, + "b3": {"budget_id": "b3", "max_budget": 300.0}, + } + budgets = await repo.find_many(skip=0, take=2, order={"budget_id": "asc"}) + assert len(budgets) >= 2 + + @pytest.mark.asyncio + async def test_find_many_with_where(self, repo): + repo._prisma_client.db.litellm_budgettable._records = { + "b1": {"budget_id": "b1", "max_budget": 100.0}, + } + budgets = await repo.find_many(where={"budget_id": "b1"}) + assert len(budgets) >= 1 + + @pytest.mark.asyncio + async def test_to_model_list_with_none(self, repo): + result = repo._to_model_list([None, None]) + assert result == [] + + +class _SampleDomainModel(DomainModel): + budget_id: Optional[str] = None + max_budget: Optional[float] = None + + +class TestDomainModelExtended: + def test_from_db_record_none_raises(self): + with pytest.raises(ValueError, match="Cannot create domain model from None"): + DomainModel.from_db_record(None) + + def test_from_db_record_dict(self): + model = _SampleDomainModel.from_db_record( + {"budget_id": "b1", "max_budget": 100.0} + ) + assert model.budget_id == "b1" + + def test_from_db_record_model_dump(self): + class MockRecordWithModelDump: + def model_dump(self): + return {"budget_id": "b2", "max_budget": 200.0} + + model = _SampleDomainModel.from_db_record(MockRecordWithModelDump()) + assert model.budget_id == "b2" + + def test_to_db_dict(self): + model = _SampleDomainModel(budget_id="b3", max_budget=300.0) + data = model.to_db_dict() + assert data["budget_id"] == "b3" + assert data["max_budget"] == 300.0 + + +class TestTeamRepositoryArchiveData: + @pytest.fixture + def repo(self): + client = MockPrismaClient() + return TeamRepository(client) + + def test_build_archive_data_minimal_fields(self, repo): + + team = LiteLLM_TeamTable(team_id="team-minimal") + archive_data = repo._build_archive_data(team) + assert archive_data["team_id"] == "team-minimal" + assert archive_data["admins"] == [] + assert archive_data["members"] == [] + assert archive_data["models"] == [] + assert archive_data["spend"] == 0.0 + assert archive_data["blocked"] is False + assert "team_alias" not in archive_data + assert "organization_id" not in archive_data + assert "object_permission_id" not in archive_data + assert "members_with_roles" not in archive_data + assert "metadata" not in archive_data + assert "max_budget" not in archive_data + assert "soft_budget" not in archive_data + assert "max_parallel_requests" not in archive_data + assert "tpm_limit" not in archive_data + assert "rpm_limit" not in archive_data + assert "budget_duration" not in archive_data + assert "budget_reset_at" not in archive_data + assert "model_spend" not in archive_data + assert "model_max_budget" not in archive_data + assert "router_settings" not in archive_data + assert "model_id" not in archive_data + + def test_build_archive_data_excludes_invalid_columns(self, repo): + + team = LiteLLM_TeamTable( + team_id="team-1", + team_alias="My Team", + admins=["admin1"], + members=["member1"], + models=["gpt-4"], + default_team_member_models=["gpt-3.5-turbo"], + ) + archive_data = repo._build_archive_data(team) + assert "default_team_member_models" not in archive_data + assert "budget_limits" not in archive_data + assert archive_data["team_id"] == "team-1" + assert archive_data["team_alias"] == "My Team" + assert archive_data["admins"] == ["admin1"] + assert archive_data["members"] == ["member1"] + assert archive_data["models"] == ["gpt-4"] + + def test_build_archive_data_with_all_valid_fields(self, repo): + from datetime import datetime + + from litellm.models.team import Member + + team = LiteLLM_TeamTable( + team_id="team-full", + team_alias="Full Team", + organization_id="org-1", + object_permission_id="perm-1", + admins=["admin1", "admin2"], + members=["m1", "m2"], + members_with_roles=[Member(user_id="u1", role="admin")], + metadata={"key": "value"}, + max_budget=1000.0, + soft_budget=800.0, + spend=150.0, + models=["gpt-4", "claude-3"], + max_parallel_requests=10, + tpm_limit=5000, + rpm_limit=50, + budget_duration="monthly", + budget_reset_at=datetime(2025, 1, 1), + blocked=True, + model_spend={"gpt-4": 100.0}, + model_max_budget={"gpt-4": 500.0}, + router_settings={"timeout": 30}, + team_member_permissions=["read"], + access_group_ids=["group-1"], + policies=["policy-1"], + model_id=42, + allow_team_guardrail_config=True, + ) + archive_data = repo._build_archive_data(team) + assert archive_data["team_id"] == "team-full" + assert archive_data["organization_id"] == "org-1" + assert archive_data["object_permission_id"] == "perm-1" + assert archive_data["max_budget"] == 1000.0 + assert archive_data["soft_budget"] == 800.0 + assert archive_data["spend"] == 150.0 + assert archive_data["blocked"] is True + assert archive_data["model_id"] == 42 + assert archive_data["allow_team_guardrail_config"] is True + assert "members_with_roles" in archive_data + assert "metadata" in archive_data + assert "model_spend" in archive_data + assert "model_max_budget" in archive_data + assert "router_settings" in archive_data + + +class TestConfigRepositoryDeepCopy: + @pytest.fixture + def repo(self): + client = MockPrismaClient() + return ConfigRepository(client) + + @pytest.mark.asyncio + async def test_reconcile_config_does_not_mutate_original(self, repo): + import copy + + repo._prisma_client.db.litellm_config._records["general_settings"] = { + "param_name": "general_settings", + "param_value": '{"db_key": "db_value", "nested": {"db_nested": "from_db"}}', + } + original_config = { + "general_settings": { + "yaml_key": "yaml_value", + "nested": {"yaml_nested": "from_yaml"}, + } + } + original_copy = copy.deepcopy(original_config) + result = await repo.reconcile_config(original_config, store_model_in_db=True) + assert original_config == original_copy + assert result["general_settings"]["db_key"] == "db_value" + assert result["general_settings"]["yaml_key"] == "yaml_value" + assert result["general_settings"]["nested"]["db_nested"] == "from_db" + assert result["general_settings"]["nested"]["yaml_nested"] == "from_yaml" + + @pytest.mark.asyncio + async def test_reconcile_config_repeated_calls_independent(self, repo): + repo._prisma_client.db.litellm_config._records["general_settings"] = { + "param_name": "general_settings", + "param_value": '{"db_key": "db_value"}', + } + yaml_config = {"general_settings": {"yaml_key": "yaml_value"}} + result1 = await repo.reconcile_config(yaml_config, store_model_in_db=True) + result1["general_settings"]["modified"] = "in_result1" + result2 = await repo.reconcile_config(yaml_config, store_model_in_db=True) + assert "modified" not in yaml_config.get("general_settings", {}) + assert "modified" not in result2.get("general_settings", {}) + + +class TestPrismaTableRepository: + def test_table_property_returns_named_delegate(self): + from litellm.repositories.table_repositories import ( + AgentsRepository, + PolicyRepository, + ) + + prisma_client = MagicMock() + agents = AgentsRepository(prisma_client) + policy = PolicyRepository(prisma_client) + + assert agents.table is prisma_client.db.litellm_agentstable + assert policy.table is prisma_client.db.litellm_policytable + assert agents.table is not policy.table + + def test_table_access_raises_without_db(self): + from litellm.repositories.table_repositories import SpendLogsRepository + + repo = SpendLogsRepository(None) + with pytest.raises(RuntimeError, match="No DB Connected"): + _ = repo.table + + def test_each_repository_binds_its_own_table_name(self): + import litellm.repositories.table_repositories as tr + + prisma_client = MagicMock() + repos = [ + obj + for name, obj in vars(tr).items() + if isinstance(obj, type) + and issubclass(obj, tr.PrismaTableRepository) + and obj is not tr.PrismaTableRepository + ] + assert len(repos) >= 40 + seen = set() + for repo_cls in repos: + name = repo_cls.table_name + assert name.startswith("litellm_") + assert name not in seen, f"duplicate table_name {name}" + seen.add(name) + assert repo_cls(prisma_client).table is getattr(prisma_client.db, name) diff --git a/ui/litellm-dashboard/src/lib/http/schema.d.ts b/ui/litellm-dashboard/src/lib/http/schema.d.ts index f952bbfbbaf..403e00f9533 100644 --- a/ui/litellm-dashboard/src/lib/http/schema.d.ts +++ b/ui/litellm-dashboard/src/lib/http/schema.d.ts @@ -21364,8 +21364,7 @@ export interface components { }; /** * LiteLLM_DeletedTeamTable - * @description Recording of deleted teams for audit purposes. Mirrors LiteLLM_TeamTable - * plus metadata captured at deletion time. + * @description Audit record for deleted teams; mirrors the team plus deletion metadata. */ LiteLLM_DeletedTeamTable: { /** Access Group Ids */ @@ -21375,6 +21374,11 @@ export interface components { * @default [] */ admins: unknown[]; + /** + * Allow Team Guardrail Config + * @default false + */ + allow_team_guardrail_config: boolean | null; /** * Blocked * @default false @@ -21421,6 +21425,20 @@ export interface components { } | null; /** Model Id */ model_id?: number | null; + /** + * Model Max Budget + * @default {} + */ + model_max_budget: { + [key: string]: unknown; + } | null; + /** + * Model Spend + * @default {} + */ + model_spend: { + [key: string]: unknown; + } | null; /** * Models * @default [] @@ -21431,6 +21449,8 @@ export interface components { object_permission_id?: string | null; /** Organization Id */ organization_id?: string | null; + /** Policies */ + policies?: string[] | null; /** Router Settings */ router_settings?: { [key: string]: unknown; @@ -21454,8 +21474,7 @@ export interface components { }; /** * LiteLLM_DeletedVerificationToken - * @description Recording of deleted keys for audit purposes. Mirrors LiteLLM_VerificationToken - * plus metadata captured at deletion time. + * @description Audit record for deleted keys; mirrors the token plus deletion metadata. */ LiteLLM_DeletedVerificationToken: { /** Access Group Ids */ @@ -21488,6 +21507,8 @@ export interface components { blocked?: boolean | null; /** Budget Duration */ budget_duration?: string | null; + /** Budget Id */ + budget_id?: string | null; /** Budget Limits */ budget_limits?: { [key: string]: unknown; @@ -21866,9 +21887,9 @@ export interface components { /** Id */ id?: number | null; /** Model Aliases */ - model_aliases?: { + model_aliases?: string | { [key: string]: unknown; - } | string | null; + } | null; team?: components["schemas"]["LiteLLM_TeamTable"] | null; /** Updated By */ updated_by: string; @@ -21934,6 +21955,11 @@ export interface components { } | null; /** Mcp Toolsets */ mcp_toolsets?: string[] | null; + /** + * Models + * @default [] + */ + models: string[] | null; /** Object Permission Id */ object_permission_id: string; /** @@ -21949,7 +21975,7 @@ export interface components { }; /** * LiteLLM_OrganizationMembershipTable - * @description This is the table that track what organizations a user belongs to and users spend within the organization + * @description Tracks which organizations a user belongs to and their spend within it. */ LiteLLM_OrganizationMembershipTable: { /** Budget Id */ @@ -22005,7 +22031,17 @@ export interface components { metadata?: { [key: string]: unknown; } | null; - /** Models */ + /** + * Model Spend + * @default {} + */ + model_spend: { + [key: string]: unknown; + } | null; + /** + * Models + * @default [] + */ models: string[]; object_permission?: components["schemas"]["LiteLLM_ObjectPermissionTable"] | null; /** Object Permission Id */ @@ -22231,7 +22267,7 @@ export interface components { [key: string]: unknown; } | null; /** Stream Timeout */ - stream_timeout?: string | number | null; + stream_timeout?: number | string | null; /** Tag Regex */ tag_regex?: string[] | null; /** Tags */ @@ -22286,7 +22322,7 @@ export interface components { /** Created At */ created_at?: string | null; /** Created By */ - created_by: string; + created_by?: string | null; /** Description */ description?: string | null; litellm_budget_table?: components["schemas"]["LiteLLM_BudgetTable"] | null; @@ -22328,7 +22364,7 @@ export interface components { /** Updated At */ updated_at?: string | null; /** Updated By */ - updated_by: string; + updated_by?: string | null; }; /** LiteLLM_SpendLogs */ LiteLLM_SpendLogs: { @@ -22432,6 +22468,11 @@ export interface components { * @default [] */ admins: unknown[]; + /** + * Allow Team Guardrail Config + * @default false + */ + allow_team_guardrail_config: boolean | null; /** * Blocked * @default false @@ -22468,6 +22509,20 @@ export interface components { } | null; /** Model Id */ model_id?: number | null; + /** + * Model Max Budget + * @default {} + */ + model_max_budget: { + [key: string]: unknown; + } | null; + /** + * Model Spend + * @default {} + */ + model_spend: { + [key: string]: unknown; + } | null; /** * Models * @default [] @@ -22478,6 +22533,8 @@ export interface components { object_permission_id?: string | null; /** Organization Id */ organization_id?: string | null; + /** Policies */ + policies?: string[] | null; /** Router Settings */ router_settings?: { [key: string]: unknown; @@ -22549,6 +22606,11 @@ export interface components { }; /** LiteLLM_UserTable */ LiteLLM_UserTable: { + /** + * Allowed Cache Controls + * @default [] + */ + allowed_cache_controls: string[]; /** Budget Duration */ budget_duration?: string | null; /** Budget Reset At */ @@ -22557,6 +22619,8 @@ export interface components { created_at?: string | null; /** Max Budget */ max_budget?: number | null; + /** Max Parallel Requests */ + max_parallel_requests?: number | null; /** Metadata */ metadata?: { [key: string]: unknown; @@ -22581,8 +22645,17 @@ export interface components { */ models: unknown[]; object_permission?: components["schemas"]["LiteLLM_ObjectPermissionTable"] | null; + /** Object Permission Id */ + object_permission_id?: string | null; + /** Organization Id */ + organization_id?: string | null; /** Organization Memberships */ organization_memberships?: components["schemas"]["LiteLLM_OrganizationMembershipTable"][] | null; + /** + * Policies + * @default [] + */ + policies: string[]; /** Rpm Limit */ rpm_limit?: number | null; /** @@ -22592,6 +22665,8 @@ export interface components { spend: number; /** Sso User Id */ sso_user_id?: string | null; + /** Team Id */ + team_id?: string | null; /** * Teams * @default [] @@ -22612,6 +22687,11 @@ export interface components { }; /** LiteLLM_UserTableWithKeyCount */ LiteLLM_UserTableWithKeyCount: { + /** + * Allowed Cache Controls + * @default [] + */ + allowed_cache_controls: string[]; /** Budget Duration */ budget_duration?: string | null; /** Budget Reset At */ @@ -22625,6 +22705,8 @@ export interface components { key_count: number; /** Max Budget */ max_budget?: number | null; + /** Max Parallel Requests */ + max_parallel_requests?: number | null; /** Metadata */ metadata?: { [key: string]: unknown; @@ -22649,8 +22731,17 @@ export interface components { */ models: unknown[]; object_permission?: components["schemas"]["LiteLLM_ObjectPermissionTable"] | null; + /** Object Permission Id */ + object_permission_id?: string | null; + /** Organization Id */ + organization_id?: string | null; /** Organization Memberships */ organization_memberships?: components["schemas"]["LiteLLM_OrganizationMembershipTable"][] | null; + /** + * Policies + * @default [] + */ + policies: string[]; /** Rpm Limit */ rpm_limit?: number | null; /** @@ -22660,6 +22751,8 @@ export interface components { spend: number; /** Sso User Id */ sso_user_id?: string | null; + /** Team Id */ + team_id?: string | null; /** * Teams * @default [] @@ -22710,6 +22803,8 @@ export interface components { blocked?: boolean | null; /** Budget Duration */ budget_duration?: string | null; + /** Budget Id */ + budget_id?: string | null; /** Budget Limits */ budget_limits?: { [key: string]: unknown; @@ -24234,7 +24329,17 @@ export interface components { metadata?: { [key: string]: unknown; } | null; - /** Models */ + /** + * Model Spend + * @default {} + */ + model_spend: { + [key: string]: unknown; + } | null; + /** + * Models + * @default [] + */ models: string[]; object_permission?: components["schemas"]["LiteLLM_ObjectPermissionTable"] | null; /** Object Permission Id */ @@ -24339,7 +24444,7 @@ export interface components { */ created_at: string; /** Created By */ - created_by: string; + created_by?: string | null; /** Description */ description?: string | null; litellm_budget_table?: components["schemas"]["LiteLLM_BudgetTable"] | null; @@ -24384,7 +24489,7 @@ export interface components { */ updated_at: string; /** Updated By */ - updated_by: string; + updated_by?: string | null; }; /** NewTeamRequest */ NewTeamRequest: { @@ -27272,6 +27377,11 @@ export interface components { * @default [] */ admins: unknown[]; + /** + * Allow Team Guardrail Config + * @default false + */ + allow_team_guardrail_config: boolean | null; /** * Blocked * @default false @@ -27308,6 +27418,20 @@ export interface components { } | null; /** Model Id */ model_id?: number | null; + /** + * Model Max Budget + * @default {} + */ + model_max_budget: { + [key: string]: unknown; + } | null; + /** + * Model Spend + * @default {} + */ + model_spend: { + [key: string]: unknown; + } | null; /** * Models * @default [] @@ -27318,6 +27442,8 @@ export interface components { object_permission_id?: string | null; /** Organization Id */ organization_id?: string | null; + /** Policies */ + policies?: string[] | null; /** Router Settings */ router_settings?: { [key: string]: unknown; @@ -27361,6 +27487,11 @@ export interface components { * @default [] */ admins: unknown[]; + /** + * Allow Team Guardrail Config + * @default false + */ + allow_team_guardrail_config: boolean | null; /** * Blocked * @default false @@ -27407,6 +27538,20 @@ export interface components { } | null; /** Model Id */ model_id?: number | null; + /** + * Model Max Budget + * @default {} + */ + model_max_budget: { + [key: string]: unknown; + } | null; + /** + * Model Spend + * @default {} + */ + model_spend: { + [key: string]: unknown; + } | null; /** * Models * @default [] @@ -27417,6 +27562,8 @@ export interface components { object_permission_id?: string | null; /** Organization Id */ organization_id?: string | null; + /** Policies */ + policies?: string[] | null; /** Router Settings */ router_settings?: { [key: string]: unknown; @@ -28907,6 +29054,8 @@ export interface components { blocked?: boolean | null; /** Budget Duration */ budget_duration?: string | null; + /** Budget Id */ + budget_id?: string | null; /** Budget Limits */ budget_limits?: { [key: string]: unknown; @@ -29653,7 +29802,7 @@ export interface components { [key: string]: unknown; } | null; /** Stream Timeout */ - stream_timeout?: string | number | null; + stream_timeout?: number | string | null; /** Tag Regex */ tag_regex?: string[] | null; /** Tags */ From aaf1e2444b915335817fb7612183ee66b37b241c Mon Sep 17 00:00:00 2001 From: ryan-crabbe-berri Date: Sat, 6 Jun 2026 23:05:36 -0700 Subject: [PATCH 42/73] feat(ui): include internal routes in the dashboard's generated OpenAPI types (#29885) The dashboard calls UI-internal proxy routes that the public /openapi.json hides with include_in_schema=False, so they never reached schema.d.ts and could not be typed. The type generator now force-includes those routes when it dumps the spec for openapi-typescript; this mutates a throwaway interpreter only, so the spec the proxy actually serves is unchanged. Regenerates schema.d.ts so 86 internal route families (for example /v2/model/info, /global/spend/*, /config/*, /v2/login, /sso/*) are now typed, with no public route removed. This unblocks migrating the dashboard's data fetching onto the typed $api client. Branch CI note: schema.d.ts is generated; CI regenerates and diffs it via the same gen:api script. --- .../scripts/gen-api-types.mjs | 8 + ui/litellm-dashboard/src/lib/http/schema.d.ts | 5534 ++++++++++++++++- 2 files changed, 5504 insertions(+), 38 deletions(-) diff --git a/ui/litellm-dashboard/scripts/gen-api-types.mjs b/ui/litellm-dashboard/scripts/gen-api-types.mjs index 66dfd2ee7b8..3c9373ec547 100644 --- a/ui/litellm-dashboard/scripts/gen-api-types.mjs +++ b/ui/litellm-dashboard/scripts/gen-api-types.mjs @@ -23,9 +23,17 @@ const specDir = mkdtempSync(join(tmpdir(), "litellm-openapi-")); const specPath = join(specDir, "openapi.json"); const python = (process.env.LITELLM_PYTHON ?? "python3").split(" "); +// The dashboard calls internal UI routes that the public /openapi.json hides via +// include_in_schema=False. Force them in so they get typed here; this mutates a +// throwaway interpreter, so the spec the proxy actually serves is unchanged. const dumpSpec = [ "import json, sys", "from litellm.proxy.proxy_server import app", + "from fastapi.routing import APIRoute", + "for route in app.routes:", + " if isinstance(route, APIRoute):", + " route.include_in_schema = True", + "app.openapi_schema = None", "with open(sys.argv[1], 'w') as f: json.dump(app.openapi(), f, sort_keys=True)", ].join("\n"); diff --git a/ui/litellm-dashboard/src/lib/http/schema.d.ts b/ui/litellm-dashboard/src/lib/http/schema.d.ts index 403e00f9533..c8ec9d3c727 100644 --- a/ui/litellm-dashboard/src/lib/http/schema.d.ts +++ b/ui/litellm-dashboard/src/lib/http/schema.d.ts @@ -436,6 +436,26 @@ export interface paths { patch?: never; trace?: never; }; + "/alerting/settings": { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + /** + * Alerting Settings + * @description Return the configurable alerting param, description, and current value + */ + get: operations["alerting_settings_alerting_settings_get"]; + put?: never; + post?: never; + delete?: never; + options?: never; + head?: never; + patch?: never; + trace?: never; + }; "/anthropic/{endpoint}": { parameters: { query?: never; @@ -1770,6 +1790,26 @@ export interface paths { patch?: never; trace?: never; }; + "/config/callback/delete": { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + get?: never; + put?: never; + /** + * Delete Callback + * @description Delete specific logging callback from configuration. + */ + post: operations["delete_callback_config_callback_delete_post"]; + delete?: never; + options?: never; + head?: never; + patch?: never; + trace?: never; + }; "/config/cost_discount_config": { parameters: { query?: never; @@ -1851,6 +1891,83 @@ export interface paths { patch: operations["update_cost_margin_config_config_cost_margin_config_patch"]; trace?: never; }; + "/config/field/delete": { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + get?: never; + put?: never; + /** + * Delete Config General Settings + * @description Delete the db value of this field in litellm general settings. Resets it to it's initial default value on litellm. + */ + post: operations["delete_config_general_settings_config_field_delete_post"]; + delete?: never; + options?: never; + head?: never; + patch?: never; + trace?: never; + }; + "/config/field/info": { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + /** Get Config General Settings */ + get: operations["get_config_general_settings_config_field_info_get"]; + put?: never; + post?: never; + delete?: never; + options?: never; + head?: never; + patch?: never; + trace?: never; + }; + "/config/field/update": { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + get?: never; + put?: never; + /** + * Update Config General Settings + * @description Update a specific field in litellm general settings + */ + post: operations["update_config_general_settings_config_field_update_post"]; + delete?: never; + options?: never; + head?: never; + patch?: never; + trace?: never; + }; + "/config/list": { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + /** + * Get Config List + * @description List the available fields + current values for a given type of setting (currently just 'general_settings'user_api_key_dict: UserAPIKeyAuth = Depends(user_api_key_auth),) + */ + get: operations["get_config_list_config_list_get"]; + put?: never; + post?: never; + delete?: never; + options?: never; + head?: never; + patch?: never; + trace?: never; + }; "/config/pass_through_endpoint": { parameters: { query?: never; @@ -1925,6 +2042,64 @@ export interface paths { patch?: never; trace?: never; }; + "/config/update": { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + get?: never; + put?: never; + /** + * Update Config + * @description For Admin UI - allows admin to update config via UI. + * + * Writes only the sections present in the request body to LiteLLM_Config rows + * (one row per top-level section). Sections the caller did not send are left + * untouched — this endpoint never persists pre-existing YAML values to DB as + * a side effect of an unrelated update. + */ + post: operations["update_config_config_update_post"]; + delete?: never; + options?: never; + head?: never; + patch?: never; + trace?: never; + }; + "/config/yaml": { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + /** + * Config Yaml Endpoint + * @description This is a mock endpoint, to show what you can set in config.yaml details in the Swagger UI. + * + * Parameters: + * + * The config.yaml object has the following attributes: + * - **model_list**: *Optional[List[ModelParams]]* - A list of supported models on the server, along with model-specific configurations. ModelParams includes "model_name" (name of the model), "litellm_params" (litellm-specific parameters for the model), and "model_info" (additional info about the model such as id, mode, cost per token, etc). + * + * - **litellm_settings**: *Optional[dict]*: Settings for the litellm module. You can specify multiple properties like "drop_params", "set_verbose", "api_base", "cache". + * + * - **general_settings**: *Optional[ConfigGeneralSettings]*: General settings for the server like "completion_model" (default model for chat completion calls), "use_azure_key_vault" (option to load keys from azure key vault), "master_key" (key required for all calls to proxy), and others. + * + * Please, refer to each class's description for a better understanding of the specific attributes within them. + * + * Note: This is a mock endpoint primarily meant for demonstration purposes, and does not actually provide or change any configurations. + */ + get: operations["config_yaml_endpoint_config_yaml_get"]; + put?: never; + post?: never; + delete?: never; + options?: never; + head?: never; + patch?: never; + trace?: never; + }; "/config_overrides/hashicorp_vault": { parameters: { query?: never; @@ -2764,6 +2939,120 @@ export interface paths { patch?: never; trace?: never; }; + "/debug/memory/details": { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + /** + * Get Memory Details + * @description Get detailed memory diagnostics for deep debugging. + * + * Returns: + * - worker_pid: Process ID + * - process_memory: RAM usage, virtual memory, file handles, threads + * - garbage_collector: GC thresholds, counts, collection history + * - objects: Total tracked objects and top object types + * - uncollectable: Objects that can't be garbage collected (potential leaks) + * - cache_memory: Memory usage of user_api_key, router, and logging caches + * - router_memory: Memory usage of router components (model_list, deployment_names, etc.) + * + * Query Parameters: + * - top_n: Number of top object types to return (default: 20) + * - include_process_info: Include process-level memory info using psutil (default: true) + * + * Example usage: + * curl "http://localhost:4000/debug/memory/details?top_n=30" -H "Authorization: Bearer sk-1234" + * + * All memory sizes are reported in both bytes and MB. + */ + get: operations["get_memory_details_debug_memory_details_get"]; + put?: never; + post?: never; + delete?: never; + options?: never; + head?: never; + patch?: never; + trace?: never; + }; + "/debug/memory/gc/configure": { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + get?: never; + put?: never; + /** + * Configure Gc Thresholds Endpoint + * @description Configure Python garbage collection thresholds. + * + * Lower thresholds mean more frequent GC cycles (less memory, more CPU overhead). + * Higher thresholds mean less frequent GC cycles (more memory, less CPU overhead). + * + * Returns: + * - message: Confirmation message + * - previous_thresholds: Old threshold values + * - new_thresholds: New threshold values + * - objects_awaiting_collection: Current object count in gen-0 + * - tip: Hint about when next collection will occur + * + * Query Parameters: + * - generation_0: Number of allocations before gen-0 collection (default: 700) + * - generation_1: Number of gen-0 collections before gen-1 collection (default: 10) + * - generation_2: Number of gen-1 collections before gen-2 collection (default: 10) + * + * Example for more aggressive collection: + * curl -X POST "http://localhost:4000/debug/memory/gc/configure?generation_0=500" -H "Authorization: Bearer sk-1234" + * + * Example for less aggressive collection: + * curl -X POST "http://localhost:4000/debug/memory/gc/configure?generation_0=1000" -H "Authorization: Bearer sk-1234" + * + * Monitor memory usage with GET /debug/memory/summary after changes. + */ + post: operations["configure_gc_thresholds_endpoint_debug_memory_gc_configure_post"]; + delete?: never; + options?: never; + head?: never; + patch?: never; + trace?: never; + }; + "/debug/memory/summary": { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + /** + * Get Memory Summary + * @description Get simplified memory usage summary for the proxy. + * + * Returns: + * - worker_pid: Process ID + * - status: Overall health based on memory usage + * - memory: Process memory usage and RAM info + * - caches: Cache item counts and descriptions + * - garbage_collector: GC status and pending object counts + * + * Example usage: + * curl http://localhost:4000/debug/memory/summary -H "Authorization: Bearer sk-1234" + * + * For detailed analysis, call GET /debug/memory/details + * For cache management, use the cache management endpoints + */ + get: operations["get_memory_summary_debug_memory_summary_get"]; + put?: never; + post?: never; + delete?: never; + options?: never; + head?: never; + patch?: never; + trace?: never; + }; "/delete/allowed_ip": { parameters: { query?: never; @@ -2855,6 +3144,312 @@ export interface paths { patch?: never; trace?: never; }; + "/end_user/block": { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + get?: never; + put?: never; + /** + * Block User + * @description [BETA] Reject calls with this end-user id + * + * Parameters: + * - user_ids (List[str], required): The unique `user_id`s for the users to block + * + * (any /chat/completion call with this user={end-user-id} param, will be rejected.) + * + * ``` + * curl -X POST "http://0.0.0.0:8000/user/block" + * -H "Authorization: Bearer sk-1234" + * -d '{ + * "user_ids": [, ...] + * }' + * ``` + */ + post: operations["block_user_end_user_block_post"]; + delete?: never; + options?: never; + head?: never; + patch?: never; + trace?: never; + }; + "/end_user/daily/activity": { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + /** + * Get Customer Daily Activity + * @description Get daily activity for specific organizations or all accessible organizations. + */ + get: operations["get_customer_daily_activity_end_user_daily_activity_get"]; + put?: never; + post?: never; + delete?: never; + options?: never; + head?: never; + patch?: never; + trace?: never; + }; + "/end_user/delete": { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + get?: never; + put?: never; + /** + * Delete End User + * @description Delete multiple end-users. + * + * Parameters: + * - user_ids (List[str], required): The unique `user_id`s for the users to delete + * + * Example curl: + * ``` + * curl --location 'http://0.0.0.0:4000/customer/delete' --header 'Authorization: Bearer sk-1234' --header 'Content-Type: application/json' --data '{ + * "user_ids" :["ishaan-jaff-5"] + * }' + * + * See below for all params + * ``` + */ + post: operations["delete_end_user_end_user_delete_post"]; + delete?: never; + options?: never; + head?: never; + patch?: never; + trace?: never; + }; + "/end_user/info": { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + /** + * End User Info + * @description Get information about an end-user. An `end_user` is a customer (external user) of the proxy. + * + * Parameters: + * - end_user_id (str, required): The unique identifier for the end-user + * + * Example curl: + * ``` + * curl -X GET 'http://localhost:4000/customer/info?end_user_id=test-litellm-user-4' -H 'Authorization: Bearer sk-1234' + * ``` + */ + get: operations["end_user_info_end_user_info_get"]; + put?: never; + post?: never; + delete?: never; + options?: never; + head?: never; + patch?: never; + trace?: never; + }; + "/end_user/list": { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + /** + * List End User + * @description [Admin-only] List all available customers + * + * Example curl: + * ``` + * curl --location --request GET 'http://0.0.0.0:4000/customer/list' --header 'Authorization: Bearer sk-1234' + * ``` + */ + get: operations["list_end_user_end_user_list_get"]; + put?: never; + post?: never; + delete?: never; + options?: never; + head?: never; + patch?: never; + trace?: never; + }; + "/end_user/new": { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + get?: never; + put?: never; + /** + * New End User + * @description Allow creating a new Customer + * + * + * Parameters: + * - user_id: str - The unique identifier for the user. + * - alias: Optional[str] - A human-friendly alias for the user. + * - blocked: bool - Flag to allow or disallow requests for this end-user. Default is False. + * - max_budget: Optional[float] - The maximum budget allocated to the user. Either 'max_budget' or 'budget_id' should be provided, not both. + * - budget_id: Optional[str] - The identifier for an existing budget allocated to the user. Either 'max_budget' or 'budget_id' should be provided, not both. + * - allowed_model_region: Optional[Union[Literal["eu"], Literal["us"]]] - Require all user requests to use models in this specific region. + * - default_model: Optional[str] - If no equivalent model in the allowed region, default all requests to this model. + * - metadata: Optional[dict] = Metadata for customer, store information for customer. Example metadata = {"data_training_opt_out": True} + * - budget_duration: Optional[str] - Budget is reset at the end of specified duration. If not set, budget is never reset. You can set duration as seconds ("30s"), minutes ("30m"), hours ("30h"), days ("30d"). + * - tpm_limit: Optional[int] - [Not Implemented Yet] Specify tpm limit for a given customer (Tokens per minute) + * - rpm_limit: Optional[int] - [Not Implemented Yet] Specify rpm limit for a given customer (Requests per minute) + * - model_max_budget: Optional[dict] - [Not Implemented Yet] Specify max budget for a given model. Example: {"openai/gpt-4o-mini": {"max_budget": 100.0, "budget_duration": "1d"}} + * - max_parallel_requests: Optional[int] - [Not Implemented Yet] Specify max parallel requests for a given customer. + * - soft_budget: Optional[float] - [Not Implemented Yet] Get alerts when customer crosses given budget, doesn't block requests. + * - spend: Optional[float] - Specify initial spend for a given customer. + * - budget_reset_at: Optional[str] - Specify the date and time when the budget should be reset. + * - object_permission: Optional[LiteLLM_ObjectPermissionBase] - Customer-specific object permissions to control access to resources. + * Supported fields: + * * mcp_servers: List[str] - List of allowed MCP server IDs + * * mcp_access_groups: List[str] - List of MCP access group names + * * mcp_tool_permissions: Dict[str, List[str]] - Map of server ID to allowed tool names (e.g., {"server_1": ["tool_a", "tool_b"]}) + * * vector_stores: List[str] - List of allowed vector store IDs + * * agents: List[str] - List of allowed agent IDs + * * agent_access_groups: List[str] - List of agent access group names + * Example: {"mcp_servers": ["server_1", "server_2"], "vector_stores": ["vector_store_1"], "agents": ["agent_1"]} + * IF null or {} then no object-level restrictions apply. + * + * + * - Allow specifying allowed regions + * - Allow specifying default model + * + * Example curl: + * ``` + * curl --location 'http://0.0.0.0:4000/customer/new' --header 'Authorization: Bearer sk-1234' --header 'Content-Type: application/json' --data '{ + * "user_id" : "ishaan-jaff-3", + * "allowed_region": "eu", + * "budget_id": "free_tier", + * "default_model": "azure/gpt-3.5-turbo-eu" + * }' + * + * # With object permissions + * curl -L -X POST 'http://localhost:4000/customer/new' -H 'Authorization: Bearer sk-1234' -H 'Content-Type: application/json' -d '{ + * "user_id": "user_1", + * "object_permission": { + * "mcp_servers": ["server_1"], + * "mcp_access_groups": ["public_group"], + * "vector_stores": ["vector_store_1"] + * } + * }' + * + * # return end-user object + * ``` + * + * NOTE: This used to be called `/end_user/new`, we will still be maintaining compatibility for /end_user/XXX for these endpoints + */ + post: operations["new_end_user_end_user_new_post"]; + delete?: never; + options?: never; + head?: never; + patch?: never; + trace?: never; + }; + "/end_user/unblock": { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + get?: never; + put?: never; + /** + * Unblock User + * @description [BETA] Unblock calls with this user id + * + * Example + * ``` + * curl -X POST "http://0.0.0.0:8000/user/unblock" + * -H "Authorization: Bearer sk-1234" + * -d '{ + * "user_ids": [, ...] + * }' + * ``` + */ + post: operations["unblock_user_end_user_unblock_post"]; + delete?: never; + options?: never; + head?: never; + patch?: never; + trace?: never; + }; + "/end_user/update": { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + get?: never; + put?: never; + /** + * Update End User + * @description Example curl + * + * Parameters: + * - user_id: str + * - alias: Optional[str] = None # human-friendly alias + * - blocked: bool = False # allow/disallow requests for this end-user + * - max_budget: Optional[float] = None + * - budget_id: Optional[str] = None # give either a budget_id or max_budget + * - allowed_model_region: Optional[AllowedModelRegion] = ( + * None # require all user requests to use models in this specific region + * ) + * - default_model: Optional[str] = ( + * None # if no equivalent model in allowed region - default all requests to this model + * ) + * - object_permission: Optional[LiteLLM_ObjectPermissionBase] - Customer-specific object permissions to control access to resources. + * Supported fields: + * * mcp_servers: List[str] - List of allowed MCP server IDs + * * mcp_access_groups: List[str] - List of MCP access group names + * * mcp_tool_permissions: Dict[str, List[str]] - Map of server ID to allowed tool names + * * vector_stores: List[str] - List of allowed vector store IDs + * * agents: List[str] - List of allowed agent IDs + * * agent_access_groups: List[str] - List of agent access group names + * Example: {"mcp_servers": ["server_1"], "vector_stores": ["vector_store_1"]} + * IF null or {} then no object-level restrictions apply. + * + * Example curl: + * ``` + * curl --location 'http://0.0.0.0:4000/customer/update' --header 'Authorization: Bearer sk-1234' --header 'Content-Type: application/json' --data '{ + * "user_id": "test-litellm-user-4", + * "budget_id": "paid_tier" + * }' + * + * # Updating object permissions + * curl -L -X POST 'http://localhost:4000/customer/update' --header 'Authorization: Bearer sk-1234' --header 'Content-Type: application/json' --data '{ + * "user_id": "user_1", + * "object_permission": { + * "mcp_servers": ["server_3"], + * "vector_stores": ["vector_store_2", "vector_store_3"] + * } + * }' + * + * See below for all params + * ``` + */ + post: operations["update_end_user_end_user_update_post"]; + delete?: never; + options?: never; + head?: never; + patch?: never; + trace?: never; + }; "/engines/{model}/chat/completions": { parameters: { query?: never; @@ -3010,6 +3605,28 @@ export interface paths { patch?: never; trace?: never; }; + "/fallback/login": { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + /** + * Fallback Login + * @description Create Proxy API Keys using Google Workspace SSO. Requires setting PROXY_BASE_URL in .env + * PROXY_BASE_URL should be the your deployed proxy endpoint, e.g. PROXY_BASE_URL="https://litellm-production-7002.up.railway.app/" + * Example: + */ + get: operations["fallback_login_fallback_login_get"]; + put?: never; + post?: never; + delete?: never; + options?: never; + head?: never; + patch?: never; + trace?: never; + }; "/fallback/{model}": { parameters: { query?: never; @@ -3296,6 +3913,44 @@ export interface paths { patch: operations["gemini_proxy_route_gemini__endpoint__patch"]; trace?: never; }; + "/get/allowed_ips": { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + /** Get Allowed Ips */ + get: operations["get_allowed_ips_get_allowed_ips_get"]; + put?: never; + post?: never; + delete?: never; + options?: never; + head?: never; + patch?: never; + trace?: never; + }; + "/get/config/callbacks": { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + /** + * Get Config + * @description For Admin UI - allows admin to view config via UI + * # return the callbacks and the env variables for the callback + */ + get: operations["get_config_get_config_callbacks_get"]; + put?: never; + post?: never; + delete?: never; + options?: never; + head?: never; + patch?: never; + trace?: never; + }; "/get/default_team_settings": { parameters: { query?: never; @@ -3425,6 +4080,508 @@ export interface paths { patch?: never; trace?: never; }; + "/get_favicon": { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + /** + * Get Favicon + * @description Get custom favicon for the admin UI. + */ + get: operations["get_favicon_get_favicon_get"]; + put?: never; + post?: never; + delete?: never; + options?: never; + head?: never; + patch?: never; + trace?: never; + }; + "/get_image": { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + /** + * Get Image + * @description Get logo to show on admin UI + */ + get: operations["get_image_get_image_get"]; + put?: never; + post?: never; + delete?: never; + options?: never; + head?: never; + patch?: never; + trace?: never; + }; + "/get_logo_url": { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + /** + * Get Logo Url + * @description Get the current logo URL from environment. + * + * Only HTTP(S) URLs are returned — those are intended to be loaded + * directly by the browser from a public/internal CDN. Local file + * paths set via ``UI_LOGO_PATH`` are NOT returned: they are admin- + * only filesystem details, the dashboard falls back to ``/get_image`` + * which serves the file only when it is a supported image. Without + * this filter, the unauthenticated endpoint would disclose internal + * hostnames or filesystem paths to any caller. + */ + get: operations["get_logo_url_get_logo_url_get"]; + put?: never; + post?: never; + delete?: never; + options?: never; + head?: never; + patch?: never; + trace?: never; + }; + "/global/activity": { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + /** + * Get Global Activity + * @description Get number of API Requests, total tokens through proxy + * + * { + * "daily_data": [ + * const chartdata = [ + * { + * date: 'Jan 22', + * api_requests: 10, + * total_tokens: 2000 + * }, + * { + * date: 'Jan 23', + * api_requests: 10, + * total_tokens: 12 + * }, + * ], + * "sum_api_requests": 20, + * "sum_total_tokens": 2012 + * } + */ + get: operations["get_global_activity_global_activity_get"]; + put?: never; + post?: never; + delete?: never; + options?: never; + head?: never; + patch?: never; + trace?: never; + }; + "/global/activity/cache_hits": { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + /** + * Get Global Activity + * @description Get number of cache hits, vs misses + * + * { + * "daily_data": [ + * const chartdata = [ + * { + * date: 'Jan 22', + * cache_hits: 10, + * llm_api_calls: 2000 + * }, + * { + * date: 'Jan 23', + * cache_hits: 10, + * llm_api_calls: 12 + * }, + * ], + * "sum_cache_hits": 20, + * "sum_llm_api_calls": 2012 + * } + */ + get: operations["get_global_activity_global_activity_cache_hits_get"]; + put?: never; + post?: never; + delete?: never; + options?: never; + head?: never; + patch?: never; + trace?: never; + }; + "/global/activity/exceptions": { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + /** + * Get Global Activity Exceptions + * @description Get number of API Requests, total tokens through proxy + * + * { + * "daily_data": [ + * const chartdata = [ + * { + * date: 'Jan 22', + * num_rate_limit_exceptions: 10, + * }, + * { + * date: 'Jan 23', + * num_rate_limit_exceptions: 10, + * }, + * ], + * "sum_api_exceptions": 20, + * } + */ + get: operations["get_global_activity_exceptions_global_activity_exceptions_get"]; + put?: never; + post?: never; + delete?: never; + options?: never; + head?: never; + patch?: never; + trace?: never; + }; + "/global/activity/exceptions/deployment": { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + /** + * Get Global Activity Exceptions Per Deployment + * @description Get number of 429 errors - Grouped by deployment + * + * [ + * { + * "deployment": "https://azure-us-east-1.openai.azure.com/", + * "daily_data": [ + * const chartdata = [ + * { + * date: 'Jan 22', + * num_rate_limit_exceptions: 10 + * }, + * { + * date: 'Jan 23', + * num_rate_limit_exceptions: 12 + * }, + * ], + * "sum_num_rate_limit_exceptions": 20, + * + * }, + * { + * "deployment": "https://azure-us-east-1.openai.azure.com/", + * "daily_data": [ + * const chartdata = [ + * { + * date: 'Jan 22', + * num_rate_limit_exceptions: 10, + * }, + * { + * date: 'Jan 23', + * num_rate_limit_exceptions: 12 + * }, + * ], + * "sum_num_rate_limit_exceptions": 20, + * + * }, + * ] + */ + get: operations["get_global_activity_exceptions_per_deployment_global_activity_exceptions_deployment_get"]; + put?: never; + post?: never; + delete?: never; + options?: never; + head?: never; + patch?: never; + trace?: never; + }; + "/global/activity/model": { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + /** + * Get Global Activity Model + * @description Get number of API Requests, total tokens through proxy - Grouped by MODEL + * + * [ + * { + * "model": "gpt-4", + * "daily_data": [ + * const chartdata = [ + * { + * date: 'Jan 22', + * api_requests: 10, + * total_tokens: 2000 + * }, + * { + * date: 'Jan 23', + * api_requests: 10, + * total_tokens: 12 + * }, + * ], + * "sum_api_requests": 20, + * "sum_total_tokens": 2012 + * + * }, + * { + * "model": "azure/gpt-4-turbo", + * "daily_data": [ + * const chartdata = [ + * { + * date: 'Jan 22', + * api_requests: 10, + * total_tokens: 2000 + * }, + * { + * date: 'Jan 23', + * api_requests: 10, + * total_tokens: 12 + * }, + * ], + * "sum_api_requests": 20, + * "sum_total_tokens": 2012 + * + * }, + * ] + */ + get: operations["get_global_activity_model_global_activity_model_get"]; + put?: never; + post?: never; + delete?: never; + options?: never; + head?: never; + patch?: never; + trace?: never; + }; + "/global/all_end_users": { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + /** + * Global View All End Users + * @description [BETA] This is a beta endpoint. It will change. + * + * Use this to just get all the unique `end_users` + */ + get: operations["global_view_all_end_users_global_all_end_users_get"]; + put?: never; + post?: never; + delete?: never; + options?: never; + head?: never; + patch?: never; + trace?: never; + }; + "/global/spend": { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + /** + * Global Spend + * @description [BETA] This is a beta endpoint. It will change. + * + * View total spend across all proxy keys + */ + get: operations["global_spend_global_spend_get"]; + put?: never; + post?: never; + delete?: never; + options?: never; + head?: never; + patch?: never; + trace?: never; + }; + "/global/spend/all_tag_names": { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + /** Global Get All Tag Names */ + get: operations["global_get_all_tag_names_global_spend_all_tag_names_get"]; + put?: never; + post?: never; + delete?: never; + options?: never; + head?: never; + patch?: never; + trace?: never; + }; + "/global/spend/end_users": { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + get?: never; + put?: never; + /** + * Global Spend End Users + * @description [BETA] This is a beta endpoint. It will change. + * + * Use this to get the top 'n' keys with the highest spend, ordered by spend. + */ + post: operations["global_spend_end_users_global_spend_end_users_post"]; + delete?: never; + options?: never; + head?: never; + patch?: never; + trace?: never; + }; + "/global/spend/keys": { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + /** + * Global Spend Keys + * @description [BETA] This is a beta endpoint. It will change. + * + * Use this to get the top 'n' keys with the highest spend, ordered by spend. + */ + get: operations["global_spend_keys_global_spend_keys_get"]; + put?: never; + post?: never; + delete?: never; + options?: never; + head?: never; + patch?: never; + trace?: never; + }; + "/global/spend/logs": { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + /** + * Global Spend Logs + * @description [BETA] This is a beta endpoint. It will change. + * + * Use this to get global spend (spend per day for last 30d). Admin-only endpoint + * + * More efficient implementation of /spend/logs, by creating a view over the spend logs table. + */ + get: operations["global_spend_logs_global_spend_logs_get"]; + put?: never; + post?: never; + delete?: never; + options?: never; + head?: never; + patch?: never; + trace?: never; + }; + "/global/spend/models": { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + /** + * Global Spend Models + * @description [BETA] This is a beta endpoint. It will change. + * + * Use this to get the top 'n' models with the highest spend, ordered by spend. + */ + get: operations["global_spend_models_global_spend_models_get"]; + put?: never; + post?: never; + delete?: never; + options?: never; + head?: never; + patch?: never; + trace?: never; + }; + "/global/spend/provider": { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + /** + * Get Global Spend Provider + * @description Get breakdown of spend per provider + * [ + * { + * "provider": "Azure OpenAI", + * "spend": 20 + * }, + * { + * "provider": "OpenAI", + * "spend": 10 + * }, + * { + * "provider": "VertexAI", + * "spend": 30 + * } + * ] + */ + get: operations["get_global_spend_provider_global_spend_provider_get"]; + put?: never; + post?: never; + delete?: never; + options?: never; + head?: never; + patch?: never; + trace?: never; + }; + "/global/spend/refresh": { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + get?: never; + put?: never; + /** + * Global Spend Refresh + * @description ADMIN ONLY / MASTER KEY Only Endpoint + * + * Globally refresh spend MonthlyGlobalSpend view + */ + post: operations["global_spend_refresh_global_spend_refresh_post"]; + delete?: never; + options?: never; + head?: never; + patch?: never; + trace?: never; + }; "/global/spend/report": { parameters: { query?: never; @@ -3527,6 +4684,28 @@ export interface paths { patch?: never; trace?: never; }; + "/global/spend/teams": { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + /** + * Global Spend Per Team + * @description [BETA] This is a beta endpoint. It will change. + * + * Use this to get daily spend, grouped by `team_id` and `date` + */ + get: operations["global_spend_per_team_global_spend_teams_get"]; + put?: never; + post?: never; + delete?: never; + options?: never; + head?: never; + patch?: never; + trace?: never; + }; "/guardrails": { parameters: { query?: never; @@ -4860,6 +6039,111 @@ export interface paths { patch?: never; trace?: never; }; + "/invitation/delete": { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + get?: never; + put?: never; + /** + * Invitation Delete + * @description Delete invitation link + * + * ``` + * curl -X POST 'http://localhost:4000/invitation/delete' -H 'Content-Type: application/json' -d '{ + * "invitation_id": "1234" // 👈 id of invitation in 'LiteLLM_InvitationTable' + * }' + * ``` + */ + post: operations["invitation_delete_invitation_delete_post"]; + delete?: never; + options?: never; + head?: never; + patch?: never; + trace?: never; + }; + "/invitation/info": { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + /** + * Invitation Info + * @description Allow admin to create invite links, to onboard new users to Admin UI. + * + * ``` + * curl -X POST 'http://localhost:4000/invitation/new' -H 'Content-Type: application/json' -d '{ + * "user_id": "1234" // 👈 id of user in 'LiteLLM_UserTable' + * }' + * ``` + */ + get: operations["invitation_info_invitation_info_get"]; + put?: never; + post?: never; + delete?: never; + options?: never; + head?: never; + patch?: never; + trace?: never; + }; + "/invitation/new": { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + get?: never; + put?: never; + /** + * New Invitation + * @description Allow admin to create invite links, to onboard new users to Admin UI. + * + * ``` + * curl -X POST 'http://localhost:4000/invitation/new' -H 'Content-Type: application/json' -d '{ + * "user_id": "1234" // 👈 id of user in 'LiteLLM_UserTable' + * }' + * ``` + */ + post: operations["new_invitation_invitation_new_post"]; + delete?: never; + options?: never; + head?: never; + patch?: never; + trace?: never; + }; + "/invitation/update": { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + get?: never; + put?: never; + /** + * Invitation Update + * @description Update when invitation is accepted + * + * ``` + * curl -X POST 'http://localhost:4000/invitation/update' -H 'Content-Type: application/json' -d '{ + * "invitation_id": "1234" // 👈 id of invitation in 'LiteLLM_InvitationTable' + * "is_accepted": True // when invitation is accepted + * }' + * ``` + */ + post: operations["invitation_update_invitation_update_post"]; + delete?: never; + options?: never; + head?: never; + patch?: never; + trace?: never; + }; "/jwt/key/mapping/delete": { parameters: { query?: never; @@ -5700,6 +6984,23 @@ export interface paths { patch: operations["langfuse_proxy_route_langfuse__endpoint__patch"]; trace?: never; }; + "/lazy/warm/{name}": { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + get?: never; + put?: never; + /** Warm */ + post: operations["warm_lazy_warm__name__post"]; + delete?: never; + options?: never; + head?: never; + patch?: never; + trace?: never; + }; "/litellm/.well-known/litellm-ui-config": { parameters: { query?: never; @@ -5717,6 +7018,23 @@ export interface paths { patch?: never; trace?: never; }; + "/login": { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + get?: never; + put?: never; + /** Login */ + post: operations["login_login_post"]; + delete?: never; + options?: never; + head?: never; + patch?: never; + trace?: never; + }; "/mcp-rest/test/connection": { parameters: { query?: never; @@ -5814,6 +7132,52 @@ export interface paths { patch?: never; trace?: never; }; + "/memory-usage-in-mem-cache": { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + /** + * Memory Usage In Mem Cache + * @description 1. user_api_key_cache + * 2. router_cache + * 3. proxy_logging_cache + * 4. internal_usage_cache + */ + get: operations["memory_usage_in_mem_cache_memory_usage_in_mem_cache_get"]; + put?: never; + post?: never; + delete?: never; + options?: never; + head?: never; + patch?: never; + trace?: never; + }; + "/memory-usage-in-mem-cache-items": { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + /** + * Memory Usage In Mem Cache Items + * @description 1. user_api_key_cache + * 2. router_cache + * 3. proxy_logging_cache + * 4. internal_usage_cache + */ + get: operations["memory_usage_in_mem_cache_items_memory_usage_in_mem_cache_items_get"]; + put?: never; + post?: never; + delete?: never; + options?: never; + head?: never; + patch?: never; + trace?: never; + }; "/milvus/{endpoint}": { parameters: { query?: never; @@ -5886,6 +7250,35 @@ export interface paths { patch: operations["mistral_proxy_route_mistral__endpoint__patch"]; trace?: never; }; + "/model/cost_map/source": { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + /** + * Get Model Cost Map Source + * @description ADMIN ONLY / MASTER KEY Only Endpoint + * + * Returns information about where the current model cost/pricing data was loaded from. + * + * Response fields: + * - source: "local" (bundled backup) or "remote" (fetched from URL) + * - url: the remote URL that was attempted (null when env-forced local) + * - is_env_forced: true if LITELLM_LOCAL_MODEL_COST_MAP=True forced local usage + * - fallback_reason: human-readable reason why remote failed (null on success) + * - model_count: number of models in the currently loaded cost map + */ + get: operations["get_model_cost_map_source_model_cost_map_source_get"]; + put?: never; + post?: never; + delete?: never; + options?: never; + head?: never; + patch?: never; + trace?: never; + }; "/model/delete": { parameters: { query?: never; @@ -5955,6 +7348,66 @@ export interface paths { patch?: never; trace?: never; }; + "/model/metrics": { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + /** + * Model Metrics + * @description View number of requests & avg latency per model on config.yaml + */ + get: operations["model_metrics_model_metrics_get"]; + put?: never; + post?: never; + delete?: never; + options?: never; + head?: never; + patch?: never; + trace?: never; + }; + "/model/metrics/exceptions": { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + /** + * Model Metrics Exceptions + * @description View number of failed requests per model on config.yaml + */ + get: operations["model_metrics_exceptions_model_metrics_exceptions_get"]; + put?: never; + post?: never; + delete?: never; + options?: never; + head?: never; + patch?: never; + trace?: never; + }; + "/model/metrics/slow_responses": { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + /** + * Model Metrics Slow Responses + * @description View number of hanging requests per model_group + */ + get: operations["model_metrics_slow_responses_model_metrics_slow_responses_get"]; + put?: never; + post?: never; + delete?: never; + options?: never; + head?: never; + patch?: never; + trace?: never; + }; "/model/new": { parameters: { query?: never; @@ -5975,6 +7428,46 @@ export interface paths { patch?: never; trace?: never; }; + "/model/settings": { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + /** + * Model Settings + * @description Returns provider name, description, and required parameters for each provider + */ + get: operations["model_settings_model_settings_get"]; + put?: never; + post?: never; + delete?: never; + options?: never; + head?: never; + patch?: never; + trace?: never; + }; + "/model/streaming_metrics": { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + /** + * Model Streaming Metrics + * @description View time to first token for models in spend logs + */ + get: operations["model_streaming_metrics_model_streaming_metrics_get"]; + put?: never; + post?: never; + delete?: never; + options?: never; + head?: never; + patch?: never; + trace?: never; + }; "/model/update": { parameters: { query?: never; @@ -6411,6 +7904,58 @@ export interface paths { patch?: never; trace?: never; }; + "/onboarding/claim_token": { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + get?: never; + put?: never; + /** + * Claim Onboarding Link + * @description Special route. Allows UI link share user to update their password. + * + * - Get the invite link + * - Validate it's still 'valid' + * - Check if user within initial session (prevents abuse) + * - Get user from db + * - Update user password + * + * This route can only update user password. + */ + post: operations["claim_onboarding_link_onboarding_claim_token_post"]; + delete?: never; + options?: never; + head?: never; + patch?: never; + trace?: never; + }; + "/onboarding/get_token": { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + /** + * Onboarding + * @description - Get the invite link + * - Validate it's still 'valid' + * - Return a short-lived onboarding token + * - Get user from db + * - Pass in user_email if set + */ + get: operations["onboarding_onboarding_get_token_get"]; + put?: never; + post?: never; + delete?: never; + options?: never; + head?: never; + patch?: never; + trace?: never; + }; "/openai/deployments/{model}/chat/completions": { parameters: { query?: never; @@ -7339,6 +8884,23 @@ export interface paths { patch: operations["update_organization_organization_update_patch"]; trace?: never; }; + "/otel-spans": { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + /** Get Otel Spans */ + get: operations["get_otel_spans_otel_spans_get"]; + put?: never; + post?: never; + delete?: never; + options?: never; + head?: never; + patch?: never; + trace?: never; + }; "/policies": { parameters: { query?: never; @@ -9012,6 +10574,23 @@ export interface paths { patch?: never; trace?: never; }; + "/queue/chat/completions": { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + get?: never; + put?: never; + /** Async Queue Request */ + post: operations["async_queue_request_queue_chat_completions_post"]; + delete?: never; + options?: never; + head?: never; + patch?: never; + trace?: never; + }; "/rag/ingest": { parameters: { query?: never; @@ -9178,6 +10757,52 @@ export interface paths { patch?: never; trace?: never; }; + "/reload/anthropic_beta_headers": { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + get?: never; + put?: never; + /** + * Reload Anthropic Beta Headers + * @description ADMIN ONLY / MASTER KEY Only Endpoint + * + * Manually reload the Anthropic beta headers configuration from the remote source. + * This will fetch fresh configuration from the anthropic_beta_headers_config.json file. + */ + post: operations["reload_anthropic_beta_headers_reload_anthropic_beta_headers_post"]; + delete?: never; + options?: never; + head?: never; + patch?: never; + trace?: never; + }; + "/reload/model_cost_map": { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + get?: never; + put?: never; + /** + * Reload Model Cost Map + * @description ADMIN ONLY / MASTER KEY Only Endpoint + * + * Manually reload the model cost map from the remote source. + * This will fetch fresh pricing data from the model_prices_and_context_window.json file. + */ + post: operations["reload_model_cost_map_reload_model_cost_map_post"]; + delete?: never; + options?: never; + head?: never; + patch?: never; + trace?: never; + }; "/rerank": { parameters: { query?: never; @@ -9467,6 +11092,108 @@ export interface paths { patch?: never; trace?: never; }; + "/schedule/anthropic_beta_headers_reload": { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + get?: never; + put?: never; + /** + * Schedule Anthropic Beta Headers Reload + * @description ADMIN ONLY / MASTER KEY Only Endpoint + * + * Schedule periodic reload of the Anthropic beta headers configuration. + * This will create a background job that reloads the configuration every specified hours. + */ + post: operations["schedule_anthropic_beta_headers_reload_schedule_anthropic_beta_headers_reload_post"]; + /** + * Cancel Anthropic Beta Headers Reload + * @description ADMIN ONLY / MASTER KEY Only Endpoint + * + * Cancel the scheduled periodic reload of the Anthropic beta headers configuration. + */ + delete: operations["cancel_anthropic_beta_headers_reload_schedule_anthropic_beta_headers_reload_delete"]; + options?: never; + head?: never; + patch?: never; + trace?: never; + }; + "/schedule/anthropic_beta_headers_reload/status": { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + /** + * Get Anthropic Beta Headers Reload Status + * @description ADMIN ONLY / MASTER KEY Only Endpoint + * + * Get the status of the scheduled Anthropic beta headers reload job. + */ + get: operations["get_anthropic_beta_headers_reload_status_schedule_anthropic_beta_headers_reload_status_get"]; + put?: never; + post?: never; + delete?: never; + options?: never; + head?: never; + patch?: never; + trace?: never; + }; + "/schedule/model_cost_map_reload": { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + get?: never; + put?: never; + /** + * Schedule Model Cost Map Reload + * @description ADMIN ONLY / MASTER KEY Only Endpoint + * + * Schedule periodic reload of the model cost map. + * This will create a background job that reloads the model cost map every specified hours. + */ + post: operations["schedule_model_cost_map_reload_schedule_model_cost_map_reload_post"]; + /** + * Cancel Model Cost Map Reload + * @description ADMIN ONLY / MASTER KEY Only Endpoint + * + * Cancel the scheduled periodic reload of the model cost map. + */ + delete: operations["cancel_model_cost_map_reload_schedule_model_cost_map_reload_delete"]; + options?: never; + head?: never; + patch?: never; + trace?: never; + }; + "/schedule/model_cost_map_reload/status": { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + /** + * Get Model Cost Map Reload Status + * @description ADMIN ONLY / MASTER KEY Only Endpoint + * + * Get the status of the scheduled model cost map reload job. + */ + get: operations["get_model_cost_map_reload_status_schedule_model_cost_map_reload_status_get"]; + put?: never; + post?: never; + delete?: never; + options?: never; + head?: never; + patch?: never; + trace?: never; + }; "/scim/v2": { parameters: { query?: never; @@ -10322,6 +12049,38 @@ export interface paths { patch?: never; trace?: never; }; + "/spend/keys": { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + /** + * Spend Key Fn + * @description View keys created, ordered by spend. + * + * - Admin callers (PROXY_ADMIN / PROXY_ADMIN_VIEW_ONLY) see every key in + * the database. + * - All other callers (INTERNAL_USER / INTERNAL_USER_VIEW_ONLY, etc.) are + * scoped to keys they own (``user_id == caller``). A caller with no + * ``user_id`` has no scope and receives an empty list rather than the + * full table. + * + * Example Request: + * ``` + * curl -X GET "http://0.0.0.0:8000/spend/keys" -H "Authorization: Bearer sk-1234" + * ``` + */ + get: operations["spend_key_fn_spend_keys_get"]; + put?: never; + post?: never; + delete?: never; + options?: never; + head?: never; + patch?: never; + trace?: never; + }; "/spend/logs": { parameters: { query?: never; @@ -10374,6 +12133,86 @@ export interface paths { patch?: never; trace?: never; }; + "/spend/logs/session/ui": { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + /** + * Ui View Session Spend Logs + * @description Get paginated spend logs for a particular session. + * + * Returns: + * { + * "data": List[LiteLLM_SpendLogs], + * "total": int, + * "page": int, + * "page_size": int, + * "total_pages": int, + * } + */ + get: operations["ui_view_session_spend_logs_spend_logs_session_ui_get"]; + put?: never; + post?: never; + delete?: never; + options?: never; + head?: never; + patch?: never; + trace?: never; + }; + "/spend/logs/ui": { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + /** + * Ui View Spend Logs + * @description View spend logs with pagination support. + * Available at both `/spend/logs/v2` (public API) and `/spend/logs/ui` (internal UI). + * + * Returns paginated response with data, total, page, page_size, and total_pages. + * + * Example: + * ``` + * curl -X GET "http://0.0.0.0:8000/spend/logs/v2?start_date=2025-11-25%2000:00:00&end_date=2025-11-26%2023:59:59&page=1&page_size=50" -H "Authorization: Bearer sk-1234" + * ``` + */ + get: operations["ui_view_spend_logs_spend_logs_ui_get"]; + put?: never; + post?: never; + delete?: never; + options?: never; + head?: never; + patch?: never; + trace?: never; + }; + "/spend/logs/ui/{request_id}": { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + /** + * Ui View Request Response For Request Id + * @description View request / response for a specific request_id + * + * - goes through all callbacks, checks if any of them have a @property -> has_request_response_payload + * - if so, it will return the request and response payload + */ + get: operations["ui_view_request_response_for_request_id_spend_logs_ui__request_id__get"]; + put?: never; + post?: never; + delete?: never; + options?: never; + head?: never; + patch?: never; + trace?: never; + }; "/spend/logs/v2": { parameters: { query?: never; @@ -10432,6 +12271,208 @@ export interface paths { patch?: never; trace?: never; }; + "/spend/users": { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + /** + * Spend User Fn + * @description View users created, ordered by spend. + * + * - Admin callers (PROXY_ADMIN / PROXY_ADMIN_VIEW_ONLY) see every user, or + * a specific user when ``user_id`` is supplied. + * - All other callers may only read their own row. If they supply a + * ``user_id`` query parameter that does not match their authenticated + * ``user_id`` the request is rejected with HTTP 403; supplying their + * own id (or none at all) returns just their row. A caller with no + * ``user_id`` on their key has no scope and receives an empty list + * rather than the full table. + * + * Example Request: + * ``` + * curl -X GET "http://0.0.0.0:8000/spend/users" -H "Authorization: Bearer sk-1234" + * ``` + * + * View User Table row for user_id + * ``` + * curl -X GET "http://0.0.0.0:8000/spend/users?user_id=1234" -H "Authorization: Bearer sk-1234" + * ``` + */ + get: operations["spend_user_fn_spend_users_get"]; + put?: never; + post?: never; + delete?: never; + options?: never; + head?: never; + patch?: never; + trace?: never; + }; + "/sso/callback": { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + /** + * Auth Callback + * @description Verify login + */ + get: operations["auth_callback_sso_callback_get"]; + put?: never; + post?: never; + delete?: never; + options?: never; + head?: never; + patch?: never; + trace?: never; + }; + "/sso/cli/complete/{login_id}": { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + get?: never; + put?: never; + /** Cli Sso Complete */ + post: operations["cli_sso_complete_sso_cli_complete__login_id__post"]; + delete?: never; + options?: never; + head?: never; + patch?: never; + trace?: never; + }; + "/sso/cli/poll/{key_id}": { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + /** + * Cli Poll Key + * @description CLI polling endpoint - retrieves session from cache and generates JWT. + * + * Flow: + * 1. First poll (no team_id): Returns teams list without generating JWT + * 2. Second poll (with team_id): Generates JWT with selected team and deletes session + * + * Args: + * key_id: The CLI login session ID + * team_id: Optional team ID to assign to the JWT. If provided, must be one of user's teams. + */ + get: operations["cli_poll_key_sso_cli_poll__key_id__get"]; + put?: never; + post?: never; + delete?: never; + options?: never; + head?: never; + patch?: never; + trace?: never; + }; + "/sso/cli/start": { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + get?: never; + put?: never; + /** Cli Sso Start */ + post: operations["cli_sso_start_sso_cli_start_post"]; + delete?: never; + options?: never; + head?: never; + patch?: never; + trace?: never; + }; + "/sso/debug/callback": { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + /** + * Debug Sso Callback + * @description Returns the OpenID object returned by the SSO provider + */ + get: operations["debug_sso_callback_sso_debug_callback_get"]; + put?: never; + post?: never; + delete?: never; + options?: never; + head?: never; + patch?: never; + trace?: never; + }; + "/sso/debug/login": { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + /** + * Debug Sso Login + * @description Create Proxy API Keys using Google Workspace SSO. Requires setting PROXY_BASE_URL in .env + * PROXY_BASE_URL should be the your deployed proxy endpoint, e.g. PROXY_BASE_URL="https://litellm-production-7002.up.railway.app/" + * Example: + */ + get: operations["debug_sso_login_sso_debug_login_get"]; + put?: never; + post?: never; + delete?: never; + options?: never; + head?: never; + patch?: never; + trace?: never; + }; + "/sso/get/ui_settings": { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + /** Get Ui Settings */ + get: operations["get_ui_settings_sso_get_ui_settings_get"]; + put?: never; + post?: never; + delete?: never; + options?: never; + head?: never; + patch?: never; + trace?: never; + }; + "/sso/key/generate": { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + /** + * Google Login + * @description Create Proxy API Keys using Google Workspace SSO. Requires setting PROXY_BASE_URL in .env + * PROXY_BASE_URL should be the your deployed proxy endpoint, e.g. PROXY_BASE_URL="https://litellm-production-7002.up.railway.app/" + * Example: + */ + get: operations["google_login_sso_key_generate_get"]; + put?: never; + post?: never; + delete?: never; + options?: never; + head?: never; + patch?: never; + trace?: never; + }; "/sso/readiness": { parameters: { query?: never; @@ -10970,6 +13011,36 @@ export interface paths { patch?: never; trace?: never; }; + "/team/filter/ui": { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + /** + * Ui View Teams + * @description [PROXY-ADMIN ONLY] Filter teams based on partial match of team_id or team_alias with pagination. + * + * Args: + * user_id (Optional[str]): Partial user ID to search for + * user_email (Optional[str]): Partial email to search for + * page (int): Page number for pagination (starts at 1) + * page_size (int): Number of items per page (max 100) + * user_api_key_dict (UserAPIKeyAuth): User authentication information + * + * Returns: + * List[LiteLLM_SpendLogs]: Paginated list of matching user records + */ + get: operations["ui_view_teams_team_filter_ui_get"]; + put?: never; + post?: never; + delete?: never; + options?: never; + head?: never; + patch?: never; + trace?: never; + }; "/team/info": { parameters: { query?: never; @@ -11959,6 +14030,32 @@ export interface paths { patch?: never; trace?: never; }; + "/user/available_roles": { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + /** + * Ui Get Available Role + * @description Endpoint used by Admin UI to show all available roles to assign a user + * return { + * "proxy_admin": { + * "description": "Proxy Admin role", + * "ui_label": "Admin" + * } + * } + */ + get: operations["ui_get_available_role_user_available_roles_get"]; + put?: never; + post?: never; + delete?: never; + options?: never; + head?: never; + patch?: never; + trace?: never; + }; "/user/available_users": { parameters: { query?: never; @@ -12128,6 +14225,36 @@ export interface paths { patch?: never; trace?: never; }; + "/user/filter/ui": { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + /** + * Ui View Users + * @description Filter users based on partial match of user_id or email with pagination. + * + * Behaviour depends on the ``scope_user_search_to_org`` UI-setting flag + * (stored in the ``litellm_uisettings`` table): + * + * * **Flag OFF (default):** any authenticated user can search all users. + * * **Flag ON:** + * - Proxy admins see all users. + * - Org admins see only users in their org(s). + * - Team admins for an org-bound team see users in that org. + * - Others receive a 403. + */ + get: operations["ui_view_users_user_filter_ui_get"]; + put?: never; + post?: never; + delete?: never; + options?: never; + head?: never; + patch?: never; + trace?: never; + }; "/user/info": { parameters: { query?: never; @@ -16256,6 +18383,75 @@ export interface paths { patch?: never; trace?: never; }; + "/v2/key/info": { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + get?: never; + put?: never; + /** + * Info Key Fn V2 + * @description Retrieve information about a list of keys. + * + * **New endpoint**. Currently admin only. + * Parameters: + * keys: Optional[list] = body parameter representing the key(s) in the request + * user_api_key_dict: UserAPIKeyAuth = Dependency representing the user's API key + * Returns: + * Dict containing the key and its associated information + * + * Example Curl: + * ``` + * curl -X GET "http://0.0.0.0:4000/key/info" -H "Authorization: Bearer sk-1234" -d {"keys": ["sk-1", "sk-2", "sk-3"]} + * ``` + */ + post: operations["info_key_fn_v2_v2_key_info_post"]; + delete?: never; + options?: never; + head?: never; + patch?: never; + trace?: never; + }; + "/v2/login": { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + get?: never; + put?: never; + /** Login V2 */ + post: operations["login_v2_v2_login_post"]; + delete?: never; + options?: never; + head?: never; + patch?: never; + trace?: never; + }; + "/v2/model/info": { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + /** + * Model Info V2 + * @description v2 - returns models available to the user based on their API key permissions. Shows model info from config.yaml (except api key and api base). Filter to just user-added models with ?user_models_only=true + */ + get: operations["model_info_v2_v2_model_info_get"]; + put?: never; + post?: never; + delete?: never; + options?: never; + head?: never; + patch?: never; + trace?: never; + }; "/v2/rerank": { parameters: { query?: never; @@ -16348,6 +18544,40 @@ export interface paths { patch?: never; trace?: never; }; + "/v3/login": { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + get?: never; + put?: never; + /** Login V3 */ + post: operations["login_v3_v3_login_post"]; + delete?: never; + options?: never; + head?: never; + patch?: never; + trace?: never; + }; + "/v3/login/exchange": { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + get?: never; + put?: never; + /** Login V3 Exchange */ + post: operations["login_v3_exchange_v3_login_exchange_post"]; + delete?: never; + options?: never; + head?: never; + patch?: never; + trace?: never; + }; "/vantage/delete": { parameters: { query?: never; @@ -16752,6 +18982,52 @@ export interface paths { patch?: never; trace?: never; }; + "/vertex-ai/{endpoint}": { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + /** + * Vertex Proxy Route + * @description Call LiteLLM proxy via Vertex AI SDK. + * + * [Docs](https://docs.litellm.ai/docs/pass_through/vertex_ai) + */ + get: operations["vertex_proxy_route_vertex_ai__endpoint__get_2"]; + /** + * Vertex Proxy Route + * @description Call LiteLLM proxy via Vertex AI SDK. + * + * [Docs](https://docs.litellm.ai/docs/pass_through/vertex_ai) + */ + put: operations["vertex_proxy_route_vertex_ai__endpoint__put_2"]; + /** + * Vertex Proxy Route + * @description Call LiteLLM proxy via Vertex AI SDK. + * + * [Docs](https://docs.litellm.ai/docs/pass_through/vertex_ai) + */ + post: operations["vertex_proxy_route_vertex_ai__endpoint__post_2"]; + /** + * Vertex Proxy Route + * @description Call LiteLLM proxy via Vertex AI SDK. + * + * [Docs](https://docs.litellm.ai/docs/pass_through/vertex_ai) + */ + delete: operations["vertex_proxy_route_vertex_ai__endpoint__delete_2"]; + options?: never; + head?: never; + /** + * Vertex Proxy Route + * @description Call LiteLLM proxy via Vertex AI SDK. + * + * [Docs](https://docs.litellm.ai/docs/pass_through/vertex_ai) + */ + patch: operations["vertex_proxy_route_vertex_ai__endpoint__patch_2"]; + trace?: never; + }; "/vertex_ai/discovery/{endpoint}": { parameters: { query?: never; @@ -17919,6 +20195,12 @@ export interface components { /** Tags */ tags?: string[]; }; + /** + * AlertType + * @description Enum for alert types and management event types + * @enum {string} + */ + AlertType: "llm_exceptions" | "llm_too_slow" | "llm_requests_hanging" | "budget_alerts" | "spend_reports" | "failed_tracking_spend" | "db_exceptions" | "daily_reports" | "cooldown_deployment" | "new_model_added" | "outage_alerts" | "region_outage_alerts" | "fallback_reports" | "new_virtual_key_created" | "virtual_key_updated" | "virtual_key_deleted" | "new_team_created" | "team_updated" | "team_deleted" | "new_internal_user_created" | "internal_user_updated" | "internal_user_deleted"; /** AllowedVectorStoreIndexItem */ AllowedVectorStoreIndexItem: { /** Index Name */ @@ -18962,6 +21244,11 @@ export interface components { * @enum {string} */ CallTypes: "embedding" | "aembedding" | "completion" | "acompletion" | "atext_completion" | "text_completion" | "image_generation" | "aimage_generation" | "image_edit" | "aimage_edit" | "moderation" | "amoderation" | "atranscription" | "transcription" | "aspeech" | "speech" | "rerank" | "arerank" | "search" | "asearch" | "_arealtime" | "_aresponses_websocket" | "create_batch" | "acreate_batch" | "aretrieve_batch" | "retrieve_batch" | "acancel_batch" | "cancel_batch" | "pass_through_endpoint" | "anthropic_messages" | "get_assistants" | "aget_assistants" | "create_assistants" | "acreate_assistants" | "delete_assistant" | "adelete_assistant" | "acreate_thread" | "create_thread" | "aget_thread" | "get_thread" | "a_add_message" | "add_message" | "aget_messages" | "get_messages" | "arun_thread" | "run_thread" | "arun_thread_stream" | "run_thread_stream" | "afile_retrieve" | "file_retrieve" | "afile_delete" | "file_delete" | "afile_list" | "file_list" | "acreate_file" | "create_file" | "afile_content" | "file_content" | "create_fine_tuning_job" | "acreate_fine_tuning_job" | "create_video" | "acreate_video" | "avideo_retrieve" | "video_retrieve" | "avideo_content" | "video_content" | "video_remix" | "avideo_remix" | "video_list" | "avideo_list" | "video_retrieve_job" | "avideo_retrieve_job" | "video_delete" | "avideo_delete" | "video_create_character" | "avideo_create_character" | "video_get_character" | "avideo_get_character" | "video_edit" | "avideo_edit" | "video_extension" | "avideo_extension" | "vector_store_file_create" | "avector_store_file_create" | "vector_store_file_list" | "avector_store_file_list" | "vector_store_file_retrieve" | "avector_store_file_retrieve" | "vector_store_file_content" | "avector_store_file_content" | "vector_store_file_update" | "avector_store_file_update" | "vector_store_file_delete" | "avector_store_file_delete" | "vector_store_create" | "avector_store_create" | "vector_store_search" | "avector_store_search" | "create_container" | "acreate_container" | "list_containers" | "alist_containers" | "retrieve_container" | "aretrieve_container" | "delete_container" | "adelete_container" | "list_container_files" | "alist_container_files" | "upload_container_file" | "aupload_container_file" | "acancel_fine_tuning_job" | "cancel_fine_tuning_job" | "alist_fine_tuning_jobs" | "list_fine_tuning_jobs" | "aretrieve_fine_tuning_job" | "retrieve_fine_tuning_job" | "responses" | "aresponses" | "alist_input_items" | "llm_passthrough_route" | "allm_passthrough_route" | "generate_content" | "agenerate_content" | "generate_content_stream" | "agenerate_content_stream" | "ocr" | "aocr" | "call_mcp_tool" | "list_mcp_tools" | "asend_message" | "send_message" | "acreate_skill"; + /** CallbackDelete */ + CallbackDelete: { + /** Callback Name */ + callback_name: string; + }; /** CallbacksByType */ CallbacksByType: { /** Failure */ @@ -19581,6 +21868,296 @@ export interface components { /** Regulation */ regulation: string; }; + /** ConfigFieldDelete */ + ConfigFieldDelete: { + /** + * Config Type + * @constant + */ + config_type: "general_settings"; + /** Field Name */ + field_name: string; + }; + /** ConfigFieldInfo */ + ConfigFieldInfo: { + /** Field Name */ + field_name: string; + /** Field Value */ + field_value: unknown; + }; + /** ConfigFieldUpdate */ + ConfigFieldUpdate: { + /** + * Config Type + * @constant + */ + config_type: "general_settings"; + /** Field Name */ + field_name: string; + /** Field Value */ + field_value: unknown; + }; + /** + * ConfigGeneralSettings + * @description Documents all the fields supported by `general_settings` in config.yaml + */ + ConfigGeneralSettings: { + /** + * Alert To Webhook Url + * @description Mapping of alert type to webhook url. e.g. `alert_to_webhook_url: {'budget_alerts': 'https://nothooks.slack.com/services/T00000000/B00000000/XXXXXXXXXXXXXXXXXXXXXXXX'}` + */ + alert_to_webhook_url?: { + [key: string]: unknown; + } | null; + /** + * Alert Types + * @description List of alerting types. By default it is all alerts + */ + alert_types?: components["schemas"]["AlertType"][] | null; + /** + * Alerting + * @description List of alerting integrations. Today, just slack - `alerting: ['slack']` + */ + alerting?: unknown[] | null; + /** + * Alerting Args + * @description Controllable params for slack alerting - e.g. ttl in cache. + */ + alerting_args?: { + [key: string]: unknown; + } | null; + /** + * Alerting Threshold + * @description sends alerts if requests hang for 5min+ + */ + alerting_threshold?: number | null; + /** + * Allowed Routes + * @description Proxy API Endpoints you want users to be able to access + */ + allowed_routes?: unknown[] | null; + /** + * Background Health Checks + * @description run health checks in background + */ + background_health_checks?: boolean | null; + /** + * Completion Model + * @description proxy level default model for all chat completion calls + */ + completion_model?: string | null; + /** + * Custom Auth + * @description override user_api_key_auth with your own auth script - https://docs.litellm.ai/docs/proxy/virtual_keys#custom-auth + */ + custom_auth?: string | null; + /** @description custom args for instantiating dynamodb client - e.g. billing provision */ + database_args?: components["schemas"]["DynamoDBArgs"] | null; + /** + * Database Connect Timeout + * @description Prisma `connect_timeout` URL param (seconds). Bounds how long the engine waits to establish a new connection before failing. Defaults to Prisma's built-in value when unset. + */ + database_connect_timeout?: number | null; + /** + * Database Connection Pool Limit + * @description default connection pool for prisma client connecting to postgres db + * @default 10 + */ + database_connection_pool_limit: number | null; + /** + * Database Connection Timeout + * @description default timeout for a connection to the database + * @default 60 + */ + database_connection_timeout: number | null; + /** + * Database Extra Connection Params + * @description Escape hatch: extra key/value pairs appended verbatim to the Prisma DATABASE_URL / DIRECT_URL query string (e.g. `sslmode`, `pgbouncer`, `statement_cache_size`). Keys here override any default LiteLLM sets. + */ + database_extra_connection_params?: { + [key: string]: unknown; + } | null; + /** + * Database Socket Timeout + * @description Prisma `socket_timeout` URL param (seconds). When set, an idle/slow connection that has not produced data within this window is closed. This is the main knob for capping idle DB connections from LiteLLM. + */ + database_socket_timeout?: number | null; + /** + * Database Type + * @description to use dynamodb instead of postgres db + */ + database_type?: "dynamo_db" | null; + /** + * Database Url + * @description connect to a postgres db - needed for generating temporary keys + tracking spend / key + */ + database_url?: string | null; + /** + * Enable Public Model Hub + * @description Public model hub for users to see what models they have access to, supported openai params, etc. + * @default false + */ + enable_public_model_hub: boolean; + /** + * Forward Client Headers To Llm Api + * @description If True, forwards client headers (e.g. Authorization) to the LLM API. Required for Claude Code with Max subscription. + */ + forward_client_headers_to_llm_api?: boolean | null; + /** + * Global Max Parallel Requests + * @description global max parallel requests to allow for a proxy instance. + */ + global_max_parallel_requests?: number | null; + /** + * Health Check Concurrency + * @description limit concurrent health checks per cycle; when unset, health checks run without a concurrency cap + */ + health_check_concurrency?: number | null; + /** + * Health Check Interval + * @description background health check interval in seconds + * @default 300 + */ + health_check_interval: number; + /** + * Health Check Skip Disabled Background Models + * @description When true, deployments with model_info.disable_background_health_check are skipped for on-demand GET /health as well as the background health loop. + * @default false + */ + health_check_skip_disabled_background_models: boolean; + /** + * Infer Model From Keys + * @description for `/models` endpoint, infers available model based on environment keys (e.g. OPENAI_API_KEY) + */ + infer_model_from_keys?: boolean | null; + /** @description key manager to load keys from / decrypt keys with */ + key_management_system?: components["schemas"]["KeyManagementSystem"] | null; + /** + * Master Key + * @description require a key for all calls to proxy + */ + master_key?: string | null; + /** + * Max Parallel Requests + * @description maximum parallel requests for each api key + */ + max_parallel_requests?: number | null; + /** + * Max Request Size Mb + * @description max request size in MB, if a request is larger than this size it will be rejected + */ + max_request_size_mb?: number | null; + /** + * Max Response Size Mb + * @description max response size in MB, if a response is larger than this size it will be rejected + */ + max_response_size_mb?: number | null; + /** + * Maximum Spend Logs Retention Period + * @description Maximum retention period for spend logs (e.g., '7d' for 7 days). Logs older than this will be deleted. + */ + maximum_spend_logs_retention_period?: string | null; + /** + * Mcp Internal Ip Ranges + * @description Custom CIDR ranges that define internal/private networks for MCP access control. When set, only these ranges are treated as internal. Defaults to RFC 1918 private ranges (10.0.0.0/8, 172.16.0.0/12, 192.168.0.0/16, 127.0.0.0/8). + */ + mcp_internal_ip_ranges?: string[] | null; + /** + * Mcp Required Fields + * @description List of MCP server fields that must be filled in for a submission to pass standards checks (e.g. ['description', 'source_url', 'alias']). + */ + mcp_required_fields?: string[] | null; + /** + * Mcp Trusted Proxy Ranges + * @description CIDR ranges of trusted reverse proxies. When set, X-Forwarded-For and X-Forwarded-* origin headers are only trusted from these IPs. + */ + mcp_trusted_proxy_ranges?: string[] | null; + /** + * Otel + * @description [BETA] OpenTelemetry support - this might change, use with caution. + */ + otel?: boolean | null; + /** + * Pass Through Endpoints + * @description Set-up pass-through endpoints for provider-specific endpoints. Docs - https://docs.litellm.ai/docs/proxy/pass_through + */ + pass_through_endpoints?: components["schemas"]["PassThroughGenericEndpoint"][] | null; + /** + * Reject Clientside Metadata Tags + * @description When set to True, rejects requests that contain client-side 'metadata.tags' to prevent users from influencing budgets by sending different tags. Tags can only be inherited from the API key metadata. + */ + reject_clientside_metadata_tags?: boolean | null; + /** + * Store Model In Db + * @description If True, models and config are stored in and loaded from the database. Default is False. + */ + store_model_in_db?: boolean | null; + /** + * Store Prompts In Spend Logs + * @description If True, stores request messages and responses in spend logs. Default is False. + */ + store_prompts_in_spend_logs?: boolean | null; + /** + * Supported Db Objects + * @description Fine-grained control over which object types to load from the database when store_model_in_db is True. Available types: 'models', 'mcp', 'guardrails', 'vector_stores', 'pass_through_endpoints', 'prompts', 'model_cost_map', 'tools', 'config_overrides'. If not set, all objects are loaded (default behavior). + */ + supported_db_objects?: components["schemas"]["SupportedDBObjectType"][] | null; + /** + * Trusted Proxy Ranges + * @description CIDR ranges of trusted reverse proxies allowed to provide identity headers for header-based auth paths such as enable_oauth2_proxy_auth and custom_ui_sso_sign_in_handler. + */ + trusted_proxy_ranges?: string[] | null; + /** + * Ui Access Mode + * @description Control access to the Proxy UI + * @default all + */ + ui_access_mode: ("admin_only" | "all") | null; + /** + * Use Azure Key Vault + * @description load keys from azure key vault + */ + use_azure_key_vault?: boolean | null; + /** + * Use Google Kms + * @description decrypt keys with google kms + */ + use_google_kms?: boolean | null; + /** User Header Mappings */ + user_header_mappings?: components["schemas"]["UserHeaderMapping"][] | null; + /** + * User Header Name + * @description [DEPRECATED] Use 'user_header_mappings' instead. When set, the header value is treated as the end user id unless overridden by user_header_mappings. + */ + user_header_name?: string | null; + /** + * User Mcp Management Mode + * @description Controls how non-admin users interact with MCP servers in the dashboard. 'restricted' shows only accessible servers, 'view_all' lists every server in read-only mode. + */ + user_mcp_management_mode?: ("restricted" | "view_all") | null; + }; + /** ConfigList */ + ConfigList: { + /** Field Default Value */ + field_default_value: unknown; + /** Field Description */ + field_description: string; + /** Field Name */ + field_name: string; + /** Field Type */ + field_type: string; + /** Field Value */ + field_value: unknown; + /** Nested Fields */ + nested_fields?: components["schemas"]["FieldDetail"][] | null; + /** + * Premium Field + * @default false + */ + premium_field: boolean; + /** Stored In Db */ + stored_in_db: boolean | null; + }; /** * ConfigOverrideSettingsResponse * @description Response model for config override settings GET endpoints. @@ -19606,6 +22183,34 @@ export interface components { [key: string]: unknown; }; }; + /** + * ConfigYAML + * @description Documents all the fields supported by the config.yaml + */ + ConfigYAML: { + /** + * Environment Variables + * @description Object to pass in additional environment variables via POST request + */ + environment_variables?: { + [key: string]: unknown; + } | null; + general_settings?: components["schemas"]["ConfigGeneralSettings"] | null; + /** + * Litellm Settings + * @description litellm Module settings. See __init__.py for all, example litellm.drop_params=True, litellm.set_verbose=True, litellm.api_base, litellm.cache + */ + litellm_settings?: { + [key: string]: unknown; + } | null; + /** + * Model List + * @description List of supported models on the server, with model-specific configs + */ + model_list?: components["schemas"]["ModelParams"][] | null; + /** @description litellm router object settings. See router.py __init__ for all, example router.num_retries=5, router.timeout=5, router.max_retries=5, router.retry_after=5 */ + router_settings?: components["schemas"]["UpdateRouterConfig"] | null; + }; /** ConfigurableClientsideParamsCustomAuth */ "ConfigurableClientsideParamsCustomAuth-Input": { /** Api Base */ @@ -20087,7 +22692,7 @@ export interface components { /** Deployment */ Deployment: { litellm_params: components["schemas"]["LiteLLM_Params"]; - model_info: components["schemas"]["ModelInfo"]; + model_info: components["schemas"]["litellm__types__router__ModelInfo"]; /** Model Name */ model_name: string; } & { @@ -20121,6 +22726,60 @@ export interface components { */ type: "text"; }; + /** DynamoDBArgs */ + DynamoDBArgs: { + /** Assume Role Aws Role Name */ + assume_role_aws_role_name?: string | null; + /** Assume Role Aws Session Name */ + assume_role_aws_session_name?: string | null; + /** Aws Duration Seconds */ + aws_duration_seconds?: number | null; + /** Aws Policy */ + aws_policy?: string | null; + /** Aws Policy Arns */ + aws_policy_arns?: string[] | null; + /** Aws Provider Id */ + aws_provider_id?: string | null; + /** Aws Role Name */ + aws_role_name?: string | null; + /** Aws Session Name */ + aws_session_name?: string | null; + /** Aws Web Identity Token */ + aws_web_identity_token?: string | null; + /** + * Billing Mode + * @enum {string} + */ + billing_mode: "PROVISIONED_THROUGHPUT" | "PAY_PER_REQUEST"; + /** + * Config Table Name + * @default LiteLLM_Config + */ + config_table_name: string; + /** + * Key Table Name + * @default LiteLLM_VerificationToken + */ + key_table_name: string; + /** Read Capacity Units */ + read_capacity_units?: number | null; + /** Region Name */ + region_name: string; + /** + * Spend Table Name + * @default LiteLLM_SpendLogs + */ + spend_table_name: string; + /** Ssl Verify */ + ssl_verify?: boolean | null; + /** + * User Table Name + * @default LiteLLM_UserTable + */ + user_table_name: string; + /** Write Capacity Units */ + write_capacity_units?: number | null; + }; /** * EmailEvent * @enum {string} @@ -20394,6 +23053,19 @@ export interface components { */ model: string; }; + /** FieldDetail */ + FieldDetail: { + /** Field Default Value */ + field_default_value?: unknown; + /** Field Description */ + field_description: string; + /** Field Name */ + field_name: string; + /** Field Type */ + field_type: string; + /** Stored In Db */ + stored_in_db: boolean | null; + }; /** FunctionCall */ FunctionCall: { /** Arguments */ @@ -20728,6 +23400,15 @@ export interface components { */ team_member_permissions: string[] | null; }; + /** GlobalEndUsersSpend */ + GlobalEndUsersSpend: { + /** Api Key */ + api_key?: string | null; + /** Endtime */ + endTime?: string | null; + /** Starttime */ + startTime?: string | null; + }; /** * GraySwanGuardrailConfigModelOptionalParams * @description Optional parameters for the Gray Swan guardrail. @@ -21040,6 +23721,62 @@ export interface components { [key: string]: unknown; }; }; + /** InvitationClaim */ + InvitationClaim: { + /** Invitation Link */ + invitation_link: string; + /** Password */ + password: string; + /** User Id */ + user_id: string; + }; + /** InvitationDelete */ + InvitationDelete: { + /** Invitation Id */ + invitation_id: string; + }; + /** InvitationModel */ + InvitationModel: { + /** Accepted At */ + accepted_at: string | null; + /** + * Created At + * Format: date-time + */ + created_at: string; + /** Created By */ + created_by: string; + /** + * Expires At + * Format: date-time + */ + expires_at: string; + /** Id */ + id: string; + /** Is Accepted */ + is_accepted: boolean; + /** + * Updated At + * Format: date-time + */ + updated_at: string; + /** Updated By */ + updated_by: string; + /** User Id */ + user_id: string; + }; + /** InvitationNew */ + InvitationNew: { + /** User Id */ + user_id: string; + }; + /** InvitationUpdate */ + InvitationUpdate: { + /** Invitation Id */ + invitation_id: string; + /** Is Accepted */ + is_accepted: boolean; + }; /** JWTKeyMappingResponse */ JWTKeyMappingResponse: { /** @@ -21093,6 +23830,11 @@ export interface components { * @enum {string} */ KeyManagementRoutes: "/key/generate" | "/key/update" | "/key/delete" | "/key/regenerate" | "/key/service-account/generate" | "/key/{key_id}/regenerate" | "/key/block" | "/key/unblock" | "/key/bulk_update" | "/team/key/bulk_update" | "/key/{key_id}/reset_spend" | "/key/access_group_assignment" | "/key/info" | "/key/health" | "/key/list" | "/key/aliases" | "/team/daily/activity" | "/spend/logs" | "/spend/logs/v2"; + /** + * KeyManagementSystem + * @enum {string} + */ + KeyManagementSystem: "google_kms" | "azure_key_vault" | "aws_secret_manager" | "google_secret_manager" | "hashicorp_vault" | "cyberark" | "local" | "aws_kms" | "custom"; /** * KeyMetadata * @description Metadata for a key @@ -22685,6 +25427,13 @@ export interface components { /** User Role */ user_role?: string | null; }; + /** LiteLLM_UserTableFiltered */ + LiteLLM_UserTableFiltered: { + /** User Email */ + user_email?: string | null; + /** User Id */ + user_id: string; + }; /** LiteLLM_UserTableWithKeyCount */ LiteLLM_UserTableWithKeyCount: { /** @@ -24005,41 +26754,21 @@ export interface components { /** Tpm */ tpm?: number | null; }; - /** ModelInfo */ - ModelInfo: { - /** Base Model */ - base_model?: string | null; - /** Blocked */ - blocked?: boolean | null; - /** Created At */ - created_at?: string | null; - /** Created By */ - created_by?: string | null; - /** - * Db Model - * @default false - */ - db_model: boolean; - /** Id */ - id: string | null; - /** Team Id */ - team_id?: string | null; - /** Team Public Model Name */ - team_public_model_name?: string | null; - /** Tier */ - tier?: ("free" | "paid") | null; - /** Updated At */ - updated_at?: string | null; - /** Updated By */ - updated_by?: string | null; - } & { - [key: string]: unknown; - }; /** ModelInfoDelete */ ModelInfoDelete: { /** Id */ id: string; }; + /** ModelParams */ + ModelParams: { + /** Litellm Params */ + litellm_params: { + [key: string]: unknown; + }; + model_info: components["schemas"]["litellm__proxy___types__ModelInfo"]; + /** Model Name */ + model_name: string; + }; /** ModelResponse */ ModelResponse: { /** Choices */ @@ -27236,6 +29965,13 @@ export interface components { /** Model */ model?: string | null; }; + /** + * SupportedDBObjectType + * @description Supported database object types for fine-grained DB storage control. + * Use in general_settings.supported_db_objects to specify which objects to load from DB. + * @enum {string} + */ + SupportedDBObjectType: "models" | "mcp" | "guardrails" | "policies" | "vector_stores" | "pass_through_endpoints" | "prompts" | "model_cost_map" | "tools" | "config_overrides"; /** SupportedEndpoint */ SupportedEndpoint: { /** Endpoint */ @@ -29275,6 +32011,19 @@ export interface components { /** User Tpm Limit */ user_tpm_limit?: number | null; }; + /** + * UserHeaderMapping + * @description Map an incoming HTTP header to a LiteLLM user role. + */ + UserHeaderMapping: { + /** Header Name */ + header_name: string; + /** + * Litellm User Role + * @enum {string} + */ + litellm_user_role: "internal_user" | "customer"; + }; /** UserInfoResponse */ UserInfoResponse: { /** Keys */ @@ -29599,12 +32348,68 @@ export interface components { /** Status */ status?: ("pending" | "running" | "paused" | "completed" | "failed") | null; }; + /** ModelInfo */ + litellm__proxy___types__ModelInfo: { + /** Base Model */ + base_model: ("gpt-4-1106-preview" | "gpt-4-32k" | "gpt-4" | "gpt-3.5-turbo-16k" | "gpt-3.5-turbo" | "text-embedding-ada-002") | null; + /** Id */ + id: string | null; + /** + * Input Cost Per Token + * @default 0 + */ + input_cost_per_token: number | null; + /** + * Max Tokens + * @default 2048 + */ + max_tokens: number | null; + /** Mode */ + mode: ("embedding" | "chat" | "completion") | null; + /** + * Output Cost Per Token + * @default 0 + */ + output_cost_per_token: number | null; + } & { + [key: string]: unknown; + }; + /** ModelInfo */ + litellm__types__router__ModelInfo: { + /** Base Model */ + base_model?: string | null; + /** Blocked */ + blocked?: boolean | null; + /** Created At */ + created_at?: string | null; + /** Created By */ + created_by?: string | null; + /** + * Db Model + * @default false + */ + db_model: boolean; + /** Id */ + id: string | null; + /** Team Id */ + team_id?: string | null; + /** Team Public Model Name */ + team_public_model_name?: string | null; + /** Tier */ + tier?: ("free" | "paid") | null; + /** Updated At */ + updated_at?: string | null; + /** Updated By */ + updated_by?: string | null; + } & { + [key: string]: unknown; + }; /** updateDeployment */ updateDeployment: { /** Blocked */ blocked?: boolean | null; litellm_params?: components["schemas"]["updateLiteLLMParams"] | null; - model_info?: components["schemas"]["ModelInfo"] | null; + model_info?: components["schemas"]["litellm__types__router__ModelInfo"] | null; /** Model Name */ model_name?: string | null; }; @@ -30276,6 +33081,26 @@ export interface operations { }; }; }; + alerting_settings_alerting_settings_get: { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + requestBody?: never; + responses: { + /** @description Successful Response */ + 200: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": unknown; + }; + }; + }; + }; anthropic_proxy_route_anthropic__endpoint__get: { parameters: { query?: never; @@ -32682,6 +35507,39 @@ export interface operations { }; }; }; + delete_callback_config_callback_delete_post: { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + requestBody: { + content: { + "application/json": components["schemas"]["CallbackDelete"]; + }; + }; + responses: { + /** @description Successful Response */ + 200: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": unknown; + }; + }; + /** @description Validation Error */ + 422: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["HTTPValidationError"]; + }; + }; + }; + }; get_cost_discount_config_config_cost_discount_config_get: { parameters: { query?: never; @@ -32794,6 +35652,134 @@ export interface operations { }; }; }; + delete_config_general_settings_config_field_delete_post: { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + requestBody: { + content: { + "application/json": components["schemas"]["ConfigFieldDelete"]; + }; + }; + responses: { + /** @description Successful Response */ + 200: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": unknown; + }; + }; + /** @description Validation Error */ + 422: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["HTTPValidationError"]; + }; + }; + }; + }; + get_config_general_settings_config_field_info_get: { + parameters: { + query: { + field_name: string; + }; + header?: never; + path?: never; + cookie?: never; + }; + requestBody?: never; + responses: { + /** @description Successful Response */ + 200: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["ConfigFieldInfo"]; + }; + }; + /** @description Validation Error */ + 422: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["HTTPValidationError"]; + }; + }; + }; + }; + update_config_general_settings_config_field_update_post: { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + requestBody: { + content: { + "application/json": components["schemas"]["ConfigFieldUpdate"]; + }; + }; + responses: { + /** @description Successful Response */ + 200: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": unknown; + }; + }; + /** @description Validation Error */ + 422: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["HTTPValidationError"]; + }; + }; + }; + }; + get_config_list_config_list_get: { + parameters: { + query: { + config_type: "general_settings"; + }; + header?: never; + path?: never; + cookie?: never; + }; + requestBody?: never; + responses: { + /** @description Successful Response */ + 200: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["ConfigList"][]; + }; + }; + /** @description Validation Error */ + 422: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["HTTPValidationError"]; + }; + }; + }; + }; get_pass_through_endpoints_config_pass_through_endpoint_get: { parameters: { query?: { @@ -32958,6 +35944,72 @@ export interface operations { }; }; }; + update_config_config_update_post: { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + requestBody: { + content: { + "application/json": components["schemas"]["ConfigYAML"]; + }; + }; + responses: { + /** @description Successful Response */ + 200: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": unknown; + }; + }; + /** @description Validation Error */ + 422: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["HTTPValidationError"]; + }; + }; + }; + }; + config_yaml_endpoint_config_yaml_get: { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + requestBody: { + content: { + "application/json": components["schemas"]["ConfigYAML"]; + }; + }; + responses: { + /** @description Successful Response */ + 200: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": unknown; + }; + }; + /** @description Validation Error */ + 422: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["HTTPValidationError"]; + }; + }; + }; + }; get_hashicorp_vault_config_config_overrides_hashicorp_vault_get: { parameters: { query?: never; @@ -33979,6 +37031,102 @@ export interface operations { }; }; }; + get_memory_details_debug_memory_details_get: { + parameters: { + query?: { + /** @description Number of top object types to return */ + top_n?: number; + /** @description Include process memory info */ + include_process_info?: boolean; + }; + header?: never; + path?: never; + cookie?: never; + }; + requestBody?: never; + responses: { + /** @description Successful Response */ + 200: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": { + [key: string]: unknown; + }; + }; + }; + /** @description Validation Error */ + 422: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["HTTPValidationError"]; + }; + }; + }; + }; + configure_gc_thresholds_endpoint_debug_memory_gc_configure_post: { + parameters: { + query?: { + /** @description Generation 0 threshold (default: 700) */ + generation_0?: number; + /** @description Generation 1 threshold (default: 10) */ + generation_1?: number; + /** @description Generation 2 threshold (default: 10) */ + generation_2?: number; + }; + header?: never; + path?: never; + cookie?: never; + }; + requestBody?: never; + responses: { + /** @description Successful Response */ + 200: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": { + [key: string]: unknown; + }; + }; + }; + /** @description Validation Error */ + 422: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["HTTPValidationError"]; + }; + }; + }; + }; + get_memory_summary_debug_memory_summary_get: { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + requestBody?: never; + responses: { + /** @description Successful Response */ + 200: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": { + [key: string]: unknown; + }; + }; + }; + }; + }; delete_allowed_ip_delete_allowed_ip_post: { parameters: { query?: never; @@ -34185,6 +37333,261 @@ export interface operations { }; }; }; + block_user_end_user_block_post: { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + requestBody: { + content: { + "application/json": components["schemas"]["BlockUsers"]; + }; + }; + responses: { + /** @description Successful Response */ + 200: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": unknown; + }; + }; + /** @description Validation Error */ + 422: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["HTTPValidationError"]; + }; + }; + }; + }; + get_customer_daily_activity_end_user_daily_activity_get: { + parameters: { + query?: { + end_user_ids?: string | null; + start_date?: string | null; + end_date?: string | null; + model?: string | null; + api_key?: string | null; + page?: number; + page_size?: number; + exclude_end_user_ids?: string | null; + }; + header?: never; + path?: never; + cookie?: never; + }; + requestBody?: never; + responses: { + /** @description Successful Response */ + 200: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": unknown; + }; + }; + /** @description Validation Error */ + 422: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["HTTPValidationError"]; + }; + }; + }; + }; + delete_end_user_end_user_delete_post: { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + requestBody: { + content: { + "application/json": components["schemas"]["DeleteCustomerRequest"]; + }; + }; + responses: { + /** @description Successful Response */ + 200: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": unknown; + }; + }; + /** @description Validation Error */ + 422: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["HTTPValidationError"]; + }; + }; + }; + }; + end_user_info_end_user_info_get: { + parameters: { + query: { + /** @description End User ID in the request parameters */ + end_user_id: string; + }; + header?: never; + path?: never; + cookie?: never; + }; + requestBody?: never; + responses: { + /** @description Successful Response */ + 200: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": unknown; + }; + }; + /** @description Validation Error */ + 422: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["HTTPValidationError"]; + }; + }; + }; + }; + list_end_user_end_user_list_get: { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + requestBody?: never; + responses: { + /** @description Successful Response */ + 200: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": unknown; + }; + }; + }; + }; + new_end_user_end_user_new_post: { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + requestBody: { + content: { + "application/json": components["schemas"]["NewCustomerRequest"]; + }; + }; + responses: { + /** @description Successful Response */ + 200: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": unknown; + }; + }; + /** @description Validation Error */ + 422: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["HTTPValidationError"]; + }; + }; + }; + }; + unblock_user_end_user_unblock_post: { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + requestBody: { + content: { + "application/json": components["schemas"]["BlockUsers"]; + }; + }; + responses: { + /** @description Successful Response */ + 200: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": unknown; + }; + }; + /** @description Validation Error */ + 422: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["HTTPValidationError"]; + }; + }; + }; + }; + update_end_user_end_user_update_post: { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + requestBody: { + content: { + "application/json": components["schemas"]["UpdateCustomerRequest"]; + }; + }; + responses: { + /** @description Successful Response */ + 200: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": unknown; + }; + }; + /** @description Validation Error */ + 422: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["HTTPValidationError"]; + }; + }; + }; + }; chat_completion_engines__model__chat_completions_post: { parameters: { query?: never; @@ -34707,6 +38110,26 @@ export interface operations { }; }; }; + fallback_login_fallback_login_get: { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + requestBody?: never; + responses: { + /** @description Successful Response */ + 200: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": unknown; + }; + }; + }; + }; get_fallback_fallback__model__get: { parameters: { query?: { @@ -35227,6 +38650,46 @@ export interface operations { }; }; }; + get_allowed_ips_get_allowed_ips_get: { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + requestBody?: never; + responses: { + /** @description Successful Response */ + 200: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": unknown; + }; + }; + }; + }; + get_config_get_config_callbacks_get: { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + requestBody?: never; + responses: { + /** @description Successful Response */ + 200: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": unknown; + }; + }; + }; + }; get_default_team_settings_get_default_team_settings_get: { parameters: { query?: never; @@ -35347,6 +38810,483 @@ export interface operations { }; }; }; + get_favicon_get_favicon_get: { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + requestBody?: never; + responses: { + /** @description Successful Response */ + 200: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": unknown; + }; + }; + }; + }; + get_image_get_image_get: { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + requestBody?: never; + responses: { + /** @description Successful Response */ + 200: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": unknown; + }; + }; + }; + }; + get_logo_url_get_logo_url_get: { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + requestBody?: never; + responses: { + /** @description Successful Response */ + 200: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": unknown; + }; + }; + }; + }; + get_global_activity_global_activity_get: { + parameters: { + query?: { + /** @description Time from which to start viewing spend */ + start_date?: string | null; + /** @description Time till which to view spend */ + end_date?: string | null; + }; + header?: never; + path?: never; + cookie?: never; + }; + requestBody?: never; + responses: { + /** @description Successful Response */ + 200: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["LiteLLM_SpendLogs"][]; + }; + }; + /** @description Validation Error */ + 422: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["HTTPValidationError"]; + }; + }; + }; + }; + get_global_activity_global_activity_cache_hits_get: { + parameters: { + query?: { + /** @description Time from which to start viewing spend */ + start_date?: string | null; + /** @description Time till which to view spend */ + end_date?: string | null; + }; + header?: never; + path?: never; + cookie?: never; + }; + requestBody?: never; + responses: { + /** @description Successful Response */ + 200: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["LiteLLM_SpendLogs"][]; + }; + }; + /** @description Validation Error */ + 422: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["HTTPValidationError"]; + }; + }; + }; + }; + get_global_activity_exceptions_global_activity_exceptions_get: { + parameters: { + query: { + /** @description Filter by model group */ + model_group: string; + /** @description Time from which to start viewing spend */ + start_date?: string | null; + /** @description Time till which to view spend */ + end_date?: string | null; + }; + header?: never; + path?: never; + cookie?: never; + }; + requestBody?: never; + responses: { + /** @description Successful Response */ + 200: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["LiteLLM_SpendLogs"][]; + }; + }; + /** @description Validation Error */ + 422: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["HTTPValidationError"]; + }; + }; + }; + }; + get_global_activity_exceptions_per_deployment_global_activity_exceptions_deployment_get: { + parameters: { + query: { + /** @description Filter by model group */ + model_group: string; + /** @description Time from which to start viewing spend */ + start_date?: string | null; + /** @description Time till which to view spend */ + end_date?: string | null; + }; + header?: never; + path?: never; + cookie?: never; + }; + requestBody?: never; + responses: { + /** @description Successful Response */ + 200: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["LiteLLM_SpendLogs"][]; + }; + }; + /** @description Validation Error */ + 422: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["HTTPValidationError"]; + }; + }; + }; + }; + get_global_activity_model_global_activity_model_get: { + parameters: { + query?: { + /** @description Time from which to start viewing spend */ + start_date?: string | null; + /** @description Time till which to view spend */ + end_date?: string | null; + }; + header?: never; + path?: never; + cookie?: never; + }; + requestBody?: never; + responses: { + /** @description Successful Response */ + 200: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["LiteLLM_SpendLogs"][]; + }; + }; + /** @description Validation Error */ + 422: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["HTTPValidationError"]; + }; + }; + }; + }; + global_view_all_end_users_global_all_end_users_get: { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + requestBody?: never; + responses: { + /** @description Successful Response */ + 200: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": unknown; + }; + }; + }; + }; + global_spend_global_spend_get: { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + requestBody?: never; + responses: { + /** @description Successful Response */ + 200: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": unknown; + }; + }; + }; + }; + global_get_all_tag_names_global_spend_all_tag_names_get: { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + requestBody?: never; + responses: { + /** @description Successful Response */ + 200: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["LiteLLM_SpendLogs"][]; + }; + }; + }; + }; + global_spend_end_users_global_spend_end_users_post: { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + requestBody?: { + content: { + "application/json": components["schemas"]["GlobalEndUsersSpend"] | null; + }; + }; + responses: { + /** @description Successful Response */ + 200: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": unknown; + }; + }; + /** @description Validation Error */ + 422: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["HTTPValidationError"]; + }; + }; + }; + }; + global_spend_keys_global_spend_keys_get: { + parameters: { + query?: { + /** @description Number of keys to get. Will return Top 'n' keys. */ + limit?: number; + }; + header?: never; + path?: never; + cookie?: never; + }; + requestBody?: never; + responses: { + /** @description Successful Response */ + 200: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": unknown; + }; + }; + /** @description Validation Error */ + 422: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["HTTPValidationError"]; + }; + }; + }; + }; + global_spend_logs_global_spend_logs_get: { + parameters: { + query?: { + /** @description API Key to get global spend (spend per day for last 30d). Admin-only endpoint */ + api_key?: string | null; + }; + header?: never; + path?: never; + cookie?: never; + }; + requestBody?: never; + responses: { + /** @description Successful Response */ + 200: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": unknown; + }; + }; + /** @description Validation Error */ + 422: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["HTTPValidationError"]; + }; + }; + }; + }; + global_spend_models_global_spend_models_get: { + parameters: { + query?: { + /** @description Number of models to get. Will return Top 'n' models. */ + limit?: number; + }; + header?: never; + path?: never; + cookie?: never; + }; + requestBody?: never; + responses: { + /** @description Successful Response */ + 200: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": unknown; + }; + }; + /** @description Validation Error */ + 422: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["HTTPValidationError"]; + }; + }; + }; + }; + get_global_spend_provider_global_spend_provider_get: { + parameters: { + query?: { + /** @description Time from which to start viewing spend */ + start_date?: string | null; + /** @description Time till which to view spend */ + end_date?: string | null; + }; + header?: never; + path?: never; + cookie?: never; + }; + requestBody?: never; + responses: { + /** @description Successful Response */ + 200: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["LiteLLM_SpendLogs"][]; + }; + }; + /** @description Validation Error */ + 422: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["HTTPValidationError"]; + }; + }; + }; + }; + global_spend_refresh_global_spend_refresh_post: { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + requestBody?: never; + responses: { + /** @description Successful Response */ + 200: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": unknown; + }; + }; + }; + }; get_global_spend_report_global_spend_report_get: { parameters: { query?: { @@ -35447,6 +39387,26 @@ export interface operations { }; }; }; + global_spend_per_team_global_spend_teams_get: { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + requestBody?: never; + responses: { + /** @description Successful Response */ + 200: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": unknown; + }; + }; + }; + }; create_guardrail_guardrails_post: { parameters: { query?: never; @@ -36695,6 +40655,136 @@ export interface operations { }; }; }; + invitation_delete_invitation_delete_post: { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + requestBody: { + content: { + "application/json": components["schemas"]["InvitationDelete"]; + }; + }; + responses: { + /** @description Successful Response */ + 200: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["InvitationModel"]; + }; + }; + /** @description Validation Error */ + 422: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["HTTPValidationError"]; + }; + }; + }; + }; + invitation_info_invitation_info_get: { + parameters: { + query: { + invitation_id: string; + }; + header?: never; + path?: never; + cookie?: never; + }; + requestBody?: never; + responses: { + /** @description Successful Response */ + 200: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["InvitationModel"]; + }; + }; + /** @description Validation Error */ + 422: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["HTTPValidationError"]; + }; + }; + }; + }; + new_invitation_invitation_new_post: { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + requestBody: { + content: { + "application/json": components["schemas"]["InvitationNew"]; + }; + }; + responses: { + /** @description Successful Response */ + 200: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["InvitationModel"]; + }; + }; + /** @description Validation Error */ + 422: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["HTTPValidationError"]; + }; + }; + }; + }; + invitation_update_invitation_update_post: { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + requestBody: { + content: { + "application/json": components["schemas"]["InvitationUpdate"]; + }; + }; + responses: { + /** @description Successful Response */ + 200: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["InvitationModel"]; + }; + }; + /** @description Validation Error */ + 422: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["HTTPValidationError"]; + }; + }; + }; + }; delete_jwt_key_mapping_jwt_key_mapping_delete_post: { parameters: { query?: never; @@ -37536,6 +41626,37 @@ export interface operations { }; }; }; + warm_lazy_warm__name__post: { + parameters: { + query?: never; + header?: never; + path: { + name: string; + }; + cookie?: never; + }; + requestBody?: never; + responses: { + /** @description Successful Response */ + 200: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": unknown; + }; + }; + /** @description Validation Error */ + 422: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["HTTPValidationError"]; + }; + }; + }; + }; get_ui_config_litellm__well_known_litellm_ui_config_get: { parameters: { query?: never; @@ -37556,6 +41677,26 @@ export interface operations { }; }; }; + login_login_post: { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + requestBody?: never; + responses: { + /** @description Successful Response */ + 200: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": unknown; + }; + }; + }; + }; test_connection_mcp_rest_test_connection_post: { parameters: { query?: never; @@ -37676,6 +41817,46 @@ export interface operations { }; }; }; + memory_usage_in_mem_cache_memory_usage_in_mem_cache_get: { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + requestBody?: never; + responses: { + /** @description Successful Response */ + 200: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": unknown; + }; + }; + }; + }; + memory_usage_in_mem_cache_items_memory_usage_in_mem_cache_items_get: { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + requestBody?: never; + responses: { + /** @description Successful Response */ + 200: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": unknown; + }; + }; + }; + }; milvus_proxy_route_milvus__endpoint__get: { parameters: { query?: never; @@ -37986,6 +42167,26 @@ export interface operations { }; }; }; + get_model_cost_map_source_model_cost_map_source_get: { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + requestBody?: never; + responses: { + /** @description Successful Response */ + 200: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": unknown; + }; + }; + }; + }; delete_model_model_delete_post: { parameters: { query?: never; @@ -38050,6 +42251,111 @@ export interface operations { }; }; }; + model_metrics_model_metrics_get: { + parameters: { + query?: { + _selected_model_group?: string | null; + startTime?: string | null; + endTime?: string | null; + api_key?: string | null; + customer?: string | null; + }; + header?: never; + path?: never; + cookie?: never; + }; + requestBody?: never; + responses: { + /** @description Successful Response */ + 200: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": unknown; + }; + }; + /** @description Validation Error */ + 422: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["HTTPValidationError"]; + }; + }; + }; + }; + model_metrics_exceptions_model_metrics_exceptions_get: { + parameters: { + query?: { + _selected_model_group?: string | null; + startTime?: string | null; + endTime?: string | null; + api_key?: string | null; + customer?: string | null; + }; + header?: never; + path?: never; + cookie?: never; + }; + requestBody?: never; + responses: { + /** @description Successful Response */ + 200: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": unknown; + }; + }; + /** @description Validation Error */ + 422: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["HTTPValidationError"]; + }; + }; + }; + }; + model_metrics_slow_responses_model_metrics_slow_responses_get: { + parameters: { + query?: { + _selected_model_group?: string | null; + startTime?: string | null; + endTime?: string | null; + api_key?: string | null; + customer?: string | null; + }; + header?: never; + path?: never; + cookie?: never; + }; + requestBody?: never; + responses: { + /** @description Successful Response */ + 200: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": unknown; + }; + }; + /** @description Validation Error */ + 422: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["HTTPValidationError"]; + }; + }; + }; + }; add_new_model_model_new_post: { parameters: { query?: never; @@ -38083,6 +42389,59 @@ export interface operations { }; }; }; + model_settings_model_settings_get: { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + requestBody?: never; + responses: { + /** @description Successful Response */ + 200: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": unknown; + }; + }; + }; + }; + model_streaming_metrics_model_streaming_metrics_get: { + parameters: { + query?: { + _selected_model_group?: string | null; + startTime?: string | null; + endTime?: string | null; + }; + header?: never; + path?: never; + cookie?: never; + }; + requestBody?: never; + responses: { + /** @description Successful Response */ + 200: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": unknown; + }; + }; + /** @description Validation Error */ + 422: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["HTTPValidationError"]; + }; + }; + }; + }; update_model_model_update_post: { parameters: { query?: never; @@ -38449,6 +42808,70 @@ export interface operations { }; }; }; + claim_onboarding_link_onboarding_claim_token_post: { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + requestBody: { + content: { + "application/json": components["schemas"]["InvitationClaim"]; + }; + }; + responses: { + /** @description Successful Response */ + 200: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": unknown; + }; + }; + /** @description Validation Error */ + 422: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["HTTPValidationError"]; + }; + }; + }; + }; + onboarding_onboarding_get_token_get: { + parameters: { + query: { + invite_link: string; + }; + header?: never; + path?: never; + cookie?: never; + }; + requestBody?: never; + responses: { + /** @description Successful Response */ + 200: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": unknown; + }; + }; + /** @description Validation Error */ + 422: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["HTTPValidationError"]; + }; + }; + }; + }; chat_completion_openai_deployments__model__chat_completions_post: { parameters: { query?: never; @@ -38696,13 +43119,13 @@ export interface operations { /** * @description Unified rate-limit error. * - * Every rate-limit condition surfaced by litellm — whether it originated from - * an upstream LLM provider, a vendor batch endpoint, or one of litellm's own - * proxy-side limiters (parallel-requests, dynamic-rate, batch-rate, budget, - * max-iterations, etc.) — is raised as an instance of this class. + * Every rate-limit condition surfaced by litellm — whether it originated from + * an upstream LLM provider, a vendor batch endpoint, or one of litellm's own + * proxy-side limiters (parallel-requests, dynamic-rate, batch-rate, budget, + * max-iterations, etc.) — is raised as an instance of this class. * - * The :attr:`category` attribute lets callers distinguish the source. See - * :class:`RateLimitErrorCategory` for the available values. + * The :attr:`category` attribute lets callers distinguish the source. See + * :class:`RateLimitErrorCategory` for the available values. */ 429: { headers: { @@ -39784,6 +44207,26 @@ export interface operations { }; }; }; + get_otel_spans_otel_spans_get: { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + requestBody?: never; + responses: { + /** @description Successful Response */ + 200: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": unknown; + }; + }; + }; + }; create_policy_policies_post: { parameters: { query?: never; @@ -41355,6 +45798,37 @@ export interface operations { }; }; }; + async_queue_request_queue_chat_completions_post: { + parameters: { + query?: { + model?: string | null; + }; + header?: never; + path?: never; + cookie?: never; + }; + requestBody?: never; + responses: { + /** @description Successful Response */ + 200: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": unknown; + }; + }; + /** @description Validation Error */ + 422: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["HTTPValidationError"]; + }; + }; + }; + }; rag_ingest_rag_ingest_post: { parameters: { query?: never; @@ -41453,6 +45927,46 @@ export interface operations { }; }; }; + reload_anthropic_beta_headers_reload_anthropic_beta_headers_post: { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + requestBody?: never; + responses: { + /** @description Successful Response */ + 200: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": unknown; + }; + }; + }; + }; + reload_model_cost_map_reload_model_cost_map_post: { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + requestBody?: never; + responses: { + /** @description Successful Response */ + 200: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": unknown; + }; + }; + }; + }; rerank_rerank_post: { parameters: { query?: never; @@ -41735,6 +46249,148 @@ export interface operations { }; }; }; + schedule_anthropic_beta_headers_reload_schedule_anthropic_beta_headers_reload_post: { + parameters: { + query: { + hours: number; + }; + header?: never; + path?: never; + cookie?: never; + }; + requestBody?: never; + responses: { + /** @description Successful Response */ + 200: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": unknown; + }; + }; + /** @description Validation Error */ + 422: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["HTTPValidationError"]; + }; + }; + }; + }; + cancel_anthropic_beta_headers_reload_schedule_anthropic_beta_headers_reload_delete: { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + requestBody?: never; + responses: { + /** @description Successful Response */ + 200: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": unknown; + }; + }; + }; + }; + get_anthropic_beta_headers_reload_status_schedule_anthropic_beta_headers_reload_status_get: { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + requestBody?: never; + responses: { + /** @description Successful Response */ + 200: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": unknown; + }; + }; + }; + }; + schedule_model_cost_map_reload_schedule_model_cost_map_reload_post: { + parameters: { + query: { + hours: number; + }; + header?: never; + path?: never; + cookie?: never; + }; + requestBody?: never; + responses: { + /** @description Successful Response */ + 200: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": unknown; + }; + }; + /** @description Validation Error */ + 422: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["HTTPValidationError"]; + }; + }; + }; + }; + cancel_model_cost_map_reload_schedule_model_cost_map_reload_delete: { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + requestBody?: never; + responses: { + /** @description Successful Response */ + 200: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": unknown; + }; + }; + }; + }; + get_model_cost_map_reload_status_schedule_model_cost_map_reload_status_get: { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + requestBody?: never; + responses: { + /** @description Successful Response */ + 200: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": unknown; + }; + }; + }; + }; get_scim_base_scim_v2_get: { parameters: { query?: { @@ -42683,6 +47339,26 @@ export interface operations { }; }; }; + spend_key_fn_spend_keys_get: { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + requestBody?: never; + responses: { + /** @description Successful Response */ + 200: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": unknown; + }; + }; + }; + }; view_spend_logs_spend_logs_get: { parameters: { query?: { @@ -42725,6 +47401,148 @@ export interface operations { }; }; }; + ui_view_session_spend_logs_spend_logs_session_ui_get: { + parameters: { + query: { + /** @description Get all spend logs for a particular session */ + session_id: string; + /** @description Page number for pagination */ + page?: number; + /** @description Number of items per page */ + page_size?: number; + }; + header?: never; + path?: never; + cookie?: never; + }; + requestBody?: never; + responses: { + /** @description Successful Response */ + 200: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["LiteLLM_SpendLogs"][]; + }; + }; + /** @description Validation Error */ + 422: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["HTTPValidationError"]; + }; + }; + }; + }; + ui_view_spend_logs_spend_logs_ui_get: { + parameters: { + query?: { + /** @description Get spend logs based on api key */ + api_key?: string | null; + /** @description Get spend logs based on user_id */ + user_id?: string | null; + /** @description request_id to get spend logs for specific request_id */ + request_id?: string | null; + /** @description Filter spend logs by team_id */ + team_id?: string | null; + /** @description Filter logs with spend greater than or equal to this value */ + min_spend?: number | null; + /** @description Filter logs with spend less than or equal to this value */ + max_spend?: number | null; + /** @description Time from which to start viewing key spend */ + start_date?: string | null; + /** @description Time till which to view key spend */ + end_date?: string | null; + /** @description Page number for pagination */ + page?: number; + /** @description Number of items per page */ + page_size?: number; + /** @description Filter logs by status (e.g., success, failure) */ + status_filter?: string | null; + /** @description Filter logs by model */ + model?: string | null; + /** @description Filter logs by model ID (litellm model deployment id) */ + model_id?: string | null; + /** @description Filter logs by model group */ + model_group?: string | null; + /** @description Filter logs by key alias */ + key_alias?: string | null; + /** @description Filter logs by end user */ + end_user?: string | null; + /** @description Filter logs by error code (e.g., '404', '500') */ + error_code?: string | null; + /** @description Filter logs by error message (partial string match) */ + error_message?: string | null; + /** @description Sort logs by field: spend, total_tokens, startTime, endTime, request_duration_ms, model, or ttft_ms */ + sort_by?: string; + /** @description Sort order: asc or desc */ + sort_order?: string | null; + }; + header?: never; + path?: never; + cookie?: never; + }; + requestBody?: never; + responses: { + /** @description Successful Response */ + 200: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["LiteLLM_SpendLogs"][]; + }; + }; + /** @description Validation Error */ + 422: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["HTTPValidationError"]; + }; + }; + }; + }; + ui_view_request_response_for_request_id_spend_logs_ui__request_id__get: { + parameters: { + query?: { + /** @description Time from which to start viewing key spend */ + start_date?: string | null; + /** @description Time till which to view key spend */ + end_date?: string | null; + }; + header?: never; + path: { + request_id: string; + }; + cookie?: never; + }; + requestBody?: never; + responses: { + /** @description Successful Response */ + 200: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": unknown; + }; + }; + /** @description Validation Error */ + 422: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["HTTPValidationError"]; + }; + }; + }; + }; ui_view_spend_logs_spend_logs_v2_get: { parameters: { query?: { @@ -42831,6 +47649,249 @@ export interface operations { }; }; }; + spend_user_fn_spend_users_get: { + parameters: { + query?: { + /** @description Get User Table row for user_id */ + user_id?: string | null; + }; + header?: never; + path?: never; + cookie?: never; + }; + requestBody?: never; + responses: { + /** @description Successful Response */ + 200: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": unknown; + }; + }; + /** @description Validation Error */ + 422: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["HTTPValidationError"]; + }; + }; + }; + }; + auth_callback_sso_callback_get: { + parameters: { + query?: { + state?: string | null; + }; + header?: never; + path?: never; + cookie?: never; + }; + requestBody?: never; + responses: { + /** @description Successful Response */ + 200: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": unknown; + }; + }; + /** @description Validation Error */ + 422: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["HTTPValidationError"]; + }; + }; + }; + }; + cli_sso_complete_sso_cli_complete__login_id__post: { + parameters: { + query?: never; + header?: never; + path: { + login_id: string; + }; + cookie?: never; + }; + requestBody?: never; + responses: { + /** @description Successful Response */ + 200: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": unknown; + }; + }; + /** @description Validation Error */ + 422: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["HTTPValidationError"]; + }; + }; + }; + }; + cli_poll_key_sso_cli_poll__key_id__get: { + parameters: { + query?: { + team_id?: string | null; + }; + header?: { + "x-litellm-cli-poll-secret"?: string | null; + }; + path: { + key_id: string; + }; + cookie?: never; + }; + requestBody?: never; + responses: { + /** @description Successful Response */ + 200: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": unknown; + }; + }; + /** @description Validation Error */ + 422: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["HTTPValidationError"]; + }; + }; + }; + }; + cli_sso_start_sso_cli_start_post: { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + requestBody?: never; + responses: { + /** @description Successful Response */ + 200: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": unknown; + }; + }; + }; + }; + debug_sso_callback_sso_debug_callback_get: { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + requestBody?: never; + responses: { + /** @description Successful Response */ + 200: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": unknown; + }; + }; + }; + }; + debug_sso_login_sso_debug_login_get: { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + requestBody?: never; + responses: { + /** @description Successful Response */ + 200: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": unknown; + }; + }; + }; + }; + get_ui_settings_sso_get_ui_settings_get: { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + requestBody?: never; + responses: { + /** @description Successful Response */ + 200: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": unknown; + }; + }; + }; + }; + google_login_sso_key_generate_get: { + parameters: { + query?: { + source?: string | null; + key?: string | null; + existing_key?: string | null; + return_to?: string | null; + }; + header?: never; + path?: never; + cookie?: never; + }; + requestBody?: never; + responses: { + /** @description Successful Response */ + 200: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": unknown; + }; + }; + /** @description Validation Error */ + 422: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["HTTPValidationError"]; + }; + }; + }; + }; sso_readiness_sso_readiness_get: { parameters: { query?: never; @@ -43423,6 +48484,44 @@ export interface operations { }; }; }; + ui_view_teams_team_filter_ui_get: { + parameters: { + query?: { + /** @description Team ID in the request parameters */ + team_id?: string | null; + /** @description Team alias in the request parameters */ + team_alias?: string | null; + /** @description Page number for pagination */ + page?: number; + /** @description Number of items per page */ + page_size?: number; + }; + header?: never; + path?: never; + cookie?: never; + }; + requestBody?: never; + responses: { + /** @description Successful Response */ + 200: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["LiteLLM_TeamTable"][]; + }; + }; + /** @description Validation Error */ + 422: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["HTTPValidationError"]; + }; + }; + }; + }; team_info_team_info_get: { parameters: { query?: { @@ -44673,6 +49772,26 @@ export interface operations { }; }; }; + ui_get_available_role_user_available_roles_get: { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + requestBody?: never; + responses: { + /** @description Successful Response */ + 200: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": unknown; + }; + }; + }; + }; available_enterprise_users_user_available_users_get: { parameters: { query?: never; @@ -44853,6 +49972,46 @@ export interface operations { }; }; }; + ui_view_users_user_filter_ui_get: { + parameters: { + query?: { + /** @description User ID in the request parameters */ + user_id?: string | null; + /** @description User email in the request parameters */ + user_email?: string | null; + /** @description Team ID — used when a team admin searches for users to add to their team */ + team_id?: string | null; + /** @description Page number for pagination */ + page?: number; + /** @description Number of items per page */ + page_size?: number; + }; + header?: never; + path?: never; + cookie?: never; + }; + requestBody?: never; + responses: { + /** @description Successful Response */ + 200: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["LiteLLM_UserTableFiltered"][]; + }; + }; + /** @description Validation Error */ + 422: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["HTTPValidationError"]; + }; + }; + }; + }; user_info_user_info_get: { parameters: { query?: { @@ -50595,6 +55754,110 @@ export interface operations { }; }; }; + info_key_fn_v2_v2_key_info_post: { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + requestBody?: { + content: { + "application/json": components["schemas"]["KeyRequest"] | null; + }; + }; + responses: { + /** @description Successful Response */ + 200: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": unknown; + }; + }; + /** @description Validation Error */ + 422: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["HTTPValidationError"]; + }; + }; + }; + }; + login_v2_v2_login_post: { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + requestBody?: never; + responses: { + /** @description Successful Response */ + 200: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": unknown; + }; + }; + }; + }; + model_info_v2_v2_model_info_get: { + parameters: { + query?: { + /** @description Specify the model name (optional) */ + model?: string | null; + /** @description Only return models added by this user */ + user_models_only?: boolean | null; + /** @description Return all models across all teams user is in. */ + include_team_models?: boolean | null; + debug?: boolean | null; + /** @description Page number */ + page?: number; + /** @description Page size */ + size?: number; + /** @description Search model names (case-insensitive partial match) */ + search?: string | null; + /** @description Search for a specific model by its unique ID */ + modelId?: string | null; + /** @description Filter models by team ID. Returns models with direct_access=True or teamId in access_via_team_ids */ + teamId?: string | null; + /** @description Field to sort by. Options: model_name, created_at, updated_at, costs, status */ + sortBy?: string | null; + /** @description Sort order. Options: asc, desc */ + sortOrder?: string | null; + }; + header?: never; + path?: never; + cookie?: never; + }; + requestBody?: never; + responses: { + /** @description Successful Response */ + 200: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": unknown; + }; + }; + /** @description Validation Error */ + 422: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["HTTPValidationError"]; + }; + }; + }; + }; rerank_v2_rerank_post: { parameters: { query?: never; @@ -50697,6 +55960,46 @@ export interface operations { }; }; }; + login_v3_v3_login_post: { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + requestBody?: never; + responses: { + /** @description Successful Response */ + 200: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": unknown; + }; + }; + }; + }; + login_v3_exchange_v3_login_exchange_post: { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + requestBody?: never; + responses: { + /** @description Successful Response */ + 200: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": unknown; + }; + }; + }; + }; delete_vantage_settings_vantage_delete_delete: { parameters: { query?: never; @@ -51401,6 +56704,161 @@ export interface operations { }; }; }; + vertex_proxy_route_vertex_ai__endpoint__get_2: { + parameters: { + query?: never; + header?: never; + path: { + endpoint: string; + }; + cookie?: never; + }; + requestBody?: never; + responses: { + /** @description Successful Response */ + 200: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": unknown; + }; + }; + /** @description Validation Error */ + 422: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["HTTPValidationError"]; + }; + }; + }; + }; + vertex_proxy_route_vertex_ai__endpoint__put_2: { + parameters: { + query?: never; + header?: never; + path: { + endpoint: string; + }; + cookie?: never; + }; + requestBody?: never; + responses: { + /** @description Successful Response */ + 200: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": unknown; + }; + }; + /** @description Validation Error */ + 422: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["HTTPValidationError"]; + }; + }; + }; + }; + vertex_proxy_route_vertex_ai__endpoint__post_2: { + parameters: { + query?: never; + header?: never; + path: { + endpoint: string; + }; + cookie?: never; + }; + requestBody?: never; + responses: { + /** @description Successful Response */ + 200: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": unknown; + }; + }; + /** @description Validation Error */ + 422: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["HTTPValidationError"]; + }; + }; + }; + }; + vertex_proxy_route_vertex_ai__endpoint__delete_2: { + parameters: { + query?: never; + header?: never; + path: { + endpoint: string; + }; + cookie?: never; + }; + requestBody?: never; + responses: { + /** @description Successful Response */ + 200: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": unknown; + }; + }; + /** @description Validation Error */ + 422: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["HTTPValidationError"]; + }; + }; + }; + }; + vertex_proxy_route_vertex_ai__endpoint__patch_2: { + parameters: { + query?: never; + header?: never; + path: { + endpoint: string; + }; + cookie?: never; + }; + requestBody?: never; + responses: { + /** @description Successful Response */ + 200: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": unknown; + }; + }; + /** @description Validation Error */ + 422: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["HTTPValidationError"]; + }; + }; + }; + }; vertex_discovery_proxy_route_vertex_ai_discovery__endpoint__get: { parameters: { query?: never; From f5b11b72a6dcc8f4e7a16f00a61bdd124cc171d2 Mon Sep 17 00:00:00 2001 From: Sameer Kankute Date: Mon, 8 Jun 2026 22:03:35 +0530 Subject: [PATCH 43/73] feat(proxy): publish /v2/model/info in Swagger OpenAPI spec (#29900) * feat(proxy): publish /v2/model/info in Swagger OpenAPI spec Expose the v2 model info endpoint in /docs by removing include_in_schema=False and documenting query parameters used by the admin UI and proxy CLI consumers. Co-authored-by: Cursor * chore(ui): regenerate schema.d.ts for /v2/model/info OpenAPI docs Co-authored-by: Cursor --------- Co-authored-by: Cursor --- litellm/proxy/proxy_server.py | 46 ++++++++++++++- .../proxy_server/test_routes_model_info.py | 9 +++ ui/litellm-dashboard/src/lib/http/schema.d.ts | 56 ++++++++++++++++--- 3 files changed, 101 insertions(+), 10 deletions(-) diff --git a/litellm/proxy/proxy_server.py b/litellm/proxy/proxy_server.py index 2c21e19dcec..213f682b8f7 100644 --- a/litellm/proxy/proxy_server.py +++ b/litellm/proxy/proxy_server.py @@ -11742,10 +11742,8 @@ async def _find_model_by_id( @router.get( "/v2/model/info", - description="v2 - returns models available to the user based on their API key permissions. Shows model info from config.yaml (except api key and api base). Filter to just user-added models with ?user_models_only=true", tags=["model management"], dependencies=[Depends(user_api_key_auth)], - include_in_schema=False, ) async def model_info_v2( user_api_key_dict: UserAPIKeyAuth = Depends(user_api_key_auth), @@ -11781,7 +11779,49 @@ async def model_info_v2( ), ): """ - BETA ENDPOINT. Might change unexpectedly. Use `/v1/model/info` for now. + Paginated model metadata for proxy deployments (pricing, provider, team access). + + Returns configured router deployments with enriched `model_info` (costs, provider, + context window, etc.). Sensitive fields such as API keys and api_base are omitted. + + Query parameters: + model: Filter to a single public `model_name`. + user_models_only: When true, only return models created by the calling user. + include_team_models: When true, populate `access_via_team_ids` and `direct_access` + on each model and filter to deployments the caller can use. + page / size: Pagination controls (defaults: page=1, size=50). + search: Case-insensitive partial match on model name or team public name. + modelId: Return a single deployment by LiteLLM model id. + teamId: Filter to models with direct access or team membership for this team id. + sortBy / sortOrder: Sort by model_name, created_at, updated_at, costs, or status. + + Example request: + ``` + curl -X GET 'http://localhost:4000/v2/model/info?include_team_models=true&page=1&size=50' \\ + --header 'Authorization: Bearer sk-1234' + ``` + + Example response: + ```json + { + "data": [ + { + "model_name": "gpt-4", + "litellm_params": {"model": "openai/gpt-4.1"}, + "model_info": { + "id": "abc123", + "litellm_provider": "openai", + "access_via_team_ids": ["team-1"], + "direct_access": true + } + } + ], + "total_count": 1, + "current_page": 1, + "total_pages": 1, + "size": 50 + } + ``` """ global llm_model_list, general_settings, user_config_file_path, proxy_config, llm_router diff --git a/tests/test_litellm/proxy/proxy_server/test_routes_model_info.py b/tests/test_litellm/proxy/proxy_server/test_routes_model_info.py index 98259824378..017f4bd4368 100644 --- a/tests/test_litellm/proxy/proxy_server/test_routes_model_info.py +++ b/tests/test_litellm/proxy/proxy_server/test_routes_model_info.py @@ -60,6 +60,15 @@ def test_v2_model_info_invalid_page_returns_422(client, auth_as, empty_router): assert "detail" in response.json() +def test_v2_model_info_in_openapi_schema(): + """``GET /v2/model/info`` is published in the proxy OpenAPI/Swagger spec.""" + from litellm.proxy.proxy_server import get_openapi_schema + + schema = get_openapi_schema() + assert "/v2/model/info" in schema["paths"] + assert "get" in schema["paths"]["/v2/model/info"] + + # --------------------------------------------------------------------------- # GET /v1/model/info, GET /model/info # --------------------------------------------------------------------------- diff --git a/ui/litellm-dashboard/src/lib/http/schema.d.ts b/ui/litellm-dashboard/src/lib/http/schema.d.ts index c8ec9d3c727..75a14e09852 100644 --- a/ui/litellm-dashboard/src/lib/http/schema.d.ts +++ b/ui/litellm-dashboard/src/lib/http/schema.d.ts @@ -18441,7 +18441,49 @@ export interface paths { }; /** * Model Info V2 - * @description v2 - returns models available to the user based on their API key permissions. Shows model info from config.yaml (except api key and api base). Filter to just user-added models with ?user_models_only=true + * @description Paginated model metadata for proxy deployments (pricing, provider, team access). + * + * Returns configured router deployments with enriched `model_info` (costs, provider, + * context window, etc.). Sensitive fields such as API keys and api_base are omitted. + * + * Query parameters: + * model: Filter to a single public `model_name`. + * user_models_only: When true, only return models created by the calling user. + * include_team_models: When true, populate `access_via_team_ids` and `direct_access` + * on each model and filter to deployments the caller can use. + * page / size: Pagination controls (defaults: page=1, size=50). + * search: Case-insensitive partial match on model name or team public name. + * modelId: Return a single deployment by LiteLLM model id. + * teamId: Filter to models with direct access or team membership for this team id. + * sortBy / sortOrder: Sort by model_name, created_at, updated_at, costs, or status. + * + * Example request: + * ``` + * curl -X GET 'http://localhost:4000/v2/model/info?include_team_models=true&page=1&size=50' \ + * --header 'Authorization: Bearer sk-1234' + * ``` + * + * Example response: + * ```json + * { + * "data": [ + * { + * "model_name": "gpt-4", + * "litellm_params": {"model": "openai/gpt-4.1"}, + * "model_info": { + * "id": "abc123", + * "litellm_provider": "openai", + * "access_via_team_ids": ["team-1"], + * "direct_access": true + * } + * } + * ], + * "total_count": 1, + * "current_page": 1, + * "total_pages": 1, + * "size": 50 + * } + * ``` */ get: operations["model_info_v2_v2_model_info_get"]; put?: never; @@ -43119,13 +43161,13 @@ export interface operations { /** * @description Unified rate-limit error. * - * Every rate-limit condition surfaced by litellm — whether it originated from - * an upstream LLM provider, a vendor batch endpoint, or one of litellm's own - * proxy-side limiters (parallel-requests, dynamic-rate, batch-rate, budget, - * max-iterations, etc.) — is raised as an instance of this class. + * Every rate-limit condition surfaced by litellm — whether it originated from + * an upstream LLM provider, a vendor batch endpoint, or one of litellm's own + * proxy-side limiters (parallel-requests, dynamic-rate, batch-rate, budget, + * max-iterations, etc.) — is raised as an instance of this class. * - * The :attr:`category` attribute lets callers distinguish the source. See - * :class:`RateLimitErrorCategory` for the available values. + * The :attr:`category` attribute lets callers distinguish the source. See + * :class:`RateLimitErrorCategory` for the available values. */ 429: { headers: { From ff6cea4833df88690cd282e51654411f0bca0d84 Mon Sep 17 00:00:00 2001 From: ryan-crabbe-berri Date: Mon, 8 Jun 2026 11:25:50 -0700 Subject: [PATCH 44/73] refactor(ui): single source of truth for migrated-page routing (#29949) Consolidate the three hand-synced copies of the migrated-pages map (LEGACY_REDIRECTS in app/page.tsx, MIGRATED_PAGES in the dashboard layout, and MIGRATED_PAGES in leftnav) into one shared module, src/utils/migratedPages.ts, which also owns the migratedHref helper. Delete the unused, incomplete Sidebar2 prototype. No runtime behavior change: the map is still empty and Sidebar2 had no importers, so this is pure deduplication ahead of the per-page App Router migration. Follow-up work will unify the remaining base-URL builders (layout's withBase and page.tsx's redirect) onto migratedHref. --- .../app/(dashboard)/components/Sidebar2.tsx | 472 ------------------ .../src/app/(dashboard)/layout.tsx | 10 +- ui/litellm-dashboard/src/app/page.tsx | 12 +- .../src/components/leftnav.tsx | 24 +- .../src/utils/migratedPages.test.ts | 43 ++ .../src/utils/migratedPages.ts | 25 + 6 files changed, 73 insertions(+), 513 deletions(-) delete mode 100644 ui/litellm-dashboard/src/app/(dashboard)/components/Sidebar2.tsx create mode 100644 ui/litellm-dashboard/src/utils/migratedPages.test.ts create mode 100644 ui/litellm-dashboard/src/utils/migratedPages.ts diff --git a/ui/litellm-dashboard/src/app/(dashboard)/components/Sidebar2.tsx b/ui/litellm-dashboard/src/app/(dashboard)/components/Sidebar2.tsx deleted file mode 100644 index 90f498912a8..00000000000 --- a/ui/litellm-dashboard/src/app/(dashboard)/components/Sidebar2.tsx +++ /dev/null @@ -1,472 +0,0 @@ -"use client"; - -import { Layout, Menu, ConfigProvider } from "antd"; -import { - KeyOutlined, - PlayCircleOutlined, - BlockOutlined, - BarChartOutlined, - TeamOutlined, - BankOutlined, - UserOutlined, - SettingOutlined, - ApiOutlined, - AppstoreOutlined, - DatabaseOutlined, - FileTextOutlined, - LineChartOutlined, - SafetyOutlined, - ExperimentOutlined, - ToolOutlined, - TagsOutlined, - AuditOutlined, -} from "@ant-design/icons"; -// import { -// all_admin_roles, -// rolesWithWriteAccess, -// internalUserRoles, -// isAdminRole, -// } from "../utils/roles"; -// import UsageIndicator from "./usage_indicator"; -import * as React from "react"; -import { useRouter, usePathname } from "next/navigation"; -import { all_admin_roles, internalUserRoles, isAdminRole, rolesWithWriteAccess } from "@/utils/roles"; -import UsageIndicator from "@/components/UsageIndicator"; -import { serverRootPath } from "@/components/networking"; - -const { Sider } = Layout; - -// -------- Types -------- -interface SidebarProps { - accessToken: string | null; - userRole: string; - /** Fallback selection id (legacy), used if path can't be matched */ - defaultSelectedKey: string; - collapsed?: boolean; -} - -interface MenuItemCfg { - key: string; - newTab?: boolean; - page: string; // legacy id; we map this to a path below - label: string; - roles?: string[]; - children?: MenuItemCfg[]; - icon?: React.ReactNode; -} - -/** ---------- Base URL helpers ---------- */ -/** - * Normalizes NEXT_PUBLIC_BASE_URL to either "/" or "/ui/" (always with a trailing slash). - * Supported env values: "" or "ui/". - * Also considers the serverRootPath from the proxy config (e.g., "/my-custom-path"). - */ -const getBasePath = () => { - const raw = process.env.NEXT_PUBLIC_BASE_URL ?? ""; - const trimmed = raw.replace(/^\/+|\/+$/g, ""); // strip leading/trailing slashes - const uiPath = trimmed ? `/${trimmed}/` : "/"; - - // If serverRootPath is set and not "/", prepend it to the UI path - if (serverRootPath && serverRootPath !== "/") { - // Remove trailing slash from serverRootPath and ensure uiPath has no leading slash for proper joining - const cleanServerRoot = serverRootPath.replace(/\/+$/, ""); - const cleanUiPath = uiPath.replace(/^\/+/, ""); - return `${cleanServerRoot}/${cleanUiPath}`; - } - - return uiPath; -}; - -/** Map legacy `page` ids to real app routes (relative, no leading slash). */ -const routeFor = (slug: string): string => { - switch (slug) { - // top level - case "api-keys": - return "virtual-keys"; - case "llm-playground": - return "test-key"; - case "models": - return "models-and-endpoints"; - case "new_usage": - return "usage"; - case "teams": - return "teams"; - case "organizations": - return "organizations"; - case "users": - return "users"; - case "api_ref": - return "api-reference"; - case "model-hub-table": - // If you intend the newer in-dashboard page, use "model-hub". - return "model-hub"; - case "logs": - return "logs"; - case "guardrails": - return "guardrails"; - case "policies": - return "policies"; - case "chat": - return "chat"; - - // tools - case "mcp-servers": - return "tools/mcp-servers"; - case "vector-stores": - return "tools/vector-stores"; - case "byok-demo": - return "tools/byok-demo"; - - // experimental - case "caching": - return "experimental/caching"; - case "prompts": - return "experimental/prompts"; - case "budgets": - return "experimental/budgets"; - case "transform-request": - return "experimental/api-playground"; - case "tag-management": - return "experimental/tag-management"; - case "claude-code-plugins": - return "experimental/claude-code-plugins"; - case "usage": // "Old Usage" - return "experimental/old-usage"; - - // settings - case "general-settings": - return "settings/router-settings"; - case "settings": // "Logging & Alerts" - return "settings/logging-and-alerts"; - case "admin-panel": - return "settings/admin-settings"; - case "ui-theme": - return "settings/ui-theme"; - - default: - // treat as already a relative path - return slug.replace(/^\/+/, ""); - } -}; - -/** Prefix base path ("/" or "/ui/") */ -const toHref = (slugOrPath: string) => { - const base = getBasePath(); // "/" or "/ui/" - const rel = routeFor(slugOrPath).replace(/^\/+|\/+$/g, ""); - return `${base}${rel}`; -}; - -// ----- Menu config (unchanged labels/icons; same appearance) ----- -const menuItems: MenuItemCfg[] = [ - { key: "1", page: "api-keys", label: "Virtual Keys", icon: }, - { - key: "3", - page: "llm-playground", - label: "Test Key", - icon: , - roles: rolesWithWriteAccess, - }, - { - key: "2", - page: "models", - label: "Models + Endpoints", - icon: , - roles: rolesWithWriteAccess, - }, - { - key: "12", - page: "new_usage", - label: "Usage", - icon: , - roles: [...all_admin_roles, ...internalUserRoles], - }, - { key: "6", page: "teams", label: "Teams", icon: }, - { - key: "17", - page: "organizations", - label: "Organizations", - icon: , - roles: all_admin_roles, - }, - { - key: "5", - page: "users", - label: "Internal Users", - icon: , - roles: all_admin_roles, - }, - { key: "14", page: "api-reference", label: "API Reference", icon: }, - { - key: "16", - page: "model-hub-table", - label: "Model Hub", - icon: , - }, - { key: "15", page: "logs", label: "Logs", icon: }, - { - key: "11", - page: "guardrails", - label: "Guardrails", - icon: , - roles: all_admin_roles, - }, - { - key: "28", - page: "policies", - label: "Policies", - icon: , - roles: all_admin_roles, - }, - { - key: "26", - page: "tools", - label: "Tools", - icon: , - children: [ - { key: "18", page: "mcp-servers", label: "MCP Servers", icon: }, - { - key: "21", - page: "vector-stores", - label: "Vector Stores", - icon: , - roles: all_admin_roles, - }, - ], - }, - { - key: "experimental", - page: "experimental", - label: "Experimental", - icon: , - children: [ - { - key: "9", - page: "caching", - label: "Caching", - icon: , - roles: all_admin_roles, - }, - { - key: "25", - page: "prompts", - label: "Prompts", - icon: , - roles: all_admin_roles, - }, - { - key: "10", - page: "budgets", - label: "Budgets", - icon: , - roles: all_admin_roles, - }, - { - key: "20", - page: "transform-request", - label: "API Playground", - icon: , - roles: [...all_admin_roles, ...internalUserRoles], - }, - { - key: "19", - page: "tag-management", - label: "Tag Management", - icon: , - roles: all_admin_roles, - }, - { - key: "27", - page: "claude-code-plugins", - label: "Claude Code Plugins", - icon: , - roles: all_admin_roles, - }, - { key: "4", page: "usage", label: "Old Usage", icon: }, - ], - }, - { - key: "settings", - page: "settings", - label: "Settings", - icon: , - roles: all_admin_roles, - children: [ - { - key: "11", - page: "general-settings", - label: "Router Settings", - icon: , - roles: all_admin_roles, - }, - { - key: "8", - page: "settings", - label: "Logging & Alerts", - icon: , - roles: all_admin_roles, - }, - { - key: "13", - page: "admin-panel", - label: "Admin Settings", - icon: , - roles: all_admin_roles, - }, - { - key: "14", - page: "ui-theme", - label: "UI Theme", - icon: , - roles: all_admin_roles, - }, - ], - }, -]; - -const Sidebar2: React.FC = ({ accessToken, userRole, defaultSelectedKey, collapsed = false }) => { - const router = useRouter(); - const pathname = usePathname() || "/"; - - // ----- Filter by role without mutating originals ----- - const filteredMenuItems = React.useMemo(() => { - return menuItems - .filter((item) => !item.roles || item.roles.includes(userRole)) - .map((item) => ({ - ...item, - children: item.children ? item.children.filter((c) => !c.roles || c.roles.includes(userRole)) : undefined, - })); - }, [userRole]); - - // ----- Compute selected key from current path ----- - const selectedMenuKey = React.useMemo(() => { - const base = getBasePath(); - // strip base prefix and leading slash -> "virtual-keys", "tools/mcp-servers", etc. - const rel = pathname.startsWith(base) ? pathname.slice(base.length) : pathname.replace(/^\/+/, ""); - const relLower = rel.toLowerCase(); - - const matchesPath = (slug: string) => { - const route = routeFor(slug).toLowerCase(); - return relLower === route || relLower.startsWith(`${route}/`); - }; - - // search top-level - for (const item of filteredMenuItems) { - if (!item.children && matchesPath(item.page)) return item.key; - if (item.children) { - for (const child of item.children) { - if (matchesPath(child.page)) return child.key; - } - } - } - - // fallback to legacy defaultSelectedKey mapping - const fallback = filteredMenuItems.find((i) => i.page === defaultSelectedKey)?.key; - if (fallback) return fallback; - - for (const item of filteredMenuItems) { - if (item.children?.some((c) => c.page === defaultSelectedKey)) { - const child = item.children.find((c) => c.page === defaultSelectedKey)!; - return child.key; - } - } - - return "1"; - }, [pathname, filteredMenuItems, defaultSelectedKey]); - - // ----- Navigation ----- - const goTo = (slug: string, newTab?: boolean) => { - const href = toHref(slug); - if (newTab) { - window.open(href, "_blank"); - } else { - router.push(href); - } - }; - - // Wrap label in so every nav item supports right-click → "Open in new tab" - // and Ctrl/Cmd+click to open in a new tab, while preserving SPA navigation for normal clicks. - const renderNavLink = (label: string, page: string, newTab?: boolean): React.ReactNode => { - const href = toHref(page); - return ( - { - if (newTab) { - e.stopPropagation(); - return; - } - if (e.metaKey || e.ctrlKey || e.shiftKey || e.button === 1) { - e.stopPropagation(); - return; - } - e.preventDefault(); - }} - style={{ color: "inherit", textDecoration: "none" }} - > - {label} - - ); - }; - - return ( - - - - ({ - key: item.key, - icon: item.icon, - label: renderNavLink(item.label, item.page, item.newTab), - children: item.children?.map((child) => ({ - key: child.key, - icon: child.icon, - label: renderNavLink(child.label, child.page, child.newTab), - onClick: () => goTo(child.page, child.newTab), - })), - onClick: !item.children ? () => goTo(item.page, item.newTab) : undefined, - }))} - /> - - {isAdminRole(userRole) && !collapsed && } - - - ); -}; - -export default Sidebar2; diff --git a/ui/litellm-dashboard/src/app/(dashboard)/layout.tsx b/ui/litellm-dashboard/src/app/(dashboard)/layout.tsx index a611d619cc1..7dc2b2ad615 100644 --- a/ui/litellm-dashboard/src/app/(dashboard)/layout.tsx +++ b/ui/litellm-dashboard/src/app/(dashboard)/layout.tsx @@ -7,6 +7,7 @@ import SidebarProvider from "@/app/(dashboard)/components/SidebarProvider"; import useAuthorized from "@/app/(dashboard)/hooks/useAuthorized"; import { useRouter, useSearchParams } from "next/navigation"; import { DebugWarningBanner } from "@/components/DebugWarningBanner"; +import { MIGRATED_PAGES } from "@/utils/migratedPages"; /** ---- BASE URL HELPERS ---- */ function normalizeBasePrefix(raw: string | undefined | null): string { @@ -23,15 +24,6 @@ function withBase(path: string): string { } /** -------------------------------- */ -/** - * Pages that have been migrated to path-based routing under (dashboard)/. - * When the leftnav triggers one of these, navigate to the path route instead - * of the legacy query-param root page. - * - * Key = legacy page id used in leftnav, Value = route segment under (dashboard)/ - */ -const MIGRATED_PAGES: Record = {}; - function LayoutContent({ children }: { children: React.ReactNode }) { const router = useRouter(); const searchParams = useSearchParams(); diff --git a/ui/litellm-dashboard/src/app/page.tsx b/ui/litellm-dashboard/src/app/page.tsx index da6a0d5a76f..f329a00d60d 100644 --- a/ui/litellm-dashboard/src/app/page.tsx +++ b/ui/litellm-dashboard/src/app/page.tsx @@ -54,6 +54,7 @@ import { storeReturnUrl, } from "@/utils/returnUrlUtils"; import { isAdminRole } from "@/utils/roles"; +import { MIGRATED_PAGES } from "@/utils/migratedPages"; import { QueryClient, QueryClientProvider } from "@tanstack/react-query"; import { useRouter, useSearchParams } from "next/navigation"; import { Suspense, useEffect, useMemo, useRef, useState } from "react"; @@ -65,13 +66,6 @@ interface ProxySettings { LITELLM_UI_API_DOC_BASE_URL?: string | null; } -/** - * Map of legacy query-param page keys → new path-based route segments. - * When a user visits ?page=, they are redirected to /ui/. - * Add entries here as pages are migrated from the if/else chain to path-based routes. - */ -const LEGACY_REDIRECTS: Record = {}; - function CreateKeyPageContent() { const { authLoading, token, userID, userRole, userEmail, accessToken, premiumUser, setUserRole, setUserEmail } = useAuth(); @@ -202,11 +196,11 @@ function CreateKeyPageContent() { }, [redirectToLogin]); // Redirect legacy query-param pages to their new path-based routes - const isLegacyRedirect = page in LEGACY_REDIRECTS; + const isLegacyRedirect = page in MIGRATED_PAGES; useEffect(() => { if (!authLoading && isLegacyRedirect) { const base = (proxyBaseUrl || "") + "/ui"; - router.replace(`${base}/${LEGACY_REDIRECTS[page]}`); + router.replace(`${base}/${MIGRATED_PAGES[page]}`); } }, [authLoading, isLegacyRedirect, page, router]); diff --git a/ui/litellm-dashboard/src/components/leftnav.tsx b/ui/litellm-dashboard/src/components/leftnav.tsx index 43a28d94046..ff0dac703d3 100644 --- a/ui/litellm-dashboard/src/components/leftnav.tsx +++ b/ui/litellm-dashboard/src/components/leftnav.tsx @@ -43,31 +43,9 @@ import { import NewBadge from "./common_components/NewBadge"; import type { Organization } from "./networking"; import UsageIndicator from "./UsageIndicator"; -import { serverRootPath } from "./networking"; +import { MIGRATED_PAGES, migratedHref } from "@/utils/migratedPages"; const { Sider } = Layout; -/** - * Pages migrated to path-based routing under (dashboard)/. - * Key = legacy page id, Value = route segment. - * Keep in sync with MIGRATED_PAGES in (dashboard)/layout.tsx. - */ -const MIGRATED_PAGES: Record = {}; - -/** Build an absolute href for a migrated page, respecting base URL + serverRootPath. */ -function migratedHref(routeSegment: string): string { - const raw = process.env.NEXT_PUBLIC_BASE_URL ?? ""; - const trimmed = raw.replace(/^\/+|\/+$/g, ""); - let base = trimmed ? `/${trimmed}/` : "/"; - - if (serverRootPath && serverRootPath !== "/") { - const cleanRoot = serverRootPath.replace(/\/+$/, ""); - const cleanBase = base.replace(/^\/+/, ""); - base = `${cleanRoot}/${cleanBase}`; - } - - return `${base}${routeSegment}`; -} - // Define the props type interface SidebarProps { setPage: (page: string) => void; diff --git a/ui/litellm-dashboard/src/utils/migratedPages.test.ts b/ui/litellm-dashboard/src/utils/migratedPages.test.ts new file mode 100644 index 00000000000..2f9ed11b3a0 --- /dev/null +++ b/ui/litellm-dashboard/src/utils/migratedPages.test.ts @@ -0,0 +1,43 @@ +import { describe, it, expect, vi, beforeEach, afterEach } from "vitest"; + +describe("migratedHref", () => { + beforeEach(() => { + vi.resetModules(); + vi.unstubAllEnvs(); + }); + + afterEach(() => { + vi.unstubAllEnvs(); + }); + + it("returns an absolute path rooted at / when serverRootPath is /", async () => { + vi.doMock("@/components/networking", () => ({ serverRootPath: "/" })); + const { migratedHref } = await import("./migratedPages"); + + expect(migratedHref("api-reference")).toBe("/api-reference"); + expect(migratedHref("virtual-keys")).toBe("/virtual-keys"); + }); + + it("prefixes a non-root serverRootPath without duplicating slashes", async () => { + vi.doMock("@/components/networking", () => ({ serverRootPath: "/team-x/" })); + const { migratedHref } = await import("./migratedPages"); + + expect(migratedHref("api-reference")).toBe("/team-x/api-reference"); + }); + + it("honors NEXT_PUBLIC_BASE_URL as a base path segment", async () => { + vi.stubEnv("NEXT_PUBLIC_BASE_URL", "ui"); + vi.doMock("@/components/networking", () => ({ serverRootPath: "/" })); + const { migratedHref } = await import("./migratedPages"); + + expect(migratedHref("api-reference")).toBe("/ui/api-reference"); + }); + + it("combines NEXT_PUBLIC_BASE_URL with a non-root serverRootPath", async () => { + vi.stubEnv("NEXT_PUBLIC_BASE_URL", "ui"); + vi.doMock("@/components/networking", () => ({ serverRootPath: "/team-x" })); + const { migratedHref } = await import("./migratedPages"); + + expect(migratedHref("api-reference")).toBe("/team-x/ui/api-reference"); + }); +}); diff --git a/ui/litellm-dashboard/src/utils/migratedPages.ts b/ui/litellm-dashboard/src/utils/migratedPages.ts new file mode 100644 index 00000000000..5421f00bf05 --- /dev/null +++ b/ui/litellm-dashboard/src/utils/migratedPages.ts @@ -0,0 +1,25 @@ +import { serverRootPath } from "@/components/networking"; + +/** + * Single source of truth for pages cut over from the legacy `?page=` switch in + * app/page.tsx to path-based routes under app/(dashboard)/. + * + * Key = legacy page id emitted by the sidebar. Value = route segment under (dashboard)/. + * Add an entry to route the sidebar and deep links to the new path and redirect the + * legacy `?page=` URL; remove it to roll back. Empty until a page is migrated. + */ +export const MIGRATED_PAGES: Record = {}; + +export function migratedHref(routeSegment: string): string { + const raw = process.env.NEXT_PUBLIC_BASE_URL ?? ""; + const trimmed = raw.replace(/^\/+|\/+$/g, ""); + let base = trimmed ? `/${trimmed}/` : "/"; + + if (serverRootPath && serverRootPath !== "/") { + const cleanRoot = serverRootPath.replace(/\/+$/, ""); + const cleanBase = base.replace(/^\/+/, ""); + base = `${cleanRoot}/${cleanBase}`; + } + + return `${base}${routeSegment}`; +} From 26fe26a5c041d0aa03f9e669b255d89b2ab67859 Mon Sep 17 00:00:00 2001 From: yuneng-jiang Date: Mon, 8 Jun 2026 12:12:07 -0700 Subject: [PATCH 45/73] fix(ui/model-hub): render provider icons on the public model hub (#29958) The provider logo base path was relative ("../ui/assets/logos/"). With trailingSlash enabled, the public model hub is served at /ui/model_hub_table/, so the browser resolved the base to /ui/ui/assets/logos/ (a doubled /ui/), which 404s every icon. The authenticated hub renders inside the single-level /ui/ SPA route where the relative path resolves correctly, so only the public hub broke. Make the base root-absolute so it resolves at any route depth. --- .../components/provider_info_helpers.test.tsx | 21 +++++++++++++++++++ .../src/components/provider_info_helpers.tsx | 2 +- 2 files changed, 22 insertions(+), 1 deletion(-) diff --git a/ui/litellm-dashboard/src/components/provider_info_helpers.test.tsx b/ui/litellm-dashboard/src/components/provider_info_helpers.test.tsx index ab22b0ef49a..a73cf699ac8 100644 --- a/ui/litellm-dashboard/src/components/provider_info_helpers.test.tsx +++ b/ui/litellm-dashboard/src/components/provider_info_helpers.test.tsx @@ -97,6 +97,27 @@ describe("provider_info_helpers", () => { }); }); + describe("provider logo asset paths", () => { + // Regression: a relative "../ui/assets/logos/" base resolved to + // "/ui/ui/assets/logos/..." (404) on the public model hub at + // /ui/model_hub_table/, which sits a level below the /ui/ SPA. Root-absolute + // paths resolve correctly at any route depth. + it("should expose every provider logo as a root-absolute /ui path", () => { + const logos = Object.values(providerLogoMap); + expect(logos.length).toBeGreaterThan(0); + logos.forEach((logo) => { + expect(logo.startsWith("/ui/assets/logos/")).toBe(true); + expect(logo).not.toContain("../"); + }); + }); + + it("should resolve a provider logo to a root-absolute path via getProviderLogoAndName", () => { + const { logo } = getProviderLogoAndName("openai"); + expect(logo.startsWith("/ui/assets/logos/")).toBe(true); + expect(logo).not.toContain("../"); + }); + }); + describe("getPlaceholder", () => { it("should return aiml placeholder for AIML provider", () => { expect(getPlaceholder(Providers.AIML)).toBe("aiml/flux-pro/v1.1"); diff --git a/ui/litellm-dashboard/src/components/provider_info_helpers.tsx b/ui/litellm-dashboard/src/components/provider_info_helpers.tsx index 179ce63f457..727eebfe951 100644 --- a/ui/litellm-dashboard/src/components/provider_info_helpers.tsx +++ b/ui/litellm-dashboard/src/components/provider_info_helpers.tsx @@ -216,7 +216,7 @@ export const provider_map: Record = { ZAI: "zai", }; -const asset_logos_folder = "../ui/assets/logos/"; +const asset_logos_folder = "/ui/assets/logos/"; export const providerLogoMap: Record = { [Providers.A2A_Agent]: `${asset_logos_folder}a2a_agent.png`, From 47b383dbbfc9eb3336ee1b7e57a0e7d4d380c46f Mon Sep 17 00:00:00 2001 From: yuneng-jiang Date: Mon, 8 Jun 2026 12:25:42 -0700 Subject: [PATCH 46/73] fix(ui): keep create guardrail modal open on outside click (#29871) The create guardrail modal used antd's default maskClosable, so clicking outside it dismissed the modal and reset every field the user had entered. Setting maskClosable={false} keeps the modal open; it now closes only via the explicit close button or Cancel, matching the other form modals in the dashboard --- .../guardrails/add_guardrail_form.test.tsx | 43 +++++++++++++++++++ .../guardrails/add_guardrail_form.tsx | 1 + 2 files changed, 44 insertions(+) create mode 100644 ui/litellm-dashboard/src/components/guardrails/add_guardrail_form.test.tsx diff --git a/ui/litellm-dashboard/src/components/guardrails/add_guardrail_form.test.tsx b/ui/litellm-dashboard/src/components/guardrails/add_guardrail_form.test.tsx new file mode 100644 index 00000000000..a13f12e4b42 --- /dev/null +++ b/ui/litellm-dashboard/src/components/guardrails/add_guardrail_form.test.tsx @@ -0,0 +1,43 @@ +import React from "react"; +import { fireEvent, screen } from "@testing-library/react"; +import { renderWithProviders } from "../../../tests/test-utils"; +import { beforeEach, describe, expect, it, vi } from "vitest"; +import AddGuardrailForm from "./add_guardrail_form"; + +vi.mock("@/components/networking", () => ({ + createGuardrailCall: vi.fn(), + getGuardrailProviderSpecificParams: vi.fn().mockResolvedValue({}), + getGuardrailUISettings: vi.fn().mockResolvedValue({}), + modelAvailableCall: vi.fn().mockResolvedValue({ data: [] }), +})); + +const renderForm = () => { + const onClose = vi.fn(); + renderWithProviders(); + return { onClose }; +}; + +describe("AddGuardrailForm close behavior", () => { + beforeEach(() => { + vi.clearAllMocks(); + }); + + it("does not close when the user clicks outside the modal on the mask", () => { + const { onClose } = renderForm(); + expect(screen.getByText("Create guardrail")).toBeInTheDocument(); + + const wrap = document.querySelector(".ant-modal-wrap") as HTMLElement; + expect(wrap).toBeTruthy(); + fireEvent.mouseDown(wrap); + fireEvent.mouseUp(wrap); + fireEvent.click(wrap); + + expect(onClose).not.toHaveBeenCalled(); + }); + + it("closes when the user clicks the explicit close button", () => { + const { onClose } = renderForm(); + fireEvent.click(screen.getByRole("button", { name: "✕" })); + expect(onClose).toHaveBeenCalledTimes(1); + }); +}); diff --git a/ui/litellm-dashboard/src/components/guardrails/add_guardrail_form.tsx b/ui/litellm-dashboard/src/components/guardrails/add_guardrail_form.tsx index 05a65d1c9e5..41a2dd7f67c 100644 --- a/ui/litellm-dashboard/src/components/guardrails/add_guardrail_form.tsx +++ b/ui/litellm-dashboard/src/components/guardrails/add_guardrail_form.tsx @@ -1144,6 +1144,7 @@ const AddGuardrailForm: React.FC = ({ visible, onClose, a title={null} open={visible} onCancel={handleClose} + maskClosable={false} footer={null} width={1000} closable={false} From 728f057c5ec3334604fc65c57c41bac873d4555f Mon Sep 17 00:00:00 2001 From: yuneng-jiang Date: Mon, 8 Jun 2026 12:25:52 -0700 Subject: [PATCH 47/73] fix(ui): label default key type as "Full Access" on key edit page (#29870) The key edit page showed the default key type (no allowed_routes restriction) as "Default", while the key creation form already labels the same value "Full Access". Align the edit page to the create form so the two surfaces agree on both the label and its description. --- .../src/components/templates/key_edit_view.tsx | 6 +++--- 1 file changed, 3 insertions(+), 3 deletions(-) diff --git a/ui/litellm-dashboard/src/components/templates/key_edit_view.tsx b/ui/litellm-dashboard/src/components/templates/key_edit_view.tsx index d5e410029a7..fe0fa1ab0c2 100644 --- a/ui/litellm-dashboard/src/components/templates/key_edit_view.tsx +++ b/ui/litellm-dashboard/src/components/templates/key_edit_view.tsx @@ -394,11 +394,11 @@ export function KeyEditView({ } }} > - +
-
Default
+
Full Access
- Can call AI APIs + Management routes + Can call all routes (AI APIs, Management, and read-only)
From 1afc41cb295e78a25a5d67389ac5a831e290ee8d Mon Sep 17 00:00:00 2001 From: ryan-crabbe-berri Date: Mon, 8 Jun 2026 13:05:12 -0700 Subject: [PATCH 48/73] fix(ui): unify migrated-route URLs and migrate the API Reference page (#29953) * fix(ui): unify migrated-route URLs and cut the API Reference page over to path routing Route all migrated-page navigation through one /ui-prefixed, serverRootPath-aware builder in migratedPages.ts (migratedHref/legacyPageHref/legacyKeyForPathname), replacing the three divergent base-URL constructions that lived in the dashboard layout's withBase, leftnav, and the page.tsx redirect. The previous migratedHref read NEXT_PUBLIC_BASE_URL, which no build sets, so it produced URLs without the /ui prefix the app is served under; every other internal link hardcodes /ui and this now matches that convention. Remove the sidebar's own pushState navigation so the parent (legacy root page or dashboard layout) is the single owner of navigation, fixing the double-navigate that fired when moving between a path route and a legacy ?page= route. Cut API Reference over to its path route: add api_ref -> api-reference to MIGRATED_PAGES and delete its arm from the legacy switch. Visiting /ui/?page=api_ref redirects to /ui/api-reference, the sidebar links to and highlights it, and navigating away returns to the legacy switch. * fix(ui): address review on migrated-page routing Keep the legacy hyphenated ?page=api-reference form working by mapping it to the api-reference route alongside api_ref; the old switch matched both, so a bookmark using the hyphen would otherwise fall through to the Usage default. Add legacyKeyForPathname coverage: a migrated path (with and without trailing slash) resolves to the api_ref sidebar key rather than the alias, a non-migrated path returns null, and a non-root serverRootPath prefix is stripped before matching. * fix(ui): populate serverRootPath from getUiConfig so migrated nav links keep the root path getUiConfig updated proxyBaseUrl but never called updateServerRootPath, so the module-level serverRootPath stayed at its "/" default. Under a custom server_root_path the unified migratedHref/legacyPageHref builders then dropped the prefix and the sidebar produced /ui/api-reference (404) instead of //ui/api-reference. Adds the missing updateServerRootPath call plus a regression test asserting getUiConfig sets serverRootPath and that migratedHref carries the prefix --- .../src/app/(dashboard)/layout.tsx | 36 ++-------- ui/litellm-dashboard/src/app/page.tsx | 19 +++--- .../src/components/leftnav.tsx | 26 ++----- .../src/components/networking.test.ts | 15 ++++ .../src/components/networking.tsx | 1 + .../src/utils/migratedPages.test.ts | 68 +++++++++++++------ .../src/utils/migratedPages.ts | 43 ++++++++---- 7 files changed, 112 insertions(+), 96 deletions(-) diff --git a/ui/litellm-dashboard/src/app/(dashboard)/layout.tsx b/ui/litellm-dashboard/src/app/(dashboard)/layout.tsx index 7dc2b2ad615..5f5c240d025 100644 --- a/ui/litellm-dashboard/src/app/(dashboard)/layout.tsx +++ b/ui/litellm-dashboard/src/app/(dashboard)/layout.tsx @@ -5,51 +5,29 @@ import Navbar from "@/components/navbar"; import { ThemeProvider } from "@/contexts/ThemeContext"; import SidebarProvider from "@/app/(dashboard)/components/SidebarProvider"; import useAuthorized from "@/app/(dashboard)/hooks/useAuthorized"; -import { useRouter, useSearchParams } from "next/navigation"; +import { useRouter, useSearchParams, usePathname } from "next/navigation"; import { DebugWarningBanner } from "@/components/DebugWarningBanner"; -import { MIGRATED_PAGES } from "@/utils/migratedPages"; - -/** ---- BASE URL HELPERS ---- */ -function normalizeBasePrefix(raw: string | undefined | null): string { - const trimmed = (raw ?? "").trim(); - if (!trimmed) return ""; - const core = trimmed.replace(/^\/+/, "").replace(/\/+$/, ""); - return core ? `/${core}/` : "/"; -} -const BASE_PREFIX = normalizeBasePrefix(process.env.NEXT_PUBLIC_BASE_URL); -function withBase(path: string): string { - const body = path.startsWith("/") ? path.slice(1) : path; - const combined = `${BASE_PREFIX}${body}`; - return combined.startsWith("/") ? combined : `/${combined}`; -} -/** -------------------------------- */ +import { MIGRATED_PAGES, migratedHref, legacyPageHref, legacyKeyForPathname } from "@/utils/migratedPages"; function LayoutContent({ children }: { children: React.ReactNode }) { const router = useRouter(); const searchParams = useSearchParams(); + const pathname = usePathname(); const { accessToken } = useAuthorized(); const [sidebarCollapsed, setSidebarCollapsed] = React.useState(false); const [page, setPage] = useState(() => { - return searchParams.get("page") || "api-keys"; + return legacyKeyForPathname(pathname) || searchParams.get("page") || "api-keys"; }); const handleSetPage = (newPage: string) => { - // If the page has been migrated to path routing, navigate there const migratedRoute = MIGRATED_PAGES[newPage]; - if (migratedRoute) { - router.push(withBase(migratedRoute)); - setPage(newPage); - return; - } - - // Otherwise, navigate back to the legacy root page with query params - router.push(withBase(`?page=${newPage}`)); + router.push(migratedRoute ? migratedHref(migratedRoute) : legacyPageHref(newPage)); setPage(newPage); }; useEffect(() => { - setPage(searchParams.get("page") || "api-keys"); - }, [searchParams]); + setPage(legacyKeyForPathname(pathname) || searchParams.get("page") || "api-keys"); + }, [pathname, searchParams]); const toggleSidebar = () => setSidebarCollapsed((v) => !v); diff --git a/ui/litellm-dashboard/src/app/page.tsx b/ui/litellm-dashboard/src/app/page.tsx index f329a00d60d..12dd39a1c21 100644 --- a/ui/litellm-dashboard/src/app/page.tsx +++ b/ui/litellm-dashboard/src/app/page.tsx @@ -1,6 +1,5 @@ "use client"; -import APIReferenceView from "@/app/(dashboard)/api-reference/APIReferenceView"; import SidebarProvider from "@/app/(dashboard)/components/SidebarProvider"; import OldModelDashboard from "@/app/(dashboard)/models-and-endpoints/ModelsAndEndpointsView"; import PlaygroundPage from "@/app/(dashboard)/playground/page"; @@ -54,7 +53,7 @@ import { storeReturnUrl, } from "@/utils/returnUrlUtils"; import { isAdminRole } from "@/utils/roles"; -import { MIGRATED_PAGES } from "@/utils/migratedPages"; +import { MIGRATED_PAGES, migratedHref } from "@/utils/migratedPages"; import { QueryClient, QueryClientProvider } from "@tanstack/react-query"; import { useRouter, useSearchParams } from "next/navigation"; import { Suspense, useEffect, useMemo, useRef, useState } from "react"; @@ -156,15 +155,16 @@ function CreateKeyPageContent() { return searchParams.get("page") || "api-keys"; }); - // Custom setPage function that updates URL const updatePage = (newPage: string) => { - // Update URL without full page reload + const migratedRoute = MIGRATED_PAGES[newPage]; + if (migratedRoute) { + router.push(migratedHref(migratedRoute)); + setPage(newPage); + return; + } const newSearchParams = new URLSearchParams(searchParams); newSearchParams.set("page", newPage); - - // Use Next.js router to update URL window.history.pushState(null, "", `?${newSearchParams.toString()}`); - setPage(newPage); }; @@ -199,8 +199,7 @@ function CreateKeyPageContent() { const isLegacyRedirect = page in MIGRATED_PAGES; useEffect(() => { if (!authLoading && isLegacyRedirect) { - const base = (proxyBaseUrl || "") + "/ui"; - router.replace(`${base}/${MIGRATED_PAGES[page]}`); + router.replace(migratedHref(MIGRATED_PAGES[page])); } }, [authLoading, isLegacyRedirect, page, router]); @@ -441,8 +440,6 @@ function CreateKeyPageContent() { /> ) : page == "admin-panel" ? ( - ) : page == "api_ref" || page == "api-reference" ? ( - ) : page == "logging-and-alerts" ? ( ) : page == "budgets" ? ( diff --git a/ui/litellm-dashboard/src/components/leftnav.tsx b/ui/litellm-dashboard/src/components/leftnav.tsx index ff0dac703d3..f4946b81d68 100644 --- a/ui/litellm-dashboard/src/components/leftnav.tsx +++ b/ui/litellm-dashboard/src/components/leftnav.tsx @@ -43,7 +43,7 @@ import { import NewBadge from "./common_components/NewBadge"; import type { Organization } from "./networking"; import UsageIndicator from "./UsageIndicator"; -import { MIGRATED_PAGES, migratedHref } from "@/utils/migratedPages"; +import { MIGRATED_PAGES, migratedHref, legacyPageHref } from "@/utils/migratedPages"; const { Sider } = Layout; // Define the props type @@ -418,18 +418,9 @@ const Sidebar: React.FC = ({ // Check if user is a team admin for any team const isTeamAdmin = useMemo(() => isUserTeamAdminForAnyTeam(teams ?? null, userId ?? ""), [teams, userId]); - // Navigate to page helper - const navigateToPage = (page: string) => { - // For migrated pages, just call setPage — the parent layout handles routing - if (MIGRATED_PAGES[page]) { - setPage(page); - return; - } - const newSearchParams = new URLSearchParams(window.location.search); - newSearchParams.set("page", page); - window.history.pushState(null, "", `?${newSearchParams.toString()}`); - setPage(page); - }; + // The parent (legacy root page or dashboard layout) owns navigation for both + // migrated and legacy pages; the sidebar only reports the selected page. + const navigateToPage = (page: string) => setPage(page); // Wrap label in so every nav item supports right-click → "Open in new tab" // and Ctrl/Cmd+click to open in a new tab, while preserving SPA navigation for normal clicks. @@ -447,15 +438,8 @@ const Sidebar: React.FC = ({ ); } - // For migrated pages, generate a path-based href for right-click "Open in new tab" const migratedRoute = MIGRATED_PAGES[page]; - const href = migratedRoute - ? migratedHref(migratedRoute) - : (() => { - const params = new URLSearchParams(window.location.search); - params.set("page", page); - return `?${params.toString()}`; - })(); + const href = migratedRoute ? migratedHref(migratedRoute) : legacyPageHref(page); return ( ({ clearTokenCookies: vi.fn(), @@ -349,6 +350,20 @@ describe("UI config and public endpoints", () => { ); expect(configCall).toBeDefined(); }); + + it("updates serverRootPath so path-based nav links carry the root path", async () => { + const uiConfig = { + server_root_path: "/litellm", + proxy_base_url: "https://example.com", + }; + + setupMockFetch([{ url: "/litellm/.well-known/litellm-ui-config", data: uiConfig }]); + + await Networking.getUiConfig(); + + expect(Networking.serverRootPath).toBe("/litellm"); + expect(migratedHref("api-reference")).toBe("/litellm/ui/api-reference"); + }); }); describe("individualModelHealthCheckCall", () => { diff --git a/ui/litellm-dashboard/src/components/networking.tsx b/ui/litellm-dashboard/src/components/networking.tsx index d303734dffd..54a7a19362b 100644 --- a/ui/litellm-dashboard/src/components/networking.tsx +++ b/ui/litellm-dashboard/src/components/networking.tsx @@ -404,6 +404,7 @@ export const getUiConfig = async () => { * Update the proxy base url and server root path */ console.log("jsonData in getUiConfig:", jsonData); + updateServerRootPath(jsonData.server_root_path); updateProxyBaseUrl(jsonData.server_root_path, jsonData.proxy_base_url); return jsonData; }; diff --git a/ui/litellm-dashboard/src/utils/migratedPages.test.ts b/ui/litellm-dashboard/src/utils/migratedPages.test.ts index 2f9ed11b3a0..e9aceea8148 100644 --- a/ui/litellm-dashboard/src/utils/migratedPages.test.ts +++ b/ui/litellm-dashboard/src/utils/migratedPages.test.ts @@ -1,43 +1,69 @@ -import { describe, it, expect, vi, beforeEach, afterEach } from "vitest"; +import { describe, it, expect, vi, beforeEach } from "vitest"; -describe("migratedHref", () => { +describe("migratedHref / legacyPageHref", () => { beforeEach(() => { vi.resetModules(); - vi.unstubAllEnvs(); }); - afterEach(() => { - vi.unstubAllEnvs(); - }); - - it("returns an absolute path rooted at / when serverRootPath is /", async () => { + it("builds a /ui-rooted path when serverRootPath is /", async () => { vi.doMock("@/components/networking", () => ({ serverRootPath: "/" })); - const { migratedHref } = await import("./migratedPages"); + const { migratedHref, legacyPageHref } = await import("./migratedPages"); - expect(migratedHref("api-reference")).toBe("/api-reference"); - expect(migratedHref("virtual-keys")).toBe("/virtual-keys"); + expect(migratedHref("api-reference")).toBe("/ui/api-reference"); + expect(legacyPageHref("models")).toBe("/ui/?page=models"); }); it("prefixes a non-root serverRootPath without duplicating slashes", async () => { vi.doMock("@/components/networking", () => ({ serverRootPath: "/team-x/" })); - const { migratedHref } = await import("./migratedPages"); + const { migratedHref, legacyPageHref } = await import("./migratedPages"); - expect(migratedHref("api-reference")).toBe("/team-x/api-reference"); + expect(migratedHref("api-reference")).toBe("/team-x/ui/api-reference"); + expect(legacyPageHref("models")).toBe("/team-x/ui/?page=models"); }); - it("honors NEXT_PUBLIC_BASE_URL as a base path segment", async () => { - vi.stubEnv("NEXT_PUBLIC_BASE_URL", "ui"); + it("tolerates a leading slash in the route segment", async () => { vi.doMock("@/components/networking", () => ({ serverRootPath: "/" })); const { migratedHref } = await import("./migratedPages"); - expect(migratedHref("api-reference")).toBe("/ui/api-reference"); + expect(migratedHref("/api-reference")).toBe("/ui/api-reference"); }); - it("combines NEXT_PUBLIC_BASE_URL with a non-root serverRootPath", async () => { - vi.stubEnv("NEXT_PUBLIC_BASE_URL", "ui"); - vi.doMock("@/components/networking", () => ({ serverRootPath: "/team-x" })); - const { migratedHref } = await import("./migratedPages"); + it("maps both the api_ref id and the hyphenated alias to the api-reference route", async () => { + vi.doMock("@/components/networking", () => ({ serverRootPath: "/" })); + const { MIGRATED_PAGES } = await import("./migratedPages"); - expect(migratedHref("api-reference")).toBe("/team-x/ui/api-reference"); + expect(MIGRATED_PAGES.api_ref).toBe("api-reference"); + expect(MIGRATED_PAGES["api-reference"]).toBe("api-reference"); + }); +}); + +describe("legacyKeyForPathname", () => { + beforeEach(() => { + vi.resetModules(); + }); + + it("maps a migrated path back to its legacy sidebar key (including trailing slash)", async () => { + vi.doMock("@/components/networking", () => ({ serverRootPath: "/" })); + const { legacyKeyForPathname } = await import("./migratedPages"); + + // Resolves to the sidebar key api_ref, not the hyphenated alias, so highlighting works. + expect(legacyKeyForPathname("/ui/api-reference")).toBe("api_ref"); + expect(legacyKeyForPathname("/ui/api-reference/")).toBe("api_ref"); + }); + + it("returns null for a not-yet-migrated path", async () => { + vi.doMock("@/components/networking", () => ({ serverRootPath: "/" })); + const { legacyKeyForPathname } = await import("./migratedPages"); + + expect(legacyKeyForPathname("/ui/")).toBeNull(); + expect(legacyKeyForPathname("/ui/some-legacy-page")).toBeNull(); + }); + + it("strips a non-root serverRootPath prefix before matching", async () => { + vi.doMock("@/components/networking", () => ({ serverRootPath: "/team-x/" })); + const { legacyKeyForPathname } = await import("./migratedPages"); + + expect(legacyKeyForPathname("/team-x/ui/api-reference")).toBe("api_ref"); + expect(legacyKeyForPathname("/ui/api-reference")).toBeNull(); }); }); diff --git a/ui/litellm-dashboard/src/utils/migratedPages.ts b/ui/litellm-dashboard/src/utils/migratedPages.ts index 5421f00bf05..2c27e4fee64 100644 --- a/ui/litellm-dashboard/src/utils/migratedPages.ts +++ b/ui/litellm-dashboard/src/utils/migratedPages.ts @@ -6,20 +6,35 @@ import { serverRootPath } from "@/components/networking"; * * Key = legacy page id emitted by the sidebar. Value = route segment under (dashboard)/. * Add an entry to route the sidebar and deep links to the new path and redirect the - * legacy `?page=` URL; remove it to roll back. Empty until a page is migrated. + * legacy `?page=` URL; remove it to roll back. */ -export const MIGRATED_PAGES: Record = {}; +export const MIGRATED_PAGES: Record = { + api_ref: "api-reference", + // Legacy alias: older bookmarks used the hyphenated ?page=api-reference form. + "api-reference": "api-reference", +}; -export function migratedHref(routeSegment: string): string { - const raw = process.env.NEXT_PUBLIC_BASE_URL ?? ""; - const trimmed = raw.replace(/^\/+|\/+$/g, ""); - let base = trimmed ? `/${trimmed}/` : "/"; - - if (serverRootPath && serverRootPath !== "/") { - const cleanRoot = serverRootPath.replace(/\/+$/, ""); - const cleanBase = base.replace(/^\/+/, ""); - base = `${cleanRoot}/${cleanBase}`; - } - - return `${base}${routeSegment}`; +function uiBase(): string { + const root = serverRootPath && serverRootPath !== "/" ? `/${serverRootPath.replace(/^\/+|\/+$/g, "")}` : ""; + return `${root}/ui`; +} + +/** Absolute (same-origin) href for a migrated route segment, e.g. "api-reference" -> "/ui/api-reference". */ +export function migratedHref(routeSegment: string): string { + return `${uiBase()}/${routeSegment.replace(/^\/+/, "")}`; +} + +/** Href for a not-yet-migrated page, served by the legacy `?page=` switch at the UI root. */ +export function legacyPageHref(pageKey: string): string { + return `${uiBase()}/?page=${pageKey}`; +} + +/** Reverse-maps a path-routed location back to its legacy page id, e.g. "/ui/api-reference" -> "api_ref". */ +export function legacyKeyForPathname(pathname: string): string | null { + const base = uiBase(); + const rel = (pathname.startsWith(base) ? pathname.slice(base.length) : pathname).replace(/^\/+|\/+$/g, ""); + for (const [key, segment] of Object.entries(MIGRATED_PAGES)) { + if (rel === segment) return key; + } + return null; } From 1528f43d4c5f6c9981d065761834957cf559f7b5 Mon Sep 17 00:00:00 2001 From: tin-berri Date: Mon, 8 Jun 2026 13:35:49 -0700 Subject: [PATCH 49/73] fix(mcp): let non-creator users OAuth into OBO-mode MCP servers from the Tools page (#29867) * fix(ui): let non-creator users OAuth into OBO-mode MCP servers from the Tools page * fix(ui): clear OBO Tools-tab one-shot on navigate-back and gate on credential-status errors --- .../components/mcp_tools/mcp_server_view.tsx | 4 +- .../src/components/mcp_tools/mcp_servers.tsx | 41 +++++- .../components/mcp_tools/mcp_tools.test.tsx | 55 +++++++- .../src/components/mcp_tools/mcp_tools.tsx | 119 +++++++++++++++--- .../src/hooks/mcpOAuthUtils.ts | 9 ++ 5 files changed, 209 insertions(+), 19 deletions(-) diff --git a/ui/litellm-dashboard/src/components/mcp_tools/mcp_server_view.tsx b/ui/litellm-dashboard/src/components/mcp_tools/mcp_server_view.tsx index cafecdafd45..fc1fe7cd405 100644 --- a/ui/litellm-dashboard/src/components/mcp_tools/mcp_server_view.tsx +++ b/ui/litellm-dashboard/src/components/mcp_tools/mcp_server_view.tsx @@ -21,6 +21,7 @@ interface MCPServerViewProps { userRole: string | null; userID: string | null; availableAccessGroups: string[]; + initialTabIndex?: number; } export const MCPServerView: React.FC = ({ @@ -32,11 +33,12 @@ export const MCPServerView: React.FC = ({ userRole, userID, availableAccessGroups, + initialTabIndex = 0, }) => { const [editing, setEditing] = useState(isEditing); const [showFullUrl, setShowFullUrl] = useState(false); const [copiedStates, setCopiedStates] = useState>({}); - const [selectedTabIndex, setSelectedTabIndex] = useState(0); + const [selectedTabIndex, setSelectedTabIndex] = useState(initialTabIndex); const handleSuccess = (updated: MCPServer) => { setEditing(false); diff --git a/ui/litellm-dashboard/src/components/mcp_tools/mcp_servers.tsx b/ui/litellm-dashboard/src/components/mcp_tools/mcp_servers.tsx index 4b383f701cb..0a445265e2d 100644 --- a/ui/litellm-dashboard/src/components/mcp_tools/mcp_servers.tsx +++ b/ui/litellm-dashboard/src/components/mcp_tools/mcp_servers.tsx @@ -21,6 +21,7 @@ import MCPNetworkSettings from "./MCPNetworkSettings"; import MCPDiscovery from "./mcp_discovery"; import { ByokCredentialModal } from "./ByokCredentialModal"; import { getSecureItem } from "@/utils/secureStorage"; +import { TOOLS_OAUTH_UI_STATE_KEY } from "@/hooks/mcpOAuthUtils"; import UserEnvVarsModal from "./UserEnvVarsModal"; import { listMCPUserEnvVarStatus } from "../networking"; @@ -71,6 +72,23 @@ const compareServers = (a: MCPServer, b: MCPServer, sort: SortKey): number => { const { Text: AntdText, Title: AntdTitle } = Typography; const EDIT_OAUTH_UI_STATE_KEY = "litellm-mcp-oauth-edit-state"; +// Server id stashed by the Tools tab before an OBO OAuth redirect, read once at +// mount so the redirect returns straight to that server's Tools tab. +const readToolsOAuthServerId = (): string | null => { + if (typeof window === "undefined") { + return null; + } + try { + const stored = getSecureItem(TOOLS_OAUTH_UI_STATE_KEY); + if (!stored) { + return null; + } + return JSON.parse(stored)?.serverId ?? null; + } catch { + return null; + } +}; + const { Option } = Select; const MCPServers: React.FC = ({ accessToken, userRole, userID }) => { @@ -103,7 +121,12 @@ const MCPServers: React.FC = ({ accessToken, userRole, userID }) // state const [serverIdToDelete, setServerToDelete] = useState(null); const [isDeleteModalOpen, setIsDeleteModalOpen] = useState(false); - const [selectedServerId, setSelectedServerId] = useState(null); + // Server whose Tools tab should be reopened after an OBO OAuth redirect; read + // once from sessionStorage so the restored server selection is correct on the + // first render. Cleared when the user navigates back to the list (handleBack) + // so a later visit to the same server defaults to Overview, not the Tools tab. + const [toolsTabServerId, setToolsTabServerId] = useState(readToolsOAuthServerId); + const [selectedServerId, setSelectedServerId] = useState(toolsTabServerId); const [editServer, setEditServer] = useState(false); const [selectedTeam, setSelectedTeam] = useState("all"); const [selectedMcpAccessGroup, setSelectedMcpAccessGroup] = useState("all"); @@ -178,6 +201,19 @@ const MCPServers: React.FC = ({ accessToken, userRole, userID }) } }, []); + // The restored server id was consumed by the initializer above; remove the + // one-shot sessionStorage key so a full page reload doesn't reopen the Tools + // tab (removeItem only, no setState). + useEffect(() => { + if (typeof window !== "undefined") { + try { + window.sessionStorage.removeItem(TOOLS_OAUTH_UI_STATE_KEY); + } catch { + // ignore storage errors + } + } + }, []); + // Get unique teams from all servers const uniqueTeams = React.useMemo(() => { if (!serversWithHealth) return []; @@ -338,6 +374,8 @@ const MCPServers: React.FC = ({ accessToken, userRole, userID }) const handleBack = React.useCallback(() => { setEditServer(false); setSelectedServerId(null); + // Drop the post-redirect one-shot so re-selecting that server opens Overview. + setToolsTabServerId(null); refetch(); }, [refetch]); @@ -483,6 +521,7 @@ const MCPServers: React.FC = ({ accessToken, userRole, userID }) userID={userID} userRole={userRole} availableAccessGroups={uniqueMcpAccessGroups} + initialTabIndex={selectedServerId === toolsTabServerId ? 1 : 0} /> ) : (
diff --git a/ui/litellm-dashboard/src/components/mcp_tools/mcp_tools.test.tsx b/ui/litellm-dashboard/src/components/mcp_tools/mcp_tools.test.tsx index 4917f1fcf1d..72ed3984244 100644 --- a/ui/litellm-dashboard/src/components/mcp_tools/mcp_tools.test.tsx +++ b/ui/litellm-dashboard/src/components/mcp_tools/mcp_tools.test.tsx @@ -2,12 +2,13 @@ import { render, screen, waitFor } from "@testing-library/react"; import { QueryClient, QueryClientProvider } from "@tanstack/react-query"; import { describe, expect, it, vi, beforeEach } from "vitest"; import MCPToolsViewer from "./mcp_tools"; -import { listMCPTools } from "../networking"; +import { listMCPTools, getMCPOAuthUserCredentialStatus } from "../networking"; import { isTokenValid, getToken } from "@/utils/mcpTokenStore"; vi.mock("../networking", () => ({ listMCPTools: vi.fn(), callMCPTool: vi.fn(), + getMCPOAuthUserCredentialStatus: vi.fn(), })); vi.mock("@/utils/mcpTokenStore", () => ({ @@ -20,6 +21,10 @@ vi.mock("@/hooks/useToolsOAuthFlow", () => ({ useToolsOAuthFlow: () => ({ startOAuthFlow: vi.fn(), status: "idle", error: null }), })); +vi.mock("@/hooks/useUserMcpOAuthFlow", () => ({ + useUserMcpOAuthFlow: () => ({ startOAuthFlow: vi.fn(), status: "idle", error: null }), +})); + const GATE_TEXT = "Authentication required"; // Realistic interactive servers carry a token endpoint; the old heuristic // (`oauth2 && !tokenUrl`) mislabeled exactly these as M2M. Setting it here is @@ -42,6 +47,13 @@ const renderViewer = (props: Record) => , ); +const credStatus = (overrides: Record = {}) => ({ + server_id: "srv-1", + has_credential: true, + is_expired: false, + ...overrides, +}); + describe("MCPToolsViewer auth gate routing", () => { beforeEach(() => { vi.mocked(listMCPTools).mockReset().mockResolvedValue({ tools: [], error: null }); @@ -49,6 +61,8 @@ describe("MCPToolsViewer auth gate routing", () => { vi.mocked(getToken) .mockReset() .mockReturnValue(undefined as any); + // Default: the OBO credential exists and is valid, so OBO servers list tools. + vi.mocked(getMCPOAuthUserCredentialStatus).mockReset().mockResolvedValue(credStatus()); }); it("shows the Authorize gate for a passthrough server with a token endpoint and does not list tools", async () => { @@ -57,6 +71,8 @@ describe("MCPToolsViewer auth gate routing", () => { expect(await screen.findByText(GATE_TEXT)).toBeInTheDocument(); expect(screen.getByRole("button", { name: "Authorize" })).toBeInTheDocument(); expect(vi.mocked(listMCPTools)).not.toHaveBeenCalled(); + // Passthrough must not consult the per-user DB credential. + expect(vi.mocked(getMCPOAuthUserCredentialStatus)).not.toHaveBeenCalled(); }); it("forwards the session token via the x-mcp header for a passthrough server that has one", async () => { @@ -75,7 +91,40 @@ describe("MCPToolsViewer auth gate routing", () => { expect(screen.queryByText(GATE_TEXT)).not.toBeInTheDocument(); }); - it("does not gate an OBO server with a token endpoint; lists with the LiteLLM key and no x-mcp header", async () => { + it("lists tools for an OBO server when the user has a DB credential, with no x-mcp header", async () => { + renderViewer({ oauth2_flow: null, delegate_auth_to_upstream: false }); + + await waitFor(() => expect(vi.mocked(listMCPTools)).toHaveBeenCalledWith("litellm-key", "srv-1", undefined)); + expect(screen.queryByText(GATE_TEXT)).not.toBeInTheDocument(); + }); + + it("shows the Authorize gate for an OBO server when the user has no DB credential and does not list tools", async () => { + vi.mocked(getMCPOAuthUserCredentialStatus).mockResolvedValue(credStatus({ has_credential: false })); + + renderViewer({ oauth2_flow: null, delegate_auth_to_upstream: false }); + + expect(await screen.findByText(GATE_TEXT)).toBeInTheDocument(); + expect(screen.getByRole("button", { name: "Authorize" })).toBeInTheDocument(); + expect(vi.mocked(listMCPTools)).not.toHaveBeenCalled(); + }); + + it("shows the Authorize gate for an OBO server when the credential-status check fails", async () => { + vi.mocked(getMCPOAuthUserCredentialStatus).mockRejectedValue(new Error("network down")); + + renderViewer({ oauth2_flow: null, delegate_auth_to_upstream: false }); + + expect(await screen.findByText(GATE_TEXT)).toBeInTheDocument(); + expect(screen.getByRole("button", { name: "Authorize" })).toBeInTheDocument(); + expect(vi.mocked(listMCPTools)).not.toHaveBeenCalled(); + }); + + it("does not gate an OBO server whose stored token is expired; the list call refreshes it server-side", async () => { + // has_credential=true with is_expired=true must NOT gate: resolve_valid_user_oauth_token + // refreshes from the stored refresh_token on the list call, so the user never reauthorizes. + vi.mocked(getMCPOAuthUserCredentialStatus).mockResolvedValue( + credStatus({ has_credential: true, is_expired: true }), + ); + renderViewer({ oauth2_flow: null, delegate_auth_to_upstream: false }); await waitFor(() => expect(vi.mocked(listMCPTools)).toHaveBeenCalledWith("litellm-key", "srv-1", undefined)); @@ -87,5 +136,7 @@ describe("MCPToolsViewer auth gate routing", () => { await waitFor(() => expect(vi.mocked(listMCPTools)).toHaveBeenCalledWith("litellm-key", "srv-1", undefined)); expect(screen.queryByText(GATE_TEXT)).not.toBeInTheDocument(); + // M2M uses the backend service token, not a per-user DB credential. + expect(vi.mocked(getMCPOAuthUserCredentialStatus)).not.toHaveBeenCalled(); }); }); diff --git a/ui/litellm-dashboard/src/components/mcp_tools/mcp_tools.tsx b/ui/litellm-dashboard/src/components/mcp_tools/mcp_tools.tsx index 5ec9a3d683a..8957c7b30b8 100644 --- a/ui/litellm-dashboard/src/components/mcp_tools/mcp_tools.tsx +++ b/ui/litellm-dashboard/src/components/mcp_tools/mcp_tools.tsx @@ -1,11 +1,14 @@ -import React, { useEffect, useState } from "react"; +import React, { useCallback, useEffect, useState } from "react"; import { useQuery, useMutation } from "@tanstack/react-query"; import { ToolTestPanel } from "./ToolTestPanel"; import { MCPTool, MCPToolsViewerProps, MCPContent, CallMCPToolResponse, getMcpOAuthMode } from "./types"; -import { listMCPTools, callMCPTool } from "../networking"; +import { listMCPTools, callMCPTool, getMCPOAuthUserCredentialStatus } from "../networking"; import { isTokenValid, getToken, removeToken } from "@/utils/mcpTokenStore"; import { sanitizeMcpAliasForHeader } from "@/utils/mcpHeaderUtils"; import { useToolsOAuthFlow } from "@/hooks/useToolsOAuthFlow"; +import { useUserMcpOAuthFlow } from "@/hooks/useUserMcpOAuthFlow"; +import { TOOLS_OAUTH_UI_STATE_KEY } from "@/hooks/mcpOAuthUtils"; +import { setSecureItem } from "@/utils/secureStorage"; import { Card, Title, Text } from "@tremor/react"; import { RobotOutlined, ToolOutlined, SearchOutlined, KeyOutlined, LockOutlined } from "@ant-design/icons"; @@ -31,11 +34,14 @@ const MCPToolsViewer = ({ const [passthroughHeaders, setPassthroughHeaders] = useState>({}); const [showHeaderInput, setShowHeaderInput] = useState(false); - // Only PKCE passthrough uses a browser-held session token (sessionStorage, - // cleared on tab/browser close) and a user-facing auth gate. OBO uses the - // backend-stored per-user token and M2M uses the backend's own service token, - // so neither needs a gate — they list tools with just the LiteLLM key. - const isPassthrough = getMcpOAuthMode({ auth_type, oauth2_flow, delegate_auth_to_upstream }) === "passthrough"; + // PKCE passthrough holds a browser-side session token (sessionStorage) and + // gates tool listing behind it. OBO uses a backend-stored per-user token that + // the user must establish once via an interactive login; we gate on whether + // that DB credential exists. M2M uses the backend's own service token and + // needs no gate. + const oauthMode = getMcpOAuthMode({ auth_type, oauth2_flow, delegate_auth_to_upstream }); + const isPassthrough = oauthMode === "passthrough"; + const isObo = oauthMode === "obo"; const [oauthToken, setOauthToken] = useState(() => isPassthrough && isTokenValid(serverId, userID) ? getToken(serverId, userID)?.access_token ?? null : null, ); @@ -61,6 +67,31 @@ const MCPToolsViewer = ({ onSuccess: setOauthToken, }); + // OBO servers list tools using a per-user token the backend stores in the DB; + // check whether the current user has a valid one so we can prompt them to + // authorize when they don't (otherwise the backend silently returns no tools). + const { + data: oboCredStatus, + isLoading: isLoadingOboCred, + isError: isOboCredError, + refetch: refetchOboCred, + } = useQuery({ + queryKey: ["mcpOauthUserCredStatus", serverId, userID], + queryFn: () => getMCPOAuthUserCredentialStatus(accessToken ?? "", serverId), + enabled: !!accessToken && isObo, + staleTime: 30000, + }); + + // A stored credential is sufficient: the backend proactively refreshes an + // expired or near-expiry token from the stored refresh_token on the next list + // call, so the user only needs to authorize when no credential row exists. If + // the status check itself fails we can't confirm a credential, so surface the + // Authorize gate rather than a silent empty tool list; re-authorizing only + // overwrites the user's own row, so it is safe when a credential did exist. + const hasOboCred = !!oboCredStatus?.has_credential; + const oboNeedsAuth = isObo && !isLoadingOboCred && (isOboCredError || (!!oboCredStatus && !hasOboCred)); + const oboStatusLoading = isObo && isLoadingOboCred; + // Check if this server has extra headers configured const hasExtraHeaders = extraHeaders && extraHeaders.length > 0; @@ -135,8 +166,9 @@ const MCPToolsViewer = ({ } return result; }, - // For OAuth servers, block the query until a session token is available - enabled: !!accessToken && (!isPassthrough || oauthToken !== null), + // Passthrough blocks until a browser session token exists; OBO blocks until + // the user has a valid DB credential (else the backend returns no tools). + enabled: !!accessToken && (isPassthrough ? oauthToken !== null : isObo ? hasOboCred : true), staleTime: 30000, // Consider data fresh for 30 seconds retry: (failureCount, error: any) => { // Don't retry on 401 — token is invalid, user must re-authenticate @@ -145,6 +177,33 @@ const MCPToolsViewer = ({ }, }); + // OBO authorize: same redirect+exchange flow as the admin "Authorize & Fetch" + // and the chat "Connect" button, but persists the token to the per-user DB. + const onOboAuthSuccess = useCallback(() => { + refetchOboCred(); + refetchTools(); + }, [refetchOboCred, refetchTools]); + + const { + startOAuthFlow: startDbOAuthFlow, + status: dbOAuthStatus, + error: dbOAuthError, + } = useUserMcpOAuthFlow({ + accessToken: accessToken ?? "", + serverId, + serverAlias, + onSuccess: onOboAuthSuccess, + }); + + // Stash which server started the redirect so the MCP Servers page can reopen + // this Tools tab on return and let the flow resume to persist the credential. + const startOboAuthorize = useCallback(() => { + try { + setSecureItem(TOOLS_OAUTH_UI_STATE_KEY, JSON.stringify({ serverId })); + } catch (_) {} + startDbOAuthFlow(); + }, [serverId, startDbOAuthFlow]); + // If the tools query fails with 401, the cached OAuth token is invalid — // clear it so the auth gate is shown again and the user can re-authenticate. useEffect(() => { @@ -187,6 +246,13 @@ const MCPToolsViewer = ({ const toolsData = mcpToolsResponse?.tools || []; + // An auth gate replaces the tool list when the user must authenticate first: + // passthrough needs a browser token, OBO needs a stored DB credential. + const authGateActive = (isPassthrough && !oauthToken) || oboNeedsAuth; + // Treat OBO credential-status loading as "tools loading" so the empty state + // doesn't flash before we know whether the user needs to authorize. + const toolsAreaLoading = isLoadingTools || oboStatusLoading; + // Filter tools based on search term const filteredTools = toolsData.filter((tool: MCPTool) => { const searchLower = toolSearchTerm.toLowerCase(); @@ -287,7 +353,7 @@ const MCPToolsViewer = ({ )} - {/* OAuth Auth Gate — shown when token is absent for OAuth servers */} + {/* Passthrough auth gate — browser session token absent */} {isPassthrough && !oauthToken && (
@@ -306,8 +372,31 @@ const MCPToolsViewer = ({
)} + {/* OBO auth gate — only when no credential row exists for this user. + An existing-but-expired token is refreshed server-side on the + list call, so the gate never appears for a stored credential. */} + {oboNeedsAuth && ( +
+ +

Authentication required

+

+ Authenticate with the upstream provider to view available tools +

+ + Authorize + + {dbOAuthError &&

{dbOAuthError}

} +
+ )} + {/* Search Bar — only shown when tools are loaded */} - {!isPassthrough || oauthToken ? ( + {!authGateActive ? ( <> {toolsData.length > 0 && (
@@ -324,7 +413,7 @@ const MCPToolsViewer = ({ )} {/* Loading State */} - {isLoadingTools && ( + {toolsAreaLoading && (
@@ -335,7 +424,7 @@ const MCPToolsViewer = ({ )} {/* Error State */} - {(mcpToolsResponse?.error || mcpToolsError) && !isLoadingTools && !toolsData.length && ( + {(mcpToolsResponse?.error || mcpToolsError) && !toolsAreaLoading && !toolsData.length && (

Error: {mcpToolsResponse?.message || (mcpToolsError as Error)?.message} @@ -344,7 +433,7 @@ const MCPToolsViewer = ({ )} {/* No Tools State */} - {!isLoadingTools && + {!toolsAreaLoading && !mcpToolsResponse?.error && !mcpToolsError && (!toolsData || toolsData.length === 0) && ( @@ -370,7 +459,7 @@ const MCPToolsViewer = ({ )} {/* Tools List */} - {!isLoadingTools && !mcpToolsResponse?.error && toolsData.length > 0 && ( + {!toolsAreaLoading && !mcpToolsResponse?.error && toolsData.length > 0 && ( <> {filteredTools.length === 0 ? (

diff --git a/ui/litellm-dashboard/src/hooks/mcpOAuthUtils.ts b/ui/litellm-dashboard/src/hooks/mcpOAuthUtils.ts index 3aff8af6eef..83b2cb21bed 100644 --- a/ui/litellm-dashboard/src/hooks/mcpOAuthUtils.ts +++ b/ui/litellm-dashboard/src/hooks/mcpOAuthUtils.ts @@ -7,6 +7,15 @@ import { getProxyBaseUrl, serverRootPath } from "@/components/networking"; +/** + * sessionStorage key used to restore the MCP server detail view on the Tools + * tab after a full-page OAuth redirect. The OBO authorize flow redirects to the + * IdP and back to the MCP Servers page; without this the user lands on the + * server list and useUserMcpOAuthFlow never re-mounts to persist the credential. + * Mirrors the admin edit flow's EDIT_OAUTH_UI_STATE_KEY. + */ +export const TOOLS_OAUTH_UI_STATE_KEY = "litellm-mcp-oauth-tools-state"; + /** * Build the OAuth callback URL for the current UI deployment. * From 32c88ca74f29143aadc4cfaa708f89ce1086386c Mon Sep 17 00:00:00 2001 From: Sameer Kankute Date: Tue, 9 Jun 2026 02:19:52 +0530 Subject: [PATCH 50/73] Litellm oss staging 080626 (#29932) MIME-Version: 1.0 Content-Type: text/plain; charset=UTF-8 Content-Transfer-Encoding: 8bit * feat(bedrock_mantle): add SigV4/IAM auth to Responses API route (fixes #29665) (#29788) * feat(responses): add default no-op sign_request to BaseResponsesAPIConfig * feat(responses): call sign_request after body is final, send signed bytes when signed * feat(bedrock_mantle): add SigV4 sign_request via composed BaseAWSLLM (bearer path) * test(bedrock_mantle): cover SigV4 access-key, AssumeRole, body bytes, region/auth consistency * feat(bedrock_mantle): defer auth to sign_request; validate_environment no longer requires bearer * docs(bedrock_mantle): document SigV4 + Bearer auth on Responses route * test(responses): cover fake-stream signing order and mantle bearer arg/env precedence * fix(bedrock_mantle): wrap all botocore credential errors with both-paths guidance * fix(bedrock_mantle): catch specific credential errors, not all BotoCoreError, so STS transport failures are not masked * fix(bedrock_mantle): sign the compact Responses route too, not just create * fix(github-copilot): route per-model on /v1/responses based on model info (#29747) * feat(focus): add GCS destination for FOCUS export (#29751) * test: add failing tests for FocusGCSDestination * feat: add FocusGCSDestination reusing GCSBucketBase auth * feat: register FocusGCSDestination in factory; export from __init__ * fix(focus): preserve GCS_PATH_SERVICE_ACCOUNT when service_account_json not in config * style: apply Black formatting to gcs_destination and tests * style: apply Black formatting to factory.py * fix(bedrock): omit empty additionalModelRequestFields and system from Converse API payload (#29565) Amazon Nova Pro (and other strict Bedrock models) return 400 Malformed input request when additionalModelRequestFields: {} or system: [] are present in the payload. Both fields are optional in CommonRequestObject (total=False) and must be omitted rather than sent as empty structures. Co-authored-by: shin-berri Co-authored-by: yuneng-jiang Co-authored-by: Claude Sonnet 4.6 * fix(proxy): recognize *.cognitiveservices.azure.com as OpenAI-compatible in pass-through cost tracking (#29730) * fix(proxy): recognize *.cognitiveservices.azure.com as OpenAI-compatible Azure OpenAI resources created via the newer "Azure AI Foundry" / Cognitive Services pathway live on `*.cognitiveservices.azure.com` subdomains, not the older `openai.azure.com`. Both are valid Azure OpenAI surfaces in production today. The OpenAI pass-through cost-tracking handler hard-codes only the older hostname in five places (four `is_openai_*_route` methods on OpenAIPassthroughLoggingHandler, plus is_openai_route on PassThroughEndpointLogging). As a result, calls from newer Azure deployments are silently classified as "not an OpenAI route", the dispatch into the cost-tracking handler is skipped, and tokens/cost never get extracted into LiteLLM_SpendLogs — the row gets written with prompt_tokens=0, completion_tokens=0, spend=0, model='unknown'. Reproduced 2026-06-04 against a real Azure OpenAI deployment on `*.cognitiveservices.azure.com` proxied through LiteLLM v1.88.0. Fix: factor the hostname check into a single helper `_is_openai_compatible_host` listing all three recognized surfaces (api.openai.com, openai.azure.com, cognitiveservices.azure.com), and have all five call sites delegate to it. Purely additive — never weakens recognition for the originally-supported hostnames. Adds a test `test_is_openai_route_recognizes_cognitiveservices_azure_com` that exercises all four `is_openai_*_route` static methods against `*.cognitiveservices.azure.com` URLs (positive cases per route + a small cross-route negative to confirm route-specific path matching still works on the new hostname). Out of scope for this PR (separate followup): - `openai_passthrough_handler` calls chat/completions `transform_response` on Responses API payloads (`output:` not `choices:`), which throws inside the dispatch and drops the SpendLogs row entirely. Recognized + tracked separately. * ci: trigger fresh run Empty commit to re-run checks. The previous auth-and-jwt failure was a transient HuggingFace Hub 429 rate-limit hitting tokenizer downloads in tests/proxy_unit_tests/test_custom_tokenizer_bug.py — unrelated to this PR's scope (hostname recognition in pass-through cost tracking). No code change. --------- Co-authored-by: shin-berri Co-authored-by: yuneng-jiang * fix(responses): preserve forced-function tool_choice name in Responses to Chat transform (#29812) The Responses API forces a specific function with a top-level name ({"type": "function", "name": "X"}), but _transform_tool_choice only handled the nested Chat Completions shape and fell through to returning "required" for the flat form, silently dropping the function name and degrading a forced function call to force-any-tool. Map the flat Responses shape to the nested Chat shape, keeping the "required" fallback when no name is present. * Preserve x-anthropic-billing-header system blocks for first-party Anthropic (#29584) * Preserve x-anthropic-billing-header system blocks for first-party Anthropic PR #20951 strips system blocks beginning with "x-anthropic-billing-header:" for every Anthropic target. That block is how the first-party Anthropic API recognizes Claude Code subscription (OAuth) traffic, so dropping it makes requests that carry only that block, such as the auto-mode tool-safety classifier, fail with a misleading 429 rate_limit_error; normal turns still work because they also carry the "You are Claude Code" identity block. Gate the strip behind should_strip_billing_metadata(), defaulting to False on the first-party AnthropicConfig and AnthropicMessagesConfig so the block is kept, and overridden to True on the providers that reach these transforms and reject the block (Bedrock platform, Vertex, Azure for the chat path; Minimax, Azure, DeepSeek for the messages path). Behavior for those providers is unchanged. * Strip billing header on Bedrock invoke and Vertex messages pass-through Two more subclasses reach the gated strip but inherited keep-by-default. AmazonAnthropicClaudeConfig (Bedrock invoke) calls AnthropicConfig.transform_request, which calls translate_system_message, and VertexAIPartnerModelsAnthropicMessagesConfig (Vertex messages pass-through) calls super().transform_anthropic_messages_request. Override should_strip_billing_metadata() to True on both. Add a parametrized test asserting the flag for every first-party base (False) and provider subclass (True), covering all overrides, plus a translate_system_message regression test for the Bedrock invoke path. * fix(cache): log hashed cache keys (#29890) * fix(ui): save routing groups as list (#29889) * Revert "fix(ui): save routing groups as list (#29889)" (#29928) This reverts commit 9b1f78ffa7a309cabe5e9a7ab5f94d1224d192c9. * feat(parasail): add Parasail as a JSON-configured OpenAI-compatible provider (#29842) * feat(parasail): add Parasail as a JSON-configured OpenAI-compatible provider Registers parasail in the openai_like JSON provider loader with both /v1/chat/completions and /v1/responses support. Parasail's Responses API rejects store:true and any request that omits store, so the loader gains a force_store_false special_handling flag; the parasail entry sets it and the generated Responses config overrides store=false on every call. This keeps callers from hitting "State storage not supported" and matches what Parasail's docs require. Adds the PARASAIL enum value, listing under openai_compatible_providers, provider documentation at docs/my-website/docs/providers/parasail.md, and a focused unit test file under tests/test_litellm/llms/parasail/ that covers JSON registration, chat URL construction, Responses URL construction with PARASAIL_API_BASE override, and the force_store_false regression in both the caller-sent-store=true and caller-omitted cases. * fix(parasail): register in provider_endpoints_support, drop in-repo docs Greptile review feedback. The provider doc belongs in the litellm-docs repo, not this one's docs/my-website tree; removing it here. Adds the parasail entry to provider_endpoints_support.json so the check_provider_folders_documented.py CI check passes (chat_completions and responses true; others false). * fix: normalize Anthropic passthrough server tool usage (#29827) * test(anthropic): cover server_tool_use dict cost tracking * fix: normalize Anthropic server tool usage (cherry picked from commit 982f726bed7d3ec05e463c5dd3d090bebae91d19) * fix: keep server tool usage subscriptable (cherry picked from commit 70280b9b272455b2f974d08bc697f67f929755bf) --------- Co-authored-by: Genmin * fix(proxy): fix typo generic_role_mappoings -> generic_role_mappings in ui_sso.py (#29753) Co-authored-by: shin-berri Co-authored-by: yuneng-jiang * feat(proxy): add disable_budget_reservation general setting (#27639) (#29493) * feat(proxy): add disable_budget_reservation general setting (#27639) * feat(proxy): register disable_budget_reservation in ConfigGeneralSettings (#27639) * docs(proxy): document disable_budget_reservation concurrency tradeoff (#27639) * ci: re-trigger flaky docker build (prisma generate ECONNRESET) * fix(proxy): warn and document budget enforcement tradeoff when disable_budget_reservation is set (#27639) * feat(gemini_tts): adding support to Gemini TTS languageCode parameters (#29623) * Adding support to Gemini TTS Language Code parameters * Mapping Gemini TTS languageCode param in Docstring * Use snake_case for language_code input keyMapping Gemini TTS languageCode param in Docstring * Restoring files modified under enterprise/litellm_enterprise due to lint/formatting checks --------- Co-authored-by: João Garrido * feat(guardrails): capture user and model metadata in CrowdStrike AIDR (#29517) * fix(proxy): require OpenAI path segment for shared Azure Cognitive Services domains Address Greptile review: the `*.cognitiveservices.azure.com` / `*.openai.azure.com` domains are shared by every Azure Cognitive Service (Speech, Vision, Language, ...), so a hostname-only substring match misclassified non-OpenAI Azure traffic as OpenAI routes. - Replace the substring host test with suffix matching (rejects look-alike domains like cognitiveservices.azure.com.attacker.example). - Add `_is_openai_compatible_url` that requires an OpenAI-style path marker (`/openai/` or `/v1/`) on the shared Azure domains, and use it in PassThroughEndpointLogging.is_openai_route (previously hostname-only). - Add negative tests for Azure Speech/Vision paths and look-alike domains. Co-Authored-By: Claude Opus 4.8 * fix: support Responses input in Redis semantic cache (#29581) * fix: support responses input in redis semantic cache * test: cover redis semantic prompt extraction * test: handle blank redis semantic text fallbacks * chore: remove async cache dead statement * test: cover redis semantic cache miss paths * fix: filter sensitive cache lookup kwargs * chore: rerun ci after huggingface rate limit * chore(ui): regenerate dashboard API types (npm run gen:api) Sync src/lib/http/schema.d.ts with the proxy OpenAPI spec: adds the disable_budget_reservation general-settings field and picks up the RateLimitError docstring reindent. Fixes the gen:api CI drift check. Co-Authored-By: Claude Opus 4.8 * test(bedrock): assert empty additionalModelRequestFields is omitted The Converse transformer now drops an empty additionalModelRequestFields block instead of sending it as `{}`. Update test_bedrock_top_k_param so models without top_k support (llama3) assert the key is absent rather than equal to an empty dict. Co-Authored-By: Claude Opus 4.8 --------- Co-authored-by: Kent <72616338+kingdoooo@users.noreply.github.com> Co-authored-by: codgician <15964984+codgician@users.noreply.github.com> Co-authored-by: Praveen Ghuge <95286176+pghuge-cloudwiz@users.noreply.github.com> Co-authored-by: Roi Co-authored-by: shin-berri Co-authored-by: yuneng-jiang Co-authored-by: Claude Sonnet 4.6 Co-authored-by: Liam Scott Co-authored-by: abhay23-AI Co-authored-by: Ceder Dens Co-authored-by: 冯基魁 <56265583+fengjikui@users.noreply.github.com> Co-authored-by: Kai Huang Co-authored-by: rinto <54238243+ririnto@users.noreply.github.com> Co-authored-by: Genmin Co-authored-by: Arnav Bhilwariya Co-authored-by: Armaan Sandhu <74664101+Ar-maan05@users.noreply.github.com> Co-authored-by: João Garrido <48538534+johngarrido@users.noreply.github.com> Co-authored-by: João Garrido Co-authored-by: Kenan Yildirim Co-authored-by: Dávid Balatoni --- litellm/caching/caching.py | 47 +- litellm/caching/redis_semantic_cache.py | 105 +++- litellm/constants.py | 1 + .../focus/destinations/__init__.py | 2 + .../focus/destinations/factory.py | 15 + .../focus/destinations/gcs_destination.py | 74 +++ litellm/llms/anthropic/chat/transformation.py | 22 +- .../messages/transformation.py | 13 +- .../anthropic/messages_transformation.py | 3 + .../llms/azure_ai/anthropic/transformation.py | 3 + .../llms/base_llm/responses/transformation.py | 20 + .../bedrock/chat/converse_transformation.py | 6 +- .../anthropic_claude3_transformation.py | 3 + .../bedrock/claude_platform/transformation.py | 3 + .../responses/transformation.py | 120 ++++- litellm/llms/custom_httpx/llm_http_handler.py | 105 +++- .../llms/deepseek/messages/transformation.py | 3 + .../responses/transformation.py | 45 +- .../llms/minimax/messages/transformation.py | 3 + litellm/llms/openai_like/dynamic_config.py | 19 + litellm/llms/openai_like/providers.json | 9 + .../vertex_and_google_ai_studio_gemini.py | 7 +- .../transformation.py | 3 + .../anthropic/transformation.py | 3 + litellm/proxy/_types.py | 18 + litellm/proxy/auth/user_api_key_auth.py | 12 + .../crowdstrike_aidr/crowdstrike_aidr.py | 18 +- litellm/proxy/management_endpoints/ui_sso.py | 4 +- .../openai_passthrough_logging_handler.py | 98 +++- .../pass_through_endpoints/success_handler.py | 15 +- .../transformation.py | 4 +- litellm/types/llms/vertex_ai.py | 1 + litellm/types/utils.py | 11 +- litellm/utils.py | 8 +- provider_endpoints_support.json | 17 + .../test_bedrock_completion.py | 6 +- tests/test_litellm/caching/test_caching.py | 48 ++ .../caching/test_redis_semantic_cache.py | 465 ++++++++++++++++++ .../focus/test_focus_gcs_destination.py | 180 +++++++ .../test_tool_call_cost_tracking.py | 21 +- .../test_anthropic_chat_transformation.py | 169 +++++++ .../chat/test_converse_transformation.py | 7 +- .../test_bedrock_files_transformation.py | 64 +++ ...bedrock_mantle_responses_transformation.py | 398 ++++++++++++++- .../custom_httpx/test_llm_http_handler.py | 238 +++++++++ .../llms/gemini/test_gemini_tts.py | 92 ++++ ...github_copilot_responses_transformation.py | 216 +++++++- .../llms/parasail/test_parasail.py | 172 +++++++ .../proxy/auth/test_user_api_key_auth.py | 60 +++ .../guardrail_hooks/test_crowdstrike_aidr.py | 121 ++++- ...t_anthropic_passthrough_logging_handler.py | 38 ++ ...test_openai_passthrough_logging_handler.py | 88 ++++ .../test_litellm_completion_responses.py | 22 + tests/test_litellm/types/test_types_utils.py | 46 +- ui/litellm-dashboard/src/lib/http/schema.d.ts | 5 + 55 files changed, 3154 insertions(+), 142 deletions(-) create mode 100644 litellm/integrations/focus/destinations/gcs_destination.py create mode 100644 tests/test_litellm/caching/test_caching.py create mode 100644 tests/test_litellm/integrations/focus/test_focus_gcs_destination.py create mode 100644 tests/test_litellm/llms/parasail/test_parasail.py diff --git a/litellm/caching/caching.py b/litellm/caching/caching.py index 11733ce4cee..c1afde16250 100644 --- a/litellm/caching/caching.py +++ b/litellm/caching/caching.py @@ -309,9 +309,13 @@ class Cache: param_value = kwargs[param] cache_key += f"{str(param)}: {str(param_value)}" - verbose_logger.debug("\nCreated cache key: %s", cache_key) hashed_cache_key = Cache._get_hashed_cache_key(cache_key) hashed_cache_key = self._add_namespace_to_cache_key(hashed_cache_key, **kwargs) + verbose_logger.debug( + "\nCreated cache key: %s (source material length: %d)", + hashed_cache_key, + len(cache_key), + ) # Remove preset_cache_key from kwargs to avoid "got multiple values" TypeError # when kwargs already contains preset_cache_key from upstream callers kwargs_for_preset = {k: v for k, v in kwargs.items() if k != "preset_cache_key"} @@ -497,6 +501,34 @@ class Cache: return cached_response return cached_result + @staticmethod + def _get_safe_cache_lookup_kwargs(kwargs: Dict[str, Any]) -> Dict[str, Any]: + cache_lookup_kwargs: Dict[str, Any] = {} + for prompt_kwarg in ("messages", "input"): + if prompt_kwarg in kwargs: + cache_lookup_kwargs[prompt_kwarg] = kwargs[prompt_kwarg] + + if isinstance(kwargs.get("metadata"), dict): + cache_lookup_kwargs["metadata"] = {} + + return cache_lookup_kwargs + + @staticmethod + def _update_metadata_from_cache_lookup_kwargs( + original_kwargs: Dict[str, Any], cache_lookup_kwargs: Dict[str, Any] + ) -> None: + original_metadata = original_kwargs.get("metadata") + cache_lookup_metadata = cache_lookup_kwargs.get("metadata") + if not isinstance(original_metadata, dict) or not isinstance( + cache_lookup_metadata, dict + ): + return + + if "semantic-similarity" in cache_lookup_metadata: + original_metadata["semantic-similarity"] = cache_lookup_metadata[ + "semantic-similarity" + ] + def get_cache(self, dynamic_cache_object: Optional[BaseCache] = None, **kwargs): """ Retrieves the cached result for the given arguments. @@ -511,7 +543,6 @@ class Cache: try: # never block execution if self.should_use_cache(**kwargs) is not True: return - messages = kwargs.get("messages", []) if "cache_key" in kwargs: cache_key = kwargs["cache_key"] else: @@ -523,12 +554,19 @@ class Cache: or cache_control_args.get("s-max-age") or float("inf") ) + cache_lookup_kwargs = self._get_safe_cache_lookup_kwargs(kwargs) if dynamic_cache_object is not None: cached_result = dynamic_cache_object.get_cache( - cache_key, messages=messages + cache_key, **cache_lookup_kwargs ) else: - cached_result = self.cache.get_cache(cache_key, messages=messages) + cached_result = self.cache.get_cache( + cache_key, **cache_lookup_kwargs + ) + self._update_metadata_from_cache_lookup_kwargs( + original_kwargs=kwargs, + cache_lookup_kwargs=cache_lookup_kwargs, + ) return self._get_cache_logic( cached_result=cached_result, max_age=max_age ) @@ -549,7 +587,6 @@ class Cache: if self.should_use_cache(**kwargs) is not True: return - kwargs.get("messages", []) if "cache_key" in kwargs: cache_key = kwargs["cache_key"] else: diff --git a/litellm/caching/redis_semantic_cache.py b/litellm/caching/redis_semantic_cache.py index da9e7b1e587..cce4b75795f 100644 --- a/litellm/caching/redis_semantic_cache.py +++ b/litellm/caching/redis_semantic_cache.py @@ -213,6 +213,78 @@ class RedisSemanticCache(BaseCache): ttl = int(ttl) return ttl + @classmethod + def _get_prompt_from_kwargs(cls, **kwargs) -> Optional[str]: + """ + Extract a semantic-cache prompt from chat or Responses API request kwargs. + """ + messages = kwargs.get("messages") + if messages: + return get_str_from_messages(messages) + + if "input" not in kwargs: + return None + + prompt_parts: List[str] = [] + cls._collect_responses_input_text(kwargs.get("input"), prompt_parts) + prompt = "\n".join(prompt_parts).strip() + return prompt or None + + @classmethod + def _collect_responses_input_text(cls, value: Any, prompt_parts: List[str]) -> None: + value = cls._coerce_response_input_value(value) + if value is None: + return + + if isinstance(value, str): + stripped_value = value.strip() + if stripped_value: + prompt_parts.append(stripped_value) + return + + if isinstance(value, (list, tuple)): + for item in value: + cls._collect_responses_input_text(item, prompt_parts) + return + + if isinstance(value, dict): + content = value.get("content") + if content is not None: + cls._collect_responses_input_text(content, prompt_parts) + return + + for text_key in ("text", "output", "input_text", "output_text"): + text_value = value.get(text_key) + if isinstance(text_value, str): + stripped_text = text_value.strip() + if stripped_text: + prompt_parts.append(stripped_text) + return + return + + content = getattr(value, "content", None) + if content is not None: + cls._collect_responses_input_text(content, prompt_parts) + return + + for text_key in ("text", "output", "input_text", "output_text"): + text_value = getattr(value, text_key, None) + if isinstance(text_value, str): + stripped_text = text_value.strip() + if stripped_text: + prompt_parts.append(stripped_text) + return + + @staticmethod + def _coerce_response_input_value(value: Any) -> Any: + model_dump = getattr(value, "model_dump", None) + if callable(model_dump): + return model_dump() + dict_method = getattr(value, "dict", None) + if callable(dict_method): + return dict_method() + return value + def _get_embedding(self, prompt: str) -> List[float]: """ Generate an embedding vector for the given prompt using the configured embedding model. @@ -278,13 +350,11 @@ class RedisSemanticCache(BaseCache): value_str: Optional[str] = None try: - # Extract the prompt from messages - messages = kwargs.get("messages", []) - if not messages: - print_verbose("No messages provided for semantic caching") + prompt = self._get_prompt_from_kwargs(**kwargs) + if prompt is None: + print_verbose("No prompt provided for semantic caching") return - prompt = get_str_from_messages(messages) value_str = str(value) store_kwargs: Dict[str, Any] = { @@ -315,14 +385,12 @@ class RedisSemanticCache(BaseCache): print_verbose(f"Redis semantic-cache get_cache, kwargs: {kwargs}") try: - # Extract the prompt from messages - messages = kwargs.get("messages", []) - if not messages: - print_verbose("No messages provided for semantic cache lookup") + prompt = self._get_prompt_from_kwargs(**kwargs) + if prompt is None: + print_verbose("No prompt provided for semantic cache lookup") kwargs.setdefault("metadata", {})["semantic-similarity"] = 0.0 return None - prompt = get_str_from_messages(messages) # Check the cache for semantically similar prompts in this exact # LiteLLM cache-key scope. check_kwargs: Dict[str, Any] = { @@ -428,13 +496,11 @@ class RedisSemanticCache(BaseCache): print_verbose(f"Async Redis semantic-cache set_cache, kwargs: {kwargs}") try: - # Extract the prompt from messages - messages = kwargs.get("messages", []) - if not messages: - print_verbose("No messages provided for semantic caching") + prompt = self._get_prompt_from_kwargs(**kwargs) + if prompt is None: + print_verbose("No prompt provided for semantic caching") return - prompt = get_str_from_messages(messages) value_str = str(value) # Generate embedding for the value (response) to cache @@ -471,15 +537,12 @@ class RedisSemanticCache(BaseCache): print_verbose(f"Async Redis semantic-cache get_cache, kwargs: {kwargs}") try: - # Extract the prompt from messages - messages = kwargs.get("messages", []) - if not messages: - print_verbose("No messages provided for semantic cache lookup") + prompt = self._get_prompt_from_kwargs(**kwargs) + if prompt is None: + print_verbose("No prompt provided for semantic cache lookup") kwargs.setdefault("metadata", {})["semantic-similarity"] = 0.0 return None - prompt = get_str_from_messages(messages) - # Generate embedding for the prompt prompt_embedding = await self._get_async_embedding(prompt, **kwargs) diff --git a/litellm/constants.py b/litellm/constants.py index 36e578bd323..f10cec034f0 100644 --- a/litellm/constants.py +++ b/litellm/constants.py @@ -831,6 +831,7 @@ openai_compatible_providers: List = [ "nano-gpt", # Nano-GPT - JSON-configured provider "poe", # Poe - JSON-configured provider "chutes", # Chutes - JSON-configured provider + "parasail", # Parasail - JSON-configured provider "featherless_ai", "nscale", "nebius", diff --git a/litellm/integrations/focus/destinations/__init__.py b/litellm/integrations/focus/destinations/__init__.py index 775d3a259d2..e0cd90c1d61 100644 --- a/litellm/integrations/focus/destinations/__init__.py +++ b/litellm/integrations/focus/destinations/__init__.py @@ -2,12 +2,14 @@ from .base import FocusDestination, FocusTimeWindow from .factory import FocusDestinationFactory +from .gcs_destination import FocusGCSDestination from .s3_destination import FocusS3Destination from .vantage_destination import FocusVantageDestination __all__ = [ "FocusDestination", "FocusDestinationFactory", + "FocusGCSDestination", "FocusTimeWindow", "FocusS3Destination", "FocusVantageDestination", diff --git a/litellm/integrations/focus/destinations/factory.py b/litellm/integrations/focus/destinations/factory.py index 706e10624ce..7ce21d4040a 100644 --- a/litellm/integrations/focus/destinations/factory.py +++ b/litellm/integrations/focus/destinations/factory.py @@ -6,6 +6,7 @@ import os from typing import Any, Dict, Optional from .base import FocusDestination +from .gcs_destination import FocusGCSDestination from .s3_destination import FocusS3Destination from .vantage_destination import FocusVantageDestination @@ -29,6 +30,8 @@ class FocusDestinationFactory: return FocusS3Destination(prefix=prefix, config=normalized_config) if provider_lower == "vantage": return FocusVantageDestination(prefix=prefix, config=normalized_config) + if provider_lower == "gcs": + return FocusGCSDestination(prefix=prefix, config=normalized_config) raise NotImplementedError( f"Provider '{provider}' not supported for Focus export" ) @@ -72,6 +75,18 @@ class FocusDestinationFactory: "VANTAGE_INTEGRATION_TOKEN must be provided for Vantage exports" ) return {k: v for k, v in resolved.items() if v is not None} + if provider == "gcs": + resolved = { + "bucket_name": overrides.get("bucket_name") + or os.getenv("FOCUS_GCS_BUCKET_NAME"), + "service_account_json": overrides.get("service_account_json") + or os.getenv("FOCUS_GCS_PATH_SERVICE_ACCOUNT"), + } + if not resolved.get("bucket_name"): + raise ValueError( + "FOCUS_GCS_BUCKET_NAME must be provided for GCS exports" + ) + return {k: v for k, v in resolved.items() if v is not None} raise NotImplementedError( f"Provider '{provider}' not supported for Focus export configuration" ) diff --git a/litellm/integrations/focus/destinations/gcs_destination.py b/litellm/integrations/focus/destinations/gcs_destination.py new file mode 100644 index 00000000000..b04c16c9d32 --- /dev/null +++ b/litellm/integrations/focus/destinations/gcs_destination.py @@ -0,0 +1,74 @@ +"""GCS destination for Focus export — reuses GCSBucketBase auth and httpx client.""" + +from __future__ import annotations + +from datetime import timezone +from typing import Any, Optional + +from litellm._logging import verbose_logger +from litellm.integrations.gcs_bucket.gcs_bucket_base import GCSBucketBase +from litellm.litellm_core_utils.cloud_storage_security import ( + encode_gcs_object_name_for_url, +) + +from .base import FocusDestination, FocusTimeWindow + + +class FocusGCSDestination(GCSBucketBase, FocusDestination): + """Upload serialized Focus exports to GCS using the GCS JSON API.""" + + def __init__( + self, + *, + prefix: str, + config: Optional[dict[str, Any]] = None, + ) -> None: + config = config or {} + bucket_name = config.get("bucket_name") + if not bucket_name: + raise ValueError("bucket_name must be provided for GCS destination") + super().__init__(bucket_name=bucket_name) + service_account_json = config.get("service_account_json") + if service_account_json is not None: + self.path_service_account_json = service_account_json + self.prefix = prefix.rstrip("/") + + async def deliver( + self, + *, + content: bytes, + time_window: FocusTimeWindow, + filename: str, + ) -> None: + object_name = self._build_object_key(time_window=time_window, filename=filename) + headers = await self.construct_request_headers( + service_account_json=self.path_service_account_json + ) + headers["Content-Type"] = "application/octet-stream" + encoded_name = encode_gcs_object_name_for_url(object_name) + url = ( + f"https://storage.googleapis.com/upload/storage/v1/b/" + f"{self.BUCKET_NAME}/o?uploadType=media&name={encoded_name}" + ) + response = await self.async_httpx_client.post( + url=url, headers=headers, data=content + ) + if response.status_code != 200: + raise RuntimeError( + f"GCS upload failed: status={response.status_code} body={response.text}" + ) + verbose_logger.debug( + "Focus GCS: uploaded %d bytes to gs://%s/%s", + len(content), + self.BUCKET_NAME, + object_name, + ) + + def _build_object_key(self, *, time_window: FocusTimeWindow, filename: str) -> str: + start_utc = time_window.start_time.astimezone(timezone.utc) + date_component = f"date={start_utc.strftime('%Y-%m-%d')}" + parts = [self.prefix, date_component] + if time_window.frequency == "hourly": + parts.append(f"hour={start_utc.strftime('%H')}") + key_prefix = "/".join(filter(None, parts)) + return f"{key_prefix}/{filename}" if key_prefix else filename diff --git a/litellm/llms/anthropic/chat/transformation.py b/litellm/llms/anthropic/chat/transformation.py index 7949e150c23..3f30d5d6807 100644 --- a/litellm/llms/anthropic/chat/transformation.py +++ b/litellm/llms/anthropic/chat/transformation.py @@ -1607,6 +1607,15 @@ class AnthropicConfig(AnthropicModelInfo, BaseConfig): ) return _tool + def should_strip_billing_metadata(self) -> bool: + """ + Whether to drop x-anthropic-billing-header system blocks before sending upstream. + + The first-party Anthropic API uses these blocks for Claude Code attribution, so the + base config keeps them. Providers that reject them (e.g. Bedrock) override this to True. + """ + return False + def translate_system_message( self, messages: List[AllMessageValues] ) -> List[AnthropicSystemMessageContent]: @@ -1614,7 +1623,7 @@ class AnthropicConfig(AnthropicModelInfo, BaseConfig): Translate system message to anthropic format. Removes system message from the original list and returns a new list of anthropic system message content. - Filters out system messages containing x-anthropic-billing-header metadata. + When should_strip_billing_metadata() is True, x-anthropic-billing-header system blocks are dropped. """ system_prompt_indices = [] anthropic_system_message_list: List[AnthropicSystemMessageContent] = [] @@ -1626,10 +1635,9 @@ class AnthropicConfig(AnthropicModelInfo, BaseConfig): # Skip empty text blocks - Anthropic API raises errors for empty text if not system_message_block["content"]: continue - # Skip system messages containing x-anthropic-billing-header metadata - if system_message_block["content"].startswith( - "x-anthropic-billing-header:" - ): + if self.should_strip_billing_metadata() and system_message_block[ + "content" + ].startswith("x-anthropic-billing-header:"): continue anthropic_system_message_content = AnthropicSystemMessageContent( type="text", @@ -1648,9 +1656,9 @@ class AnthropicConfig(AnthropicModelInfo, BaseConfig): text_value = _content.get("text") if _content.get("type") == "text" and not text_value: continue - # Skip system messages containing x-anthropic-billing-header metadata if ( - _content.get("type") == "text" + self.should_strip_billing_metadata() + and _content.get("type") == "text" and text_value and text_value.startswith("x-anthropic-billing-header:") ): diff --git a/litellm/llms/anthropic/experimental_pass_through/messages/transformation.py b/litellm/llms/anthropic/experimental_pass_through/messages/transformation.py index 3a2c09f2183..07e8270b496 100644 --- a/litellm/llms/anthropic/experimental_pass_through/messages/transformation.py +++ b/litellm/llms/anthropic/experimental_pass_through/messages/transformation.py @@ -84,6 +84,15 @@ class AnthropicMessagesConfig(BaseAnthropicMessagesConfig): if isinstance(content, list): _process_content_list(content) + def should_strip_billing_metadata(self) -> bool: + """ + Whether to drop x-anthropic-billing-header system blocks before sending upstream. + + The first-party Anthropic API uses these blocks for Claude Code attribution, so the + base config keeps them. Providers that reject them override this to True. + """ + return False + @staticmethod def _filter_billing_headers_from_system(system_param): """ @@ -286,14 +295,12 @@ class AnthropicMessagesConfig(BaseAnthropicMessagesConfig): optional_params=anthropic_messages_optional_request_params, ) - # Filter out x-anthropic-billing-header from system messages system_param = anthropic_messages_optional_request_params.get("system") - if system_param is not None: + if self.should_strip_billing_metadata() and system_param is not None: filtered_system = self._filter_billing_headers_from_system(system_param) if filtered_system is not None and len(filtered_system) > 0: anthropic_messages_optional_request_params["system"] = filtered_system else: - # Remove system parameter if all content was filtered out anthropic_messages_optional_request_params.pop("system", None) # Transform context_management from OpenAI format to Anthropic format if needed diff --git a/litellm/llms/azure_ai/anthropic/messages_transformation.py b/litellm/llms/azure_ai/anthropic/messages_transformation.py index a81218ab76a..59b6ee2b424 100644 --- a/litellm/llms/azure_ai/anthropic/messages_transformation.py +++ b/litellm/llms/azure_ai/anthropic/messages_transformation.py @@ -21,6 +21,9 @@ class AzureAnthropicMessagesConfig(AnthropicMessagesConfig): and Azure endpoint format. """ + def should_strip_billing_metadata(self) -> bool: + return True + def validate_anthropic_messages_environment( self, headers: dict, diff --git a/litellm/llms/azure_ai/anthropic/transformation.py b/litellm/llms/azure_ai/anthropic/transformation.py index e176a4d860e..367ca75c196 100644 --- a/litellm/llms/azure_ai/anthropic/transformation.py +++ b/litellm/llms/azure_ai/anthropic/transformation.py @@ -40,6 +40,9 @@ class AzureAnthropicConfig(AnthropicConfig): def custom_llm_provider(self) -> Optional[str]: return "azure_ai" + def should_strip_billing_metadata(self) -> bool: + return True + def validate_environment( self, headers: dict, diff --git a/litellm/llms/base_llm/responses/transformation.py b/litellm/llms/base_llm/responses/transformation.py index 853eb282758..407d5ad8146 100644 --- a/litellm/llms/base_llm/responses/transformation.py +++ b/litellm/llms/base_llm/responses/transformation.py @@ -62,6 +62,26 @@ class BaseResponsesAPIConfig(ABC): """ return False + def sign_request( + self, + headers: dict, + optional_params: dict, + request_data: dict, + api_base: str, + api_key: Optional[str] = None, + model: Optional[str] = None, + stream: Optional[bool] = None, + fake_stream: Optional[bool] = None, + ) -> Tuple[dict, Optional[bytes]]: + """Sign the request after the body is finalized. + + Default is a no-op (returns headers unchanged, no signed body). Providers + whose endpoint requires request signing (e.g. Bedrock Mantle SigV4) + override this and return the signed body bytes so the handler sends those + exact bytes. + """ + return headers, None + @abstractmethod def get_supported_openai_params(self, model: str) -> list: pass diff --git a/litellm/llms/bedrock/chat/converse_transformation.py b/litellm/llms/bedrock/chat/converse_transformation.py index 90dfa13e938..ea0326dffd1 100644 --- a/litellm/llms/bedrock/chat/converse_transformation.py +++ b/litellm/llms/bedrock/chat/converse_transformation.py @@ -1649,12 +1649,14 @@ class AmazonConverseConfig(BaseConfig): bedrock_tool_config["toolChoice"] = tool_choice_values data: CommonRequestObject = { - "additionalModelRequestFields": additional_request_params, - "system": system_content_blocks, "inferenceConfig": self._transform_inference_params( inference_params=inference_params ), } + if additional_request_params: + data["additionalModelRequestFields"] = additional_request_params + if system_content_blocks: + data["system"] = system_content_blocks # Handle all config blocks for config_name, config_class in self.get_config_blocks().items(): diff --git a/litellm/llms/bedrock/chat/invoke_transformations/anthropic_claude3_transformation.py b/litellm/llms/bedrock/chat/invoke_transformations/anthropic_claude3_transformation.py index a13336b6c88..4887cbd23be 100644 --- a/litellm/llms/bedrock/chat/invoke_transformations/anthropic_claude3_transformation.py +++ b/litellm/llms/bedrock/chat/invoke_transformations/anthropic_claude3_transformation.py @@ -60,6 +60,9 @@ class AmazonAnthropicClaudeConfig(AmazonInvokeConfig, AnthropicConfig): def custom_llm_provider(self) -> Optional[str]: return "bedrock" + def should_strip_billing_metadata(self) -> bool: + return True + def get_supported_openai_params(self, model: str) -> List[str]: return AnthropicConfig.get_supported_openai_params(self, model) diff --git a/litellm/llms/bedrock/claude_platform/transformation.py b/litellm/llms/bedrock/claude_platform/transformation.py index 0167c457c96..c20dc63444f 100644 --- a/litellm/llms/bedrock/claude_platform/transformation.py +++ b/litellm/llms/bedrock/claude_platform/transformation.py @@ -17,6 +17,9 @@ class BedrockClaudePlatformConfig(BedrockClaudePlatformMixin, AnthropicConfig): def custom_llm_provider(self) -> Optional[str]: return "bedrock" + def should_strip_billing_metadata(self) -> bool: + return True + def validate_environment( self, headers: dict, diff --git a/litellm/llms/bedrock_mantle/responses/transformation.py b/litellm/llms/bedrock_mantle/responses/transformation.py index b63fd0ecdb1..df219091074 100644 --- a/litellm/llms/bedrock_mantle/responses/transformation.py +++ b/litellm/llms/bedrock_mantle/responses/transformation.py @@ -4,14 +4,26 @@ Amazon Bedrock Mantle - Responses API backend. gpt-5.5 / gpt-5.4 on Mantle are exposed ONLY on the `/openai/v1/responses` path (not the standard `/v1/responses`). Payloads and SSE follow the OpenAI Responses spec, so this config inherits OpenAIResponsesAPIConfig and overrides -only the endpoint URL and Bearer authentication. +only the endpoint URL and authentication. -Auth: AWS Bedrock API key as Bearer token (BEDROCK_MANTLE_API_KEY or the -standard AWS_BEARER_TOKEN_BEDROCK), NOT SigV4. +Auth: Bearer token (BEDROCK_MANTLE_API_KEY or the standard +AWS_BEARER_TOKEN_BEDROCK, or litellm_params.api_key) when present; otherwise +AWS SigV4 (service name "bedrock") using the standard credential chain (IAM +role / access key / profile / web identity), signed via the shared +BaseAWSLLM._sign_request after the request body is finalized. """ -from typing import Optional +import re +from typing import Optional, Tuple +from botocore.exceptions import ( + CredentialRetrievalError, + NoCredentialsError, + PartialCredentialsError, + ProfileNotFound, +) + +from litellm.llms.bedrock.base_aws_llm import BaseAWSLLM from litellm.llms.openai.responses.transformation import OpenAIResponsesAPIConfig from litellm.secret_managers.main import get_secret_str from litellm.types.router import GenericLiteLLMParams @@ -29,22 +41,44 @@ _BASE_SUFFIXES_TO_STRIP = ( "/v1", ) +# Standard Mantle host: https://bedrock-mantle..api.aws (group 1 = region). +_MANTLE_HOST_RE = re.compile( + r"^https?://bedrock-mantle\.([^/.]+)\.api\.aws", re.IGNORECASE +) + class BedrockMantleResponsesAPIConfig(OpenAIResponsesAPIConfig): + def __init__(self, aws_signer: Optional[BaseAWSLLM] = None): + super().__init__() + self._aws_signer = aws_signer or BaseAWSLLM() + @property def custom_llm_provider(self) -> LlmProviders: return LlmProviders.BEDROCK_MANTLE + @staticmethod + def _resolve_region(params: dict) -> str: + region = params.get("aws_region_name") + if region: + return region + base = params.get("api_base") or get_secret_str("BEDROCK_MANTLE_API_BASE") + if base: + match = _MANTLE_HOST_RE.match(base.rstrip("/")) + if match: + return match.group(1) + return ( + get_secret_str("BEDROCK_MANTLE_REGION") + or get_secret_str("AWS_REGION_NAME") + or get_secret_str("AWS_REGION") + or BEDROCK_MANTLE_DEFAULT_REGION + ) + def get_complete_url( self, api_base: Optional[str], litellm_params: dict, ) -> str: - region = ( - get_secret_str("BEDROCK_MANTLE_REGION") - or get_secret_str("AWS_REGION") - or BEDROCK_MANTLE_DEFAULT_REGION - ) + region = self._resolve_region({**litellm_params, "api_base": api_base}) base = ( api_base or get_secret_str("BEDROCK_MANTLE_API_BASE") @@ -55,6 +89,11 @@ class BedrockMantleResponsesAPIConfig(OpenAIResponsesAPIConfig): if base.endswith(suffix): base = base[: -len(suffix)] break + # For the standard Mantle host (including the default-region base that + # responses/main.py auto-injects into litellm_params.api_base), pin to the + # single resolved region so aws_region_name wins; preserve custom proxy hosts. + if _MANTLE_HOST_RE.match(base): + base = f"https://bedrock-mantle.{region}.api.aws" return f"{base}/openai/v1/responses" def validate_environment( @@ -66,12 +105,8 @@ class BedrockMantleResponsesAPIConfig(OpenAIResponsesAPIConfig): or get_secret_str("BEDROCK_MANTLE_API_KEY") or get_secret_str("AWS_BEARER_TOKEN_BEDROCK") ) - if not api_key: - raise ValueError( - "Bedrock Mantle API key is required. Set BEDROCK_MANTLE_API_KEY " - "(or AWS_BEARER_TOKEN_BEDROCK) or pass api_key." - ) - headers["Authorization"] = f"Bearer {api_key}" + if api_key: + headers["Authorization"] = f"Bearer {api_key}" return headers def supports_native_file_search(self) -> bool: @@ -79,3 +114,58 @@ class BedrockMantleResponsesAPIConfig(OpenAIResponsesAPIConfig): def supports_native_websocket(self) -> bool: return False + + def sign_request( + self, + headers: dict, + optional_params: dict, + request_data: dict, + api_base: str, + api_key: Optional[str] = None, + model: Optional[str] = None, + stream: Optional[bool] = None, + fake_stream: Optional[bool] = None, + ) -> Tuple[dict, Optional[bytes]]: + bearer = ( + api_key + or get_secret_str("BEDROCK_MANTLE_API_KEY") + or get_secret_str("AWS_BEARER_TOKEN_BEDROCK") + ) + if not bearer: + # SigV4 path. Pin the credential-scope region to the region of the actual + # signing URL (api_base, already region-resolved by get_complete_url) so the + # SigV4 scope and the URL host can never disagree. Resolve from api_base first, + # then fall back to the regular precedence. Also drop any caller Authorization + # so _sign_request's restore-original-Authorization step cannot override the + # SigV4 header. + optional_params = { + **optional_params, + "aws_region_name": self._resolve_region( + {**optional_params, "api_base": api_base} + ), + } + headers = {k: v for k, v in headers.items() if k.lower() != "authorization"} + try: + return self._aws_signer._sign_request( + service_name="bedrock", + headers=headers, + optional_params=optional_params, + request_data=request_data, + api_base=api_base, + api_key=bearer, + model=model, + stream=stream, + fake_stream=fake_stream, + ) + except ( + NoCredentialsError, + PartialCredentialsError, + ProfileNotFound, + CredentialRetrievalError, + ) as e: + raise ValueError( + "Bedrock Mantle auth failed: no Bearer token and no usable AWS " + "credentials. Set BEDROCK_MANTLE_API_KEY (or AWS_BEARER_TOKEN_BEDROCK) " + "or pass api_key for Bearer auth, or provide AWS credentials " + "(IAM role / access key / profile / web identity) for SigV4." + ) from e diff --git a/litellm/llms/custom_httpx/llm_http_handler.py b/litellm/llms/custom_httpx/llm_http_handler.py index 31c772510ba..25424feaeb4 100644 --- a/litellm/llms/custom_httpx/llm_http_handler.py +++ b/litellm/llms/custom_httpx/llm_http_handler.py @@ -2318,6 +2318,31 @@ class BaseLLMHTTPHandler: # but never included in the outbound provider payload. request_context["litellm_params"] = dict(litellm_params) + is_stream_request = bool(stream) + if is_stream_request and fake_stream is True: + stream, data = self._prepare_fake_stream_request( + stream=stream, + data=data, + fake_stream=fake_stream, + ) + + # Sign after the body is final (post-transform/normalize/extra_body and post + # fake-stream prep) so signed bytes match what we send. No-op for providers + # that inherit the default sign_request. + headers, signed_body = responses_api_provider_config.sign_request( + headers=headers, + optional_params=dict(litellm_params), + request_data=data, + api_base=api_base, + api_key=litellm_params.api_key, + model=model, + stream=stream, + fake_stream=fake_stream, + ) + body_kwargs: Dict[str, Any] = ( + {"data": signed_body} if signed_body is not None else {"json": data} + ) + ## LOGGING logging_obj.pre_call( input=input, @@ -2330,22 +2355,14 @@ class BaseLLMHTTPHandler: ) try: - if stream: - # For streaming, use stream=True in the request - if fake_stream is True: - stream, data = self._prepare_fake_stream_request( - stream=stream, - data=data, - fake_stream=fake_stream, - ) - + if is_stream_request: response = sync_httpx_client.post( url=api_base, headers=headers, - json=data, timeout=timeout or float(response_api_optional_request_params.get("timeout", 0)), stream=stream, + **body_kwargs, ) if fake_stream is True: return MockResponsesAPIStreamingIterator( @@ -2370,13 +2387,12 @@ class BaseLLMHTTPHandler: call_type=CallTypes.responses.value, ) else: - # For non-streaming requests response = sync_httpx_client.post( url=api_base, headers=headers, - json=data, timeout=timeout or float(response_api_optional_request_params.get("timeout", 0)), + **body_kwargs, ) except Exception as e: raise self._handle_error( @@ -2464,6 +2480,28 @@ class BaseLLMHTTPHandler: # but never included in the outbound provider payload. request_context["litellm_params"] = dict(litellm_params) + is_stream_request = bool(stream) + if is_stream_request and fake_stream is True: + stream, data = self._prepare_fake_stream_request( + stream=stream, + data=data, + fake_stream=fake_stream, + ) + + headers, signed_body = responses_api_provider_config.sign_request( + headers=headers, + optional_params=dict(litellm_params), + request_data=data, + api_base=api_base, + api_key=litellm_params.api_key, + model=model, + stream=stream, + fake_stream=fake_stream, + ) + body_kwargs: Dict[str, Any] = ( + {"data": signed_body} if signed_body is not None else {"json": data} + ) + ## LOGGING logging_obj.pre_call( input=input, @@ -2476,22 +2514,14 @@ class BaseLLMHTTPHandler: ) try: - if stream: - # For streaming, we need to use stream=True in the request - if fake_stream is True: - stream, data = self._prepare_fake_stream_request( - stream=stream, - data=data, - fake_stream=fake_stream, - ) - + if is_stream_request: response = await async_httpx_client.post( url=api_base, headers=headers, - json=data, timeout=timeout or float(response_api_optional_request_params.get("timeout", 0)), stream=stream, + **body_kwargs, ) if fake_stream is True: @@ -2518,13 +2548,12 @@ class BaseLLMHTTPHandler: call_type=CallTypes.responses.value, ) else: - # For non-streaming, proceed as before response = await async_httpx_client.post( url=api_base, headers=headers, - json=data, timeout=timeout or float(response_api_optional_request_params.get("timeout", 0)), + **body_kwargs, ) except Exception as e: @@ -4005,6 +4034,18 @@ class BaseLLMHTTPHandler: ) data = BaseResponsesAPIConfig.normalize_responses_api_request_dict(data) + headers, signed_body = responses_api_provider_config.sign_request( + headers=headers, + optional_params=dict(litellm_params), + request_data=data, + api_base=url, + api_key=litellm_params.api_key, + model=model, + ) + body_kwargs: Dict[str, Any] = ( + {"data": signed_body} if signed_body is not None else {"json": data} + ) + ## LOGGING logging_obj.pre_call( input=input, @@ -4018,7 +4059,7 @@ class BaseLLMHTTPHandler: try: response = sync_httpx_client.post( - url=url, headers=headers, json=data, timeout=timeout + url=url, headers=headers, timeout=timeout, **body_kwargs ) except Exception as e: @@ -4088,6 +4129,18 @@ class BaseLLMHTTPHandler: ) data = BaseResponsesAPIConfig.normalize_responses_api_request_dict(data) + headers, signed_body = responses_api_provider_config.sign_request( + headers=headers, + optional_params=dict(litellm_params), + request_data=data, + api_base=url, + api_key=litellm_params.api_key, + model=model, + ) + body_kwargs: Dict[str, Any] = ( + {"data": signed_body} if signed_body is not None else {"json": data} + ) + ## LOGGING logging_obj.pre_call( input=input, @@ -4101,7 +4154,7 @@ class BaseLLMHTTPHandler: try: response = await async_httpx_client.post( - url=url, headers=headers, json=data, timeout=timeout + url=url, headers=headers, timeout=timeout, **body_kwargs ) except Exception as e: diff --git a/litellm/llms/deepseek/messages/transformation.py b/litellm/llms/deepseek/messages/transformation.py index ad60478960e..63b736ffd1d 100644 --- a/litellm/llms/deepseek/messages/transformation.py +++ b/litellm/llms/deepseek/messages/transformation.py @@ -26,6 +26,9 @@ class DeepSeekAnthropicMessagesConfig(AnthropicMessagesConfig): def custom_llm_provider(self) -> Optional[str]: return "deepseek" + def should_strip_billing_metadata(self) -> bool: + return True + @staticmethod def get_api_key(api_key: Optional[str] = None) -> Optional[str]: return api_key or get_secret_str("DEEPSEEK_API_KEY") or litellm.api_key diff --git a/litellm/llms/github_copilot/responses/transformation.py b/litellm/llms/github_copilot/responses/transformation.py index 0929f95cf43..3406538c774 100644 --- a/litellm/llms/github_copilot/responses/transformation.py +++ b/litellm/llms/github_copilot/responses/transformation.py @@ -2,7 +2,7 @@ GitHub Copilot Responses API Configuration. This module provides the configuration for GitHub Copilot's Responses API, -which is required for models like gpt-5.1-codex that only support the /responses endpoint. +which is required for models like gpt-5.3-codex that only support the /responses endpoint. Implementation based on analysis of the copilot-api project by caozhiyuan: https://github.com/caozhiyuan/copilot-api @@ -12,6 +12,7 @@ from typing import TYPE_CHECKING, Any, Dict, Optional, Union import os +import litellm from litellm._logging import verbose_logger from litellm.constants import DEFAULT_MAX_RECURSE_DEPTH from litellm.exceptions import AuthenticationError @@ -22,6 +23,7 @@ from litellm.types.llms.openai import ( ) from litellm.types.router import GenericLiteLLMParams from litellm.types.utils import LlmProviders +from litellm.utils import _cached_get_model_info_helper from ..authenticator import Authenticator from ..common_utils import ( @@ -38,6 +40,47 @@ else: LiteLLMLoggingObj = Any +def github_copilot_supports_responses_api(model: str) -> bool: + """ + Gate native /v1/responses dispatch per github_copilot model. + + Resolution (first match wins): mode "responses" -> True; mode "chat" -> + False (opt-out wins for dual-endpoint models); "/v1/responses" in + supported_endpoints -> True; else False. Unknown model -> False (the bridge + always works since every Copilot model supports /chat/completions). + + Reads merged model info (per-deployment model_info applied via the router's + register_model, which also clears the cache used here). + """ + try: + info = _cached_get_model_info_helper( + model=model, custom_llm_provider="github_copilot" + ) + except Exception as e: + verbose_logger.debug( + "github_copilot_supports_responses_api: get_model_info failed " + "for %s: %s", + model, + e, + ) + return False + + mode = info.get("mode") + if mode == "responses": + return True + if mode == "chat": + return False + + # supported_endpoints is dropped by ModelInfoBase; read it from the raw + # model_cost entry via the resolved key. + key = info.get("key") + raw_info = litellm.model_cost.get(key) if isinstance(key, str) else None + endpoints = ( + raw_info.get("supported_endpoints") if isinstance(raw_info, dict) else None + ) + return isinstance(endpoints, list) and "/v1/responses" in endpoints + + class GithubCopilotResponsesAPIConfig(OpenAIResponsesAPIConfig): """ Configuration for GitHub Copilot's Responses API. diff --git a/litellm/llms/minimax/messages/transformation.py b/litellm/llms/minimax/messages/transformation.py index 3190a5f5412..57cfcbf0621 100644 --- a/litellm/llms/minimax/messages/transformation.py +++ b/litellm/llms/minimax/messages/transformation.py @@ -28,6 +28,9 @@ class MinimaxMessagesConfig(AnthropicMessagesConfig): def custom_llm_provider(self) -> Optional[str]: return "minimax" + def should_strip_billing_metadata(self) -> bool: + return True + @staticmethod def get_api_key(api_key: Optional[str] = None) -> Optional[str]: """ diff --git a/litellm/llms/openai_like/dynamic_config.py b/litellm/llms/openai_like/dynamic_config.py index fac453447fa..9ed9734edae 100644 --- a/litellm/llms/openai_like/dynamic_config.py +++ b/litellm/llms/openai_like/dynamic_config.py @@ -187,6 +187,7 @@ def create_responses_config_class(provider: SimpleProviderConfig): from litellm.llms.openai_like.responses.transformation import ( OpenAILikeResponsesConfig, ) + from litellm.types.llms.openai import ResponseInputParam from litellm.types.router import GenericLiteLLMParams class JSONProviderResponsesConfig(OpenAILikeResponsesConfig): @@ -223,5 +224,23 @@ def create_responses_config_class(provider: SimpleProviderConfig): api_base = api_base.rstrip("/") return f"{api_base}/responses" + def transform_responses_api_request( + self, + model: str, + input: Union[str, ResponseInputParam], + response_api_optional_request_params: dict, + litellm_params: GenericLiteLLMParams, + headers: dict, + ) -> dict: + if provider.special_handling.get("force_store_false"): + response_api_optional_request_params["store"] = False + return super().transform_responses_api_request( + model=model, + input=input, + response_api_optional_request_params=response_api_optional_request_params, + litellm_params=litellm_params, + headers=headers, + ) + _responses_config_cache[provider.slug] = JSONProviderResponsesConfig return JSONProviderResponsesConfig diff --git a/litellm/llms/openai_like/providers.json b/litellm/llms/openai_like/providers.json index 49b3801c82f..13d22488838 100644 --- a/litellm/llms/openai_like/providers.json +++ b/litellm/llms/openai_like/providers.json @@ -132,5 +132,14 @@ "param_mappings": { "max_completion_tokens": "max_tokens" } + }, + "parasail": { + "base_url": "https://api.parasail.io/v1", + "api_key_env": "PARASAIL_API_KEY", + "api_base_env": "PARASAIL_API_BASE", + "supported_endpoints": ["/v1/chat/completions", "/v1/responses"], + "special_handling": { + "force_store_false": true + } } } diff --git a/litellm/llms/vertex_ai/gemini/vertex_and_google_ai_studio_gemini.py b/litellm/llms/vertex_ai/gemini/vertex_and_google_ai_studio_gemini.py index 5cd02293f14..7d355a2e908 100644 --- a/litellm/llms/vertex_ai/gemini/vertex_and_google_ai_studio_gemini.py +++ b/litellm/llms/vertex_ai/gemini/vertex_and_google_ai_studio_gemini.py @@ -1111,6 +1111,7 @@ class VertexGeminiConfig(VertexAIBaseConfig, BaseConfig): { "voice": "alloy", "format": "mp3", + "language_code": "en-US", } Expected output: @@ -1119,7 +1120,8 @@ class VertexGeminiConfig(VertexAIBaseConfig, BaseConfig): prebuiltVoiceConfig: { voiceName: "alloy", } - } + }, + languageCode: "en-US", } """ from litellm.types.llms.vertex_ai import ( @@ -1145,6 +1147,9 @@ class VertexGeminiConfig(VertexAIBaseConfig, BaseConfig): voice_config: VoiceConfig = {"prebuiltVoiceConfig": prebuilt_voice_config} speech_config["voiceConfig"] = voice_config + if "language_code" in value: + speech_config["languageCode"] = value["language_code"] + return cast(dict, speech_config) @staticmethod diff --git a/litellm/llms/vertex_ai/vertex_ai_partner_models/anthropic/experimental_pass_through/transformation.py b/litellm/llms/vertex_ai/vertex_ai_partner_models/anthropic/experimental_pass_through/transformation.py index 1e92754857b..8a92e7ec4a5 100644 --- a/litellm/llms/vertex_ai/vertex_ai_partner_models/anthropic/experimental_pass_through/transformation.py +++ b/litellm/llms/vertex_ai/vertex_ai_partner_models/anthropic/experimental_pass_through/transformation.py @@ -17,6 +17,9 @@ from ..output_params_utils import sanitize_vertex_anthropic_output_params class VertexAIPartnerModelsAnthropicMessagesConfig(AnthropicMessagesConfig, VertexBase): + def should_strip_billing_metadata(self) -> bool: + return True + def validate_anthropic_messages_environment( self, headers: dict, diff --git a/litellm/llms/vertex_ai/vertex_ai_partner_models/anthropic/transformation.py b/litellm/llms/vertex_ai/vertex_ai_partner_models/anthropic/transformation.py index c852909d475..ae8bdc55443 100644 --- a/litellm/llms/vertex_ai/vertex_ai_partner_models/anthropic/transformation.py +++ b/litellm/llms/vertex_ai/vertex_ai_partner_models/anthropic/transformation.py @@ -52,6 +52,9 @@ class VertexAIAnthropicConfig(AnthropicConfig): def custom_llm_provider(self) -> Optional[str]: return "vertex_ai" + def should_strip_billing_metadata(self) -> bool: + return True + def _add_context_management_beta_headers( self, beta_set: set, context_management: dict ) -> None: diff --git a/litellm/proxy/_types.py b/litellm/proxy/_types.py index 57a7d860baa..fba968dd95d 100644 --- a/litellm/proxy/_types.py +++ b/litellm/proxy/_types.py @@ -2312,6 +2312,24 @@ class ConfigGeneralSettings(LiteLLMPydanticObjectBase): None, description="List of MCP server fields that must be filled in for a submission to pass standards checks (e.g. ['description', 'source_url', 'alias']).", ) + disable_budget_reservation: Optional[bool] = Field( + None, + description=( + "If True, disables the optimistic per-request budget reservation " + "introduced in v1.84.0. " + "WARNING: This weakens hard budget enforcement. Without the reservation, " + "a burst of concurrent requests from a single key can each pass the " + "read-time spend check before any of them is charged, allowing a " + "configured budget to be exceeded under high concurrency. " + "Budgets are still evaluated on every request at read time, so " + "an already-exhausted budget is still rejected. " + "Enable only if your deployment is experiencing phantom " + "BudgetExceededError responses caused by leaked reservations " + "(see GitHub issue #27639). " + "A proxy-level WARNING is logged on every request while this flag " + "is active as a reminder that hard enforcement is relaxed." + ), + ) class ConfigYAML(LiteLLMPydanticObjectBase): diff --git a/litellm/proxy/auth/user_api_key_auth.py b/litellm/proxy/auth/user_api_key_auth.py index a970e0ddee8..666c01562b5 100644 --- a/litellm/proxy/auth/user_api_key_auth.py +++ b/litellm/proxy/auth/user_api_key_auth.py @@ -2425,6 +2425,7 @@ async def _run_centralized_common_checks( # noqa: PLR0915 user_api_key_cache=user_api_key_cache, proxy_logging_obj=proxy_logging_obj, skip_budget_checks=skip_budget_checks, + general_settings=general_settings, ) @@ -2445,12 +2446,23 @@ async def _reserve_budget_after_common_checks( user_api_key_cache: UserApiKeyCache, proxy_logging_obj: ProxyLogging, skip_budget_checks: bool, + general_settings: dict, end_user_id: Optional[str] = None, end_user_object: Optional[LiteLLM_EndUserTable] = None, ) -> None: user_api_key_auth_obj.budget_reservation = None if skip_budget_checks: return + if general_settings.get("disable_budget_reservation") is True: + verbose_proxy_logger.warning( + "disable_budget_reservation is enabled: skipping optimistic budget " + "reservation. Budget enforcement is read-time only — concurrent " + "requests can each pass the spend check before their cost is recorded, " + "so a configured budget may be briefly exceeded under high concurrency. " + "Set disable_budget_reservation to False or remove it to restore " + "hard per-request budget enforcement." + ) + return from litellm.proxy.spend_tracking.budget_reservation import ( reserve_budget_for_request, diff --git a/litellm/proxy/guardrails/guardrail_hooks/crowdstrike_aidr/crowdstrike_aidr.py b/litellm/proxy/guardrails/guardrail_hooks/crowdstrike_aidr/crowdstrike_aidr.py index 14d950ecdf4..d1ef165b46e 100644 --- a/litellm/proxy/guardrails/guardrail_hooks/crowdstrike_aidr/crowdstrike_aidr.py +++ b/litellm/proxy/guardrails/guardrail_hooks/crowdstrike_aidr/crowdstrike_aidr.py @@ -312,11 +312,27 @@ class CrowdStrikeAIDRHandler(CustomGuardrail): event_type = "output" hook_name = "apply_guardrail (response)" - ai_guard_payload = { + ai_guard_payload: dict[str, Any] = { "guard_input": guard_input.model_dump(mode="json"), "event_type": event_type, } + model = inputs.get("model") + if model: + ai_guard_payload["model"] = model + + metadata = request_data.get("litellm_metadata", request_data.get("metadata")) + if isinstance(metadata, Mapping): + user_id = metadata.get("user_api_key_user_id") + if user_id: + ai_guard_payload["user_id"] = user_id + + extra_info: dict[str, str] = {} + user_email = metadata.get("user_api_key_user_email") + if user_email: + extra_info["user_name"] = user_email + ai_guard_payload["extra_info"] = extra_info + ai_guard_response = await self._call_crowdstrike_aidr_guard( ai_guard_payload, hook_name ) diff --git a/litellm/proxy/management_endpoints/ui_sso.py b/litellm/proxy/management_endpoints/ui_sso.py index a9570616850..4812bed2f21 100644 --- a/litellm/proxy/management_endpoints/ui_sso.py +++ b/litellm/proxy/management_endpoints/ui_sso.py @@ -1220,7 +1220,7 @@ async def _setup_role_mappings() -> Optional["RoleMappings"]: generic_role_mappings_group_claim = os.getenv( "GENERIC_ROLE_MAPPINGS_GROUP_CLAIM", None ) - generic_role_mappoings_default_role = os.getenv( + generic_role_mappings_default_role = os.getenv( "GENERIC_ROLE_MAPPINGS_DEFAULT_ROLE", None ) if generic_role_mappings is not None: @@ -1239,7 +1239,7 @@ async def _setup_role_mappings() -> Optional["RoleMappings"]: role_mappings_data = { "provider": "generic", "group_claim": generic_role_mappings_group_claim, - "default_role": generic_role_mappoings_default_role, + "default_role": generic_role_mappings_default_role, "roles": generic_user_role_mappings_data, } diff --git a/litellm/proxy/pass_through_endpoints/llm_provider_handlers/openai_passthrough_logging_handler.py b/litellm/proxy/pass_through_endpoints/llm_provider_handlers/openai_passthrough_logging_handler.py index 29bbb37501f..6dd1f8548eb 100644 --- a/litellm/proxy/pass_through_endpoints/llm_provider_handlers/openai_passthrough_logging_handler.py +++ b/litellm/proxy/pass_through_endpoints/llm_provider_handlers/openai_passthrough_logging_handler.py @@ -32,6 +32,71 @@ from litellm.types.passthrough_endpoints.pass_through_endpoints import ( from litellm.types.utils import ImageResponse, LlmProviders, PassthroughCallTypes from litellm.utils import ModelResponse, TextCompletionResponse +# Hostnames that route to OpenAI-compatible APIs. +# +# `api.openai.com` is OpenAI proper. The two Azure domains below are *shared by +# every Azure Cognitive Service* (Speech, Vision, Language, ...), not just Azure +# OpenAI: `openai.azure.com` is the classic Azure OpenAI domain, while +# `cognitiveservices.azure.com` is used by newer "Azure AI Foundry" / +# Cognitive Services-hosted Azure OpenAI deployments. Because the hostname alone +# cannot tell Azure OpenAI apart from the other Cognitive Services on those +# domains, requests there must additionally carry an OpenAI-style path segment. +_OPENAI_HOSTNAMES = ("api.openai.com",) +_AZURE_OPENAI_HOSTNAMES = ("openai.azure.com", "cognitiveservices.azure.com") +# Path markers that identify an Azure request as Azure OpenAI rather than Speech +# / Vision / Language / ... `/openai/` is the native Azure OpenAI path prefix; +# `/v1/` is the OpenAI-v1 surface used by LiteLLM's pass-through routing. Other +# Cognitive Services use service-named prefixes and versions like `/v3.1/`, +# `/v1.0/`, so they do not collide with these markers. +_AZURE_OPENAI_PATH_MARKERS = ("/openai/", "/v1/") + + +def _hostname_matches(hostname: str, suffixes: tuple) -> bool: + """True if hostname equals one of `suffixes` or is a subdomain of it. + + Uses suffix matching (not a bare substring test) so look-alikes such as + `cognitiveservices.azure.com.attacker.example` are not accepted. + """ + return any( + hostname == suffix or hostname.endswith("." + suffix) for suffix in suffixes + ) + + +def _is_openai_compatible_host(hostname: Optional[str]) -> bool: + """True if the hostname is OpenAI proper or one of the Azure OpenAI domains. + + Hostname-only check, kept for the route-level helpers that additionally + require a specific OpenAI path (e.g. `/v1/chat/completions`). When only the + hostname would otherwise gate dispatch, use `_is_openai_compatible_url` so + non-OpenAI Azure Cognitive Services on the shared domains are excluded. + """ + if not hostname: + return False + return _hostname_matches(hostname, _OPENAI_HOSTNAMES) or _hostname_matches( + hostname, _AZURE_OPENAI_HOSTNAMES + ) + + +def _is_openai_compatible_url(url_route: Optional[str]) -> bool: + """True if the URL targets an OpenAI-compatible API surface. + + For the shared Azure Cognitive Services domains we additionally require an + OpenAI-style path segment (`/openai/` or `/v1/`) so non-OpenAI Azure services + (Speech, Vision, Language, ...) on the same domain are not misclassified as + OpenAI routes. + """ + if not url_route: + return False + parsed_url = urlparse(url_route) + hostname = parsed_url.hostname + if not hostname: + return False + if _hostname_matches(hostname, _OPENAI_HOSTNAMES): + return True + if _hostname_matches(hostname, _AZURE_OPENAI_HOSTNAMES): + return any(marker in parsed_url.path for marker in _AZURE_OPENAI_PATH_MARKERS) + return False + class OpenAIPassthroughLoggingHandler(BasePassthroughLoggingHandler): """ @@ -52,12 +117,8 @@ class OpenAIPassthroughLoggingHandler(BasePassthroughLoggingHandler): if not url_route: return False parsed_url = urlparse(url_route) - return bool( - parsed_url.hostname - and ( - "api.openai.com" in parsed_url.hostname - or "openai.azure.com" in parsed_url.hostname - ) + return ( + _is_openai_compatible_host(parsed_url.hostname) and "/v1/chat/completions" in parsed_url.path ) @@ -67,12 +128,8 @@ class OpenAIPassthroughLoggingHandler(BasePassthroughLoggingHandler): if not url_route: return False parsed_url = urlparse(url_route) - return bool( - parsed_url.hostname - and ( - "api.openai.com" in parsed_url.hostname - or "openai.azure.com" in parsed_url.hostname - ) + return ( + _is_openai_compatible_host(parsed_url.hostname) and "/v1/images/generations" in parsed_url.path ) @@ -82,12 +139,8 @@ class OpenAIPassthroughLoggingHandler(BasePassthroughLoggingHandler): if not url_route: return False parsed_url = urlparse(url_route) - return bool( - parsed_url.hostname - and ( - "api.openai.com" in parsed_url.hostname - or "openai.azure.com" in parsed_url.hostname - ) + return ( + _is_openai_compatible_host(parsed_url.hostname) and "/v1/images/edits" in parsed_url.path ) @@ -97,13 +150,8 @@ class OpenAIPassthroughLoggingHandler(BasePassthroughLoggingHandler): if not url_route: return False parsed_url = urlparse(url_route) - return bool( - parsed_url.hostname - and ( - "api.openai.com" in parsed_url.hostname - or "openai.azure.com" in parsed_url.hostname - ) - and ("/v1/responses" in parsed_url.path or "/responses" in parsed_url.path) + return _is_openai_compatible_host(parsed_url.hostname) and ( + "/v1/responses" in parsed_url.path or "/responses" in parsed_url.path ) def _get_user_from_metadata( diff --git a/litellm/proxy/pass_through_endpoints/success_handler.py b/litellm/proxy/pass_through_endpoints/success_handler.py index 292871bae67..af1d39da020 100644 --- a/litellm/proxy/pass_through_endpoints/success_handler.py +++ b/litellm/proxy/pass_through_endpoints/success_handler.py @@ -434,15 +434,20 @@ class PassThroughEndpointLogging: return False def is_openai_route(self, url_route: str): - """Check if the URL route is an OpenAI API route.""" + """Check if the URL route is an OpenAI API route. + + Uses the URL-aware helper so that non-OpenAI Azure Cognitive Services + (Speech, Vision, Language, ...) sharing the `*.cognitiveservices.azure.com` + / `*.openai.azure.com` domains are not misclassified as OpenAI routes. + """ if not url_route: return False - parsed_url = urlparse(url_route) - return parsed_url.hostname and ( - "api.openai.com" in parsed_url.hostname - or "openai.azure.com" in parsed_url.hostname + from .llm_provider_handlers.openai_passthrough_logging_handler import ( + _is_openai_compatible_url, ) + return _is_openai_compatible_url(url_route) + def is_gemini_route( self, url_route: str, custom_llm_provider: Optional[str] = None ): diff --git a/litellm/responses/litellm_completion_transformation/transformation.py b/litellm/responses/litellm_completion_transformation/transformation.py index e2ba8353591..d3d30642216 100644 --- a/litellm/responses/litellm_completion_transformation/transformation.py +++ b/litellm/responses/litellm_completion_transformation/transformation.py @@ -148,7 +148,9 @@ class LiteLLMCompletionResponsesConfig: # which is equivalent to "required" in OpenAI format return "required" elif tool_choice_type == "function": - # function type without name - fall back to required + function_name = tool_choice.get("name") + if function_name: + return {"type": "function", "function": {"name": function_name}} return "required" # Return as-is for unknown formats diff --git a/litellm/types/llms/vertex_ai.py b/litellm/types/llms/vertex_ai.py index 51429d0769e..00db7b199b6 100644 --- a/litellm/types/llms/vertex_ai.py +++ b/litellm/types/llms/vertex_ai.py @@ -232,6 +232,7 @@ class VoiceConfig(TypedDict): class SpeechConfig(TypedDict, total=False): voiceConfig: VoiceConfig + languageCode: str class GenerationConfig(TypedDict, total=False): diff --git a/litellm/types/utils.py b/litellm/types/utils.py index 9633cecf96c..c3ea605dd9e 100644 --- a/litellm/types/utils.py +++ b/litellm/types/utils.py @@ -1540,6 +1540,11 @@ class ServerToolUse(BaseModel): web_search_requests: Optional[int] = None tool_search_requests: Optional[int] = None + def __getitem__(self, key: str) -> Optional[int]: + if key not in self.__class__.model_fields: + raise KeyError(key) + return getattr(self, key) + class Usage(SafeAttributeModel, CompletionUsage): _cache_creation_input_tokens: int = PrivateAttr( @@ -1570,7 +1575,7 @@ class Usage(SafeAttributeModel, CompletionUsage): completion_tokens_details: Optional[ Union[CompletionTokensDetailsWrapper, dict] ] = None, - server_tool_use: Optional[ServerToolUse] = None, + server_tool_use: Optional[Union[ServerToolUse, dict]] = None, cost: Optional[float] = None, **params, ): @@ -1671,6 +1676,9 @@ class Usage(SafeAttributeModel, CompletionUsage): prompt_tokens_details=_prompt_tokens_details or None, ) + if isinstance(server_tool_use, dict): + server_tool_use = ServerToolUse(**server_tool_use) + if server_tool_use is not None: self.server_tool_use = server_tool_use else: # maintain openai compatibility in usage object if possible @@ -3392,6 +3400,7 @@ class LlmProviders(str, Enum): POE = "poe" CHUTES = "chutes" NEOSANTARA = "neosantara" + PARASAIL = "parasail" XIAOMI_MIMO = "xiaomi_mimo" TENSORMESH = "tensormesh" LITELLM_AGENT = "litellm_agent" diff --git a/litellm/utils.py b/litellm/utils.py index 7312e71bbd1..8d9d0a409c6 100644 --- a/litellm/utils.py +++ b/litellm/utils.py @@ -8895,7 +8895,13 @@ class ProviderConfigManager: elif litellm.LlmProviders.XAI == provider: return litellm.XAIResponsesAPIConfig() elif litellm.LlmProviders.GITHUB_COPILOT == provider: - return litellm.GithubCopilotResponsesAPIConfig() + from litellm.llms.github_copilot.responses.transformation import ( + github_copilot_supports_responses_api, + ) + + if model is None or github_copilot_supports_responses_api(model=model): + return litellm.GithubCopilotResponsesAPIConfig() + return None elif litellm.LlmProviders.CHATGPT == provider: return litellm.ChatGPTResponsesAPIConfig() elif litellm.LlmProviders.LITELLM_PROXY == provider: diff --git a/provider_endpoints_support.json b/provider_endpoints_support.json index a1ad20fffd1..6caab585ac9 100644 --- a/provider_endpoints_support.json +++ b/provider_endpoints_support.json @@ -1834,6 +1834,23 @@ "search": true } }, + "parasail": { + "display_name": "Parasail (`parasail`)", + "url": "https://docs.litellm.ai/docs/providers/parasail", + "endpoints": { + "chat_completions": true, + "messages": false, + "responses": true, + "embeddings": false, + "image_generations": false, + "audio_transcriptions": false, + "audio_speech": false, + "moderations": false, + "batches": false, + "rerank": false, + "a2a": false + } + }, "perplexity": { "display_name": "Perplexity AI (`perplexity`)", "url": "https://docs.litellm.ai/docs/providers/perplexity", diff --git a/tests/llm_translation/test_bedrock_completion.py b/tests/llm_translation/test_bedrock_completion.py index 9cf253c379d..fa22ff6b392 100644 --- a/tests/llm_translation/test_bedrock_completion.py +++ b/tests/llm_translation/test_bedrock_completion.py @@ -2712,6 +2712,10 @@ def test_bedrock_top_k_param(model, expected_params): data = json.loads(mock_post.call_args.kwargs["data"]) if "mistral" in model: assert data["top_k"] == 2 + elif expected_params == {}: + # Models that don't support top_k produce no additionalModelRequestFields; + # the empty block is now omitted entirely rather than sent as `{}`. + assert "additionalModelRequestFields" not in data else: assert data["additionalModelRequestFields"] == expected_params @@ -3059,8 +3063,6 @@ async def test_bedrock_max_completion_tokens(model: str): assert request_body == { "messages": [{"role": "user", "content": [{"text": "Hello!"}]}], - "additionalModelRequestFields": {}, - "system": [], "inferenceConfig": {"maxTokens": 10}, } diff --git a/tests/test_litellm/caching/test_caching.py b/tests/test_litellm/caching/test_caching.py new file mode 100644 index 00000000000..02d62a19152 --- /dev/null +++ b/tests/test_litellm/caching/test_caching.py @@ -0,0 +1,48 @@ +import logging +import re + +from litellm.caching.caching import Cache +from litellm.types.caching import LiteLLMCacheType + + +def test_cache_key_debug_log_does_not_include_prompt_material(caplog): + cache = Cache(type=LiteLLMCacheType.LOCAL) + prompt_marker = "secret prompt material " + + with caplog.at_level(logging.DEBUG, logger="LiteLLM"): + cache_key = cache.get_cache_key( + model="gpt-4.1-mini", + messages=[ + {"role": "system", "content": prompt_marker * 100}, + {"role": "user", "content": "hello"}, + ], + tools=[ + { + "type": "function", + "function": { + "name": "lookup", + "parameters": { + "type": "object", + "properties": {"query": {"type": "string"}}, + }, + }, + } + ], + response_format={ + "type": "json_schema", + "json_schema": { + "name": "lookup_response", + "schema": {"type": "object"}, + }, + }, + stream=True, + ) + + assert re.fullmatch(r"[0-9a-f]{64}", cache_key) + + created_cache_key_logs = [ + record.getMessage() for record in caplog.records if "Created cache key:" in record.getMessage() + ] + assert created_cache_key_logs + assert all(prompt_marker not in message for message in created_cache_key_logs) + assert any(cache_key in message for message in created_cache_key_logs) diff --git a/tests/test_litellm/caching/test_redis_semantic_cache.py b/tests/test_litellm/caching/test_redis_semantic_cache.py index b50a35ef50e..13f9d00136d 100644 --- a/tests/test_litellm/caching/test_redis_semantic_cache.py +++ b/tests/test_litellm/caching/test_redis_semantic_cache.py @@ -523,3 +523,468 @@ async def test_redis_semantic_cache_async_set_cache_stores_cache_key_filter( filters={RedisSemanticCache.CACHE_KEY_FIELD_NAME: "test_key"}, ttl=60, ) + + +def test_redis_semantic_cache_set_cache_uses_responses_string_input(): + from litellm.caching.redis_semantic_cache import RedisSemanticCache + + redis_semantic_cache = RedisSemanticCache.__new__(RedisSemanticCache) + redis_semantic_cache.llmcache = MagicMock() + redis_semantic_cache._get_cache_filters = MagicMock( + return_value={RedisSemanticCache.CACHE_KEY_FIELD_NAME: "test_key"} + ) + redis_semantic_cache._get_ttl = MagicMock(return_value=None) + + redis_semantic_cache.set_cache( + key="test_key", + value={"content": "Paris"}, + input="What is the capital of France?", + ) + + redis_semantic_cache.llmcache.store.assert_called_once_with( + "What is the capital of France?", + "{'content': 'Paris'}", + filters={RedisSemanticCache.CACHE_KEY_FIELD_NAME: "test_key"}, + ) + + +def test_redis_semantic_cache_get_cache_uses_responses_string_input(): + from litellm.caching.redis_semantic_cache import RedisSemanticCache + + redis_semantic_cache = RedisSemanticCache.__new__(RedisSemanticCache) + redis_semantic_cache.similarity_threshold = 0.8 + redis_semantic_cache.llmcache = MagicMock() + redis_semantic_cache.llmcache.check = MagicMock( + return_value=[ + { + "prompt": "What is the capital of France?", + "response": '{"content": "Paris"}', + "vector_distance": 0.1, + RedisSemanticCache.CACHE_KEY_FIELD_NAME: "test_key", + } + ] + ) + + with patch.object( + redis_semantic_cache, + "_get_cache_key_filter_expression", + return_value="cache-key-filter", + ): + metadata = {} + result = redis_semantic_cache.get_cache( + key="test_key", + input="What is the capital of France?", + metadata=metadata, + ) + + assert result == {"content": "Paris"} + assert metadata["semantic-similarity"] == pytest.approx(0.9) + redis_semantic_cache.llmcache.check.assert_called_once_with( + prompt="What is the capital of France?", + filter_expression="cache-key-filter", + ) + + +def test_redis_semantic_cache_set_cache_flattens_structured_responses_input(): + from litellm.caching.redis_semantic_cache import RedisSemanticCache + + redis_semantic_cache = RedisSemanticCache.__new__(RedisSemanticCache) + redis_semantic_cache.llmcache = MagicMock() + redis_semantic_cache._get_cache_filters = MagicMock( + return_value={RedisSemanticCache.CACHE_KEY_FIELD_NAME: "test_key"} + ) + redis_semantic_cache._get_ttl = MagicMock(return_value=None) + + redis_semantic_cache.set_cache( + key="test_key", + value={"content": "Paris"}, + input=[ + { + "role": "user", + "content": [ + {"type": "input_text", "text": "What is the capital of France?"}, + {"type": "input_text", "text": "Answer briefly."}, + { + "type": "input_image", + "image_url": "https://example.com/paris.png", + }, + ], + } + ], + ) + + redis_semantic_cache.llmcache.store.assert_called_once_with( + "What is the capital of France?\nAnswer briefly.", + "{'content': 'Paris'}", + filters={RedisSemanticCache.CACHE_KEY_FIELD_NAME: "test_key"}, + ) + + +def test_redis_semantic_cache_prompt_extraction_prefers_messages(): + from litellm.caching.redis_semantic_cache import RedisSemanticCache + + prompt = RedisSemanticCache._get_prompt_from_kwargs( + messages=[{"content": "message prompt"}], + input="responses prompt", + ) + + assert prompt == "message prompt" + + +def test_redis_semantic_cache_prompt_extraction_handles_model_objects(): + from litellm.caching.redis_semantic_cache import RedisSemanticCache + + class ModelDumpInput: + def model_dump(self): + return {"content": [{"text": "model dump prompt"}]} + + class DictInput: + def dict(self): + return {"content": [{"output_text": "dict prompt"}]} + + prompt = RedisSemanticCache._get_prompt_from_kwargs( + input=[ + ModelDumpInput(), + DictInput(), + {"content": [{"input_text": "inline prompt"}]}, + {"content": [{"type": "input_image", "image_url": "https://example.com"}]}, + ] + ) + + assert prompt == "model dump prompt\ndict prompt\ninline prompt" + + +def test_redis_semantic_cache_prompt_extraction_returns_none_without_text(): + from litellm.caching.redis_semantic_cache import RedisSemanticCache + + assert RedisSemanticCache._get_prompt_from_kwargs() is None + assert RedisSemanticCache._get_prompt_from_kwargs(input=None) is None + assert RedisSemanticCache._get_prompt_from_kwargs(input=" ") is None + assert ( + RedisSemanticCache._get_prompt_from_kwargs( + input=[{"type": "input_image", "image_url": "https://example.com"}] + ) + is None + ) + + +def test_redis_semantic_cache_prompt_extraction_skips_blank_dict_text_keys(): + from litellm.caching.redis_semantic_cache import RedisSemanticCache + + prompt = RedisSemanticCache._get_prompt_from_kwargs( + input={"text": " ", "input_text": "fallback prompt"} + ) + + assert prompt == "fallback prompt" + + +def test_redis_semantic_cache_prompt_extraction_skips_blank_object_text_keys(): + from litellm.caching.redis_semantic_cache import RedisSemanticCache + + class ResponseInput: + text = " " + input_text = "fallback prompt" + + prompt = RedisSemanticCache._get_prompt_from_kwargs(input=ResponseInput()) + + assert prompt == "fallback prompt" + + +def test_redis_semantic_cache_prompt_extraction_handles_object_content(): + from litellm.caching.redis_semantic_cache import RedisSemanticCache + + class ResponseInput: + content = [{"text": "object content prompt"}] + + prompt = RedisSemanticCache._get_prompt_from_kwargs(input=ResponseInput()) + + assert prompt == "object content prompt" + + +def test_redis_semantic_cache_set_cache_skips_blank_responses_input(): + from litellm.caching.redis_semantic_cache import RedisSemanticCache + + redis_semantic_cache = RedisSemanticCache.__new__(RedisSemanticCache) + redis_semantic_cache.llmcache = MagicMock() + + redis_semantic_cache.set_cache( + key="test_key", + value={"content": "Paris"}, + input=" ", + ) + + redis_semantic_cache.llmcache.store.assert_not_called() + + +def test_redis_semantic_cache_get_cache_sets_similarity_on_blank_responses_input(): + from litellm.caching.redis_semantic_cache import RedisSemanticCache + + redis_semantic_cache = RedisSemanticCache.__new__(RedisSemanticCache) + redis_semantic_cache.llmcache = MagicMock() + metadata = {} + + result = redis_semantic_cache.get_cache( + key="test_key", + input=" ", + metadata=metadata, + ) + + assert result is None + assert metadata["semantic-similarity"] == 0.0 + redis_semantic_cache.llmcache.check.assert_not_called() + + +def test_redis_semantic_cache_get_cache_sets_similarity_when_no_results(): + from litellm.caching.redis_semantic_cache import RedisSemanticCache + + redis_semantic_cache = RedisSemanticCache.__new__(RedisSemanticCache) + redis_semantic_cache.llmcache = MagicMock() + redis_semantic_cache.llmcache.check = MagicMock(return_value=[]) + + with patch.object( + redis_semantic_cache, + "_get_cache_key_filter_expression", + return_value="cache-key-filter", + ): + metadata = {} + result = redis_semantic_cache.get_cache( + key="test_key", + input="What is the capital of France?", + metadata=metadata, + ) + + assert result is None + assert metadata["semantic-similarity"] == 0.0 + redis_semantic_cache.llmcache.check.assert_called_once_with( + prompt="What is the capital of France?", + filter_expression="cache-key-filter", + ) + + +@pytest.mark.asyncio +async def test_redis_semantic_cache_async_paths_use_responses_string_input(): + from litellm.caching.redis_semantic_cache import RedisSemanticCache + + redis_semantic_cache = RedisSemanticCache.__new__(RedisSemanticCache) + redis_semantic_cache.similarity_threshold = 0.8 + redis_semantic_cache.llmcache = MagicMock() + redis_semantic_cache.llmcache.astore = AsyncMock() + redis_semantic_cache.llmcache.acheck = AsyncMock( + return_value=[ + { + "prompt": "What is the capital of France?", + "response": '{"content": "Paris"}', + "vector_distance": 0.1, + RedisSemanticCache.CACHE_KEY_FIELD_NAME: "test_key", + } + ] + ) + redis_semantic_cache._get_cache_filters = MagicMock( + return_value={RedisSemanticCache.CACHE_KEY_FIELD_NAME: "test_key"} + ) + redis_semantic_cache._get_ttl = MagicMock(return_value=None) + redis_semantic_cache._get_async_embedding = AsyncMock(return_value=[0.1, 0.2, 0.3]) + + await redis_semantic_cache.async_set_cache( + key="test_key", + value={"content": "Paris"}, + input="What is the capital of France?", + ) + + with patch.object( + redis_semantic_cache, + "_get_cache_key_filter_expression", + return_value="cache-key-filter", + ): + metadata = {} + result = await redis_semantic_cache.async_get_cache( + key="test_key", + input="What is the capital of France?", + metadata=metadata, + ) + + redis_semantic_cache.llmcache.astore.assert_called_once_with( + "What is the capital of France?", + "{'content': 'Paris'}", + vector=[0.1, 0.2, 0.3], + filters={RedisSemanticCache.CACHE_KEY_FIELD_NAME: "test_key"}, + ) + assert result == {"content": "Paris"} + assert metadata["semantic-similarity"] == pytest.approx(0.9) + redis_semantic_cache.llmcache.acheck.assert_called_once_with( + prompt="What is the capital of France?", + vector=[0.1, 0.2, 0.3], + filter_expression="cache-key-filter", + ) + + +@pytest.mark.asyncio +async def test_redis_semantic_cache_async_paths_set_similarity_on_misses(): + from litellm.caching.redis_semantic_cache import RedisSemanticCache + + redis_semantic_cache = RedisSemanticCache.__new__(RedisSemanticCache) + redis_semantic_cache.llmcache = MagicMock() + redis_semantic_cache.llmcache.astore = AsyncMock() + redis_semantic_cache.llmcache.acheck = AsyncMock(return_value=[]) + redis_semantic_cache._get_async_embedding = AsyncMock(return_value=[0.1, 0.2, 0.3]) + + await redis_semantic_cache.async_set_cache( + key="test_key", + value={"content": "Paris"}, + input=" ", + ) + + redis_semantic_cache.llmcache.astore.assert_not_called() + redis_semantic_cache._get_async_embedding.assert_not_called() + + blank_metadata = {} + blank_result = await redis_semantic_cache.async_get_cache( + key="test_key", + input=" ", + metadata=blank_metadata, + ) + + assert blank_result is None + assert blank_metadata["semantic-similarity"] == 0.0 + redis_semantic_cache.llmcache.acheck.assert_not_called() + redis_semantic_cache._get_async_embedding.assert_not_called() + + with patch.object( + redis_semantic_cache, + "_get_cache_key_filter_expression", + return_value="cache-key-filter", + ): + miss_metadata = {} + miss_result = await redis_semantic_cache.async_get_cache( + key="test_key", + input="What is the capital of France?", + metadata=miss_metadata, + ) + + assert miss_result is None + assert miss_metadata["semantic-similarity"] == 0.0 + redis_semantic_cache.llmcache.acheck.assert_called_once_with( + prompt="What is the capital of France?", + vector=[0.1, 0.2, 0.3], + filter_expression="cache-key-filter", + ) + + +def test_cache_get_cache_passes_responses_input_to_backend_cache(): + from litellm.caching.caching import Cache + + cache = Cache.__new__(Cache) + cache.cache = MagicMock() + cache.cache.get_cache = MagicMock(return_value=None) + cache.should_use_cache = MagicMock(return_value=True) + cache.get_cache_key = MagicMock(return_value="test_key") + + metadata = {} + cache.get_cache( + input="What is the capital of France?", + metadata=metadata, + cache={}, + ) + + cache.cache.get_cache.assert_called_once_with( + "test_key", + input="What is the capital of France?", + metadata=metadata, + ) + + +def test_cache_get_cache_filters_sensitive_kwargs_from_backend_cache(): + from litellm.caching.caching import Cache + + cache = Cache.__new__(Cache) + cache.cache = MagicMock() + cache.should_use_cache = MagicMock(return_value=True) + cache.get_cache_key = MagicMock(return_value="test_key") + cache._get_cache_logic = MagicMock(return_value={"content": "Paris"}) + + def _cache_hit(_cache_key, **cache_kwargs): + cache_kwargs["metadata"]["semantic-similarity"] = 0.7 + return {"content": "Paris"} + + cache.cache.get_cache = MagicMock(side_effect=_cache_hit) + + metadata = {"user_api_key": "sk-secret", "trace_id": "trace-id"} + result = cache.get_cache( + input="What is the capital of France?", + metadata=metadata, + cache={"s-maxage": 10}, + api_key="sk-secret", + headers={"authorization": "Bearer sk-secret"}, + ) + + assert result == {"content": "Paris"} + assert metadata == { + "user_api_key": "sk-secret", + "trace_id": "trace-id", + "semantic-similarity": 0.7, + } + + forwarded_kwargs = cache.cache.get_cache.call_args.kwargs + assert forwarded_kwargs == { + "input": "What is the capital of France?", + "metadata": {"semantic-similarity": 0.7}, + } + assert forwarded_kwargs["metadata"] is not metadata + cache._get_cache_logic.assert_called_once_with( + cached_result={"content": "Paris"}, + max_age=10, + ) + + +def test_cache_get_cache_filters_sensitive_kwargs_without_metadata(): + from litellm.caching.caching import Cache + + cache = Cache.__new__(Cache) + cache.cache = MagicMock() + cache.cache.get_cache = MagicMock(return_value={"content": "Paris"}) + cache.should_use_cache = MagicMock(return_value=True) + cache.get_cache_key = MagicMock(return_value="test_key") + cache._get_cache_logic = MagicMock(return_value={"content": "Paris"}) + + result = cache.get_cache( + input="What is the capital of France?", + cache={"s-maxage": 10}, + api_key="sk-secret", + headers={"authorization": "Bearer sk-secret"}, + ) + + assert result == {"content": "Paris"} + cache.cache.get_cache.assert_called_once_with( + "test_key", + input="What is the capital of France?", + ) + + +def test_cache_get_cache_passes_responses_input_to_dynamic_cache(): + from litellm.caching.caching import Cache + + cache = Cache.__new__(Cache) + cache.should_use_cache = MagicMock(return_value=True) + cache.get_cache_key = MagicMock(return_value="test_key") + cache._get_cache_logic = MagicMock(return_value={"content": "Paris"}) + dynamic_cache_object = MagicMock() + dynamic_cache_object.get_cache = MagicMock(return_value={"content": "Paris"}) + + metadata = {} + result = cache.get_cache( + dynamic_cache_object=dynamic_cache_object, + input="What is the capital of France?", + metadata=metadata, + cache={}, + ) + + assert result == {"content": "Paris"} + dynamic_cache_object.get_cache.assert_called_once_with( + "test_key", + input="What is the capital of France?", + metadata=metadata, + ) + cache._get_cache_logic.assert_called_once_with( + cached_result={"content": "Paris"}, + max_age=float("inf"), + ) diff --git a/tests/test_litellm/integrations/focus/test_focus_gcs_destination.py b/tests/test_litellm/integrations/focus/test_focus_gcs_destination.py new file mode 100644 index 00000000000..35cdb18326a --- /dev/null +++ b/tests/test_litellm/integrations/focus/test_focus_gcs_destination.py @@ -0,0 +1,180 @@ +"""Tests for FocusGCSDestination.""" + +from __future__ import annotations + +from datetime import datetime, timezone +from unittest.mock import AsyncMock, MagicMock, patch + +import pytest + +from litellm.integrations.focus.destinations.base import FocusTimeWindow + + +def _make_window(frequency: str = "hourly") -> FocusTimeWindow: + return FocusTimeWindow( + start_time=datetime(2026, 1, 1, 10, 0, 0, tzinfo=timezone.utc), + end_time=datetime(2026, 1, 1, 11, 0, 0, tzinfo=timezone.utc), + frequency=frequency, + ) + + +@pytest.mark.asyncio +async def test_deliver_posts_to_gcs_upload_endpoint(): + """deliver() must POST raw bytes to the GCS upload endpoint.""" + from litellm.integrations.focus.destinations.gcs_destination import ( + FocusGCSDestination, + ) + + dest = FocusGCSDestination( + prefix="focus_exports", + config={"bucket_name": "my-bucket", "service_account_json": None}, + ) + + mock_response = MagicMock() + mock_response.status_code = 200 + + mock_client = MagicMock() + mock_client.post = AsyncMock(return_value=mock_response) + dest.async_httpx_client = mock_client + + with patch.object( + dest, + "construct_request_headers", + new=AsyncMock(return_value={"Authorization": "Bearer tok-123"}), + ): + await dest.deliver( + content=b"col1,col2\nval1,val2\n", + time_window=_make_window(), + filename="usage_20260101T100000Z_20260101T110000Z.csv", + ) + + mock_client.post.assert_called_once() + call_kwargs = mock_client.post.call_args + url = call_kwargs.kwargs.get("url") or call_kwargs.args[0] + assert "my-bucket" in url + assert "uploadType=media" in url + headers = call_kwargs.kwargs["headers"] + assert headers["Authorization"] == "Bearer tok-123" + + +@pytest.mark.asyncio +async def test_deliver_raises_on_gcs_error(): + """deliver() must raise RuntimeError when GCS returns non-200.""" + from litellm.integrations.focus.destinations.gcs_destination import ( + FocusGCSDestination, + ) + + dest = FocusGCSDestination( + prefix="focus_exports", + config={"bucket_name": "my-bucket"}, + ) + + mock_response = MagicMock() + mock_response.status_code = 403 + mock_response.text = "Permission denied" + + mock_client = MagicMock() + mock_client.post = AsyncMock(return_value=mock_response) + dest.async_httpx_client = mock_client + + with patch.object( + dest, + "construct_request_headers", + new=AsyncMock(return_value={"Authorization": "Bearer tok-bad"}), + ): + with pytest.raises(RuntimeError, match="GCS upload failed"): + await dest.deliver( + content=b"data", + time_window=_make_window(), + filename="usage.csv", + ) + + +def test_build_object_key_hourly(): + """Hourly key must include date= and hour= components.""" + from litellm.integrations.focus.destinations.gcs_destination import ( + FocusGCSDestination, + ) + + dest = FocusGCSDestination(prefix="focus_exports", config={"bucket_name": "b"}) + key = dest._build_object_key( + time_window=_make_window("hourly"), filename="usage.parquet" + ) + + assert key == "focus_exports/date=2026-01-01/hour=10/usage.parquet" + + +def test_build_object_key_daily(): + """Daily key must include date= but not hour=.""" + from litellm.integrations.focus.destinations.gcs_destination import ( + FocusGCSDestination, + ) + + dest = FocusGCSDestination(prefix="focus_exports", config={"bucket_name": "b"}) + window = FocusTimeWindow( + start_time=datetime(2026, 1, 1, 0, 0, 0, tzinfo=timezone.utc), + end_time=datetime(2026, 1, 2, 0, 0, 0, tzinfo=timezone.utc), + frequency="daily", + ) + key = dest._build_object_key(time_window=window, filename="usage.parquet") + + assert key == "focus_exports/date=2026-01-01/usage.parquet" + + +def test_missing_bucket_name_raises(): + """Constructing without bucket_name must raise ValueError.""" + from litellm.integrations.focus.destinations.gcs_destination import ( + FocusGCSDestination, + ) + + with pytest.raises(ValueError, match="bucket_name"): + FocusGCSDestination(prefix="focus_exports", config={}) + + +def test_global_gcs_service_account_not_overwritten_when_absent(monkeypatch): + """service_account_json absent from config must not overwrite GCS_PATH_SERVICE_ACCOUNT. + + GCSBucketBase sets self.path_service_account_json from GCS_PATH_SERVICE_ACCOUNT. + If config has no service_account_json key, we must leave the parent value intact + so deployments using the global credential don't silently fall back to ADC. + """ + monkeypatch.setenv("GCS_PATH_SERVICE_ACCOUNT", "/global/sa.json") + + from litellm.integrations.focus.destinations.gcs_destination import ( + FocusGCSDestination, + ) + + dest = FocusGCSDestination(prefix="focus_exports", config={"bucket_name": "b"}) + + assert dest.path_service_account_json == "/global/sa.json" + + +def test_explicit_service_account_overrides_global(monkeypatch): + """Explicit service_account_json in config must take precedence over GCS_PATH_SERVICE_ACCOUNT.""" + monkeypatch.setenv("GCS_PATH_SERVICE_ACCOUNT", "/global/sa.json") + + from litellm.integrations.focus.destinations.gcs_destination import ( + FocusGCSDestination, + ) + + dest = FocusGCSDestination( + prefix="focus_exports", + config={"bucket_name": "b", "service_account_json": "/focus/sa.json"}, + ) + + assert dest.path_service_account_json == "/focus/sa.json" + + +def test_factory_creates_gcs_destination(monkeypatch): + """FocusDestinationFactory.create(provider='gcs') must return FocusGCSDestination.""" + monkeypatch.setenv("FOCUS_GCS_BUCKET_NAME", "env-bucket") + + from litellm.integrations.focus.destinations.factory import FocusDestinationFactory + from litellm.integrations.focus.destinations.gcs_destination import ( + FocusGCSDestination, + ) + + dest = FocusDestinationFactory.create(provider="gcs", prefix="focus_exports") + + assert isinstance(dest, FocusGCSDestination) + assert dest.BUCKET_NAME == "env-bucket" diff --git a/tests/test_litellm/litellm_core_utils/llm_cost_calc/test_tool_call_cost_tracking.py b/tests/test_litellm/litellm_core_utils/llm_cost_calc/test_tool_call_cost_tracking.py index a04f6407e4b..c43291566b6 100644 --- a/tests/test_litellm/litellm_core_utils/llm_cost_calc/test_tool_call_cost_tracking.py +++ b/tests/test_litellm/litellm_core_utils/llm_cost_calc/test_tool_call_cost_tracking.py @@ -1,17 +1,14 @@ -import json import os import sys -from unittest.mock import MagicMock import pytest -from fastapi.testclient import TestClient import litellm from litellm.litellm_core_utils.llm_cost_calc.tool_call_cost_tracking import ( StandardBuiltInToolCostTracking, ) from litellm.types.llms.openai import FileSearchTool, WebSearchOptions -from litellm.types.utils import ModelInfo, ModelResponse, StandardBuiltInToolsParams +from litellm.types.utils import ModelResponse, StandardBuiltInToolsParams sys.path.insert( 0, os.path.abspath("../../..") @@ -139,6 +136,22 @@ def test_get_cost_for_anthropic_web_search(): assert cost > 0.0 +def test_get_cost_for_anthropic_web_search_with_server_tool_use_dict(): + """ + Anthropic-compatible passthrough responses can construct Usage from a raw + usage payload. Ensure dict server_tool_use values are normalized before + built-in tool cost tracking reads server_tool_use.web_search_requests. + """ + from litellm.types.utils import ServerToolUse, Usage + + usage = Usage(server_tool_use={"web_search_requests": 1}) + + assert isinstance(usage.server_tool_use, ServerToolUse) + assert StandardBuiltInToolCostTracking.response_object_includes_web_search_call( + response_object=None, usage=usage + ) + + @pytest.mark.parametrize( "model", ["gemini/gemini-2.0-flash-001", "gemini-2.0-flash-001"] ) diff --git a/tests/test_litellm/llms/anthropic/chat/test_anthropic_chat_transformation.py b/tests/test_litellm/llms/anthropic/chat/test_anthropic_chat_transformation.py index 4c330312930..75038574c63 100644 --- a/tests/test_litellm/llms/anthropic/chat/test_anthropic_chat_transformation.py +++ b/tests/test_litellm/llms/anthropic/chat/test_anthropic_chat_transformation.py @@ -5092,6 +5092,175 @@ def test_map_tool_helper_collision_prefers_definitions_over_components_schemas() assert transformed["input_schema"]["properties"]["from_components"] == expected +BILLING_HEADER_BLOCK = { + "type": "text", + "text": "x-anthropic-billing-header: cc_version=1.0.abc; cc_entrypoint=cli; cch=00000;", +} + + +def _system_with_billing_header(real_text: str) -> list: + return [ + { + "role": "system", + "content": [BILLING_HEADER_BLOCK, {"type": "text", "text": real_text}], + } + ] + + +def test_translate_system_message_keeps_billing_header_for_first_party_anthropic(): + config = AnthropicConfig() + assert config.should_strip_billing_metadata() is False + + result = config.translate_system_message( + messages=_system_with_billing_header( + "You are Claude Code, Anthropic's official CLI for Claude." + ) + ) + + texts = [block["text"] for block in result] + assert any(t.startswith("x-anthropic-billing-header:") for t in texts) + assert "You are Claude Code, Anthropic's official CLI for Claude." in texts + + +def test_translate_system_message_strips_billing_header_for_bedrock(): + from litellm.llms.bedrock.claude_platform.transformation import ( + BedrockClaudePlatformConfig, + ) + + config = BedrockClaudePlatformConfig() + assert config.should_strip_billing_metadata() is True + + result = config.translate_system_message( + messages=_system_with_billing_header("real system prompt") + ) + + texts = [block["text"] for block in result] + assert all(not t.startswith("x-anthropic-billing-header:") for t in texts) + assert "real system prompt" in texts + + +def test_anthropic_messages_request_keeps_billing_header_for_first_party(): + from litellm.types.router import GenericLiteLLMParams + + config = AnthropicMessagesConfig() + assert config.should_strip_billing_metadata() is False + + optional_params = { + "max_tokens": 16, + "system": [ + BILLING_HEADER_BLOCK, + {"type": "text", "text": "real system prompt"}, + ], + } + result = config.transform_anthropic_messages_request( + model="claude-3-5-sonnet-latest", + messages=[{"role": "user", "content": "hi"}], + anthropic_messages_optional_request_params=optional_params, + litellm_params=GenericLiteLLMParams(), + headers={}, + ) + + texts = [block["text"] for block in result["system"]] + assert any(t.startswith("x-anthropic-billing-header:") for t in texts) + + +def test_anthropic_messages_request_strips_billing_header_for_minimax(): + from litellm.llms.minimax.messages.transformation import MinimaxMessagesConfig + from litellm.types.router import GenericLiteLLMParams + + config = MinimaxMessagesConfig() + assert config.should_strip_billing_metadata() is True + + optional_params = { + "max_tokens": 16, + "system": [ + BILLING_HEADER_BLOCK, + {"type": "text", "text": "real system prompt"}, + ], + } + result = config.transform_anthropic_messages_request( + model="MiniMax-M2", + messages=[{"role": "user", "content": "hi"}], + anthropic_messages_optional_request_params=optional_params, + litellm_params=GenericLiteLLMParams(), + headers={}, + ) + + texts = [block["text"] for block in result.get("system", [])] + assert all(not t.startswith("x-anthropic-billing-header:") for t in texts) + + +def test_translate_system_message_strips_billing_header_for_bedrock_invoke(): + from litellm.llms.bedrock.chat.invoke_transformations.anthropic_claude3_transformation import ( + AmazonAnthropicClaudeConfig, + ) + + config = AmazonAnthropicClaudeConfig() + assert config.should_strip_billing_metadata() is True + + result = config.translate_system_message( + messages=_system_with_billing_header("real system prompt") + ) + + texts = [block["text"] for block in result] + assert all(not t.startswith("x-anthropic-billing-header:") for t in texts) + assert "real system prompt" in texts + + +@pytest.mark.parametrize( + "module_path, class_name, expected_strip", + [ + ("litellm.llms.anthropic.chat.transformation", "AnthropicConfig", False), + ( + "litellm.llms.anthropic.experimental_pass_through.messages.transformation", + "AnthropicMessagesConfig", + False, + ), + ( + "litellm.llms.bedrock.claude_platform.transformation", + "BedrockClaudePlatformConfig", + True, + ), + ( + "litellm.llms.bedrock.chat.invoke_transformations.anthropic_claude3_transformation", + "AmazonAnthropicClaudeConfig", + True, + ), + ( + "litellm.llms.vertex_ai.vertex_ai_partner_models.anthropic.transformation", + "VertexAIAnthropicConfig", + True, + ), + ( + "litellm.llms.azure_ai.anthropic.transformation", + "AzureAnthropicConfig", + True, + ), + ("litellm.llms.minimax.messages.transformation", "MinimaxMessagesConfig", True), + ( + "litellm.llms.azure_ai.anthropic.messages_transformation", + "AzureAnthropicMessagesConfig", + True, + ), + ( + "litellm.llms.deepseek.messages.transformation", + "DeepSeekAnthropicMessagesConfig", + True, + ), + ( + "litellm.llms.vertex_ai.vertex_ai_partner_models.anthropic.experimental_pass_through.transformation", + "VertexAIPartnerModelsAnthropicMessagesConfig", + True, + ), + ], +) +def test_should_strip_billing_metadata_by_provider( + module_path, class_name, expected_strip +): + import importlib + + config_cls = getattr(importlib.import_module(module_path), class_name) + assert config_cls().should_strip_billing_metadata() is expected_strip def test_namespace_tool_flat_nested_tools_are_extracted(): """Codex sends nested tools in flat format {type, name, description, parameters} with no 'function' wrapper. These must be normalized and mapped without raising KeyError: 'function'.""" diff --git a/tests/test_litellm/llms/bedrock/chat/test_converse_transformation.py b/tests/test_litellm/llms/bedrock/chat/test_converse_transformation.py index a6aa35ee6d1..ed978113b8b 100644 --- a/tests/test_litellm/llms/bedrock/chat/test_converse_transformation.py +++ b/tests/test_litellm/llms/bedrock/chat/test_converse_transformation.py @@ -1467,11 +1467,10 @@ def test_transform_request_with_function_tool(): ) # Verify the structure - assert "additionalModelRequestFields" in request_data - additional_fields = request_data["additionalModelRequestFields"] + # Function tools are not computer use tools, so they don't get anthropic_beta — + # additionalModelRequestFields should be absent (not serialized as empty {}) + assert "additionalModelRequestFields" not in request_data - # Function tools are not computer use tools, so they don't get anthropic_beta - # They are processed through the regular tool config assert "toolConfig" in request_data assert "tools" in request_data["toolConfig"] assert len(request_data["toolConfig"]["tools"]) == 1 diff --git a/tests/test_litellm/llms/bedrock/files/test_bedrock_files_transformation.py b/tests/test_litellm/llms/bedrock/files/test_bedrock_files_transformation.py index ba41fc47e8b..4731be13e78 100644 --- a/tests/test_litellm/llms/bedrock/files/test_bedrock_files_transformation.py +++ b/tests/test_litellm/llms/bedrock/files/test_bedrock_files_transformation.py @@ -128,6 +128,70 @@ class TestBedrockFilesTransformation: # Must have messages assert "messages" in model_input + # Nova Pro rejects empty additionalModelRequestFields / system — they must be absent + assert ( + "additionalModelRequestFields" not in model_input + ), "Nova: empty additionalModelRequestFields must be omitted, not serialized as {}" + assert ( + "system" not in model_input + ), "Nova: empty system must be omitted, not serialized as []" + + def test_nova_batch_jsonl_omits_empty_converse_fields(self): + """ + Regression test: Amazon Nova Pro returns 400 Malformed input request when + additionalModelRequestFields or system are present but empty in the Converse + API payload. The proxy must strip these keys when they carry no data. + """ + from litellm.llms.bedrock.files.transformation import BedrockFilesConfig + + config = BedrockFilesConfig() + + openai_jsonl_content = [ + { + "custom_id": "req-0", + "method": "POST", + "url": "/v1/chat/completions", + "body": { + "model": "us.amazon.nova-pro-v1:0", + "messages": [ + { + "role": "user", + "content": "What is 1 + 1? Answer with just the number.", + } + ], + "max_tokens": 16, + }, + } + ] + + result = config._transform_openai_jsonl_content_to_bedrock_jsonl_content( + openai_jsonl_content + ) + + assert len(result) == 1 + model_input = result[0]["modelInput"] + + assert ( + "additionalModelRequestFields" not in model_input + or model_input["additionalModelRequestFields"] + ), "additionalModelRequestFields must be absent or non-empty — Nova rejects {}" + assert ( + "system" not in model_input or model_input["system"] + ), "system must be absent or non-empty — Nova rejects []" + + # Validate the exact shape AWS accepts + assert model_input == { + "messages": [ + { + "role": "user", + "content": [ + {"text": "What is 1 + 1? Answer with just the number."} + ], + } + ], + "inferenceConfig": {"maxTokens": 16}, + } + def test_nova_image_content_uses_converse_image_blocks(self): """ Test that image_url content blocks are converted to Bedrock Converse diff --git a/tests/test_litellm/llms/bedrock_mantle/test_bedrock_mantle_responses_transformation.py b/tests/test_litellm/llms/bedrock_mantle/test_bedrock_mantle_responses_transformation.py index e2133d56f89..92b5ca7b10b 100644 --- a/tests/test_litellm/llms/bedrock_mantle/test_bedrock_mantle_responses_transformation.py +++ b/tests/test_litellm/llms/bedrock_mantle/test_bedrock_mantle_responses_transformation.py @@ -12,6 +12,11 @@ import sys sys.path.insert(0, os.path.abspath("../../../../..")) import pytest +from botocore.exceptions import ( + ConnectTimeoutError, + PartialCredentialsError, + ProfileNotFound, +) import litellm from litellm.llms.bedrock_mantle.responses.transformation import ( @@ -114,16 +119,15 @@ class TestBedrockMantleResponsesAuth: ) assert headers["Authorization"] == "Bearer bearer-key" - def test_missing_key_raises(self, monkeypatch): + def test_missing_bearer_does_not_raise_in_validate_environment(self, monkeypatch): + # SigV4 may still apply, so validate_environment must defer instead of raising. monkeypatch.delenv("BEDROCK_MANTLE_API_KEY", raising=False) monkeypatch.delenv("AWS_BEARER_TOKEN_BEDROCK", raising=False) cfg = BedrockMantleResponsesAPIConfig() - with pytest.raises(ValueError, match="Bedrock Mantle API key"): - cfg.validate_environment( - headers={}, - model="openai.gpt-5.5", - litellm_params=GenericLiteLLMParams(), - ) + headers = cfg.validate_environment( + headers={}, model="openai.gpt-5.5", litellm_params=GenericLiteLLMParams() + ) + assert "Authorization" not in headers def test_custom_llm_provider(self): cfg = BedrockMantleResponsesAPIConfig() @@ -261,6 +265,386 @@ def local_cost_map(monkeypatch): litellm.get_model_info.cache_clear() +class TestBedrockMantleResponsesSigV4: + def test_bearer_short_circuits_without_credentials(self, monkeypatch): + from unittest.mock import MagicMock + from litellm.llms.bedrock.base_aws_llm import BaseAWSLLM + + monkeypatch.delenv("AWS_BEARER_TOKEN_BEDROCK", raising=False) + monkeypatch.delenv("BEDROCK_MANTLE_API_KEY", raising=False) + + signer = BaseAWSLLM() + signer.get_credentials = MagicMock( + side_effect=AssertionError("get_credentials must not run for bearer auth") + ) + cfg = BedrockMantleResponsesAPIConfig(aws_signer=signer) + + headers, signed_body = cfg.sign_request( + headers={}, + optional_params={}, + request_data={"input": "hi"}, + api_base="https://bedrock-mantle.us-east-2.api.aws/openai/v1/responses", + api_key="bearer-from-config", + ) + assert headers["Authorization"] == "Bearer bearer-from-config" + assert signed_body == b'{"input": "hi"}' + signer.get_credentials.assert_not_called() + + def test_bearer_resolved_from_mantle_env_key(self, monkeypatch): + from unittest.mock import MagicMock + from litellm.llms.bedrock.base_aws_llm import BaseAWSLLM + + monkeypatch.delenv("AWS_BEARER_TOKEN_BEDROCK", raising=False) + monkeypatch.setenv("BEDROCK_MANTLE_API_KEY", "env-bearer") + + signer = BaseAWSLLM() + signer.get_credentials = MagicMock( + side_effect=AssertionError("get_credentials must not run for bearer auth") + ) + cfg = BedrockMantleResponsesAPIConfig(aws_signer=signer) + + headers, _ = cfg.sign_request( + headers={}, + optional_params={}, + request_data={"input": "hi"}, + api_base="https://bedrock-mantle.us-east-2.api.aws/openai/v1/responses", + api_key=None, + ) + assert headers["Authorization"] == "Bearer env-bearer" + + def test_bearer_arg_takes_priority_over_mantle_env_key(self, monkeypatch): + # The passed api_key (e.g. litellm_params.api_key) must win over the env + # bearer; a reordered precedence chain would silently use the wrong token. + from unittest.mock import MagicMock + from litellm.llms.bedrock.base_aws_llm import BaseAWSLLM + + monkeypatch.delenv("AWS_BEARER_TOKEN_BEDROCK", raising=False) + monkeypatch.setenv("BEDROCK_MANTLE_API_KEY", "env-bearer") + + signer = BaseAWSLLM() + signer.get_credentials = MagicMock( + side_effect=AssertionError("get_credentials must not run for bearer auth") + ) + cfg = BedrockMantleResponsesAPIConfig(aws_signer=signer) + + headers, _ = cfg.sign_request( + headers={}, + optional_params={}, + request_data={"input": "hi"}, + api_base="https://bedrock-mantle.us-east-2.api.aws/openai/v1/responses", + api_key="arg-bearer", + ) + assert headers["Authorization"] == "Bearer arg-bearer" + signer.get_credentials.assert_not_called() + + def test_access_key_produces_sigv4_headers(self, monkeypatch): + from litellm.llms.bedrock.base_aws_llm import BaseAWSLLM + + monkeypatch.delenv("AWS_BEARER_TOKEN_BEDROCK", raising=False) + monkeypatch.delenv("BEDROCK_MANTLE_API_KEY", raising=False) + + cfg = BedrockMantleResponsesAPIConfig(aws_signer=BaseAWSLLM()) + headers, signed_body = cfg.sign_request( + headers={}, + optional_params={ + "aws_access_key_id": "AKIAEXAMPLE", + "aws_secret_access_key": "c2VjcmV0LXRlc3Qtc2VjcmV0LXRlc3Qtc2VjcmV0", + "aws_session_token": "session-token-test", + "aws_region_name": "us-east-2", + }, + request_data={"input": "hi"}, + api_base="https://bedrock-mantle.us-east-2.api.aws/openai/v1/responses", + api_key=None, + ) + assert headers["Authorization"].startswith("AWS4-HMAC-SHA256") + assert "Credential=AKIAEXAMPLE/" in headers["Authorization"] + assert "/us-east-2/bedrock/aws4_request" in headers["Authorization"] + assert "X-Amz-Date" in headers + assert headers["X-Amz-Security-Token"] == "session-token-test" + assert signed_body == b'{"input": "hi"}' + + def test_assume_role_path_produces_sigv4_headers(self, monkeypatch): + from unittest.mock import MagicMock + from botocore.credentials import Credentials + from litellm.llms.bedrock.base_aws_llm import BaseAWSLLM + + monkeypatch.delenv("AWS_BEARER_TOKEN_BEDROCK", raising=False) + monkeypatch.delenv("BEDROCK_MANTLE_API_KEY", raising=False) + + signer = BaseAWSLLM() + signer.get_credentials = MagicMock( + return_value=Credentials( + access_key="ASIAEXAMPLE", + secret_key="YXNzdW1lZC1yb2xlLXNlY3JldC1hc3N1bWVk", + token="assumed-session-token", + ) + ) + cfg = BedrockMantleResponsesAPIConfig(aws_signer=signer) + + headers, _ = cfg.sign_request( + headers={}, + optional_params={ + "aws_role_name": "arn:aws:iam::000000000000:role/test-role", + "aws_session_name": "litellm-test", + "aws_region_name": "us-east-2", + }, + request_data={"input": "hi"}, + api_base="https://bedrock-mantle.us-east-2.api.aws/openai/v1/responses", + api_key=None, + ) + signer.get_credentials.assert_called_once() + call = signer.get_credentials.call_args.kwargs + assert call["aws_role_name"] == "arn:aws:iam::000000000000:role/test-role" + assert call["aws_session_name"] == "litellm-test" + assert headers["Authorization"].startswith("AWS4-HMAC-SHA256") + assert "/us-east-2/bedrock/aws4_request" in headers["Authorization"] + + def test_signed_body_matches_final_data_after_normalize(self, monkeypatch): + """Core regression: the signed bytes must equal the bytes actually sent. + + Sign the *final* data dict and assert the returned signed_body decodes to + exactly that dict, so a later change to the data would break the SigV4 hash. + """ + import json + from litellm.llms.bedrock.base_aws_llm import BaseAWSLLM + + monkeypatch.delenv("AWS_BEARER_TOKEN_BEDROCK", raising=False) + monkeypatch.delenv("BEDROCK_MANTLE_API_KEY", raising=False) + + final_data = {"model": "openai.gpt-5.5", "input": "hi", "max_output_tokens": 16} + cfg = BedrockMantleResponsesAPIConfig(aws_signer=BaseAWSLLM()) + _, signed_body = cfg.sign_request( + headers={}, + optional_params={ + "aws_access_key_id": "AKIAEXAMPLE", + "aws_secret_access_key": "c2VjcmV0LXRlc3Qtc2VjcmV0LXRlc3Qtc2VjcmV0", + "aws_region_name": "us-east-2", + }, + request_data=final_data, + api_base="https://bedrock-mantle.us-east-2.api.aws/openai/v1/responses", + api_key=None, + ) + assert signed_body is not None + assert json.loads(signed_body) == final_data + + def test_region_comes_from_optional_params(self, monkeypatch): + from litellm.llms.bedrock.base_aws_llm import BaseAWSLLM + + monkeypatch.delenv("AWS_BEARER_TOKEN_BEDROCK", raising=False) + monkeypatch.delenv("BEDROCK_MANTLE_API_KEY", raising=False) + monkeypatch.delenv("AWS_REGION", raising=False) + monkeypatch.delenv("AWS_REGION_NAME", raising=False) + + cfg = BedrockMantleResponsesAPIConfig(aws_signer=BaseAWSLLM()) + headers, _ = cfg.sign_request( + headers={}, + optional_params={ + "aws_access_key_id": "AKIAEXAMPLE", + "aws_secret_access_key": "c2VjcmV0LXRlc3Qtc2VjcmV0LXRlc3Qtc2VjcmV0", + "aws_region_name": "eu-west-1", + }, + request_data={"input": "hi"}, + api_base="https://bedrock-mantle.eu-west-1.api.aws/openai/v1/responses", + api_key=None, + ) + assert "/eu-west-1/bedrock/aws4_request" in headers["Authorization"] + + def test_url_region_and_sigv4_region_agree_from_litellm_params(self, monkeypatch): + """Adversarial-review regression: a caller-supplied aws_region_name (no region + env set) must shape BOTH the URL host and the SigV4 credential scope, or the + request is signed for one region and sent to another -> 401. + """ + monkeypatch.delenv("BEDROCK_MANTLE_REGION", raising=False) + monkeypatch.delenv("BEDROCK_MANTLE_API_BASE", raising=False) + monkeypatch.delenv("AWS_REGION", raising=False) + monkeypatch.delenv("AWS_REGION_NAME", raising=False) + monkeypatch.delenv("AWS_BEARER_TOKEN_BEDROCK", raising=False) + monkeypatch.delenv("BEDROCK_MANTLE_API_KEY", raising=False) + + from litellm.llms.bedrock.base_aws_llm import BaseAWSLLM + + params = { + "aws_region_name": "ap-southeast-2", + "aws_access_key_id": "AKIAEXAMPLE", + "aws_secret_access_key": "c2VjcmV0LXRlc3Qtc2VjcmV0LXRlc3Qtc2VjcmV0", + } + cfg = BedrockMantleResponsesAPIConfig(aws_signer=BaseAWSLLM()) + url = cfg.get_complete_url(api_base=None, litellm_params=params) + assert ( + url == "https://bedrock-mantle.ap-southeast-2.api.aws/openai/v1/responses" + ) + + headers, _ = cfg.sign_request( + headers={}, + optional_params=params, + request_data={"input": "hi"}, + api_base=url, + api_key=None, + ) + assert "/ap-southeast-2/bedrock/aws4_request" in headers["Authorization"] + + def test_injected_default_region_base_does_not_override_aws_region_name( + self, monkeypatch + ): + """2nd-round adversarial regression: responses/main.py auto-injects + litellm_params.api_base = https://bedrock-mantle..api.aws/v1 (default + region, ignoring aws_region_name). The config must still pin BOTH the URL host + and the SigV4 scope to aws_region_name, or the IAM deployment 401s. A naive + 'resolve region only when api_base is None' fix would fail this test. + """ + monkeypatch.delenv("BEDROCK_MANTLE_REGION", raising=False) + monkeypatch.delenv("BEDROCK_MANTLE_API_BASE", raising=False) + monkeypatch.delenv("AWS_REGION", raising=False) + monkeypatch.delenv("AWS_REGION_NAME", raising=False) + monkeypatch.delenv("AWS_BEARER_TOKEN_BEDROCK", raising=False) + monkeypatch.delenv("BEDROCK_MANTLE_API_KEY", raising=False) + + from litellm.llms.bedrock.base_aws_llm import BaseAWSLLM + + injected_base = "https://bedrock-mantle.us-east-1.api.aws/v1" # default region + params = { + "aws_region_name": "us-east-2", # what the caller actually wants + "api_base": injected_base, + "aws_access_key_id": "AKIAEXAMPLE", + "aws_secret_access_key": "c2VjcmV0LXRlc3Qtc2VjcmV0LXRlc3Qtc2VjcmV0", + } + cfg = BedrockMantleResponsesAPIConfig(aws_signer=BaseAWSLLM()) + url = cfg.get_complete_url(api_base=injected_base, litellm_params=params) + assert url == "https://bedrock-mantle.us-east-2.api.aws/openai/v1/responses" + + headers, _ = cfg.sign_request( + headers={}, + optional_params=params, + request_data={"input": "hi"}, + api_base=url, + api_key=None, + ) + assert "/us-east-2/bedrock/aws4_request" in headers["Authorization"] + assert "us-east-1" not in headers["Authorization"] + + def test_custom_proxy_host_is_preserved(self, monkeypatch): + """A genuinely custom (non-Mantle) api_base host must be preserved, not rewritten + to a bedrock-mantle host. Only standard Mantle hosts are region-pinned. + """ + monkeypatch.delenv("BEDROCK_MANTLE_API_BASE", raising=False) + cfg = BedrockMantleResponsesAPIConfig() + url = cfg.get_complete_url( + api_base="https://mantle-proxy.internal.example/openai/v1", + litellm_params={"aws_region_name": "us-east-2"}, + ) + assert url == "https://mantle-proxy.internal.example/openai/v1/responses" + + def test_caller_authorization_does_not_override_sigv4(self, monkeypatch): + """Adversarial-review regression: a caller-supplied Authorization header (e.g. + from extra_headers, surviving the relaxed validate_environment) must not clobber + the SigV4 Authorization that _sign_request would otherwise restore. + """ + monkeypatch.delenv("AWS_BEARER_TOKEN_BEDROCK", raising=False) + monkeypatch.delenv("BEDROCK_MANTLE_API_KEY", raising=False) + + from litellm.llms.bedrock.base_aws_llm import BaseAWSLLM + + cfg = BedrockMantleResponsesAPIConfig(aws_signer=BaseAWSLLM()) + headers, _ = cfg.sign_request( + headers={"Authorization": "Bearer stale-caller-token"}, + optional_params={ + "aws_access_key_id": "AKIAEXAMPLE", + "aws_secret_access_key": "c2VjcmV0LXRlc3Qtc2VjcmV0LXRlc3Qtc2VjcmV0", + "aws_region_name": "us-east-2", + }, + request_data={"input": "hi"}, + api_base="https://bedrock-mantle.us-east-2.api.aws/openai/v1/responses", + api_key=None, + ) + assert headers["Authorization"].startswith("AWS4-HMAC-SHA256") + assert "Bearer stale-caller-token" not in headers["Authorization"] + + def test_no_bearer_and_no_credentials_raises_both_paths(self, monkeypatch): + from unittest.mock import MagicMock + from botocore.exceptions import NoCredentialsError + from litellm.llms.bedrock.base_aws_llm import BaseAWSLLM + + monkeypatch.delenv("BEDROCK_MANTLE_API_KEY", raising=False) + monkeypatch.delenv("AWS_BEARER_TOKEN_BEDROCK", raising=False) + + signer = BaseAWSLLM() + signer.get_credentials = MagicMock(side_effect=NoCredentialsError()) + cfg = BedrockMantleResponsesAPIConfig(aws_signer=signer) + + with pytest.raises(ValueError) as exc: + cfg.sign_request( + headers={}, + optional_params={"aws_region_name": "us-east-2"}, + request_data={"input": "hi"}, + api_base="https://bedrock-mantle.us-east-2.api.aws/openai/v1/responses", + api_key=None, + ) + msg = str(exc.value) + assert "Bearer" in msg + assert "SigV4" in msg or "IAM" in msg + + @pytest.mark.parametrize( + "cred_error", + [ + PartialCredentialsError(provider="env", cred_var="aws_secret_access_key"), + ProfileNotFound(profile="missing-profile"), + ], + ) + def test_partial_credentials_raises_both_paths(self, monkeypatch, cred_error): + from unittest.mock import MagicMock + from litellm.llms.bedrock.base_aws_llm import BaseAWSLLM + + monkeypatch.delenv("BEDROCK_MANTLE_API_KEY", raising=False) + monkeypatch.delenv("AWS_BEARER_TOKEN_BEDROCK", raising=False) + + signer = BaseAWSLLM() + signer.get_credentials = MagicMock(side_effect=cred_error) + cfg = BedrockMantleResponsesAPIConfig(aws_signer=signer) + + with pytest.raises(ValueError) as exc: + cfg.sign_request( + headers={}, + optional_params={"aws_region_name": "us-east-2"}, + request_data={"input": "hi"}, + api_base="https://bedrock-mantle.us-east-2.api.aws/openai/v1/responses", + api_key=None, + ) + msg = str(exc.value) + assert "Bearer" in msg + assert "SigV4" in msg or "IAM" in msg + + def test_sts_transport_error_is_not_masked_as_credentials(self, monkeypatch): + # An AssumeRole / web-identity flow hits STS over the network, so a transient + # connection error must surface as itself, not be rewritten into the + # "no usable AWS credentials" message that would send the user to fix the + # wrong thing. + from unittest.mock import MagicMock + from litellm.llms.bedrock.base_aws_llm import BaseAWSLLM + + monkeypatch.delenv("BEDROCK_MANTLE_API_KEY", raising=False) + monkeypatch.delenv("AWS_BEARER_TOKEN_BEDROCK", raising=False) + + signer = BaseAWSLLM() + signer.get_credentials = MagicMock( + side_effect=ConnectTimeoutError( + endpoint_url="https://sts.us-east-2.amazonaws.com" + ) + ) + cfg = BedrockMantleResponsesAPIConfig(aws_signer=signer) + + with pytest.raises(ConnectTimeoutError): + cfg.sign_request( + headers={}, + optional_params={ + "aws_role_name": "arn:aws:iam::000000000000:role/test-role", + "aws_region_name": "us-east-2", + }, + request_data={"input": "hi"}, + api_base="https://bedrock-mantle.us-east-2.api.aws/openai/v1/responses", + api_key=None, + ) + + class TestBedrockMantleResponsesPricing: def test_gpt_5_5_pricing_and_mode(self, local_cost_map): info = litellm.get_model_info("bedrock_mantle/openai.gpt-5.5") diff --git a/tests/test_litellm/llms/custom_httpx/test_llm_http_handler.py b/tests/test_litellm/llms/custom_httpx/test_llm_http_handler.py index 279e9730e69..7321abcee46 100644 --- a/tests/test_litellm/llms/custom_httpx/test_llm_http_handler.py +++ b/tests/test_litellm/llms/custom_httpx/test_llm_http_handler.py @@ -742,3 +742,241 @@ async def test_anthropic_post_retry_reserializes_mutated_body(): assert first_sent == prebuilt # attempt 0 used prebuilt assert second_sent == _json.dumps(request_body) # attempt 1 re-serialized assert "MUTATED" in second_sent # ... the mutated body + + +def test_base_responses_config_sign_request_is_noop_by_default(): + """Default responses sign_request must be a no-op: unchanged headers, no signed body. + + Guards the 15 existing responses providers from accidental signing when the + handler starts calling sign_request. + """ + from litellm.llms.openai.responses.transformation import OpenAIResponsesAPIConfig + + cfg = OpenAIResponsesAPIConfig() + headers = {"Authorization": "Bearer sk-existing"} + out_headers, signed_body = cfg.sign_request( + headers=headers, + optional_params={}, + request_data={"input": "hi"}, + api_base="https://api.openai.com/v1/responses", + ) + assert out_headers == {"Authorization": "Bearer sk-existing"} + assert signed_body is None + + +def _make_responses_handler_call(signed_body): + """Drive BaseLLMHTTPHandler.response_api_handler with a fully mocked provider + config + sync client, returning the kwargs the client.post was called with. + + signed_body=None simulates a no-op (non-signing) provider; bytes simulates a + signing provider (e.g. Bedrock Mantle). + """ + from unittest.mock import MagicMock + from litellm.llms.custom_httpx.http_handler import HTTPHandler + from litellm.llms.custom_httpx.llm_http_handler import BaseLLMHTTPHandler + from litellm.types.router import GenericLiteLLMParams + + provider_config = MagicMock() + provider_config.validate_environment.return_value = {} + provider_config.get_complete_url.return_value = ( + "https://bedrock-mantle.us-east-2.api.aws/openai/v1/responses" + ) + provider_config.transform_responses_api_request.return_value = {"input": "hi"} + provider_config.should_fake_stream.return_value = False + provider_config.sign_request.return_value = ({"X-Signed": "1"}, signed_body) + + mock_client = MagicMock(spec=HTTPHandler) + mock_client.post.return_value = MagicMock() + + handler = BaseLLMHTTPHandler() + handler.response_api_handler( + model="openai.gpt-5.5", + input="hi", + responses_api_provider_config=provider_config, + response_api_optional_request_params={}, + custom_llm_provider="bedrock_mantle", + litellm_params=GenericLiteLLMParams(aws_region_name="us-east-2"), + logging_obj=MagicMock(), + client=mock_client, + _is_async=False, + ) + return mock_client.post.call_args.kwargs + + +def test_responses_handler_sends_json_when_not_signed(): + """No-op provider (signed_body is None) -> handler posts json=data, no data= bytes.""" + kwargs = _make_responses_handler_call(signed_body=None) + assert kwargs.get("json") == {"input": "hi"} + assert "data" not in kwargs + + +def test_responses_handler_sends_signed_bytes_when_signed(): + """Signing provider -> handler posts the exact signed bytes via data=, not json=.""" + kwargs = _make_responses_handler_call(signed_body=b'{"input": "hi"}') + assert kwargs.get("data") == b'{"input": "hi"}' + assert "json" not in kwargs + assert kwargs["headers"] == {"X-Signed": "1"} + + +def test_responses_handler_signs_after_fake_stream_prep_strips_stream(): + """Fake-stream signing-order invariant: the bytes SIGNED must equal the bytes SENT. + + In the streaming + fake-stream path the handler first runs + _prepare_fake_stream_request, which pops "stream" out of the body, and only + then calls sign_request. If signing ran before that pop, the signed body + would still carry "stream" while the body sent over the wire would not, + producing a SigV4 payload-hash mismatch (401) for a real Mantle deployment. + We snapshot request_data at sign time and assert "stream" is already gone. + """ + from unittest.mock import MagicMock + from litellm.llms.custom_httpx.http_handler import HTTPHandler + from litellm.llms.custom_httpx.llm_http_handler import BaseLLMHTTPHandler + from litellm.types.llms.openai import ResponsesAPIResponse + from litellm.types.router import GenericLiteLLMParams + + provider_config = MagicMock() + provider_config.validate_environment.return_value = {} + provider_config.get_complete_url.return_value = ( + "https://bedrock-mantle.us-east-2.api.aws/openai/v1/responses" + ) + provider_config.transform_responses_api_request.return_value = { + "input": "hi", + "stream": True, + } + provider_config.should_fake_stream.return_value = True + provider_config.transform_response_api_response.return_value = ResponsesAPIResponse( + id="resp_1", + created_at=0, + output=[], + status="completed", + model="openai.gpt-5.5", + ) + + captured = {} + + def _capture_sign(**kwargs): + captured["request_data"] = dict(kwargs["request_data"]) + return ({"X-Signed": "1"}, b'{"input": "hi"}') + + provider_config.sign_request.side_effect = _capture_sign + + mock_client = MagicMock(spec=HTTPHandler) + mock_client.post.return_value = MagicMock() + + handler = BaseLLMHTTPHandler() + handler.response_api_handler( + model="openai.gpt-5.5", + input="hi", + responses_api_provider_config=provider_config, + response_api_optional_request_params={"stream": True}, + custom_llm_provider="bedrock_mantle", + litellm_params=GenericLiteLLMParams(aws_region_name="us-east-2"), + logging_obj=MagicMock(), + client=mock_client, + _is_async=False, + fake_stream=True, + ) + + assert "stream" not in captured["request_data"] + assert "input" in captured["request_data"] + + post_kwargs = mock_client.post.call_args.kwargs + assert post_kwargs.get("data") == b'{"input": "hi"}' + assert "json" not in post_kwargs + assert "stream" in post_kwargs + + +def _make_compact_handler_call(signed_body, is_async): + """Drive (async_)compact_response_api_handler with a fully mocked provider config + + client, returning the kwargs the client.post was called with. + + signed_body=None simulates a no-op (non-signing) provider; bytes simulates a + signing provider (e.g. Bedrock Mantle SigV4 / bearer). + """ + from unittest.mock import MagicMock + from litellm.llms.custom_httpx.http_handler import AsyncHTTPHandler, HTTPHandler + from litellm.llms.custom_httpx.llm_http_handler import BaseLLMHTTPHandler + from litellm.types.router import GenericLiteLLMParams + + compact_url = "https://bedrock-mantle.us-east-2.api.aws/openai/v1/responses/compact" + provider_config = MagicMock() + provider_config.validate_environment.return_value = {} + provider_config.get_complete_url.return_value = ( + "https://bedrock-mantle.us-east-2.api.aws/openai/v1/responses" + ) + provider_config.transform_compact_response_api_request.return_value = ( + compact_url, + {"model": "openai.gpt-5.5", "input": "hi"}, + ) + provider_config.sign_request.return_value = ({"X-Signed": "1"}, signed_body) + provider_config.transform_compact_response_api_response.return_value = "ok" + + spec = AsyncHTTPHandler if is_async else HTTPHandler + mock_client = MagicMock(spec=spec) + if is_async: + mock_client.post = AsyncMock(return_value=MagicMock()) + else: + mock_client.post.return_value = MagicMock() + + handler = BaseLLMHTTPHandler() + result = handler.compact_response_api_handler( + model="openai.gpt-5.5", + input="hi", + responses_api_provider_config=provider_config, + response_api_optional_request_params={}, + custom_llm_provider="bedrock_mantle", + litellm_params=GenericLiteLLMParams(aws_region_name="us-east-2"), + logging_obj=MagicMock(), + client=mock_client, + _is_async=is_async, + ) + if is_async: + asyncio.run(result) + return provider_config, mock_client.post.call_args.kwargs + + +def test_compact_handler_sends_json_when_not_signed(): + """No-op provider on compact (signed_body is None) -> posts json=data, no data= bytes.""" + provider_config, kwargs = _make_compact_handler_call( + signed_body=None, is_async=False + ) + provider_config.sign_request.assert_called_once() + assert kwargs.get("json") == {"model": "openai.gpt-5.5", "input": "hi"} + assert "data" not in kwargs + + +def test_compact_handler_sends_signed_bytes_when_signed(): + """Signing provider on compact -> posts the signed bytes via data=, not json=. + + Regression for the adversarial-review finding that /responses/compact bypassed + the SigV4 signing hook, so IAM-only Mantle callers sent unsigned bodies. + """ + provider_config, kwargs = _make_compact_handler_call( + signed_body=b'{"model": "openai.gpt-5.5", "input": "hi"}', is_async=False + ) + assert kwargs.get("data") == b'{"model": "openai.gpt-5.5", "input": "hi"}' + assert "json" not in kwargs + assert kwargs["headers"] == {"X-Signed": "1"} + # signing must use the compact endpoint as api_base, not the create URL + assert provider_config.sign_request.call_args.kwargs["api_base"].endswith( + "/openai/v1/responses/compact" + ) + + +def test_async_compact_handler_sends_signed_bytes_when_signed(): + """Async compact must sign identically to sync (same omission in the async twin).""" + provider_config, kwargs = _make_compact_handler_call( + signed_body=b'{"model": "openai.gpt-5.5", "input": "hi"}', is_async=True + ) + assert kwargs.get("data") == b'{"model": "openai.gpt-5.5", "input": "hi"}' + assert "json" not in kwargs + assert kwargs["headers"] == {"X-Signed": "1"} + + +def test_async_compact_handler_sends_json_when_not_signed(): + """Async no-op provider on compact -> posts json=data, no data= bytes.""" + _provider_config, kwargs = _make_compact_handler_call( + signed_body=None, is_async=True + ) + assert kwargs.get("json") == {"model": "openai.gpt-5.5", "input": "hi"} + assert "data" not in kwargs diff --git a/tests/test_litellm/llms/gemini/test_gemini_tts.py b/tests/test_litellm/llms/gemini/test_gemini_tts.py index 65eefca5af1..98f3ac0f4e5 100644 --- a/tests/test_litellm/llms/gemini/test_gemini_tts.py +++ b/tests/test_litellm/llms/gemini/test_gemini_tts.py @@ -80,6 +80,46 @@ class TestGeminiTTSTransformation: assert "responseModalities" in result assert "AUDIO" in result["responseModalities"] + def test_gemini_tts_audio_parameter_mapping_with_language_code(self): + config = GoogleAIStudioGeminiConfig() + + non_default_params = { + "audio": {"voice": "Kore", "format": "pcm16", "language_code": "en-US"} + } + optional_params = {} + + result = config.map_openai_params( + non_default_params=non_default_params, + optional_params=optional_params, + model="gemini-2.5-flash-preview-tts", + drop_params=False, + ) + + assert "speechConfig" in result + assert result["speechConfig"]["languageCode"] == "en-US" + assert ( + result["speechConfig"]["voiceConfig"]["prebuiltVoiceConfig"]["voiceName"] + == "Kore" + ) + + def test_map_audio_params_language_code(self): + config = GoogleAIStudioGeminiConfig() + + result = config._map_audio_params( + {"voice": "Kore", "format": "pcm16", "language_code": "de-DE"} + ) + + assert result["languageCode"] == "de-DE" + assert result["voiceConfig"]["prebuiltVoiceConfig"]["voiceName"] == "Kore" + + def test_map_audio_params_no_language_code(self): + config = GoogleAIStudioGeminiConfig() + + result = config._map_audio_params({"voice": "Kore", "format": "pcm16"}) + + assert "languageCode" not in result + assert result["voiceConfig"]["prebuiltVoiceConfig"]["voiceName"] == "Kore" + def test_gemini_tts_audio_parameter_with_existing_modalities(self): """Test audio parameter mapping when modalities already exist""" config = GoogleAIStudioGeminiConfig() @@ -328,5 +368,57 @@ class TestGeminiTTSSpeechConfigInRequestBody: assert "AUDIO" in generation_config["responseModalities"] + @pytest.mark.parametrize( + "model,custom_llm_provider", + [ + ("gemini-2.5-flash-tts", "vertex_ai"), + ("gemini-2.5-flash-tts", "gemini"), + ("gemini-2.5-flash-preview-tts", "vertex_ai"), + ], + ) + def test_language_code_end_to_end_mapping(self, model, custom_llm_provider): + from litellm.llms.vertex_ai.gemini.vertex_and_google_ai_studio_gemini import ( + VertexGeminiConfig, + ) + from litellm.llms.vertex_ai.gemini.transformation import ( + _transform_request_body, + ) + + config = VertexGeminiConfig() + + non_default_params = { + "audio": {"voice": "Puck", "format": "pcm16", "language_code": "pt-BR"} + } + optional_params = {} + + mapped_params = config.map_openai_params( + non_default_params=non_default_params, + optional_params=optional_params, + model=model, + drop_params=False, + ) + + assert mapped_params["speechConfig"]["languageCode"] == "pt-BR" + + request_body = _transform_request_body( + messages=[{"role": "user", "content": "Hello world"}], + model=model, + optional_params=mapped_params, + custom_llm_provider=custom_llm_provider, + litellm_params={}, + cached_content=None, + ) + + generation_config = request_body["generationConfig"] + assert generation_config["speechConfig"]["languageCode"] == "pt-BR" + assert ( + generation_config["speechConfig"]["voiceConfig"]["prebuiltVoiceConfig"][ + "voiceName" + ] + == "Puck" + ) + assert "AUDIO" in generation_config["responseModalities"] + + if __name__ == "__main__": pytest.main([__file__]) diff --git a/tests/test_litellm/llms/github_copilot/responses/test_github_copilot_responses_transformation.py b/tests/test_litellm/llms/github_copilot/responses/test_github_copilot_responses_transformation.py index 54e7170bb20..17373f24a97 100644 --- a/tests/test_litellm/llms/github_copilot/responses/test_github_copilot_responses_transformation.py +++ b/tests/test_litellm/llms/github_copilot/responses/test_github_copilot_responses_transformation.py @@ -14,6 +14,8 @@ from unittest.mock import patch, MagicMock sys.path.insert(0, os.path.abspath("../../../../..")) import pytest +import litellm +from litellm.litellm_core_utils.get_model_cost_map import get_model_cost_map from litellm.types.utils import LlmProviders from litellm.utils import ProviderConfigManager from litellm.llms.github_copilot.responses.transformation import ( @@ -22,13 +24,26 @@ from litellm.llms.github_copilot.responses.transformation import ( from litellm.types.llms.openai import ResponsesAPIOptionalRequestParams +@pytest.fixture(autouse=True) +def use_local_model_cost_map(monkeypatch: pytest.MonkeyPatch): + """Pin litellm.model_cost to the bundled local backup so tests don't depend + on remote catalog fetches (and don't change behavior across remote refreshes).""" + monkeypatch.setenv("LITELLM_LOCAL_MODEL_COST_MAP", "True") + monkeypatch.setattr( + litellm, "model_cost", get_model_cost_map(url=litellm.model_cost_map_url) + ) + litellm.add_known_models(model_cost_map=litellm.model_cost) + + class TestGithubCopilotResponsesAPITransformation: """Test GitHub Copilot Responses API configuration and transformations""" def test_github_copilot_provider_config_registration(self): - """Test that GitHub Copilot provider returns GithubCopilotResponsesAPIConfig""" + """Test that GitHub Copilot provider returns the native Responses API + config for a Responses-capable catalog model. Exercises the full stack: + catalog lookup -> github_copilot_supports_responses_api -> native config.""" config = ProviderConfigManager.get_provider_responses_api_config( - model="github_copilot/gpt-5.1-codex", + model="github_copilot/gpt-5.3-codex", provider=LlmProviders.GITHUB_COPILOT, ) @@ -373,3 +388,200 @@ class TestGithubCopilotResponsesAPITransformation: # Non-reasoning items should pass through unchanged assert result == message_item + + +class TestGithubCopilotResponsesAPIRouting: + """``ProviderConfigManager.get_provider_responses_api_config`` for github_copilot + returns the native Responses config only when the model has ``mode=responses`` + in the (already-merged) model info; otherwise returns None so the dispatcher + routes through the chat-completions translation bridge.""" + + @patch( + "litellm.llms.github_copilot.responses.transformation._cached_get_model_info_helper" + ) + def test_returns_config_when_mode_is_responses(self, mock_get_info): + """``mode=responses`` returns native config.""" + mock_get_info.return_value = {"mode": "responses"} + config = ProviderConfigManager.get_provider_responses_api_config( + model="github_copilot/some-responses-model", + provider=LlmProviders.GITHUB_COPILOT, + ) + assert isinstance(config, GithubCopilotResponsesAPIConfig) + + @patch( + "litellm.llms.github_copilot.responses.transformation._cached_get_model_info_helper" + ) + def test_returns_none_when_mode_is_chat(self, mock_get_info): + """``mode=chat`` returns None so dispatcher uses bridge.""" + mock_get_info.return_value = {"mode": "chat"} + config = ProviderConfigManager.get_provider_responses_api_config( + model="github_copilot/some-chat-only-model", + provider=LlmProviders.GITHUB_COPILOT, + ) + assert config is None + + @patch( + "litellm.llms.github_copilot.responses.transformation._cached_get_model_info_helper" + ) + def test_returns_none_when_mode_is_unset_and_no_endpoints(self, mock_get_info): + """Entry without ``mode`` and without ``supported_endpoints`` returns None + (conservative default).""" + mock_get_info.return_value = {} + config = ProviderConfigManager.get_provider_responses_api_config( + model="github_copilot/some-model", + provider=LlmProviders.GITHUB_COPILOT, + ) + assert config is None + + def test_returns_config_when_mode_unset_but_endpoints_have_responses(self): + """``mode`` unset but ``supported_endpoints`` declaring /v1/responses + returns native config (endpoint-list fallback for stale-but-correct + catalog entries that lack ``mode``). + + Exercises the real ``_cached_get_model_info_helper`` plumbing via + ``register_model`` (no mock). ``supported_endpoints`` is not carried on + the normalized ``ModelInfoBase`` the helper returns, so the gate must + read it from the raw ``litellm.model_cost`` entry; a mock-based test + would mask that. + """ + litellm.register_model( + { + "github_copilot/test-endpoints-only-model": { + "litellm_provider": "github_copilot", + "max_tokens": 1, + "input_cost_per_token": 0, + "output_cost_per_token": 0, + "supported_endpoints": [ + "/v1/chat/completions", + "/v1/responses", + ], + } + } + ) + config = ProviderConfigManager.get_provider_responses_api_config( + model="github_copilot/test-endpoints-only-model", + provider=LlmProviders.GITHUB_COPILOT, + ) + assert isinstance(config, GithubCopilotResponsesAPIConfig) + + def test_mode_chat_overrides_endpoints_with_responses(self): + """``mode=chat`` is a hard opt-out: forces bridge even when + ``supported_endpoints`` includes /v1/responses. Lets users force the + bridge for dual-endpoint models without clearing endpoint metadata. + + Exercises the real ``_cached_get_model_info_helper`` plumbing via + ``register_model`` (no mock) so the ``mode``-over-endpoints precedence + is verified against the actual model-info resolution. + """ + litellm.register_model( + { + "github_copilot/test-chat-override-model": { + "litellm_provider": "github_copilot", + "max_tokens": 1, + "input_cost_per_token": 0, + "output_cost_per_token": 0, + "mode": "chat", + "supported_endpoints": [ + "/v1/chat/completions", + "/v1/responses", + ], + } + } + ) + config = ProviderConfigManager.get_provider_responses_api_config( + model="github_copilot/test-chat-override-model", + provider=LlmProviders.GITHUB_COPILOT, + ) + assert config is None + + def test_returns_config_when_model_is_none(self): + """Follow-up GET/DELETE operations pass model=None and keep the native + config path (no per-model lookup is possible).""" + config = ProviderConfigManager.get_provider_responses_api_config( + model=None, + provider=LlmProviders.GITHUB_COPILOT, + ) + assert isinstance(config, GithubCopilotResponsesAPIConfig) + + @patch( + "litellm.llms.github_copilot.responses.transformation._cached_get_model_info_helper" + ) + def test_returns_none_when_get_model_info_raises(self, mock_get_info): + """Catalog lookup failure (model not registered) returns None + (conservative default; bridge handles unknown models safely).""" + mock_get_info.side_effect = Exception("model not in catalog") + config = ProviderConfigManager.get_provider_responses_api_config( + model="github_copilot/never-seen-model", + provider=LlmProviders.GITHUB_COPILOT, + ) + assert config is None + + @patch( + "litellm.llms.github_copilot.responses.transformation._cached_get_model_info_helper" + ) + def test_user_override_via_register_model(self, mock_get_info): + """User-supplied per-deployment ``model_info`` flows through + ``litellm.register_model`` (called by the router) into the merged + catalog read by ``_cached_get_model_info_helper``. Setting ``mode=responses`` + for a model whose catalog entry says ``mode=chat`` therefore opts in + to native dispatch without any per-call argument plumbing.""" + mock_get_info.return_value = {"mode": "responses"} + config = ProviderConfigManager.get_provider_responses_api_config( + model="github_copilot/some-chat-only-model", + provider=LlmProviders.GITHUB_COPILOT, + ) + assert isinstance(config, GithubCopilotResponsesAPIConfig) + + @patch( + "litellm.llms.github_copilot.responses.transformation._cached_get_model_info_helper" + ) + def test_realistic_chat_only_entry_returns_none(self, mock_get_info): + """Realistic ``model_prices_and_context_window.json`` shape for a + chat-only Copilot model (e.g. github_copilot/gemini-3.1-pro-preview) + returns None so /v1/responses calls fall back to the bridge.""" + mock_get_info.return_value = { + "litellm_provider": "github_copilot", + "max_input_tokens": 136000, + "max_output_tokens": 64000, + "max_tokens": 64000, + "mode": "chat", + "supported_endpoints": ["/v1/chat/completions"], + "supports_function_calling": True, + "supports_tool_choice": True, + "supports_parallel_function_calling": True, + "supports_vision": True, + "supports_reasoning": True, + } + config = ProviderConfigManager.get_provider_responses_api_config( + model="github_copilot/some-chat-only-model", + provider=LlmProviders.GITHUB_COPILOT, + ) + assert config is None + + @patch( + "litellm.llms.github_copilot.responses.transformation._cached_get_model_info_helper" + ) + def test_realistic_responses_only_entry_returns_config(self, mock_get_info): + """Realistic catalog entry for a Responses-only Copilot model + (e.g. github_copilot/gpt-5.5) returns the native config.""" + mock_get_info.return_value = { + "litellm_provider": "github_copilot", + "max_input_tokens": 272000, + "max_output_tokens": 128000, + "max_tokens": 128000, + "mode": "responses", + "supported_endpoints": ["/v1/responses"], + "supports_function_calling": True, + "supports_tool_choice": True, + "supports_parallel_function_calling": True, + "supports_response_schema": True, + "supports_vision": True, + "supports_reasoning": True, + "supports_none_reasoning_effort": True, + "supports_xhigh_reasoning_effort": True, + } + config = ProviderConfigManager.get_provider_responses_api_config( + model="github_copilot/some-responses-only-model", + provider=LlmProviders.GITHUB_COPILOT, + ) + assert isinstance(config, GithubCopilotResponsesAPIConfig) diff --git a/tests/test_litellm/llms/parasail/test_parasail.py b/tests/test_litellm/llms/parasail/test_parasail.py new file mode 100644 index 00000000000..8fb9b22b5f6 --- /dev/null +++ b/tests/test_litellm/llms/parasail/test_parasail.py @@ -0,0 +1,172 @@ +import os +from unittest.mock import patch + +PARASAIL_API_BASE = "https://api.parasail.io/v1" +PARASAIL_RESPONSES_GATEWAY = "https://api-webflux.saas.parasail.io/v1" + + +def test_parasail_json_registry(): + import litellm + from litellm.llms.openai_like.json_loader import JSONProviderRegistry + + assert litellm.LlmProviders.PARASAIL.value == "parasail" + assert litellm.LlmProviders("parasail") == litellm.LlmProviders.PARASAIL + assert JSONProviderRegistry.exists("parasail") + config = JSONProviderRegistry.get("parasail") + assert config is not None + assert config.base_url == PARASAIL_API_BASE + assert config.api_key_env == "PARASAIL_API_KEY" + assert config.api_base_env == "PARASAIL_API_BASE" + assert "/v1/chat/completions" in config.supported_endpoints + assert "/v1/responses" in config.supported_endpoints + assert config.special_handling.get("force_store_false") is True + + +def test_parasail_listed_in_openai_compatible_providers(): + from litellm.constants import openai_compatible_providers + + assert "parasail" in openai_compatible_providers + + +def test_parasail_dynamic_config_env_vars(): + from litellm.llms.openai_like.dynamic_config import create_config_class + from litellm.llms.openai_like.json_loader import JSONProviderRegistry + + config = create_config_class(JSONProviderRegistry.get("parasail"))() + + with patch.dict( + os.environ, + { + "PARASAIL_API_KEY": "test-key", + "PARASAIL_API_BASE": PARASAIL_RESPONSES_GATEWAY, + }, + ): + api_base, api_key = config._get_openai_compatible_provider_info(None, None) + + assert api_base == PARASAIL_RESPONSES_GATEWAY + assert api_key == "test-key" + + +def test_parasail_provider_detection_by_prefix(): + from litellm.litellm_core_utils.get_llm_provider_logic import get_llm_provider + + model, provider, _, api_base = get_llm_provider( + "parasail/parasail-llama-33-70b-fp8" + ) + + assert model == "parasail-llama-33-70b-fp8" + assert provider == "parasail" + assert api_base == PARASAIL_API_BASE + + +def test_parasail_chat_complete_url(): + from litellm.llms.openai_like.dynamic_config import create_config_class + from litellm.llms.openai_like.json_loader import JSONProviderRegistry + + config = create_config_class(JSONProviderRegistry.get("parasail"))() + + assert ( + config.get_complete_url( + api_base=None, + api_key=None, + model="parasail-llama-33-70b-fp8", + optional_params={}, + litellm_params={}, + ) + == f"{PARASAIL_API_BASE}/chat/completions" + ) + + +def test_parasail_responses_api_config(): + from litellm.llms.openai.responses.transformation import OpenAIResponsesAPIConfig + from litellm.utils import ProviderConfigManager + + config = ProviderConfigManager.get_provider_responses_api_config( + provider="parasail", + model="parasail-kimi-k25-elicit", + ) + + assert isinstance(config, OpenAIResponsesAPIConfig) + assert config.custom_llm_provider == "parasail" + assert ( + config.get_complete_url(api_base=None, litellm_params={}) + == f"{PARASAIL_API_BASE}/responses" + ) + + +def test_parasail_responses_api_honors_api_base_override(): + from litellm.utils import ProviderConfigManager + + config = ProviderConfigManager.get_provider_responses_api_config( + provider="parasail", + model="parasail-kimi-k25-elicit", + ) + + with patch.dict( + os.environ, + {"PARASAIL_API_BASE": PARASAIL_RESPONSES_GATEWAY}, + ): + url = config.get_complete_url(api_base=None, litellm_params={}) + + assert url == f"{PARASAIL_RESPONSES_GATEWAY}/responses" + + +def test_parasail_responses_api_forces_store_false_when_caller_sets_true(): + from litellm.types.router import GenericLiteLLMParams + from litellm.utils import ProviderConfigManager + + config = ProviderConfigManager.get_provider_responses_api_config( + provider="parasail", + model="parasail-kimi-k25-elicit", + ) + + request_params: dict = {"store": True, "temperature": 0.2} + transformed = config.transform_responses_api_request( + model="parasail-kimi-k25-elicit", + input="hello", + response_api_optional_request_params=request_params, + litellm_params=GenericLiteLLMParams(), + headers={}, + ) + + assert transformed["store"] is False + assert transformed["temperature"] == 0.2 + + +def test_parasail_responses_api_forces_store_false_when_caller_omits_store(): + from litellm.types.router import GenericLiteLLMParams + from litellm.utils import ProviderConfigManager + + config = ProviderConfigManager.get_provider_responses_api_config( + provider="parasail", + model="parasail-kimi-k25-elicit", + ) + + transformed = config.transform_responses_api_request( + model="parasail-kimi-k25-elicit", + input="hello", + response_api_optional_request_params={}, + litellm_params=GenericLiteLLMParams(), + headers={}, + ) + + assert transformed["store"] is False + + +def test_parasail_responses_api_validate_environment_sets_bearer_token(): + from litellm.types.router import GenericLiteLLMParams + from litellm.utils import ProviderConfigManager + + config = ProviderConfigManager.get_provider_responses_api_config( + provider="parasail", + model="parasail-kimi-k25-elicit", + ) + + with patch.dict(os.environ, {"PARASAIL_API_KEY": "secret-from-env"}): + headers = config.validate_environment( + headers={}, + model="parasail-kimi-k25-elicit", + litellm_params=GenericLiteLLMParams(), + ) + + assert headers["Authorization"] == "Bearer secret-from-env" diff --git a/tests/test_litellm/proxy/auth/test_user_api_key_auth.py b/tests/test_litellm/proxy/auth/test_user_api_key_auth.py index fa6cc8bed1b..0236646c796 100644 --- a/tests/test_litellm/proxy/auth/test_user_api_key_auth.py +++ b/tests/test_litellm/proxy/auth/test_user_api_key_auth.py @@ -112,11 +112,71 @@ async def test_should_clear_stale_budget_reservation_when_budget_checks_skip(): user_api_key_cache=MagicMock(), proxy_logging_obj=MagicMock(), skip_budget_checks=True, + general_settings={}, ) assert user_api_key_auth_obj.budget_reservation is None +@pytest.mark.asyncio +async def test_disable_budget_reservation_skips_reservation(): + """#27639: general_settings.disable_budget_reservation turns off the optimistic Redis + reservation so operators hit by phantom BudgetExceededError can opt out of it.""" + user_api_key_auth_obj = UserAPIKeyAuth(token="test_token") + + with patch( + "litellm.proxy.spend_tracking.budget_reservation.reserve_budget_for_request", + new=AsyncMock(return_value={"reserved_cost": 0.5, "entries": []}), + ) as mock_reserve: + await _reserve_budget_after_common_checks( + user_api_key_auth_obj=user_api_key_auth_obj, + request_data={"model": "gpt-4o"}, + route="/v1/chat/completions", + llm_router=None, + team_object=None, + user_object=None, + prisma_client=None, + user_api_key_cache=MagicMock(), + proxy_logging_obj=MagicMock(), + skip_budget_checks=False, + general_settings={"disable_budget_reservation": True}, + ) + + mock_reserve.assert_not_called() + assert user_api_key_auth_obj.budget_reservation is None + + +@pytest.mark.asyncio +async def test_budget_reservation_runs_when_not_disabled(): + """Control for #27639: with the flag absent, the reservation still runs and is stored.""" + user_api_key_auth_obj = UserAPIKeyAuth(token="test_token") + reservation = { + "reserved_cost": 0.5, + "entries": [{"counter_key": "spend:key:test_token"}], + } + + with patch( + "litellm.proxy.spend_tracking.budget_reservation.reserve_budget_for_request", + new=AsyncMock(return_value=reservation), + ) as mock_reserve: + await _reserve_budget_after_common_checks( + user_api_key_auth_obj=user_api_key_auth_obj, + request_data={"model": "gpt-4o"}, + route="/v1/chat/completions", + llm_router=None, + team_object=None, + user_object=None, + prisma_client=None, + user_api_key_cache=MagicMock(), + proxy_logging_obj=MagicMock(), + skip_budget_checks=False, + general_settings={}, + ) + + mock_reserve.assert_awaited_once() + assert user_api_key_auth_obj.budget_reservation == reservation + + @pytest.mark.asyncio async def test_should_not_reuse_cached_key_object_for_request_state(): key_cache = DualCache() diff --git a/tests/test_litellm/proxy/guardrails/guardrail_hooks/test_crowdstrike_aidr.py b/tests/test_litellm/proxy/guardrails/guardrail_hooks/test_crowdstrike_aidr.py index c58c94cbbc7..e7f72ff7a3f 100644 --- a/tests/test_litellm/proxy/guardrails/guardrail_hooks/test_crowdstrike_aidr.py +++ b/tests/test_litellm/proxy/guardrails/guardrail_hooks/test_crowdstrike_aidr.py @@ -41,7 +41,8 @@ def test_crowdstrike_aidr_guardrail_config() -> None: ) -def test_crowdstrike_aidr_guardrail_config_no_api_key() -> None: +def test_crowdstrike_aidr_guardrail_config_no_api_key(monkeypatch) -> None: + monkeypatch.delenv("CS_AIDR_TOKEN", raising=False) with pytest.raises(CrowdStrikeAIDRGuardrailMissingSecrets): init_guardrails_v2( all_guardrails=[ @@ -59,7 +60,8 @@ def test_crowdstrike_aidr_guardrail_config_no_api_key() -> None: ) -def test_crowdstrike_aidr_guardrail_config_no_api_base() -> None: +def test_crowdstrike_aidr_guardrail_config_no_api_base(monkeypatch) -> None: + monkeypatch.delenv("CS_AIDR_BASE_URL", raising=False) with pytest.raises(CrowdStrikeAIDRGuardrailMissingSecrets): init_guardrails_v2( all_guardrails=[ @@ -412,6 +414,121 @@ async def test_apply_guardrail_response_ok( assert result["texts"] == inputs["texts"] +@pytest.mark.asyncio +async def test_apply_guardrail_sends_user_id_model_and_extra_info( + crowdstrike_aidr_guardrail: CrowdStrikeAIDRHandler, +) -> None: + inputs: GenericGuardrailAPIInputs = { + "texts": ["Hello"], + "structured_messages": [{"role": "user", "content": "Hello"}], + "model": "gpt-4o", + } + request_data = { + "messages": inputs["structured_messages"], + "model": "gpt-4o", + "litellm_metadata": { + "user_api_key_user_id": "uid-abc", + "user_api_key_user_email": "alice@example.com", + }, + } + guardrail_endpoint = ( + f"{crowdstrike_aidr_guardrail.api_base}/v1/guard_chat_completions" + ) + + with patch( + "litellm.llms.custom_httpx.http_handler.AsyncHTTPHandler.post", + return_value=httpx.Response( + status_code=200, + json={"result": {"blocked": False, "transformed": False}}, + request=httpx.Request(method="POST", url=guardrail_endpoint), + ), + ) as mock_method: + await crowdstrike_aidr_guardrail.apply_guardrail( + inputs=inputs, + request_data=request_data, + input_type="request", + ) + + payload = mock_method.call_args.kwargs["json"] + assert payload["user_id"] == "uid-abc" + assert payload["model"] == "gpt-4o" + assert payload["extra_info"] == {"user_name": "alice@example.com"} + + +@pytest.mark.asyncio +async def test_apply_guardrail_empty_extra_info_when_no_email( + crowdstrike_aidr_guardrail: CrowdStrikeAIDRHandler, +) -> None: + inputs: GenericGuardrailAPIInputs = { + "texts": ["Hello"], + "structured_messages": [{"role": "user", "content": "Hello"}], + "model": "gemini-flash", + } + request_data = { + "messages": inputs["structured_messages"], + "model": "gemini-flash", + "litellm_metadata": { + "user_api_key_user_id": "uid-no-email", + "user_api_key_user_email": None, + }, + } + guardrail_endpoint = ( + f"{crowdstrike_aidr_guardrail.api_base}/v1/guard_chat_completions" + ) + + with patch( + "litellm.llms.custom_httpx.http_handler.AsyncHTTPHandler.post", + return_value=httpx.Response( + status_code=200, + json={"result": {"blocked": False, "transformed": False}}, + request=httpx.Request(method="POST", url=guardrail_endpoint), + ), + ) as mock_method: + await crowdstrike_aidr_guardrail.apply_guardrail( + inputs=inputs, + request_data=request_data, + input_type="request", + ) + + payload = mock_method.call_args.kwargs["json"] + assert payload["user_id"] == "uid-no-email" + assert payload["model"] == "gemini-flash" + assert payload["extra_info"] == {} + + +@pytest.mark.asyncio +async def test_apply_guardrail_no_metadata_skips_user_fields( + crowdstrike_aidr_guardrail: CrowdStrikeAIDRHandler, +) -> None: + inputs: GenericGuardrailAPIInputs = { + "texts": ["Hello"], + "structured_messages": [{"role": "user", "content": "Hello"}], + } + request_data = {"messages": inputs["structured_messages"]} + guardrail_endpoint = ( + f"{crowdstrike_aidr_guardrail.api_base}/v1/guard_chat_completions" + ) + + with patch( + "litellm.llms.custom_httpx.http_handler.AsyncHTTPHandler.post", + return_value=httpx.Response( + status_code=200, + json={"result": {"blocked": False, "transformed": False}}, + request=httpx.Request(method="POST", url=guardrail_endpoint), + ), + ) as mock_method: + await crowdstrike_aidr_guardrail.apply_guardrail( + inputs=inputs, + request_data=request_data, + input_type="request", + ) + + payload = mock_method.call_args.kwargs["json"] + assert "user_id" not in payload + assert "model" not in payload + assert "extra_info" not in payload + + @pytest.mark.asyncio async def test_apply_guardrail_request_skipped_messages_stay_aligned( crowdstrike_aidr_guardrail: CrowdStrikeAIDRHandler, diff --git a/tests/test_litellm/proxy/pass_through_endpoints/llm_provider_handlers/test_anthropic_passthrough_logging_handler.py b/tests/test_litellm/proxy/pass_through_endpoints/llm_provider_handlers/test_anthropic_passthrough_logging_handler.py index f8b6fbde3dc..1114b3df0c2 100644 --- a/tests/test_litellm/proxy/pass_through_endpoints/llm_provider_handlers/test_anthropic_passthrough_logging_handler.py +++ b/tests/test_litellm/proxy/pass_through_endpoints/llm_provider_handlers/test_anthropic_passthrough_logging_handler.py @@ -321,6 +321,44 @@ class TestAzureAnthropicCostCalculation: assert call_kwargs["model"] == "azure_ai/claude-sonnet-4-5_gb_20250929" assert call_kwargs["custom_llm_provider"] == "azure_ai" + def test_passthrough_logging_sets_response_cost_with_server_tool_use_dict(self): + from litellm.types.utils import Choices, Message, ModelResponse + + logging_obj = self._create_mock_logging_obj(model="claude-3-7-sonnet-20250219") + logging_obj.get_router_model_id.return_value = None + logging_obj.litellm_params = {} + + response = ModelResponse( + id="test-id", + choices=[ + Choices( + finish_reason="stop", + index=0, + message=Message(content="test", role="assistant"), + ) + ], + created=1234567890, + model="claude-3-7-sonnet-20250219", + usage={ + "prompt_tokens": 10, + "completion_tokens": 5, + "total_tokens": 15, + "server_tool_use": {"web_search_requests": 1}, + }, + ) + + kwargs = AnthropicPassthroughLoggingHandler._create_anthropic_response_logging_payload( + litellm_model_response=response, + model="claude-3-7-sonnet-20250219", + kwargs={}, + start_time=datetime.now(), + end_time=datetime.now(), + logging_obj=logging_obj, + ) + + assert "response_cost" in kwargs + assert kwargs["response_cost"] > 0 + class TestAnthropicBatchPassthroughCostTracking: """Test cases for Anthropic batch passthrough cost tracking functionality""" diff --git a/tests/test_litellm/proxy/pass_through_endpoints/llm_provider_handlers/test_openai_passthrough_logging_handler.py b/tests/test_litellm/proxy/pass_through_endpoints/llm_provider_handlers/test_openai_passthrough_logging_handler.py index bfcaaafd335..3c6af3e528a 100644 --- a/tests/test_litellm/proxy/pass_through_endpoints/llm_provider_handlers/test_openai_passthrough_logging_handler.py +++ b/tests/test_litellm/proxy/pass_through_endpoints/llm_provider_handlers/test_openai_passthrough_logging_handler.py @@ -257,6 +257,64 @@ class TestOpenAIPassthroughLoggingHandler: ) assert OpenAIPassthroughLoggingHandler.is_openai_responses_route("") == False + def test_is_openai_route_recognizes_cognitiveservices_azure_com(self): + """Azure OpenAI resources created via the newer "Azure AI Foundry" / + Cognitive Services pathway live on `*.cognitiveservices.azure.com` + subdomains rather than the older `openai.azure.com`. All four + is_openai_*_route methods must recognize both Azure subdomains so + cost tracking applies regardless of which Azure naming the user's + resource happens to be on. + """ + cognitive_chat = ( + "https://my-resource.cognitiveservices.azure.com/v1/chat/completions" + ) + cognitive_images_gen = ( + "https://my-resource.cognitiveservices.azure.com/v1/images/generations" + ) + cognitive_images_edit = ( + "https://my-resource.cognitiveservices.azure.com/v1/images/edits" + ) + cognitive_responses = ( + "https://my-resource.cognitiveservices.azure.com/v1/responses" + ) + + assert ( + OpenAIPassthroughLoggingHandler.is_openai_chat_completions_route( + cognitive_chat + ) + is True + ) + assert ( + OpenAIPassthroughLoggingHandler.is_openai_image_generation_route( + cognitive_images_gen + ) + is True + ) + assert ( + OpenAIPassthroughLoggingHandler.is_openai_image_editing_route( + cognitive_images_edit + ) + is True + ) + assert ( + OpenAIPassthroughLoggingHandler.is_openai_responses_route( + cognitive_responses + ) + is True + ) + + # Cross-route negatives still hold for cognitiveservices hosts. + assert ( + OpenAIPassthroughLoggingHandler.is_openai_chat_completions_route( + cognitive_responses + ) + is False + ) + assert ( + OpenAIPassthroughLoggingHandler.is_openai_responses_route(cognitive_chat) + is False + ) + @patch("litellm.completion_cost") @patch( "litellm.litellm_core_utils.litellm_logging.get_standard_logging_object_payload" @@ -766,6 +824,14 @@ class TestOpenAIPassthroughIntegration: == True ) assert self.handler.is_openai_route("https://api.openai.com/v1/models") == True + # Azure OpenAI on the shared Cognitive Services domain, identified by an + # OpenAI-style path segment. + assert ( + self.handler.is_openai_route( + "https://my-resource.cognitiveservices.azure.com/v1/chat/completions" + ) + == True + ) # Negative cases assert ( @@ -782,6 +848,28 @@ class TestOpenAIPassthroughIntegration: self.handler.is_openai_route("https://api.assemblyai.com/v2/transcript") == False ) + # Non-OpenAI Azure Cognitive Services share the `cognitiveservices.azure.com` + # domain but must NOT be classified as OpenAI routes (no OpenAI path segment). + assert ( + self.handler.is_openai_route( + "https://my-resource.cognitiveservices.azure.com/speechtotext/v3.1/recognize" + ) + == False + ) + assert ( + self.handler.is_openai_route( + "https://my-resource.cognitiveservices.azure.com/vision/v3.2/analyze" + ) + == False + ) + # A look-alike domain that merely contains an OpenAI host as a substring + # must be rejected by the suffix-based hostname match. + assert ( + self.handler.is_openai_route( + "https://cognitiveservices.azure.com.attacker.example/v1/chat/completions" + ) + == False + ) assert self.handler.is_openai_route("") == False @patch( diff --git a/tests/test_litellm/responses/litellm_completion_transformation/test_litellm_completion_responses.py b/tests/test_litellm/responses/litellm_completion_transformation/test_litellm_completion_responses.py index 503a610e016..960fca205ce 100644 --- a/tests/test_litellm/responses/litellm_completion_transformation/test_litellm_completion_responses.py +++ b/tests/test_litellm/responses/litellm_completion_transformation/test_litellm_completion_responses.py @@ -949,6 +949,28 @@ class TestToolChoiceTransformation: result = LiteLLMCompletionResponsesConfig._transform_tool_choice(tool_choice) assert result == tool_choice + def test_transform_tool_choice_responses_flat_function_name(self): + """Responses-API forced-function with a top-level name maps to the nested Chat + Completions shape instead of degrading to required and dropping the name""" + result = LiteLLMCompletionResponsesConfig._transform_tool_choice( + {"type": "function", "name": "get_weather"} + ) + assert result == {"type": "function", "function": {"name": "get_weather"}} + + def test_transform_tool_choice_function_without_name_falls_back_to_required(self): + """A function-type dict with no name still falls back to required""" + result = LiteLLMCompletionResponsesConfig._transform_tool_choice( + {"type": "function"} + ) + assert result == "required" + + def test_transform_tool_choice_function_empty_name_falls_back_to_required(self): + """An empty top-level name is falsy and must not produce an empty function name""" + result = LiteLLMCompletionResponsesConfig._transform_tool_choice( + {"type": "function", "name": ""} + ) + assert result == "required" + class TestContentTypeTransformation: """Test content type transformation from Responses API to Chat Completion format""" diff --git a/tests/test_litellm/types/test_types_utils.py b/tests/test_litellm/types/test_types_utils.py index c146847f391..a4074ccdaaa 100644 --- a/tests/test_litellm/types/test_types_utils.py +++ b/tests/test_litellm/types/test_types_utils.py @@ -1,13 +1,9 @@ -import asyncio import os import sys -from typing import Optional -from unittest.mock import AsyncMock, patch import pytest sys.path.insert(0, os.path.abspath("../..")) -import json from litellm.types.utils import HiddenParams @@ -75,6 +71,48 @@ def test_usage_dump(): assert new_usage.prompt_tokens_details.web_search_requests == 1 +def test_usage_server_tool_use_dict_is_coerced_and_round_trips(): + from litellm.types.utils import ServerToolUse, Usage + + current_usage = Usage( + completion_tokens=1, + prompt_tokens=1, + total_tokens=2, + server_tool_use={"web_search_requests": 1}, + ) + + assert isinstance(current_usage.server_tool_use, ServerToolUse) + assert current_usage.server_tool_use.web_search_requests == 1 + + new_usage = Usage(**current_usage.model_dump()) + assert isinstance(new_usage.server_tool_use, ServerToolUse) + assert new_usage.server_tool_use.web_search_requests == 1 + + +def test_usage_converts_server_tool_use_dict(): + from litellm.types.utils import ServerToolUse, Usage + + usage = Usage( + completion_tokens=2, + prompt_tokens=1, + total_tokens=3, + server_tool_use={"web_search_requests": 4, "tool_search_requests": 1}, + ) + + assert isinstance(usage.server_tool_use, ServerToolUse) + assert usage.server_tool_use.web_search_requests == 4 + assert usage.server_tool_use["web_search_requests"] == 4 + assert usage.server_tool_use.tool_search_requests == 1 + with pytest.raises(KeyError): + usage.server_tool_use["unknown_metric"] + + round_trip = Usage(**usage.model_dump()) + assert isinstance(round_trip.server_tool_use, ServerToolUse) + assert round_trip.server_tool_use.web_search_requests == 4 + assert round_trip.server_tool_use["web_search_requests"] == 4 + assert round_trip.server_tool_use.tool_search_requests == 1 + + def test_usage_completion_tokens_details_text_tokens(): from litellm.types.utils import Usage diff --git a/ui/litellm-dashboard/src/lib/http/schema.d.ts b/ui/litellm-dashboard/src/lib/http/schema.d.ts index 75a14e09852..d9992680c8a 100644 --- a/ui/litellm-dashboard/src/lib/http/schema.d.ts +++ b/ui/litellm-dashboard/src/lib/http/schema.d.ts @@ -22034,6 +22034,11 @@ export interface components { * @description connect to a postgres db - needed for generating temporary keys + tracking spend / key */ database_url?: string | null; + /** + * Disable Budget Reservation + * @description If True, disables the optimistic per-request budget reservation introduced in v1.84.0. WARNING: This weakens hard budget enforcement. Without the reservation, a burst of concurrent requests from a single key can each pass the read-time spend check before any of them is charged, allowing a configured budget to be exceeded under high concurrency. Budgets are still evaluated on every request at read time, so an already-exhausted budget is still rejected. Enable only if your deployment is experiencing phantom BudgetExceededError responses caused by leaked reservations (see GitHub issue #27639). A proxy-level WARNING is logged on every request while this flag is active as a reminder that hard enforcement is relaxed. + */ + disable_budget_reservation?: boolean | null; /** * Enable Public Model Hub * @description Public model hub for users to see what models they have access to, supported openai params, etc. From dfb68a23de435afc4c2503c1caf552f1a116f154 Mon Sep 17 00:00:00 2001 From: Sameer Kankute Date: Tue, 9 Jun 2026 02:27:03 +0530 Subject: [PATCH 51/73] feat(galileo): add health check support for UI callback test (#29908) * feat(galileo): add health check support for UI callback test Register galileo in /health/services so the proxy UI callback connection test works. Co-authored-by: Cursor * feat(galileo): verify API key via /current_user health check Call Galileo's current_user endpoint so the UI callback test validates credentials against the provider. Co-authored-by: Cursor * chore(ui): regenerate schema.d.ts for galileo health service Co-authored-by: Cursor * fix(galileo): return IntegrationHealthCheckStatus from async_health_check Fixes mypy assignment error in health_services_endpoint where response was narrowed to IntegrationHealthCheckStatus from earlier branches. Co-authored-by: Cursor * Fix Galileo logging to match Langfuse across all endpoint types. Stop skipping ingest when output is empty and log embeddings with a placeholder so embedding, speech, and other non-text responses are recorded like Langfuse. Co-authored-by: Cursor * fix(galileo): remove unreachable health-check guard and None output sentinel The use_v2_api flag is derived from bool(api_key), so the inner GALILEO_API_KEY check inside the v2 branch could never run; collapse the credential validation into the username/password path with a combined message. _serialize_galileo_output now returns an empty string for None, so _get_galileo_input_output_content always yields a str and the post-call None coalescing guard is no longer needed. * test(galileo): cover async_health_check failure paths and empty model response Add regression tests for the Galileo health check unhealthy branches (missing project id, missing base url, missing credentials, auth failure, and request exception) and for logging a model response with no choices, which now queues an empty output instead of being skipped. --------- Co-authored-by: Cursor Co-authored-by: mateo-berri <277851410+mateo-berri@users.noreply.github.com> --- litellm/integrations/galileo.py | 71 ++++-- .../health_endpoints/_health_endpoints.py | 15 ++ .../test_litellm/integrations/test_galileo.py | 206 +++++++++++++++++- .../health_endpoints/test_health_endpoints.py | 27 +++ ui/litellm-dashboard/src/lib/http/schema.d.ts | 2 +- 5 files changed, 303 insertions(+), 18 deletions(-) diff --git a/litellm/integrations/galileo.py b/litellm/integrations/galileo.py index 8fef90c24e0..f9ff7e8c7a1 100644 --- a/litellm/integrations/galileo.py +++ b/litellm/integrations/galileo.py @@ -26,6 +26,7 @@ from litellm.llms.custom_httpx.http_handler import ( get_async_httpx_client, httpxSpecialProvider, ) +from litellm.types.integrations.base_health_check import IntegrationHealthCheckStatus GALILEO_CLOUD_API_BASE_URL = "https://api.galileo.ai" # Cap the in-memory buffer so persistent flush failures (e.g. Galileo @@ -89,6 +90,52 @@ class GalileoObserve(CustomLogger): return bool(self.api_key) return bool(self.username and self.password) + async def async_health_check(self) -> IntegrationHealthCheckStatus: + try: + if not self.project_id: + return IntegrationHealthCheckStatus( + status="unhealthy", + error_message="GALILEO_PROJECT_ID environment variable not set", + ) + + if not self.base_url: + return IntegrationHealthCheckStatus( + status="unhealthy", + error_message="GALILEO_BASE_URL environment variable not set", + ) + + if not self.use_v2_api and (not self.username or not self.password): + return IntegrationHealthCheckStatus( + status="unhealthy", + error_message=( + "GALILEO_API_KEY or GALILEO_USERNAME and GALILEO_PASSWORD " + "environment variables must be set" + ), + ) + + if not await self._ensure_headers(): + return IntegrationHealthCheckStatus( + status="unhealthy", + error_message="Galileo authentication failed", + ) + + response = await self.async_httpx_handler.get( + url=f"{self.base_url}/current_user", + headers=self.headers, + ) + if response.status_code >= 400: + return IntegrationHealthCheckStatus( + status="unhealthy", + error_message=(f"Galileo API returned HTTP {response.status_code}"), + ) + + return IntegrationHealthCheckStatus(status="healthy", error_message=None) + except Exception as e: + return IntegrationHealthCheckStatus( + status="unhealthy", + error_message=f"Galileo health check failed: {str(e)}", + ) + async def async_set_galileo_headers(self) -> None: galileo_login_response = await self.async_httpx_handler.post( url=f"{self.base_url}/login", @@ -399,9 +446,9 @@ class GalileoObserve(CustomLogger): return prompt @staticmethod - def _serialize_galileo_output(value: Any) -> Optional[str]: + def _serialize_galileo_output(value: Any) -> str: if value is None: - return None + return "" if isinstance(value, str): return value @@ -460,11 +507,11 @@ class GalileoObserve(CustomLogger): response_obj: Any, level: str = "DEFAULT", status_message: Optional[str] = None, - ) -> Tuple[str, Optional[str], Any]: + ) -> Tuple[str, str, Any]: """ Mirror Langfuse _get_langfuse_input_output_content for Galileo ingest. - Returns (input_text, output_text, messages_for_span). output_text None skips ingest. + Returns (input_text, output_text, messages_for_span). """ call_type = kwargs.get("call_type") prompt = self._build_prompt(kwargs) @@ -477,10 +524,11 @@ class GalileoObserve(CustomLogger): return self._prompt_to_input_text(prompt), status_message, prompt if response_obj is not None and ( - call_type == "embedding" + call_type in ("embedding", "aembedding") or isinstance(response_obj, litellm.EmbeddingResponse) ): - return self._prompt_to_input_text(prompt), None, prompt + # Match Langfuse OTEL: log embeddings without serializing vectors. + return self._prompt_to_input_text(prompt), "embedding-output", prompt if response_obj is not None and isinstance(response_obj, litellm.ModelResponse): output = self._get_chat_content_for_galileo(response_obj) @@ -549,7 +597,7 @@ class GalileoObserve(CustomLogger): ): input_val = kwargs.get("input") return ( - self._serialize_galileo_output(input_val) or "", + self._serialize_galileo_output(input_val), self._serialize_galileo_output(response_obj), input_val, ) @@ -574,11 +622,11 @@ class GalileoObserve(CustomLogger): kwargs.get("messages") or [], ) - return self._prompt_to_input_text(prompt), None, kwargs.get("messages") or [] + return self._prompt_to_input_text(prompt), "", kwargs.get("messages") or [] def get_output_str_from_response( self, response_obj: Any, kwargs: Dict[str, Any] - ) -> Optional[str]: + ) -> str: _, output_text, _ = self._get_galileo_input_output_content( kwargs=kwargs, response_obj=response_obj ) @@ -659,11 +707,6 @@ class GalileoObserve(CustomLogger): input_text, output_text, messages = self._get_galileo_input_output_content( kwargs=kwargs, response_obj=response_obj ) - if output_text is None: - verbose_logger.debug( - "Galileo Logger: skipping %s — no text output to log", _call_type - ) - return raw_start = slo.get("startTime") raw_end = slo.get("endTime") diff --git a/litellm/proxy/health_endpoints/_health_endpoints.py b/litellm/proxy/health_endpoints/_health_endpoints.py index c109f374993..6ef8bbc4006 100644 --- a/litellm/proxy/health_endpoints/_health_endpoints.py +++ b/litellm/proxy/health_endpoints/_health_endpoints.py @@ -129,6 +129,7 @@ services = Union[ "datadog_llm_observability", "generic_api", "arize", + "galileo", "sqs", ], str, @@ -206,6 +207,7 @@ async def health_services_endpoint( # noqa: PLR0915 "datadog_llm_observability", "generic_api", "arize", + "galileo", "sqs", ]: raise HTTPException( @@ -295,6 +297,19 @@ async def health_services_endpoint( # noqa: PLR0915 else "Arize is healthy" ), } + elif service == "galileo": + from litellm.integrations.galileo import GalileoObserve + + galileo_logger = GalileoObserve() + response = await galileo_logger.async_health_check() + return { + "status": response["status"], + "message": ( + response["error_message"] + if response["status"] == "unhealthy" + else "Galileo is healthy" + ), + } elif service == "langfuse": from litellm.integrations.langfuse.langfuse import LangFuseLogger diff --git a/tests/test_litellm/integrations/test_galileo.py b/tests/test_litellm/integrations/test_galileo.py index 8ce5eb776f9..0533b7ca7d1 100644 --- a/tests/test_litellm/integrations/test_galileo.py +++ b/tests/test_litellm/integrations/test_galileo.py @@ -357,12 +357,18 @@ def test_galileo_record_to_v2_span_with_tags_and_offset(): def test_galileo_get_output_str_variants(galileo_v2_env): logger = GalileoObserve() - assert logger.get_output_str_from_response(None, {}) is None + assert logger.get_output_str_from_response(None, {}) == "" assert ( logger.get_output_str_from_response( EmbeddingResponse(), {"call_type": "embedding"} ) - is None + == "embedding-output" + ) + assert ( + logger.get_output_str_from_response( + EmbeddingResponse(), {"call_type": "aembedding"} + ) + == "embedding-output" ) text_resp = TextCompletionResponse() @@ -414,7 +420,7 @@ def test_galileo_get_output_str_variants(galileo_v2_env): {"call_type": "acompletion", "messages": [{"role": "user", "content": "hi"}]}, ) - assert logger.get_output_str_from_response("not-a-supported-type", {}) is None + assert logger.get_output_str_from_response("not-a-supported-type", {}) == "" def test_galileo_get_input_output_error_status_message(galileo_v2_env): @@ -445,6 +451,48 @@ def test_galileo_get_output_str_rerank_response(galileo_v2_env): assert '"relevance_score": 0.98' in output +@pytest.mark.asyncio +async def test_galileo_async_log_success_embedding(galileo_v2_env): + import datetime + + logger = GalileoObserve() + embedding_response = EmbeddingResponse( + data=[{"object": "embedding", "embedding": [0.1, 0.2, 0.3], "index": 0}] + ) + + mock_response = MagicMock() + mock_response.is_success = True + mock_response.status_code = 201 + + with patch.object(logger.async_httpx_handler, "post", return_value=mock_response): + await logger.async_log_success_event( + kwargs={ + "call_type": "aembedding", + "model": "text-embedding-3-small", + "input": "hello world", + "standard_logging_object": { + "call_type": "aembedding", + "model": "text-embedding-3-small", + "prompt_tokens": 2, + "completion_tokens": 0, + "total_tokens": 2, + "response_cost": 0.0, + "startTime": datetime.datetime( + 2026, 5, 25, 12, 0, 0, tzinfo=datetime.timezone.utc + ).timestamp(), + "endTime": datetime.datetime( + 2026, 5, 25, 12, 0, 1, tzinfo=datetime.timezone.utc + ).timestamp(), + }, + }, + response_obj=embedding_response, + start_time=datetime.datetime(2026, 5, 25, 12, 0, 0), + end_time=datetime.datetime(2026, 5, 25, 12, 0, 1), + ) + + assert logger.in_memory_records == [] + + @pytest.mark.asyncio async def test_galileo_async_log_success_rerank(galileo_v2_env): import datetime @@ -524,6 +572,158 @@ def test_galileo_get_ingest_request_legacy(monkeypatch): assert payload["traces"][0]["input"] == "hi" +@pytest.mark.asyncio +async def test_galileo_async_health_check_success(galileo_v2_env): + logger = GalileoObserve() + current_user_resp = MagicMock() + current_user_resp.status_code = 200 + + with patch.object( + logger.async_httpx_handler, "get", new_callable=AsyncMock + ) as mock_get: + mock_get.return_value = current_user_resp + result = await logger.async_health_check() + + assert result["status"] == "healthy" + mock_get.assert_awaited_once_with( + url="https://api.galileo.ai/current_user", + headers={ + "accept": "application/json", + "Content-Type": "application/json", + "Galileo-API-Key": "test-api-key", + }, + ) + + +@pytest.mark.asyncio +async def test_galileo_async_health_check_api_error(galileo_v2_env): + logger = GalileoObserve() + current_user_resp = MagicMock() + current_user_resp.status_code = 401 + + with patch.object( + logger.async_httpx_handler, "get", new_callable=AsyncMock + ) as mock_get: + mock_get.return_value = current_user_resp + result = await logger.async_health_check() + + assert result["status"] == "unhealthy" + assert "HTTP 401" in result["error_message"] + + +@pytest.mark.asyncio +async def test_galileo_async_health_check_missing_project_id(monkeypatch): + monkeypatch.setenv("GALILEO_API_KEY", "test-api-key") + monkeypatch.setenv("GALILEO_BASE_URL", "https://api.galileo.ai") + monkeypatch.delenv("GALILEO_PROJECT_ID", raising=False) + logger = GalileoObserve() + + result = await logger.async_health_check() + + assert result["status"] == "unhealthy" + assert "GALILEO_PROJECT_ID" in result["error_message"] + + +@pytest.mark.asyncio +async def test_galileo_async_health_check_missing_base_url(monkeypatch): + monkeypatch.delenv("GALILEO_API_KEY", raising=False) + monkeypatch.delenv("GALILEO_BASE_URL", raising=False) + monkeypatch.setenv("GALILEO_PROJECT_ID", "p") + monkeypatch.setenv("GALILEO_USERNAME", "u") + monkeypatch.setenv("GALILEO_PASSWORD", "pw") + logger = GalileoObserve() + + result = await logger.async_health_check() + + assert result["status"] == "unhealthy" + assert "GALILEO_BASE_URL" in result["error_message"] + + +@pytest.mark.asyncio +async def test_galileo_async_health_check_missing_credentials(monkeypatch): + monkeypatch.delenv("GALILEO_API_KEY", raising=False) + monkeypatch.delenv("GALILEO_USERNAME", raising=False) + monkeypatch.delenv("GALILEO_PASSWORD", raising=False) + monkeypatch.setenv("GALILEO_PROJECT_ID", "p") + monkeypatch.setenv("GALILEO_BASE_URL", "https://galileo.example") + logger = GalileoObserve() + + result = await logger.async_health_check() + + assert result["status"] == "unhealthy" + assert "GALILEO_USERNAME" in result["error_message"] + + +@pytest.mark.asyncio +async def test_galileo_async_health_check_auth_failed(monkeypatch): + monkeypatch.delenv("GALILEO_API_KEY", raising=False) + monkeypatch.setenv("GALILEO_PROJECT_ID", "p") + monkeypatch.setenv("GALILEO_BASE_URL", "https://galileo.example") + monkeypatch.setenv("GALILEO_USERNAME", "u") + monkeypatch.setenv("GALILEO_PASSWORD", "pw") + logger = GalileoObserve() + + with patch.object( + logger.async_httpx_handler, "post", new_callable=AsyncMock + ) as mock_post: + mock_post.side_effect = Exception("login failed") + result = await logger.async_health_check() + + assert result["status"] == "unhealthy" + assert result["error_message"] == "Galileo authentication failed" + + +@pytest.mark.asyncio +async def test_galileo_async_health_check_request_exception(galileo_v2_env): + logger = GalileoObserve() + + with patch.object( + logger.async_httpx_handler, "get", new_callable=AsyncMock + ) as mock_get: + mock_get.side_effect = Exception("connection refused") + result = await logger.async_health_check() + + assert result["status"] == "unhealthy" + assert "connection refused" in result["error_message"] + + +@pytest.mark.asyncio +async def test_galileo_async_log_success_empty_model_response(galileo_v2_env): + import datetime + + logger = GalileoObserve() + logger.batch_size = 2 + empty_response = ModelResponse(choices=[]) + + await logger.async_log_success_event( + kwargs={ + "call_type": "acompletion", + "model": "gpt-5.2", + "messages": [{"role": "user", "content": "hi"}], + "standard_logging_object": { + "call_type": "acompletion", + "model": "gpt-5.2", + "prompt_tokens": 1, + "completion_tokens": 0, + "total_tokens": 1, + "response_cost": 0.0, + "startTime": datetime.datetime( + 2026, 5, 25, 12, 0, 0, tzinfo=datetime.timezone.utc + ).timestamp(), + "endTime": datetime.datetime( + 2026, 5, 25, 12, 0, 1, tzinfo=datetime.timezone.utc + ).timestamp(), + }, + }, + response_obj=empty_response, + start_time=datetime.datetime(2026, 5, 25, 12, 0, 0), + end_time=datetime.datetime(2026, 5, 25, 12, 0, 1), + ) + + assert len(logger.in_memory_records) == 1 + assert logger.in_memory_records[0]["output_text"] == "" + + @pytest.mark.asyncio async def test_galileo_ensure_headers_v2_missing_key(monkeypatch): monkeypatch.delenv("GALILEO_API_KEY", raising=False) diff --git a/tests/test_litellm/proxy/health_endpoints/test_health_endpoints.py b/tests/test_litellm/proxy/health_endpoints/test_health_endpoints.py index 80a4804956c..64c57ab90e3 100644 --- a/tests/test_litellm/proxy/health_endpoints/test_health_endpoints.py +++ b/tests/test_litellm/proxy/health_endpoints/test_health_endpoints.py @@ -696,6 +696,33 @@ async def test_test_model_connection_falls_back_to_deployments_zero_without_id() assert model_params.get("api_key") == "fake-key-A" +@pytest.mark.asyncio +@pytest.mark.parametrize( + "status,error_message", + [ + ("healthy", ""), + ("unhealthy", "Galileo authentication failed"), + ], +) +async def test_health_services_endpoint_galileo(status, error_message): + with patch("litellm.integrations.galileo.GalileoObserve") as MockGalileoObserve: + mock_instance = MagicMock() + mock_instance.async_health_check = AsyncMock( + return_value={"status": status, "error_message": error_message} + ) + MockGalileoObserve.return_value = mock_instance + + result = await health_services_endpoint(service="galileo") + + if status == "healthy": + assert result["status"] == "healthy" + assert result["message"] == "Galileo is healthy" + else: + assert result["status"] == "unhealthy" + assert result["message"] == error_message + mock_instance.async_health_check.assert_awaited_once() + + @pytest.mark.asyncio async def test_health_services_endpoint_datadog_llm_observability(): """ diff --git a/ui/litellm-dashboard/src/lib/http/schema.d.ts b/ui/litellm-dashboard/src/lib/http/schema.d.ts index d9992680c8a..8379d0536a6 100644 --- a/ui/litellm-dashboard/src/lib/http/schema.d.ts +++ b/ui/litellm-dashboard/src/lib/http/schema.d.ts @@ -40422,7 +40422,7 @@ export interface operations { parameters: { query: { /** @description Specify the service being hit. */ - service: ("slack_budget_alerts" | "langfuse" | "langfuse_otel" | "slack" | "openmeter" | "webhook" | "email" | "braintrust" | "datadog" | "datadog_llm_observability" | "generic_api" | "arize" | "sqs") | string; + service: ("slack_budget_alerts" | "langfuse" | "langfuse_otel" | "slack" | "openmeter" | "webhook" | "email" | "braintrust" | "datadog" | "datadog_llm_observability" | "generic_api" | "arize" | "galileo" | "sqs") | string; }; header?: never; path?: never; From 69a7bdb24728eb13280bba5e4d7c3427e8ac0768 Mon Sep 17 00:00:00 2001 From: yuneng-jiang Date: Mon, 8 Jun 2026 14:28:39 -0700 Subject: [PATCH 52/73] fix(model-management): allow deleting a BYOK model after its team is deleted (#29875) * fix(model-management): allow deleting a BYOK model after its team is deleted A team BYOK model (model_info.team_id set) became undeletable once its team was deleted: POST /model/delete ran can_user_make_model_call, which looked the team up and raised 400 "Team id=... does not exist in db" before the delete could run, so the model lingered on the Models + Endpoints page with no way to remove it. Drop the team-existence prerequisite from the delete path. When the model's team still exists the normal auth check runs unchanged; when it is gone a proxy admin may delete the orphan and any other caller gets a 403. The check is fail-closed, so a missing or errored team lookup can only block the delete or require an admin, never grant a non-admin access. Add/update/health keep their team-existence validation. * refactor(model-management): drop redundant team lookup on model delete Move the orphaned-team handling into can_user_make_model_call behind an allow_missing_team flag instead of pre-checking team existence in delete_model. The endpoint no longer issues its own litellm_teamtable lookup, so deleting a model whose team still exists hits the team table once instead of twice. The auth behavior is unchanged: a proxy admin can delete a model whose team was deleted, any other caller gets a 403, and add/update/health keep the strict "team must exist" validation. --- .../model_management_endpoints.py | 14 ++ .../test_model_management_endpoints.py | 184 ++++++++++++++++++ 2 files changed, 198 insertions(+) diff --git a/litellm/proxy/management_endpoints/model_management_endpoints.py b/litellm/proxy/management_endpoints/model_management_endpoints.py index 566ef845333..0cbccfc18ad 100644 --- a/litellm/proxy/management_endpoints/model_management_endpoints.py +++ b/litellm/proxy/management_endpoints/model_management_endpoints.py @@ -860,6 +860,7 @@ class ModelManagementAuthChecks: user_api_key_dict: UserAPIKeyAuth, prisma_client: PrismaClient, premium_user: bool, + allow_missing_team: bool = False, ) -> Literal[True]: ## Check team model auth if ( @@ -870,6 +871,18 @@ class ModelManagementAuthChecks: where={"team_id": model_params.model_info.team_id} ) if team_obj_row is None: + # The team was deleted. Callers that opt in (e.g. model deletion) may + # act on the orphaned model, but only as a proxy admin -- without the + # team there is no team-admin membership left to verify. + if allow_missing_team: + if user_api_key_dict.user_role == LitellmUserRoles.PROXY_ADMIN: + return True + raise HTTPException( + status_code=403, + detail={ + "error": "Only a proxy admin can delete a model whose team has been deleted." + }, + ) raise HTTPException( status_code=400, detail={ @@ -955,6 +968,7 @@ async def delete_model( user_api_key_dict=user_api_key_dict, prisma_client=prisma_client, premium_user=premium_user, + allow_missing_team=True, ) # update DB diff --git a/tests/test_litellm/proxy/management_endpoints/test_model_management_endpoints.py b/tests/test_litellm/proxy/management_endpoints/test_model_management_endpoints.py index a9bb2b09a15..2ba604e5da6 100644 --- a/tests/test_litellm/proxy/management_endpoints/test_model_management_endpoints.py +++ b/tests/test_litellm/proxy/management_endpoints/test_model_management_endpoints.py @@ -1915,6 +1915,190 @@ class TestDeleteTeamBYOKModelGhost: mock_refresh.assert_not_awaited() +class TestDeleteModelTeamAuth: + """Team auth on the /model/delete path. + + A model added via /model/new with model_info.team_id is orphaned once its + team is deleted: can_user_make_model_call looked the team up and raised + 'Team id=... does not exist in db' before the delete could run, so the model + was undeletable from the Models + Endpoints page. Without the team, team-admin + membership can't be verified, so a proxy admin (and only a proxy admin) may + delete the orphan; a missing team must never let a non-admin through. The team + is also looked up exactly once -- the auth check must not add a second query. + """ + + def _orphaned_model_mocks(self, team_id, model_id): + db_row = LiteLLM_ProxyModelTable( + model_id=model_id, + model_name=f"model_name_{team_id}_abc-uuid", + litellm_params={"model": "openai/gpt-4.1-nano"}, + model_info={ + "id": model_id, + "team_id": team_id, + "team_public_model_name": "orphaned-gpt", + }, + created_by="admin", + updated_by="admin", + ) + mock_prisma = MagicMock() + mock_prisma.db = MagicMock() + mock_prisma.db.litellm_proxymodeltable = AsyncMock() + mock_prisma.db.litellm_proxymodeltable.find_unique = AsyncMock( + return_value=db_row + ) + mock_prisma.db.litellm_proxymodeltable.delete = AsyncMock(return_value=db_row) + mock_prisma.db.litellm_proxymodeltable.find_many = AsyncMock(return_value=[]) + # The team is gone -> every team lookup returns None. + mock_prisma.db.litellm_teamtable = AsyncMock() + mock_prisma.db.litellm_teamtable.find_unique = AsyncMock(return_value=None) + mock_prisma.db.litellm_teamtable.update = AsyncMock() + mock_prisma.db.litellm_modeltable = AsyncMock() + mock_prisma.db.litellm_modeltable.find_many = AsyncMock(return_value=[]) + return mock_prisma + + @pytest.mark.asyncio + async def test_proxy_admin_can_delete_model_when_team_deleted(self): + from litellm.proxy.management_endpoints.model_management_endpoints import ( + ModelInfoDelete, + delete_model as delete_model_endpoint, + ) + + team_id = "deleted-team-xyz" + model_id = "orphaned-byok-1" + mock_prisma = self._orphaned_model_mocks(team_id, model_id) + + admin_user = UserAPIKeyAuth( + user_id="admin", user_role=LitellmUserRoles.PROXY_ADMIN + ) + + _PS = "litellm.proxy.proxy_server" + _MOD = "litellm.proxy.management_endpoints.model_management_endpoints" + with ( + patch(f"{_PS}.prisma_client", mock_prisma), + patch(f"{_PS}.store_model_in_db", True), + patch(f"{_PS}.premium_user", True), + patch(f"{_PS}.llm_router", MagicMock()), + patch(f"{_PS}.proxy_logging_obj", MagicMock()), + patch(f"{_PS}.user_api_key_cache", MagicMock()), + patch(f"{_MOD}._refresh_cached_team", new=AsyncMock()), + ): + result = await delete_model_endpoint( + model_info=ModelInfoDelete(id=model_id), + user_api_key_dict=admin_user, + ) + + assert "deleted successfully" in result["message"] + mock_prisma.db.litellm_proxymodeltable.delete.assert_awaited_once() + # Team is gone -> no team.models cleanup to do. + mock_prisma.db.litellm_teamtable.update.assert_not_awaited() + + @pytest.mark.asyncio + async def test_non_admin_cannot_delete_model_when_team_deleted(self): + """A missing team must never let a non-admin delete the orphan (no fail-open).""" + from litellm.proxy.management_endpoints.model_management_endpoints import ( + ModelInfoDelete, + delete_model as delete_model_endpoint, + ) + from litellm.proxy.proxy_server import ProxyException + + team_id = "deleted-team-abc" + model_id = "orphaned-byok-2" + mock_prisma = self._orphaned_model_mocks(team_id, model_id) + + non_admin = UserAPIKeyAuth( + user_id="someone", user_role=LitellmUserRoles.INTERNAL_USER + ) + + _PS = "litellm.proxy.proxy_server" + _MOD = "litellm.proxy.management_endpoints.model_management_endpoints" + with ( + patch(f"{_PS}.prisma_client", mock_prisma), + patch(f"{_PS}.store_model_in_db", True), + patch(f"{_PS}.premium_user", True), + patch(f"{_PS}.llm_router", MagicMock()), + patch(f"{_PS}.proxy_logging_obj", MagicMock()), + patch(f"{_PS}.user_api_key_cache", MagicMock()), + patch(f"{_MOD}._refresh_cached_team", new=AsyncMock()), + ): + with pytest.raises(ProxyException) as exc_info: + await delete_model_endpoint( + model_info=ModelInfoDelete(id=model_id), + user_api_key_dict=non_admin, + ) + + assert str(exc_info.value.code) == "403" + mock_prisma.db.litellm_proxymodeltable.delete.assert_not_awaited() + + @pytest.mark.asyncio + async def test_live_team_delete_looks_up_team_once(self): + """The auth check must not add a redundant team query on the live-team path.""" + from litellm.proxy.management_endpoints.model_management_endpoints import ( + ModelInfoDelete, + delete_model as delete_model_endpoint, + ) + from litellm.proxy.proxy_server import ProxyException + + team_id = "live-team-1" + model_id = "live-byok-1" + db_row = LiteLLM_ProxyModelTable( + model_id=model_id, + model_name=f"model_name_{team_id}_abc-uuid", + litellm_params={"model": "openai/gpt-4.1-nano"}, + model_info={ + "id": model_id, + "team_id": team_id, + "team_public_model_name": "live-gpt", + }, + created_by="admin", + updated_by="admin", + ) + team_row = LiteLLM_TeamTable( + team_id=team_id, + team_alias="live-team", + members_with_roles=[Member(user_id="admin", role="admin")], + models=["live-gpt"], + ) + mock_prisma = MagicMock() + mock_prisma.db = MagicMock() + mock_prisma.db.litellm_proxymodeltable = AsyncMock() + mock_prisma.db.litellm_proxymodeltable.find_unique = AsyncMock( + return_value=db_row + ) + mock_prisma.db.litellm_proxymodeltable.delete = AsyncMock(return_value=db_row) + mock_prisma.db.litellm_proxymodeltable.find_many = AsyncMock(return_value=[]) + mock_prisma.db.litellm_teamtable = AsyncMock() + mock_prisma.db.litellm_teamtable.find_unique = AsyncMock(return_value=team_row) + mock_prisma.db.litellm_modeltable = AsyncMock() + mock_prisma.db.litellm_modeltable.find_many = AsyncMock(return_value=[]) + + # A team member who is not the team admin: rejected before the delete runs, + # so the only team lookup is the single one inside the auth check. + non_admin = UserAPIKeyAuth( + user_id="someone", user_role=LitellmUserRoles.INTERNAL_USER + ) + + _PS = "litellm.proxy.proxy_server" + _MOD = "litellm.proxy.management_endpoints.model_management_endpoints" + with ( + patch(f"{_PS}.prisma_client", mock_prisma), + patch(f"{_PS}.store_model_in_db", True), + patch(f"{_PS}.premium_user", True), + patch(f"{_PS}.llm_router", MagicMock()), + patch(f"{_PS}.proxy_logging_obj", MagicMock()), + patch(f"{_PS}.user_api_key_cache", MagicMock()), + patch(f"{_MOD}._refresh_cached_team", new=AsyncMock()), + ): + with pytest.raises(ProxyException) as exc_info: + await delete_model_endpoint( + model_info=ModelInfoDelete(id=model_id), + user_api_key_dict=non_admin, + ) + + assert str(exc_info.value.code) == "403" + assert mock_prisma.db.litellm_teamtable.find_unique.await_count == 1 + mock_prisma.db.litellm_proxymodeltable.delete.assert_not_awaited() + + class TestGetTeamDeployments: """Tests for _get_team_deployments which filters by model_name prefix + Python-side team_id check.""" From a7ecf6b5b1452410cb83f58054d939561ef322a6 Mon Sep 17 00:00:00 2001 From: milan-berri Date: Tue, 9 Jun 2026 01:09:03 +0300 Subject: [PATCH 53/73] feat(jwt-auth): opt-in fallback to DB team on unresolved JWT claim (#28913) MIME-Version: 1.0 Content-Type: text/plain; charset=UTF-8 Content-Transfer-Encoding: 8bit * fix(jwt-auth): defer to single-team DB fallback on claim mismatch Extends the single-team DB fallback introduced in #26418 to two more cases where it previously could not run: * `find_and_validate_specific_team_id`: when `team_id_jwt_field` is configured and a claim value is present in the token but the team does not exist in the LiteLLM DB (HTTPException 404 from `get_team_object`), return `(None, None)` instead of raising — the auth_builder fallback then attributes the request to the user's single DB team. Only HTTPException is caught; other errors (e.g. "No DB Connected") still propagate. * `find_team_with_model_access`: when none of the `team_ids_jwt_field` groups resolve to a real LiteLLM team, return `(None, None)` instead of raising 403 so the same fallback path runs. If at least one group DID resolve to a team but none granted the requested model, the original 403 is preserved (legitimate access denial — not a claim mismatch). Tracked via the new `any_claim_team_resolved` flag. The strict `is_required_team_id` raise and `enforce_team_based_model_access` raise remain unchanged. Unit tests cover both new soft-fail paths and guard each preserved path (strict required, enforce_team_based, the preserved 403, and the non-HTTPException propagation). Co-authored-by: Cursor * fix(jwt-auth): narrow HTTPException catch to 404 (greptile review) Address Greptile review comments on #28913: * `find_and_validate_specific_team_id`: re-raise HTTPException when `status_code != 404`, pinning the catch to the "team doesn't exist in db" path documented for `get_team_object`. A future change that introduces a different status code (e.g. 403 for a blocked team) will now propagate instead of silently falling through to the single-team DB fallback. * Add `test_find_and_validate_specific_team_id_non_404_http_exception_propagates` parametrised over 400 / 403 / 500 to lock in the contract. Co-authored-by: Cursor * fix(jwt-auth): gate claim-mismatch fallback behind opt-in flag The unresolved-team-claim fallback added in the previous commit weakened the strict claim-based authorization contract by default — an authenticated user whose JWT carries a stale or invalid team claim could still consume their single DB team's models/quota via the fallback. Gate both soft-fail paths in `find_and_validate_specific_team_id` and `find_team_with_model_access` behind a new opt-in flag `team_claim_fallback` on `LiteLLM_JWTAuth` (default False). Default-off preserves the pre-existing strict behavior. Operators who intentionally treat IdP team claims as advisory (e.g. machine tokens whose group claims live in a separate namespace from LiteLLM team_ids) opt in via config. Adds two regression tests guarding the default-off behavior. Co-authored-by: Cursor --------- Co-authored-by: Cursor --- litellm/proxy/_types.py | 10 + litellm/proxy/auth/handle_jwt.py | 43 ++- .../proxy/auth/test_handle_jwt.py | 304 ++++++++++++++++++ 3 files changed, 347 insertions(+), 10 deletions(-) diff --git a/litellm/proxy/_types.py b/litellm/proxy/_types.py index fba968dd95d..f1443edf455 100644 --- a/litellm/proxy/_types.py +++ b/litellm/proxy/_types.py @@ -4195,6 +4195,16 @@ class LiteLLM_JWTAuth(LiteLLMPydanticObjectBase): default=None, description="Optional claim-based routing overrides for JWT-shaped tokens. Matching rules route requests to oauth2 before default JWT flow.", ) + team_claim_fallback: bool = Field( + default=False, + description=( + "If True, when a configured team_id_jwt_field / team_ids_jwt_field " + "claim is present but does not resolve to any known team, defer to " + "the single-team DB fallback (caller's only team membership) " + "instead of raising. Default False preserves strict claim-based " + "authorization." + ), + ) issuers: Optional[List[JWTIssuerConfig]] = Field( default=None, description="Optional issuer-bound JWT validation rules. When a token's `iss` matches a configured issuer, validation uses that issuer's JWKS, audience, and claim mappings. Tokens with an unlisted `iss` fall back to the global JWT_AUDIENCE/JWT_ISSUER validation path — this is additive routing, not an allow-list.", diff --git a/litellm/proxy/auth/handle_jwt.py b/litellm/proxy/auth/handle_jwt.py index 536d2867855..fd6ff2ada7f 100644 --- a/litellm/proxy/auth/handle_jwt.py +++ b/litellm/proxy/auth/handle_jwt.py @@ -1299,15 +1299,29 @@ class JWTAuthManager: # First try to get team by team_id if individual_team_id: - team_object = await get_team_object( - team_id=individual_team_id, - prisma_client=prisma_client, - user_api_key_cache=user_api_key_cache, - parent_otel_span=parent_otel_span, - proxy_logging_obj=proxy_logging_obj, - team_id_upsert=jwt_handler.litellm_jwtauth.team_id_upsert, - ) - return individual_team_id, team_object + try: + team_object = await get_team_object( + team_id=individual_team_id, + prisma_client=prisma_client, + user_api_key_cache=user_api_key_cache, + parent_otel_span=parent_otel_span, + proxy_logging_obj=proxy_logging_obj, + team_id_upsert=jwt_handler.litellm_jwtauth.team_id_upsert, + ) + return individual_team_id, team_object + except HTTPException as e: + if ( + e.status_code != 404 + or not jwt_handler.litellm_jwtauth.team_claim_fallback + ): + raise + # Claim doesn't map to a known team — defer to fallback. + verbose_proxy_logger.debug( + "JWT team_id claim '%s' did not resolve to a team: %s", + individual_team_id, + e.detail, + ) + return None, None # If no team_id found, try to resolve via team_alias_jwt_field team_alias = jwt_handler.get_team_alias( @@ -1431,6 +1445,7 @@ class JWTAuthManager: ) return None, None + any_claim_team_resolved = False for team_id in team_ids: try: team_object = await get_team_object( @@ -1441,6 +1456,9 @@ class JWTAuthManager: proxy_logging_obj=proxy_logging_obj, ) + if team_object is not None: + any_claim_team_resolved = True + if team_object and team_object.models is not None: team_models = team_object.models if isinstance(team_models, list) and ( @@ -1478,12 +1496,17 @@ class JWTAuthManager: if denied_auth_enforced_pass_through_route: JWTAuthManager._raise_team_passthrough_route_denial(route=route) - if requested_model: + if requested_model and ( + any_claim_team_resolved + or not jwt_handler.litellm_jwtauth.team_claim_fallback + ): + # Claim resolved but no model access, or fallback disabled — deny. raise HTTPException( status_code=403, detail=f"No team has access to the requested model: {requested_model}. Checked teams={team_ids}. Check `/models` to see all available models.", ) + # No claim team resolved and fallback enabled — defer to fallback. return None, None @staticmethod diff --git a/tests/test_litellm/proxy/auth/test_handle_jwt.py b/tests/test_litellm/proxy/auth/test_handle_jwt.py index 7dadca24504..63510086f95 100644 --- a/tests/test_litellm/proxy/auth/test_handle_jwt.py +++ b/tests/test_litellm/proxy/auth/test_handle_jwt.py @@ -3182,6 +3182,310 @@ def test_build_decode_kwargs_no_warning_when_scoped( assert matching == [] +# --------------------------------------------------------------------------- +# Defer to single-team DB fallback (PR #26418) when JWT claims are present +# but do not resolve to a LiteLLM team. +# --------------------------------------------------------------------------- + + +@pytest.mark.asyncio +async def test_find_and_validate_specific_team_id_unresolved_claim_returns_none(): + """With `team_claim_fallback=True`: team_id claim is present in the JWT + but the team is missing in the DB — return (None, None) so the + auth_builder single-team fallback can run, instead of raising and + failing auth.""" + from fastapi import HTTPException + + jwt_handler = JWTHandler() + jwt_handler.litellm_jwtauth = LiteLLM_JWTAuth( + team_id_jwt_field="team_id", + team_claim_fallback=True, + ) + token = {"sub": "user-1", "team_id": "claim-team-not-in-db"} + + with patch( + "litellm.proxy.auth.handle_jwt.get_team_object", + new_callable=AsyncMock, + ) as mock_get_team: + mock_get_team.side_effect = HTTPException(status_code=404, detail="missing") + + team_id, team_object = await JWTAuthManager.find_and_validate_specific_team_id( + jwt_handler=jwt_handler, + jwt_valid_token=token, + prisma_client=None, + user_api_key_cache=None, + parent_otel_span=None, + proxy_logging_obj=None, + ) + + assert team_id is None + assert team_object is None + + +@pytest.mark.asyncio +async def test_find_team_with_model_access_unresolved_group_claim_returns_none( + monkeypatch, +): + """With `team_claim_fallback=True`: group claim resolves to team_ids that + don't exist in the DB — return (None, None) instead of raising 403, so + the single-team fallback can run.""" + import sys + import types + + from fastapi import HTTPException + + from litellm.router import Router + + router = Router( + model_list=[ + {"model_name": "gpt-4o-mini", "litellm_params": {"model": "gpt-4o-mini"}} + ] + ) + proxy_server_module = types.ModuleType("proxy_server") + proxy_server_module.llm_router = router + monkeypatch.setitem(sys.modules, "litellm.proxy.proxy_server", proxy_server_module) + + async def raise_404(*_args, **_kwargs): + raise HTTPException(status_code=404, detail="missing") + + monkeypatch.setattr("litellm.proxy.auth.handle_jwt.get_team_object", raise_404) + + jwt_handler = JWTHandler() + jwt_handler.litellm_jwtauth = LiteLLM_JWTAuth(team_claim_fallback=True) + + team_id, team_object = await JWTAuthManager.find_team_with_model_access( + team_ids={"idp-group-a", "idp-group-b"}, + requested_model="gpt-4o-mini", + route="/chat/completions", + jwt_handler=jwt_handler, + prisma_client=None, + user_api_key_cache=None, + parent_otel_span=None, + proxy_logging_obj=None, + ) + + assert team_id is None + assert team_object is None + + +@pytest.mark.asyncio +async def test_find_and_validate_specific_team_id_non_http_exception_still_propagates(): + """Regression guard: only the 404 HTTPException raised by + `get_team_object` ("team doesn't exist in db") is softened. Other + errors — e.g. "No DB Connected" — must still propagate so operator-side + problems are loud.""" + jwt_handler = JWTHandler() + jwt_handler.litellm_jwtauth = LiteLLM_JWTAuth(team_id_jwt_field="team_id") + token = {"sub": "user-1", "team_id": "some-claim-team"} + + with patch( + "litellm.proxy.auth.handle_jwt.get_team_object", + new_callable=AsyncMock, + ) as mock_get_team: + mock_get_team.side_effect = RuntimeError("simulated infrastructure error") + + with pytest.raises(RuntimeError, match="simulated infrastructure error"): + await JWTAuthManager.find_and_validate_specific_team_id( + jwt_handler=jwt_handler, + jwt_valid_token=token, + prisma_client=None, + user_api_key_cache=None, + parent_otel_span=None, + proxy_logging_obj=None, + ) + + +@pytest.mark.asyncio +async def test_find_and_validate_specific_team_id_non_404_http_exception_propagates(): + """Regression guard: only 404 HTTPException is softened. If + `get_team_object` is ever updated to raise a different HTTP status code + (e.g. 403 for a blocked team), that error must still propagate rather + than silently fall through to the single-team DB fallback.""" + from fastapi import HTTPException + + jwt_handler = JWTHandler() + jwt_handler.litellm_jwtauth = LiteLLM_JWTAuth(team_id_jwt_field="team_id") + token = {"sub": "user-1", "team_id": "some-claim-team"} + + for status_code in (400, 403, 500): + with patch( + "litellm.proxy.auth.handle_jwt.get_team_object", + new_callable=AsyncMock, + ) as mock_get_team: + mock_get_team.side_effect = HTTPException( + status_code=status_code, detail="non-404 failure" + ) + + with pytest.raises(HTTPException) as exc_info: + await JWTAuthManager.find_and_validate_specific_team_id( + jwt_handler=jwt_handler, + jwt_valid_token=token, + prisma_client=None, + user_api_key_cache=None, + parent_otel_span=None, + proxy_logging_obj=None, + ) + assert exc_info.value.status_code == status_code + + +@pytest.mark.asyncio +async def test_find_team_with_model_access_enforce_team_based_access_still_raises(): + """Regression guard: when no group claims are present and + `enforce_team_based_model_access` is on, the original 403 still fires — + the new soft-fail only applies to the unresolved-claim path inside the + loop, not to the no-team-claims-at-all path at the top.""" + from fastapi import HTTPException + + jwt_handler = JWTHandler() + jwt_handler.litellm_jwtauth = LiteLLM_JWTAuth(enforce_team_based_model_access=True) + + with pytest.raises(HTTPException) as exc_info: + await JWTAuthManager.find_team_with_model_access( + team_ids=set(), + requested_model="gpt-4o-mini", + route="/chat/completions", + jwt_handler=jwt_handler, + prisma_client=None, + user_api_key_cache=None, + parent_otel_span=None, + proxy_logging_obj=None, + ) + + assert exc_info.value.status_code == 403 + assert "enforce_team_based_model_access" in str(exc_info.value.detail) + + +@pytest.mark.asyncio +async def test_find_team_with_model_access_resolved_team_without_model_still_raises_403( + monkeypatch, +): + """Regression guard: when the JWT group claim DOES resolve to a real + LiteLLM team but that team does not grant the requested model, keep the + original 403. Only the unresolved-claim case is softened.""" + import sys + import types + + from fastapi import HTTPException + + from litellm.router import Router + + router = Router( + model_list=[ + {"model_name": "gpt-4o-mini", "litellm_params": {"model": "gpt-4o-mini"}}, + { + "model_name": "gpt-3.5-turbo", + "litellm_params": {"model": "gpt-3.5-turbo"}, + }, + ] + ) + proxy_server_module = types.ModuleType("proxy_server") + proxy_server_module.llm_router = router + monkeypatch.setitem(sys.modules, "litellm.proxy.proxy_server", proxy_server_module) + + team = LiteLLM_TeamTable(team_id="real-team", models=["gpt-3.5-turbo"]) + + async def mock_get_team_object(*_args, **_kwargs): + return team + + monkeypatch.setattr( + "litellm.proxy.auth.handle_jwt.get_team_object", mock_get_team_object + ) + + jwt_handler = JWTHandler() + jwt_handler.litellm_jwtauth = LiteLLM_JWTAuth() + + with pytest.raises(HTTPException) as exc_info: + await JWTAuthManager.find_team_with_model_access( + team_ids={"real-team"}, + requested_model="gpt-4o-mini", + route="/chat/completions", + jwt_handler=jwt_handler, + prisma_client=None, + user_api_key_cache=None, + parent_otel_span=None, + proxy_logging_obj=None, + ) + + assert exc_info.value.status_code == 403 + assert "No team has access to the requested model" in str(exc_info.value.detail) + + +@pytest.mark.asyncio +async def test_find_and_validate_specific_team_id_unresolved_claim_default_raises(): + """Default `team_claim_fallback=False`: unresolved team_id claim must + still raise — preserves the strict claim-based authorization boundary + when the operator has not opted in to the fallback.""" + from fastapi import HTTPException + + jwt_handler = JWTHandler() + jwt_handler.litellm_jwtauth = LiteLLM_JWTAuth(team_id_jwt_field="team_id") + token = {"sub": "user-1", "team_id": "claim-team-not-in-db"} + + with patch( + "litellm.proxy.auth.handle_jwt.get_team_object", + new_callable=AsyncMock, + ) as mock_get_team: + mock_get_team.side_effect = HTTPException(status_code=404, detail="missing") + + with pytest.raises(HTTPException) as exc_info: + await JWTAuthManager.find_and_validate_specific_team_id( + jwt_handler=jwt_handler, + jwt_valid_token=token, + prisma_client=None, + user_api_key_cache=None, + parent_otel_span=None, + proxy_logging_obj=None, + ) + + assert exc_info.value.status_code == 404 + + +@pytest.mark.asyncio +async def test_find_team_with_model_access_unresolved_group_claim_default_raises( + monkeypatch, +): + """Default `team_claim_fallback=False`: group claims that don't resolve + to any LiteLLM team must still raise 403 — preserves the strict + claim-based authorization boundary.""" + import sys + import types + + from fastapi import HTTPException + + from litellm.router import Router + + router = Router( + model_list=[ + {"model_name": "gpt-4o-mini", "litellm_params": {"model": "gpt-4o-mini"}} + ] + ) + proxy_server_module = types.ModuleType("proxy_server") + proxy_server_module.llm_router = router + monkeypatch.setitem(sys.modules, "litellm.proxy.proxy_server", proxy_server_module) + + async def raise_404(*_args, **_kwargs): + raise HTTPException(status_code=404, detail="missing") + + monkeypatch.setattr("litellm.proxy.auth.handle_jwt.get_team_object", raise_404) + + jwt_handler = JWTHandler() + jwt_handler.litellm_jwtauth = LiteLLM_JWTAuth() + + with pytest.raises(HTTPException) as exc_info: + await JWTAuthManager.find_team_with_model_access( + team_ids={"idp-group-a", "idp-group-b"}, + requested_model="gpt-4o-mini", + route="/chat/completions", + jwt_handler=jwt_handler, + prisma_client=None, + user_api_key_cache=None, + parent_otel_span=None, + proxy_logging_obj=None, + ) + + assert exc_info.value.status_code == 403 + + # GH #26789: JWT claim user_id must rebind to legacy DB row after fuzzy match. From 9ccda119194415313b3a40acd0dfedf0136b2826 Mon Sep 17 00:00:00 2001 From: milan-berri Date: Tue, 9 Jun 2026 01:14:24 +0300 Subject: [PATCH 54/73] fix(team_endpoints): don't block /team/update on unchanged team budget (#29525) On /team/update for a standalone (no-org) team, _check_user_team_limits() compared the request max_budget against the caller's personal max_budget whenever max_budget was present in the payload. A team admin whose personal budget is lower than the team's budget could not edit any field (tpm_limit, team name, etc.) because the UI re-sends the unchanged max_budget on every update, tripping the personal-budget check. Pass the team's current max_budget into _check_user_team_limits() and skip the personal-budget comparison when the incoming value is unchanged or lower than the team's current budget. Only genuine increases above the team's current budget are still validated against the caller's personal limit, so no over-relaxation. Proxy admins and the org-scoped path are unaffected. Adds two regression tests for the standalone update path (unchanged budget + tpm_limit change, and lowering the budget), both for a caller whose personal budget is below the team budget. Co-authored-by: Cursor --- .../management_endpoints/team_endpoints.py | 48 +++-- .../test_team_endpoints.py | 193 ++++++++++++++++++ 2 files changed, 226 insertions(+), 15 deletions(-) diff --git a/litellm/proxy/management_endpoints/team_endpoints.py b/litellm/proxy/management_endpoints/team_endpoints.py index 7a784ee4622..f2eafcbf839 100644 --- a/litellm/proxy/management_endpoints/team_endpoints.py +++ b/litellm/proxy/management_endpoints/team_endpoints.py @@ -779,6 +779,7 @@ async def _check_user_team_limits( user_api_key_dict: UserAPIKeyAuth, prisma_client: PrismaClient, user_api_key_cache: Any, + existing_team_max_budget: Optional[float] = None, ) -> None: """ Check user team limits for standalone teams (not org-scoped). @@ -789,28 +790,44 @@ async def _check_user_team_limits( Should only be called for standalone teams (when organization_id is None). For org-scoped teams, use _check_org_team_limits() instead. + + `existing_team_max_budget` is the team's current `max_budget` on the + /team/update path. When the incoming `max_budget` is unchanged or lower + than the team's current budget, the personal-budget comparison is skipped + so a team admin can edit other fields (e.g. tpm_limit, team name) without + being blocked by a budget the team already has. The UI sends the full team + object on every update, so the unchanged `max_budget` would otherwise fail. """ # Validate team budget against user's max_budget if data.max_budget is not None and user_api_key_dict.user_id is not None: - user_obj = await get_user_object( - user_id=user_api_key_dict.user_id, - prisma_client=prisma_client, - user_api_key_cache=user_api_key_cache, - user_id_upsert=False, + # On /team/update, allow unchanged or lower budgets without checking + # the caller's personal max_budget. Only increases above the team's + # current budget are validated against the user's personal limit. + budget_unchanged_or_lower = ( + existing_team_max_budget is not None + and data.max_budget <= existing_team_max_budget ) - if ( - user_obj is not None - and user_obj.max_budget is not None - and data.max_budget > user_obj.max_budget - ): - raise HTTPException( - status_code=400, - detail={ - "error": f"max budget higher than user max. User max budget={user_obj.max_budget}. User role={user_api_key_dict.user_role}" - }, + if not budget_unchanged_or_lower: + user_obj = await get_user_object( + user_id=user_api_key_dict.user_id, + prisma_client=prisma_client, + user_api_key_cache=user_api_key_cache, + user_id_upsert=False, ) + if ( + user_obj is not None + and user_obj.max_budget is not None + and data.max_budget > user_obj.max_budget + ): + raise HTTPException( + status_code=400, + detail={ + "error": f"max budget higher than user max. User max budget={user_obj.max_budget}. User role={user_api_key_dict.user_role}" + }, + ) + # Validate team models against user's allowed models if data.models is not None and len(user_api_key_dict.models) > 0: for m in data.models: @@ -1824,6 +1841,7 @@ async def update_team( # noqa: PLR0915 user_api_key_dict=user_api_key_dict, prisma_client=prisma_client, user_api_key_cache=user_api_key_cache, + existing_team_max_budget=existing_team_row.max_budget, ) updated_kv = data.json(exclude_unset=True) diff --git a/tests/test_litellm/proxy/management_endpoints/test_team_endpoints.py b/tests/test_litellm/proxy/management_endpoints/test_team_endpoints.py index d580f1f7703..400ed287802 100644 --- a/tests/test_litellm/proxy/management_endpoints/test_team_endpoints.py +++ b/tests/test_litellm/proxy/management_endpoints/test_team_endpoints.py @@ -4531,6 +4531,199 @@ async def test_update_team_standalone_budget_exceeds_user_limit(): assert "budget" in str(exc_info.value.message).lower() +@pytest.mark.asyncio +async def test_update_team_standalone_unchanged_budget_allowed(): + """ + Test that /team/update for a standalone team does NOT compare against the + caller's personal max_budget when the budget is unchanged. + + This is the LiteLLM UI scenario: the UI sends the full team object on every + update (including the unchanged max_budget). A team admin only changing + tpm_limit should not be blocked by a budget the team already has. + + Scenario: + - User (team admin) has personal max_budget=$100 + - Standalone team exists with current budget=$500 + - User updates tpm_limit and re-sends the unchanged max_budget=$500 + - Expected: Should succeed (budget unchanged, not an increase) + """ + from fastapi import Request + + from litellm.proxy._types import ( + LiteLLM_UserTable, + UpdateTeamRequest, + UserAPIKeyAuth, + ) + from litellm.proxy.management_endpoints.team_endpoints import update_team + + team_admin_user = UserAPIKeyAuth( + user_role=LitellmUserRoles.INTERNAL_USER, + user_id="standalone-unchanged-budget-admin", + models=[], + ) + + # UI re-sends the unchanged max_budget alongside the tpm_limit change. + update_request = UpdateTeamRequest( + team_id="standalone-unchanged-budget-123", + max_budget=500.0, # Unchanged from the team's current budget + tpm_limit=50000, + ) + + dummy_request = MagicMock(spec=Request) + + with ( + patch("litellm.proxy.proxy_server.prisma_client") as mock_prisma, + patch("litellm.proxy.proxy_server.user_api_key_cache") as mock_cache, + patch("litellm.proxy.proxy_server.litellm_proxy_admin_name", "admin"), + patch( + "litellm.proxy.proxy_server.create_audit_log_for_update", new=AsyncMock() + ) as mock_audit, + ): + # Mock existing standalone team (no organization_id) with budget=$500 + mock_existing_team = MagicMock() + mock_existing_team.team_id = "standalone-unchanged-budget-123" + mock_existing_team.organization_id = None + mock_existing_team.max_budget = 500.0 + mock_existing_team.model_id = None + mock_existing_team.model_dump.return_value = { + "team_id": "standalone-unchanged-budget-123", + "organization_id": None, + "max_budget": 500.0, + "members_with_roles": [ + {"user_id": "standalone-unchanged-budget-admin", "role": "admin"} + ], + } + mock_prisma.db.litellm_teamtable.find_unique = AsyncMock( + return_value=mock_existing_team + ) + mock_prisma.jsonify_team_object = lambda db_data: db_data + + # User has a restrictive personal budget that is lower than the team's. + mock_user_obj = LiteLLM_UserTable( + user_id="standalone-unchanged-budget-admin", + max_budget=100.0, + ) + mock_cache.async_get_cache = AsyncMock(return_value=mock_user_obj) + mock_cache.async_set_cache = AsyncMock() + + mock_updated_team = MagicMock() + mock_updated_team.team_id = "standalone-unchanged-budget-123" + mock_updated_team.organization_id = None + mock_updated_team.max_budget = 500.0 + mock_updated_team.litellm_model_table = None + mock_updated_team.model_dump.return_value = { + "team_id": "standalone-unchanged-budget-123", + "organization_id": None, + "max_budget": 500.0, + "tpm_limit": 50000, + } + mock_prisma.db.litellm_teamtable.update = AsyncMock( + return_value=mock_updated_team + ) + + # Should NOT raise - unchanged budget skips the personal-budget check. + result = await update_team( + data=update_request, + http_request=dummy_request, + user_api_key_dict=team_admin_user, + ) + + assert result is not None + assert result["data"].max_budget == 500.0 + + +@pytest.mark.asyncio +async def test_update_team_standalone_lower_budget_allowed(): + """ + Test that /team/update for a standalone team allows lowering the budget + below the team's current value even when the new value still exceeds the + caller's personal max_budget. + + Scenario: + - User (team admin) has personal max_budget=$100 + - Standalone team exists with current budget=$500 + - User lowers team budget to $300 (a decrease, still above user's $100) + - Expected: Should succeed (decrease is not an increase above team budget) + """ + from fastapi import Request + + from litellm.proxy._types import ( + LiteLLM_UserTable, + UpdateTeamRequest, + UserAPIKeyAuth, + ) + from litellm.proxy.management_endpoints.team_endpoints import update_team + + team_admin_user = UserAPIKeyAuth( + user_role=LitellmUserRoles.INTERNAL_USER, + user_id="standalone-lower-budget-admin", + models=[], + ) + + update_request = UpdateTeamRequest( + team_id="standalone-lower-budget-123", + max_budget=300.0, # Lower than current $500, still above user's $100 + ) + + dummy_request = MagicMock(spec=Request) + + with ( + patch("litellm.proxy.proxy_server.prisma_client") as mock_prisma, + patch("litellm.proxy.proxy_server.user_api_key_cache") as mock_cache, + patch("litellm.proxy.proxy_server.litellm_proxy_admin_name", "admin"), + patch( + "litellm.proxy.proxy_server.create_audit_log_for_update", new=AsyncMock() + ) as mock_audit, + ): + mock_existing_team = MagicMock() + mock_existing_team.team_id = "standalone-lower-budget-123" + mock_existing_team.organization_id = None + mock_existing_team.max_budget = 500.0 + mock_existing_team.model_id = None + mock_existing_team.model_dump.return_value = { + "team_id": "standalone-lower-budget-123", + "organization_id": None, + "max_budget": 500.0, + "members_with_roles": [ + {"user_id": "standalone-lower-budget-admin", "role": "admin"} + ], + } + mock_prisma.db.litellm_teamtable.find_unique = AsyncMock( + return_value=mock_existing_team + ) + mock_prisma.jsonify_team_object = lambda db_data: db_data + + mock_user_obj = LiteLLM_UserTable( + user_id="standalone-lower-budget-admin", + max_budget=100.0, + ) + mock_cache.async_get_cache = AsyncMock(return_value=mock_user_obj) + mock_cache.async_set_cache = AsyncMock() + + mock_updated_team = MagicMock() + mock_updated_team.team_id = "standalone-lower-budget-123" + mock_updated_team.organization_id = None + mock_updated_team.max_budget = 300.0 + mock_updated_team.litellm_model_table = None + mock_updated_team.model_dump.return_value = { + "team_id": "standalone-lower-budget-123", + "organization_id": None, + "max_budget": 300.0, + } + mock_prisma.db.litellm_teamtable.update = AsyncMock( + return_value=mock_updated_team + ) + + result = await update_team( + data=update_request, + http_request=dummy_request, + user_api_key_dict=team_admin_user, + ) + + assert result is not None + assert result["data"].max_budget == 300.0 + + @pytest.mark.asyncio async def test_update_team_org_scoped_budget_exceeds_org_limit(): """ From 1c881eee5da8467ca2d07ea5caedf8bdf5b69069 Mon Sep 17 00:00:00 2001 From: milan-berri Date: Tue, 9 Jun 2026 01:54:19 +0300 Subject: [PATCH 55/73] fix(fireworks): enable tool calling for glm-5p1 in model cost map (#29697) glm-5p1 supports native tools on Fireworks; explicit false flags caused drop_params to strip tools and tool_choice before the provider request. Co-authored-by: Cursor --- litellm/model_prices_and_context_window_backup.json | 12 ++++++------ model_prices_and_context_window.json | 12 ++++++------ .../chat/test_fireworks_ai_chat_transformation.py | 10 ++++++---- 3 files changed, 18 insertions(+), 16 deletions(-) diff --git a/litellm/model_prices_and_context_window_backup.json b/litellm/model_prices_and_context_window_backup.json index 397f96fdb1e..e765512175b 100644 --- a/litellm/model_prices_and_context_window_backup.json +++ b/litellm/model_prices_and_context_window_backup.json @@ -14286,10 +14286,10 @@ "mode": "chat", "output_cost_per_token": 4.4e-06, "source": "https://fireworks.ai/models/fireworks/glm-5p1", - "supports_function_calling": false, + "supports_function_calling": true, "supports_reasoning": true, - "supports_response_schema": false, - "supports_tool_choice": false + "supports_response_schema": true, + "supports_tool_choice": true }, "fireworks_ai/accounts/fireworks/models/gpt-oss-120b": { "input_cost_per_token": 1.5e-07, @@ -14567,10 +14567,10 @@ "mode": "chat", "output_cost_per_token": 4.4e-06, "source": "https://fireworks.ai/models/fireworks/glm-5p1", - "supports_function_calling": false, + "supports_function_calling": true, "supports_reasoning": true, - "supports_response_schema": false, - "supports_tool_choice": false + "supports_response_schema": true, + "supports_tool_choice": true }, "fireworks_ai/kimi-k2p5": { "cache_read_input_token_cost": 1e-07, diff --git a/model_prices_and_context_window.json b/model_prices_and_context_window.json index b2836a096b7..c1c05b982f6 100644 --- a/model_prices_and_context_window.json +++ b/model_prices_and_context_window.json @@ -14286,10 +14286,10 @@ "mode": "chat", "output_cost_per_token": 4.4e-06, "source": "https://fireworks.ai/models/fireworks/glm-5p1", - "supports_function_calling": false, + "supports_function_calling": true, "supports_reasoning": true, - "supports_response_schema": false, - "supports_tool_choice": false + "supports_response_schema": true, + "supports_tool_choice": true }, "fireworks_ai/accounts/fireworks/models/gpt-oss-120b": { "input_cost_per_token": 1.5e-07, @@ -14567,10 +14567,10 @@ "mode": "chat", "output_cost_per_token": 4.4e-06, "source": "https://fireworks.ai/models/fireworks/glm-5p1", - "supports_function_calling": false, + "supports_function_calling": true, "supports_reasoning": true, - "supports_response_schema": false, - "supports_tool_choice": false + "supports_response_schema": true, + "supports_tool_choice": true }, "fireworks_ai/kimi-k2p5": { "cache_read_input_token_cost": 1e-07, diff --git a/tests/test_litellm/llms/fireworks_ai/chat/test_fireworks_ai_chat_transformation.py b/tests/test_litellm/llms/fireworks_ai/chat/test_fireworks_ai_chat_transformation.py index ca340b5f275..0221db1b23d 100644 --- a/tests/test_litellm/llms/fireworks_ai/chat/test_fireworks_ai_chat_transformation.py +++ b/tests/test_litellm/llms/fireworks_ai/chat/test_fireworks_ai_chat_transformation.py @@ -127,12 +127,14 @@ def test_get_supported_openai_params_parallel_tool_calls(): config = FireworksAIConfig() supported_params = config.get_supported_openai_params( - "fireworks_ai/accounts/fireworks/models/glm-4p6" + "fireworks_ai/accounts/fireworks/models/glm-5p1" ) assert "parallel_tool_calls" in supported_params + assert "tools" in supported_params + assert "tool_choice" in supported_params unsupported_params = config.get_supported_openai_params( - "fireworks_ai/accounts/fireworks/models/glm-5p1" + "fireworks_ai/accounts/fireworks/models/llama-v3p1-8b-instruct" ) assert "parallel_tool_calls" not in unsupported_params @@ -163,9 +165,9 @@ def test_get_model_info_respects_explicit_fireworks_capabilities(): """Test that get_model_info preserves explicit capability flags from the model map.""" model_info = get_model_info("fireworks_ai/accounts/fireworks/models/glm-5p1") - assert model_info["supports_function_calling"] is False + assert model_info["supports_function_calling"] is True assert model_info["supports_reasoning"] is True - assert model_info["supports_tool_choice"] is False + assert model_info["supports_tool_choice"] is True def test_get_provider_info_omits_false_supports_reasoning(monkeypatch): From dfd6cbc514f7af84179ab126d15cf68833ca410e Mon Sep 17 00:00:00 2001 From: Sameer Kankute Date: Tue, 9 Jun 2026 04:44:30 +0530 Subject: [PATCH 56/73] fix(vertex): propagate Vertex AI metadata in streaming success callbacks (#29899) * fix(vertex): propagate Vertex AI metadata in streaming success callbacks Streaming calls assembled via stream_chunk_builder were missing vertex_ai_grounding_metadata and vertex_ai_url_context_metadata in standard_logging_object.response. Merge metadata from chunks into the assembled response and mirror non-streaming hidden_params on Gemini chunks. Co-authored-by: Cursor * refactor(vertex): move streaming metadata merge into provider config hook Address review feedback by delegating assembled-stream metadata propagation to VertexGeminiConfig via BaseConfig.apply_assembled_streaming_response_metadata, and only write chunk hidden_params when metadata is non-empty. Co-authored-by: Cursor * fix(redaction): scrub Vertex provider metadata when message logging is off Clear vertex_ai_grounding_metadata and related fields from standard logging responses and assembled streaming ModelResponse objects so turn_off_message_logging cannot leak prompt-derived web search queries. Co-authored-by: Cursor * Use assembled model for streaming metadata hook * Fix Vertex metadata redaction bypass in logging callbacks. Scrub Vertex provider fields from litellm_params.metadata.hidden_params during perform_redaction so streaming success_handler merges do not leak prompt-derived metadata when message logging is disabled. Co-authored-by: Cursor * Fix Vertex streaming metadata from hidden params * fix(vertex): mirror vertex_ai_safety_results on assembled streaming responses The non-streaming transform_response stores safety data under vertex_ai_safety_results, but the streaming path only wrote vertex_ai_safety_ratings. Assembled streaming responses therefore never carried vertex_ai_safety_results, so any consumer reading that field saw a silent difference between streaming and non-streaming calls. Set vertex_ai_safety_results alongside vertex_ai_safety_ratings in the shared stream metadata setter and add it to the assembled metadata field list so it propagates through stream_chunk_builder. * fix(streaming): log provider streaming metadata hook failures instead of swallowing them * refactor(vertex): share single Vertex metadata field tuple across redaction and streaming * refactor(vertex): move Vertex metadata redaction helpers into llms/vertex_ai --------- Co-authored-by: Cursor Co-authored-by: mateo-berri <277851410+mateo-berri@users.noreply.github.com> --- litellm/litellm_core_utils/redact_messages.py | 10 ++ .../streaming_chunk_builder_utils.py | 49 ++++++ litellm/llms/base_llm/chat/transformation.py | 8 + litellm/llms/vertex_ai/common_utils.py | 47 +++++- .../vertex_and_google_ai_studio_gemini.py | 77 ++++++++- litellm/main.py | 6 + litellm/types/llms/vertex_ai.py | 9 ++ .../test_litellm_logging.py | 35 ++++ .../test_redact_messages.py | 93 +++++++++++ .../test_streaming_chunk_builder_utils.py | 150 ++++++++++++++++++ ...test_vertex_and_google_ai_studio_gemini.py | 20 +++ 11 files changed, 499 insertions(+), 5 deletions(-) diff --git a/litellm/litellm_core_utils/redact_messages.py b/litellm/litellm_core_utils/redact_messages.py index dbc9cabdc7a..763596336a0 100644 --- a/litellm/litellm_core_utils/redact_messages.py +++ b/litellm/litellm_core_utils/redact_messages.py @@ -17,6 +17,10 @@ from litellm.integrations.custom_logger import CustomLogger from litellm.litellm_core_utils.core_helpers import ( get_metadata_variable_name_from_kwargs, ) +from litellm.llms.vertex_ai.common_utils import ( + redact_vertex_ai_metadata_from_litellm_params, + redact_vertex_ai_metadata_from_logged_object, +) from litellm.secret_managers.main import str_to_bool from litellm.types.utils import StandardCallbackDynamicParams @@ -119,10 +123,12 @@ def _redact_standard_logging_object(model_call_details: dict): # ResponsesAPIResponse format - redact content in output items if isinstance(response.get("output"), list): _redact_responses_api_output_dict(response["output"], redacted_str) + redact_vertex_ai_metadata_from_logged_object(response) elif isinstance(response, dict) and "choices" in response: # ModelResponse dict format - redact content in choices if isinstance(response.get("choices"), list): _redact_model_response_dict_choices(response["choices"], redacted_str) + redact_vertex_ai_metadata_from_logged_object(response) elif isinstance(response, str): standard_logging_object["response"] = redacted_str else: @@ -164,6 +170,7 @@ def perform_redaction(model_call_details: dict, result): model_call_details["prompt"] = "" model_call_details["input"] = "" _redact_standard_logging_object(model_call_details) + redact_vertex_ai_metadata_from_litellm_params(model_call_details) # Redact streaming response if ( @@ -174,6 +181,7 @@ def perform_redaction(model_call_details: dict, result): if hasattr(_streaming_response, "choices"): for choice in _streaming_response.choices: _redact_choice_content(choice) + redact_vertex_ai_metadata_from_logged_object(_streaming_response) elif hasattr(_streaming_response, "output"): _redact_responses_api_output(_streaming_response.output) # Redact reasoning field in ResponsesAPIResponse @@ -200,12 +208,14 @@ def perform_redaction(model_call_details: dict, result): if hasattr(_result, "choices") and _result.choices is not None: for choice in _result.choices: _redact_choice_content(choice) + redact_vertex_ai_metadata_from_logged_object(_result) elif isinstance(_result, dict) and "choices" in _result: # Handle dict representation of ModelResponse (e.g., from model_dump()) if _result.get("choices") is not None: _redact_model_response_dict_choices( _result["choices"], "redacted-by-litellm" ) + redact_vertex_ai_metadata_from_logged_object(_result) elif isinstance(_result, dict) and "output" in _result: if isinstance(_result.get("output"), list): _redact_responses_api_output_dict( diff --git a/litellm/litellm_core_utils/streaming_chunk_builder_utils.py b/litellm/litellm_core_utils/streaming_chunk_builder_utils.py index fe7c62c3842..6257cce9aec 100644 --- a/litellm/litellm_core_utils/streaming_chunk_builder_utils.py +++ b/litellm/litellm_core_utils/streaming_chunk_builder_utils.py @@ -20,6 +20,7 @@ from litellm.types.utils import ( ServerToolUse, Usage, ) +from litellm._logging import verbose_logger from litellm.utils import print_verbose, token_counter if TYPE_CHECKING: @@ -79,6 +80,54 @@ class ChunkProcessor: model_response._hidden_params = chunk.get("_hidden_params", {}) return model_response + @staticmethod + def apply_provider_assembled_streaming_metadata( + response: ModelResponse, + chunks: List[Any], + logging_obj: Optional[Any] = None, + ) -> None: + if not chunks: + return + + model = getattr(response, "model", None) + if not model: + return + + custom_llm_provider = None + if logging_obj is not None: + custom_llm_provider = logging_obj.model_call_details.get( + "custom_llm_provider" + ) + + try: + from litellm.litellm_core_utils.get_llm_provider_logic import ( + get_llm_provider, + ) + from litellm.types.utils import LlmProviders + from litellm.utils import ProviderConfigManager + + if custom_llm_provider: + provider = LlmProviders(custom_llm_provider) + else: + _, provider_str, _, _ = get_llm_provider(model) + provider = LlmProviders(provider_str) + + provider_config = ProviderConfigManager.get_provider_chat_config( + model=model, + provider=provider, + ) + if provider_config is not None: + provider_config.apply_assembled_streaming_response_metadata( + response=response, + chunks=chunks, + ) + except Exception as e: + verbose_logger.debug( + "apply_provider_assembled_streaming_metadata failed for model=%s: %s", + model, + e, + ) + @staticmethod def _get_chunk_id(chunks: List[Dict[str, Any]]) -> str: """ diff --git a/litellm/llms/base_llm/chat/transformation.py b/litellm/llms/base_llm/chat/transformation.py index 5f35a58ce1f..8f9d5cad7c4 100644 --- a/litellm/llms/base_llm/chat/transformation.py +++ b/litellm/llms/base_llm/chat/transformation.py @@ -442,6 +442,14 @@ class BaseConfig(ABC): """Hook for providers to post-process streaming responses. Default: pass-through.""" return stream + def apply_assembled_streaming_response_metadata( + self, + response: "ModelResponse", + chunks: List[Any], + ) -> None: + """Hook for providers to merge chunk metadata into assembled streaming responses.""" + return None + def calculate_additional_costs( self, model: str, prompt_tokens: int, completion_tokens: int ) -> Optional[dict]: diff --git a/litellm/llms/vertex_ai/common_utils.py b/litellm/llms/vertex_ai/common_utils.py index e6e39651109..85c23d8603c 100644 --- a/litellm/llms/vertex_ai/common_utils.py +++ b/litellm/llms/vertex_ai/common_utils.py @@ -12,7 +12,11 @@ from litellm.litellm_core_utils.prompt_templates.common_utils import unpack_defs from litellm.llms.base_llm.base_utils import BaseLLMModelInfo, BaseTokenCounter from litellm.llms.base_llm.chat.transformation import BaseLLMException from litellm.types.llms.openai import AllMessageValues -from litellm.types.llms.vertex_ai import PartType, Schema +from litellm.types.llms.vertex_ai import ( + VERTEX_AI_PROVIDER_METADATA_FIELDS, + PartType, + Schema, +) from litellm.types.utils import TokenCountResponse from litellm.utils import supports_response_schema, supports_system_messages @@ -27,6 +31,47 @@ class VertexAIError(BaseLLMException): super().__init__(message=message, status_code=status_code, headers=headers) +def redact_vertex_ai_metadata_from_logged_object(obj: Any) -> None: + if isinstance(obj, dict): + for field in VERTEX_AI_PROVIDER_METADATA_FIELDS: + if field in obj: + obj[field] = [] + hidden_params = obj.get("_hidden_params") + if isinstance(hidden_params, dict): + for field in VERTEX_AI_PROVIDER_METADATA_FIELDS: + hidden_params.pop(field, None) + return + + for field in VERTEX_AI_PROVIDER_METADATA_FIELDS: + if hasattr(obj, field): + setattr(obj, field, []) + hidden_params = getattr(obj, "_hidden_params", None) + if isinstance(hidden_params, dict): + for field in VERTEX_AI_PROVIDER_METADATA_FIELDS: + hidden_params.pop(field, None) + + +def redact_vertex_ai_metadata_from_litellm_params(model_call_details: dict) -> None: + """ + success_handler() merges response._hidden_params into + litellm_params.metadata['hidden_params'] before redaction runs, so the Vertex + metadata must be scrubbed from that copy too. + """ + litellm_params = model_call_details.get("litellm_params") + if not isinstance(litellm_params, dict): + return + + for metadata_key in ("metadata", "litellm_metadata"): + metadata = litellm_params.get(metadata_key) + if not isinstance(metadata, dict): + continue + hidden_params = metadata.get("hidden_params") + if not isinstance(hidden_params, dict): + continue + for field in VERTEX_AI_PROVIDER_METADATA_FIELDS: + hidden_params.pop(field, None) + + def vertex_request_labels_from_litellm_params( litellm_params: Optional[dict], ) -> Optional[Dict[str, str]]: diff --git a/litellm/llms/vertex_ai/gemini/vertex_and_google_ai_studio_gemini.py b/litellm/llms/vertex_ai/gemini/vertex_and_google_ai_studio_gemini.py index 7d355a2e908..430a789d2a0 100644 --- a/litellm/llms/vertex_ai/gemini/vertex_and_google_ai_studio_gemini.py +++ b/litellm/llms/vertex_ai/gemini/vertex_and_google_ai_studio_gemini.py @@ -63,6 +63,7 @@ from litellm.types.llms.openai import ( OpenAIChatCompletionFinishReason, ) from litellm.types.llms.vertex_ai import ( + VERTEX_AI_PROVIDER_METADATA_FIELDS, VERTEX_CREDENTIALS_TYPES, Candidates, ContentType, @@ -2258,6 +2259,71 @@ class VertexGeminiConfig(VertexAIBaseConfig, BaseConfig): citation_metadata, ) + @staticmethod + def _get_stream_chunk_attr(chunk: Any, field_name: str) -> Any: + if isinstance(chunk, dict): + value = chunk.get(field_name) + if value is not None: + return value + model_extra = chunk.get("model_extra") + if isinstance(model_extra, dict): + value = model_extra.get(field_name) + if value is not None: + return value + hidden_params = chunk.get("_hidden_params") + if isinstance(hidden_params, dict): + return hidden_params.get(field_name) + return None + return getattr(chunk, field_name, None) + + @staticmethod + def _set_stream_metadata_on_response( + model_response: Any, + grounding_metadata: List[dict], + url_context_metadata: List[dict], + safety_ratings: List[dict], + citation_metadata: List[dict], + ) -> None: + setattr(model_response, "vertex_ai_grounding_metadata", grounding_metadata) # type: ignore + if grounding_metadata: + model_response._hidden_params["vertex_ai_grounding_metadata"] = ( + grounding_metadata + ) + setattr(model_response, "vertex_ai_url_context_metadata", url_context_metadata) # type: ignore + if url_context_metadata: + model_response._hidden_params["vertex_ai_url_context_metadata"] = ( + url_context_metadata + ) + setattr(model_response, "vertex_ai_safety_ratings", safety_ratings) # type: ignore + setattr(model_response, "vertex_ai_safety_results", safety_ratings) # type: ignore + if safety_ratings: + model_response._hidden_params["vertex_ai_safety_ratings"] = safety_ratings + model_response._hidden_params["vertex_ai_safety_results"] = safety_ratings + setattr(model_response, "vertex_ai_citation_metadata", citation_metadata) # type: ignore + if citation_metadata: + model_response._hidden_params["vertex_ai_citation_metadata"] = ( + citation_metadata + ) + + def apply_assembled_streaming_response_metadata( + self, + response: ModelResponse, + chunks: List[Any], + ) -> None: + for field_name in VERTEX_AI_PROVIDER_METADATA_FIELDS: + merged: List[Any] = [] + for chunk in chunks: + value = VertexGeminiConfig._get_stream_chunk_attr(chunk, field_name) + if not value: + continue + if isinstance(value, list): + merged.extend(value) + else: + merged.append(value) + if merged: + setattr(response, field_name, merged) + response._hidden_params[field_name] = merged + @staticmethod def _convert_grounding_metadata_to_annotations( grounding_metadata: List[dict], @@ -3390,10 +3456,13 @@ class ModelResponseIterator: if choice.finish_reason == "stop": choice.finish_reason = "tool_calls" - setattr(model_response, "vertex_ai_grounding_metadata", grounding_metadata) # type: ignore - setattr(model_response, "vertex_ai_url_context_metadata", url_context_metadata) # type: ignore - setattr(model_response, "vertex_ai_safety_ratings", safety_ratings) # type: ignore - setattr(model_response, "vertex_ai_citation_metadata", citation_metadata) # type: ignore + VertexGeminiConfig._set_stream_metadata_on_response( + model_response, + grounding_metadata, + url_context_metadata, + safety_ratings, + citation_metadata, + ) return ( grounding_metadata, diff --git a/litellm/main.py b/litellm/main.py index 64891e2def9..1a0d0312d73 100644 --- a/litellm/main.py +++ b/litellm/main.py @@ -7761,6 +7761,9 @@ def stream_chunk_builder( # noqa: PLR0915 "cost", logging_obj._response_cost_calculator(result=response), ) + processor.apply_provider_assembled_streaming_metadata( + response, chunks, logging_obj + ) return response tool_call_chunks = [ @@ -7940,6 +7943,9 @@ def stream_chunk_builder( # noqa: PLR0915 usage, "cost", logging_obj._response_cost_calculator(result=response) ) + processor.apply_provider_assembled_streaming_metadata( + response, chunks, logging_obj + ) return response except Exception as e: verbose_logger.exception( diff --git a/litellm/types/llms/vertex_ai.py b/litellm/types/llms/vertex_ai.py index 00db7b199b6..b28fee51284 100644 --- a/litellm/types/llms/vertex_ai.py +++ b/litellm/types/llms/vertex_ai.py @@ -758,3 +758,12 @@ class VertexPartnerProvider(str, Enum): llama = "llama" ai21 = "ai21" claude = "claude" + + +VERTEX_AI_PROVIDER_METADATA_FIELDS = ( + "vertex_ai_grounding_metadata", + "vertex_ai_url_context_metadata", + "vertex_ai_safety_ratings", + "vertex_ai_safety_results", + "vertex_ai_citation_metadata", +) diff --git a/tests/test_litellm/litellm_core_utils/test_litellm_logging.py b/tests/test_litellm/litellm_core_utils/test_litellm_logging.py index d57d8dafdbd..34edd6eccf3 100644 --- a/tests/test_litellm/litellm_core_utils/test_litellm_logging.py +++ b/tests/test_litellm/litellm_core_utils/test_litellm_logging.py @@ -2165,6 +2165,41 @@ def test_get_assembled_streaming_response_returns_result_for_streaming(): assert assembled is result +def test_streaming_success_handler_includes_vertex_ai_metadata_in_standard_logging(): + """Assembled streaming responses should include Vertex AI metadata in logging payload.""" + import datetime + + from litellm.types.utils import Choices, Message + + logging_obj = _make_logging_obj(stream=True) + grounding_metadata = [{"webSearchQueries": ["weather in SF"]}] + url_context_metadata = [{"urlMetadata": [{"retrievedUrl": "https://example.com"}]}] + result = ModelResponse( + id="resp-1", + choices=[ + Choices( + index=0, + message=Message(role="assistant", content="hello"), + finish_reason="stop", + ) + ], + model="gemini-2.5-flash", + ) + setattr(result, "vertex_ai_grounding_metadata", grounding_metadata) + setattr(result, "vertex_ai_url_context_metadata", url_context_metadata) + result._hidden_params["vertex_ai_grounding_metadata"] = grounding_metadata + result._hidden_params["vertex_ai_url_context_metadata"] = url_context_metadata + + start = datetime.datetime.now() + end = datetime.datetime.now() + logging_obj.success_handler(result=result, start_time=start, end_time=end) + + payload = logging_obj.model_call_details.get("standard_logging_object") + assert payload is not None + assert payload["response"]["vertex_ai_grounding_metadata"] == grounding_metadata + assert payload["response"]["vertex_ai_url_context_metadata"] == url_context_metadata + + def test_get_assembled_streaming_response_returns_none_for_non_streaming_text_completion(): """Non-streaming TextCompletionResponse should also return None.""" import datetime diff --git a/tests/test_litellm/litellm_core_utils/test_redact_messages.py b/tests/test_litellm/litellm_core_utils/test_redact_messages.py index 60cfff6e4a0..36f220f9a2c 100644 --- a/tests/test_litellm/litellm_core_utils/test_redact_messages.py +++ b/tests/test_litellm/litellm_core_utils/test_redact_messages.py @@ -349,3 +349,96 @@ class TestPerformRedaction: assert redacted.output[0].content[0].text == "redacted-by-litellm" assert response.output[0].content[0].text == "sensitive output" + + def test_redacts_vertex_provider_metadata_in_standard_logging_response(self): + details = { + "standard_logging_object": { + "messages": [{"role": "user", "content": "sensitive prompt"}], + "response": { + "choices": [ + { + "message": { + "content": "sensitive answer", + "role": "assistant", + } + } + ], + "vertex_ai_grounding_metadata": [ + {"webSearchQueries": ["sensitive search term"]} + ], + "vertex_ai_url_context_metadata": [ + {"urlMetadata": [{"retrievedUrl": "https://example.com"}]} + ], + }, + } + } + + perform_redaction(details, None) + + response = details["standard_logging_object"]["response"] + assert response["choices"][0]["message"]["content"] == "redacted-by-litellm" + assert response["vertex_ai_grounding_metadata"] == [] + assert response["vertex_ai_url_context_metadata"] == [] + + def test_redacts_vertex_provider_metadata_on_streaming_model_response(self): + response = litellm.ModelResponse( + id="resp-1", + choices=[ + litellm.Choices( + message=litellm.Message( + content="sensitive answer", + role="assistant", + ) + ) + ], + model="gemini-2.5-flash", + ) + setattr( + response, + "vertex_ai_grounding_metadata", + [{"webSearchQueries": ["sensitive search term"]}], + ) + response._hidden_params["vertex_ai_grounding_metadata"] = [ + {"webSearchQueries": ["sensitive search term"]} + ] + + details = { + "stream": True, + "complete_streaming_response": response, + } + + perform_redaction(details, response) + + assert response.choices[0].message.content == "redacted-by-litellm" + assert getattr(response, "vertex_ai_grounding_metadata") == [] + assert "vertex_ai_grounding_metadata" not in response._hidden_params + + def test_redacts_vertex_provider_metadata_from_metadata_hidden_params(self): + """Streaming success_handler copies _hidden_params into metadata before redaction.""" + details = { + "stream": True, + "litellm_params": { + "metadata": { + "hidden_params": { + "response_cost": 0.01, + "vertex_ai_grounding_metadata": [ + {"webSearchQueries": ["sensitive search term"]} + ], + "vertex_ai_url_context_metadata": [ + {"urlMetadata": [{"retrievedUrl": "https://example.com"}]} + ], + "vertex_ai_safety_ratings": [{"category": "HARM"}], + "vertex_ai_citation_metadata": [{"citations": ["source"]}], + } + } + }, + } + + perform_redaction(details, None) + + hidden_params = details["litellm_params"]["metadata"]["hidden_params"] + assert hidden_params["response_cost"] == 0.01 + assert "vertex_ai_grounding_metadata" not in hidden_params + assert "vertex_ai_url_context_metadata" not in hidden_params + assert "vertex_ai_safety_ratings" not in hidden_params + assert "vertex_ai_citation_metadata" not in hidden_params diff --git a/tests/test_litellm/litellm_core_utils/test_streaming_chunk_builder_utils.py b/tests/test_litellm/litellm_core_utils/test_streaming_chunk_builder_utils.py index e40a0817fd9..77765340c61 100644 --- a/tests/test_litellm/litellm_core_utils/test_streaming_chunk_builder_utils.py +++ b/tests/test_litellm/litellm_core_utils/test_streaming_chunk_builder_utils.py @@ -613,3 +613,153 @@ def test_stream_chunk_builder_dict_snapshot_preserves_hidden_provider_fields(): assert ( response._hidden_params["provider_specific_fields"]["traffic_type"] == "default" ) + + +def test_stream_chunk_builder_propagates_vertex_ai_metadata_from_chunks(): + """Vertex AI metadata on streaming chunks must appear on assembled response.""" + grounding_metadata = [{"webSearchQueries": ["weather in SF"]}] + url_context_metadata = [{"urlMetadata": [{"retrievedUrl": "https://example.com"}]}] + + chunk1 = ModelResponseStream( + id="chatcmpl-vertex-1", + created=1, + model="gemini-2.5-flash", + object="chat.completion.chunk", + choices=[ + StreamingChoices( + finish_reason=None, + index=0, + delta=Delta(content="The weather", role="assistant"), + ) + ], + ) + setattr(chunk1, "vertex_ai_grounding_metadata", grounding_metadata) + chunk1._hidden_params["vertex_ai_grounding_metadata"] = grounding_metadata + + chunk2 = ModelResponseStream( + id="chatcmpl-vertex-1", + created=1, + model="gemini-2.5-flash", + object="chat.completion.chunk", + choices=[ + StreamingChoices( + finish_reason="stop", + index=0, + delta=Delta(content=" is sunny.", role="assistant"), + ) + ], + ) + setattr(chunk2, "vertex_ai_url_context_metadata", url_context_metadata) + chunk2._hidden_params["vertex_ai_url_context_metadata"] = url_context_metadata + + response = stream_chunk_builder(chunks=[chunk1, chunk2]) + assert response is not None + assert getattr(response, "vertex_ai_grounding_metadata") == grounding_metadata + assert getattr(response, "vertex_ai_url_context_metadata") == url_context_metadata + assert response._hidden_params["vertex_ai_grounding_metadata"] == grounding_metadata + assert ( + response._hidden_params["vertex_ai_url_context_metadata"] + == url_context_metadata + ) + + dumped = response.model_dump() + assert dumped["vertex_ai_grounding_metadata"] == grounding_metadata + assert dumped["vertex_ai_url_context_metadata"] == url_context_metadata + + +def test_stream_chunk_builder_uses_assembled_model_for_provider_metadata(): + grounding_metadata = [{"webSearchQueries": ["weather in SF"]}] + + chunk1 = ModelResponseStream( + id="chatcmpl-vertex-router", + created=1, + model="gpt-4o", + object="chat.completion.chunk", + choices=[ + StreamingChoices( + finish_reason=None, + index=0, + delta=Delta(content="The weather", role="assistant"), + ) + ], + ) + chunk2 = ModelResponseStream( + id="chatcmpl-vertex-router", + created=1, + model="gemini-2.5-flash", + object="chat.completion.chunk", + choices=[ + StreamingChoices( + finish_reason="stop", + index=0, + delta=Delta(content=" is sunny.", role=None), + ) + ], + ) + setattr(chunk2, "vertex_ai_grounding_metadata", grounding_metadata) + chunk2._hidden_params["vertex_ai_grounding_metadata"] = grounding_metadata + + response = stream_chunk_builder(chunks=[chunk1, chunk2]) + assert response is not None + assert response.model == "gemini-2.5-flash" + assert getattr(response, "vertex_ai_grounding_metadata") == grounding_metadata + + +def test_stream_chunk_builder_propagates_vertex_ai_safety_results(): + """Assembled response must expose safety data under the non-streaming field name.""" + safety_ratings = [ + [{"category": "HARM_CATEGORY_HATE_SPEECH", "probability": "NEGLIGIBLE"}] + ] + + chunk = ModelResponseStream( + id="chatcmpl-vertex-safety", + created=1, + model="gemini-2.5-flash", + object="chat.completion.chunk", + choices=[ + StreamingChoices( + finish_reason="stop", + index=0, + delta=Delta(content="hello", role="assistant"), + ) + ], + ) + setattr(chunk, "vertex_ai_safety_ratings", safety_ratings) + setattr(chunk, "vertex_ai_safety_results", safety_ratings) + chunk._hidden_params["vertex_ai_safety_ratings"] = safety_ratings + chunk._hidden_params["vertex_ai_safety_results"] = safety_ratings + + response = stream_chunk_builder(chunks=[chunk]) + assert response is not None + assert getattr(response, "vertex_ai_safety_results") == safety_ratings + assert response._hidden_params["vertex_ai_safety_results"] == safety_ratings + assert response.model_dump()["vertex_ai_safety_results"] == safety_ratings + + +def test_stream_chunk_builder_propagates_vertex_ai_metadata_from_dict_chunks(): + """Dict snapshot chunks (model_dump) should also propagate Vertex AI metadata.""" + chunk_dict = ModelResponseStream( + id="chatcmpl-vertex-2", + created=1, + model="gemini-2.5-flash", + object="chat.completion.chunk", + choices=[ + StreamingChoices( + finish_reason="stop", + index=0, + delta=Delta(content="hello", role="assistant"), + ) + ], + ).model_dump() + chunk_dict["_hidden_params"] = { + "vertex_ai_grounding_metadata": [{"webSearchQueries": ["test query"]}] + } + + response = stream_chunk_builder(chunks=[chunk_dict]) + assert response is not None + assert getattr(response, "vertex_ai_grounding_metadata") == [ + {"webSearchQueries": ["test query"]} + ] + assert response.model_dump()["vertex_ai_grounding_metadata"] == [ + {"webSearchQueries": ["test query"]} + ] diff --git a/tests/test_litellm/llms/vertex_ai/gemini/test_vertex_and_google_ai_studio_gemini.py b/tests/test_litellm/llms/vertex_ai/gemini/test_vertex_and_google_ai_studio_gemini.py index 0d02521433a..671d7355e8f 100644 --- a/tests/test_litellm/llms/vertex_ai/gemini/test_vertex_and_google_ai_studio_gemini.py +++ b/tests/test_litellm/llms/vertex_ai/gemini/test_vertex_and_google_ai_studio_gemini.py @@ -1459,6 +1459,26 @@ def test_vertex_ai_process_candidates_with_grounding_metadata(): assert len(result[0]) == 1 +def test_set_stream_metadata_mirrors_non_streaming_safety_field_names(): + safety_ratings = [ + [{"category": "HARM_CATEGORY_HATE_SPEECH", "probability": "NEGLIGIBLE"}] + ] + + model_response = ModelResponse() + VertexGeminiConfig._set_stream_metadata_on_response( + model_response=model_response, + grounding_metadata=[], + url_context_metadata=[], + safety_ratings=safety_ratings, + citation_metadata=[], + ) + + assert getattr(model_response, "vertex_ai_safety_ratings") == safety_ratings + assert getattr(model_response, "vertex_ai_safety_results") == safety_ratings + assert model_response._hidden_params["vertex_ai_safety_ratings"] == safety_ratings + assert model_response._hidden_params["vertex_ai_safety_results"] == safety_ratings + + def test_vertex_ai_tool_call_id_format(): """ Test that tool call IDs have the correct format and length. From f59e4ebc9e98e26b434aa3ee338f41b3f3cf3fa6 Mon Sep 17 00:00:00 2001 From: milan-berri Date: Tue, 9 Jun 2026 02:27:35 +0300 Subject: [PATCH 57/73] fix(ui): show team projects to internal users (#28855) Allow internal users to fetch their backend-scoped project list so the key creation project dropdown can populate for selected teams. --- .../app/(dashboard)/hooks/projects/useProjects.test.ts | 10 +++++++++- .../src/app/(dashboard)/hooks/projects/useProjects.ts | 6 ++++-- 2 files changed, 13 insertions(+), 3 deletions(-) diff --git a/ui/litellm-dashboard/src/app/(dashboard)/hooks/projects/useProjects.test.ts b/ui/litellm-dashboard/src/app/(dashboard)/hooks/projects/useProjects.test.ts index 13b9107bdc1..39d1b28303d 100644 --- a/ui/litellm-dashboard/src/app/(dashboard)/hooks/projects/useProjects.test.ts +++ b/ui/litellm-dashboard/src/app/(dashboard)/hooks/projects/useProjects.test.ts @@ -115,8 +115,16 @@ describe("useProjects", () => { expect(global.fetch).not.toHaveBeenCalled(); }); - it("should not fetch when userRole is not an admin role", () => { + it("should fetch when userRole is an internal user role", async () => { mockUseAuthorized.mockReturnValue({ accessToken: "test-token", userRole: "Internal User" }); + (global.fetch as any).mockResolvedValue({ ok: true, json: async () => mockProjects }); + const { result } = renderHook(() => useProjects(), { wrapper: makeWrapper(queryClient) }); + await waitFor(() => expect(result.current.isSuccess).toBe(true)); + expect(global.fetch).toHaveBeenCalled(); + }); + + it("should not fetch when userRole cannot read projects", () => { + mockUseAuthorized.mockReturnValue({ accessToken: "test-token", userRole: "regular_user" }); const { result } = renderHook(() => useProjects(), { wrapper: makeWrapper(queryClient) }); expect(result.current.isFetched).toBe(false); expect(global.fetch).not.toHaveBeenCalled(); diff --git a/ui/litellm-dashboard/src/app/(dashboard)/hooks/projects/useProjects.ts b/ui/litellm-dashboard/src/app/(dashboard)/hooks/projects/useProjects.ts index 7bdc8a4fe6d..c240dbb0170 100644 --- a/ui/litellm-dashboard/src/app/(dashboard)/hooks/projects/useProjects.ts +++ b/ui/litellm-dashboard/src/app/(dashboard)/hooks/projects/useProjects.ts @@ -2,7 +2,7 @@ import { useQuery } from "@tanstack/react-query"; import { createQueryKeys } from "../common/queryKeysFactory"; import { getProxyBaseUrl, getGlobalLitellmHeaderName, deriveErrorMessage, handleError } from "@/components/networking"; import useAuthorized from "@/app/(dashboard)/hooks/useAuthorized"; -import { all_admin_roles } from "@/utils/roles"; +import { all_admin_roles, internalUserRoles } from "@/utils/roles"; // ── Types ──────────────────────────────────────────────────────────────────── @@ -42,6 +42,8 @@ export interface ProjectResponse { export const projectKeys = createQueryKeys("projects"); +const projectReaderRoles = [...all_admin_roles, ...internalUserRoles]; + // ── Fetch function ─────────────────────────────────────────────────────────── const fetchProjects = async (accessToken: string): Promise => { @@ -74,6 +76,6 @@ export const useProjects = () => { return useQuery({ queryKey: projectKeys.list({}), queryFn: async () => fetchProjects(accessToken!), - enabled: Boolean(accessToken) && all_admin_roles.includes(userRole!), + enabled: Boolean(accessToken) && projectReaderRoles.includes(userRole!), }); }; From bac2590b39b3a32a25ae4d6a932a342349def497 Mon Sep 17 00:00:00 2001 From: yuneng-jiang Date: Mon, 8 Jun 2026 16:39:21 -0700 Subject: [PATCH 58/73] build(deps): bump pyjwt to 2.13.0 and ws override to 8.20.1 (#29982) Raise the PyJWT floor in pyproject (>=2.13.0,<3.0) and re-resolve uv.lock so the proxy installs 2.13.0 instead of 2.12.0. Bump the ws transitive-version override in the dashboard from 8.19.0 to 8.20.1 and regenerate package-lock; jsdom and openai both dedupe onto the single 8.20.1 copy. Both are routine dependency maintenance bumps to keep pinned versions current. --- pyproject.toml | 2 +- ui/litellm-dashboard/package-lock.json | 6 +++--- ui/litellm-dashboard/package.json | 2 +- uv.lock | 13 ++++++++----- 4 files changed, 13 insertions(+), 10 deletions(-) diff --git a/pyproject.toml b/pyproject.toml index 577e800d79b..28e6f48dc4c 100644 --- a/pyproject.toml +++ b/pyproject.toml @@ -53,7 +53,7 @@ proxy = [ "orjson>=3.11.6,<4.0", "apscheduler>=3.11.2,<4.0", "fastapi-sso>=0.19.0,<1.0", - "PyJWT>=2.12.0,<3.0", + "PyJWT>=2.13.0,<3.0", "python-multipart>=0.0.27,<1.0", "cryptography>=46.0.7,<47.0", "pynacl>=1.6.2,<2.0", diff --git a/ui/litellm-dashboard/package-lock.json b/ui/litellm-dashboard/package-lock.json index 7000efd63b4..b7dd2a6f59b 100644 --- a/ui/litellm-dashboard/package-lock.json +++ b/ui/litellm-dashboard/package-lock.json @@ -13770,9 +13770,9 @@ } }, "node_modules/ws": { - "version": "8.19.0", - "resolved": "https://registry.npmjs.org/ws/-/ws-8.19.0.tgz", - "integrity": "sha512-blAT2mjOEIi0ZzruJfIhb3nps74PRWTCz1IjglWEEpQl5XS/UNama6u2/rjFkDDouqr4L67ry+1aGIALViWjDg==", + "version": "8.20.1", + "resolved": "https://registry.npmjs.org/ws/-/ws-8.20.1.tgz", + "integrity": "sha512-It4dO0K5v//JtTXuPkfEOaI3uUN87iYPnqo/ZzqCoG3g8uhA66QUMs/SrM0YK7/NAu+r4LMh/9dq2A7k+rHs+w==", "devOptional": true, "license": "MIT", "engines": { diff --git a/ui/litellm-dashboard/package.json b/ui/litellm-dashboard/package.json index ca753e59dc5..623389e76ed 100644 --- a/ui/litellm-dashboard/package.json +++ b/ui/litellm-dashboard/package.json @@ -90,7 +90,7 @@ "glob": "13.0.0", "minimatch": "10.2.4", "lodash": "4.18.1", - "ws": "8.19.0", + "ws": "8.20.1", "braces": "3.0.3", "axios": "1.13.6", "postcss": "8.5.13" diff --git a/uv.lock b/uv.lock index 4386fce1b4d..2403a7fbf03 100644 --- a/uv.lock +++ b/uv.lock @@ -9,7 +9,7 @@ resolution-markers = [ ] [options] -exclude-newer = "2026-06-03T21:40:52.018333Z" +exclude-newer = "2026-06-05T23:18:37.734017Z" exclude-newer-span = "P3D" [manifest] @@ -3522,7 +3522,7 @@ requires-dist = [ { name = "prometheus-client", marker = "extra == 'proxy-runtime'", specifier = ">=0.20.0,<1.0" }, { name = "pydantic", specifier = ">=2.10.0,<3.0.0" }, { name = "pydantic-settings", marker = "extra == 'proxy'", specifier = ">=2.14.1,<3.0" }, - { name = "pyjwt", marker = "extra == 'proxy'", specifier = ">=2.12.0,<3.0" }, + { name = "pyjwt", marker = "extra == 'proxy'", specifier = ">=2.13.0,<3.0" }, { name = "pynacl", marker = "extra == 'proxy'", specifier = ">=1.6.2,<2.0" }, { name = "pypdf", marker = "python_full_version < '3.14' and extra == 'proxy-runtime'", specifier = ">=6.10.2,<7.0" }, { name = "pyroscope-io", marker = "sys_platform != 'win32' and extra == 'proxy'", specifier = ">=0.8.16,<1.0" }, @@ -5983,11 +5983,14 @@ wheels = [ [[package]] name = "pyjwt" -version = "2.12.0" +version = "2.13.0" source = { registry = "https://pypi.org/simple" } -sdist = { url = "https://files.pythonhosted.org/packages/a8/10/e8192be5f38f3e8e7e046716de4cae33d56fd5ae08927a823bb916be36c1/pyjwt-2.12.0.tar.gz", hash = "sha256:2f62390b667cd8257de560b850bb5a883102a388829274147f1d724453f8fb02", size = 102511, upload-time = "2026-03-12T17:15:30.831Z" } +dependencies = [ + { name = "typing-extensions", marker = "python_full_version < '3.11'" }, +] +sdist = { url = "https://files.pythonhosted.org/packages/3b/81/58d0ac84e1ef3a3843791d6954d94c0b33d526c75eeb1efbce9d0a4c4077/pyjwt-2.13.0.tar.gz", hash = "sha256:41571c89ca91598c79e8ef18a2d07367d4810fbbd6f637794879baf1b7703423", size = 107515, upload-time = "2026-05-21T19:54:36.618Z" } wheels = [ - { url = "https://files.pythonhosted.org/packages/15/70/70f895f404d363d291dcf62c12c85fdd47619ad9674ac0f53364d035925a/pyjwt-2.12.0-py3-none-any.whl", hash = "sha256:9bb459d1bdd0387967d287f5656bf7ec2b9a26645d1961628cda1764e087fd6e", size = 29700, upload-time = "2026-03-12T17:15:29.257Z" }, + { url = "https://files.pythonhosted.org/packages/a3/5e/ecf12fdb62546d64385c158514e9b2b671f7832108ef2ecd2020ce0af2d1/pyjwt-2.13.0-py3-none-any.whl", hash = "sha256:66adcc2aff09b3f1bbd95fc1e1577df8ac8723c978552fd43304c8a290ac5728", size = 31274, upload-time = "2026-05-21T19:54:35.362Z" }, ] [package.optional-dependencies] From c24a3603d971c8af8a29d4f6ef2fa16cfd097100 Mon Sep 17 00:00:00 2001 From: yuneng-jiang Date: Mon, 8 Jun 2026 16:55:35 -0700 Subject: [PATCH 59/73] fix(team-management): delete a team's BYOK models when the team is deleted (#29977) A team's BYOK models (rows in LiteLLM_ProxyModelTable with model_info.team_id set) were left orphaned when the team was deleted; they lingered in the database and kept showing on the Models + Endpoints page. delete_team now removes them via a new delete_team_models helper that deletes the rows in one transaction and syncs the in-memory router only after that transaction commits, run before the team rows are deleted so a mid-flight failure never leaves the team gone with its models orphaned --- .../model_management_endpoints.py | 44 +++++- .../management_endpoints/team_endpoints.py | 14 ++ .../test_model_management_endpoints.py | 143 ++++++++++++++++++ .../test_team_endpoints.py | 10 ++ 4 files changed, 209 insertions(+), 2 deletions(-) diff --git a/litellm/proxy/management_endpoints/model_management_endpoints.py b/litellm/proxy/management_endpoints/model_management_endpoints.py index 0cbccfc18ad..0be476469a6 100644 --- a/litellm/proxy/management_endpoints/model_management_endpoints.py +++ b/litellm/proxy/management_endpoints/model_management_endpoints.py @@ -561,7 +561,7 @@ async def _setup_new_team_model_assignment( async def _get_team_deployments( - team_id: str, prisma_client: PrismaClient + team_id: str, prisma_client: PrismaClient, table: Optional[Any] = None ) -> List[LiteLLM_ProxyModelTable]: """ Fetch all deployments for a given team_id from the database. @@ -572,9 +572,13 @@ async def _get_team_deployments( Note: prisma-client-py 0.11.0 does not support JSON path filtering, so we filter by the model_name prefix (team models use "model_name_{team_id}_*") and confirm team_id in model_info with Python-side filtering. + + Pass ``table`` (a transaction's proxy-model table) to run the read inside an + existing transaction. """ prefix = f"model_name_{team_id}_" - response = await ModelRepository(prisma_client).table.find_many( + table = table or ModelRepository(prisma_client).table + response = await table.find_many( where={ "model_name": {"startswith": prefix}, } @@ -596,6 +600,42 @@ async def _get_team_deployments( return result +async def delete_team_models( + team_ids: List[str], + prisma_client: PrismaClient, + llm_router: Optional[Any], +) -> List[str]: + """ + Delete every BYOK model owned by the given teams, from the DB and the router. + + The DB rows are removed inside a single transaction, so deletion is atomic + across all team_ids. Each team's rows are deleted by the exact model_ids read + in the same transaction, which keeps the deleted set identical to the set + handed to the router. The router is synced only after the transaction commits, + so a rollback can never leave a deployment live in the router without its row. + + Returns the model_ids that were deleted. + """ + deleted_model_ids: List[str] = [] + async with prisma_client.db.tx() as tx: + for team_id in team_ids: + rows = await _get_team_deployments( + team_id, prisma_client, table=tx.litellm_proxymodeltable + ) + model_ids = [row.model_id for row in rows] + if model_ids: + await tx.litellm_proxymodeltable.delete_many( + where={"model_id": {"in": model_ids}} + ) + deleted_model_ids.extend(model_ids) + + if llm_router is not None: + for model_id in deleted_model_ids: + llm_router.delete_deployment(id=model_id) + + return deleted_model_ids + + async def _get_team_public_model_names( team_id: str, prisma_client: PrismaClient, diff --git a/litellm/proxy/management_endpoints/team_endpoints.py b/litellm/proxy/management_endpoints/team_endpoints.py index f2eafcbf839..0e69de87ce2 100644 --- a/litellm/proxy/management_endpoints/team_endpoints.py +++ b/litellm/proxy/management_endpoints/team_endpoints.py @@ -3289,6 +3289,20 @@ async def delete_team( await prisma_client.delete_data(team_id_list=data.team_ids, table_name="key") + ## DELETE ASSOCIATED BYOK MODELS + # Runs before the team rows are deleted so a mid-flight failure never leaves + # the team gone with its models orphaned. + from litellm.proxy.management_endpoints.model_management_endpoints import ( + delete_team_models, + ) + from litellm.proxy.proxy_server import llm_router + + await delete_team_models( + team_ids=data.team_ids, + prisma_client=prisma_client, + llm_router=llm_router, + ) + # ## DELETE TEAM MEMBERSHIPS for team_row in team_rows: ### get all team members diff --git a/tests/test_litellm/proxy/management_endpoints/test_model_management_endpoints.py b/tests/test_litellm/proxy/management_endpoints/test_model_management_endpoints.py index 2ba604e5da6..6a81b1b613b 100644 --- a/tests/test_litellm/proxy/management_endpoints/test_model_management_endpoints.py +++ b/tests/test_litellm/proxy/management_endpoints/test_model_management_endpoints.py @@ -24,6 +24,7 @@ from litellm.proxy.management_endpoints.model_management_endpoints import ( ModelManagementAuthChecks, _get_team_deployments, clear_cache, + delete_team_models, ) from litellm.proxy.utils import PrismaClient from litellm.types.router import Deployment, LiteLLM_Params, updateDeployment @@ -2184,6 +2185,148 @@ class TestGetTeamDeployments: assert result[0] is dep1 +def _model_row(model_id: str, team_id: str): + row = MagicMock() + row.model_id = model_id + row.model_name = f"model_name_{team_id}_{model_id}" + row.model_info = {"team_id": team_id} + return row + + +class _TxProxyModelTable: + """Transactional proxy-model table that records the order of DB writes.""" + + def __init__(self, rows, events): + self._rows = list(rows) + self.events = events + + async def find_many(self, where): + prefix = where["model_name"]["startswith"] + return [r for r in self._rows if r.model_name.startswith(prefix)] + + async def delete_many(self, where): + ids = list(where["model_id"]["in"]) + self.events.append(("delete_many", tuple(ids))) + self._rows = [r for r in self._rows if r.model_id not in ids] + return len(ids) + + +class _TxPrismaClient: + """Minimal prisma stub whose ``db.tx()`` yields a transaction and records commit.""" + + def __init__(self, rows): + self.events: list = [] + self._table = _TxProxyModelTable(rows, self.events) + tx = MagicMock() + tx.litellm_proxymodeltable = self._table + outer = self + + class _TxCM: + async def __aenter__(self): + return tx + + async def __aexit__(self, *exc): + outer.events.append(("commit",)) + return False + + self.db = MagicMock() + self.db.tx = MagicMock(return_value=_TxCM()) + + +class _RecordingRouter: + def __init__(self, events): + self.events = events + self.deleted: list = [] + + def delete_deployment(self, id): # noqa: A002 - matches router signature + self.events.append(("router", id)) + self.deleted.append(id) + + +class TestDeleteTeamModels: + """delete_team_models must remove every team's BYOK models in one transaction + and sync the in-memory router only after that transaction commits.""" + + @pytest.mark.asyncio + async def test_deletes_all_teams_models_and_syncs_router(self): + rows = [_model_row("a1", "team_a"), _model_row("b1", "team_b")] + prisma = _TxPrismaClient(rows) + router = _RecordingRouter(prisma.events) + + deleted = await delete_team_models( + team_ids=["team_a", "team_b"], + prisma_client=prisma, + llm_router=router, + ) + + assert sorted(deleted) == ["a1", "b1"] + assert sorted(router.deleted) == ["a1", "b1"] + + @pytest.mark.asyncio + async def test_router_sync_happens_after_commit(self): + """Race-safety: the router is touched only once the DB transaction has + committed, so a rollback can never leave a deployment without its row.""" + rows = [_model_row("a1", "team_a"), _model_row("b1", "team_b")] + prisma = _TxPrismaClient(rows) + router = _RecordingRouter(prisma.events) + + await delete_team_models( + team_ids=["team_a", "team_b"], prisma_client=prisma, llm_router=router + ) + + commit_idx = prisma.events.index(("commit",)) + router_indices = [i for i, e in enumerate(prisma.events) if e[0] == "router"] + delete_indices = [ + i for i, e in enumerate(prisma.events) if e[0] == "delete_many" + ] + assert router_indices, "router was never synced" + assert all(i > commit_idx for i in router_indices) + assert all(i < commit_idx for i in delete_indices) + + @pytest.mark.asyncio + async def test_only_owning_team_models_deleted(self): + """A row sharing the prefix but a different model_info.team_id is left alone.""" + mine = _model_row("a1", "team_a") + intruder = MagicMock() + intruder.model_id = "x9" + intruder.model_name = "model_name_team_a_x9" + intruder.model_info = {"team_id": "someone_else"} + prisma = _TxPrismaClient([mine, intruder]) + router = _RecordingRouter(prisma.events) + + deleted = await delete_team_models( + team_ids=["team_a"], prisma_client=prisma, llm_router=router + ) + + assert deleted == ["a1"] + assert router.deleted == ["a1"] + + @pytest.mark.asyncio + async def test_no_models_no_writes(self): + prisma = _TxPrismaClient([]) + router = _RecordingRouter(prisma.events) + + deleted = await delete_team_models( + team_ids=["team_a"], prisma_client=prisma, llm_router=router + ) + + assert deleted == [] + assert router.deleted == [] + assert not any(e[0] == "delete_many" for e in prisma.events) + + @pytest.mark.asyncio + async def test_missing_router_is_safe(self): + rows = [_model_row("a1", "team_a")] + prisma = _TxPrismaClient(rows) + + deleted = await delete_team_models( + team_ids=["team_a"], prisma_client=prisma, llm_router=None + ) + + assert deleted == ["a1"] + assert any(e[0] == "delete_many" for e in prisma.events) + + def _build_db_model_for_blocked_test(): from litellm.types.router import Deployment, LiteLLM_Params, ModelInfo diff --git a/tests/test_litellm/proxy/management_endpoints/test_team_endpoints.py b/tests/test_litellm/proxy/management_endpoints/test_team_endpoints.py index 400ed287802..06adcf80707 100644 --- a/tests/test_litellm/proxy/management_endpoints/test_team_endpoints.py +++ b/tests/test_litellm/proxy/management_endpoints/test_team_endpoints.py @@ -6350,6 +6350,14 @@ async def test_delete_team_persists_deleted_teams(monkeypatch): mock_find_many_keys = AsyncMock(return_value=[]) mock_prisma_client.db.litellm_verificationtoken.find_many = mock_find_many_keys + # delete_team now deletes team BYOK models inside a transaction; this team has none. + mock_tx = AsyncMock() + mock_tx.litellm_proxymodeltable.find_many = AsyncMock(return_value=[]) + mock_tx_cm = MagicMock() + mock_tx_cm.__aenter__ = AsyncMock(return_value=mock_tx) + mock_tx_cm.__aexit__ = AsyncMock(return_value=False) + mock_prisma_client.db.tx = MagicMock(return_value=mock_tx_cm) + monkeypatch.setattr( "litellm.proxy.proxy_server.prisma_client", mock_prisma_client, @@ -8499,6 +8507,8 @@ async def test_new_team_encrypts_callback_vars( assert cv["langfuse_secret_key"] != "sk-real" recovered = decrypt_callback_vars(metadata)["logging"][0]["callback_vars"] assert recovered["langfuse_secret_key"] == "sk-real" + + def _non_admin_auth(): return UserAPIKeyAuth( user_id="u-team-admin", user_role=LitellmUserRoles.INTERNAL_USER From 411bd3da5ba6abb9b2aae173d3274317e5805364 Mon Sep 17 00:00:00 2001 From: milan-berri Date: Tue, 9 Jun 2026 02:59:21 +0300 Subject: [PATCH 60/73] feat(vantage): include organization metadata in FOCUS Tags export (#28184) * feat(vantage): include organization metadata in FOCUS Tags export Join LiteLLM_OrganizationTable when building Vantage/FOCUS export rows so organization_id and organization_alias appear in Tags for org-level filtering. Co-authored-by: Cursor * test(focus): include api_requests in organization Tags tests FocusTransformer now requires api_requests after staging merge; add the column to test fixtures so integrations CI can run the Tags assertions. Co-authored-by: Cursor --------- Co-authored-by: Cursor --- litellm/integrations/focus/database.py | 6 +- litellm/integrations/focus/transformer.py | 2 + .../integrations/focus/test_focus_database.py | 15 +++++ .../integrations/focus/test_transformer.py | 62 +++++++++++++++++++ 4 files changed, 84 insertions(+), 1 deletion(-) create mode 100644 tests/test_litellm/integrations/focus/test_transformer.py diff --git a/litellm/integrations/focus/database.py b/litellm/integrations/focus/database.py index 298254670eb..3ae3f6b53ac 100644 --- a/litellm/integrations/focus/database.py +++ b/litellm/integrations/focus/database.py @@ -80,11 +80,15 @@ class FocusLiteLLMDatabase: vt.team_id, vt.key_alias as api_key_alias, tt.team_alias, - ut.user_email as user_email + ut.user_email as user_email, + COALESCE(vt.organization_id, tt.organization_id) as organization_id, + ot.organization_alias as organization_alias FROM "LiteLLM_DailyUserSpend" dus LEFT JOIN "LiteLLM_VerificationToken" vt ON dus.api_key = vt.token LEFT JOIN "LiteLLM_TeamTable" tt ON vt.team_id = tt.team_id LEFT JOIN "LiteLLM_UserTable" ut ON dus.user_id = ut.user_id + LEFT JOIN "LiteLLM_OrganizationTable" ot + ON ot.organization_id = COALESCE(vt.organization_id, tt.organization_id) {where_clause} ORDER BY dus.date DESC, dus.created_at DESC {limit_clause} diff --git a/litellm/integrations/focus/transformer.py b/litellm/integrations/focus/transformer.py index 8496b7ec159..a17df29b912 100644 --- a/litellm/integrations/focus/transformer.py +++ b/litellm/integrations/focus/transformer.py @@ -12,6 +12,8 @@ from .schema import FOCUS_NORMALIZED_SCHEMA _TAG_KEYS = ( "team_id", "team_alias", + "organization_id", + "organization_alias", "user_id", "user_email", "api_key_alias", diff --git a/tests/test_litellm/integrations/focus/test_focus_database.py b/tests/test_litellm/integrations/focus/test_focus_database.py index 5ee98cc9dd0..d77af2dd170 100644 --- a/tests/test_litellm/integrations/focus/test_focus_database.py +++ b/tests/test_litellm/integrations/focus/test_focus_database.py @@ -72,3 +72,18 @@ async def test_should_reject_invalid_limit(monkeypatch: pytest.MonkeyPatch): await db.get_usage_data(limit="invalid") assert query_mock.await_count == 0 + + +@pytest.mark.asyncio +async def test_should_join_organization_table(monkeypatch: pytest.MonkeyPatch): + db, query_mock = _setup_db(monkeypatch, []) + + await db.get_usage_data() + + query_text, *_ = query_mock.await_args.args + assert ( + "COALESCE(vt.organization_id, tt.organization_id) as organization_id" + in query_text + ) + assert "ot.organization_alias as organization_alias" in query_text + assert 'LEFT JOIN "LiteLLM_OrganizationTable" ot' in query_text diff --git a/tests/test_litellm/integrations/focus/test_transformer.py b/tests/test_litellm/integrations/focus/test_transformer.py new file mode 100644 index 00000000000..4461d19efde --- /dev/null +++ b/tests/test_litellm/integrations/focus/test_transformer.py @@ -0,0 +1,62 @@ +"""Tests for FocusTransformer organization metadata in Tags.""" + +from __future__ import annotations + +import json +from datetime import date + +import polars as pl + +from litellm.integrations.focus.transformer import FocusTransformer + + +def test_should_include_organization_fields_in_tags(): + frame = pl.DataFrame( + { + "date": [date(2024, 1, 2)], + "spend": [1.25], + "api_requests": [1], + "api_key": ["hashed-key"], + "api_key_alias": ["prod-key"], + "model": ["gpt-4o"], + "model_group": ["gpt-4o"], + "custom_llm_provider": ["openai"], + "team_id": ["team-1"], + "team_alias": ["Platform"], + "organization_id": ["org-123"], + "organization_alias": ["Acme Corp"], + "user_id": ["user-1"], + "user_email": ["user@example.com"], + } + ) + + normalized = FocusTransformer().transform(frame) + + tags = json.loads(normalized["Tags"][0]) + assert tags["organization_id"] == "org-123" + assert tags["organization_alias"] == "Acme Corp" + assert tags["team_id"] == "team-1" + + +def test_should_omit_missing_organization_fields_from_tags(): + frame = pl.DataFrame( + { + "date": [date(2024, 1, 2)], + "spend": [0.5], + "api_requests": [1], + "api_key": ["hashed-key"], + "api_key_alias": ["prod-key"], + "model": ["gpt-4o-mini"], + "model_group": ["gpt-4o-mini"], + "custom_llm_provider": ["openai"], + "team_id": ["team-1"], + "team_alias": ["Platform"], + } + ) + + normalized = FocusTransformer().transform(frame) + + tags = json.loads(normalized["Tags"][0]) + assert "organization_id" not in tags + assert "organization_alias" not in tags + assert tags["team_id"] == "team-1" From 1bbaf1c39dda367f5a2b4b6b9ab4cac46d71ab14 Mon Sep 17 00:00:00 2001 From: yuneng-jiang Date: Mon, 8 Jun 2026 17:46:28 -0700 Subject: [PATCH 61/73] fix(guardrails): read CrowdStrike AIDR identity from both metadata bags (#29991) Capture user_id and extra_info from metadata or litellm_metadata. The single-bag read dropped identity whenever a request carried a present litellm_metadata field (null or a user-supplied dict), since /chat/completions routes the authenticated identity into metadata while the guardrail read litellm_metadata first --- .../crowdstrike_aidr/crowdstrike_aidr.py | 14 +++++- .../guardrail_hooks/test_crowdstrike_aidr.py | 50 +++++++++++++++++++ 2 files changed, 62 insertions(+), 2 deletions(-) diff --git a/litellm/proxy/guardrails/guardrail_hooks/crowdstrike_aidr/crowdstrike_aidr.py b/litellm/proxy/guardrails/guardrail_hooks/crowdstrike_aidr/crowdstrike_aidr.py index d1ef165b46e..248202b644c 100644 --- a/litellm/proxy/guardrails/guardrail_hooks/crowdstrike_aidr/crowdstrike_aidr.py +++ b/litellm/proxy/guardrails/guardrail_hooks/crowdstrike_aidr/crowdstrike_aidr.py @@ -105,6 +105,16 @@ def _extract_text_from_content(content: object) -> str: return "" +def _merge_metadata_bags(request_data: Mapping[str, Any]) -> Optional[dict[str, Any]]: + merged: dict[str, Any] = {} + present = False + for bag in (request_data.get("metadata"), request_data.get("litellm_metadata")): + if isinstance(bag, Mapping): + present = True + merged.update(bag) + return merged if present else None + + class CrowdStrikeAIDRHandler(CustomGuardrail): """ CrowdStrike AIDR AI Guardrail handler to interact with the CrowdStrike AIDR @@ -321,8 +331,8 @@ class CrowdStrikeAIDRHandler(CustomGuardrail): if model: ai_guard_payload["model"] = model - metadata = request_data.get("litellm_metadata", request_data.get("metadata")) - if isinstance(metadata, Mapping): + metadata = _merge_metadata_bags(request_data) + if metadata is not None: user_id = metadata.get("user_api_key_user_id") if user_id: ai_guard_payload["user_id"] = user_id diff --git a/tests/test_litellm/proxy/guardrails/guardrail_hooks/test_crowdstrike_aidr.py b/tests/test_litellm/proxy/guardrails/guardrail_hooks/test_crowdstrike_aidr.py index e7f72ff7a3f..f8fd9a0a185 100644 --- a/tests/test_litellm/proxy/guardrails/guardrail_hooks/test_crowdstrike_aidr.py +++ b/tests/test_litellm/proxy/guardrails/guardrail_hooks/test_crowdstrike_aidr.py @@ -529,6 +529,56 @@ async def test_apply_guardrail_no_metadata_skips_user_fields( assert "extra_info" not in payload +@pytest.mark.asyncio +@pytest.mark.parametrize( + "litellm_metadata, metadata", + [ + (None, {"user_api_key_user_id": "uid-abc", "user_api_key_user_email": "alice@example.com"}), + ({"trace_id": "t1"}, {"user_api_key_user_id": "uid-abc", "user_api_key_user_email": "alice@example.com"}), + (["unexpected"], {"user_api_key_user_id": "uid-abc", "user_api_key_user_email": "alice@example.com"}), + ({"user_api_key_user_id": "uid-abc", "user_api_key_user_email": "alice@example.com"}, {"trace_id": "t1"}), + ], + ids=["identity_in_metadata_llm_none", "identity_in_metadata_llm_user_dict", "identity_in_metadata_llm_non_mapping", "identity_in_litellm_metadata"], +) +async def test_apply_guardrail_reads_identity_from_either_metadata_bag( + crowdstrike_aidr_guardrail: CrowdStrikeAIDRHandler, + litellm_metadata, + metadata, +) -> None: + inputs: GenericGuardrailAPIInputs = { + "texts": ["Hello"], + "structured_messages": [{"role": "user", "content": "Hello"}], + "model": "gpt-4o", + } + request_data = { + "messages": inputs["structured_messages"], + "model": "gpt-4o", + "litellm_metadata": litellm_metadata, + "metadata": metadata, + } + guardrail_endpoint = ( + f"{crowdstrike_aidr_guardrail.api_base}/v1/guard_chat_completions" + ) + + with patch( + "litellm.llms.custom_httpx.http_handler.AsyncHTTPHandler.post", + return_value=httpx.Response( + status_code=200, + json={"result": {"blocked": False, "transformed": False}}, + request=httpx.Request(method="POST", url=guardrail_endpoint), + ), + ) as mock_method: + await crowdstrike_aidr_guardrail.apply_guardrail( + inputs=inputs, + request_data=request_data, + input_type="request", + ) + + payload = mock_method.call_args.kwargs["json"] + assert payload["user_id"] == "uid-abc" + assert payload["extra_info"] == {"user_name": "alice@example.com"} + + @pytest.mark.asyncio async def test_apply_guardrail_request_skipped_messages_stay_aligned( crowdstrike_aidr_guardrail: CrowdStrikeAIDRHandler, From 92817cb65bc351b71543e6f980850953f7c1511e Mon Sep 17 00:00:00 2001 From: tin-berri Date: Mon, 8 Jun 2026 18:13:06 -0700 Subject: [PATCH 62/73] changing expires_in default to use actual slack return details (#29951) --- .../mcp_server/discoverable_endpoints.py | 7 +- .../mcp_server/test_discoverable_endpoints.py | 72 +++++++++++++++++++ 2 files changed, 76 insertions(+), 3 deletions(-) diff --git a/litellm/proxy/_experimental/mcp_server/discoverable_endpoints.py b/litellm/proxy/_experimental/mcp_server/discoverable_endpoints.py index ed374635fea..3beddd2c435 100644 --- a/litellm/proxy/_experimental/mcp_server/discoverable_endpoints.py +++ b/litellm/proxy/_experimental/mcp_server/discoverable_endpoints.py @@ -512,12 +512,13 @@ async def exchange_token_with_server( result = { "access_token": access_token, "token_type": token_response.get("token_type", "Bearer"), - "expires_in": token_response.get("expires_in", 3600), } - if "refresh_token" in token_response and token_response["refresh_token"]: + if token_response.get("expires_in") is not None: + result["expires_in"] = token_response["expires_in"] + if token_response.get("refresh_token"): result["refresh_token"] = token_response["refresh_token"] - if "scope" in token_response and token_response["scope"]: + if token_response.get("scope"): result["scope"] = token_response["scope"] # RFC 6749 §5.1: token responses must not be cached. diff --git a/tests/test_litellm/proxy/_experimental/mcp_server/test_discoverable_endpoints.py b/tests/test_litellm/proxy/_experimental/mcp_server/test_discoverable_endpoints.py index da66d60aed8..6fd935e3364 100644 --- a/tests/test_litellm/proxy/_experimental/mcp_server/test_discoverable_endpoints.py +++ b/tests/test_litellm/proxy/_experimental/mcp_server/test_discoverable_endpoints.py @@ -1,5 +1,6 @@ """Tests for MCP OAuth discoverable endpoints""" +import json from unittest.mock import AsyncMock, MagicMock, patch import pytest @@ -2661,3 +2662,74 @@ async def test_token_endpoint_sets_no_store_cache_control(): assert response.headers["cache-control"] == "no-store" assert response.headers["pragma"] == "no-cache" + + +async def _exchange_with_upstream_token_response(upstream_body): + from fastapi import Request + + from litellm.proxy._experimental.mcp_server.discoverable_endpoints import ( + exchange_token_with_server, + ) + from litellm.proxy._types import MCPTransport + from litellm.types.mcp import MCPAuth + from litellm.types.mcp_server.mcp_server_manager import MCPServer + + server = MCPServer( + server_id="t", + name="t", + server_name="t", + alias="t", + transport=MCPTransport.http, + auth_type=MCPAuth.oauth2, + client_id="cid", + client_secret="cs", + authorization_url="https://provider.com/oauth/authorize", + token_url="https://provider.com/oauth/token", + ) + mock_request = MagicMock(spec=Request) + mock_request.base_url = "https://litellm.example.com/" + mock_request.headers = {} + + fake_http_response = MagicMock() + fake_http_response.json.return_value = upstream_body + fake_http_response.raise_for_status = MagicMock() + fake_http_client = MagicMock() + fake_http_client.post = AsyncMock(return_value=fake_http_response) + + with patch( + "litellm.proxy._experimental.mcp_server.discoverable_endpoints.get_async_httpx_client", + return_value=fake_http_client, + ): + response = await exchange_token_with_server( + request=mock_request, + mcp_server=server, + grant_type="authorization_code", + code="c", + redirect_uri="http://127.0.0.1:3000/cb", + client_id="cid", + client_secret=None, + code_verifier=None, + ) + return json.loads(response.body) + + +@pytest.mark.asyncio +async def test_token_exchange_omits_expires_in_when_upstream_omits_it(): + """A provider that issues a non-expiring token (e.g. Slack without token + rotation) returns no ``expires_in``. The exchange must mirror that and omit + ``expires_in`` rather than fabricate a 1-hour TTL, so the stored credential + is treated as non-expiring instead of dying after an hour.""" + body = await _exchange_with_upstream_token_response( + {"access_token": "tok", "token_type": "Bearer"} + ) + assert "expires_in" not in body + + +@pytest.mark.asyncio +async def test_token_exchange_passes_through_upstream_expires_in(): + """When the provider does send ``expires_in`` (e.g. Slack with token + rotation), the exchange forwards the real value unchanged.""" + body = await _exchange_with_upstream_token_response( + {"access_token": "tok", "token_type": "Bearer", "expires_in": 43200} + ) + assert body["expires_in"] == 43200 From 424db6a9807d6e830492825598332f9bb7f234c6 Mon Sep 17 00:00:00 2001 From: Sameer Kankute Date: Tue, 9 Jun 2026 06:57:04 +0530 Subject: [PATCH 63/73] feat(azure_ai): add MAI-Image-2.5 image generation support (#29688) * feat(azure_ai): add MAI-Image-2.5 image generation support Route azure_ai MAI models to /mai/v1/images/generations and map OpenAI size to width/height for the serverless API. Co-authored-by: Cursor * fix(azure_ai): address MAI image generation review feedback Validate unsupported size values, default width/height independently, add MAI-Image-2.5 pricing, and expand test coverage. @greptileai Co-authored-by: Cursor * feat(azure_ai): add MAI image edit and expand model cost map Add MAI image edit support with usage normalization for Azure response format, and register MAI-Image-2.5-Flash and MAI-Image-2e pricing in the model map. Co-authored-by: Cursor * fix(azure_ai): validate MAI edit size by consuming map iterator Greptile: lazy map() never evaluated int() so values like 1024xabc passed through. Co-authored-by: Cursor * fix(azure_ai): normalize MAI usage in generation response handler Apply normalize_mai_image_usage before building ImageResponse so token-based cost calculation works when Azure returns num_output_tokens fields. Co-authored-by: Cursor * fix(azure_ai): narrow MAI edit size param type for mypy Co-authored-by: Cursor * Fix Azure MAI image response handling * Fix MAI image generation base model routing * fix(azure_ai): preserve zero num_output_tokens in MAI usage normalization * fix(azure_ai): wrap MAI generation response JSON parsing in error handling * fix(azure_ai): build MAI image edit URL correctly for /mai/ root bases * fix(azure_ai): build MAI image generation URL correctly for /mai/ root bases --------- Co-authored-by: Cursor Co-authored-by: mateo-berri <277851410+mateo-berri@users.noreply.github.com> --- litellm/llms/azure/azure.py | 39 +- .../llms/azure/image_generation/__init__.py | 3 + litellm/llms/azure_ai/image_edit/__init__.py | 14 +- .../azure_ai/image_edit/mai_transformation.py | 199 +++++++++ .../azure_ai/image_generation/__init__.py | 4 + .../image_generation/cost_calculator.py | 26 +- .../image_generation/mai_transformation.py | 236 +++++++++++ ...odel_prices_and_context_window_backup.json | 37 ++ model_prices_and_context_window.json | 37 ++ .../test_azure_image_generation_init.py | 16 + .../test_mai_image_edit_transformation.py | 171 ++++++++ .../test_mai_image_generation.py | 380 ++++++++++++++++++ 12 files changed, 1149 insertions(+), 13 deletions(-) create mode 100644 litellm/llms/azure_ai/image_edit/mai_transformation.py create mode 100644 litellm/llms/azure_ai/image_generation/mai_transformation.py create mode 100644 tests/test_litellm/llms/azure_ai/image_edit/test_mai_image_edit_transformation.py create mode 100644 tests/test_litellm/llms/azure_ai/image_generation/test_mai_image_generation.py diff --git a/litellm/llms/azure/azure.py b/litellm/llms/azure/azure.py index 734b8ecef16..56cf035d0f7 100644 --- a/litellm/llms/azure/azure.py +++ b/litellm/llms/azure/azure.py @@ -43,7 +43,10 @@ from .common_utils import ( process_azure_headers, select_azure_base_url_or_endpoint, ) -from .image_generation import get_azure_image_generation_config +from .image_generation import ( + AzureFoundryMAIImageGenerationConfig, + get_azure_image_generation_config, +) from .image_generation.http_utils import azure_deployment_image_generation_json_body @@ -1097,10 +1100,14 @@ class AzureChatCompletion(BaseAzureLLM, BaseLLM): ) def create_azure_base_url( - self, azure_client_params: dict, model: Optional[str] + self, + azure_client_params: dict, + model: Optional[str], + base_model: Optional[str] = None, ) -> str: from litellm.llms.azure_ai.image_generation import ( AzureFoundryFluxImageGenerationConfig, + AzureFoundryMAIImageGenerationConfig, ) api_base: str = azure_client_params.get( @@ -1112,6 +1119,12 @@ class AzureChatCompletion(BaseAzureLLM, BaseLLM): if model is None: model = "" + if AzureFoundryMAIImageGenerationConfig.is_mai_model(base_model or model): + return AzureFoundryMAIImageGenerationConfig.get_mai_image_generation_url( + api_base=api_base, + api_version=api_version, + ) + # Handle FLUX 2 models on Azure AI which use a different URL pattern # e.g., /providers/blackforestlabs/v1/flux-2-pro instead of /openai/deployments/{model}/images/generations if AzureFoundryFluxImageGenerationConfig.is_flux2_model(model): @@ -1153,10 +1166,10 @@ class AzureChatCompletion(BaseAzureLLM, BaseLLM): if api_base.endswith("/"): api_base = api_base.rstrip("/") api_version: str = azure_client_params.get("api_version", "") - # Use the deployment name (model) for URL construction, not the base_model from data img_gen_api_base = self.create_azure_base_url( azure_client_params=azure_client_params, model=model or data.get("model", ""), + base_model=data.get("model", ""), ) ## LOGGING @@ -1285,9 +1298,10 @@ class AzureChatCompletion(BaseAzureLLM, BaseLLM): if aimg_generation is True: return self.aimage_generation(data=data, input=input, logging_obj=logging_obj, model_response=model_response, api_key=api_key, client=client, azure_client_params=azure_client_params, timeout=timeout, headers=headers, model=model) # type: ignore - # Use the deployment name (model) for URL construction, not the base_model from data img_gen_api_base = self.create_azure_base_url( - azure_client_params=azure_client_params, model=model + azure_client_params=azure_client_params, + model=model, + base_model=base_model, ) ## LOGGING @@ -1309,6 +1323,21 @@ class AzureChatCompletion(BaseAzureLLM, BaseLLM): data=data, headers=headers, ) + provider_config = get_azure_image_generation_config( + data.get("model", "dall-e-2") + ) + if isinstance(provider_config, AzureFoundryMAIImageGenerationConfig): + return provider_config.transform_image_generation_response( + model=data.get("model", "dall-e-2"), + raw_response=httpx_response, + model_response=model_response or ImageResponse(), + logging_obj=logging_obj, + request_data=data, + optional_params=data, + litellm_params=data, + encoding=litellm.encoding, + ) + response = httpx_response.json() ## LOGGING diff --git a/litellm/llms/azure/image_generation/__init__.py b/litellm/llms/azure/image_generation/__init__.py index f60e446f0c4..64636bc689d 100644 --- a/litellm/llms/azure/image_generation/__init__.py +++ b/litellm/llms/azure/image_generation/__init__.py @@ -1,4 +1,5 @@ from litellm._logging import verbose_logger +from litellm.llms.azure_ai.image_generation import AzureFoundryMAIImageGenerationConfig from litellm.llms.base_llm.image_generation.transformation import ( BaseImageGenerationConfig, ) @@ -24,6 +25,8 @@ def get_azure_image_generation_config(model: str) -> BaseImageGenerationConfig: return AzureDallE2ImageGenerationConfig() elif "dalle3" in model: return AzureDallE3ImageGenerationConfig() + elif AzureFoundryMAIImageGenerationConfig.is_mai_model(model): + return AzureFoundryMAIImageGenerationConfig() else: verbose_logger.debug( f"Using AzureGPTImageGenerationConfig for model: {model}. This follows the gpt-image model format." diff --git a/litellm/llms/azure_ai/image_edit/__init__.py b/litellm/llms/azure_ai/image_edit/__init__.py index e3acd610446..42ece6d19ec 100644 --- a/litellm/llms/azure_ai/image_edit/__init__.py +++ b/litellm/llms/azure_ai/image_edit/__init__.py @@ -1,21 +1,33 @@ from litellm.llms.azure_ai.image_generation.flux_transformation import ( AzureFoundryFluxImageGenerationConfig, ) +from litellm.llms.azure_ai.image_generation.mai_transformation import ( + AzureFoundryMAIImageGenerationConfig, +) from litellm.llms.base_llm.image_edit.transformation import BaseImageEditConfig from .flux2_transformation import AzureFoundryFlux2ImageEditConfig +from .mai_transformation import AzureFoundryMAIImageEditConfig from .transformation import AzureFoundryFluxImageEditConfig -__all__ = ["AzureFoundryFluxImageEditConfig", "AzureFoundryFlux2ImageEditConfig"] +__all__ = [ + "AzureFoundryFluxImageEditConfig", + "AzureFoundryFlux2ImageEditConfig", + "AzureFoundryMAIImageEditConfig", +] def get_azure_ai_image_edit_config(model: str) -> BaseImageEditConfig: """ Get the appropriate image edit config for an Azure AI model. + - MAI models use /mai/v1/images/edits with multipart form data and size - FLUX 2 models use JSON with base64 image - FLUX 1 models use multipart/form-data """ + if AzureFoundryMAIImageGenerationConfig.is_mai_model(model): + return AzureFoundryMAIImageEditConfig() + # Check if it's a FLUX 2 model if AzureFoundryFluxImageGenerationConfig.is_flux2_model(model): return AzureFoundryFlux2ImageEditConfig() diff --git a/litellm/llms/azure_ai/image_edit/mai_transformation.py b/litellm/llms/azure_ai/image_edit/mai_transformation.py new file mode 100644 index 00000000000..75bfc913a8f --- /dev/null +++ b/litellm/llms/azure_ai/image_edit/mai_transformation.py @@ -0,0 +1,199 @@ +from typing import TYPE_CHECKING, Any, Dict, List, Optional, Tuple, cast + +import httpx +from httpx._types import RequestFiles + +from litellm.llms.azure_ai.common_utils import AzureFoundryModelInfo +from litellm.llms.azure_ai.image_generation.mai_transformation import ( + AzureFoundryMAIImageGenerationConfig, +) +from litellm.llms.openai.common_utils import OpenAIError +from litellm.llms.openai.image_edit.transformation import OpenAIImageEditConfig +from litellm.secret_managers.main import get_secret_str +from litellm.types.images.main import ImageEditOptionalRequestParams +from litellm.types.llms.openai import FileTypes +from litellm.types.router import GenericLiteLLMParams +from litellm.types.utils import ImageResponse +from litellm.utils import convert_to_model_response_object + +if TYPE_CHECKING: + from litellm.litellm_core_utils.logging import Logging as LiteLLMLoggingObj + + +class AzureFoundryMAIImageEditConfig(OpenAIImageEditConfig): + """Azure AI Foundry MAI image editing (e.g. MAI-Image-2.5).""" + + DEFAULT_SIZE = "1024x1024" + + def get_supported_openai_params(self, model: str) -> list: + return ["prompt", "image", "model", "n", "size"] + + def map_openai_params( + self, + image_edit_optional_params: ImageEditOptionalRequestParams, + model: str, + drop_params: bool, + ) -> Dict: + optional_params: Dict[str, Any] = {} + supported_params = self.get_supported_openai_params(model) + + for key, value in dict(image_edit_optional_params).items(): + if value is None or key in optional_params: + continue + + if key in supported_params: + if key == "size" and value: + size_param = cast(str, value) + self._validate_size_param(size_param) + optional_params[key] = size_param + else: + optional_params[key] = value + elif not drop_params: + raise ValueError( + f"Parameter {key} is not supported for model {model}. " + f"Supported parameters are {supported_params}. " + f"Set drop_params=True to drop unsupported parameters." + ) + + if "size" not in optional_params: + optional_params["size"] = self.DEFAULT_SIZE + + return optional_params + + def _validate_size_param(self, size: str) -> None: + known_sizes = { + "1024x1024", + "1792x1024", + "1024x1792", + "512x512", + "256x256", + } + + if size in known_sizes: + return + + if "x" in size: + try: + tuple(map(int, size.lower().split("x", 1))) + return + except ValueError: + raise ValueError( + f"Invalid size format: '{size}'. Expected format 'WIDTHxHEIGHT' (e.g., '1024x1024')." + ) + + raise ValueError( + f"Unsupported size value: '{size}'. " + f"Use a known size (e.g., '1024x1024') or a custom 'WIDTHxHEIGHT' string." + ) + + def validate_environment( + self, + headers: dict, + model: str, + api_key: Optional[str] = None, + litellm_params: Optional[dict] = None, + api_base: Optional[str] = None, + ) -> dict: + api_key = AzureFoundryModelInfo.get_api_key(api_key) + + if not api_key: + raise ValueError( + f"Azure AI API key is required for model {model}. " + "Set AZURE_AI_API_KEY environment variable or pass api_key parameter." + ) + + headers.update({"api-key": api_key}) + return headers + + def get_complete_url( + self, + model: str, + api_base: Optional[str], + litellm_params: dict, + ) -> str: + api_base = AzureFoundryModelInfo.get_api_base(api_base) + + if api_base is None: + raise ValueError( + "Azure AI API base is required. Set AZURE_AI_API_BASE environment variable or pass api_base parameter." + ) + + api_version = ( + litellm_params.get("api_version") + or get_secret_str("AZURE_AI_API_VERSION") + or "preview" + ) + + return AzureFoundryMAIImageGenerationConfig.get_mai_image_edit_url( + api_base=api_base, + api_version=api_version, + ) + + def transform_image_edit_request( + self, + model: str, + prompt: Optional[str], + image: Optional[FileTypes], + image_edit_optional_request_params: Dict, + litellm_params: GenericLiteLLMParams, + headers: dict, + ) -> Tuple[Dict, RequestFiles]: + request_params = { + "model": model, + **image_edit_optional_request_params, + } + if prompt is not None: + request_params["prompt"] = prompt + + data_without_files = { + key: value + for key, value in request_params.items() + if key not in ["image", "mask"] + } + files_list: List[Tuple[str, Any]] = [] + + if image is not None: + image_list = [image] if not isinstance(image, list) else image + for _image in image_list: + if _image is not None: + self._add_image_to_files( + files_list=files_list, + image=_image, + field_name="image", + ) + break + + return data_without_files, files_list + + def transform_image_edit_response( + self, + model: str, + raw_response: httpx.Response, + logging_obj: "LiteLLMLoggingObj", + ) -> ImageResponse: + try: + response = raw_response.json() + except Exception: + raise OpenAIError( + message=raw_response.text, status_code=raw_response.status_code + ) + + if "usage" in response: + response["usage"] = ( + AzureFoundryMAIImageGenerationConfig.normalize_mai_image_usage( + response.get("usage") + ) + ) + + logging_obj.post_call( + input="", + api_key="", + additional_args={"complete_input_dict": {}}, + original_response=response, + ) + + return convert_to_model_response_object( + response_object=response, + model_response_object=ImageResponse(), + response_type="image_generation", + ) diff --git a/litellm/llms/azure_ai/image_generation/__init__.py b/litellm/llms/azure_ai/image_generation/__init__.py index cebab3de16e..70821d5d764 100644 --- a/litellm/llms/azure_ai/image_generation/__init__.py +++ b/litellm/llms/azure_ai/image_generation/__init__.py @@ -7,12 +7,14 @@ from .dall_e_2_transformation import AzureFoundryDallE2ImageGenerationConfig from .dall_e_3_transformation import AzureFoundryDallE3ImageGenerationConfig from .flux_transformation import AzureFoundryFluxImageGenerationConfig from .gpt_transformation import AzureFoundryGPTImageGenerationConfig +from .mai_transformation import AzureFoundryMAIImageGenerationConfig __all__ = [ "AzureFoundryFluxImageGenerationConfig", "AzureFoundryGPTImageGenerationConfig", "AzureFoundryDallE2ImageGenerationConfig", "AzureFoundryDallE3ImageGenerationConfig", + "AzureFoundryMAIImageGenerationConfig", ] @@ -24,6 +26,8 @@ def get_azure_ai_image_generation_config(model: str) -> BaseImageGenerationConfi return AzureFoundryDallE2ImageGenerationConfig() elif "dalle3" in model: return AzureFoundryDallE3ImageGenerationConfig() + elif AzureFoundryMAIImageGenerationConfig.is_mai_model(model): + return AzureFoundryMAIImageGenerationConfig() elif "flux" in model: return AzureFoundryFluxImageGenerationConfig() else: diff --git a/litellm/llms/azure_ai/image_generation/cost_calculator.py b/litellm/llms/azure_ai/image_generation/cost_calculator.py index b67de9cb70d..f8c876bb5be 100644 --- a/litellm/llms/azure_ai/image_generation/cost_calculator.py +++ b/litellm/llms/azure_ai/image_generation/cost_calculator.py @@ -1,6 +1,9 @@ from typing import Any import litellm +from litellm.litellm_core_utils.llm_cost_calc.utils import ( + calculate_image_response_cost_from_usage, +) from litellm.types.utils import ImageResponse @@ -9,19 +12,28 @@ def cost_calculator( image_response: Any, ) -> float: """ - Recraft image generation cost calculator + Azure AI image generation cost calculator """ _model_info = litellm.get_model_info( model=model, custom_llm_provider=litellm.LlmProviders.AZURE_AI.value, ) - output_cost_per_image: float = _model_info.get("output_cost_per_image") or 0.0 - num_images: int = 0 + if isinstance(image_response, ImageResponse): + token_based_cost = calculate_image_response_cost_from_usage( + model=model, + image_response=image_response, + custom_llm_provider=litellm.LlmProviders.AZURE_AI.value, + ) + if token_based_cost is not None: + return token_based_cost + + output_cost_per_image: float = _model_info.get("output_cost_per_image") or 0.0 + num_images: int = 0 if image_response.data: num_images = len(image_response.data) return output_cost_per_image * num_images - else: - raise ValueError( - f"image_response must be of type ImageResponse got type={type(image_response)}" - ) + + raise ValueError( + f"image_response must be of type ImageResponse got type={type(image_response)}" + ) diff --git a/litellm/llms/azure_ai/image_generation/mai_transformation.py b/litellm/llms/azure_ai/image_generation/mai_transformation.py new file mode 100644 index 00000000000..071ca9d9895 --- /dev/null +++ b/litellm/llms/azure_ai/image_generation/mai_transformation.py @@ -0,0 +1,236 @@ +from typing import TYPE_CHECKING, Any, Dict, List, Optional + +import httpx + +from litellm.llms.base_llm.image_generation.transformation import ( + BaseImageGenerationConfig, +) +from litellm.llms.openai.common_utils import OpenAIError +from litellm.types.llms.openai import OpenAIImageGenerationOptionalParams +from litellm.types.utils import ImageResponse +from litellm.utils import convert_to_model_response_object + +if TYPE_CHECKING: + from litellm.litellm_core_utils.logging import Logging as LiteLLMLoggingObj + + +class AzureFoundryMAIImageGenerationConfig(BaseImageGenerationConfig): + """Azure AI Foundry MAI image generation (e.g. MAI-Image-2.5).""" + + DEFAULT_WIDTH = 1024 + DEFAULT_HEIGHT = 1024 + + @staticmethod + def get_mai_image_generation_url( + api_base: Optional[str], + api_version: Optional[str], + ) -> str: + if api_base is None: + raise ValueError("api_base is required for Azure AI MAI image generation") + + api_version = api_version or "preview" + path, separator, query = api_base.partition("?") + path = path.rstrip("/") + + if "/mai/" in path: + prefix, _, _ = path.partition("/images/") + path = f"{prefix}/images/generations" + else: + path = f"{path}/mai/v1/images/generations" + + if separator: + return f"{path}?{query}" + return f"{path}?api-version={api_version}" + + @staticmethod + def get_mai_image_edit_url( + api_base: Optional[str], + api_version: Optional[str], + ) -> str: + if api_base is None: + raise ValueError("api_base is required for Azure AI MAI image editing") + + api_version = api_version or "preview" + path, separator, query = api_base.partition("?") + path = path.rstrip("/") + + if "/mai/" in path: + prefix, _, _ = path.partition("/images/") + path = f"{prefix}/images/edits" + else: + path = f"{path}/mai/v1/images/edits" + + if separator: + return f"{path}?{query}" + return f"{path}?api-version={api_version}" + + @staticmethod + def is_mai_model(model: str) -> bool: + model_normalized = model.lower().replace("-", "").replace("_", "") + return "maiimage" in model_normalized + + @staticmethod + def normalize_mai_image_usage(usage: Optional[Dict[str, Any]]) -> Dict[str, Any]: + """Map Azure MAI usage fields to OpenAI ImageUsage schema.""" + if usage is None: + return { + "input_tokens": 0, + "input_tokens_details": {"image_tokens": 0, "text_tokens": 0}, + "output_tokens": 0, + "total_tokens": 0, + } + + normalized_usage = dict(usage) + input_tokens_details = normalized_usage.get("input_tokens_details") + if not isinstance(input_tokens_details, dict): + input_tokens_details = {} + + text_tokens = normalized_usage.get("num_input_text_tokens") + if text_tokens is None: + text_tokens = input_tokens_details.get("text_tokens") + if text_tokens is None: + text_tokens = normalized_usage.get("input_tokens", 0) or 0 + + image_tokens = normalized_usage.get("num_input_image_tokens") + if image_tokens is None: + image_tokens = input_tokens_details.get("image_tokens") + if image_tokens is None: + image_tokens = 0 + + output_tokens = normalized_usage.get("output_tokens") + if output_tokens is None: + output_tokens = normalized_usage.get("num_output_tokens") + if output_tokens is None: + output_tokens = normalized_usage.get("output_image_tokens") + if output_tokens is None: + output_tokens = 0 + + input_tokens = normalized_usage.get("input_tokens") + if input_tokens is None: + input_tokens = text_tokens + image_tokens + + total_tokens = normalized_usage.get("total_tokens") + if total_tokens is None: + total_tokens = input_tokens + output_tokens + + normalized_usage.update( + { + "input_tokens": input_tokens, + "input_tokens_details": { + "image_tokens": image_tokens, + "text_tokens": text_tokens, + }, + "output_tokens": output_tokens, + "total_tokens": total_tokens, + } + ) + return normalized_usage + + def get_supported_openai_params( + self, model: str + ) -> List[OpenAIImageGenerationOptionalParams]: + return ["n", "size"] + + def map_openai_params( + self, + non_default_params: dict, + optional_params: dict, + model: str, + drop_params: bool, + ) -> dict: + supported_params = self.get_supported_openai_params(model) + + for k, v in non_default_params.items(): + if k in optional_params: + continue + + if k in supported_params: + if k == "size" and v: + self._map_size_param(v, optional_params) + else: + optional_params[k] = v + elif k in ("width", "height"): + optional_params[k] = v + elif not drop_params: + raise ValueError( + f"Parameter {k} is not supported for model {model}. " + f"Supported parameters are {supported_params} and width/height. " + f"Set drop_params=True to drop unsupported parameters." + ) + + if "width" not in optional_params: + optional_params["width"] = self.DEFAULT_WIDTH + if "height" not in optional_params: + optional_params["height"] = self.DEFAULT_HEIGHT + + optional_params.pop("size", None) + return optional_params + + def _map_size_param(self, size: str, optional_params: dict) -> None: + size_mapping = { + "1024x1024": (1024, 1024), + "1792x1024": (1792, 1024), + "1024x1792": (1024, 1792), + "512x512": (512, 512), + "256x256": (256, 256), + } + + if size in size_mapping: + width, height = size_mapping[size] + optional_params["width"] = width + optional_params["height"] = height + elif "x" in size: + try: + width, height = map(int, size.lower().split("x")) + optional_params["width"] = width + optional_params["height"] = height + except ValueError: + raise ValueError( + f"Invalid size format: '{size}'. Expected format 'WIDTHxHEIGHT' (e.g., '1024x1024')." + ) + else: + raise ValueError( + f"Unsupported size value: '{size}'. " + f"Use a known size (e.g., '1024x1024') or a custom 'WIDTHxHEIGHT' string." + ) + + def transform_image_generation_response( + self, + model: str, + raw_response: httpx.Response, + model_response: ImageResponse, + logging_obj: "LiteLLMLoggingObj", + request_data: dict, + optional_params: dict, + litellm_params: dict, + encoding: Any, + api_key: Optional[str] = None, + json_mode: Optional[bool] = None, + ) -> ImageResponse: + try: + response = raw_response.json() + except Exception: + raise OpenAIError( + message=raw_response.text, status_code=raw_response.status_code + ) + + if "usage" in response: + response["usage"] = self.normalize_mai_image_usage(response.get("usage")) + + logging_obj.post_call( + input=request_data.get("prompt", ""), + api_key=api_key, + additional_args={"complete_input_dict": request_data}, + original_response=response, + ) + + image_response: ImageResponse = convert_to_model_response_object( + response_object=response, + model_response_object=model_response, + response_type="image_generation", + ) + + width = optional_params.get("width", self.DEFAULT_WIDTH) + height = optional_params.get("height", self.DEFAULT_HEIGHT) + image_response.size = f"{width}x{height}" # type: ignore[assignment] + return image_response diff --git a/litellm/model_prices_and_context_window_backup.json b/litellm/model_prices_and_context_window_backup.json index e765512175b..282a292ab17 100644 --- a/litellm/model_prices_and_context_window_backup.json +++ b/litellm/model_prices_and_context_window_backup.json @@ -6889,6 +6889,43 @@ "/v1/images/generations" ] }, + "azure_ai/MAI-Image-2.5": { + "input_cost_per_image_token": 8e-06, + "input_cost_per_token": 5e-06, + "litellm_provider": "azure_ai", + "mode": "image_generation", + "output_cost_per_image": 0.05, + "output_cost_per_image_token": 4.7e-05, + "source": "https://techcommunity.microsoft.com/blog/azure-ai-foundry-blog/new-mai-models-in-microsoft-foundry-across-text-image-voice-and-speech/4524632", + "supported_endpoints": [ + "/v1/images/generations", + "/v1/images/edits" + ] + }, + "azure_ai/MAI-Image-2.5-Flash": { + "input_cost_per_image_token": 1.75e-06, + "input_cost_per_token": 1.75e-06, + "litellm_provider": "azure_ai", + "mode": "image_generation", + "output_cost_per_image": 0.0338, + "output_cost_per_image_token": 3.3e-05, + "source": "https://techcommunity.microsoft.com/blog/azure-ai-foundry-blog/new-mai-models-in-microsoft-foundry-across-text-image-voice-and-speech/4524632", + "supported_endpoints": [ + "/v1/images/generations", + "/v1/images/edits" + ] + }, + "azure_ai/MAI-Image-2e": { + "input_cost_per_token": 5e-06, + "litellm_provider": "azure_ai", + "mode": "image_generation", + "output_cost_per_image": 0.02, + "output_cost_per_image_token": 1.95e-05, + "source": "https://aka.ms/mai-image-2e-foundryblog", + "supported_endpoints": [ + "/v1/images/generations" + ] + }, "azure_ai/Llama-3.2-11B-Vision-Instruct": { "input_cost_per_token": 3.7e-07, "litellm_provider": "azure_ai", diff --git a/model_prices_and_context_window.json b/model_prices_and_context_window.json index c1c05b982f6..b0ffc66d03b 100644 --- a/model_prices_and_context_window.json +++ b/model_prices_and_context_window.json @@ -6889,6 +6889,43 @@ "/v1/images/generations" ] }, + "azure_ai/MAI-Image-2.5": { + "input_cost_per_image_token": 8e-06, + "input_cost_per_token": 5e-06, + "litellm_provider": "azure_ai", + "mode": "image_generation", + "output_cost_per_image": 0.05, + "output_cost_per_image_token": 4.7e-05, + "source": "https://techcommunity.microsoft.com/blog/azure-ai-foundry-blog/new-mai-models-in-microsoft-foundry-across-text-image-voice-and-speech/4524632", + "supported_endpoints": [ + "/v1/images/generations", + "/v1/images/edits" + ] + }, + "azure_ai/MAI-Image-2.5-Flash": { + "input_cost_per_image_token": 1.75e-06, + "input_cost_per_token": 1.75e-06, + "litellm_provider": "azure_ai", + "mode": "image_generation", + "output_cost_per_image": 0.0338, + "output_cost_per_image_token": 3.3e-05, + "source": "https://techcommunity.microsoft.com/blog/azure-ai-foundry-blog/new-mai-models-in-microsoft-foundry-across-text-image-voice-and-speech/4524632", + "supported_endpoints": [ + "/v1/images/generations", + "/v1/images/edits" + ] + }, + "azure_ai/MAI-Image-2e": { + "input_cost_per_token": 5e-06, + "litellm_provider": "azure_ai", + "mode": "image_generation", + "output_cost_per_image": 0.02, + "output_cost_per_image_token": 1.95e-05, + "source": "https://aka.ms/mai-image-2e-foundryblog", + "supported_endpoints": [ + "/v1/images/generations" + ] + }, "azure_ai/Llama-3.2-11B-Vision-Instruct": { "input_cost_per_token": 3.7e-07, "litellm_provider": "azure_ai", diff --git a/tests/test_litellm/llms/azure/image_generation/test_azure_image_generation_init.py b/tests/test_litellm/llms/azure/image_generation/test_azure_image_generation_init.py index f49b3f09d6d..a211a69b9c7 100644 --- a/tests/test_litellm/llms/azure/image_generation/test_azure_image_generation_init.py +++ b/tests/test_litellm/llms/azure/image_generation/test_azure_image_generation_init.py @@ -57,6 +57,22 @@ def test_azure_providers_image_generation_json_body_keeps_model(): assert out == data +def test_azure_image_generation_mai_base_model_uses_mai_url(): + azure_chat = AzureChatCompletion() + url = azure_chat.create_azure_base_url( + azure_client_params={ + "azure_endpoint": "https://my-resource.services.ai.azure.com", + "api_version": "preview", + }, + model="image-deployment-alias", + base_model="MAI-Image-2.5", + ) + assert ( + url + == "https://my-resource.services.ai.azure.com/mai/v1/images/generations?api-version=preview" + ) + + def test_azure_image_generation_flattens_extra_body(): """ Test that Azure image generation correctly flattens extra_body parameters. diff --git a/tests/test_litellm/llms/azure_ai/image_edit/test_mai_image_edit_transformation.py b/tests/test_litellm/llms/azure_ai/image_edit/test_mai_image_edit_transformation.py new file mode 100644 index 00000000000..d5256be02d7 --- /dev/null +++ b/tests/test_litellm/llms/azure_ai/image_edit/test_mai_image_edit_transformation.py @@ -0,0 +1,171 @@ +import io +import os +import sys +from unittest.mock import MagicMock + +import httpx +import pytest + +sys.path.insert(0, os.path.abspath("../../../../../..")) + +from litellm.llms.azure_ai.image_edit import ( + AzureFoundryMAIImageEditConfig, + get_azure_ai_image_edit_config, +) +from litellm.llms.azure_ai.image_generation.mai_transformation import ( + AzureFoundryMAIImageGenerationConfig, +) + + +class TestAzureMAIImageEdit: + def test_get_mai_image_edit_url(self): + url = AzureFoundryMAIImageGenerationConfig.get_mai_image_edit_url( + api_base="https://my-resource.services.ai.azure.com", + api_version="preview", + ) + assert ( + url + == "https://my-resource.services.ai.azure.com/mai/v1/images/edits?api-version=preview" + ) + + def test_get_mai_image_edit_url_rewrites_generation_url(self): + url = AzureFoundryMAIImageGenerationConfig.get_mai_image_edit_url( + api_base=( + "https://my-resource.services.ai.azure.com/mai/v1/images/generations" + "?api-version=preview" + ), + api_version="preview", + ) + assert ( + url + == "https://my-resource.services.ai.azure.com/mai/v1/images/edits?api-version=preview" + ) + + def test_get_mai_image_edit_url_appends_edits_to_mai_root(self): + url = AzureFoundryMAIImageGenerationConfig.get_mai_image_edit_url( + api_base="https://my-resource.services.ai.azure.com/mai/v1", + api_version="preview", + ) + assert ( + url + == "https://my-resource.services.ai.azure.com/mai/v1/images/edits?api-version=preview" + ) + + def test_get_azure_ai_image_edit_config_returns_mai(self): + config = get_azure_ai_image_edit_config("MAI-Image-2.5") + assert isinstance(config, AzureFoundryMAIImageEditConfig) + + def test_validate_environment_uses_api_key_header(self): + config = AzureFoundryMAIImageEditConfig() + headers: dict = {} + config.validate_environment(headers, "MAI-Image-2.5", api_key="test-key") + assert headers["api-key"] == "test-key" + assert "Api-Key" not in headers + + def test_get_complete_url(self): + config = AzureFoundryMAIImageEditConfig() + url = config.get_complete_url( + model="MAI-Image-2.5", + api_base="https://my-resource.services.ai.azure.com", + litellm_params={"api_version": "preview"}, + ) + assert "/mai/v1/images/edits" in url + assert "api-version=preview" in url + + def test_map_openai_params_keeps_size(self): + config = AzureFoundryMAIImageEditConfig() + optional_params = config.map_openai_params( + image_edit_optional_params={"size": "1792x1024", "n": 1}, + model="MAI-Image-2.5", + drop_params=True, + ) + assert optional_params["size"] == "1792x1024" + assert optional_params["n"] == 1 + assert "width" not in optional_params + assert "height" not in optional_params + + def test_map_openai_params_defaults_size(self): + config = AzureFoundryMAIImageEditConfig() + optional_params = config.map_openai_params( + image_edit_optional_params={}, + model="MAI-Image-2.5", + drop_params=True, + ) + assert optional_params["size"] == "1024x1024" + + def test_map_openai_params_unsupported_size_raises(self): + config = AzureFoundryMAIImageEditConfig() + with pytest.raises(ValueError, match="Unsupported size value: 'auto'"): + config.map_openai_params( + image_edit_optional_params={"size": "auto"}, + model="MAI-Image-2.5", + drop_params=True, + ) + + def test_map_openai_params_invalid_size_format_raises(self): + config = AzureFoundryMAIImageEditConfig() + with pytest.raises(ValueError, match="Invalid size format: '1024xabc'"): + config.map_openai_params( + image_edit_optional_params={"size": "1024xabc"}, + model="MAI-Image-2.5", + drop_params=True, + ) + + def test_transform_image_edit_request_uses_image_field(self): + config = AzureFoundryMAIImageEditConfig() + image_bytes = io.BytesIO(b"fake-image-bytes") + + data, files = config.transform_image_edit_request( + model="MAI-Image-2.5", + prompt="Turn this into a studio product shot", + image=image_bytes, + image_edit_optional_request_params={"size": "1024x1024", "n": 1}, + litellm_params={}, + headers={}, + ) + + assert data["model"] == "MAI-Image-2.5" + assert data["prompt"] == "Turn this into a studio product shot" + assert data["size"] == "1024x1024" + assert data["n"] == 1 + assert len(files) == 1 + assert files[0][0] == "image" + assert files[0][0] != "image[]" + + def test_normalize_mai_image_usage_maps_edit_response_fields(self): + usage = AzureFoundryMAIImageGenerationConfig.normalize_mai_image_usage( + { + "num_output_tokens": 1024, + "output_image_tokens": 1024, + } + ) + assert usage["output_tokens"] == 1024 + assert usage["input_tokens"] == 0 + assert usage["total_tokens"] == 1024 + assert usage["input_tokens_details"]["text_tokens"] == 0 + assert usage["input_tokens_details"]["image_tokens"] == 0 + + def test_transform_image_edit_response_parses_mai_usage(self): + config = AzureFoundryMAIImageEditConfig() + raw_response = MagicMock(spec=httpx.Response) + raw_response.status_code = 200 + raw_response.text = "" + raw_response.json.return_value = { + "created": 1780897477, + "data": [{"b64_json": "abc123"}], + "usage": { + "num_output_tokens": 1024, + "output_image_tokens": 1024, + }, + } + + logging_obj = MagicMock() + image_response = config.transform_image_edit_response( + model="MAI-Image-2.5", + raw_response=raw_response, + logging_obj=logging_obj, + ) + + assert image_response.data[0].b64_json == "abc123" + assert image_response.usage.output_tokens == 1024 + assert image_response.usage.total_tokens == 1024 diff --git a/tests/test_litellm/llms/azure_ai/image_generation/test_mai_image_generation.py b/tests/test_litellm/llms/azure_ai/image_generation/test_mai_image_generation.py new file mode 100644 index 00000000000..f7ad333293c --- /dev/null +++ b/tests/test_litellm/llms/azure_ai/image_generation/test_mai_image_generation.py @@ -0,0 +1,380 @@ +import os +import sys +from unittest.mock import MagicMock + +import httpx +import pytest + +sys.path.insert(0, os.path.abspath("../../../../../..")) + +import litellm +from litellm.llms.azure.azure import AzureChatCompletion +from litellm.llms.azure.image_generation import get_azure_image_generation_config +from litellm.llms.azure.image_generation.http_utils import ( + azure_deployment_image_generation_json_body, +) +from litellm.llms.azure_ai.image_generation import ( + AzureFoundryMAIImageGenerationConfig, + get_azure_ai_image_generation_config, +) +from litellm.llms.azure_ai.image_generation.cost_calculator import ( + cost_calculator as azure_ai_image_cost_calculator, +) +from litellm.types.utils import ( + ImageObject, + ImageResponse, + ImageUsage, + ImageUsageInputTokensDetails, +) +from litellm.utils import get_optional_params_image_gen + + +class TestAzureMAIImageGeneration: + def test_is_mai_model(self): + assert AzureFoundryMAIImageGenerationConfig.is_mai_model("MAI-Image-2.5") + assert AzureFoundryMAIImageGenerationConfig.is_mai_model( + "azure_ai/MAI-Image-2.5" + ) + assert AzureFoundryMAIImageGenerationConfig.is_mai_model("MAI-Image-2.5-Flash") + assert AzureFoundryMAIImageGenerationConfig.is_mai_model("MAI-Image-2e") + assert not AzureFoundryMAIImageGenerationConfig.is_mai_model("flux.2-pro") + assert not AzureFoundryMAIImageGenerationConfig.is_mai_model("MAI-DS-R1") + + def test_mai_flash_and_2e_model_pricing_in_cost_map(self): + os.environ["LITELLM_LOCAL_MODEL_COST_MAP"] = "True" + litellm.model_cost = litellm.get_model_cost_map(url="") + + flash_info = litellm.get_model_info( + model="azure_ai/MAI-Image-2.5-Flash", + custom_llm_provider="azure_ai", + ) + assert flash_info["input_cost_per_token"] == 1.75e-06 + assert flash_info["input_cost_per_image_token"] == 1.75e-06 + assert flash_info["output_cost_per_image_token"] == 3.3e-05 + + image_2e_info = litellm.get_model_info( + model="azure_ai/MAI-Image-2e", + custom_llm_provider="azure_ai", + ) + assert image_2e_info["input_cost_per_token"] == 5e-06 + assert image_2e_info["output_cost_per_image_token"] == 1.95e-05 + + def test_get_mai_image_generation_url(self): + url = AzureFoundryMAIImageGenerationConfig.get_mai_image_generation_url( + api_base="https://my-resource.services.ai.azure.com", + api_version="preview", + ) + assert ( + url + == "https://my-resource.services.ai.azure.com/mai/v1/images/generations?api-version=preview" + ) + + def test_get_mai_image_generation_url_preserves_full_path(self): + api = ( + "https://my-resource.services.ai.azure.com/mai/v1/images/generations" + "?api-version=preview" + ) + url = AzureFoundryMAIImageGenerationConfig.get_mai_image_generation_url( + api_base=api, + api_version="preview", + ) + assert url == api + + def test_get_mai_image_generation_url_appends_generations_to_mai_root(self): + url = AzureFoundryMAIImageGenerationConfig.get_mai_image_generation_url( + api_base="https://my-resource.services.ai.azure.com/mai/v1", + api_version="preview", + ) + assert ( + url + == "https://my-resource.services.ai.azure.com/mai/v1/images/generations?api-version=preview" + ) + + def test_get_azure_ai_image_generation_config_returns_mai(self): + config = get_azure_ai_image_generation_config("MAI-Image-2.5") + assert isinstance(config, AzureFoundryMAIImageGenerationConfig) + + def test_azure_image_generation_config_returns_mai(self): + config = get_azure_image_generation_config("MAI-Image-2.5") + assert isinstance(config, AzureFoundryMAIImageGenerationConfig) + + def test_map_openai_params_size_to_width_height(self): + config = AzureFoundryMAIImageGenerationConfig() + optional_params = config.map_openai_params( + non_default_params={"size": "1024x1024", "n": 1}, + optional_params={}, + model="MAI-Image-2.5", + drop_params=True, + ) + assert optional_params["width"] == 1024 + assert optional_params["height"] == 1024 + assert optional_params["n"] == 1 + assert "size" not in optional_params + + def test_map_openai_params_defaults(self): + config = AzureFoundryMAIImageGenerationConfig() + optional_params = config.map_openai_params( + non_default_params={}, + optional_params={}, + model="MAI-Image-2.5", + drop_params=True, + ) + assert optional_params["width"] == 1024 + assert optional_params["height"] == 1024 + + def test_get_optional_params_image_gen_mai(self): + config = AzureFoundryMAIImageGenerationConfig() + optional_params = get_optional_params_image_gen( + model="MAI-Image-2.5", + size="1792x1024", + n=1, + custom_llm_provider="azure_ai", + provider_config=config, + drop_params=True, + ) + assert optional_params["width"] == 1792 + assert optional_params["height"] == 1024 + assert "size" not in optional_params + + def test_azure_create_azure_base_url_mai(self): + azure_chat = AzureChatCompletion() + url = azure_chat.create_azure_base_url( + azure_client_params={ + "azure_endpoint": "https://my-resource.services.ai.azure.com", + "api_version": "preview", + }, + model="MAI-Image-2.5", + ) + assert "/mai/v1/images/generations" in url + assert "api-version=preview" in url + + def test_mai_json_body_keeps_model(self): + api = ( + "https://my-resource.services.ai.azure.com/mai/v1/images/generations" + "?api-version=preview" + ) + data = { + "model": "MAI-Image-2.5", + "prompt": "A photograph of a red fox", + "width": 1024, + "height": 1024, + "n": 1, + } + out = azure_deployment_image_generation_json_body(api, data) + assert out == data + + def test_map_openai_params_custom_size(self): + config = AzureFoundryMAIImageGenerationConfig() + optional_params = config.map_openai_params( + non_default_params={"size": "768x768"}, + optional_params={}, + model="MAI-Image-2.5", + drop_params=True, + ) + assert optional_params["width"] == 768 + assert optional_params["height"] == 768 + + def test_map_openai_params_width_only_gets_height_default(self): + config = AzureFoundryMAIImageGenerationConfig() + optional_params = config.map_openai_params( + non_default_params={"width": 1792}, + optional_params={}, + model="MAI-Image-2.5", + drop_params=True, + ) + assert optional_params["width"] == 1792 + assert optional_params["height"] == config.DEFAULT_HEIGHT + + def test_map_openai_params_height_only_gets_width_default(self): + config = AzureFoundryMAIImageGenerationConfig() + optional_params = config.map_openai_params( + non_default_params={"height": 1792}, + optional_params={}, + model="MAI-Image-2.5", + drop_params=True, + ) + assert optional_params["width"] == config.DEFAULT_WIDTH + assert optional_params["height"] == 1792 + + def test_map_openai_params_unsupported_size_raises(self): + config = AzureFoundryMAIImageGenerationConfig() + with pytest.raises(ValueError, match="Unsupported size value: 'auto'"): + config.map_openai_params( + non_default_params={"size": "auto"}, + optional_params={}, + model="MAI-Image-2.5", + drop_params=True, + ) + + def test_map_openai_params_invalid_custom_size_raises(self): + config = AzureFoundryMAIImageGenerationConfig() + with pytest.raises(ValueError, match="Invalid size format: '1024xabc'"): + config.map_openai_params( + non_default_params={"size": "1024xabc"}, + optional_params={}, + model="MAI-Image-2.5", + drop_params=True, + ) + + def test_map_openai_params_unsupported_param_raises(self): + config = AzureFoundryMAIImageGenerationConfig() + with pytest.raises(ValueError, match="Parameter quality is not supported"): + config.map_openai_params( + non_default_params={"quality": "hd"}, + optional_params={}, + model="MAI-Image-2.5", + drop_params=False, + ) + + def test_transform_image_generation_response_normalizes_mai_usage(self): + config = AzureFoundryMAIImageGenerationConfig() + raw_response = MagicMock(spec=httpx.Response) + raw_response.json.return_value = { + "created": 1780897477, + "data": [{"b64_json": "abc123"}], + "usage": { + "num_output_tokens": 1024, + "num_input_text_tokens": 22, + "output_image_tokens": 1024, + }, + } + + logging_obj = MagicMock() + image_response = config.transform_image_generation_response( + model="MAI-Image-2.5", + raw_response=raw_response, + model_response=ImageResponse(), + logging_obj=logging_obj, + request_data={"prompt": "A red fox"}, + optional_params={"width": 1024, "height": 1024}, + litellm_params={}, + encoding=None, + ) + + assert image_response.data[0].b64_json == "abc123" + assert image_response.usage.output_tokens == 1024 + assert image_response.usage.input_tokens == 22 + assert image_response.usage.total_tokens == 1046 + + def test_transform_image_generation_response_non_json_raises_openai_error(self): + from litellm.llms.openai.common_utils import OpenAIError + + config = AzureFoundryMAIImageGenerationConfig() + raw_response = MagicMock(spec=httpx.Response) + raw_response.json.side_effect = ValueError("not json") + raw_response.text = "upstream gateway error" + raw_response.status_code = 502 + + with pytest.raises(OpenAIError) as exc_info: + config.transform_image_generation_response( + model="MAI-Image-2.5", + raw_response=raw_response, + model_response=ImageResponse(), + logging_obj=MagicMock(), + request_data={"prompt": "A red fox"}, + optional_params={"width": 1024, "height": 1024}, + litellm_params={}, + encoding=None, + ) + + assert exc_info.value.status_code == 502 + assert exc_info.value.message == "upstream gateway error" + + def test_normalize_mai_usage_preserves_zero_output_tokens(self): + config = AzureFoundryMAIImageGenerationConfig() + normalized = config.normalize_mai_image_usage( + { + "num_output_tokens": 0, + "output_image_tokens": 1024, + "num_input_text_tokens": 22, + } + ) + assert normalized["output_tokens"] == 0 + assert normalized["input_tokens"] == 22 + assert normalized["total_tokens"] == 22 + + def test_azure_sync_image_generation_uses_mai_response_transform(self): + raw_response = MagicMock(spec=httpx.Response) + raw_response.json.return_value = { + "created": 1780897477, + "data": [{"b64_json": "abc123"}], + "usage": { + "num_output_tokens": 1024, + "num_input_text_tokens": 22, + }, + } + + class MAIImageGenerationAzureChatCompletion(AzureChatCompletion): + def make_sync_azure_httpx_request(self, **kwargs): + return raw_response + + logging_obj = MagicMock() + image_response = MAIImageGenerationAzureChatCompletion().image_generation( + prompt="A red fox", + timeout=60.0, + optional_params={"width": 1792, "height": 1024}, + logging_obj=logging_obj, + headers={}, + model="MAI-Image-2.5", + api_key="test-key", + api_base="https://my-resource.services.ai.azure.com", + api_version="preview", + litellm_params={}, + ) + + assert image_response.data[0].b64_json == "abc123" + assert image_response.usage.output_tokens == 1024 + assert image_response.usage.input_tokens == 22 + assert image_response.usage.total_tokens == 1046 + assert image_response.size == "1792x1024" + + def test_mai_image_cost_calculator_token_based(self): + os.environ["LITELLM_LOCAL_MODEL_COST_MAP"] = "True" + litellm.model_cost = litellm.get_model_cost_map(url="") + model = "azure_ai/MAI-Image-2.5" + model_info = litellm.get_model_info(model=model, custom_llm_provider="azure_ai") + input_text_tokens = 100 + output_image_tokens = 1024 + + image_response = ImageResponse( + data=[ImageObject(b64_json="img1")], + usage=ImageUsage( + input_tokens=input_text_tokens, + input_tokens_details=ImageUsageInputTokensDetails( + text_tokens=input_text_tokens, + image_tokens=0, + ), + output_tokens=output_image_tokens, + total_tokens=input_text_tokens + output_image_tokens, + ), + ) + + cost = azure_ai_image_cost_calculator( + model=model, + image_response=image_response, + ) + + expected_cost = ( + input_text_tokens * model_info["input_cost_per_token"] + + output_image_tokens * model_info["output_cost_per_image_token"] + ) + assert round(cost, 10) == round(expected_cost, 10) + + def test_mai_image_cost_calculator_falls_back_to_flat_image_pricing(self): + os.environ["LITELLM_LOCAL_MODEL_COST_MAP"] = "True" + litellm.model_cost = litellm.get_model_cost_map(url="") + model = "azure_ai/MAI-Image-2.5" + model_info = litellm.get_model_info(model=model, custom_llm_provider="azure_ai") + image_response = ImageResponse( + data=[ImageObject(b64_json="img1"), ImageObject(b64_json="img2")] + ) + + cost = azure_ai_image_cost_calculator( + model=model, + image_response=image_response, + ) + + assert ( + cost == len(image_response.data or []) * model_info["output_cost_per_image"] + ) + assert cost > 0 From 51ba6e39cd23576b9c2110361f1045782762f3e4 Mon Sep 17 00:00:00 2001 From: tin-berri Date: Mon, 8 Jun 2026 19:58:51 -0700 Subject: [PATCH 64/73] fix(mcp): load MCP tool configuration tools via the OBO/passthrough-aware GET path (#29960) * fix(ui): load MCP tool configuration tools via the OBO/passthrough-aware GET path * fix(mcp): admin-only include_disabled_tools so the settings UI shows toggled-off tools * fix(ui): repopulate MCP server edit form when server data loads after mount (OAuth return) * fix(ui): persist MCP OAuth token on save and return to the Settings tab after authorize * fix(ui): scope MCP OAuth callback to the initiating form so create and edit flows don't cross-talk * fix(ui): derive OAuth-return Settings tab via lazy state init instead of setState-in-effect * Fix MCP OAuth edit token handling --------- Co-authored-by: Cursor Agent --- .../mcp_server/rest_endpoints.py | 31 +- .../mcp_server/test_rest_endpoints.py | 125 +++++++ ui/litellm-dashboard/eslint-suppressions.json | 10 - .../mcp_tools/create_mcp_server.tsx | 2 +- .../mcp_tools/mcp_server_edit.test.tsx | 318 +++++++++++++++++- .../components/mcp_tools/mcp_server_edit.tsx | 123 ++++++- .../components/mcp_tools/mcp_server_view.tsx | 29 +- .../mcp_tools/mcp_tool_configuration.tsx | 23 +- .../src/components/mcp_tools/mcp_tools.tsx | 13 +- .../src/components/networking.tsx | 15 +- .../src/hooks/useMcpOAuthFlow.tsx | 18 + .../src/utils/mcpHeaderUtils.ts | 15 + 12 files changed, 658 insertions(+), 64 deletions(-) diff --git a/litellm/proxy/_experimental/mcp_server/rest_endpoints.py b/litellm/proxy/_experimental/mcp_server/rest_endpoints.py index 725f7a335bc..2149f079a3d 100644 --- a/litellm/proxy/_experimental/mcp_server/rest_endpoints.py +++ b/litellm/proxy/_experimental/mcp_server/rest_endpoints.py @@ -386,8 +386,15 @@ if MCP_AVAILABLE: raw_headers: Optional[Dict[str, str]] = None, user_api_key_auth: Optional[UserAPIKeyAuth] = None, extra_headers: Optional[Dict[str, str]] = None, + apply_tool_filters: bool = True, ): - """Helper function to get tools for a single server.""" + """Helper function to get tools for a single server. + + When ``apply_tool_filters`` is False the raw server catalog is returned + without the allowed_tools/disallowed_tools gate or the per-key tool + permissions. This is the admin-only configuration view; every runtime + path keeps the default True so callable tools stay filtered. + """ tools = await global_mcp_server_manager._get_tools_from_server( server=server, mcp_auth_header=server_auth_header, @@ -397,6 +404,9 @@ if MCP_AVAILABLE: user_api_key_auth=user_api_key_auth, ) + if not apply_tool_filters: + return _create_tool_response_objects(tools, server.mcp_info) + # Always apply allowed_tools/disallowed_tools so the blacklist is # enforced even when no allowlist is set (matches the SSE/HTTP path). tools = filter_tools_by_allowed_tools(tools, server) @@ -463,6 +473,7 @@ if MCP_AVAILABLE: mcp_auth_header: Optional[str], raw_headers_from_request: dict, user_api_key_dict: UserAPIKeyAuth, + apply_tool_filters: bool = True, ) -> dict: """Handle tool listing for a single server_id request.""" # Resolve a server name to its UUID if needed @@ -527,6 +538,7 @@ if MCP_AVAILABLE: raw_headers_from_request, user_api_key_dict, extra_headers=user_oauth_extra_headers, + apply_tool_filters=apply_tool_filters, ) except MCPUpstreamAuthError: # Surface the upstream 401/403 to the caller so it can emit the @@ -552,6 +564,14 @@ if MCP_AVAILABLE: server_id: Optional[str] = Query( None, description="The server id to list tools for" ), + include_disabled_tools: bool = Query( + False, + description=( + "Admin only. Return the full server tool catalog without the " + "allowed_tools filter or per-key tool permissions, so the MCP " + "settings UI can configure the allowlist. Ignored for non-admins." + ), + ), user_api_key_dict: UserAPIKeyAuth = Depends(user_api_key_auth), ) -> dict: """ @@ -579,6 +599,13 @@ if MCP_AVAILABLE: ) try: + # The full catalog (allowlist filter skipped) is admin-only so the + # REST endpoint can't be used to enumerate deliberately-disabled tools. + apply_tool_filters = not ( + include_disabled_tools + and user_api_key_dict.user_role == LitellmUserRoles.PROXY_ADMIN + ) + # Extract auth headers from request headers = request.headers raw_headers_from_request = dict(headers) @@ -620,6 +647,7 @@ if MCP_AVAILABLE: mcp_auth_header=mcp_auth_header, raw_headers_from_request=raw_headers_from_request, user_api_key_dict=user_api_key_dict, + apply_tool_filters=apply_tool_filters, ) else: if not allowed_server_ids: @@ -677,6 +705,7 @@ if MCP_AVAILABLE: raw_headers_from_request, user_api_key_dict, extra_headers=user_oauth_extra_headers, + apply_tool_filters=apply_tool_filters, ) list_tools_result.extend(tools_result) except Exception as e: diff --git a/tests/test_litellm/proxy/_experimental/mcp_server/test_rest_endpoints.py b/tests/test_litellm/proxy/_experimental/mcp_server/test_rest_endpoints.py index caff9ea2d28..47c9396f121 100644 --- a/tests/test_litellm/proxy/_experimental/mcp_server/test_rest_endpoints.py +++ b/tests/test_litellm/proxy/_experimental/mcp_server/test_rest_endpoints.py @@ -501,6 +501,7 @@ class TestListToolsRestAPI: raw_headers=None, user_api_key_auth=None, extra_headers=None, + apply_tool_filters=True, ): captured["called"] = True captured["server"] = server @@ -545,6 +546,78 @@ class TestListToolsRestAPI: assert result["error"] is None assert result["message"] == "Successfully retrieved tools" + async def test_include_disabled_tools_is_admin_only(self, monkeypatch): + """include_disabled_tools skips the allowlist filter only for PROXY_ADMIN; + a non-admin passing it stays filtered so the REST endpoint can't be used + to enumerate deliberately-disabled tools.""" + from litellm.proxy._types import LitellmUserRoles + + async def fake_contexts(user_api_key_auth): + return [user_api_key_auth] + + async def fake_get_allowed_mcp_servers(*args, **kwargs): + return ["server-1"] + + class StubServer: + alias = "server-1" + server_name = "server-1" + name = "stub" + allowed_tools = ["tool1"] + mcp_info = {"server_name": "stub"} + available_on_public_internet = True + + stub_server = StubServer() + captured = {} + + async def fake_get_tools( + server, server_auth_header, *args, apply_tool_filters=True, **kwargs + ): + captured["apply_tool_filters"] = apply_tool_filters + return ["tool-1"] + + monkeypatch.setattr( + rest_endpoints, + "build_effective_auth_contexts", + fake_contexts, + raising=False, + ) + monkeypatch.setattr( + rest_endpoints.global_mcp_server_manager, + "get_allowed_mcp_servers", + fake_get_allowed_mcp_servers, + raising=False, + ) + monkeypatch.setattr( + rest_endpoints.global_mcp_server_manager, + "get_mcp_server_by_id", + lambda server_id: stub_server if server_id == "server-1" else None, + raising=False, + ) + monkeypatch.setattr( + rest_endpoints, + "_get_tools_for_single_server", + fake_get_tools, + raising=False, + ) + + request = _build_request(path="/mcp-rest/tools/list", method="GET") + + await rest_endpoints.list_tool_rest_api( + request, + server_id="server-1", + include_disabled_tools=True, + user_api_key_dict=UserAPIKeyAuth(user_role=LitellmUserRoles.PROXY_ADMIN), + ) + assert captured["apply_tool_filters"] is False + + await rest_endpoints.list_tool_rest_api( + request, + server_id="server-1", + include_disabled_tools=True, + user_api_key_dict=UserAPIKeyAuth(), + ) + assert captured["apply_tool_filters"] is True + @pytest.mark.parametrize("upstream_status", [401, 403]) async def test_upstream_auth_failure_surfaces_status_and_challenge( self, monkeypatch, upstream_status @@ -649,6 +722,7 @@ class TestListToolsRestAPI: raw_headers=None, user_api_key_auth=None, extra_headers=None, + apply_tool_filters=True, ): captured["called"] = True captured["server_arg"] = server @@ -792,6 +866,7 @@ class TestListToolsRestAPI: raw_headers=None, user_api_key_auth=None, extra_headers=None, + apply_tool_filters=True, ): captured["server"] = server captured["auth_header"] = server_auth_header @@ -1284,6 +1359,56 @@ class TestGetToolsForSingleServer: assert "tool1" not in tool_names assert "tool4" not in tool_names + async def test_apply_tool_filters_false_returns_full_catalog(self, monkeypatch): + """apply_tool_filters=False returns the raw catalog without the server + allowed_tools gate, so the config UI can render disabled tools as off.""" + from litellm.proxy._experimental.mcp_server.server import MCPServer + from litellm.types.mcp import MCPTransport + + class MockTool: + def __init__(self, name): + self.name = name + self.description = name + self.inputSchema = {} + + mock_tools = [MockTool("tool1"), MockTool("tool2"), MockTool("tool3")] + + async def fake_get_tools_from_server(**kwargs): + return mock_tools + + monkeypatch.setattr( + rest_endpoints.global_mcp_server_manager, + "_get_tools_from_server", + fake_get_tools_from_server, + raising=False, + ) + + # Server enforces an allowlist of just tool1. + server = MCPServer( + server_id="test-server-id", + name="test-server", + transport=MCPTransport.sse, + allowed_tools=["tool1"], + ) + user_api_key_dict = UserAPIKeyAuth(api_key="test-key", object_permission=None) + + # Runtime default: only the allowed tool comes back. + filtered = await rest_endpoints._get_tools_for_single_server( + server=server, + server_auth_header=None, + user_api_key_auth=user_api_key_dict, + ) + assert [t.name for t in filtered] == ["tool1"] + + # Config view: full catalog, including the disabled tools. + full = await rest_endpoints._get_tools_for_single_server( + server=server, + server_auth_header=None, + user_api_key_auth=user_api_key_dict, + apply_tool_filters=False, + ) + assert {t.name for t in full} == {"tool1", "tool2", "tool3"} + class TestStdioCommandAllowlist: """Tests for MCP stdio command allowlist validation.""" diff --git a/ui/litellm-dashboard/eslint-suppressions.json b/ui/litellm-dashboard/eslint-suppressions.json index bbab73b07f1..233741652a9 100644 --- a/ui/litellm-dashboard/eslint-suppressions.json +++ b/ui/litellm-dashboard/eslint-suppressions.json @@ -1351,11 +1351,6 @@ "count": 1 } }, - "src/components/mcp_tools/mcp_server_edit.test.tsx": { - "unused-imports/no-unused-imports": { - "count": 1 - } - }, "src/components/mcp_tools/mcp_server_edit.tsx": { "no-restricted-imports": { "count": 1 @@ -1517,11 +1512,6 @@ "count": 1 } }, - "src/components/organisms/RegenerateKeyModal.tsx": { - "react-hooks/set-state-in-effect": { - "count": 1 - } - }, "src/components/organisms/create_key_button.test.tsx": { "@typescript-eslint/no-require-imports": { "count": 2 diff --git a/ui/litellm-dashboard/src/components/mcp_tools/create_mcp_server.tsx b/ui/litellm-dashboard/src/components/mcp_tools/create_mcp_server.tsx index 6a8dc353f21..28c38c459aa 100644 --- a/ui/litellm-dashboard/src/components/mcp_tools/create_mcp_server.tsx +++ b/ui/litellm-dashboard/src/components/mcp_tools/create_mcp_server.tsx @@ -188,6 +188,7 @@ const CreateMCPServer: React.FC = ({ } }, onBeforeRedirect: persistCreateUiState, + flowSource: "create", }); React.useEffect(() => { @@ -1088,7 +1089,6 @@ const CreateMCPServer: React.FC = ({
({ updateMCPServer: vi.fn(), listMCPTools: vi.fn().mockResolvedValue({ tools: [], error: null }), + storeMCPOAuthUserCredential: vi.fn().mockResolvedValue({}), })); vi.mock("../molecules/notifications_manager", () => ({ @@ -17,12 +18,13 @@ vi.mock("../molecules/notifications_manager", () => ({ }, })); +const mockOauth: { tokenResponse: any } = { tokenResponse: null }; vi.mock("@/hooks/useMcpOAuthFlow", () => ({ useMcpOAuthFlow: () => ({ startOAuthFlow: vi.fn(), status: "idle", error: null, - tokenResponse: null, + tokenResponse: mockOauth.tokenResponse, }), })); @@ -37,12 +39,19 @@ vi.mock("./MCPPermissionManagement", () => ({ vi.mock("./mcp_tool_configuration", () => ({ default: ({ existingAllowedTools, + externalTools, + externalError, onAllowedToolsChange, onToolAllowlistInteraction, onToolNameToDisplayNameChange, onToolNameToDescriptionChange, }: any) => ( -
+
- ); - }, - }, - ]; - - return allColumns; -}; diff --git a/ui/litellm-dashboard/src/components/Projects/types.ts b/ui/litellm-dashboard/src/components/Projects/types.ts deleted file mode 100644 index 51429902dff..00000000000 --- a/ui/litellm-dashboard/src/components/Projects/types.ts +++ /dev/null @@ -1,14 +0,0 @@ -export interface Project { - id: string; - name: string; - description: string; - teamId: string; - teamAlias: string; - models: string[]; - status: "active" | "blocked"; - spend: number; - createdAt: string; - createdBy: string; - updatedAt: string; - updatedBy: string; -} diff --git a/ui/litellm-dashboard/src/components/agents/agent_table.tsx b/ui/litellm-dashboard/src/components/agents/agent_table.tsx deleted file mode 100644 index cc170ca4f26..00000000000 --- a/ui/litellm-dashboard/src/components/agents/agent_table.tsx +++ /dev/null @@ -1,211 +0,0 @@ -import React, { useState } from "react"; -import { Table, TableBody, TableCell, TableHead, TableHeaderCell, TableRow, Button } from "@tremor/react"; -import { SwitchVerticalIcon, ChevronUpIcon, ChevronDownIcon, TrashIcon } from "@heroicons/react/outline"; -import { Tooltip } from "antd"; -import { CopyOutlined } from "@ant-design/icons"; -import { Agent } from "./types"; -import { - ColumnDef, - flexRender, - getCoreRowModel, - getSortedRowModel, - SortingState, - useReactTable, -} from "@tanstack/react-table"; - -interface AgentTableProps { - agentsList: Agent[]; - isLoading: boolean; - onDeleteClick: (agentId: string, agentName: string) => void; - accessToken: string | null; - onAgentUpdated: () => void; - isAdmin: boolean; - onAgentClick: (agentId: string) => void; -} - -const AgentTable: React.FC = ({ - agentsList, - isLoading, - onDeleteClick, - accessToken, - onAgentUpdated, - isAdmin, - onAgentClick, -}) => { - const [sorting, setSorting] = useState([{ id: "created_at", desc: true }]); - - const formatDate = (dateString?: string) => { - if (!dateString) return "-"; - const date = new Date(dateString); - return date.toLocaleString(); - }; - - const copyToClipboard = (text: string) => { - navigator.clipboard.writeText(text); - }; - - const columns: ColumnDef[] = [ - { - header: "Agent Name", - accessorKey: "agent_name", - cell: ({ row }) => { - const agent = row.original; - const name = agent.agent_name || ""; - return ( -
- - - - - { - e.stopPropagation(); - copyToClipboard(agent.agent_id); - }} - className="cursor-pointer text-gray-500 hover:text-blue-500 text-xs" - /> - -
- ); - }, - }, - { - header: "Description", - accessorKey: "agent_card_params.description", - cell: ({ row }) => { - const description = row.original.agent_card_params?.description || "No description"; - return {description}; - }, - }, - { - header: "Created At", - accessorKey: "created_at", - cell: ({ row }) => { - const agent = row.original; - return ( - - {formatDate(agent.created_at)} - - ); - }, - }, - ...(isAdmin - ? [ - { - header: "Actions", - id: "actions", - enableSorting: false, - cell: ({ row }: any) => { - const agent = row.original; - - return ( -
- -
- ); - }, - }, - ] - : []), - ]; - - const table = useReactTable({ - data: agentsList, - columns, - state: { - sorting, - }, - onSortingChange: setSorting, - getCoreRowModel: getCoreRowModel(), - getSortedRowModel: getSortedRowModel(), - enableSorting: true, - }); - - return ( -
-
- - - {table.getHeaderGroups().map((headerGroup) => ( - - {headerGroup.headers.map((header) => ( - -
-
- {header.isPlaceholder ? null : flexRender(header.column.columnDef.header, header.getContext())} -
-
- {header.column.getIsSorted() ? ( - { - asc: , - desc: , - }[header.column.getIsSorted() as string] - ) : ( - - )} -
-
- - ))} - - ))} - - - {isLoading ? ( - - -
-

Loading...

-
- - - ) : agentsList && agentsList.length > 0 ? ( - table.getRowModel().rows.map((row) => ( - - {row.getVisibleCells().map((cell) => ( - - {flexRender(cell.column.columnDef.cell, cell.getContext())} - - ))} - - )) - ) : ( - - -
-

No agents found. Create one to get started.

-
- - - )} - -
-
-
- ); -}; - -export default AgentTable; diff --git a/ui/litellm-dashboard/src/components/claude_code_plugins/plugin_info.tsx b/ui/litellm-dashboard/src/components/claude_code_plugins/plugin_info.tsx deleted file mode 100644 index 55347025201..00000000000 --- a/ui/litellm-dashboard/src/components/claude_code_plugins/plugin_info.tsx +++ /dev/null @@ -1,313 +0,0 @@ -import { CopyOutlined } from "@ant-design/icons"; -import { ArrowLeftIcon, ExternalLinkIcon } from "@heroicons/react/outline"; -import { Badge, Button, Card, Grid, Text, Title } from "@tremor/react"; -import { Spin, Switch, Tooltip } from "antd"; -import React, { useEffect, useState } from "react"; -import NotificationsManager from "../molecules/notifications_manager"; -import { disableClaudeCodePlugin, enableClaudeCodePlugin, getClaudeCodePluginDetails } from "../networking"; -import { - formatDateString, - formatInstallCommand, - getCategoryBadgeColor, - getSourceDisplayText, - getSourceLink, -} from "./helpers"; -import { Plugin } from "./types"; - -interface PluginInfoViewProps { - pluginId: string; - onClose: () => void; - accessToken: string | null; - isAdmin: boolean; - onPluginUpdated: () => void; -} - -const PluginInfoView: React.FC = ({ - pluginId, - onClose, - accessToken, - isAdmin, - onPluginUpdated, -}) => { - const [plugin, setPlugin] = useState(null); - const [isLoading, setIsLoading] = useState(true); - const [isToggling, setIsToggling] = useState(false); - - useEffect(() => { - fetchPluginInfo(); - }, [pluginId, accessToken]); - - const fetchPluginInfo = async () => { - if (!accessToken) return; - - setIsLoading(true); - try { - // The backend expects plugin name, not ID - // We'll need to find the plugin by ID from the list - // For now, assume pluginId is actually the plugin name - const data = await getClaudeCodePluginDetails(accessToken, pluginId as string); - setPlugin(data.plugin); - } catch (error) { - console.error("Error fetching plugin info:", error); - NotificationsManager.error("Failed to load plugin information"); - } finally { - setIsLoading(false); - } - }; - - const handleToggleEnabled = async () => { - if (!accessToken || !plugin) return; - - setIsToggling(true); - try { - if (plugin.enabled) { - await disableClaudeCodePlugin(accessToken, plugin.name); - NotificationsManager.success(`Plugin "${plugin.name}" disabled`); - } else { - await enableClaudeCodePlugin(accessToken, plugin.name); - NotificationsManager.success(`Plugin "${plugin.name}" enabled`); - } - onPluginUpdated(); - fetchPluginInfo(); - } catch (error) { - NotificationsManager.error("Failed to toggle plugin status"); - } finally { - setIsToggling(false); - } - }; - - const copyToClipboard = (text: string) => { - navigator.clipboard.writeText(text); - NotificationsManager.success("Copied to clipboard!"); - }; - - if (isLoading) { - return ( -
- -
- ); - } - - if (!plugin) { - return ( -
-

Plugin not found

- -
- ); - } - - const installCommand = formatInstallCommand(plugin); - const sourceLink = getSourceLink(plugin.source); - const categoryBadgeColor = getCategoryBadgeColor(plugin.category); - - return ( -
- {/* Header with Back Button */} -
- -

{plugin.name}

- {plugin.version && ( - - v{plugin.version} - - )} - {plugin.category && ( - - {plugin.category} - - )} - - {plugin.enabled ? "Enabled" : "Disabled"} - -
- - {/* Install Command */} - -
-
- Install Command -
{installCommand}
-
- - - -
- - - {/* Plugin Details */} - - Plugin Details - - {/* Plugin ID */} -
- Plugin ID -
- {plugin.id} - copyToClipboard(plugin.id)} - /> -
-
- - {/* Name */} -
- Name - {plugin.name} -
- - {/* Version */} -
- Version - {plugin.version || "N/A"} -
- - {/* Source */} - - - {/* Category */} -
- Category -
- {plugin.category ? ( - - {plugin.category} - - ) : ( - Uncategorized - )} -
-
- - {/* Enabled Status */} - {isAdmin && ( -
- Status -
- - - {plugin.enabled - ? "Plugin is enabled and visible in marketplace" - : "Plugin is disabled and hidden from marketplace"} - -
-
- )} - - - - {/* Description */} - {plugin.description && ( - - Description - {plugin.description} - - )} - - {/* Keywords */} - {plugin.keywords && plugin.keywords.length > 0 && ( - - Keywords -
- {plugin.keywords.map((keyword, index) => ( - - {keyword} - - ))} -
- - )} - - {/* Author Information */} - {plugin.author && ( - - Author Information - - {plugin.author.name && ( -
- Name - {plugin.author.name} -
- )} - {plugin.author.email && ( - - )} - - - )} - - {/* Additional Links */} - {plugin.homepage && ( - - Homepage - - {plugin.homepage} - - - - )} - - {/* Timestamps */} - - Metadata - -
- Created At - {formatDateString(plugin.created_at)} -
-
- Updated At - {formatDateString(plugin.updated_at)} -
- {plugin.created_by && ( -
- Created By - {plugin.created_by} -
- )} - - -
- ); -}; - -export default PluginInfoView; diff --git a/ui/litellm-dashboard/src/components/mcp_tools/mcp_server_columns.tsx b/ui/litellm-dashboard/src/components/mcp_tools/mcp_server_columns.tsx deleted file mode 100644 index bc13ed72a8e..00000000000 --- a/ui/litellm-dashboard/src/components/mcp_tools/mcp_server_columns.tsx +++ /dev/null @@ -1,321 +0,0 @@ -import { useState } from "react"; -import { ColumnDef } from "@tanstack/react-table"; -import { MCPServer } from "./types"; -import { Icon } from "@tremor/react"; -import { PencilAltIcon, TrashIcon } from "@heroicons/react/outline"; -import { getMaskedAndFullUrl } from "./utils"; -import { Tooltip } from "antd"; -import { CheckOutlined } from "@ant-design/icons"; - -const HealthStatusBadge: React.FC<{ - server: MCPServer; - isLoadingHealth?: boolean; - isRechecking?: boolean; - onRecheck?: (serverId: string) => void; -}> = ({ server, isLoadingHealth, isRechecking, onRecheck }) => { - const [isHovered, setIsHovered] = useState(false); - const status = server.status || "unknown"; - const lastCheck = server.last_health_check; - const error = server.health_check_error; - - if (isLoadingHealth || isRechecking) { - return ( - - - Checking - - ); - } - - const getStatusColor = (status: string) => { - switch (status) { - case "healthy": - return "text-green-700 bg-green-50 border border-green-200"; - case "unhealthy": - return "text-red-700 bg-red-50 border border-red-200"; - default: - return "text-gray-600 bg-gray-50 border border-gray-200"; - } - }; - - const getStatusIcon = (status: string) => { - switch (status) { - case "healthy": - return "✓"; - case "unhealthy": - return "✗"; - default: - return "?"; - } - }; - - const isClickable = !!onRecheck; - - const tooltipContent = ( -
-
Health Status: {status}
- {lastCheck &&
Last Check: {new Date(lastCheck).toLocaleString()}
} - {error && ( -
-
Error:
-
{error}
-
- )} - {!lastCheck && !error &&
No health check data available
} - {isClickable &&
Click to recheck
} -
- ); - - return ( - - setIsHovered(true)} - onMouseLeave={() => setIsHovered(false)} - onClick={isClickable ? () => onRecheck(server.server_id) : undefined} - > - {isHovered && isClickable ? "↻" : getStatusIcon(status)} - {isHovered && isClickable ? "Recheck" : status.charAt(0).toUpperCase() + status.slice(1)} - - - ); -}; - -export const mcpServerColumns = ( - userRole: string, - onView: (serverId: string) => void, - onEdit: (serverId: string) => void, - onDelete: (serverId: string) => void, - isLoadingHealth?: boolean, - onByokConnect?: (server: MCPServer) => void, - onRecheckHealth?: (serverId: string) => void, - recheckingServerIds?: Set, -): ColumnDef[] => [ - { - accessorKey: "server_id", - header: "Server ID", - enableSorting: true, - cell: ({ row }) => ( - - ), - }, - { - accessorKey: "server_name", - header: "Name", - enableSorting: true, - cell: ({ row }) => { - const logoUrl = row.original.mcp_info?.logo_url; - const name = row.original.server_name; - return ( -
- {logoUrl ? ( - {`${name { - (e.target as HTMLImageElement).style.display = "none"; - }} - /> - ) : null} - {name} -
- ); - }, - }, - { - accessorKey: "alias", - header: "Alias", - enableSorting: true, - }, - { - id: "url", - header: "URL", - cell: ({ row }) => { - const url = row.original.url; - if (!url) { - return —; - } - const { maskedUrl } = getMaskedAndFullUrl(url); - return {maskedUrl}; - }, - }, - { - accessorKey: "transport", - header: "Transport", - enableSorting: true, - cell: ({ row }) => { - const transport = row.original.transport || "http"; - const specPath = row.original.spec_path; - const displayTransport = specPath && transport !== "stdio" ? "OPENAPI" : transport; - const label = displayTransport.toUpperCase(); - return ( - - {label} - - ); - }, - }, - { - accessorKey: "auth_type", - header: "Auth Type", - enableSorting: true, - cell: ({ getValue }) => { - const authType = (getValue() as string) || "none"; - return ( - - {authType} - - ); - }, - }, - { - id: "health_status", - header: "Health Status", - cell: ({ row }) => ( - - ), - }, - { - id: "mcp_access_groups", - header: "Access Groups", - cell: ({ row }) => { - const groups = row.original.mcp_access_groups; - if (Array.isArray(groups) && groups.length > 0) { - if (typeof groups[0] === "string") { - const joined = groups.join(", "); - return ( - -
- - {groups[0]} - - {groups.length > 1 && +{groups.length - 1}} -
- - ); - } - } - return —; - }, - }, - { - id: "available_on_public_internet", - header: "Network Access", - cell: ({ row }) => { - const isPublic = row.original.available_on_public_internet; - return isPublic ? ( - - - Public - - ) : ( - - - Internal - - ); - }, - }, - { - header: "Created", - accessorKey: "created_at", - enableSorting: true, - sortingFn: "datetime", - cell: ({ row }) => { - const server = row.original; - if (!server.created_at) return —; - const date = new Date(server.created_at); - return ( - - {date.toLocaleDateString()} - - ); - }, - }, - { - header: "Updated", - accessorKey: "updated_at", - enableSorting: true, - sortingFn: "datetime", - cell: ({ row }) => { - const server = row.original; - if (!server.updated_at) return —; - const date = new Date(server.updated_at); - return ( - - {date.toLocaleDateString()} - - ); - }, - }, - { - id: "byok_credential", - header: "Credential", - cell: ({ row }) => { - const server = row.original; - if (!server.is_byok) { - return —; - } - if (server.has_user_credential) { - return ( -
- - Connected - - {onByokConnect && ( - - )} -
- ); - } - return onByokConnect ? ( - - ) : null; - }, - }, - { - id: "actions", - header: "Actions", - cell: ({ row }) => ( -
- - - - - - -
- ), - }, -];