diff --git a/basedpyright-code-budget.json b/basedpyright-code-budget.json index 57ca267e504..26e4e06a796 100644 --- a/basedpyright-code-budget.json +++ b/basedpyright-code-budget.json @@ -105,7 +105,7 @@ "limit": 109 }, "reportUnknownMemberType": { - "limit": 38271 + "limit": 38269 }, "reportUnknownParameterType": { "limit": 19584 diff --git a/enterprise/litellm_enterprise/proxy/hooks/managed_files.py b/enterprise/litellm_enterprise/proxy/hooks/managed_files.py index 486904d0abe..c7e1b94a2ef 100644 --- a/enterprise/litellm_enterprise/proxy/hooks/managed_files.py +++ b/enterprise/litellm_enterprise/proxy/hooks/managed_files.py @@ -1801,7 +1801,16 @@ class _PROXY_LiteLLMManagedFiles(CustomLogger, BaseFileEndpoints): # Remove conflicting keys from data to avoid duplicate keyword arguments filtered_data = {k: v for k, v in data.items() if k not in ("model", "file_id")} for model_id, model_file_id in specific_model_file_id_mapping.items(): - delete_response = await llm_router.afile_delete(model=model_id, file_id=model_file_id, **filtered_data) # type: ignore + credentials = llm_router.get_deployment_credentials_with_provider(model_id=model_id) + delete_data = { + **{k: v for k, v in filtered_data.items() if k != "_litellm_internal_model_credentials"}, + **( + {"_litellm_internal_model_credentials": MappingProxyType(dict(credentials))} + if credentials is not None + else {} + ), + } + delete_response = await llm_router.afile_delete(model=model_id, file_id=model_file_id, **delete_data) stored_file_object = await self.delete_unified_file_id(file_id, litellm_parent_otel_span) @@ -1812,7 +1821,7 @@ class _PROXY_LiteLLMManagedFiles(CustomLogger, BaseFileEndpoints): prom_logger.record_managed_file_deleted(result="success") if stored_file_object: - return stored_file_object + return OpenAIFileObject.model_validate(stored_file_object).model_copy(update={"id": file_id}) elif delete_response: delete_response.id = file_id return delete_response diff --git a/enterprise/pyproject.toml b/enterprise/pyproject.toml index 3699087dbfa..903c5155a12 100644 --- a/enterprise/pyproject.toml +++ b/enterprise/pyproject.toml @@ -1,6 +1,6 @@ [project] name = "litellm-enterprise" -version = "0.1.65" +version = "0.1.66" description = "Package for LiteLLM Enterprise features" readme = "README.md" requires-python = ">=3.9" @@ -26,7 +26,7 @@ required-version = ">=0.10.9" module-root = "" [tool.commitizen] -version = "0.1.65" +version = "0.1.66" version_files = [ "pyproject.toml:^version", "../pyproject.toml:litellm-enterprise==", diff --git a/litellm/__init__.py b/litellm/__init__.py index ede8a73453d..5a461801b62 100644 --- a/litellm/__init__.py +++ b/litellm/__init__.py @@ -546,7 +546,7 @@ _key_management_system: Optional["KeyManagementSystem"] = None #### PII MASKING #### output_parse_pii: bool = False ############################################# -from litellm.litellm_core_utils.get_model_cost_map import get_model_cost_map +from litellm.litellm_core_utils.get_model_cost_map import get_model_cost_map, mark_litellm_import_complete model_cost = get_model_cost_map(url=model_cost_map_url) cost_discount_config: Dict[str, float] = {} # Provider-specific cost discounts {"vertex_ai": 0.05} = 5% discount @@ -2405,3 +2405,5 @@ def __getattr__(name: str) -> Any: # ALL_LITELLM_RESPONSE_TYPES is lazy-loaded via __getattr__ to avoid loading utils at import time + +mark_litellm_import_complete() diff --git a/litellm/_internal_context.py b/litellm/_internal_context.py index f856fe0f2b3..8132008731f 100644 --- a/litellm/_internal_context.py +++ b/litellm/_internal_context.py @@ -6,9 +6,33 @@ be settable from user input. Context variables are scoped to the current asyncio task and cannot be injected via HTTP request bodies. """ +from collections.abc import Generator +from contextlib import contextmanager from contextvars import ContextVar +from datetime import datetime, timezone from typing import Final # When True, suppresses async logging and billing for internal sub-calls # (e.g., emulated file-search steps that make nested LLM calls). is_internal_call: Final[ContextVar[bool]] = ContextVar("is_internal_call", default=False) + +# One request prices its totals, its per-token-type lines and the rates it reports on +# separate code paths. Each reads the clock for off-peak pricing, so without a pinned +# moment they can land on either side of a window boundary and disagree with each other. +_billing_time: Final[ContextVar[datetime | None]] = ContextVar("billing_time", default=None) + + +@contextmanager +def pinned_billing_time(moment: datetime) -> Generator[None]: + """Price every rate lookup inside this block at ``moment`` rather than at each one's own clock read.""" + token: Final = _billing_time.set(moment) + try: + yield + finally: + _billing_time.reset(token) + + +def current_billing_time() -> datetime: + """The pinned billing moment, or now in UTC outside a pinned block.""" + pinned: Final = _billing_time.get() + return pinned if pinned is not None else datetime.now(timezone.utc) diff --git a/litellm/constants.py b/litellm/constants.py index b2d90e20dbb..f9389d22dea 100644 --- a/litellm/constants.py +++ b/litellm/constants.py @@ -143,6 +143,7 @@ DEFAULT_MCP_SEMANTIC_FILTER_SIMILARITY_THRESHOLD: Final = float( os.getenv("DEFAULT_MCP_SEMANTIC_FILTER_SIMILARITY_THRESHOLD", 0.3) ) MAX_MCP_SEMANTIC_FILTER_TOOLS_HEADER_LENGTH: Final = int(os.getenv("MAX_MCP_SEMANTIC_FILTER_TOOLS_HEADER_LENGTH", 150)) +MAX_GUARDRAIL_SCAN_METADATA_HEADER_LENGTH: Final = 2048 DEFAULT_AUTO_ROUTER_MAX_INPUT_CHARS: Final = 2000 @@ -197,6 +198,7 @@ LITELLM_UI_ALLOW_HEADERS: Final = [ "x-litellm-adaptive-router-model", "x-litellm-applied-guardrails", "x-litellm-guardrail-scan-id", + "x-litellm-guardrail-scan-metadata", "x-litellm-cache-key", ] @@ -333,6 +335,7 @@ DEFAULT_SSL_CIPHERS: Final = os.getenv( ########### v2 Architecture constants for managing writing updates to the database ########### REDIS_UPDATE_BUFFER_KEY: Final = "litellm_spend_update_buffer" +REDIS_GATEWAY_REQUESTS_BUFFER_KEY: Final = "litellm_gateway_requests_buffer" REDIS_DAILY_SPEND_UPDATE_BUFFER_KEY: Final = "litellm_daily_spend_update_buffer" REDIS_DAILY_TEAM_SPEND_UPDATE_BUFFER_KEY: Final = "litellm_daily_team_spend_update_buffer" REDIS_DAILY_ORG_SPEND_UPDATE_BUFFER_KEY: Final = "litellm_daily_org_spend_update_buffer" @@ -1767,6 +1770,10 @@ LITELLM_SETTINGS_SAFE_DB_OVERRIDES: Final = [ SPECIAL_LITELLM_AUTH_TOKEN: Final = ["ui-token"] DEFAULT_MANAGEMENT_OBJECT_IN_MEMORY_CACHE_TTL = int(os.getenv("DEFAULT_MANAGEMENT_OBJECT_IN_MEMORY_CACHE_TTL", 60)) DEFAULT_ACCESS_GROUP_CACHE_TTL: Final = int(os.getenv("DEFAULT_ACCESS_GROUP_CACHE_TTL", 600)) +SPEND_LOG_KEY_METADATA_CACHE_TTL: Final = 600 +SPEND_LOG_KEY_METADATA_MISS_CACHE_TTL: Final = 30 +SPEND_LOG_KEY_METADATA_CACHE_MAX_ITEMS: Final = 10000 +SPEND_LOG_KEY_METADATA_QUERY_TIMEOUT_MS: Final = 5000 # Short TTL for negative MCP access-group existence lookups. Keeps unauthenticated # callers from forcing a DB query per request for unknown names, while bounding # staleness so a transient DB error (which surfaces as an empty list) cannot diff --git a/litellm/cost_calculator.py b/litellm/cost_calculator.py index c9c7df4d75e..814eaaf76f7 100644 --- a/litellm/cost_calculator.py +++ b/litellm/cost_calculator.py @@ -25,6 +25,7 @@ from litellm.litellm_core_utils.llm_cost_calc.usage_object_transformation import TranscriptionUsageObjectTransformation, ) from litellm.litellm_core_utils.llm_cost_calc.utils import ( + BilledTokenRates, CostCalculatorUtils, _generic_cost_per_character, _get_regional_uplift_multiplier, @@ -45,6 +46,9 @@ from litellm.llms.azure.cost_calculation import ( from litellm.llms.azure_ai.cost_calculator import ( cost_per_token as azure_ai_cost_per_token, ) +from litellm.llms.azure_ai.cost_calculator import ( + is_azure_model_router as azure_ai_is_model_router_name, +) from litellm.llms.base_llm.search.transformation import SearchResponse from litellm.llms.bedrock.cost_calculation import ( cost_per_token as bedrock_cost_per_token, @@ -1122,6 +1126,7 @@ def _store_cost_breakdown_in_logging_obj( service_tier: str | None = None, data_residency: str | None = None, vertex_location: str | None = None, + billed_token_rates: BilledTokenRates | None = None, ) -> None: """ Helper function to store cost breakdown in the logging object. @@ -1166,6 +1171,7 @@ def _store_cost_breakdown_in_logging_obj( service_tier=service_tier, data_residency=data_residency, vertex_location=vertex_location, + billed_token_rates=billed_token_rates, ) except Exception as breakdown_error: @@ -1659,11 +1665,10 @@ def completion_cost( data_residency=data_residency, vertex_location=vertex_location, response=completion_response, - request_model=request_model_for_cost, ) # Get additional costs from provider (e.g., routing fees, infrastructure costs) - if custom_llm_provider == "azure_ai": + if custom_llm_provider == "azure_ai" and not azure_ai_is_model_router_name(model): model_for_additional_costs = request_model_for_cost if completion_response is not None: hidden_params = getattr(completion_response, "_hidden_params", None) or {} @@ -1735,6 +1740,7 @@ def completion_cost( _reasoning_cost: float | None = None _cache_read_cost: float | None = None _cache_creation_cost: float | None = None + _billed_token_rates: BilledTokenRates | None = None if cost_per_token_usage_object is not None and model: _breakdown_provider: str | None = ( custom_llm_provider if isinstance(custom_llm_provider, str) else None @@ -1746,10 +1752,12 @@ def completion_cost( service_tier=service_tier, data_residency=data_residency, vertex_location=vertex_location, + custom_cost_per_token=custom_cost_per_token, ) _reasoning_cost = _token_type_breakdown.reasoning_cost _cache_read_cost = _token_type_breakdown.cache_read_cost _cache_creation_cost = _token_type_breakdown.cache_creation_cost + _billed_token_rates = _token_type_breakdown.rates _store_cost_breakdown_in_logging_obj( litellm_logging_obj=litellm_logging_obj, prompt_tokens_cost_usd_dollar=prompt_tokens_cost_usd_dollar, @@ -1769,6 +1777,7 @@ def completion_cost( service_tier=service_tier, data_residency=data_residency, vertex_location=vertex_location, + billed_token_rates=_billed_token_rates, ) return _final_cost diff --git a/litellm/experimental_mcp_client/client.py b/litellm/experimental_mcp_client/client.py index 3503468c735..8c7f4557992 100644 --- a/litellm/experimental_mcp_client/client.py +++ b/litellm/experimental_mcp_client/client.py @@ -18,6 +18,7 @@ from mcp import ClientSession, McpError, ReadResourceResult, Resource, StdioServ from mcp.client.sse import sse_client from mcp.client.stdio import stdio_client from mcp.shared.message import SessionMessage +from mcp.shared.session import RequestResponder from typing_extensions import Unpack _TransportStreams: TypeAlias = tuple[ @@ -56,10 +57,13 @@ def missing_streamable_http_client_error() -> ImportError: from mcp.types import CallToolRequestParams as MCPCallToolRequestParams from mcp.types import CallToolResult as MCPCallToolResult from mcp.types import ( + ClientResult, GetPromptRequestParams, GetPromptResult, Prompt, ResourceTemplate, + ServerNotification, + ServerRequest, TextContent, ) from mcp.types import Tool as MCPTool @@ -146,8 +150,8 @@ _SDK_READ_TIMEOUT_CODE: Final = int(httpx.codes.REQUEST_TIMEOUT) otherwise carries JSON-RPC error codes.""" -def _as_read_timeout(exc: BaseException) -> TimeoutError | None: - """The session read timeout elapsing, re-expressed as a ``TimeoutError``, or ``None``. +def as_mcp_read_timeout(exc: BaseException) -> TimeoutError | None: + """Normalize an MCP SDK read timeout for client and gateway diagnostics, or return ``None``. The SDK reports its own elapsed read timeout as ``McpError`` carrying an HTTP status code in a field that otherwise holds JSON-RPC error codes, and it relays an upstream's JSON-RPC error @@ -442,6 +446,18 @@ class MCPClient: in_flight_error: BaseException | None = None try: read_stream, write_stream = transport[0], transport[1] + stream_error: Final[asyncio.Future[Exception]] = asyncio.get_running_loop().create_future() + + async def receive_message( + message: RequestResponder[ServerRequest, ClientResult] | ServerNotification | Exception, + ) -> None: + if not isinstance(message, (ValueError, httpx.RequestError, OSError)): + return + if not stream_error.done(): + stream_error.set_result(message) + # The SDK closes pending requests when its message handler raises. + raise RuntimeError("MCP response stream failed") + # Build session kwargs with optional callbacks session_kwargs: Final[dict[str, Any]] = {} if self._sampling_callback is not None: @@ -456,6 +472,7 @@ class MCPClient: read_stream, write_stream, read_timeout_seconds=timedelta(seconds=self.timeout), + message_handler=receive_message, **session_kwargs, ) session: Final = await session_ctx.__aenter__() @@ -467,6 +484,10 @@ class MCPClient: if isinstance(ins, str) and ins.strip(): self._last_initialize_instructions = ins.strip() return await operation(session) + except McpError: + if stream_error.done(): + raise stream_error.result() + raise finally: try: await session_ctx.__aexit__(None, None, None) @@ -501,11 +522,10 @@ class MCPClient: transport_ctx, http_client = self._create_transport_context() return await self._execute_session_operation(transport_ctx, operation) except Exception as e: - read_timeout: Final = _as_read_timeout(e) + read_timeout: Final = as_mcp_read_timeout(e) if read_timeout is not None: verbose_logger.warning( - "MCP client timed out after %ss waiting for %s to answer; the server accepted the " - "request and ended its response stream without a JSON-RPC reply", + "MCP client timed out after %ss waiting for a valid MCP response from %s", self.timeout, self.server_url or "stdio", ) diff --git a/litellm/files/main.py b/litellm/files/main.py index 19da77b7364..218518eb3cd 100644 --- a/litellm/files/main.py +++ b/litellm/files/main.py @@ -31,7 +31,7 @@ FileCreateProvider = Literal[ FileRetrieveProvider = Literal[ "openai", "azure", "gemini", "vertex_ai", "hosted_vllm", "litellm_proxy", "manus", "anthropic" ] -FileDeleteProvider = Literal["openai", "azure", "gemini", "litellm_proxy", "manus", "anthropic"] +FileDeleteProvider = Literal["openai", "azure", "gemini", "bedrock", "litellm_proxy", "manus", "anthropic"] FileListProvider = Literal["openai", "azure", "litellm_proxy", "manus", "anthropic"] import litellm from litellm import get_secret_str diff --git a/litellm/integrations/azure_sentinel/azure_sentinel.py b/litellm/integrations/azure_sentinel/azure_sentinel.py index eba6c862f7a..db5f790615f 100644 --- a/litellm/integrations/azure_sentinel/azure_sentinel.py +++ b/litellm/integrations/azure_sentinel/azure_sentinel.py @@ -21,6 +21,8 @@ from types import MappingProxyType from typing import Final, TypeVar from urllib.parse import urlparse +import httpx + from litellm._logging import verbose_logger from litellm.integrations.batch_utils import ( BatchSendCancelled, @@ -418,7 +420,7 @@ class AzureSentinelLogger(CustomBatchLogger): "Content-Type": "application/json", } - async def _send_batch(batch: Sequence[_QueuedPayload]): + async def _send_batch(batch: Sequence[_QueuedPayload]) -> httpx.Response: body: Final = safe_dumps(batch) return await self.async_httpx_client.post( url=api_endpoint, diff --git a/litellm/integrations/custom_guardrail.py b/litellm/integrations/custom_guardrail.py index 37d6a7e793d..77bf4820a1a 100644 --- a/litellm/integrations/custom_guardrail.py +++ b/litellm/integrations/custom_guardrail.py @@ -850,20 +850,24 @@ class CustomGuardrail(CustomLogger): if self.should_run_guardrail(data=request_data, event_type=GuardrailEventHooks.post_call) is not True: return None - # CHECK IF GUARDRAIL REJECTS THE REQUEST target: Final = self._deployment_hook_target() - hook_request_data: Final = {**request_data, "guardrail_to_apply": self} if target is not self else request_data - result: Final = await target.async_post_call_success_hook( - user_api_key_dict=UserAPIKeyAuth( - user_id=request_data.get("user_api_key_user_id"), - team_id=request_data.get("user_api_key_team_id"), - end_user_id=request_data.get("user_api_key_end_user_id"), - api_key=request_data.get("user_api_key_hash"), - request_route=request_data.get("user_api_key_request_route"), - ), - data=hook_request_data, - response=response, - ) + try: + if target is not self: + request_data["guardrail_to_apply"] = self # rebind-ok: dispatch consumes this key + result: Final = await target.async_post_call_success_hook( + user_api_key_dict=UserAPIKeyAuth( + user_id=request_data.get("user_api_key_user_id"), + team_id=request_data.get("user_api_key_team_id"), + end_user_id=request_data.get("user_api_key_end_user_id"), + api_key=request_data.get("user_api_key_hash"), + request_route=request_data.get("user_api_key_request_route"), + ), + data=request_data, + response=response, + ) + finally: + if target is not self: + request_data.pop("guardrail_to_apply", None) if not self._is_valid_response_type(result): return None diff --git a/litellm/litellm_core_utils/get_model_cost_map.py b/litellm/litellm_core_utils/get_model_cost_map.py index ba8738c8de0..91a22144805 100644 --- a/litellm/litellm_core_utils/get_model_cost_map.py +++ b/litellm/litellm_core_utils/get_model_cost_map.py @@ -2,6 +2,7 @@ Pulls the cost + context window + provider route for known models from https://github.com/BerriAI/litellm/blob/main/model_prices_and_context_window.json This can be disabled by setting the LITELLM_LOCAL_MODEL_COST_MAP environment variable to True. +The ``lite`` and ``litellm-proxy`` CLI entry points also use the bundled map without fetching. ``` export LITELLM_LOCAL_MODEL_COST_MAP=True @@ -9,17 +10,22 @@ export LITELLM_LOCAL_MODEL_COST_MAP=True """ import asyncio +import hashlib import json import os import random +import sys +import threading import time from collections.abc import Awaitable, Callable -from dataclasses import dataclass +from dataclasses import dataclass, replace from datetime import datetime, timezone from importlib.resources import files +from pathlib import Path from typing import Final, Protocol import httpx +from typing_extensions import ReadOnly, TypedDict from litellm import verbose_logger from litellm.constants import ( @@ -31,6 +37,12 @@ from litellm.litellm_core_utils.fallback_generalizations import ( ) FALLBACK_GENERALIZATIONS_KEY: Final = "fallback_generalizations" +_CLI_ENTRYPOINT_NAMES: Final = frozenset({"lite", "litellm-proxy"}) + + +def _is_cli_process() -> bool: + return Path(sys.argv[0]).stem in _CLI_ENTRYPOINT_NAMES + # Reserved top-level keys that are not model entries. They must be excluded # from the model-count integrity check so a real upstream shrink can't be masked. @@ -42,6 +54,10 @@ def _count_model_entries(model_cost: dict) -> int: return sum(1 for key in model_cost if key not in RESERVED_TOP_LEVEL_KEYS) +def git_blob_id(body: bytes) -> str: + return hashlib.sha1(b"blob %d\0" % len(body) + body, usedforsecurity=False).hexdigest() + + class GetModelCostMap: """ Handles fetching, validating, and loading the model cost map. @@ -53,15 +69,24 @@ class GetModelCostMap: _backup_model_count: int = -1 # -1 = not yet loaded + @staticmethod + def read_local_model_cost_map_bytes() -> bytes: + return files("litellm").joinpath("model_prices_and_context_window_backup.json").read_bytes() + @staticmethod def read_local_model_cost_map_text() -> str: - return files("litellm").joinpath("model_prices_and_context_window_backup.json").read_text(encoding="utf-8") + return GetModelCostMap.read_local_model_cost_map_bytes().decode("utf-8") + + @staticmethod + def load_local_model_cost_map_with_revision() -> "ModelCostMapReloaded": + body: Final = GetModelCostMap.read_local_model_cost_map_bytes() + content: Final = json.loads(body) + return ModelCostMapReloaded(model_cost_map=content, revision=git_blob_id(body)) @staticmethod def load_local_model_cost_map() -> dict: """Load the local backup model cost map bundled with the package.""" - content: Final = json.loads(GetModelCostMap.read_local_model_cost_map_text()) - return content + return GetModelCostMap.load_local_model_cost_map_with_revision().model_cost_map @classmethod def _get_backup_model_count(cls) -> int: @@ -161,11 +186,18 @@ class GetModelCostMap: RETRYABLE_FETCH_STATUS_CODES: Final = frozenset({429, 500, 502, 503, 504}) MODEL_COST_MAP_FETCH_MAX_ATTEMPTS: Final = 3 MODEL_COST_MAP_FETCH_MAX_WAIT_SECONDS: Final = 30.0 +_litellm_import_complete = threading.Event() + + +def mark_litellm_import_complete() -> None: + _litellm_import_complete.set() @dataclass(frozen=True, slots=True) class ModelCostMapReloaded: model_cost_map: dict # mutable-ok: adopted as litellm.model_cost, whose consumer contract is a plain mutable dict + revision: str | None = None + etag: str | None = None @dataclass(frozen=True, slots=True) @@ -254,7 +286,9 @@ def _classify_fetch_response(response: httpx.Response, url: str) -> _FetchAttemp return ModelCostMapReloadUnavailable(reason=f"invalid JSON from {url}: {e}") if not isinstance(parsed, dict): return ModelCostMapReloadUnavailable(reason=f"expected a JSON object from {url}, got {type(parsed).__name__}") - return ModelCostMapReloaded(model_cost_map=parsed) + return ModelCostMapReloaded( + model_cost_map=parsed, revision=git_blob_id(response.content), etag=response.headers.get("etag") + ) def _next_retry_wait( @@ -295,12 +329,13 @@ async def _fetch_remote_model_cost_map_with_retry( def _fetch_remote_model_cost_map_with_retry_sync( url: str, timeout: int, - max_attempts: int, + attempts: range, sleep: Callable[[float], None], rng: random.Random, client: _SyncGetClient, ) -> ModelCostMapReloadResult: - for attempt in range(1, max_attempts + 1): + max_attempts: Final = attempts.stop - 1 + for attempt in attempts: outcome = _attempt_fetch_sync(client=client, url=url, timeout=timeout) if not isinstance(outcome, _FetchAttemptRetryable): return outcome @@ -328,13 +363,12 @@ async def refetch_model_cost_map( map they already have. """ if os.getenv("LITELLM_LOCAL_MODEL_COST_MAP", "").lower() == "true": + _cost_map_source_info.loaded_at = datetime.now(timezone.utc) _cost_map_source_info.source = "local" _cost_map_source_info.url = None _cost_map_source_info.is_env_forced = True _cost_map_source_info.fallback_reason = None - return ModelCostMapReloaded( - model_cost_map=_finalize_model_cost_map(GetModelCostMap.load_local_model_cost_map()) - ) + return _finalize_loaded_model_cost_map(GetModelCostMap.load_local_model_cost_map_with_revision()) result: Final = await _fetch_remote_model_cost_map_with_retry( url=url, @@ -355,11 +389,12 @@ async def refetch_model_cost_map( backup_model_count=GetModelCostMap._get_backup_model_count(), ): return ModelCostMapReloadUnavailable(reason=f"model cost map from {url} failed integrity validation") + _cost_map_source_info.loaded_at = datetime.now(timezone.utc) _cost_map_source_info.source = "remote" _cost_map_source_info.url = url _cost_map_source_info.is_env_forced = False _cost_map_source_info.fallback_reason = None - return ModelCostMapReloaded(model_cost_map=_finalize_model_cost_map(result.model_cost_map)) + return _finalize_loaded_model_cost_map(result) class ModelCostMapSourceInfo: @@ -370,13 +405,35 @@ class ModelCostMapSourceInfo: is_env_forced: bool = False fallback_reason: str | None = None loaded_at: "datetime | None" = None + source_revision: str | None = None + etag: str | None = None # Module-level singleton tracking the source of the current cost map _cost_map_source_info: Final = ModelCostMapSourceInfo() -def get_model_cost_map_source_info() -> dict: +class CostMapProvenance(TypedDict): + source_revision: ReadOnly[str | None] + etag: ReadOnly[str | None] + + +class CostMapSourceInfo(CostMapProvenance): + source: ReadOnly[str] + url: ReadOnly[str | None] + is_env_forced: ReadOnly[bool] + fallback_reason: ReadOnly[str | None] + loaded_at: ReadOnly[str | None] + + +def get_model_cost_map_provenance() -> CostMapProvenance: + return { + "source_revision": _cost_map_source_info.source_revision, + "etag": _cost_map_source_info.etag, + } + + +def get_model_cost_map_source_info() -> CostMapSourceInfo: """ Return metadata about where the current model cost map was loaded from. @@ -385,12 +442,19 @@ def get_model_cost_map_source_info() -> dict: - url: the remote URL attempted (or None for local-only) - is_env_forced: True if LITELLM_LOCAL_MODEL_COST_MAP=True forced local usage - fallback_reason: human-readable reason if remote failed and local was used + - loaded_at: ISO 8601 time this process last loaded the map + - source_revision: git blob id of the loaded file's bytes + - etag: the ETag of the remote fetch (None for the bundled backup) """ + loaded_at: Final = _cost_map_source_info.loaded_at return { "source": _cost_map_source_info.source, "url": _cost_map_source_info.url, "is_env_forced": _cost_map_source_info.is_env_forced, "fallback_reason": _cost_map_source_info.fallback_reason, + "loaded_at": loaded_at.isoformat() if loaded_at is not None else None, + "source_revision": _cost_map_source_info.source_revision, + "etag": _cost_map_source_info.etag, } @@ -466,6 +530,74 @@ def _finalize_model_cost_map(model_cost: dict) -> dict: return _expand_model_aliases(model_cost) +def _finalize_loaded_model_cost_map(loaded: ModelCostMapReloaded) -> ModelCostMapReloaded: + _cost_map_source_info.source_revision = loaded.revision + _cost_map_source_info.etag = loaded.etag + return replace(loaded, model_cost_map=_finalize_model_cost_map(loaded.model_cost_map)) + + +def adopt_model_cost_map( + new_model_cost_map: dict, # mutable-ok: public API preserves the mutable cost-map contract +) -> int: + import litellm + from litellm import utils + + litellm.model_cost = new_model_cost_map + utils._invalidate_model_cost_lowercase_map() # pyright: ignore[reportPrivateUsage] # required cache invalidation + litellm.add_known_models(model_cost_map=new_model_cost_map) + fetched_model_count: Final = len(new_model_cost_map) if new_model_cost_map else 0 + utils.reapply_runtime_model_cost_registrations() + return fetched_model_count + + +def _retry_remote_fetch_in_background( + url: str, + timeout: int, + max_attempts: int, + sleep: Callable[[float], None], + rng: random.Random, + client: _SyncGetClient, + first_outcome: _FetchAttemptRetryable, +) -> None: + try: + first_wait: Final = _next_retry_wait(outcome=first_outcome, attempt=1, max_attempts=max_attempts, rng=rng) + if isinstance(first_wait, ModelCostMapReloadUnavailable): + return + sleep(first_wait) + result: Final = _fetch_remote_model_cost_map_with_retry_sync( + url=url, + timeout=timeout, + attempts=range(2, max_attempts + 1), + sleep=sleep, + rng=rng, + client=client, + ) + if isinstance(result, ModelCostMapReloadUnavailable): + verbose_logger.warning( + "LiteLLM: Failed to fetch remote model cost map from %s after %d attempts; keeping local backup", + url, + max_attempts, + ) + return + _litellm_import_complete.wait() + if not GetModelCostMap.validate_model_cost_map( + fetched_map=result.model_cost_map, + backup_model_count=GetModelCostMap._get_backup_model_count(), # pyright: ignore[reportPrivateUsage] # integrity cache + ): + verbose_logger.warning( + "LiteLLM: Fetched model cost map failed integrity check. Using local backup instead. url=%s", + url, + ) + return + finalized: Final = _finalize_loaded_model_cost_map(result).model_cost_map + _cost_map_source_info.source = "remote" + _cost_map_source_info.fallback_reason = None + _cost_map_source_info.loaded_at = datetime.now(timezone.utc) + adopt_model_cost_map(finalized) + except Exception as e: # noqa: BLE001 # a failed background retry must not kill the task; the backup stays + verbose_logger.warning("LiteLLM: Background model cost map retry failed: %s", e) + + def get_model_cost_map( url: str, timeout: int = 5, @@ -477,10 +609,12 @@ def get_model_cost_map( """ Public entry point — returns the model cost map dict. - 1. If ``LITELLM_LOCAL_MODEL_COST_MAP`` is set, uses the local backup only. + 1. If ``LITELLM_LOCAL_MODEL_COST_MAP`` is set or this is a ``lite`` / + ``litellm-proxy`` CLI process, uses the local backup only. 2. Otherwise fetches from ``url``, retrying transient HTTP errors - (429/5xx/transport) with Retry-After-aware backoff, validates - integrity, and falls back to the local backup on any failure. + (429/5xx/transport) with Retry-After-aware backoff in a background + thread, validates integrity, and falls back to the local backup on any + failure. Only the backup model count is cached (a single int) for validation. The full backup dict is only parsed when it must be *returned* as a @@ -489,34 +623,44 @@ def get_model_cost_map( _cost_map_source_info.loaded_at = datetime.now(timezone.utc) # Note: can't use get_secret_bool here — this runs during litellm.__init__ # before litellm._key_management_settings is set. - if os.getenv("LITELLM_LOCAL_MODEL_COST_MAP", "").lower() == "true": + if os.getenv("LITELLM_LOCAL_MODEL_COST_MAP", "").lower() == "true" or _is_cli_process(): _cost_map_source_info.source = "local" _cost_map_source_info.url = None _cost_map_source_info.is_env_forced = True _cost_map_source_info.fallback_reason = None - return _finalize_model_cost_map(GetModelCostMap.load_local_model_cost_map()) + return _finalize_loaded_model_cost_map(GetModelCostMap.load_local_model_cost_map_with_revision()).model_cost_map _cost_map_source_info.url = url _cost_map_source_info.is_env_forced = False - result: Final = _fetch_remote_model_cost_map_with_retry_sync( - url=url, - timeout=timeout, - max_attempts=max_attempts, - sleep=sleep, - rng=rng if rng is not None else random.Random(), - client=client if client is not None else httpx, - ) - if isinstance(result, ModelCostMapReloadUnavailable): + fetch_client: Final = client if client is not None else httpx + fetch_rng: Final = rng if rng is not None else random.Random() + outcome: Final = _attempt_fetch_sync(client=fetch_client, url=url, timeout=timeout) + if isinstance(outcome, _FetchAttemptRetryable) and max_attempts > 1: + threading.Thread( + target=_retry_remote_fetch_in_background, + kwargs={ # mutable-ok: threading requires a mutable keyword-arguments mapping + "url": url, + "timeout": timeout, + "max_attempts": max_attempts, + "sleep": sleep, + "rng": fetch_rng, + "client": fetch_client, + "first_outcome": outcome, + }, + name="litellm-model-cost-map-retry", + daemon=True, + ).start() + if not isinstance(outcome, ModelCostMapReloaded): verbose_logger.warning( "LiteLLM: Failed to fetch remote model cost map from %s: %s. Falling back to local backup.", url, - result.reason, + outcome.reason, ) _cost_map_source_info.source = "local" - _cost_map_source_info.fallback_reason = f"Remote fetch failed: {result.reason}" - return _finalize_model_cost_map(GetModelCostMap.load_local_model_cost_map()) - content: Final = result.model_cost_map + _cost_map_source_info.fallback_reason = f"Remote fetch failed: {outcome.reason}" + return _finalize_loaded_model_cost_map(GetModelCostMap.load_local_model_cost_map_with_revision()).model_cost_map + content: Final = outcome.model_cost_map # Validate using cached count (cheap int comparison, no file I/O) if not GetModelCostMap.validate_model_cost_map( @@ -529,8 +673,8 @@ def get_model_cost_map( ) _cost_map_source_info.source = "local" _cost_map_source_info.fallback_reason = "Remote data failed integrity validation" - return _finalize_model_cost_map(GetModelCostMap.load_local_model_cost_map()) + return _finalize_loaded_model_cost_map(GetModelCostMap.load_local_model_cost_map_with_revision()).model_cost_map _cost_map_source_info.source = "remote" _cost_map_source_info.fallback_reason = None - return _finalize_model_cost_map(content) + return _finalize_loaded_model_cost_map(outcome).model_cost_map diff --git a/litellm/litellm_core_utils/litellm_logging.py b/litellm/litellm_core_utils/litellm_logging.py index 73a582d2dcc..de45414dbf3 100644 --- a/litellm/litellm_core_utils/litellm_logging.py +++ b/litellm/litellm_core_utils/litellm_logging.py @@ -202,6 +202,7 @@ if TYPE_CHECKING: from litellm.integrations.otel.logger import OpenTelemetryV2 from litellm.integrations.otel.model.config import ExporterSpec, OpenTelemetryV2Config + from litellm.litellm_core_utils.llm_cost_calc.utils import BilledTokenRates from litellm.llms.base_llm.passthrough.transformation import BasePassthroughConfig, LoggedRelayResponse try: from litellm_enterprise.enterprise_callbacks.callback_controls import ( @@ -589,6 +590,7 @@ class Logging(LiteLLMLoggingBaseClass): # Initialize cost breakdown field self.cost_breakdown: CostBreakdown | None = None + self.billed_token_rates: BilledTokenRates | None = None # Init Caching related details self.caching_details: CachingDetails | None = None @@ -1586,6 +1588,7 @@ class Logging(LiteLLMLoggingBaseClass): service_tier: str | None = None, data_residency: str | None = None, vertex_location: str | None = None, + billed_token_rates: "BilledTokenRates | None" = None, ) -> None: """ Helper method to store cost breakdown in the logging object. @@ -1605,8 +1608,10 @@ class Logging(LiteLLMLoggingBaseClass): service_tier: Tier the costs above were priced on, already resolved data_residency: Region uplift the costs above were priced on, already resolved vertex_location: Vertex AI location the costs above were priced on, already resolved + billed_token_rates: Per-token rates the costs above were billed at, already resolved """ + self.billed_token_rates = billed_token_rates self.cost_breakdown = CostBreakdown( input_cost=input_cost, output_cost=output_cost, diff --git a/litellm/litellm_core_utils/llm_cost_calc/utils.py b/litellm/litellm_core_utils/llm_cost_calc/utils.py index c05d4c29a5e..e5977ca4156 100644 --- a/litellm/litellm_core_utils/llm_cost_calc/utils.py +++ b/litellm/litellm_core_utils/llm_cost_calc/utils.py @@ -10,6 +10,7 @@ from typing import Any, Final, Literal, TypedDict, cast from zoneinfo import ZoneInfo, ZoneInfoNotFoundError import litellm +from litellm._internal_context import current_billing_time from litellm._logging import verbose_logger from litellm.litellm_core_utils.llm_cost_calc.tiered_pricing import ( select_tier_for_input, @@ -19,6 +20,7 @@ from litellm.types.utils import ( CacheCreationTokenDetails, CallTypes, CompletionTokensDetailsWrapper, + CostPerToken, DataResidency, ImageResponse, ModelInfo, @@ -305,7 +307,7 @@ def _is_within_off_peak_window(off_peak_hours_utc: str | Sequence[str], current_ than being localised, so callers must pass datetime.now(timezone.utc), never datetime.now(), or every window shifts by the host's offset. """ - reference: Final = current_time if current_time is not None else datetime.now(timezone.utc) + reference: Final = current_time if current_time is not None else current_billing_time() now: Final = (reference.astimezone(timezone.utc) if reference.tzinfo is not None else reference).time() windows: Final = (off_peak_hours_utc,) if isinstance(off_peak_hours_utc, str) else off_peak_hours_utc for window in windows: @@ -392,7 +394,7 @@ def _is_off_peak(off_peak: Mapping[str, object], current_time: datetime | None = rules: the flat hours_utc windows, which apply every day, or any entry in windows, whose hours apply only on its weekdays. """ - reference: Final = current_time if current_time is not None else datetime.now(timezone.utc) + reference: Final = current_time if current_time is not None else current_billing_time() reference_utc: Final = ( reference.astimezone(timezone.utc) if reference.tzinfo is not None else reference.replace(tzinfo=timezone.utc) ) @@ -1195,7 +1197,7 @@ def generic_cost_per_token( usage.prompt_tokens - cache_hit - audio_tokens - cache_creation - image_tokens - video_tokens, 0 ) - billing_time: Final = current_time if current_time is not None else datetime.now(timezone.utc) + billing_time: Final = current_time if current_time is not None else current_billing_time() ( prompt_base_cost, completion_base_cost, @@ -1309,42 +1311,90 @@ def _coerce_token_count(value: object) -> int: return value if isinstance(value, int) and value > 0 else 0 +@dataclass(frozen=True, slots=True) +class BilledTokenRates: + """Per-token rates one request's usage bills at, after token tiers, off-peak windows and the + regional multipliers the totals apply, so each cost line equals its token count times its rate.""" + + input_cost_per_token: float + output_cost_per_token: float + cache_read_input_token_cost: float + cache_creation_input_token_cost: float + cache_creation_input_token_cost_above_1hr: float + output_cost_per_reasoning_token: float + + def scaled(self, multiplier: float) -> "BilledTokenRates": + if multiplier == 1.0: + return self + return BilledTokenRates( + input_cost_per_token=self.input_cost_per_token * multiplier, + output_cost_per_token=self.output_cost_per_token * multiplier, + cache_read_input_token_cost=self.cache_read_input_token_cost * multiplier, + cache_creation_input_token_cost=self.cache_creation_input_token_cost * multiplier, + cache_creation_input_token_cost_above_1hr=self.cache_creation_input_token_cost_above_1hr * multiplier, + output_cost_per_reasoning_token=self.output_cost_per_reasoning_token * multiplier, + ) + + @dataclass(frozen=True, slots=True) class TokenTypeCostBreakdown: reasoning_cost: float cache_read_cost: float cache_creation_cost: float + rates: BilledTokenRates | None = None + """Rates these lines were billed at, so a caller reporting both cannot resolve them a second, + differently-argued way. None when the model's pricing could not be resolved.""" -def get_token_type_cost_breakdown( - model: str, - custom_llm_provider: str | None, +def _reasoning_token_count(usage: Usage) -> int: + parsed: Final = ( + parse_completion_tokens_details(usage)["reasoning_tokens"] if usage.completion_tokens_details is not None else 0 + ) + return parsed or _coerce_token_count(getattr(usage, "reasoning_tokens", 0)) + + +def _cache_token_counts(usage: Usage) -> tuple[int, int, CacheCreationTokenDetails | None]: + """(cache read tokens, cache creation tokens, cache creation details): read from prompt_tokens_details + first, then the private top-level counters the Usage constructor mirrors cache tokens onto for + providers/callers that bypass the details.""" + parsed: Final = parse_prompt_tokens_details(usage) if usage.prompt_tokens_details is not None else None + parsed_read: Final = parsed["cache_hit_tokens"] if parsed is not None else 0 + parsed_creation: Final = parsed["cache_creation_tokens"] if parsed is not None else 0 + return ( + parsed_read or _coerce_token_count(getattr(usage, "_cache_read_input_tokens", 0)), + parsed_creation or _coerce_token_count(getattr(usage, "_cache_creation_input_tokens", 0)), + parsed["cache_creation_token_details"] if parsed is not None else None, + ) + + +def _custom_pricing_rates(custom_cost_per_token: CostPerToken) -> BilledTokenRates: + """Flat custom pricing has no tiers, uplifts or reasoning rate: cache tokens bill at the configured + cache rates (else the input rate) and reasoning at the output rate, as _cost_per_token_custom_pricing_helper does.""" + input_rate: Final = custom_cost_per_token["input_cost_per_token"] + output_rate: Final = custom_cost_per_token["output_cost_per_token"] + cache_creation_rate: Final = custom_cost_per_token.get("cache_creation_input_token_cost", input_rate) + return BilledTokenRates( + input_cost_per_token=input_rate, + output_cost_per_token=output_rate, + cache_read_input_token_cost=custom_cost_per_token.get("cache_read_input_token_cost", input_rate), + cache_creation_input_token_cost=cache_creation_rate, + cache_creation_input_token_cost_above_1hr=cache_creation_rate, + output_cost_per_reasoning_token=output_rate, + ) + + +def _cost_map_billed_rates( + model_info: ModelInfo, usage: Usage, - service_tier: str | None = None, - data_residency: str | None = None, - vertex_location: str | None = None, - current_time: datetime | None = None, -) -> TokenTypeCostBreakdown: - """ - Provider-agnostic cost of reasoning and cache tokens, derived from the usage - object and model pricing alone. - - This works for every provider, including Perplexity/Cerebras/Dashscope whose - cost calculators bypass ``generic_cost_per_token``, because cache tokens always - land on ``prompt_tokens_details`` (via the Usage constructor and provider - transformations) and reasoning tokens on ``completion_tokens_details``. It reuses - the same rate-resolution primitives as the total-cost path so the breakdown can - never drift from the totals. Returns zeros (never raises) when the model or its - pricing cannot be resolved. - """ - try: - model_info: Final = get_model_info(model=model, custom_llm_provider=custom_llm_provider) - except Exception: - return TokenTypeCostBreakdown(0.0, 0.0, 0.0) - - billing_time: Final = current_time if current_time is not None else datetime.now(timezone.utc) + custom_llm_provider: str | None, + service_tier: str | None, + data_residency: str | None, + vertex_location: str | None, + current_time: datetime | None, +) -> BilledTokenRates: + billing_time: Final = current_time if current_time is not None else current_billing_time() ( - _prompt_base_cost, + prompt_base_cost, completion_base_cost, cache_creation_cost_rate, cache_creation_cost_above_1hr_rate, @@ -1356,13 +1406,6 @@ def get_token_type_cost_breakdown( current_time=billing_time, threshold_is_inclusive=_uses_inclusive_token_thresholds(custom_llm_provider), ) - - reasoning_tokens = ( - parse_completion_tokens_details(usage)["reasoning_tokens"] if usage.completion_tokens_details is not None else 0 - ) - if not reasoning_tokens: - reasoning_tokens = _coerce_token_count(getattr(usage, "reasoning_tokens", 0)) - reasoning_rate: Final = _resolve_billed_reasoning_rate( model_info=model_info, usage=usage, @@ -1370,57 +1413,103 @@ def get_token_type_cost_breakdown( completion_base_cost=completion_base_cost, current_time=billing_time, ) - reasoning_cost = float(reasoning_tokens) * reasoning_rate + multiplier: Final = ( + _get_regional_uplift_multiplier(model_info, data_residency) + * get_vertex_regional_endpoint_uplift(model_info, vertex_location) + * get_provider_specific_geo_multiplier(model_info=model_info, usage=usage) + ) + return BilledTokenRates( + input_cost_per_token=prompt_base_cost, + output_cost_per_token=completion_base_cost, + cache_read_input_token_cost=cache_read_cost_rate, + cache_creation_input_token_cost=cache_creation_cost_rate, + cache_creation_input_token_cost_above_1hr=cache_creation_cost_above_1hr_rate, + output_cost_per_reasoning_token=reasoning_rate, + ).scaled(multiplier) - cache_read_tokens = 0 - cache_creation_tokens = 0 - cache_creation_token_details: CacheCreationTokenDetails | None = None - if usage.prompt_tokens_details is not None: - prompt_tokens_details: Final = parse_prompt_tokens_details(usage) - cache_read_tokens = prompt_tokens_details["cache_hit_tokens"] - cache_creation_tokens = prompt_tokens_details["cache_creation_tokens"] - cache_creation_token_details = prompt_tokens_details["cache_creation_token_details"] - # Fall back to the private top-level counters the Usage constructor mirrors cache - # tokens onto, so providers/callers that bypass prompt_tokens_details are covered. - if not cache_read_tokens: - cache_read_tokens = _coerce_token_count(getattr(usage, "_cache_read_input_tokens", 0)) - if not cache_creation_tokens: - cache_creation_tokens = _coerce_token_count(getattr(usage, "_cache_creation_input_tokens", 0)) - cache_read_cost = float(cache_read_tokens) * cache_read_cost_rate - cache_creation_cost = calculate_cache_writing_cost( - cache_creation_tokens=cache_creation_tokens, - cache_creation_token_details=cache_creation_token_details, - cache_creation_cost_above_1hr=cache_creation_cost_above_1hr_rate, - cache_creation_cost=cache_creation_cost_rate, +def get_billed_token_rates( + model: str, + custom_llm_provider: str | None, + usage: Usage, + service_tier: str | None = None, + data_residency: str | None = None, + vertex_location: str | None = None, + current_time: datetime | None = None, + custom_cost_per_token: CostPerToken | None = None, +) -> BilledTokenRates | None: + """Rates the cost calculator bills ``usage`` at, resolved exactly as the totals and the token-type + breakdown resolve them. None when the model's pricing cannot be resolved.""" + if custom_cost_per_token is not None: + return _custom_pricing_rates(custom_cost_per_token) + try: + model_info: Final = get_model_info(model=model, custom_llm_provider=custom_llm_provider) + except Exception: # noqa: BLE001 # get_model_info raises a bare Exception for an unmapped model: no rates + return None + return _cost_map_billed_rates( + model_info=model_info, + usage=usage, + custom_llm_provider=custom_llm_provider, + service_tier=service_tier, + data_residency=data_residency, + vertex_location=vertex_location, + current_time=current_time, ) - # Apply the same flat regional-processing uplift the totals get, so per-type - # costs stay reconciled with input_cost/output_cost for regionalized OpenAI hosts. - uplift: Final = _get_regional_uplift_multiplier(model_info, data_residency) - if uplift != 1.0: - reasoning_cost *= uplift - cache_read_cost *= uplift - cache_creation_cost *= uplift - vertex_uplift: Final = get_vertex_regional_endpoint_uplift(model_info, vertex_location) - if vertex_uplift != 1.0: - reasoning_cost *= vertex_uplift - cache_read_cost *= vertex_uplift - cache_creation_cost *= vertex_uplift +def get_token_type_cost_breakdown( + model: str, + custom_llm_provider: str | None, + usage: Usage, + service_tier: str | None = None, + data_residency: str | None = None, + vertex_location: str | None = None, + current_time: datetime | None = None, + custom_cost_per_token: CostPerToken | None = None, +) -> TokenTypeCostBreakdown: + """ + Provider-agnostic cost of reasoning and cache tokens, derived from the usage + object and model pricing alone. - # Mirror the provider-specific geo uplift (e.g. Anthropic us: 1.1) the totals - # apply, so cache and reasoning line items stay reconciled with them. - geo_multiplier: Final = get_provider_specific_geo_multiplier(model_info=model_info, usage=usage) - if geo_multiplier != 1.0: - reasoning_cost *= geo_multiplier - cache_read_cost *= geo_multiplier - cache_creation_cost *= geo_multiplier + This works for every provider, including Perplexity/Cerebras/Dashscope whose + cost calculators bypass ``generic_cost_per_token``, because cache tokens always + land on ``prompt_tokens_details`` (via the Usage constructor and provider + transformations) and reasoning tokens on ``completion_tokens_details``. It reuses + the same rate resolution as the total-cost path (``get_billed_token_rates``) so the + breakdown can never drift from the totals. A deployment billed by + ``custom_cost_per_token`` is priced from those flat rates instead of the cost map and, + like its totals, bills cache writes flat rather than by their 5m/1h split. + Returns zeros (never raises) when the model or its pricing cannot be resolved. + """ + rates: Final = get_billed_token_rates( + model=model, + custom_llm_provider=custom_llm_provider, + usage=usage, + service_tier=service_tier, + data_residency=data_residency, + vertex_location=vertex_location, + current_time=current_time, + custom_cost_per_token=custom_cost_per_token, + ) + if rates is None: + return TokenTypeCostBreakdown(0.0, 0.0, 0.0) + cache_read_tokens, cache_creation_tokens, cache_creation_token_details = _cache_token_counts(usage) + cache_creation_cost: Final = ( + float(cache_creation_tokens) * rates.cache_creation_input_token_cost + if custom_cost_per_token is not None + else calculate_cache_writing_cost( + cache_creation_tokens=cache_creation_tokens, + cache_creation_token_details=cache_creation_token_details, + cache_creation_cost_above_1hr=rates.cache_creation_input_token_cost_above_1hr, + cache_creation_cost=rates.cache_creation_input_token_cost, + ) + ) return TokenTypeCostBreakdown( - reasoning_cost=reasoning_cost, - cache_read_cost=cache_read_cost, + reasoning_cost=float(_reasoning_token_count(usage)) * rates.output_cost_per_reasoning_token, + cache_read_cost=float(cache_read_tokens) * rates.cache_read_input_token_cost, cache_creation_cost=cache_creation_cost, + rates=rates, ) diff --git a/litellm/litellm_core_utils/streaming_chunk_builder_utils.py b/litellm/litellm_core_utils/streaming_chunk_builder_utils.py index f30a8e5f8bd..90698296142 100644 --- a/litellm/litellm_core_utils/streaming_chunk_builder_utils.py +++ b/litellm/litellm_core_utils/streaming_chunk_builder_utils.py @@ -24,6 +24,7 @@ from litellm.types.utils import ( Choices, CompletionTokensDetails, CompletionTokensDetailsWrapper, + Delta, Function, FunctionCall, ModelResponse, @@ -326,6 +327,18 @@ class ChunkProcessor: return chunk_id return "" + @staticmethod + def _get_role_from_chunks(chunks: Sequence["_BaseChunk"]) -> str: + return ChunkProcessor._role_of_choice(next((c["choices"][0] for c in chunks if c.get("choices")), None)) + + @staticmethod + def _role_of_choice(choice: object) -> str: + match choice: + case StreamingChoices(delta=Delta(role=str() as role)) | {"delta": {"role": str() as role}} if role: + return role + case _: + return "assistant" + @staticmethod def _get_model_from_chunks(chunks: Sequence["_BaseChunk"], first_chunk_model: str) -> str: """ @@ -353,8 +366,7 @@ class ChunkProcessor: model: Final = ChunkProcessor._get_model_from_chunks(chunks, first_chunk_model) system_fingerprint: Final = chunk.get("system_fingerprint", None) - first_chunk_with_choices: Final = next((c for c in chunks if c.get("choices")), chunk) - role: Final = first_chunk_with_choices["choices"][0]["delta"]["role"] + role: Final = ChunkProcessor._get_role_from_chunks(chunks) finish_reason = "stop" for chunk in chunks: if "choices" in chunk and len(chunk["choices"]) > 0: diff --git a/litellm/llms/anthropic/experimental_pass_through/utils.py b/litellm/llms/anthropic/experimental_pass_through/utils.py index 55fe9c47faf..335a0e5641d 100644 --- a/litellm/llms/anthropic/experimental_pass_through/utils.py +++ b/litellm/llms/anthropic/experimental_pass_through/utils.py @@ -3,6 +3,8 @@ from collections.abc import Mapping from types import MappingProxyType from typing import TYPE_CHECKING, Final +from pydantic import BaseModel, ConfigDict, ValidationError + import litellm from litellm.types.utils import ModelInfo @@ -21,10 +23,27 @@ _EFFORT_DEGRADATION_CHAIN: Final[Mapping[str, tuple[str, ...]]] = MappingProxyTy _THINKING_OFF: Final = "none" +class _ClaudeCodeUserId(BaseModel): + """The JSON Claude Code packs into ``metadata.user_id``; only ``session_id`` is per conversation.""" + + model_config = ConfigDict(frozen=True) + + session_id: str + + def prompt_cache_key_from_user_id(user_id: object) -> str | None: - if user_id is None: + """The per-session key Claude Code carries inside ``metadata.user_id``, or nothing. + + Anthropic defines ``user_id`` as an opaque end-user id, so a plain string names a person, not + a conversation. Keying the provider cache on it pins every parallel session and subagent of that + person to one slot, which caches worse than the provider's own prompt-prefix hashing does. + """ + if not isinstance(user_id, str): + return None + try: + return _ClaudeCodeUserId.model_validate_json(user_id).session_id[:OPENAI_MAX_PROMPT_CACHE_KEY_LENGTH] or None + except ValidationError: return None - return str(user_id)[:OPENAI_MAX_PROMPT_CACHE_KEY_LENGTH] or None def litellm_logging_obj_from_kwargs(kwargs: Mapping[str, object]) -> "LiteLLMLoggingObject | None": diff --git a/litellm/llms/azure/audio_transcriptions.py b/litellm/llms/azure/audio_transcriptions.py index 4a5ed2ccb0c..564ec94ba6b 100644 --- a/litellm/llms/azure/audio_transcriptions.py +++ b/litellm/llms/azure/audio_transcriptions.py @@ -37,6 +37,7 @@ class AzureAudioTranscription(AzureChatCompletion): azure_ad_token: str | None = None, atranscription: bool = False, litellm_params: dict | None = None, + custom_llm_provider: str = "azure", ) -> TranscriptionResponse | Coroutine[Any, Any, TranscriptionResponse]: data: Final = {"model": model, "file": audio_file, **optional_params} @@ -53,6 +54,7 @@ class AzureAudioTranscription(AzureChatCompletion): logging_obj=logging_obj, model=model, litellm_params=litellm_params, + custom_llm_provider=custom_llm_provider, ) azure_client: Final = self.get_azure_openai_client( @@ -99,7 +101,7 @@ class AzureAudioTranscription(AzureChatCompletion): additional_args={"complete_input_dict": data}, original_response=stringified_response, ) - hidden_params: Final = {"model": model, "custom_llm_provider": "azure"} + hidden_params: Final = {"model": model, "custom_llm_provider": custom_llm_provider} final_response: Final[TranscriptionResponse] = convert_to_model_response_object( response_object=stringified_response, model_response_object=model_response, @@ -122,6 +124,7 @@ class AzureAudioTranscription(AzureChatCompletion): client=None, max_retries=None, litellm_params: dict | None = None, + custom_llm_provider: str = "azure", ) -> TranscriptionResponse: response = None try: @@ -178,7 +181,7 @@ class AzureAudioTranscription(AzureChatCompletion): }, original_response=stringified_response, ) - hidden_params: Final = {"model": model, "custom_llm_provider": "azure"} + hidden_params: Final = {"model": model, "custom_llm_provider": custom_llm_provider} response = convert_to_model_response_object( _response_headers=headers, response_object=stringified_response, diff --git a/litellm/llms/azure_ai/cost_calculator.py b/litellm/llms/azure_ai/cost_calculator.py index 95f536296a2..5934525eca3 100644 --- a/litellm/llms/azure_ai/cost_calculator.py +++ b/litellm/llms/azure_ai/cost_calculator.py @@ -11,7 +11,7 @@ from litellm.types.utils import Usage from litellm.utils import get_model_info -def _is_azure_model_router(model: str) -> bool: +def is_azure_model_router(model: str) -> bool: """ Check if the model is Azure AI Foundry Model Router. @@ -31,6 +31,18 @@ def _is_azure_model_router(model: str) -> bool: return "model-router" in model_lower or "model_router" in model_lower or model_lower == "azure-model-router" +ROUTER_FEE_ENTRY_NAMES: Final = frozenset({"model-router", "model_router"}) + + +def is_router_fee_entry(model: str) -> bool: + return model.lower().removeprefix("azure_ai/") in ROUTER_FEE_ENTRY_NAMES + + +def _router_fee_entry_name(model: str) -> str: + entry_name: Final = model.lower().removeprefix("azure_ai/") + return entry_name if entry_name in ROUTER_FEE_ENTRY_NAMES else "model_router" + + def calculate_azure_model_router_flat_cost(model: str, prompt_tokens: int) -> float: """ Calculate the flat cost for Azure AI Foundry Model Router. @@ -42,20 +54,39 @@ def calculate_azure_model_router_flat_cost(model: str, prompt_tokens: int) -> fl Returns: float: The flat cost in USD, or 0.0 if not applicable """ - if not _is_azure_model_router(model): + if not is_azure_model_router(model): return 0.0 - - # Get the model router pricing from model_prices_and_context_window.json - # Use "model_router" as the key (without actual model name suffix) - model_info: Final = get_model_info(model="model_router", custom_llm_provider="azure_ai") + model_info: Final = get_model_info(model=_router_fee_entry_name(model), custom_llm_provider="azure_ai") router_flat_cost_per_token: Final = model_info.get("input_cost_per_token", 0) - if router_flat_cost_per_token and router_flat_cost_per_token > 0: return prompt_tokens * router_flat_cost_per_token - return 0.0 +def _response_model_cost(model: str, usage: Usage, service_tier: str | None) -> tuple[float, float]: + try: + return generic_cost_per_token( + model=model, usage=usage, custom_llm_provider="azure_ai", service_tier=service_tier + ) + except Exception as e: + if not is_azure_model_router(model): + raise + verbose_logger.debug( + "Azure AI Model Router: model '%s' not in cost map, only the routing fee applies. Error: %s", model, e + ) + return 0.0, 0.0 + + +def _router_fee_name(model: str, request_model: str | None) -> str | None: + if is_router_fee_entry(model): + return None + if is_azure_model_router(model): + return model + if request_model is not None and is_azure_model_router(request_model): + return request_model + return None + + def cost_per_token( model: str, usage: Usage, @@ -64,68 +95,31 @@ def cost_per_token( service_tier: str | None = None, ) -> tuple[float, float]: """ - Calculate the cost per token for Azure AI models. + Price the response model's own tokens for Azure AI, plus the Model Router fee exactly once when either the + priced name or request_model is a Model Router name. - For Azure AI Foundry Model Router: - - Adds a flat cost of $0.14 per million input tokens (from model_prices_and_context_window.json) - - Plus the cost of the actual model used (handled by generic_cost_per_token) + A response priced as the router entry itself already carries the fee, so nothing is added on top of it. A + router deployment name that is missing from the cost map prices at the fee alone. + + completion_cost passes only the priced name: when that name is a routed model it adds the fee itself through + AzureModelRouterConfig.calculate_additional_costs as the "Azure Model Router Flat Cost" line of the cost + breakdown, and when the name is router-shaped the fee is already in the prompt cost returned here. Args: model: str, the model name without provider prefix (from response) usage: LiteLLM Usage block response_time_ms: Optional response time in milliseconds - request_model: Optional[str], the original request model name (to detect router usage) + request_model: Optional[str], the original request model name; a Model Router name adds the routing fee + service_tier: Optional service tier the request was priced on Returns: Tuple[float, float] - prompt_cost_in_usd, completion_cost_in_usd Raises: - ValueError: If the model is not found in the cost map and cost cannot be calculated - (except for Model Router models where we return just the routing flat cost) + ValueError: If a model that is not a Model Router name is missing from the cost map """ - prompt_cost = 0.0 - completion_cost = 0.0 - - # Determine if this was a model router request - # Check both the response model and the request model - is_router_request: Final = _is_azure_model_router(model) or ( - request_model is not None and _is_azure_model_router(request_model) - ) - - # Calculate base cost using generic cost calculator - # This may raise an exception if the model is not in the cost map - try: - prompt_cost, completion_cost = generic_cost_per_token( - model=model, - usage=usage, - custom_llm_provider="azure_ai", - service_tier=service_tier, - ) - except Exception as e: - # For Model Router, the model name (e.g., "azure-model-router") may not be in the cost map - # because it's a routing service, not an actual model. In this case, we continue - # to calculate just the routing flat cost. - if not _is_azure_model_router(model): - # Re-raise for non-router models - they should have pricing defined - raise - verbose_logger.debug( - "Azure AI Model Router: model '%s' not in cost map, calculating routing flat cost only. Error: %s", model, e - ) - - # Add flat cost for Azure Model Router - # The flat cost is defined in model_prices_and_context_window.json for azure_ai/model_router - if is_router_request: - # Use the request model for flat cost calculation if available, otherwise use response model - router_model_for_calc: Final = request_model if request_model else model - router_flat_cost: Final = calculate_azure_model_router_flat_cost(router_model_for_calc, usage.prompt_tokens) - - if router_flat_cost > 0: - verbose_logger.debug( - f"Azure AI Model Router flat cost: ${router_flat_cost:.6f} " - f"({usage.prompt_tokens} tokens × ${router_flat_cost / usage.prompt_tokens:.9f}/token)" - ) - - # Add flat cost to prompt cost - prompt_cost += router_flat_cost - - return prompt_cost, completion_cost + prompt_cost, completion_cost = _response_model_cost(model=model, usage=usage, service_tier=service_tier) + fee_name: Final = _router_fee_name(model=model, request_model=request_model) + if fee_name is None: + return prompt_cost, completion_cost + return prompt_cost + calculate_azure_model_router_flat_cost(fee_name, usage.prompt_tokens), completion_cost diff --git a/litellm/llms/bedrock/files/transformation.py b/litellm/llms/bedrock/files/transformation.py index 33b27943ad8..9875ac2b9c3 100644 --- a/litellm/llms/bedrock/files/transformation.py +++ b/litellm/llms/bedrock/files/transformation.py @@ -7,13 +7,13 @@ from contextlib import suppress from functools import cache from itertools import chain from types import MappingProxyType -from typing import Any, Final, TypeAlias, TypedDict +from typing import Any, Final, Literal, TypeAlias, TypedDict from urllib.parse import unquote import httpx from httpx import Headers, Response from openai.types.file_deleted import FileDeleted -from pydantic import BaseModel, ConfigDict, TypeAdapter +from pydantic import BaseModel, ConfigDict, Field, TypeAdapter from typing_extensions import ReadOnly from litellm._logging import verbose_logger @@ -60,11 +60,12 @@ from litellm.utils import get_llm_provider from ..base_aws_llm import BaseAWSLLM from ..common_utils import BedrockError, merge_bedrock_aws_request_params, resolve_s3_encryption_key_id -# litellm_params key used to hand the SigV4-signed GET headers from -# `transform_file_content_request` to `validate_environment` (the only hook -# the shared file-content HTTP handler exposes for setting request headers). -# Same pattern as the `upload_url` handoff in `transform_create_file_request`. -S3_SIGNED_GET_HEADERS_PARAM: Final = "_s3_signed_get_headers" +S3_SIGNED_REQUEST_HEADERS_PARAM: Final = "_s3_signed_request_headers" + + +class _S3DeleteContext(BaseModel): + file_id: str = Field(min_length=1) + # litellm_params key carrying the size of the body uploaded to S3, handed from # `transform_create_file_request` to `transform_create_file_response`. @@ -291,7 +292,7 @@ class BedrockFilesConfig(BaseAWSLLM, BaseFilesConfig): ) -> dict: result: Final[dict[str, object]] = {} result.update(headers) - signed_headers: Final = litellm_params.pop(S3_SIGNED_GET_HEADERS_PARAM, None) + signed_headers: Final = litellm_params.pop(S3_SIGNED_REQUEST_HEADERS_PARAM, None) if isinstance(signed_headers, Mapping): result.update(signed_headers) # any-ok: untyped handoff headers # otherwise no extra headers - AWS credentials are handled by BaseAWSLLM @@ -1187,18 +1188,27 @@ class BedrockFilesConfig(BaseAWSLLM, BaseFilesConfig): def transform_delete_file_request( self, file_id: str, - optional_params: dict, - litellm_params: dict, - ) -> tuple[str, dict]: - raise NotImplementedError("BedrockFilesConfig does not support file deletion") + optional_params: Mapping[str, object], + litellm_params: MutableMapping[str, object], + ) -> tuple[str, dict[str, str]]: + return self._transform_s3_file_request( + file_id=file_id, method="DELETE", optional_params=optional_params, litellm_params=litellm_params + ) def transform_delete_file_response( self, raw_response: httpx.Response, logging_obj: LiteLLMLoggingObj, - litellm_params: dict, + litellm_params: Mapping[str, object], ) -> FileDeleted: - raise NotImplementedError("BedrockFilesConfig does not support file deletion") + if raw_response.status_code != 204: + raise BedrockError( + status_code=raw_response.status_code if raw_response.status_code >= 400 else 502, + message=raw_response.text or f"S3 file deletion returned HTTP {raw_response.status_code}", + headers=raw_response.headers, + ) + context: Final = _S3DeleteContext.model_validate(logging_obj.model_call_details.get("additional_args")) + return FileDeleted(id=context.file_id, deleted=True, object="file") def transform_list_files_request( self, @@ -1233,6 +1243,18 @@ class BedrockFilesConfig(BaseAWSLLM, BaseFilesConfig): if not file_id: raise ValueError("file_id is required for Bedrock file content retrieval") + return self._transform_s3_file_request( + file_id=file_id, method="GET", optional_params=optional_params, litellm_params=litellm_params + ) + + def _transform_s3_file_request( + self, + *, + file_id: str, + method: Literal["GET", "DELETE"], + optional_params: Mapping[str, object], + litellm_params: MutableMapping[str, object], + ) -> tuple[str, dict[str, str]]: s3_uri: Final = extract_s3_uri_from_file_id(file_id) bucket_name, object_key = _validate_file_id_against_configured_buckets( s3_uri=s3_uri, @@ -1240,40 +1262,32 @@ class BedrockFilesConfig(BaseAWSLLM, BaseFilesConfig): allow_legacy_cloud_file_ids=should_allow_legacy_cloud_file_ids(litellm_params), ) - # The shared file-content handler passes optional_params={}, so AWS - # credentials/region arrive via litellm_params here (unlike the upload - # path). s3_region_name wins over aws_region_name, same priority as - # get_complete_file_url above. - merged_params: Final[dict[str, object]] = {} - merged_params.update(litellm_params) - merged_params.update(optional_params) - request_params: Final = _BedrockS3RequestParams.model_validate(merged_params) + request_params: Final = _BedrockS3RequestParams.model_validate({**litellm_params, **optional_params}) region_preference: Final = request_params.s3_region_name or request_params.aws_region_name region_params: Final[dict[str, str | None]] = {"aws_region_name": region_preference} aws_region_name: Final = self._get_aws_region_name(optional_params=region_params, model="") - s3_endpoint_url = ( + s3_endpoint_url: Final = ( request_params.s3_endpoint_url or f"https://s3.{aws_region_name}.{get_aws_dns_suffix(aws_region_name)}" ).rstrip("/") url: Final = f"{s3_endpoint_url}/{bucket_name}/{encode_s3_object_key_for_url(object_key)}" - litellm_params[S3_SIGNED_GET_HEADERS_PARAM] = self._sign_s3_get_request( + litellm_params[S3_SIGNED_REQUEST_HEADERS_PARAM] = self._sign_s3_request_without_body( api_base=url, aws_region_name=aws_region_name, request_params=request_params, + method=method, ) return url, {} - def _sign_s3_get_request( + def _sign_s3_request_without_body( self, api_base: str, aws_region_name: str, request_params: _BedrockS3RequestParams, + method: Literal["GET", "DELETE"] = "GET", ) -> dict[str, str]: - """ - SigV4-sign an S3 GetObject request, mirroring `_sign_s3_request` (PUT). - """ try: import hashlib @@ -1297,7 +1311,7 @@ class BedrockFilesConfig(BaseAWSLLM, BaseFilesConfig): empty_body_hash: Final = hashlib.sha256(b"").hexdigest() aws_request: Final = AWSRequest( # any-ok: botocore AWSRequest is untyped - method="GET", + method=method, url=api_base, headers={"x-amz-content-sha256": empty_body_hash}, ) diff --git a/litellm/llms/custom_httpx/llm_http_handler.py b/litellm/llms/custom_httpx/llm_http_handler.py index 7587b963a38..84b03e1955a 100644 --- a/litellm/llms/custom_httpx/llm_http_handler.py +++ b/litellm/llms/custom_httpx/llm_http_handler.py @@ -579,7 +579,7 @@ class BaseLLMHTTPHandler: data: dict[str, object], # mutable-ok: async_completion takes dict signed_headers: dict[str, object], # mutable-ok: async_completion takes dict signed_json_body: bytes | None, - ): + ) -> Coroutine[object, object, ModelResponse | CustomStreamWrapper]: async_client: Final = client if isinstance(client, AsyncHTTPHandler) else None if stream is True: return self.acompletion_stream_function( @@ -626,7 +626,7 @@ class BaseLLMHTTPHandler: if acompletion is True and provider_config.uses_async_transform_request: - async def transform_then_dispatch(): + async def transform_then_dispatch() -> ModelResponse | CustomStreamWrapper: transformed: Final = cast( # cast-ok: async_transform_request is declared as a bare dict "dict[str, object]", await provider_config.async_transform_request( diff --git a/litellm/llms/fireworks_ai/responses/transformation.py b/litellm/llms/fireworks_ai/responses/transformation.py index fb0587553d4..f7dd774ea18 100644 --- a/litellm/llms/fireworks_ai/responses/transformation.py +++ b/litellm/llms/fireworks_ai/responses/transformation.py @@ -1,10 +1,10 @@ -from collections.abc import Mapping +from collections.abc import Mapping, Sequence from types import MappingProxyType from typing import TYPE_CHECKING, Final from urllib.parse import unquote import httpx -from openai.types.responses import EasyInputMessageParam, ResponseInputItemParam +from openai.types.responses import EasyInputMessageParam, ResponseInputContentParam, ResponseInputItemParam from litellm.llms.fireworks_ai.common_utils import ( resolve_fireworks_api_key, @@ -31,6 +31,17 @@ def _session_params(litellm_params: GenericLiteLLMParams) -> Mapping[str, object ) +_INSTRUCTION_ROLES: Final = frozenset({"system", "developer"}) + + +def _role(item: ResponseInputItemParam) -> str | None: + match item: + case {"role": str(role)}: + return role + case _: + return None + + def _developer_item_as_system(item: ResponseInputItemParam) -> ResponseInputItemParam: if "role" not in item or item["role"] != "developer": return item @@ -43,6 +54,69 @@ def _developer_items_as_system(input: str | ResponseInputParam) -> str | Respons return [_developer_item_as_system(item) for item in input] +def _text_part(part: ResponseInputContentParam) -> str | None: + match part: + case {"type": "input_text", "text": str(text)}: + return text + case _: + return None + + +def _text_only_content(item: ResponseInputItemParam) -> str | None: + match item: + case {"role": "system" | "developer", "content": str(text)}: + return text + case {"role": "system" | "developer", "content": [*parts]}: + texts: Final = tuple(map(_text_part, parts)) + return None if any(text is None for text in texts) else "\n\n".join(text for text in texts if text) + case _: + return None + + +def _leading_instruction_block_length(roles: Sequence[str | None]) -> int: + return next((index for index, role in enumerate(roles) if role not in _INSTRUCTION_ROLES), len(roles)) + + +def _closing_instruction_block_start(roles: Sequence[str | None], leading_length: int) -> int: + last_conversation_index: Final = next( + (index for index in range(len(roles) - 1, leading_length - 1, -1) if roles[index] not in _INSTRUCTION_ROLES), + None, + ) + if last_conversation_index is None or roles[last_conversation_index] != "assistant": + return len(roles) + return last_conversation_index + 1 + + +def _hoisted_indices(roles: Sequence[str | None]) -> tuple[int, ...]: + leading_length: Final = _leading_instruction_block_length(roles) + closing_start: Final = _closing_instruction_block_start(roles, leading_length) + return tuple( + index for index, role in enumerate(roles[:closing_start]) if index < leading_length or role == "developer" + ) + + +def _with_instruction_items_folded( + input: str | ResponseInputParam, instructions: str | None +) -> tuple[str | None, str | ResponseInputParam]: + if isinstance(input, str): + return instructions, input + items: Final = tuple(input) + folded: Final = MappingProxyType( + { + index: text + for index in _hoisted_indices(tuple(map(_role, items))) + if (text := _text_only_content(items[index])) is not None + } + ) + joined: Final = "\n\n".join(chunk for chunk in (instructions, *folded.values()) if chunk) + return ( + instructions if not folded else joined or None, + [ # mutable-ok: the base class takes the input items as a list + _developer_item_as_system(item) for index, item in enumerate(items) if index not in folded + ], + ) + + class FireworksAIResponsesAPIConfig(OpenAIResponsesAPIConfig): @property def custom_llm_provider(self) -> LlmProviders: @@ -68,9 +142,6 @@ class FireworksAIResponsesAPIConfig(OpenAIResponsesAPIConfig): base: Final = (api_base or get_secret_str("FIREWORKS_API_BASE") or FIREWORKS_AI_DEFAULT_API_BASE).rstrip("/") return f"{base}/responses" - def _validate_input_param(self, input: str | ResponseInputParam) -> str | ResponseInputParam: - return _developer_items_as_system(super()._validate_input_param(input)) - def transform_responses_api_request( self, model: str, @@ -79,10 +150,25 @@ class FireworksAIResponsesAPIConfig(OpenAIResponsesAPIConfig): litellm_params: GenericLiteLLMParams, headers: dict, # mutable-ok: overrides the base class signature ) -> dict: # mutable-ok: overrides the base class signature + instructions_param: Final[object] = response_api_optional_request_params.get("instructions") + validated_input: Final = self._validate_input_param(input) + instructions, folded_input = ( + _with_instruction_items_folded(validated_input, instructions_param) + if isinstance(instructions_param, str | None) + else (instructions_param, _developer_items_as_system(validated_input)) + ) + instruction_entries: Final = () if instructions is None else (("instructions", instructions),) + folded_params: Final = { # mutable-ok: the base class takes the optional params as a dict + key: value + for key, value in ( + *((key, value) for key, value in response_api_optional_request_params.items() if key != "instructions"), + *instruction_entries, + ) + } return super().transform_responses_api_request( model=resolve_fireworks_resource_name(model), - input=input, - response_api_optional_request_params=response_api_optional_request_params, + input=folded_input, + response_api_optional_request_params=folded_params, litellm_params=litellm_params, headers=headers, ) diff --git a/litellm/main.py b/litellm/main.py index a72a17899a9..4a44043cac8 100644 --- a/litellm/main.py +++ b/litellm/main.py @@ -7805,6 +7805,7 @@ def transcription( azure_ad_token=azure_ad_token, max_retries=max_retries, litellm_params=litellm_params_dict, + custom_llm_provider=custom_llm_provider, ) elif custom_llm_provider == "openai" or (custom_llm_provider in litellm.openai_compatible_providers): api_base = ( diff --git a/litellm/model_prices_and_context_window_backup.json b/litellm/model_prices_and_context_window_backup.json index 7784ed2a6ac..54ebdc85be9 100644 --- a/litellm/model_prices_and_context_window_backup.json +++ b/litellm/model_prices_and_context_window_backup.json @@ -3626,6 +3626,79 @@ "supports_xhigh_reasoning_effort": true, "supports_minimal_reasoning_effort": false }, + "azure_ai/gpt-chat-latest": { + "cache_read_input_token_cost": 5e-07, + "deprecation_date": "2026-12-02", + "input_cost_per_token": 5e-06, + "litellm_provider": "azure_ai", + "max_input_tokens": 272000, + "max_output_tokens": 128000, + "max_tokens": 128000, + "mode": "chat", + "output_cost_per_token": 3e-05, + "source": "https://azure.microsoft.com/en-us/pricing/details/cognitive-services/openai-service/", + "supported_endpoints": [ + "/v1/chat/completions", + "/v1/responses" + ], + "supported_modalities": [ + "text", + "image" + ], + "supported_output_modalities": [ + "text" + ], + "supports_function_calling": true, + "supports_native_streaming": true, + "supports_parallel_function_calling": true, + "supports_pdf_input": true, + "supports_prompt_caching": true, + "supports_reasoning": true, + "supports_response_schema": true, + "supports_system_messages": true, + "supports_tool_choice": true, + "supports_vision": true, + "supports_web_search": true + }, + "azure_ai/codex-mini": { + "cache_read_input_token_cost": 3.75e-07, + "deprecation_date": "2026-11-15", + "input_cost_per_token": 1.5e-06, + "litellm_provider": "azure_ai", + "max_input_tokens": 200000, + "max_output_tokens": 100000, + "max_tokens": 100000, + "mode": "responses", + "output_cost_per_token": 6e-06, + "source": "https://azure.microsoft.com/en-us/pricing/details/cognitive-services/openai-service/", + "supported_endpoints": [ + "/v1/responses" + ], + "supported_modalities": [ + "text", + "image" + ], + "supported_output_modalities": [ + "text" + ], + "supports_function_calling": true, + "supports_parallel_function_calling": true, + "supports_pdf_input": true, + "supports_prompt_caching": true, + "supports_reasoning": true, + "supports_response_schema": true, + "supports_system_messages": true, + "supports_tool_choice": true, + "supports_vision": true + }, + "azure_ai/whisper": { + "deprecation_date": "2026-12-15", + "input_cost_per_second": 0.0001, + "litellm_provider": "azure_ai", + "mode": "audio_transcription", + "output_cost_per_second": 0.0001, + "source": "https://azure.microsoft.com/en-us/pricing/details/cognitive-services/openai-service/" + }, "azure_ai/gpt-5.5-2026-04-23": { "cache_read_input_token_cost": 5e-07, "cache_read_input_token_cost_above_272k_tokens": 1e-06, @@ -4029,13 +4102,29 @@ "supports_minimal_reasoning_effort": false }, "azure_ai/model_router": { + "deprecation_date": "2027-05-20", "input_cost_per_token": 1.4e-07, "output_cost_per_token": 0, "litellm_provider": "azure_ai", + "max_input_tokens": 200000, + "max_output_tokens": 32768, + "max_tokens": 32768, "mode": "chat", "source": "https://azure.microsoft.com/en-us/pricing/details/ai-foundry-models/aoai/", "comment": "Flat cost of $0.14 per M input tokens for Azure AI Foundry Model Router infrastructure. Use pattern: azure_ai/model_router/ where deployment-name is your Azure deployment (e.g., azure-model-router)" }, + "azure_ai/model-router": { + "deprecation_date": "2027-05-20", + "input_cost_per_token": 1.4e-07, + "output_cost_per_token": 0, + "litellm_provider": "azure_ai", + "max_input_tokens": 200000, + "max_output_tokens": 32768, + "max_tokens": 32768, + "mode": "chat", + "source": "https://azure.microsoft.com/en-us/pricing/details/ai-foundry-models/aoai/", + "comment": "Catalog-name twin of azure_ai/model_router: the flat $0.14 per M input tokens is the router's own fee, the routed model is priced on top of it" + }, "azure/eu/gpt-4o-2024-08-06": { "deprecation_date": "2027-04-14", "cache_read_input_token_cost": 1.375e-06, @@ -10347,6 +10436,18 @@ "/v1/ocr" ] }, + "azure_ai/cohere-command-a": { + "input_cost_per_token": 2.5e-06, + "litellm_provider": "azure_ai", + "max_input_tokens": 131072, + "max_output_tokens": 8182, + "max_tokens": 8182, + "mode": "chat", + "output_cost_per_token": 1e-05, + "source": "https://azure.microsoft.com/en-us/pricing/details/ai-foundry-models/cohere/", + "supports_function_calling": true, + "supports_tool_choice": true + }, "azure_ai/doc-intelligence/prebuilt-read": { "litellm_provider": "azure_ai", "ocr_cost_per_page": 0.0015, @@ -10698,6 +10799,41 @@ "supports_vision": true, "supports_web_search": true }, + "azure_ai/grok-4-20-reasoning": { + "cache_read_input_token_cost": 1.25e-06, + "deprecation_date": "2027-04-06", + "input_cost_per_token": 1.25e-06, + "litellm_provider": "azure_ai", + "max_input_tokens": 262000, + "max_output_tokens": 8192, + "max_tokens": 8192, + "mode": "chat", + "output_cost_per_token": 2.5e-06, + "source": "https://azure.microsoft.com/en-us/pricing/details/ai-foundry-models/grok/", + "supports_function_calling": true, + "supports_response_schema": true, + "supports_tool_choice": true, + "supports_vision": true, + "supports_web_search": true, + "supports_reasoning": true + }, + "azure_ai/grok-4-20-non-reasoning": { + "cache_read_input_token_cost": 1.25e-06, + "deprecation_date": "2027-04-06", + "input_cost_per_token": 1.25e-06, + "litellm_provider": "azure_ai", + "max_input_tokens": 262000, + "max_output_tokens": 8192, + "max_tokens": 8192, + "mode": "chat", + "output_cost_per_token": 2.5e-06, + "source": "https://azure.microsoft.com/en-us/pricing/details/ai-foundry-models/grok/", + "supports_function_calling": true, + "supports_response_schema": true, + "supports_tool_choice": true, + "supports_vision": true, + "supports_web_search": true + }, "azure_ai/grok-4-fast-non-reasoning": { "deprecation_date": "2026-05-01", "input_cost_per_token": 2e-07, diff --git a/litellm/proxy/_experimental/mcp_server/mcp_context.py b/litellm/proxy/_experimental/mcp_server/mcp_context.py index 7936edad753..74cc0c900d9 100644 --- a/litellm/proxy/_experimental/mcp_server/mcp_context.py +++ b/litellm/proxy/_experimental/mcp_server/mcp_context.py @@ -21,3 +21,6 @@ _mcp_gateway_initialize_instructions: Final[ContextVar[str | None]] = ContextVar # Per-request scoped server name; set in MCP HTTP/SSE handlers when the path # identifies exactly one upstream server. Never populated from client-supplied headers. _mcp_gateway_server_name: Final[ContextVar[str | None]] = ContextVar("_mcp_gateway_server_name", default=None) + +# Set server-side by the /mcp/proxy route. Never populated from client-supplied headers. +_mcp_proxy_mode: Final[ContextVar[bool]] = ContextVar("_mcp_proxy_mode", default=False) diff --git a/litellm/proxy/_experimental/mcp_server/rest_endpoints.py b/litellm/proxy/_experimental/mcp_server/rest_endpoints.py index 329dddbdf05..5b74caee3a2 100644 --- a/litellm/proxy/_experimental/mcp_server/rest_endpoints.py +++ b/litellm/proxy/_experimental/mcp_server/rest_endpoints.py @@ -3,12 +3,15 @@ import importlib from collections.abc import Awaitable, Callable, Mapping, Sequence from dataclasses import dataclass from datetime import datetime +from traceback import walk_tb from types import MappingProxyType from typing import TYPE_CHECKING, Any, Final, Literal +from uuid import uuid4 import anyio import httpx from fastapi import APIRouter, Depends, HTTPException, Query, Request, status +from pydantic import ValidationError from starlette.datastructures import Headers from litellm._logging import verbose_logger @@ -30,6 +33,8 @@ from litellm.proxy._experimental.mcp_server.faults.list_outcomes import ( list_fault_http_status, outcome_wire_value, ) +from litellm.proxy._experimental.mcp_server.faults.traversal import iter_exception_tree +from litellm.proxy._experimental.mcp_server.oauth_utils import _redact_mcp_resource_url from litellm.proxy._experimental.mcp_server.ui_session_utils import ( acting_user_auth, build_effective_auth_contexts, @@ -78,11 +83,39 @@ _MCP_GUARDRAIL_REJECTIONS: Final = ( def _connection_error_message(exc: BaseException, url: str | None, timeout_seconds: float) -> str: + reference: Final = uuid4().hex + verbose_logger.error( + "MCP connection test failed (reference=%s): %s", + reference, + tuple( + ( + type(cause).__name__, + tuple( + (frame.f_code.co_filename, lineno, frame.f_code.co_name) + for frame, lineno in walk_tb(cause.__traceback__) + ), + ) + for cause in iter_exception_tree(exc) + ), + ) + return next( + ( + message + for cause in iter_exception_tree(exc) + if (message := _known_connection_error_message(cause, url, timeout_seconds)) is not None + ), + "An unexpected error occurred while testing the MCP connection. " + f"Retry; if it persists, share reference {reference} with your gateway administrator.", + ) + + +def _known_connection_error_message(exc: BaseException, url: str | None, timeout_seconds: float) -> str | None: if isinstance(exc, MCPServerURLCredentialsError): return str(exc.detail) if isinstance(exc, TimeoutError): return ( - f"Failed to connect to MCP server: no response from {url or 'the server'} " + "Failed to connect to MCP server: no valid MCP response received from " + f"{_redact_mcp_resource_url(url) or 'the server'} " f"within {timeout_seconds:.0f}s. Check that the LiteLLM proxy can reach this URL " "from its network (DNS, egress rules, firewalls) and that the server answers MCP requests." ) @@ -99,13 +132,45 @@ def _connection_error_message(exc: BaseException, url: str | None, timeout_secon 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 {exc.response.status_code}." - return "Failed to connect to MCP server. Check proxy logs for details." + if isinstance(exc, (httpx.NetworkError, httpx.RemoteProtocolError, ConnectionError)): + return ( + "Failed to connect to MCP server: the connection was interrupted. " + "Check the server and network connection, then retry." + ) + if isinstance(exc, ValueError) and str(exc).startswith("Unexpected content type:"): + return ( + "Failed to connect to MCP server: the endpoint returned an unsupported content type. " + "Check that the URL is an MCP endpoint, not a web page, and matches the selected transport." + ) + if isinstance(exc, ValidationError) and exc.title in ("JSONRPCMessage", "InitializeResult", "ListToolsResult"): + return ( + "Failed to connect to MCP server: the endpoint returned invalid JSON or an invalid MCP response. " + "Check the MCP endpoint URL and the server's protocol implementation." + ) + if MCP_AVAILABLE and isinstance(exc, McpError): + if exc.error.code == -32000 and exc.error.message == "Connection closed": + return ( + "Failed to connect to MCP server: the connection was closed before the request completed. " + "Check that the server stays running and returns a complete MCP response, then retry." + ) + if exc.error.code == 32600 and exc.error.message == "Session terminated": + return ( + "Failed to connect to MCP server: the MCP session was terminated. " + "Check that the URL points to an MCP endpoint and matches the selected transport, " + "then retry to start a new session." + ) + return ( + f"Failed to connect to MCP server: the MCP request failed (JSON-RPC code {exc.error.code}). " + "Check that the endpoint supports MCP initialization and tool listing, and check the upstream server logs." + ) + return None if MCP_AVAILABLE: + from mcp.shared.exceptions import McpError from mcp.types import Tool as MCPTool - from litellm.experimental_mcp_client.client import MCPClient + from litellm.experimental_mcp_client.client import MCPClient, as_mcp_read_timeout from litellm.llms.litellm_proxy.skills.skill_search import ( DEFAULT_SKILL_SEARCH_TOP_K, ) @@ -1342,11 +1407,18 @@ if MCP_AVAILABLE: except (KeyboardInterrupt, SystemExit, asyncio.CancelledError): raise except BaseException as e: - verbose_logger.error("Error in MCP operation: %s", e, exc_info=True) + effective_timeout: Final = ( + min(request.timeout if request.timeout is not None else MCP_CLIENT_TIMEOUT, timeout_seconds) + if any( + isinstance(cause, McpError) and as_mcp_read_timeout(cause) is not None + for cause in iter_exception_tree(e) + ) + else timeout_seconds + ) return { "status": "error", "error": True, - "message": _connection_error_message(e, request.url, timeout_seconds), + "message": _connection_error_message(e, request.url, effective_timeout), } 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 1b1e77d27ef..f8f1c563811 100644 --- a/litellm/proxy/_experimental/mcp_server/server.py +++ b/litellm/proxy/_experimental/mcp_server/server.py @@ -15,7 +15,7 @@ import types import uuid from collections.abc import AsyncIterator, Callable, Mapping, Sequence from datetime import datetime -from typing import TYPE_CHECKING, Any, Final, Protocol +from typing import TYPE_CHECKING, Any, Final, NoReturn, Protocol import httpx from fastapi import FastAPI, HTTPException @@ -47,6 +47,7 @@ from litellm.proxy._experimental.mcp_server.mcp_context import ( _mcp_active_toolset_id, _mcp_gateway_initialize_instructions, _mcp_gateway_server_name, + _mcp_proxy_mode, # pyright: ignore[reportPrivateUsage] # server-owned request mode ) from litellm.proxy._experimental.mcp_server.mcp_debug import MCPDebug from litellm.proxy._experimental.mcp_server.oauth_utils import ( @@ -537,11 +538,22 @@ if MCP_AVAILABLE: notification_options: NotificationOptions | None = None, experimental_capabilities: dict[str, dict[str, object]] | None = None, ) -> InitializationOptions: - opts: Final = Server.create_initialization_options( + base_options: Final = Server.create_initialization_options( self, notification_options=notification_options, experimental_capabilities=experimental_capabilities or {}, ) + opts: Final = ( + base_options.model_copy( + update={ # mutable-ok: Pydantic update payload + "capabilities": base_options.capabilities.model_copy( + update={"prompts": None, "resources": None} # mutable-ok: Pydantic update payload + ) + } + ) + if _mcp_proxy_mode.get() + else base_options + ) updates: Final[dict[str, str]] = {} merged: Final = _mcp_gateway_initialize_instructions.get() if merged is not None: @@ -755,12 +767,12 @@ if MCP_AVAILABLE: _stateful_auth_context_cleanup_task.cancel() with contextlib.suppress(asyncio.CancelledError): await _stateful_auth_context_cleanup_task - if _session_manager_cm: - await _session_manager_cm.__aexit__(None, None, None) - if _session_manager_stateful_cm: - await _session_manager_stateful_cm.__aexit__(None, None, None) if _sse_session_manager_cm: await _sse_session_manager_cm.__aexit__(None, None, None) + if _session_manager_stateful_cm: + await _session_manager_stateful_cm.__aexit__(None, None, None) + if _session_manager_cm: + await _session_manager_cm.__aexit__(None, None, None) except Exception as e: verbose_logger.exception("Error during session manager shutdown: %s", e) @@ -822,17 +834,20 @@ if MCP_AVAILABLE: "MCP list_tools - MCP server auth headers: %s", list(mcp_server_auth_headers.keys()) if mcp_server_auth_headers else None, ) + from mcp.types import Tool + + from litellm.proxy._experimental.mcp_server.tool_search import ( + get_mcp_proxy_tool_definitions, + get_virtual_tool_definitions, + ) + + if _mcp_proxy_mode.get(): + return [Tool.model_validate(d) for d in get_mcp_proxy_tool_definitions()] # mutable-ok: MCP SDK list if getattr( getattr(user_api_key_auth, "object_permission", None), "mcp_tool_search_enabled", False, ): - from mcp.types import Tool - - from litellm.proxy._experimental.mcp_server.tool_search import ( - get_virtual_tool_definitions, - ) - return [Tool.model_validate(d) for d in get_virtual_tool_definitions()] # Get mcp_servers from context variable @@ -906,6 +921,12 @@ if MCP_AVAILABLE: verbose_logger.debug("Host progressToken captured: %s...", str(host_token)[:8]) return forward_progress + def _reject_mcp_proxy_operation() -> NoReturn: + from mcp.shared.exceptions import McpError + from mcp.types import METHOD_NOT_FOUND, ErrorData + + raise McpError(ErrorData(code=METHOD_NOT_FOUND, message="Operation unavailable on /mcp/proxy")) + async def _build_virtual_call_logging_obj( name: str, arguments: dict[str, object], @@ -961,16 +982,91 @@ if MCP_AVAILABLE: from litellm.proxy._experimental.mcp_server.tool_search import ( AGENT_SEARCH_TOOL_NAME, DEFAULT_AGENT_SEARCH_TOP_K, + MCP_PROXY_CALL_TOOL_NAME, + MCP_PROXY_TOOL_NAMES, MCP_TOOL_SEARCH_TOOL_NAME, SKILL_SEARCH_TOOL_NAME, VIRTUAL_TOOL_NAMES, coerce_top_k, handle_agent_search, + handle_mcp_proxy_tool, handle_mcp_tool_call, handle_mcp_tool_search, handle_skill_search, ) + if _mcp_proxy_mode.get() and name not in MCP_PROXY_TOOL_NAMES: + return CallToolResult( + content=[ # mutable-ok: MCP result content + TextContent(type="text", text=f"Tool {name} is unavailable on /mcp/proxy") + ], + isError=True, + ) + + if _mcp_proxy_mode.get() and name in MCP_PROXY_TOOL_NAMES: + assert user_api_key_auth is not None + proxy_call_start: Final = datetime.now() # noqa: DTZ005 # logging pipeline uses naive datetimes + proxy_logging_obj: Final = ( + await _build_virtual_call_logging_obj( + name=name, + arguments=arguments or {}, # mutable-ok: logging pipeline payload + user_api_key_auth=user_api_key_auth, + raw_headers=raw_headers, + client_ip=client_ip, + ) + if name == MCP_PROXY_CALL_TOOL_NAME + else None + ) + try: + proxy_result: Final = await handle_mcp_proxy_tool( + name=name, + arguments=arguments or {}, # mutable-ok: proxy handler payload + user_api_key_dict=user_api_key_auth, + client_ip=client_ip, + mcp_servers=mcp_servers, + mcp_auth_header=mcp_auth_header, + mcp_server_auth_headers=mcp_server_auth_headers, + oauth2_headers=oauth2_headers, + raw_headers=raw_headers, + litellm_logging_obj=proxy_logging_obj, + ) + except Exception as exc: + if proxy_logging_obj is not None: + from litellm.proxy.proxy_server import proxy_logging_obj as request_logging_obj + + failure_end: Final = datetime.now() # noqa: DTZ005 # matches the logging pipeline start time + failure_traceback: Final = traceback.format_exc(limit=MAXIMUM_TRACEBACK_LINES_TO_LOG) + try: + proxy_logging_obj.failure_handler(exc, failure_traceback, proxy_call_start, failure_end) + await proxy_logging_obj.async_failure_handler( + exc, failure_traceback, proxy_call_start, failure_end + ) + if not isinstance(exc, MCPUpstreamAuthError): + await request_logging_obj.post_call_failure_hook( + request_data={ # mutable-ok: failure hook mutates its request payload + "name": name, + "arguments": arguments, + "litellm_logging_obj": proxy_logging_obj, + }, + original_exception=exc, + user_api_key_dict=user_api_key_auth, + route="/mcp/call_tool", + traceback_str=failure_traceback, + ) + except Exception: # noqa: BLE001 # a failing failure hook must not mask the tool call's own error + verbose_logger.exception("Error logging failed MCP proxy tool call") + raise + if proxy_logging_obj is not None: + return await _fire_mcp_tool_call_logging( + logging_obj=proxy_logging_obj, + result=proxy_result, + start_time=proxy_call_start, + end_time=datetime.now(), # noqa: DTZ005 # matches the logging pipeline start time + user_api_key_auth=user_api_key_auth, + request_data=types.MappingProxyType({"name": name, "arguments": arguments}), + ) + return proxy_result + if name not in VIRTUAL_TOOL_NAMES: return None @@ -1216,6 +1312,8 @@ if MCP_AVAILABLE: """ List all available prompts """ + if _mcp_proxy_mode.get(): + _reject_mcp_proxy_operation() from mcp.server.lowlevel.server import request_ctx req_ctx: Final = request_ctx.get(None) @@ -1273,8 +1371,8 @@ if MCP_AVAILABLE: Returns: GetPromptResult: Getting prompt execution results """ - - # Validate arguments + if _mcp_proxy_mode.get(): + _reject_mcp_proxy_operation() from mcp.server.lowlevel.server import request_ctx req_ctx: Final = request_ctx.get(None) @@ -1311,6 +1409,8 @@ if MCP_AVAILABLE: @server.list_resources() async def list_resources() -> list[Resource]: """List all available resources.""" + if _mcp_proxy_mode.get(): + _reject_mcp_proxy_operation() from mcp.server.lowlevel.server import request_ctx req_ctx: Final = request_ctx.get(None) @@ -1355,6 +1455,8 @@ if MCP_AVAILABLE: @server.list_resource_templates() async def list_resource_templates() -> list[ResourceTemplate]: """List all available resource templates.""" + if _mcp_proxy_mode.get(): + _reject_mcp_proxy_operation() from mcp.server.lowlevel.server import request_ctx req_ctx: Final = request_ctx.get(None) @@ -1400,6 +1502,8 @@ if MCP_AVAILABLE: @server.read_resource() async def read_resource(url: AnyUrl) -> list[ReadResourceContents]: + if _mcp_proxy_mode.get(): + _reject_mcp_proxy_operation() from mcp.server.lowlevel.server import request_ctx req_ctx: Final = request_ctx.get(None) @@ -1998,6 +2102,7 @@ if MCP_AVAILABLE: litellm_trace_id: str | None = None, request_tags: list[str] | None = None, client_ip: str | None = None, + mcp_proxy_mode: bool = False, ) -> AggregateToolListing: """ Helper method to fetch tools from MCP servers based on server filtering criteria. @@ -2177,9 +2282,14 @@ if MCP_AVAILABLE: user_api_key_auth=user_api_key_auth, ) - # Apply display-name/description overrides last so that - # permission filtering always works against original names. - filtered_tools = apply_tool_overrides(filtered_tools, server) + if mcp_proxy_mode: + from litellm.proxy._experimental.mcp_server.tool_search import with_mcp_proxy_identity + + filtered_tools = [ # mutable-ok: MCP tool pipeline + with_mcp_proxy_identity(tool, server.server_id) for tool in filtered_tools + ] + else: + filtered_tools = apply_tool_overrides(filtered_tools, server) verbose_logger.debug( "Successfully fetched %s tools from server %s, %s after filtering", @@ -2491,6 +2601,7 @@ if MCP_AVAILABLE: log_list_tools_to_spendlogs: bool = False, list_tools_log_source: str | None = None, client_ip: str | None = None, + mcp_proxy_mode: bool = False, ) -> AggregateToolListing: """ List all available MCP tools. @@ -2520,6 +2631,7 @@ if MCP_AVAILABLE: log_list_tools_to_spendlogs=log_list_tools_to_spendlogs, list_tools_log_source=list_tools_log_source, client_ip=client_ip, + mcp_proxy_mode=mcp_proxy_mode, ) verbose_logger.debug("Successfully fetched %s tools from managed MCP servers", len(listing.tools)) return listing @@ -3419,7 +3531,9 @@ if MCP_AVAILABLE: server_name: str | None, session_id: str | None = None, ) -> StandardLoggingMCPToolCall: - mcp_server: Final = global_mcp_server_manager._get_mcp_server_from_tool_name(name) + mcp_server: Final = global_mcp_server_manager._get_mcp_server_from_tool_name( + add_server_prefix_to_name(name, server_name) if server_name else name + ) namespaced_tool_name: Final = f"{server_name}/{name}" if server_name else name if mcp_server: mcp_info: Final = mcp_server.mcp_info or {} diff --git a/litellm/proxy/_experimental/mcp_server/tool_search.py b/litellm/proxy/_experimental/mcp_server/tool_search.py index 24e2f5ce64d..2c73f9b863b 100644 --- a/litellm/proxy/_experimental/mcp_server/tool_search.py +++ b/litellm/proxy/_experimental/mcp_server/tool_search.py @@ -1,5 +1,6 @@ from __future__ import annotations +import hashlib import json from collections.abc import Mapping, Sequence from dataclasses import dataclass @@ -30,6 +31,12 @@ if TYPE_CHECKING: MCP_TOOL_SEARCH_SETTINGS_KEY: Final[str] = "mcp_tool_search" MCP_TOOL_SEARCH_TOOL_NAME: Final[str] = "mcp_tool_search" MCP_TOOL_CALL_TOOL_NAME: Final[str] = "mcp_tool_call" +MCP_PROXY_SEARCH_TOOL_NAME: Final[str] = "search_tools" +MCP_PROXY_SCHEMA_TOOL_NAME: Final[str] = "get_tool_schema" +MCP_PROXY_CALL_TOOL_NAME: Final[str] = "call_tool" +MCP_PROXY_TOOL_NAMES: Final = frozenset( + (MCP_PROXY_SEARCH_TOOL_NAME, MCP_PROXY_SCHEMA_TOOL_NAME, MCP_PROXY_CALL_TOOL_NAME) +) AGENT_SEARCH_TOOL_NAME: Final[str] = "agent_search" SKILL_SEARCH_TOOL_NAME: Final[str] = "skill_search" VIRTUAL_TOOL_NAMES: Final = frozenset( @@ -51,6 +58,29 @@ class ToolSearchResult(TypedDict, total=False): score: ReadOnly[float] +class MCPProxySearchResult(TypedDict, total=False): + tool_id: Required[ReadOnly[str]] + name: Required[ReadOnly[str]] + description: Required[ReadOnly[str]] + score: ReadOnly[float] + + +class MCPProxySchemaResult(MCPProxySearchResult, total=False): + inputSchema: Required[ReadOnly[Mapping[str, object]]] + outputSchema: ReadOnly[Mapping[str, object]] + + +class MCPProxyToolIdentity(TypedDict): + server_id: ReadOnly[str] + tool_name: ReadOnly[str] + + +@dataclass(frozen=True, slots=True) +class MCPToolSearchHit: + tool: Tool + score: float | None = None + + @dataclass(frozen=True, slots=True) class SemanticToolRanker: embed: Embedder @@ -76,6 +106,55 @@ def _scored_result(tool: Tool, score: float) -> ToolSearchResult: return {"name": tool.name, "description": tool.description or "", "inputSchema": tool.inputSchema, "score": score} +_MCP_PROXY_IDENTITY_META_KEY: Final[str] = "litellm.ai/proxy_tool_identity" + + +def with_mcp_proxy_identity(tool: Tool, server_id: str) -> Tool: + identity: Final[MCPProxyToolIdentity] = {"server_id": server_id, "tool_name": tool.name} + return tool.model_copy( # mutable-ok: Pydantic requires mutable update and metadata mappings + update={ # mutable-ok: Pydantic update payload + "meta": {**(tool.meta or {}), _MCP_PROXY_IDENTITY_META_KEY: identity} # mutable-ok: metadata mapping + } + ) + + +def _mcp_proxy_identity(tool: Tool) -> MCPProxyToolIdentity: + identity: Final = (tool.meta or {}).get(_MCP_PROXY_IDENTITY_META_KEY) # mutable-ok: absent metadata default + if not isinstance(identity, Mapping): + raise TypeError("MCP proxy tool identity is missing") + server_id: Final = identity.get("server_id") + tool_name: Final = identity.get("tool_name") + if not isinstance(server_id, str) or not isinstance(tool_name, str): + raise TypeError("MCP proxy tool identity is invalid") + return {"server_id": server_id, "tool_name": tool_name} # mutable-ok: TypedDict identity payload + + +def mcp_proxy_tool_id(tool: Tool) -> str: + identity: Final = _mcp_proxy_identity(tool) + return hashlib.sha256(f"{identity['server_id']}\0{identity['tool_name']}".encode()).hexdigest()[:32] + + +def _proxy_search_result(hit: MCPToolSearchHit) -> MCPProxySearchResult: + base: Final[MCPProxySearchResult] = { + "tool_id": mcp_proxy_tool_id(hit.tool), + "name": hit.tool.name, + "description": hit.tool.description or "", + } + return {**base, "score": hit.score} if hit.score is not None else base # mutable-ok: wire result payload + + +def _proxy_schema_result(tool: Tool) -> MCPProxySchemaResult: + base: Final[MCPProxySchemaResult] = { + "tool_id": mcp_proxy_tool_id(tool), + "name": tool.name, + "description": tool.description or "", + "inputSchema": tool.inputSchema, + } + if tool.outputSchema is None: + return base + return {**base, "outputSchema": tool.outputSchema} # mutable-ok: wire schema payload + + def _tool_text(tool: Tool) -> str: return "\n".join(part for part in (tool.name, tool.description or "") if part) @@ -107,6 +186,38 @@ def search_tools(query: str, tools: Sequence[Tool], top_k: int = 5) -> tuple[Too return tuple(_tool_result(tool) for _, tool in _top_hits(tools, scores, minimum=1.0, limit=top_k)) +async def rank_mcp_tools( + query: str, + tools: Sequence[Tool], + top_k: int, + settings: MCPToolSearchSettings, + ranker: SemanticToolRanker | None, +) -> tuple[MCPToolSearchHit, ...] | EmbeddingFailed: + core, rest = _split_core_tools(tools, settings.core_tools) + core_hits: Final = tuple(MCPToolSearchHit(tool) for tool in core) + if not query: + return core_hits + limit: Final = min(top_k, settings.top_k) + if ranker is None: + scores: Final = tuple(_keyword_score(query, tool) for tool in rest) + return ( + *core_hits, + *(MCPToolSearchHit(tool) for _, tool in _top_hits(rest, scores, minimum=1.0, limit=limit)), + ) + semantic_scores: Final = await ranker.index.scores( + query, tuple(_tool_text(tool) for tool in rest), ranker.embed, ranker.embedding_model + ) + if isinstance(semantic_scores, EmbeddingFailed): + return semantic_scores + return ( + *core_hits, + *( + MCPToolSearchHit(tool, score) + for score, tool in _top_hits(rest, semantic_scores, settings.similarity_threshold, limit) + ), + ) + + async def search_mcp_tools( query: str, tools: Sequence[Tool], @@ -114,21 +225,12 @@ async def search_mcp_tools( settings: MCPToolSearchSettings, ranker: SemanticToolRanker | None, ) -> tuple[ToolSearchResult, ...] | EmbeddingFailed: - """Core tools the caller can access come first, then up to `top_k` ranked matches from the remaining tools.""" - core, rest = _split_core_tools(tools, settings.core_tools) - limit: Final = min(top_k, settings.top_k) - core_results: Final = tuple(_tool_result(tool) for tool in core) - if ranker is None: - return (*core_results, *search_tools(query, rest, limit)) - if not query: - return core_results - scores: Final = await ranker.index.scores( - query, tuple(_tool_text(tool) for tool in rest), ranker.embed, ranker.embedding_model + hits: Final = await rank_mcp_tools(query, tools, top_k, settings, ranker) + if isinstance(hits, EmbeddingFailed): + return hits + return tuple( + _scored_result(hit.tool, hit.score) if hit.score is not None else _tool_result(hit.tool) for hit in hits ) - if isinstance(scores, EmbeddingFailed): - return scores - hits: Final = _top_hits(rest, scores, minimum=settings.similarity_threshold, limit=limit) - return (*core_results, *(_scored_result(tool, score) for score, tool in hits)) class _ToolParamSchema(TypedDict, total=False): @@ -223,10 +325,48 @@ _SKILL_SEARCH_DEFINITION: Final[VirtualToolDefinition] = { } +_MCP_PROXY_SEARCH_DEFINITION: Final[VirtualToolDefinition] = { + "name": MCP_PROXY_SEARCH_TOOL_NAME, + "description": "Search accessible MCP tools by describing what you need. Returns opaque tool IDs.", + "inputSchema": { + "type": "object", + "properties": {"query": {"type": "string", "description": "What the tool should do."}}, + "required": _json_array("query"), + }, +} + +_MCP_PROXY_SCHEMA_DEFINITION: Final[VirtualToolDefinition] = { + "name": MCP_PROXY_SCHEMA_TOOL_NAME, + "description": "Return the complete schema for an accessible MCP tool ID.", + "inputSchema": { + "type": "object", + "properties": {"tool_id": {"type": "string", "description": "Opaque ID from search_tools."}}, + "required": _json_array("tool_id"), + }, +} + +_MCP_PROXY_CALL_DEFINITION: Final[VirtualToolDefinition] = { + "name": MCP_PROXY_CALL_TOOL_NAME, + "description": "Call an accessible MCP tool by opaque ID with schema-valid arguments.", + "inputSchema": { + "type": "object", + "properties": { + "tool_id": {"type": "string", "description": "Opaque ID from search_tools."}, + "arguments": {"type": "object", "description": "Arguments validated against the selected tool schema."}, + }, + "required": _json_array("tool_id"), + }, +} + + def get_virtual_tool_definitions() -> tuple[VirtualToolDefinition, ...]: return (_MCP_TOOL_SEARCH_DEFINITION, _MCP_TOOL_CALL_DEFINITION, _AGENT_SEARCH_DEFINITION, _SKILL_SEARCH_DEFINITION) +def get_mcp_proxy_tool_definitions() -> tuple[VirtualToolDefinition, ...]: + return (_MCP_PROXY_SEARCH_DEFINITION, _MCP_PROXY_SCHEMA_DEFINITION, _MCP_PROXY_CALL_DEFINITION) + + def _text_tool_result(text: str, is_error: bool) -> CallToolResult: from mcp.types import CallToolResult, TextContent @@ -314,7 +454,9 @@ async def handle_mcp_tool_search( oauth2_headers: dict[str, str] | None = None, raw_headers: dict[str, str] | None = None, ) -> CallToolResult: - from litellm.proxy._experimental.mcp_server.server import _list_mcp_tools + from litellm.proxy._experimental.mcp_server.server import ( + _list_mcp_tools, # pyright: ignore[reportPrivateUsage] # shared catalog owner + ) from litellm.proxy.proxy_server import llm_router, proxy_logging_obj settings: Final = mcp_tool_search_settings() @@ -351,6 +493,97 @@ async def handle_mcp_tool_search( return _text_tool_result(json.dumps(results), is_error=False) +async def handle_mcp_proxy_tool( + name: str, + arguments: dict[str, object], # mutable-ok: MCP dispatcher passes mutable call arguments + user_api_key_dict: UserAPIKeyAuth, + client_ip: str | None = None, + mcp_servers: list[str] | None = None, # mutable-ok: preserve MCP scope container for existing resolver + mcp_auth_header: str | None = None, + mcp_server_auth_headers: dict[str, dict[str, str]] | None = None, # mutable-ok: preserve forwarded headers + oauth2_headers: dict[str, str] | None = None, # mutable-ok: preserve forwarded headers + raw_headers: dict[str, str] | None = None, # mutable-ok: preserve request headers + litellm_logging_obj: LiteLLMLoggingObj | None = None, +) -> CallToolResult: + from fastapi import HTTPException + from jsonschema import ValidationError as JsonSchemaValidationError + from jsonschema import validate + + from litellm.proxy import proxy_server + from litellm.proxy._experimental.mcp_server.server import ( # pyright: ignore[reportPrivateUsage] # shared catalog owner + _list_mcp_tools, # pyright: ignore[reportPrivateUsage] # shared catalog owner + ) + + listing: Final = await _list_mcp_tools( + user_api_key_auth=user_api_key_dict, + mcp_servers=mcp_servers, + client_ip=client_ip, + mcp_auth_header=mcp_auth_header, + mcp_server_auth_headers=mcp_server_auth_headers, + oauth2_headers=oauth2_headers, + raw_headers=raw_headers, + mcp_proxy_mode=True, + ) + tools_by_id: Final = {mcp_proxy_tool_id(tool): tool for tool in listing.tools} # mutable-ok: lookup index + + if name == MCP_PROXY_SEARCH_TOOL_NAME: + llm_router: Final = proxy_server.llm_router + proxy_logging_obj: Final = proxy_server.proxy_logging_obj + settings: Final = mcp_tool_search_settings() + if isinstance(settings, ValidationError): + return _text_tool_result(str(settings), is_error=True) + if settings.embedding_model is not None and llm_router is None: + return _text_tool_result( + f"litellm_settings.{MCP_TOOL_SEARCH_SETTINGS_KEY}.embedding_model needs a model_list so it can be called", + is_error=True, + ) + ranker: Final = ( + SemanticToolRanker( + embed=router_embedder(llm_router, settings.embedding_model, user_api_key_dict, proxy_logging_obj), + embedding_model=settings.embedding_model, + index=global_mcp_tool_search_index, + ) + if settings.embedding_model is not None and llm_router is not None + else None + ) + results: Final = await rank_mcp_tools(str(arguments.get("query", "")), listing.tools, 5, settings, ranker) + if isinstance(results, EmbeddingFailed): + return _text_tool_result(results.reason, is_error=True) + return _text_tool_result(json.dumps(tuple(_proxy_search_result(hit) for hit in results)), is_error=False) + + tool_id: Final = arguments.get("tool_id") + tool: Final = tools_by_id.get(tool_id) if isinstance(tool_id, str) else None + if tool is None: + return _text_tool_result("Unknown or unauthorized tool_id", is_error=True) + + if name == MCP_PROXY_SCHEMA_TOOL_NAME: + return _text_tool_result(json.dumps(_proxy_schema_result(tool)), is_error=False) + if name != MCP_PROXY_CALL_TOOL_NAME: + raise HTTPException(status_code=400, detail=f"Unknown MCP proxy tool: {name}") + + tool_arguments: Final = arguments.get("arguments", {}) # mutable-ok: JSON Schema validator consumes mapping + if not isinstance(tool_arguments, dict): + return _text_tool_result("arguments must be an object", is_error=True) + try: + validate(instance=tool_arguments, schema=tool.inputSchema) + except JsonSchemaValidationError as exc: + return _text_tool_result(f"Invalid arguments: {exc.message}", is_error=True) + + return await handle_mcp_tool_call( + tool_name=_mcp_proxy_identity(tool)["tool_name"], + arguments=tool_arguments, + user_api_key_dict=user_api_key_dict, + requested_server_id=_mcp_proxy_identity(tool)["server_id"], + client_ip=client_ip, + mcp_servers=mcp_servers, + mcp_auth_header=mcp_auth_header, + mcp_server_auth_headers=mcp_server_auth_headers, + oauth2_headers=oauth2_headers, + raw_headers=raw_headers, + litellm_logging_obj=litellm_logging_obj, + ) + + async def handle_mcp_tool_call( tool_name: str, arguments: dict[str, Any], @@ -362,6 +595,7 @@ async def handle_mcp_tool_call( oauth2_headers: dict[str, str] | None = None, raw_headers: dict[str, str] | None = None, litellm_logging_obj: LiteLLMLoggingObj | None = None, + requested_server_id: str | None = None, ) -> CallToolResult: from litellm.proxy._experimental.mcp_server.server import ( _get_allowed_mcp_servers, @@ -400,4 +634,5 @@ async def handle_mcp_tool_call( oauth2_headers=oauth2_headers, raw_headers=raw_headers, litellm_logging_obj=litellm_logging_obj, + requested_server_id=requested_server_id, ) diff --git a/litellm/proxy/_experimental/mcp_server/toolset_db.py b/litellm/proxy/_experimental/mcp_server/toolset_db.py index ecaaf35e817..48bad178927 100644 --- a/litellm/proxy/_experimental/mcp_server/toolset_db.py +++ b/litellm/proxy/_experimental/mcp_server/toolset_db.py @@ -132,10 +132,18 @@ async def update_mcp_toolset( data: UpdateMCPToolsetRequest, touched_by: str, ) -> MCPToolset | None: - data_dict: Final = data.model_dump(exclude_none=True, exclude={"toolset_id"}) - if "tools" in data_dict: - data_dict["tools"] = json.dumps(data_dict["tools"]) - data_dict["updated_by"] = touched_by + """A partial update: absent keeps, null clears. A toolset always has a name and a + tool list, so a null ``toolset_name`` or ``tools`` is a no-op rather than a clear; + emptying the tool selection is an explicit ``[]``, which cannot be mistaken for a + caller that left the field out.""" + data_dict: Final = dict( # mutable-ok: Prisma requires a plain dict for JSON query serialization + ( + (field, json.dumps(value) if field == "tools" else value) + for field, value in data.model_dump(exclude_unset=True).items() + if field != "toolset_id" and (field not in ("toolset_name", "tools") or value is not None) + ), + updated_by=touched_by, + ) try: row: Final = await _toolset_table(prisma_client).update( where={"toolset_id": data.toolset_id}, diff --git a/litellm/proxy/_lazy_openapi_snapshot.json b/litellm/proxy/_lazy_openapi_snapshot.json index 71475320c2c..4d5cdcc8003 100644 --- a/litellm/proxy/_lazy_openapi_snapshot.json +++ b/litellm/proxy/_lazy_openapi_snapshot.json @@ -17027,6 +17027,134 @@ "mcp_app" ] } + }, + "/mcp/proxy": { + "delete": { + "description": "Serve the fixed three-tool MCP proxy surface.", + "operationId": "proxy_mcp_route_mcp_proxy_delete", + "responses": { + "200": { + "content": { + "application/json": { + "schema": {} + } + }, + "description": "Successful Response" + } + }, + "summary": "Proxy Mcp Route", + "tags": [ + "mcp_app" + ] + }, + "get": { + "description": "Serve the fixed three-tool MCP proxy surface.", + "operationId": "proxy_mcp_route_mcp_proxy_get", + "responses": { + "200": { + "content": { + "application/json": { + "schema": {} + } + }, + "description": "Successful Response" + } + }, + "summary": "Proxy Mcp Route", + "tags": [ + "mcp_app" + ] + }, + "head": { + "description": "Serve the fixed three-tool MCP proxy surface.", + "operationId": "proxy_mcp_route_mcp_proxy_head", + "responses": { + "200": { + "content": { + "application/json": { + "schema": {} + } + }, + "description": "Successful Response" + } + }, + "summary": "Proxy Mcp Route", + "tags": [ + "mcp_app" + ] + }, + "options": { + "description": "Serve the fixed three-tool MCP proxy surface.", + "operationId": "proxy_mcp_route_mcp_proxy_options", + "responses": { + "200": { + "content": { + "application/json": { + "schema": {} + } + }, + "description": "Successful Response" + } + }, + "summary": "Proxy Mcp Route", + "tags": [ + "mcp_app" + ] + }, + "patch": { + "description": "Serve the fixed three-tool MCP proxy surface.", + "operationId": "proxy_mcp_route_mcp_proxy_patch", + "responses": { + "200": { + "content": { + "application/json": { + "schema": {} + } + }, + "description": "Successful Response" + } + }, + "summary": "Proxy Mcp Route", + "tags": [ + "mcp_app" + ] + }, + "post": { + "description": "Serve the fixed three-tool MCP proxy surface.", + "operationId": "proxy_mcp_route_mcp_proxy_post", + "responses": { + "200": { + "content": { + "application/json": { + "schema": {} + } + }, + "description": "Successful Response" + } + }, + "summary": "Proxy Mcp Route", + "tags": [ + "mcp_app" + ] + }, + "put": { + "description": "Serve the fixed three-tool MCP proxy surface.", + "operationId": "proxy_mcp_route_mcp_proxy_put", + "responses": { + "200": { + "content": { + "application/json": { + "schema": {} + } + }, + "description": "Successful Response" + } + }, + "summary": "Proxy Mcp Route", + "tags": [ + "mcp_app" + ] + } } } }, diff --git a/litellm/proxy/_types.py b/litellm/proxy/_types.py index 1c8608305a2..0e2fd50ac9f 100644 --- a/litellm/proxy/_types.py +++ b/litellm/proxy/_types.py @@ -3,6 +3,7 @@ import json import os from collections.abc import Callable, Mapping from datetime import datetime +from types import MappingProxyType from typing import TYPE_CHECKING, Any, Final, Literal, NamedTuple import httpx @@ -502,6 +503,7 @@ class LiteLLMRoutes(enum.Enum): mcp_inference_routes = [ "/mcp", "/mcp/", + "/mcp/proxy", "/mcp/{subpath}", "/mcp/tools", "/mcp/tools/list", @@ -1293,6 +1295,13 @@ class UpdateKeyRequest(KeyRequestBase): rotation_interval: str | None = None organization_id: str | None = None + @model_validator(mode="before") + @classmethod + def drop_blank_team_id(cls, values: object) -> object: + if isinstance(values, Mapping) and values.get("team_id") == "": + return MappingProxyType({k: v for k, v in values.items() if k != "team_id"}) + return values + @field_validator("organization_id", mode="before") @classmethod def treat_cleared_organization_id_as_unset(cls, v: object) -> object: @@ -5147,9 +5156,26 @@ class CostEstimateRequest(LiteLLMPydanticObjectBase): model: str = Field(description="Model name (from /model_group/info)") input_tokens: int = Field(description="Expected input tokens per request", ge=0) output_tokens: int = Field(description="Expected output tokens per request", ge=0) + cache_read_input_tokens: int = Field( + default=0, description="Input tokens read from the prompt cache; counted within input_tokens", ge=0 + ) + cache_creation_input_tokens: int = Field( + default=0, description="Input tokens written to the prompt cache; counted within input_tokens", ge=0 + ) + reasoning_tokens: int = Field( + default=0, description="Reasoning tokens the model emits; counted within output_tokens", ge=0 + ) num_requests_per_day: int | None = Field(default=None, description="Number of requests per day", ge=0) num_requests_per_month: int | None = Field(default=None, description="Number of requests per month", ge=0) + @model_validator(mode="after") + def validate_token_subsets(self) -> "CostEstimateRequest": + if self.cache_read_input_tokens + self.cache_creation_input_tokens > self.input_tokens: + raise ValueError("cache_read_input_tokens plus cache_creation_input_tokens cannot exceed input_tokens") + if self.reasoning_tokens > self.output_tokens: + raise ValueError("reasoning_tokens cannot exceed output_tokens") + return self + class CostEstimateResponse(LiteLLMPydanticObjectBase): """Response body for /cost/estimate endpoint.""" @@ -5157,6 +5183,9 @@ class CostEstimateResponse(LiteLLMPydanticObjectBase): model: str input_tokens: int output_tokens: int + cache_read_input_tokens: int = 0 + cache_creation_input_tokens: int = 0 + reasoning_tokens: int = 0 num_requests_per_day: int | None = None num_requests_per_month: int | None = None # Per-request costs @@ -5164,17 +5193,33 @@ class CostEstimateResponse(LiteLLMPydanticObjectBase): input_cost_per_request: float = Field(description="Input token cost per request (before margin)") output_cost_per_request: float = Field(description="Output token cost per request (before margin)") margin_cost_per_request: float = Field(default=0.0, description="Margin/fee added per request") + cache_read_cost_per_request: float = Field(default=0.0, description="Cache-read share of input_cost_per_request") + cache_creation_cost_per_request: float = Field( + default=0.0, description="Cache-write share of input_cost_per_request" + ) + reasoning_cost_per_request: float = Field(default=0.0, description="Reasoning share of output_cost_per_request") # Daily costs (if num_requests_per_day provided) daily_cost: float | None = Field(default=None, description="Total daily cost (includes margin)") daily_input_cost: float | None = Field(default=None, description="Daily input token cost") daily_output_cost: float | None = Field(default=None, description="Daily output token cost") daily_margin_cost: float | None = Field(default=None, description="Daily margin/fee") + daily_cache_read_cost: float | None = Field(default=None, description="Cache-read share of daily_input_cost") + daily_cache_creation_cost: float | None = Field(default=None, description="Cache-write share of daily_input_cost") + daily_reasoning_cost: float | None = Field(default=None, description="Reasoning share of daily_output_cost") # Monthly costs (if num_requests_per_month provided) monthly_cost: float | None = Field(default=None, description="Total monthly cost (includes margin)") monthly_input_cost: float | None = Field(default=None, description="Monthly input token cost") monthly_output_cost: float | None = Field(default=None, description="Monthly output token cost") monthly_margin_cost: float | None = Field(default=None, description="Monthly margin/fee") - # Pricing info - input_cost_per_token: float | None = None - output_cost_per_token: float | None = None + monthly_cache_read_cost: float | None = Field(default=None, description="Cache-read share of monthly_input_cost") + monthly_cache_creation_cost: float | None = Field( + default=None, description="Cache-write share of monthly_input_cost" + ) + monthly_reasoning_cost: float | None = Field(default=None, description="Reasoning share of monthly_output_cost") + # Pricing info: the rates this request's usage bills at, after token tiers and regional multipliers + input_cost_per_token: float | None = Field(default=None, description="Rate billed per input token") + output_cost_per_token: float | None = Field(default=None, description="Rate billed per output token") + cache_read_input_token_cost: float | None = Field(default=None, description="Rate billed per cache-read token") + cache_creation_input_token_cost: float | None = Field(default=None, description="Rate billed per cache-write token") + output_cost_per_reasoning_token: float | None = Field(default=None, description="Rate billed per reasoning token") provider: str | None = None diff --git a/litellm/proxy/auth/auth_checks.py b/litellm/proxy/auth/auth_checks.py index dc693317de0..a71a1993064 100644 --- a/litellm/proxy/auth/auth_checks.py +++ b/litellm/proxy/auth/auth_checks.py @@ -475,6 +475,7 @@ def _is_model_cost_zero(model: str | list[str] | None, llm_router: Router | None _NO_MODEL_INFO: Final[Mapping[str, object]] = MappingProxyType({}) +_TEAM_GRANT_RELATIONS: Final[Mapping[str, object]] = MappingProxyType({"litellm_model_table": True}) def _has_ptu_flat_cost(model: str, llm_router: "Router") -> bool: @@ -2858,7 +2859,9 @@ class TeamNotFoundError(HTTPException): async def _get_team_db_check( team_id: str, prisma_client: PrismaClient, team_id_upsert: bool | None = None ) -> "_PrismaTeamRow | None": - response = await _team_table(TeamRepository(prisma_client)).find_unique(where={"team_id": team_id}) + response = await _team_table(TeamRepository(prisma_client)).find_unique( + where={"team_id": team_id}, include=_TEAM_GRANT_RELATIONS + ) if response is None and team_id_upsert: from litellm.proxy.management_endpoints.team_endpoints import new_team @@ -3158,7 +3161,9 @@ async def get_team_object_by_alias( # Query database by team_alias try: - teams: Final = await _team_table(TeamRepository(prisma_client)).find_many(where={"team_alias": team_alias}) + teams: Final = await _team_table(TeamRepository(prisma_client)).find_many( + where={"team_alias": team_alias}, include=_TEAM_GRANT_RELATIONS + ) if not teams: raise HTTPException( diff --git a/litellm/proxy/auth/handle_jwt.py b/litellm/proxy/auth/handle_jwt.py index 0795cee7409..69091ee8344 100644 --- a/litellm/proxy/auth/handle_jwt.py +++ b/litellm/proxy/auth/handle_jwt.py @@ -53,6 +53,7 @@ from litellm.proxy._types import ( ) from litellm.proxy.auth.auth_checks import can_team_access_model from litellm.proxy.auth.route_checks import RouteChecks +from litellm.proxy.auth.team_grants import team_model_aliases from litellm.proxy.common_utils.user_api_key_cache import ( UserApiKeyCache, get_management_object_ttl, @@ -1595,7 +1596,7 @@ class JWTAuthManager: model=requested_model, team_object=team_object, llm_router=llm_router, - team_model_aliases=None, + team_model_aliases=team_model_aliases(team_object), ) ): is_allowed = allowed_routes_check( @@ -2132,7 +2133,7 @@ class JWTAuthManager: model=requested_model, team_object=team_object, llm_router=llm_router, - team_model_aliases=None, + team_model_aliases=team_model_aliases(team_object), ) except ProxyException: continue diff --git a/litellm/proxy/auth/team_grants.py b/litellm/proxy/auth/team_grants.py new file mode 100644 index 00000000000..1196011dcdd --- /dev/null +++ b/litellm/proxy/auth/team_grants.py @@ -0,0 +1,122 @@ +"""Project a team row (plus the caller's membership in it) onto the ``team_*`` fields of ``UserAPIKeyAuth``. + +The virtual-key path gets these fields for free from the combined-view SQL join. Every other auth path +starts from a ``LiteLLM_TeamTable`` object instead and has to copy them over by hand, which is how JWT +callers kept losing grants (aliases, permissions, limits) one field at a time. Build the badge through +``team_grants`` and the two paths cannot drift. +""" + +from collections.abc import Mapping, Sequence +from types import MappingProxyType +from typing import Annotated, Final + +from pydantic import BaseModel, BeforeValidator, ConfigDict, TypeAdapter, ValidationError +from pydantic.main import IncEx +from typing_extensions import ReadOnly, TypedDict + +from litellm.proxy._types import ( + LiteLLM_ObjectPermissionTable, + LiteLLM_TeamMembership, + LiteLLM_TeamTable, + Member, +) + +_MODEL_ALIASES_ADAPTER: Final = TypeAdapter(dict[str, str]) +_JSON_COLUMNS: Final[Mapping[str, IncEx | bool]] = MappingProxyType( + {"metadata": True, "litellm_model_table": MappingProxyType({"model_aliases": True})} +) + + +def _decode_model_aliases(value: object) -> object: + """``LiteLLM_ModelTable.model_aliases`` is typed ``str | dict``; writers hand Prisma ``json.dumps(...)``, so take both.""" + if not isinstance(value, str): + return value + try: + return _MODEL_ALIASES_ADAPTER.validate_json(value) + except ValidationError: + return None + + +class TeamModelAliasTable(BaseModel): + model_config = ConfigDict(protected_namespaces=()) + + model_aliases: Annotated[Mapping[str, str] | None, BeforeValidator(_decode_model_aliases)] = None + + +class _TeamJsonColumns(BaseModel): + """The two loosely typed columns on ``LiteLLM_TeamTable``, re-read with the shape the badge needs.""" + + metadata: Mapping[str, object] | None = None + litellm_model_table: TeamModelAliasTable | None = None + + +class TeamGrants(TypedDict, total=False): + """Keyword arguments for ``UserAPIKeyAuth``. Empty when the caller has no team, so the model's own defaults apply.""" + + team_alias: ReadOnly[str | None] + team_tpm_limit: ReadOnly[int | None] + team_rpm_limit: ReadOnly[int | None] + team_max_budget: ReadOnly[float | None] + team_soft_budget: ReadOnly[float | None] + team_spend: ReadOnly[float | None] + team_models: ReadOnly[Sequence[str]] + team_blocked: ReadOnly[bool] + team_metadata: ReadOnly[Mapping[str, object] | None] + team_model_aliases: ReadOnly[Mapping[str, str] | None] + team_object_permission_id: ReadOnly[str | None] + team_object_permission: ReadOnly[LiteLLM_ObjectPermissionTable | None] + team_member: ReadOnly[Member | None] + team_member_spend: ReadOnly[float | None] + team_member_tpm_limit: ReadOnly[int | None] + team_member_rpm_limit: ReadOnly[int | None] + + +def _json_columns(team_object: LiteLLM_TeamTable) -> _TeamJsonColumns: + try: + return _TeamJsonColumns.model_validate(team_object.model_dump(include=_JSON_COLUMNS)) + except ValidationError: + return _TeamJsonColumns() + + +def team_model_aliases(team_object: LiteLLM_TeamTable | None) -> Mapping[str, str] | None: + if team_object is None: + return None + alias_table: Final = _json_columns(team_object).litellm_model_table + return alias_table.model_aliases if alias_table is not None else None + + +def team_grants( + team_object: LiteLLM_TeamTable | None, + team_membership: LiteLLM_TeamMembership | None, + user_id: str | None, +) -> TeamGrants: + if team_object is None: + return TeamGrants() + json_columns: Final = _json_columns(team_object) + return TeamGrants( + team_alias=team_object.team_alias, + team_tpm_limit=team_object.tpm_limit, + team_rpm_limit=team_object.rpm_limit, + team_max_budget=team_object.max_budget, + team_soft_budget=team_object.soft_budget, + team_spend=team_object.spend, + team_models=tuple(team_object.models), + team_blocked=team_object.blocked, + team_metadata=json_columns.metadata, + team_model_aliases=( + json_columns.litellm_model_table.model_aliases if json_columns.litellm_model_table is not None else None + ), + team_object_permission_id=team_object.object_permission_id, + team_object_permission=team_object.object_permission, + team_member=next( + (m for m in team_object.members_with_roles if user_id is not None and m.user_id == user_id), + None, + ), + team_member_spend=team_membership.spend if team_membership is not None else None, + team_member_tpm_limit=( + team_membership.safe_get_team_member_tpm_limit() if team_membership is not None else None + ), + team_member_rpm_limit=( + team_membership.safe_get_team_member_rpm_limit() if team_membership is not None else None + ), + ) diff --git a/litellm/proxy/auth/user_api_key_auth.py b/litellm/proxy/auth/user_api_key_auth.py index 5a2a20f8f59..bfccb703e76 100644 --- a/litellm/proxy/auth/user_api_key_auth.py +++ b/litellm/proxy/auth/user_api_key_auth.py @@ -82,6 +82,7 @@ from litellm.proxy.auth.oauth2_proxy_hook import handle_oauth2_proxy_request from litellm.proxy.auth.resolvers import CredentialRef, Principal from litellm.proxy.auth.resolvers.store import IdentityStore from litellm.proxy.auth.route_checks import RouteChecks +from litellm.proxy.auth.team_grants import team_grants from litellm.proxy.auth.trusted_proxy_utils import get_trusted_proxy_cidrs from litellm.proxy.common_utils.cache_coordinator import EventDrivenCacheCoordinator from litellm.proxy.common_utils.http_parsing_utils import ( @@ -1476,24 +1477,16 @@ async def _user_api_key_auth_builder( user_id=user_id, user_email=user_email, team_id=team_id, - team_alias=(team_object.team_alias if team_object is not None else None), - team_tpm_limit=(team_object.tpm_limit if team_object is not None else None), - team_rpm_limit=(team_object.rpm_limit if team_object is not None else None), - team_models=(team_object.models if team_object is not None else []), - team_metadata=(team_object.metadata if team_object is not None else None), org_id=org_id, end_user_id=end_user_id, parent_otel_span=parent_otel_span, jwt_claims=jwt_claims, + **team_grants(team_object=team_object, team_membership=team_membership, user_id=user_id), ) valid_token = UserAPIKeyAuth( api_key=None, team_id=team_id, - team_alias=(team_object.team_alias if team_object is not None else None), - team_tpm_limit=(team_object.tpm_limit if team_object is not None else None), - team_rpm_limit=(team_object.rpm_limit if team_object is not None else None), - team_models=(team_object.models if team_object is not None else []), user_role=( LitellmUserRoles(user_object.user_role) if user_object is not None and user_object.user_role is not None @@ -1507,17 +1500,8 @@ async def _user_api_key_auth_builder( user_tpm_limit=(user_object.tpm_limit if user_object is not None else None), user_rpm_limit=(user_object.rpm_limit if user_object is not None else None), user_model_max_budget=(user_object.model_max_budget if user_object is not None else None), - team_member_rpm_limit=( - team_membership.safe_get_team_member_rpm_limit() if team_membership is not None else None - ), - team_member_tpm_limit=( - team_membership.safe_get_team_member_tpm_limit() if team_membership is not None else None - ), - team_metadata=(team_object.metadata if team_object is not None else None), jwt_claims=jwt_claims, - ) - valid_token.team_object_permission = ( - team_object.object_permission if team_object is not None else None + **team_grants(team_object=team_object, team_membership=team_membership, user_id=user_id), ) # AUTO_REGISTER deferred from _resolve_jwt_to_virtual_key. @@ -2836,7 +2820,6 @@ async def _authorize_authenticated_request( return None -@tracer.wrap() def _seed_request_destinations(user_api_key_dict: UserAPIKeyAuth, request: Request | None = None) -> None: """Anchor the OTLP destinations this key or team overrides its traces to. @@ -2874,6 +2857,7 @@ def _seed_request_destinations(user_api_key_dict: UserAPIKeyAuth, request: Reque verbose_proxy_logger.debug("OTel V2: tenant destination resolution failed: %s", exc) +@tracer.wrap() async def user_api_key_auth( request: Request, api_key: str = fastapi.Security(api_key_header), diff --git a/litellm/proxy/common_utils/callback_utils.py b/litellm/proxy/common_utils/callback_utils.py index 770963a1f24..561a53409f4 100644 --- a/litellm/proxy/common_utils/callback_utils.py +++ b/litellm/proxy/common_utils/callback_utils.py @@ -1,10 +1,12 @@ import copy +import json import os from collections.abc import Callable, Iterable, Mapping from dataclasses import dataclass +from itertools import accumulate from typing import TYPE_CHECKING, Any, Final, Literal, NoReturn, Optional, TypeAlias -from typing_extensions import assert_never +from typing_extensions import ReadOnly, TypedDict, assert_never import litellm from litellm import get_secret @@ -12,6 +14,7 @@ from litellm._logging import verbose_proxy_logger from litellm.constants import ( CLIENT_OUTPUT_CEILING_METADATA_KEY, CONSUMED_REQUEST_TAGS_METADATA_KEY, + MAX_GUARDRAIL_SCAN_METADATA_HEADER_LENGTH, PRE_CALL_EXECUTED_GUARDRAILS_KEY, ROUTING_REQUEST_TAGS_METADATA_KEY, SESSION_DEPLOYMENT_AFFINITY_TTL_METADATA_KEY, @@ -28,6 +31,7 @@ from litellm.proxy.common_utils.encrypt_decrypt_utils import ( encrypt_value_helper, ) from litellm.proxy.types_utils.utils import get_instance_fn +from litellm.types.guardrails import GuardrailEventHooks from litellm.types.utils import ( StandardLoggingGuardrailInformation, StandardLoggingPayload, @@ -52,6 +56,15 @@ reset_color_code: Final = "\033[0m" TRUSTED_PILLAR_RESPONSE_HEADERS_METADATA_KEY: Final = "_pillar_response_headers_trusted" GUARDRAIL_SCAN_IDS_METADATA_KEY: Final = "guardrail_scan_ids" +GUARDRAIL_SCAN_METADATA_METADATA_KEY: Final = "guardrail_scan_metadata" + + +class GuardrailScanMetadata(TypedDict): + guardrail: ReadOnly[str | None] + stage: ReadOnly[str] + provider: ReadOnly[str] + scan_id: ReadOnly[str] + if TYPE_CHECKING: from litellm.litellm_core_utils.litellm_logging import Logging as LiteLLMLogging @@ -450,6 +463,16 @@ def get_remaining_tokens_and_requests_from_request_data(data: dict) -> dict[str, return headers +def _serialize_scan_metadata_header(entries: Iterable[object], *, max_length: int) -> str | None: + """Compact JSON list of scan metadata entries, dropping trailing entries so the header fits in max_length.""" + encoded: Final = tuple(json.dumps(entry, separators=(",", ":")) for entry in entries) + lengths: Final = tuple(accumulate(len(item) + 1 for item in encoded)) + kept: Final = sum(1 for length in lengths if length + 1 <= max_length) + if kept == 0: + return None + return f"[{','.join(encoded[:kept])}]" + + def get_logging_caching_headers(request_data: dict) -> dict | None: _metadata: Final[dict] = {} metadata_bucket: Final = request_data.get("metadata") @@ -468,6 +491,15 @@ def get_logging_caching_headers(request_data: dict) -> dict | None: if scan_ids: headers["x-litellm-guardrail-scan-id"] = ",".join(scan_ids) + scan_metadata: Final = _metadata.get(GUARDRAIL_SCAN_METADATA_METADATA_KEY) + scan_metadata_header: Final = ( + _serialize_scan_metadata_header(scan_metadata, max_length=MAX_GUARDRAIL_SCAN_METADATA_HEADER_LENGTH) + if isinstance(scan_metadata, (list, tuple)) + else None + ) + if scan_metadata_header: + headers["x-litellm-guardrail-scan-metadata"] = scan_metadata_header + if "applied_policies" in _metadata: headers["x-litellm-applied-policies"] = ",".join(_metadata["applied_policies"]) @@ -501,6 +533,7 @@ LITELLM_PROXY_INTERNAL_METADATA_KEYS: Final = frozenset( "applied_policies", "applied_guardrails", GUARDRAIL_SCAN_IDS_METADATA_KEY, + GUARDRAIL_SCAN_METADATA_METADATA_KEY, "policy_sources", "guardrails", "guardrail_config", @@ -565,21 +598,40 @@ def add_guardrail_to_applied_guardrails_header(request_data: dict, guardrail_nam _metadata["applied_guardrails"] = [guardrail_name] -def add_guardrail_scan_id(request_data: dict, scan_id: str | None) -> None: +def add_guardrail_scan_id( + request_data: dict[str, object], + scan_id: str | None, + *, + guardrail_name: str | None, + provider: str, + stage: GuardrailEventHooks, +) -> None: """ - Record a provider scan id so it can be surfaced to the caller. + Record a provider scan id, keyed to the guardrail execution that produced it, so it can be surfaced to the caller. Guardrails only return scan details to the client when they block, so allowed requests carry no - audit trail. Ids recorded here become the x-litellm-guardrail-scan-id response header. + audit trail. Ids recorded here become the x-litellm-guardrail-scan-id response header, and the + (guardrail, stage, provider, scan_id) entries become the x-litellm-guardrail-scan-metadata header. """ if not scan_id: return _, _metadata = get_or_create_metadata_bucket(request_data) existing: Final = _metadata.get(GUARDRAIL_SCAN_IDS_METADATA_KEY) - scan_ids: Final = tuple(existing) if isinstance(existing, (list, tuple)) else () + scan_ids: Final[tuple[object, ...]] = tuple(existing) if isinstance(existing, (list, tuple)) else () if scan_id not in scan_ids: _metadata[GUARDRAIL_SCAN_IDS_METADATA_KEY] = (*scan_ids, scan_id) + entry: Final[GuardrailScanMetadata] = { + "guardrail": guardrail_name, + "stage": stage.value, + "provider": provider, + "scan_id": scan_id, + } + existing_entries: Final = _metadata.get(GUARDRAIL_SCAN_METADATA_METADATA_KEY) + entries: Final[tuple[object, ...]] = tuple(existing_entries) if isinstance(existing_entries, (list, tuple)) else () + if entry not in entries: + _metadata[GUARDRAIL_SCAN_METADATA_METADATA_KEY] = (*entries, entry) + def add_policy_to_applied_policies_header(request_data: dict, policy_name: str | None): """ diff --git a/litellm/proxy/db/db_url_settings.py b/litellm/proxy/db/db_url_settings.py index 4a0231ad9df..d1e4b3e92b8 100644 --- a/litellm/proxy/db/db_url_settings.py +++ b/litellm/proxy/db/db_url_settings.py @@ -34,12 +34,20 @@ writer's connection params (pool size, timeouts, pgbouncer mode) for the ones the reader URL does not pin itself. """ +import _ssl +import hashlib import os +import socket +import ssl +import struct +import sys +import tempfile import urllib.parse -from collections.abc import Mapping +from collections.abc import Callable, Mapping, Sequence from functools import partial +from pathlib import Path from types import MappingProxyType -from typing import Annotated, Final, cast +from typing import Annotated, Final, Protocol, TypeAlias, cast from pydantic import AliasChoices, BeforeValidator, Field from pydantic_settings import BaseSettings, SettingsConfigDict @@ -126,21 +134,100 @@ def add_missing_query_params(url: str, params: Mapping[str, str | int | float]) LIBPQ_VERIFY_SSLMODES: Final[frozenset[str]] = frozenset({"verify-ca", "verify-full"}) +PEM_CERT_HEADER: Final = b"-----BEGIN CERTIFICATE-----" +PG_SSL_REQUEST: Final = struct.pack("!ii", 8, 80877103) +TLS_PROBE_TIMEOUT_SECONDS: Final = 10.0 + +RootCertResolver: TypeAlias = Callable[[str, str, int], str] # mutable-ok: Callable parameter syntax -def translate_libpq_ssl_params(url: str) -> str: +class _VerifiedChainSource(Protocol): + def get_verified_chain(self) -> Sequence[_ssl.Certificate] | None: ... + + +def _verified_chain_der(tls: ssl.SSLSocket) -> tuple[bytes, ...]: + if sys.version_info >= (3, 13): + return tuple(tls.get_verified_chain()) + legacy: Final = cast( # cast-ok: the stub omits _sslobj, the C object has get_verified_chain since 3.10 + "_VerifiedChainSource | None", + tls._sslobj, # pyright: ignore[reportAttributeAccessIssue, reportUnknownMemberType] # public API only from 3.13 + ) + chain: Final = () if legacy is None else legacy.get_verified_chain() or () + return tuple(cert.public_bytes(_ssl.ENCODING_DER) for cert in chain) + + +def _server_trust_anchor(cafile: str, host: str, port: int) -> bytes | None: + try: + context: Final = ssl.create_default_context(cafile=cafile) + with socket.create_connection((host, port), timeout=TLS_PROBE_TIMEOUT_SECONDS) as raw: + raw.sendall(PG_SSL_REQUEST) + if raw.recv(1) != b"S": + return None + with context.wrap_socket(raw, server_hostname=host) as tls: + chain: Final = _verified_chain_der(tls) + except (OSError, ValueError): + return None + return chain[-1] if chain else None + + +def pin_bundle_root(cert_path: str, host: str, port: int) -> str: + """Reduce a multi-root CA bundle to the one root that verifies ``host``. + + Prisma's ``sslcert`` loads a single PEM certificate (native-tls + ``Certificate::from_pem``), so pointing it at a bundle such as the AWS RDS + global bundle trusts only the first of its 108 regional roots and the + handshake fails with "unable to get local issuer certificate" for every + other region. A single-certificate file is returned as is. For a bundle, + one verifying handshake (chain and hostname, whole bundle as trust store) + identifies the trust anchor the server actually chains to, which is + written to a single-certificate file for Prisma. If the probe fails the + bundle path is returned unchanged, so Prisma fails closed exactly as + before rather than trusting anything the bundle would not. + """ + try: + if Path(cert_path).read_bytes().count(PEM_CERT_HEADER) < 2: + return cert_path + except OSError: + return cert_path + root: Final = _server_trust_anchor(cert_path, host, port) + if root is None: + return cert_path + pinned: Final = Path(tempfile.gettempdir()) / f"litellm-sslcert-{hashlib.sha256(root).hexdigest()[:16]}.pem" + return str(pinned) if _replace_file(pinned, ssl.DER_cert_to_PEM_cert(root)) else cert_path + + +def _replace_file(target: Path, content: str) -> bool: + """Write ``content`` to a private temp file and rename it over ``target``, so + readers never see a partial file and a symlink planted at ``target`` is + replaced rather than followed.""" + try: + fd, staged = tempfile.mkstemp(dir=target.parent, prefix=f"{target.name}.") + except OSError: + return False + try: + with os.fdopen(fd, "w") as handle: + handle.write(content) + os.replace(staged, target) + except OSError: + Path(staged).unlink(missing_ok=True) + return False + return True + + +def translate_libpq_ssl_params(url: str, resolve_root_cert: RootCertResolver = pin_bundle_root) -> str: """Rewrite libpq's certificate-verification params into Prisma's dialect. Prisma's engine only knows ``sslmode=disable|prefer|require``, ``sslcert`` - (the CA bundle) and ``sslaccept=strict``. It silently discards + (a single CA certificate) and ``sslaccept=strict``. It silently discards ``sslrootcert`` and downgrades ``sslmode=verify-ca`` / ``verify-full`` to ``prefer``, so a URL copied from libpq / RDS docs connects over TLS with no certificate check at all. ``verify-ca`` and ``verify-full`` both become ``require`` (Prisma has no CA-only mode), ``sslrootcert`` becomes - ``sslcert``, and either one turns on ``sslaccept=strict`` (chain and - hostname), matching libpq where a root cert makes ``require`` verify. - Prisma params the operator pinned themselves win; anything else is left - untouched. + ``sslcert`` (run through ``resolve_root_cert``, which pins a multi-root + bundle down to the server's root), and either one turns on + ``sslaccept=strict`` (chain and hostname), matching libpq where a root + cert makes ``require`` verify. Prisma params the operator pinned + themselves win; anything else is left untouched. """ parsed: Final = urllib.parse.urlsplit(url) pairs: Final = tuple(urllib.parse.parse_qsl(parsed.query, keep_blank_values=True)) @@ -154,7 +241,9 @@ def translate_libpq_ssl_params(url: str) -> str: if key != "sslrootcert" ) root_cert: Final = tuple( - ("sslcert", value) for key, value in pairs if key == "sslrootcert" and "sslcert" not in keys + ("sslcert", resolve_root_cert(value, parsed.hostname or "", parsed.port or int(DEFAULT_POSTGRES_PORT))) + for key, value in pairs + if key == "sslrootcert" and "sslcert" not in keys ) strict: Final = () if "sslaccept" in keys else (("sslaccept", "strict"),) query: Final = urllib.parse.urlencode(translated + root_cert + strict) diff --git a/litellm/proxy/db/gateway_request_tracking.py b/litellm/proxy/db/gateway_request_tracking.py index bebd74e877c..c9ace68db33 100644 --- a/litellm/proxy/db/gateway_request_tracking.py +++ b/litellm/proxy/db/gateway_request_tracking.py @@ -10,13 +10,28 @@ strings rather than passing the raw path through. Nothing a caller sends can add a key, so the fold and the table it commits to are bounded by (days x routes) however much traffic arrives, and the response path carries no unbounded queue that would block once full. + +A flush commits its whole snapshot as one multi-row ``INSERT ... ON CONFLICT DO +UPDATE`` rather than one upsert per key, so a worker costs the primary one +statement per interval however many routes it served. With +``use_redis_transaction_buffer`` on, workers instead push their snapshot to a +Redis list and one lock-holding pod folds every entry and writes the table, so +the deployment as a whole costs the primary one statement per interval. """ -from dataclasses import asdict +import json +from collections.abc import AsyncIterator, Iterable from datetime import datetime, timezone -from typing import TYPE_CHECKING, Final +from itertools import chain +from types import MappingProxyType +from typing import TYPE_CHECKING, Final, TypeAlias + +from pydantic import TypeAdapter from litellm._logging import verbose_proxy_logger +from litellm.caching import RedisCache +from litellm.constants import MAX_REDIS_BUFFER_DEQUEUE_COUNT, REDIS_GATEWAY_REQUESTS_BUFFER_KEY +from litellm.proxy.db.db_transaction_queue.pod_lock_manager import PodLockManager from litellm.proxy.middleware.billable_request_metrics_middleware import BillableCategory from litellm.types.proxy.gateway_requests import ( GatewayRequestCounts, @@ -28,6 +43,15 @@ if TYPE_CHECKING: from litellm.proxy.utils import PrismaClient _EMPTY: Final = GatewayRequestCounts(successful_requests=0, failed_requests=0) +_TABLE: Final = '"LiteLLM_DailyGatewayRequests"' +_COLUMNS_PER_ROW: Final = 5 +_UTC_NOW: Final = "(NOW() AT TIME ZONE 'UTC')" +GATEWAY_REQUESTS_JOB_NAME: Final = "update_gateway_requests_job" + +_BufferedRows: TypeAlias = tuple[tuple[str, str, str, int, int], ...] +_BUFFERED_ROWS: Final = TypeAdapter(_BufferedRows) +_BUFFERED_ENTRIES: Final = TypeAdapter(tuple[str | bytes, ...]) +_NO_COUNTS: Final[GatewayRequestSnapshot] = MappingProxyType({}) def _utc_date() -> str: @@ -59,20 +83,54 @@ class GatewayRequestAccumulator: route) however long the database is unreachable. This buys at-least-once, not exactly-once, and the cost is worth stating. - The batch commits inside its context manager's ``__aexit__``, so a failure - raised after the transaction committed (a connection dropped while reading - the acknowledgement) restores counts that are already persisted, and the - next flush increments them a second time. Exactly-once would need a dedup - key the upserts could ignore on replay. For a traffic-volume metric a rare + The statement commits on the server before its acknowledgement is read, so + a failure raised after the commit (a connection dropped while reading the + acknowledgement) restores counts that are already persisted, and the next + flush increments them a second time. Exactly-once would need a dedup key + the upsert could ignore on replay. For a traffic-volume metric a rare overcount on a dropped acknowledgement beats losing a whole interval to every database blip, so the trade is deliberate. """ - for key, counts in snapshot.items(): - existing = self._counts.get(key, _EMPTY) - self._counts[key] = GatewayRequestCounts( - successful_requests=existing.successful_requests + counts.successful_requests, - failed_requests=existing.failed_requests + counts.failed_requests, - ) + self._counts = dict(fold_counts(chain(self._counts.items(), snapshot.items()))) # mutable-ok: fold replaced + + +def fold_counts(items: Iterable[tuple[GatewayRequestKey, GatewayRequestCounts]]) -> GatewayRequestSnapshot: + """Sum counts key-wise; the result stays bounded by (date x category x route).""" + folded: Final[dict[GatewayRequestKey, GatewayRequestCounts]] = {} # mutable-ok: local fold returned once + for key, counts in items: + existing = folded.get(key, _EMPTY) + folded[key] = GatewayRequestCounts( + successful_requests=existing.successful_requests + counts.successful_requests, + failed_requests=existing.failed_requests + counts.failed_requests, + ) + return folded + + +def build_gateway_requests_upsert(snapshot: GatewayRequestSnapshot) -> tuple[str, tuple[str | int, ...]]: + """ + One ``INSERT ... ON CONFLICT DO UPDATE`` that increments every (date, category, + route) in the snapshot. Rows are ordered by the conflict key so concurrent + writers lock rows in the same order and cannot deadlock. + """ + ordered: Final = sorted(snapshot.items(), key=lambda item: (item[0].date, item[0].category, item[0].route)) + rows: Final = ", ".join( + f"(${base + 1}::text, ${base + 2}::text, ${base + 3}::text, ${base + 4}::bigint, ${base + 5}::bigint, {_UTC_NOW})" + for base in range(0, len(ordered) * _COLUMNS_PER_ROW, _COLUMNS_PER_ROW) + ) + sql: Final = ( + f'INSERT INTO {_TABLE} ("date", "category", "route", "successful_requests", "failed_requests", "updated_at")\n' + f"VALUES {rows}\n" + 'ON CONFLICT ("date", "category", "route") DO UPDATE SET\n' + f' "successful_requests" = {_TABLE}."successful_requests" + EXCLUDED."successful_requests",\n' + f' "failed_requests" = {_TABLE}."failed_requests" + EXCLUDED."failed_requests",\n' + f' "updated_at" = {_UTC_NOW}' + ) + params: Final[tuple[str | int, ...]] = tuple( + value + for key, counts in ordered + for value in (key.date, key.category, key.route, counts.successful_requests, counts.failed_requests) + ) + return sql, params async def commit_gateway_requests_to_db( @@ -80,50 +138,130 @@ async def commit_gateway_requests_to_db( prisma_client: "PrismaClient", snapshot: GatewayRequestSnapshot, ) -> None: - """Upsert one incrementing row per (date, category, route).""" + """Increment every (date, category, route) in the snapshot with a single statement.""" if not snapshot: return - ordered: Final = sorted(snapshot.items(), key=lambda item: (item[0].date, item[0].category, item[0].route)) + sql, params = build_gateway_requests_upsert(snapshot) + await prisma_client.db.execute_raw(sql, *params) # pyright: ignore[reportAny] # untyped prisma client - # pyright: ignore[reportAny] on both lines -- prisma's generated client is untyped, - # so .db and every table action off it resolve to Any at this boundary. The dict - # literals below are the shape prisma's generated inputs require. - async with prisma_client.db.batch_() as batcher: # pyright: ignore[reportAny] # untyped prisma client - for key, counts in ordered: - columns = asdict(key) - batcher.litellm_dailygatewayrequests.upsert( # pyright: ignore[reportAny] # untyped prisma client - where={"date_category_route": columns}, # mutable-ok: prisma input is dict-shaped - data={ # mutable-ok: prisma input is dict-shaped - "create": { # mutable-ok: prisma input is dict-shaped - **columns, - "successful_requests": counts.successful_requests, - "failed_requests": counts.failed_requests, - }, - "update": { # mutable-ok: prisma input is dict-shaped - "successful_requests": {"increment": counts.successful_requests}, # mutable-ok: as above - "failed_requests": {"increment": counts.failed_requests}, # mutable-ok: as above - }, - }, + verbose_proxy_logger.debug( + "Gateway request tracking - committed %d aggregated rows in one statement", len(snapshot) + ) + + +class GatewayRequestRedisBuffer: + """ + Folds every worker's snapshot through one Redis list so a single pod per + interval writes the table, mirroring the spend writer's transaction buffer. + + Each entry is one worker's snapshot as JSON rows; the lock holder pops them, + sums them, and commits one statement. A commit failure pushes the summed + rows back so the next holder retries, keeping the at-least-once guarantee. + If that push fails too, the rows go back to the holder's own accumulator so + they ride along with its next flush instead of vanishing with the pop. + """ + + def __init__(self, *, redis_cache: RedisCache, pod_lock_manager: PodLockManager) -> None: + self._redis_cache: Final = redis_cache + self._pod_lock_manager: Final = pod_lock_manager + + async def push(self, snapshot: GatewayRequestSnapshot) -> None: + if not snapshot: + return + rows: Final[_BufferedRows] = tuple( + (key.date, key.category, key.route, counts.successful_requests, counts.failed_requests) + for key, counts in snapshot.items() + ) + await self._redis_cache.async_rpush(key=REDIS_GATEWAY_REQUESTS_BUFFER_KEY, values=(json.dumps(rows),)) + + async def _pop_batch(self) -> tuple[str | bytes, ...]: + popped: Final[object] = await self._redis_cache.async_lpop( # pyright: ignore[reportAny] # redis returns Any + key=REDIS_GATEWAY_REQUESTS_BUFFER_KEY, count=MAX_REDIS_BUFFER_DEQUEUE_COUNT + ) + if not popped: + return () + return _BUFFERED_ENTRIES.validate_python(popped if isinstance(popped, list) else (popped,)) + + async def _pop_all(self) -> AsyncIterator[str | bytes]: + while True: + batch = await self._pop_batch() + for entry in batch: + yield entry + if len(batch) < MAX_REDIS_BUFFER_DEQUEUE_COUNT: + return + + async def pop(self) -> GatewayRequestSnapshot: + entries: Final = tuple([entry async for entry in self._pop_all()]) + return fold_counts( + ( + GatewayRequestKey(date=date, category=category, route=route), + GatewayRequestCounts(successful_requests=succeeded, failed_requests=failed), ) + for entry in entries + for date, category, route, succeeded, failed in _BUFFERED_ROWS.validate_json(entry) + ) - verbose_proxy_logger.debug("Gateway request tracking - committed %d aggregated rows", len(ordered)) + async def commit_if_leader(self, prisma_client: "PrismaClient") -> GatewayRequestSnapshot: + """ + Drain the list and write it as one statement, but only on the pod holding the job lock. + + The lock is a lease, never released: the holder re-enters it on every flush and + keeps committing alone until the TTL lapses, so the primary sees one statement + per flush interval deployment-wide instead of one per worker. + + Returns the popped rows that could be neither committed nor re-queued, for the + caller to keep in memory. Empty on success. + """ + if not await self._pod_lock_manager.acquire_lock(cronjob_id=GATEWAY_REQUESTS_JOB_NAME): + return _NO_COUNTS + buffered: Final = await self.pop() + try: + await commit_gateway_requests_to_db(prisma_client=prisma_client, snapshot=buffered) + except Exception: # noqa: BLE001 -- a failed commit must not stop the scheduler + verbose_proxy_logger.warning( + "Gateway request tracking - failed to commit %d buffered rows, re-queuing to Redis for the next flush", + len(buffered), + exc_info=True, + ) + return await self._requeue(buffered) + return _NO_COUNTS + + async def _requeue(self, snapshot: GatewayRequestSnapshot) -> GatewayRequestSnapshot: + try: + await self.push(snapshot) + except Exception: # noqa: BLE001 -- the rows go back to the caller's accumulator instead + verbose_proxy_logger.warning( + "Gateway request tracking - Redis re-queue failed, keeping %d rows in memory for the next flush", + len(snapshot), + exc_info=True, + ) + return snapshot + return _NO_COUNTS async def flush_gateway_requests( prisma_client: "PrismaClient", accumulator: GatewayRequestAccumulator, + redis_buffer: GatewayRequestRedisBuffer | None = None, ) -> None: """ Scheduler entrypoint. Never raises: a metering failure must not kill the job. + With ``redis_buffer`` the snapshot goes to Redis and only the lease holder + writes to Postgres. Shutdown passes no buffer so a departing worker writes its + own counts directly instead of parking them behind a lease it may not hold. + ``CancelledError`` is deliberately not caught, so a flush cancelled during shutdown drops its snapshot rather than restoring counts onto an accumulator the process is about to discard. """ snapshot: Final = accumulator.drain() try: - await commit_gateway_requests_to_db(prisma_client=prisma_client, snapshot=snapshot) + if redis_buffer is None: + await commit_gateway_requests_to_db(prisma_client=prisma_client, snapshot=snapshot) + else: + await redis_buffer.push(snapshot) except Exception: # noqa: BLE001 -- a failed flush must not stop the scheduler accumulator.restore(snapshot) verbose_proxy_logger.warning( @@ -131,3 +269,13 @@ async def flush_gateway_requests( len(snapshot), exc_info=True, ) + return + if redis_buffer is None: + return + try: + accumulator.restore(await redis_buffer.commit_if_leader(prisma_client)) + except Exception: # noqa: BLE001 -- entries still in Redis are drained by the next flush + verbose_proxy_logger.warning( + "Gateway request tracking - leader drain failed, buffered rows stay in Redis for the next flush", + exc_info=True, + ) diff --git a/litellm/proxy/guardrails/guardrail_hooks/openai/moderations.py b/litellm/proxy/guardrails/guardrail_hooks/openai/moderations.py index 10683550f85..c22d35509c1 100644 --- a/litellm/proxy/guardrails/guardrail_hooks/openai/moderations.py +++ b/litellm/proxy/guardrails/guardrail_hooks/openai/moderations.py @@ -17,7 +17,8 @@ from litellm.llms.custom_httpx.http_handler import ( get_async_httpx_client, httpxSpecialProvider, ) -from litellm.types.guardrails import GuardrailEventHooks +from litellm.proxy.common_utils.callback_utils import add_guardrail_scan_id +from litellm.types.guardrails import GuardrailEventHooks, SupportedGuardrailIntegrations from litellm.types.utils import ( GenericGuardrailAPIInputs, GuardrailStatus, @@ -218,6 +219,13 @@ class OpenAIModerationGuardrail(OpenAIGuardrailBase, CustomGuardrail): metadata: Final = request_data.get("metadata") or {} request_data["metadata"] = metadata metadata["_openai_moderation_response"] = moderation_response.model_dump() + add_guardrail_scan_id( + request_data=request_data, + scan_id=moderation_response.id, + guardrail_name=self.guardrail_name, + provider=SupportedGuardrailIntegrations.OPENAI_MODERATION.value, + stage=GuardrailEventHooks.post_call if input_type == "response" else GuardrailEventHooks.pre_call, + ) # Check if content is flagged and raise exception if needed self._check_moderation_result(moderation_response) diff --git a/litellm/proxy/guardrails/guardrail_hooks/panw_prisma_airs/panw_prisma_airs.py b/litellm/proxy/guardrails/guardrail_hooks/panw_prisma_airs/panw_prisma_airs.py index b73d3adb99e..3bc0dfabefc 100644 --- a/litellm/proxy/guardrails/guardrail_hooks/panw_prisma_airs/panw_prisma_airs.py +++ b/litellm/proxy/guardrails/guardrail_hooks/panw_prisma_airs/panw_prisma_airs.py @@ -721,10 +721,18 @@ class PanwPrismaAirsHandler(CustomGuardrail): } } - def _record_scan_id(self, request_data: dict[str, object], scan_result: Mapping[str, object]) -> None: + def _record_scan_id( + self, request_data: dict[str, object], scan_result: Mapping[str, object], stage: GuardrailEventHooks + ) -> None: """Surface the AIRS scan id on the response, so allowed calls are auditable too.""" scan_id: Final = scan_result.get("scan_id") - add_guardrail_scan_id(request_data=request_data, scan_id=str(scan_id) if scan_id else None) + add_guardrail_scan_id( + request_data=request_data, + scan_id=str(scan_id) if scan_id else None, + guardrail_name=self.guardrail_name, + provider=self._PROVIDER_NAME, + stage=stage, + ) def _handle_api_error_with_logging( self, @@ -948,7 +956,7 @@ class PanwPrismaAirsHandler(CustomGuardrail): event_type=GuardrailEventHooks.post_call, ) add_guardrail_to_applied_guardrails_header(request_data=request_data, guardrail_name=self.guardrail_name) - self._record_scan_id(request_data, scan_result) + self._record_scan_id(request_data, scan_result, GuardrailEventHooks.post_call) def _check_and_mark_scanned(self, data: dict, scan_type: str) -> bool: """ @@ -1078,7 +1086,7 @@ class PanwPrismaAirsHandler(CustomGuardrail): duration=(end_time - start_time).total_seconds(), event_type=GuardrailEventHooks.pre_call, ) - self._record_scan_id(data, scan_result) + self._record_scan_id(data, scan_result, GuardrailEventHooks.pre_call) action: Final = scan_result.get("action", "block") category: Final = scan_result.get("category", "unknown") @@ -1199,7 +1207,7 @@ class PanwPrismaAirsHandler(CustomGuardrail): duration=(end_time - start_time).total_seconds(), event_type=GuardrailEventHooks.post_call, ) - self._record_scan_id(data, scan_result) + self._record_scan_id(data, scan_result, GuardrailEventHooks.post_call) action: Final = scan_result.get("action", "block") category: Final = scan_result.get("category", "unknown") @@ -1401,7 +1409,7 @@ class PanwPrismaAirsHandler(CustomGuardrail): duration=(end_time - start_time).total_seconds(), event_type=GuardrailEventHooks.post_call, ) - self._record_scan_id(request_data, scan_result) + self._record_scan_id(request_data, scan_result, GuardrailEventHooks.post_call) # Add guardrail to applied guardrails header for observability add_guardrail_to_applied_guardrails_header( @@ -1475,7 +1483,11 @@ class PanwPrismaAirsHandler(CustomGuardrail): ) continue - self._record_scan_id(request_data, scan_result) + self._record_scan_id( + request_data, + scan_result, + GuardrailEventHooks.post_call if is_response else GuardrailEventHooks.pre_call, + ) action = scan_result.get("action", "block") masked_args = self._masked_tool_call_arguments( @@ -1829,7 +1841,11 @@ class PanwPrismaAirsHandler(CustomGuardrail): new_texts.append(text) continue - self._record_scan_id(request_data, scan_result) + self._record_scan_id( + request_data, + scan_result, + GuardrailEventHooks.post_call if is_response else GuardrailEventHooks.pre_call, + ) action = scan_result.get("action", "block") masked_text = self._get_masked_text(scan_result, is_response=is_response) @@ -1901,7 +1917,7 @@ class PanwPrismaAirsHandler(CustomGuardrail): ) # If we reach here, fallback_on_error="allow" else: - self._record_scan_id(request_data, mcp_scan_result) + self._record_scan_id(request_data, mcp_scan_result, GuardrailEventHooks.pre_call) action = mcp_scan_result.get("action", "block") masked_text = self._get_masked_text(mcp_scan_result, is_response=False) if action == "allow": diff --git a/litellm/proxy/litellm_pre_call_utils.py b/litellm/proxy/litellm_pre_call_utils.py index d0eb75bc29a..3250ae5cca9 100644 --- a/litellm/proxy/litellm_pre_call_utils.py +++ b/litellm/proxy/litellm_pre_call_utils.py @@ -235,6 +235,7 @@ _UNTRUSTED_ROOT_CONTROL_FIELDS: Final = ( "applied_policies", "policy_sources", "guardrail_scan_ids", + "guardrail_scan_metadata", "routing_decision", GATEWAY_INJECTED_CACHE_METADATA_KEY, "pillar_response_headers", @@ -291,6 +292,7 @@ _UNTRUSTED_METADATA_CONTROL_FIELDS: Final = ( "applied_policies", "policy_sources", "guardrail_scan_ids", + "guardrail_scan_metadata", "routing_decision", GATEWAY_INJECTED_CACHE_METADATA_KEY, SESSION_DEPLOYMENT_AFFINITY_TTL_METADATA_KEY, @@ -1041,7 +1043,9 @@ def resolve_tenant_otel_destinations( the request has an outcome, so honouring the filter would mean holding every span back until the call finishes. Those entries keep today's behaviour instead, where the tenant's credentials reach the backend through per-request tracer routing and - the operator's exporter is left alone. + the operator's exporter is left alone. Its ``callback_vars`` still take part in the + merge for a backend another entry made eligible, so the destination carries the + same credentials the runtime parser resolves for that request. A backend the request disabled dynamically, through the key's ``litellm_disabled_callbacks`` or the ``x-litellm-disable-callbacks`` header in @@ -1069,12 +1073,13 @@ def resolve_tenant_otel_destinations( callback for item in entries if (callback := _get_validated_callback_metadata(item=item, source="otel-destination")) is not None - if callback.callback_type != "failure" if callback.callback_name.lower() not in disabled ) return tuple( destination - for name in dict.fromkeys(callback.callback_name for callback in callbacks) + for name in dict.fromkeys( + callback.callback_name for callback in callbacks if callback.callback_type != "failure" + ) if ( destination := destination_for( name, diff --git a/litellm/proxy/management_endpoints/common_daily_activity.py b/litellm/proxy/management_endpoints/common_daily_activity.py index ce6a97708ab..a8aef30107c 100644 --- a/litellm/proxy/management_endpoints/common_daily_activity.py +++ b/litellm/proxy/management_endpoints/common_daily_activity.py @@ -14,6 +14,7 @@ from litellm.proxy._types import CommonProxyErrors from litellm.proxy.spend_tracking.key_metadata_recovery import ( attach_user_emails, recover_double_hashed_key_metadata, + recover_key_metadata_from_spend_logs, ) from litellm.proxy.spend_tracking.ptu_feature_flag import is_ptu_cost_attribution_enabled from litellm.proxy.utils import PrismaClient @@ -433,9 +434,29 @@ def update_breakdown_metrics( return breakdown +def _spend_logs_window(dates: AbstractSet[str | None]) -> tuple[datetime, datetime] | None: + parsed: Final = sorted(day for day in (_parse_spend_date(raw) for raw in dates) if day is not None) + if not parsed: + return None + return (parsed[0] - timedelta(days=1), parsed[-1] + timedelta(days=2)) + + +def _parse_spend_date(raw: str | None) -> datetime | None: + if not isinstance(raw, str): + return None + try: + return datetime.fromisoformat(raw) + except ValueError: + return None + + +_EMPTY_KEY_METADATA: Final[Mapping[str, _KeyMetadataDict]] = MappingProxyType({}) + + async def get_api_key_metadata( prisma_client: PrismaClient, api_keys: AbstractSet[str], + spend_logs_window: tuple[datetime, datetime] | None = None, ) -> Mapping[str, _KeyMetadataDict]: """Get api key metadata, falling back to deleted keys table for keys not found in active table. @@ -481,11 +502,17 @@ async def get_api_key_metadata( ) still_missing: Final = api_keys - frozenset(result) - combined: Final = ( - result - if not still_missing - else MappingProxyType({**result, **(await recover_double_hashed_key_metadata(prisma_client, still_missing))}) + from_reverse_hash: Final = ( + await recover_double_hashed_key_metadata(prisma_client, still_missing) if still_missing else _EMPTY_KEY_METADATA ) + after_token_recovery: Final = MappingProxyType({**result, **from_reverse_hash}) + unresolved: Final = api_keys - frozenset(after_token_recovery) + from_spend_logs: Final = ( + await recover_key_metadata_from_spend_logs(prisma_client, unresolved, spend_logs_window) + if unresolved and spend_logs_window is not None + else _EMPTY_KEY_METADATA + ) + combined: Final = MappingProxyType({**after_token_recovery, **from_spend_logs}) return await attach_user_emails(prisma_client, combined) @@ -898,7 +925,9 @@ async def _aggregate_spend_records( api_key_metadata: dict[str, _KeyMetadataDict] = {} if api_keys: - api_key_metadata = await get_api_key_metadata(prisma_client, api_keys) + api_key_metadata = await get_api_key_metadata( + prisma_client, api_keys, _spend_logs_window(frozenset(record.date for record in records)) + ) return await asyncio.to_thread( _aggregate_spend_records_sync, @@ -1094,7 +1123,9 @@ async def _aggregate_grouping_sets_records( api_key_metadata: dict[str, _KeyMetadataDict] = {} if api_keys: - api_key_metadata = await get_api_key_metadata(prisma_client, api_keys) + api_key_metadata = await get_api_key_metadata( + prisma_client, api_keys, _spend_logs_window(frozenset(r.date for r in records)) + ) return await asyncio.to_thread( _aggregate_grouping_sets_records_sync, @@ -1357,7 +1388,9 @@ async def get_daily_activity_aggregated( r.api_key for r in entity_records if r.api_key and r.api_key != PTU_SENTINEL_API_KEY ) entity_key_metadata: Final = ( - await get_api_key_metadata(prisma_client, entity_api_keys) + await get_api_key_metadata( + prisma_client, entity_api_keys, _spend_logs_window(frozenset(r.date for r in entity_records)) + ) if entity_api_keys else {} # mutable-ok: matches the helper's dict return ) diff --git a/litellm/proxy/management_endpoints/cost_tracking_settings.py b/litellm/proxy/management_endpoints/cost_tracking_settings.py index 204051c3715..dc0da63555f 100644 --- a/litellm/proxy/management_endpoints/cost_tracking_settings.py +++ b/litellm/proxy/management_endpoints/cost_tracking_settings.py @@ -18,6 +18,7 @@ from fastapi import APIRouter, Depends, HTTPException from pydantic import BaseModel import litellm +from litellm._internal_context import current_billing_time, pinned_billing_time from litellm._logging import verbose_proxy_logger from litellm.cost_calculator import completion_cost from litellm.proxy._types import ( @@ -27,7 +28,15 @@ from litellm.proxy._types import ( UserAPIKeyAuth, ) from litellm.proxy.auth.user_api_key_auth import user_api_key_auth -from litellm.types.utils import CostPerToken, LlmProvidersSet, ModelInfo +from litellm.types.utils import ( + CostBreakdown, + CostPerToken, + LlmProvidersSet, + ModelInfo, + ModelResponse, + PromptTokensDetailsWrapper, + Usage, +) router: Final = APIRouter() @@ -46,13 +55,15 @@ def _configured_price(key: str, sources: tuple[Mapping[str, object], ...]) -> fl def _extract_custom_pricing( - litellm_params: Mapping[str, object], model_info: Mapping[str, object] + litellm_params: Mapping[str, object], model_info: Mapping[str, object], builtin: ModelInfo | None ) -> CostPerToken | None: """ Pull per-token pricing configured on a deployment so on-prem / self-hosted models (absent from the public cost map) still estimate a real cost. Pricing may live on ``litellm_params`` or ``model_info``; ``litellm_params`` - wins, matching the router's cost-map registration precedence. + wins, matching the router's cost-map registration precedence. Cache rates the + deployment leaves unset come from the backend model's built-in entry, then its + own input rate, again matching what the router registers for live billing. """ sources: Final = (litellm_params, model_info) input_price: Final = _configured_price("input_cost_per_token", sources) @@ -61,15 +72,21 @@ def _extract_custom_pricing( if input_price is None and output_price is None: return None + input_rate: Final = input_price or 0.0 + cache_sources: Final = sources if builtin is None else (*sources, builtin) + cache_read_price: Final = _configured_price("cache_read_input_token_cost", cache_sources) + cache_creation_price: Final = _configured_price("cache_creation_input_token_cost", cache_sources) return CostPerToken( - input_cost_per_token=input_price or 0.0, + input_cost_per_token=input_rate, output_cost_per_token=output_price or 0.0, + cache_read_input_token_cost=input_rate if cache_read_price is None else cache_read_price, + cache_creation_input_token_cost=input_rate if cache_creation_price is None else cache_creation_price, ) -def _lookup_model_info(model: str) -> ModelInfo | None: +def _lookup_model_info(model: str, custom_llm_provider: str | None = None) -> ModelInfo | None: try: - return litellm.get_model_info(model=model) + return litellm.get_model_info(model=model, custom_llm_provider=custom_llm_provider) except Exception: return None @@ -98,17 +115,14 @@ def _resolve_model_for_cost_lookup(model: str) -> ResolvedCostModel: model_info: Final = first_deployment.get("model_info", {}) custom_llm_provider: Final = litellm_params.get("custom_llm_provider") provider: Final = str(custom_llm_provider) if custom_llm_provider is not None else None - custom_cost_per_token: Final = _extract_custom_pricing(litellm_params, model_info) - - # Check base_model first (needed for Azure custom deployment names) + # base_model wins (needed for Azure custom deployment names) base_model: Final = model_info.get("base_model") or litellm_params.get("base_model") - if base_model: - verbose_proxy_logger.debug("Resolved model '%s' to base_model '%s' from router", model, base_model) - return ResolvedCostModel(str(base_model), provider, custom_cost_per_token) - - resolved_model: Final = litellm_params.get("model") + resolved_model: Final = base_model or litellm_params.get("model") if resolved_model: verbose_proxy_logger.debug("Resolved model '%s' to '%s' from router", model, resolved_model) + custom_cost_per_token: Final = _extract_custom_pricing( + litellm_params, model_info, _lookup_model_info(str(resolved_model), provider) + ) return ResolvedCostModel(str(resolved_model), provider, custom_cost_per_token) except Exception as e: verbose_proxy_logger.debug("Could not resolve model '%s' from router: %s", model, e) @@ -117,19 +131,59 @@ def _resolve_model_for_cost_lookup(model: str) -> ResolvedCostModel: return ResolvedCostModel(model, None, None) -def _calculate_period_costs(num_requests, cost_per_request, input_cost, output_cost, margin_cost): - """ - Calculate costs for a given number of requests. +@dataclass(frozen=True, slots=True) +class CostLines: + """Cost of one request split the way the spend logs split it: the cache lines are + shares of input_cost and the reasoning line is a share of output_cost.""" - Returns tuple of (total_cost, input_cost, output_cost, margin_cost) or all None if num_requests is None/0. - """ - if not num_requests: - return None, None, None, None - return ( - cost_per_request * num_requests, - input_cost * num_requests, - output_cost * num_requests, - margin_cost * num_requests, + total_cost: float + input_cost: float + output_cost: float + margin_cost: float + cache_read_cost: float + cache_creation_cost: float + reasoning_cost: float + + def times(self, num_requests: int | None) -> "CostLines | None": + if not num_requests: + return None + return CostLines( + total_cost=self.total_cost * num_requests, + input_cost=self.input_cost * num_requests, + output_cost=self.output_cost * num_requests, + margin_cost=self.margin_cost * num_requests, + cache_read_cost=self.cache_read_cost * num_requests, + cache_creation_cost=self.cache_creation_cost * num_requests, + reasoning_cost=self.reasoning_cost * num_requests, + ) + + +def _cost_lines(cost_per_request: float, cost_breakdown: CostBreakdown | None) -> CostLines: + breakdown: Final = cost_breakdown if cost_breakdown is not None else CostBreakdown() + return CostLines( + total_cost=cost_per_request, + input_cost=breakdown.get("input_cost", 0.0), + output_cost=breakdown.get("output_cost", 0.0), + margin_cost=breakdown.get("margin_total_amount", 0.0), + cache_read_cost=breakdown.get("cache_read_cost", 0.0), + cache_creation_cost=breakdown.get("cache_creation_cost", 0.0), + reasoning_cost=breakdown.get("reasoning_cost", 0.0), + ) + + +def _usage_for_estimate(request: CostEstimateRequest) -> Usage: + cache_tokens: Final = request.cache_read_input_tokens + request.cache_creation_input_tokens + return Usage( + prompt_tokens=request.input_tokens, + completion_tokens=request.output_tokens, + total_tokens=request.input_tokens + request.output_tokens, + reasoning_tokens=request.reasoning_tokens, + prompt_tokens_details=PromptTokensDetailsWrapper( + cached_tokens=request.cache_read_input_tokens, + cache_creation_tokens=request.cache_creation_input_tokens, + ) + if cache_tokens + else None, ) @@ -530,11 +584,14 @@ async def estimate_cost( - model: Model name (e.g., "gpt-4", "claude-3-opus") - input_tokens: Expected input tokens per request - output_tokens: Expected output tokens per request + - cache_read_input_tokens: Cache-read tokens per request, counted within input_tokens (optional) + - cache_creation_input_tokens: Cache-write tokens per request, counted within input_tokens (optional) + - reasoning_tokens: Reasoning tokens per request, counted within output_tokens (optional) - 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) + - Per-request costs (input, output, margin, plus the cache-read, cache-write and reasoning shares) - Daily costs (if num_requests_per_day provided) - Monthly costs (if num_requests_per_month provided) @@ -543,14 +600,15 @@ async def estimate_cost( { "model": "gpt-4", "input_tokens": 1000, + "cache_read_input_tokens": 800, "output_tokens": 500, + "reasoning_tokens": 200, "num_requests_per_day": 100, "num_requests_per_month": 3000 } ``` """ from litellm.litellm_core_utils.litellm_logging import Logging as LiteLLMLoggingObj - from litellm.types.utils import ModelResponse, Usage # Resolve model name (handles router aliases like 'e-model-router' -> 'azure_ai/gpt-4') resolved: Final = _resolve_model_for_cost_lookup(request.model) @@ -559,15 +617,8 @@ async def estimate_cost( verbose_proxy_logger.debug("Cost estimate: request.model='%s' resolved to '%s'", request.model, resolved_model) - # Create a mock response with usage for completion_cost - mock_response: Final = ModelResponse( - model=resolved_model, - usage=Usage( - prompt_tokens=request.input_tokens, - completion_tokens=request.output_tokens, - total_tokens=request.input_tokens + request.output_tokens, - ), - ) + usage: Final = _usage_for_estimate(request) + mock_response: Final = ModelResponse(model=resolved_model, usage=usage) # Create a logging object to capture cost breakdown litellm_logging_obj: Final = LiteLLMLoggingObj( @@ -580,92 +631,73 @@ async def estimate_cost( function_id="cost-estimate", ) - # Use completion_cost which handles all the logic including margins/discounts - try: - cost_per_request: Final = completion_cost( - completion_response=mock_response, - model=resolved_model, - custom_llm_provider=resolved_provider, - custom_cost_per_token=resolved.custom_cost_per_token, - litellm_logging_obj=litellm_logging_obj, - ) - except Exception as e: - raise HTTPException( - status_code=404, - detail={ - "error": f"Could not calculate cost for model '{request.model}' (resolved to '{resolved_model}'): {e}" - }, - ) + # Pinning one moment keeps an off-peak window that opens mid-quote from pricing the totals on + # one side of it and the reported rates on the other. + with pinned_billing_time(current_billing_time()): + # Use completion_cost which handles all the logic including margins/discounts + try: + cost_per_request: Final = completion_cost( + completion_response=mock_response, + model=resolved_model, + custom_llm_provider=resolved_provider, + custom_cost_per_token=resolved.custom_cost_per_token, + litellm_logging_obj=litellm_logging_obj, + ) + except Exception as e: # noqa: BLE001 # completion_cost raises a bare Exception for an unpriceable model + raise HTTPException( + status_code=404, + detail={ + "error": f"Could not calculate cost for model '{request.model}' (resolved to '{resolved_model}'): {e}" + }, + ) - # Get cost breakdown from the logging object - cost_breakdown: Final = litellm_logging_obj.cost_breakdown + # The rates come back from the pricing call itself rather than a second lookup, so they are the + # ones the cost lines above billed at even when completion_cost infers a provider this endpoint + # never resolved (an unrouted "xai/grok-4" prices on xai's inclusive tier thresholds; a lookup + # here without that provider would report the sub-200k rate for a line billed above it). + rates: Final = litellm_logging_obj.billed_token_rates + per_request: Final = _cost_lines(cost_per_request, litellm_logging_obj.cost_breakdown) + daily: Final = per_request.times(request.num_requests_per_day) + monthly: Final = per_request.times(request.num_requests_per_month) - input_cost: Final = cost_breakdown.get("input_cost", 0.0) if cost_breakdown else 0.0 - output_cost: Final = cost_breakdown.get("output_cost", 0.0) if cost_breakdown else 0.0 - margin_cost: Final = cost_breakdown.get("margin_total_amount", 0.0) if cost_breakdown else 0.0 - - model_info: Final = _lookup_model_info(resolved_model) - mapped_input_price: Final = model_info.get("input_cost_per_token") if model_info is not None else None - mapped_output_price: Final = model_info.get("output_cost_per_token") if model_info is not None else None + model_info: Final = _lookup_model_info(resolved_model, resolved_provider) mapped_provider: Final = model_info.get("litellm_provider") if model_info is not None else None - - input_cost_per_token: Final = ( - resolved.custom_cost_per_token["input_cost_per_token"] - if resolved.custom_cost_per_token is not None - else mapped_input_price - ) - output_cost_per_token: Final = ( - resolved.custom_cost_per_token["output_cost_per_token"] - if resolved.custom_cost_per_token is not None - else mapped_output_price - ) custom_llm_provider: Final = mapped_provider if mapped_provider is not None else resolved_provider - # Calculate daily and monthly costs - ( - daily_cost, - daily_input_cost, - daily_output_cost, - daily_margin_cost, - ) = _calculate_period_costs( - num_requests=request.num_requests_per_day, - cost_per_request=cost_per_request, - input_cost=input_cost, - output_cost=output_cost, - margin_cost=margin_cost, - ) - ( - monthly_cost, - monthly_input_cost, - monthly_output_cost, - monthly_margin_cost, - ) = _calculate_period_costs( - num_requests=request.num_requests_per_month, - cost_per_request=cost_per_request, - input_cost=input_cost, - output_cost=output_cost, - margin_cost=margin_cost, - ) - return CostEstimateResponse( model=request.model, input_tokens=request.input_tokens, output_tokens=request.output_tokens, + cache_read_input_tokens=request.cache_read_input_tokens, + cache_creation_input_tokens=request.cache_creation_input_tokens, + reasoning_tokens=request.reasoning_tokens, num_requests_per_day=request.num_requests_per_day, num_requests_per_month=request.num_requests_per_month, - cost_per_request=cost_per_request, - input_cost_per_request=input_cost, - output_cost_per_request=output_cost, - margin_cost_per_request=margin_cost, - daily_cost=daily_cost, - daily_input_cost=daily_input_cost, - daily_output_cost=daily_output_cost, - daily_margin_cost=daily_margin_cost, - monthly_cost=monthly_cost, - monthly_input_cost=monthly_input_cost, - monthly_output_cost=monthly_output_cost, - monthly_margin_cost=monthly_margin_cost, - input_cost_per_token=input_cost_per_token, - output_cost_per_token=output_cost_per_token, + cost_per_request=per_request.total_cost, + input_cost_per_request=per_request.input_cost, + output_cost_per_request=per_request.output_cost, + margin_cost_per_request=per_request.margin_cost, + cache_read_cost_per_request=per_request.cache_read_cost, + cache_creation_cost_per_request=per_request.cache_creation_cost, + reasoning_cost_per_request=per_request.reasoning_cost, + daily_cost=daily.total_cost if daily is not None else None, + daily_input_cost=daily.input_cost if daily is not None else None, + daily_output_cost=daily.output_cost if daily is not None else None, + daily_margin_cost=daily.margin_cost if daily is not None else None, + daily_cache_read_cost=daily.cache_read_cost if daily is not None else None, + daily_cache_creation_cost=daily.cache_creation_cost if daily is not None else None, + daily_reasoning_cost=daily.reasoning_cost if daily is not None else None, + monthly_cost=monthly.total_cost if monthly is not None else None, + monthly_input_cost=monthly.input_cost if monthly is not None else None, + monthly_output_cost=monthly.output_cost if monthly is not None else None, + monthly_margin_cost=monthly.margin_cost if monthly is not None else None, + monthly_cache_read_cost=monthly.cache_read_cost if monthly is not None else None, + monthly_cache_creation_cost=monthly.cache_creation_cost if monthly is not None else None, + monthly_reasoning_cost=monthly.reasoning_cost if monthly is not None else None, + input_cost_per_token=rates.input_cost_per_token if rates is not None else None, + output_cost_per_token=rates.output_cost_per_token if rates is not None else None, + cache_read_input_token_cost=rates.cache_read_input_token_cost if rates is not None else None, + cache_creation_input_token_cost=rates.cache_creation_input_token_cost if rates is not None else None, + output_cost_per_reasoning_token=rates.output_cost_per_reasoning_token if rates is not None else None, provider=custom_llm_provider, ) diff --git a/litellm/proxy/management_endpoints/mcp_management_endpoints.py b/litellm/proxy/management_endpoints/mcp_management_endpoints.py index d5c3427f29a..2aa7fdc7393 100644 --- a/litellm/proxy/management_endpoints/mcp_management_endpoints.py +++ b/litellm/proxy/management_endpoints/mcp_management_endpoints.py @@ -2673,6 +2673,8 @@ if MCP_AVAILABLE: """ Updates the MCP Server in the db. + Partial update: a field left out of the payload keeps its stored value, and a field sent as null is cleared. + Parameters: - payload: UpdateMCPServerRequest - Required. The updated mcp server data. ``` @@ -3098,6 +3100,8 @@ if MCP_AVAILABLE: user_api_key_dict: UserAPIKeyAuth = Depends(user_api_key_auth), litellm_changed_by: str | None = Header(None), ): + """Partial update: a field left out keeps its stored value, and a field sent as null is cleared, except + ``toolset_name`` and ``tools``, which a toolset always has; empty the tool selection with an explicit [].""" prisma_client: Final = get_prisma_client_or_throw("Database not connected. Connect a database to your proxy") if LitellmUserRoles.PROXY_ADMIN != user_api_key_dict.user_role: raise HTTPException( diff --git a/litellm/proxy/management_endpoints/team_endpoints.py b/litellm/proxy/management_endpoints/team_endpoints.py index 2ec68a10f65..c050368b3fe 100644 --- a/litellm/proxy/management_endpoints/team_endpoints.py +++ b/litellm/proxy/management_endpoints/team_endpoints.py @@ -5601,7 +5601,7 @@ async def team_model_add( updated_team: Final = await _team_db(prisma_client).update( where={"team_id": data.team_id}, data={"updated_at": datetime.now(timezone.utc)}, - include={"object_permission": True}, + include={"litellm_model_table": True, "object_permission": True}, ) if updated_team is None: raise HTTPException( @@ -5688,7 +5688,7 @@ async def team_model_delete( updated_team: Final = await _team_db(prisma_client).update( where={"team_id": data.team_id}, data={"models": updated_models}, - include={"object_permission": True}, + include={"litellm_model_table": True, "object_permission": True}, ) if updated_team is None: raise HTTPException( diff --git a/litellm/proxy/management_endpoints/ui_sso.py b/litellm/proxy/management_endpoints/ui_sso.py index 3e6434a5afd..c60888e298f 100644 --- a/litellm/proxy/management_endpoints/ui_sso.py +++ b/litellm/proxy/management_endpoints/ui_sso.py @@ -22,7 +22,6 @@ from html import escape from types import MappingProxyType from typing import ( TYPE_CHECKING, - Annotated, Any, Final, Literal, @@ -42,7 +41,7 @@ if TYPE_CHECKING: import jwt from fastapi import APIRouter, Depends, Header, HTTPException, Request, Response, status from fastapi.responses import RedirectResponse -from pydantic import BaseModel, BeforeValidator, ConfigDict, TypeAdapter, ValidationError +from pydantic import BaseModel, TypeAdapter, ValidationError import litellm from litellm._logging import verbose_proxy_logger @@ -95,6 +94,7 @@ from litellm.proxy.auth.auth_utils import ( ) from litellm.proxy.auth.handle_jwt import JWTHandler from litellm.proxy.auth.ip_address_utils import IPAddressUtils +from litellm.proxy.auth.team_grants import TeamModelAliasTable from litellm.proxy.auth.user_api_key_auth import user_api_key_auth from litellm.proxy.common_utils.admin_ui_utils import ( admin_ui_disabled, @@ -209,31 +209,14 @@ def _team_detail_db(repo: TeamRepository) -> "TableActions[_TeamDetailRow]": return repo.table -_MODEL_ALIASES_ADAPTER: Final = TypeAdapter(dict[str, str]) _SSO_TOKEN_CLAIMS_ADAPTER: Final = TypeAdapter(Mapping[str, object]) -def _decode_model_aliases(value: object) -> object: - """``/team/new`` stores team model aliases as a JSON-encoded string in the Json column.""" - if not isinstance(value, str): - return value - try: - return _MODEL_ALIASES_ADAPTER.validate_json(value) - except ValidationError: - return None - - -class _TeamModelAliasTable(BaseModel): - model_config = ConfigDict(protected_namespaces=()) - - model_aliases: Annotated[Mapping[str, str] | None, BeforeValidator(_decode_model_aliases)] = None - - class _TeamRowGrants(BaseModel): team_id: str team_alias: str | None = None models: tuple[str, ...] = () - litellm_model_table: _TeamModelAliasTable | None = None + litellm_model_table: TeamModelAliasTable | None = None class CliSsoTeamDetail(BaseModel): diff --git a/litellm/proxy/proxy_server.py b/litellm/proxy/proxy_server.py index a617aec9f5c..09e43eb74e1 100644 --- a/litellm/proxy/proxy_server.py +++ b/litellm/proxy/proxy_server.py @@ -17,6 +17,7 @@ import time import traceback import warnings from collections.abc import AsyncGenerator, AsyncIterator, Callable, Collection, Mapping, MutableMapping, Sequence +from dataclasses import dataclass from datetime import datetime, timedelta, timezone from types import MappingProxyType, UnionType from typing import ( @@ -131,6 +132,7 @@ from litellm.router_utils.auto_router_tuning_baseline import ( snapshot_tuning_baselines, tuning_limit_violation, ) +from litellm.types.caching import RedisPipelineIncrementOperation from litellm.types.utils import ( ModelResponse, ModelResponseStream, @@ -138,11 +140,7 @@ from litellm.types.utils import ( TextCompletionResponse, TokenCountResponse, ) -from litellm.utils import ( - _invalidate_model_cost_lowercase_map, - load_credentials_from_list, - reapply_runtime_model_cost_registrations, -) +from litellm.utils import load_credentials_from_list if TYPE_CHECKING: from aiohttp import ClientSession @@ -426,6 +424,7 @@ from litellm.proxy.db.exception_handler import ( ) from litellm.proxy.db.gateway_request_tracking import ( GatewayRequestAccumulator, + GatewayRequestRedisBuffer, flush_gateway_requests, ) from litellm.proxy.db.proxy_worker_heartbeat import ( @@ -2357,6 +2356,17 @@ open_telemetry_logger: OpenTelemetry | None = None gateway_request_accumulator: Final = GatewayRequestAccumulator() ### INITIALIZE GLOBAL LOGGING OBJECT ### proxy_logging_obj: ProxyLogging = ProxyLogging(user_api_key_cache=user_api_key_cache, premium_user=premium_user) + + +def _gateway_request_redis_buffer() -> GatewayRequestRedisBuffer | None: + """Shares the spend writer's transaction-buffer Redis and pod lock when use_redis_transaction_buffer is on.""" + writer: Final = proxy_logging_obj.db_spend_update_writer + redis_cache: Final = writer.redis_update_buffer.redis_cache + if redis_cache is None or not writer.redis_update_buffer._should_commit_spend_updates_to_redis(): + return None + return GatewayRequestRedisBuffer(redis_cache=redis_cache, pod_lock_manager=writer.pod_lock_manager) + + ### REDIS QUEUE ### async_result: Final = None celery_app_conn: Final = None @@ -2707,6 +2717,12 @@ async def _read_spend_counter_estimate(counter_key: str, fallback_spend: float) return fallback_spend, False +@dataclass(frozen=True, slots=True) +class _PendingSpendIncrement: + counter_key: str + increment: float + + async def increment_spend_counters( token: str | None, team_id: str | None, @@ -2741,7 +2757,7 @@ async def increment_spend_counters( cost: Final[float] = response_cost - async def _key_scope(key_token: str) -> None: + async def _key_scope(key_token: str) -> tuple[_PendingSpendIncrement | BaseException, ...]: # key_token arrives pre-hashed from metadata["user_api_key"] (auth flow # hashes raw "sk-..." keys before they reach the callback). The # startswith("sk-") check is a safety net matching update_cache — @@ -2752,30 +2768,29 @@ async def increment_spend_counters( hash_token(token=key_token) if isinstance(key_token, str) and key_token.startswith("sk-") else key_token ) key_counter_key: Final = f"spend:key:{hashed_token}" - if key_counter_key not in reserved_counter_keys: - await _init_and_increment_spend_counter( - counter_key=key_counter_key, - source_cache_key=hashed_token, - increment=cost, + key_pending: Final[tuple[_PendingSpendIncrement, ...]] = ( + () + if key_counter_key in reserved_counter_keys + else ( + await _prepare_spend_counter_increment( + counter_key=key_counter_key, + source_cache_key=hashed_token, + increment=cost, + ), ) - - key_obj: Final[object] = await user_api_key_cache.async_get_cache(key=hashed_token) - if key_obj is None: - return - key_budget_limits = getattr(key_obj, "budget_limits", None) or ( - key_obj.get("budget_limits") if isinstance(key_obj, dict) else None ) - if isinstance(key_budget_limits, str): - key_budget_limits = json.loads(key_budget_limits) - if not isinstance(key_budget_limits, list): - return - for window in key_budget_limits: - duration = window["budget_duration"] if isinstance(window, dict) else window.budget_duration - key_window_reset_at = window.get("reset_at") if isinstance(window, dict) else window.reset_at - key_window_counter = f"spend:key:{hashed_token}:window:{duration}" + + async def _key_window_increment(window: object) -> _PendingSpendIncrement | None: + duration = ( + window["budget_duration"] if isinstance(window, dict) else getattr(window, "budget_duration", None) + ) + key_window_reset_at = ( + window.get("reset_at") if isinstance(window, dict) else getattr(window, "reset_at", None) + ) + key_window_counter: Final = f"spend:key:{hashed_token}:window:{duration}" key_window_start = get_budget_window_start(window) - if key_window_counter not in reserved_counter_keys: - await _init_and_increment_window_spend_counter( + pending_window: Final = ( + await _prepare_window_spend_counter_increment( counter_key=key_window_counter, entity_type="Key", entity_id=hashed_token, @@ -2783,6 +2798,9 @@ async def increment_spend_counters( window_start=key_window_start, increment=cost, ) + if key_window_counter not in reserved_counter_keys + else None + ) await _enqueue_window_spend_row_update( entity_type=Litellm_EntityType.KEY, entity_id=hashed_token, @@ -2792,33 +2810,48 @@ async def increment_spend_counters( increment=cost, request_started_at=request_started_at, ) + return pending_window - async def _team_scope(scope_team_id: str) -> None: - team_counter_key: Final = f"spend:team:{scope_team_id}" - if team_counter_key not in reserved_counter_keys: - await _init_and_increment_spend_counter( - counter_key=team_counter_key, - source_cache_key=f"team_id:{scope_team_id}", - increment=cost, - ) - - team_obj: Final[object] = await user_api_key_cache.async_get_cache(key=f"team_id:{scope_team_id}") - if team_obj is None: - return - team_budget_limits = getattr(team_obj, "budget_limits", None) or ( - team_obj.get("budget_limits") if isinstance(team_obj, dict) else None + key_obj: Final[object] = await user_api_key_cache.async_get_cache(key=hashed_token) + if key_obj is None: + return key_pending + key_budget_limits = getattr(key_obj, "budget_limits", None) or ( + key_obj.get("budget_limits") if isinstance(key_obj, dict) else None ) - if isinstance(team_budget_limits, str): - team_budget_limits = json.loads(team_budget_limits) - if not isinstance(team_budget_limits, list): - return - for window in team_budget_limits: - duration = window["budget_duration"] if isinstance(window, dict) else window.budget_duration - team_window_reset_at = window.get("reset_at") if isinstance(window, dict) else window.reset_at - team_window_counter = f"spend:team:{scope_team_id}:window:{duration}" + if isinstance(key_budget_limits, str): + key_budget_limits = json.loads(key_budget_limits) + if not isinstance(key_budget_limits, list): + return key_pending + window_pending: Final = await asyncio.gather( + *(_key_window_increment(window) for window in key_budget_limits), return_exceptions=True + ) + return key_pending + tuple(item for item in window_pending if item is not None) + + async def _team_scope(scope_team_id: str) -> tuple[_PendingSpendIncrement | BaseException, ...]: + team_counter_key: Final = f"spend:team:{scope_team_id}" + team_pending: Final[tuple[_PendingSpendIncrement, ...]] = ( + () + if team_counter_key in reserved_counter_keys + else ( + await _prepare_spend_counter_increment( + counter_key=team_counter_key, + source_cache_key=f"team_id:{scope_team_id}", + increment=cost, + ), + ) + ) + + async def _team_window_increment(window: object) -> _PendingSpendIncrement | None: + duration = ( + window["budget_duration"] if isinstance(window, dict) else getattr(window, "budget_duration", None) + ) + team_window_reset_at = ( + window.get("reset_at") if isinstance(window, dict) else getattr(window, "reset_at", None) + ) + team_window_counter: Final = f"spend:team:{scope_team_id}:window:{duration}" team_window_start = get_budget_window_start(window) - if team_window_counter not in reserved_counter_keys: - await _init_and_increment_window_spend_counter( + pending_window: Final = ( + await _prepare_window_spend_counter_increment( counter_key=team_window_counter, entity_type="Team", entity_id=scope_team_id, @@ -2826,6 +2859,9 @@ async def increment_spend_counters( window_start=team_window_start, increment=cost, ) + if team_window_counter not in reserved_counter_keys + else None + ) await _enqueue_window_spend_row_update( entity_type=Litellm_EntityType.TEAM, entity_id=scope_team_id, @@ -2835,25 +2871,47 @@ async def increment_spend_counters( increment=cost, request_started_at=request_started_at, ) + return pending_window - async def _team_member_scope(scope_user_id: str, scope_team_id: str) -> None: + team_obj: Final[object] = await user_api_key_cache.async_get_cache(key=f"team_id:{scope_team_id}") + if team_obj is None: + return team_pending + team_budget_limits = getattr(team_obj, "budget_limits", None) or ( + team_obj.get("budget_limits") if isinstance(team_obj, dict) else None + ) + if isinstance(team_budget_limits, str): + team_budget_limits = json.loads(team_budget_limits) + if not isinstance(team_budget_limits, list): + return team_pending + window_pending: Final = await asyncio.gather( + *(_team_window_increment(window) for window in team_budget_limits), return_exceptions=True + ) + return team_pending + tuple(item for item in window_pending if item is not None) + + async def _team_member_scope( + scope_user_id: str, scope_team_id: str + ) -> tuple[_PendingSpendIncrement | BaseException, ...]: team_member_counter_key: Final = f"spend:team_member:{scope_user_id}:{scope_team_id}" if team_member_counter_key in reserved_counter_keys: - return - await _init_and_increment_spend_counter( - counter_key=team_member_counter_key, - source_cache_key=f"team_membership:{scope_user_id}:{scope_team_id}", - increment=cost, + return () + return ( + await _prepare_spend_counter_increment( + counter_key=team_member_counter_key, + source_cache_key=f"team_membership:{scope_user_id}:{scope_team_id}", + increment=cost, + ), ) - async def _user_scope(scope_user_id: str) -> None: + async def _user_scope(scope_user_id: str) -> tuple[_PendingSpendIncrement | BaseException, ...]: user_counter_key: Final = f"spend:user:{scope_user_id}" if user_counter_key in reserved_counter_keys: - return - await _init_and_increment_spend_counter( - counter_key=user_counter_key, - source_cache_key=scope_user_id, - increment=cost, + return () + return ( + await _prepare_spend_counter_increment( + counter_key=user_counter_key, + source_cache_key=scope_user_id, + increment=cost, + ), ) scope_coros: Final = tuple( @@ -2863,7 +2921,7 @@ async def increment_spend_counters( _team_scope(team_id) if team_id is not None else None, _team_member_scope(user_id, team_id) if user_id is not None and team_id is not None else None, _user_scope(user_id) if user_id is not None else None, - _increment_end_user_and_tag_spend_counters( + _prepare_end_user_and_tag_spend_increments( end_user_id=end_user_id, tags=tags, response_cost=cost, @@ -2871,14 +2929,14 @@ async def increment_spend_counters( ) if end_user_id is not None or tags is not None else None, - _increment_model_access_group_spend_counters( + _prepare_model_access_group_spend_increments( model_access_groups=model_access_groups, response_cost=cost, reserved_counter_keys=reserved_counter_keys, ) if model_access_groups else None, - _increment_org_spend_counter( + _prepare_org_spend_increment( org_id=org_id, response_cost=cost, reserved_counter_keys=reserved_counter_keys, @@ -2893,7 +2951,20 @@ async def increment_spend_counters( # as orphaned tasks that race the caller's reservation-counter invalidation; # all scopes settle, then the first error propagates as before. scope_results: Final = await asyncio.gather(*scope_coros, return_exceptions=True) - scope_errors: Final = [r for r in scope_results if isinstance(r, BaseException)] + scope_errors: Final = tuple( + item + for scope in scope_results + for item in (scope if isinstance(scope, tuple) else (scope,)) + if isinstance(item, BaseException) + ) + pending: Final = tuple( + item + for scope in scope_results + if not isinstance(scope, BaseException) + for item in scope + if not isinstance(item, BaseException) + ) + await _apply_spend_counter_increments(pending=pending) if scope_errors: raise scope_errors[0] @@ -2936,41 +3007,49 @@ async def _reconcile_budget_reservation_for_counter_update( return reserved_counter_keys -async def _increment_end_user_and_tag_spend_counters( +async def _prepare_end_user_and_tag_spend_increments( end_user_id: str | None, tags: list[str] | None, response_cost: float, reserved_counter_keys: set[str], -) -> None: - if end_user_id is not None: - await _init_and_increment_unreserved_spend_counter( - counter_key=f"spend:end_user:{end_user_id}", - source_cache_key=end_user_cache_key(end_user_id), - increment=response_cost, - reserved_counter_keys=reserved_counter_keys, - ) - - if tags is None: - return - - seen_tags: Final[set[str]] = set() - for tag_name in tags: - if not tag_name or not isinstance(tag_name, str) or tag_name in seen_tags: - continue - seen_tags.add(tag_name) - await _init_and_increment_unreserved_spend_counter( - counter_key=f"spend:tag:{tag_name}", - source_cache_key=tag_cache_key(tag_name), - increment=response_cost, - reserved_counter_keys=reserved_counter_keys, - ) +) -> tuple[_PendingSpendIncrement | BaseException, ...]: + unique_tags: Final = ( + tuple(dict.fromkeys(tag for tag in tags if tag and isinstance(tag, str))) if tags is not None else () + ) + results: Final = await asyncio.gather( + *( + coro + for coro in ( + _prepare_unreserved_spend_counter_increment( + counter_key=f"spend:end_user:{end_user_id}", + source_cache_key=end_user_cache_key(end_user_id), + increment=response_cost, + reserved_counter_keys=reserved_counter_keys, + ) + if end_user_id is not None + else None, + *( + _prepare_unreserved_spend_counter_increment( + counter_key=f"spend:tag:{tag_name}", + source_cache_key=tag_cache_key(tag_name), + increment=response_cost, + reserved_counter_keys=reserved_counter_keys, + ) + for tag_name in unique_tags + ), + ) + if coro is not None + ), + return_exceptions=True, + ) + return tuple(item for item in results if item is not None) -async def _increment_model_access_group_spend_counters( +async def _prepare_model_access_group_spend_increments( model_access_groups: Sequence[object], response_cost: float, reserved_counter_keys: set[str], -) -> None: +) -> tuple[_PendingSpendIncrement | BaseException, ...]: """Charge the model access groups that authorized this request. Without this the counter auth reads is written only by the reservation path, so @@ -2984,55 +3063,63 @@ async def _increment_model_access_group_spend_counters( unique_groups: Final = tuple( dict.fromkeys(group for group in model_access_groups if group and isinstance(group, str)) ) - for group in unique_groups: - await _init_and_increment_unreserved_spend_counter( - counter_key=model_access_group_spend_counter_key(group), - source_cache_key=model_access_group_cache_key(group), - increment=response_cost, - reserved_counter_keys=reserved_counter_keys, - ) + results: Final = await asyncio.gather( + *( + _prepare_unreserved_spend_counter_increment( + counter_key=model_access_group_spend_counter_key(group), + source_cache_key=model_access_group_cache_key(group), + increment=response_cost, + reserved_counter_keys=reserved_counter_keys, + ) + for group in unique_groups + ), + return_exceptions=True, + ) + return tuple(item for item in results if item is not None) -async def _increment_org_spend_counter( +async def _prepare_org_spend_increment( org_id: str | None, response_cost: float, reserved_counter_keys: set[str], -) -> None: +) -> tuple[_PendingSpendIncrement, ...]: if org_id is None: - return + return () - await _init_and_increment_unreserved_spend_counter( + pending: Final = await _prepare_unreserved_spend_counter_increment( counter_key=f"spend:org:{org_id}", source_cache_key=[f"org_id:{org_id}:with_budget", f"org_id:{org_id}"], increment=response_cost, reserved_counter_keys=reserved_counter_keys, ) + return (pending,) if pending is not None else () -async def _init_and_increment_unreserved_spend_counter( +async def _prepare_unreserved_spend_counter_increment( counter_key: str, source_cache_key: str | list[str], increment: float, reserved_counter_keys: set[str], -) -> None: +) -> _PendingSpendIncrement | None: if counter_key in reserved_counter_keys: - return + return None - await _init_and_increment_spend_counter( + return await _prepare_spend_counter_increment( counter_key=counter_key, source_cache_key=source_cache_key, increment=increment, ) -async def _init_and_increment_spend_counter( +async def _prepare_spend_counter_increment( counter_key: str, source_cache_key: str | list[str], increment: float, -): +) -> _PendingSpendIncrement: """ Initialize counter from the authoritative DB spend value if not yet - set, then atomically increment in both in-memory and Redis. + set, then return the pending increment for the caller to apply in one + pipelined Redis call. On first access per pod: 1. Check spend_counter_cache (in-memory -> Redis via DualCache) @@ -3044,13 +3131,13 @@ async def _init_and_increment_spend_counter( the counter as absent and seed it. Using increment means the worst case is over-counting (conservative, blocks slightly early) rather than under-counting (would allow overspend). - 4. Increment atomically (both in-memory + Redis) + 4. Increment is returned for the caller to apply via pipeline """ await _ensure_spend_counter_initialized( counter_key=counter_key, source_cache_key=source_cache_key, ) - await _increment_spend_counter_cache(counter_key=counter_key, increment=increment) + return _PendingSpendIncrement(counter_key=counter_key, increment=increment) async def _enqueue_window_spend_row_update( @@ -3102,20 +3189,20 @@ async def _enqueue_window_spend_row_update( ) -async def _init_and_increment_window_spend_counter( +async def _prepare_window_spend_counter_increment( counter_key: str, entity_type: str, entity_id: str, window_duration: str | None, window_start: datetime | None, increment: float, -): +) -> _PendingSpendIncrement | None: if window_start is None: verbose_proxy_logger.warning( "Skipping spend counter increment for invalid budget window %s", counter_key, ) - return + return None initialized: Final = await _ensure_window_spend_counter_initialized( counter_key=counter_key, @@ -3125,8 +3212,8 @@ async def _init_and_increment_window_spend_counter( window_start=window_start, ) if initialized is False: - return - await _increment_spend_counter_cache(counter_key=counter_key, increment=increment) + return None + return _PendingSpendIncrement(counter_key=counter_key, increment=increment) async def _ensure_spend_counter_initialized( @@ -3259,6 +3346,32 @@ async def _invalidate_spend_counter(counter_key: str): ) +async def _apply_spend_counter_increments(pending: Sequence[_PendingSpendIncrement]) -> None: + if not pending: + return + redis_cache: Final = spend_counter_cache.redis_cache + if redis_cache is None: + for item in pending: + await spend_counter_cache.async_increment_cache( + key=item.counter_key, + value=item.increment, + refresh_ttl=True, + ) + return + ttl: Final = redis_cache.get_ttl() + increment_list: Final = [ # mutable-ok: async_increment_pipeline signature requires list[RedisPipelineIncrementOperation] + RedisPipelineIncrementOperation(key=item.counter_key, increment_value=item.increment, ttl=ttl) + for item in pending + ] + try: + results: Final = await redis_cache.async_increment_pipeline(increment_list=increment_list) + except Exception: + await asyncio.gather(*(_invalidate_spend_counter(counter_key=item.counter_key) for item in pending)) + raise + for item, current_value in zip(pending, results or ()): + spend_counter_cache.in_memory_cache.set_cache(key=item.counter_key, value=current_value) + + async def update_cache( token: str | None, user_id: str | None, @@ -4436,20 +4549,9 @@ def resolve_classifier_plugin( def _swap_in_model_cost_map(new_model_cost_map: dict) -> int: - """Adopt a freshly fetched cost map into this process's litellm state, return the model count""" - litellm.model_cost = new_model_cost_map - # Invalidate case-insensitive lookup map since model_cost was replaced - _invalidate_model_cost_lowercase_map() - # Repopulate provider model sets (e.g. litellm.anthropic_models) so that - # wildcard patterns like "anthropic/*" include any newly added models. - litellm.add_known_models(model_cost_map=new_model_cost_map) - # Counted before the re-apply below, which writes into this same dict, so the - # number reported describes the fetched price data alone. - fetched_model_count: Final = len(new_model_cost_map) if new_model_cost_map else 0 - # The swap discards everything registered at runtime (deployment model_info, - # register_model overrides), so put it back on top of the fresh catalog. - reapply_runtime_model_cost_registrations() - return fetched_model_count + from litellm.litellm_core_utils.get_model_cost_map import adopt_model_cost_map + + return adopt_model_cost_map(new_model_cost_map) def should_load_db_object(object_type: str | SupportedDBObjectType) -> bool: @@ -9543,7 +9645,7 @@ class ProxyStartupEvent: flush_gateway_requests, "interval", seconds=batch_writing_interval, - args=(prisma_client, gateway_request_accumulator), + args=(prisma_client, gateway_request_accumulator, _gateway_request_redis_buffer()), id="update_gateway_requests_job", replace_existing=True, misfire_grace_time=APSCHEDULER_MISFIRE_GRACE_TIME, @@ -17750,6 +17852,7 @@ async def reload_model_cost_map( # Immediately reload the model cost map in the current pod from litellm.litellm_core_utils.get_model_cost_map import ( ModelCostMapReloadUnavailable, + get_model_cost_map_provenance, refetch_model_cost_map, ) @@ -17763,6 +17866,7 @@ async def reload_model_cost_map( models_count = _swap_in_model_cost_map(reload_result.model_cost_map) current_time = utc_now() proxy_config.model_cost_map_loaded_at = current_time + provenance: Final = get_model_cost_map_provenance() # Publish a new revision so every other pod reloads on its next poll; this pod has # already served it, so adopt it here rather than reloading again a tick later @@ -17777,6 +17881,7 @@ async def reload_model_cost_map( "status": "success", "models_count": models_count, "timestamp": current_time.isoformat(), + **provenance, } except HTTPException: raise @@ -17897,12 +18002,17 @@ async def get_model_cost_map_reload_status( try: global prisma_client + from litellm.litellm_core_utils.get_model_cost_map import ( + get_model_cost_map_provenance, + ) + provenance: Final = get_model_cost_map_provenance() if prisma_client is None: verbose_proxy_logger.info("No database connection, returning not scheduled") - return reload_schedule_status(None) + return {**reload_schedule_status(None), **provenance} - return reload_schedule_status(await read_reload_schedule(prisma_client, MODEL_COST_MAP_RELOAD_PARAM_NAME)) + schedule: Final = await read_reload_schedule(prisma_client, MODEL_COST_MAP_RELOAD_PARAM_NAME) + return {**reload_schedule_status(schedule), **provenance} except Exception as e: verbose_proxy_logger.exception("Failed to get model cost map reload status: %s", e) raise HTTPException( @@ -17930,6 +18040,9 @@ async def get_model_cost_map_source( - 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) + - loaded_at: when this pod last loaded the map + - source_revision: git blob id of the loaded file, what git rev-parse : prints for it + - etag: the ETag of the remote fetch (null for the bundled backup) - model_count: number of models in the currently loaded cost map """ # Read-only source info — admin viewers can read. @@ -18484,6 +18597,31 @@ async def _stream_mcp_asgi_response(handle_fn, scope: dict, receive) -> "Streami ######################################################## +@app.api_route( + "/mcp/proxy", + methods=["GET", "POST", "PUT", "DELETE", "PATCH", "OPTIONS", "HEAD"], # mutable-ok: FastAPI route methods +) +async def proxy_mcp_route(request: Request) -> Response: + """Serve the fixed three-tool MCP proxy surface.""" + from litellm.proxy._experimental.mcp_server.mcp_context import ( # pyright: ignore[reportPrivateUsage] # route-owned mode + _mcp_proxy_mode, # pyright: ignore[reportPrivateUsage] # route-owned mode + ) + from litellm.proxy._experimental.mcp_server.server import handle_streamable_http_mcp + from litellm.proxy._experimental.mcp_server.utils import is_mcp_available + + if not is_mcp_available(): + raise HTTPException(status_code=404, detail="Not Found") + + token: Final = _mcp_proxy_mode.set(True) + try: + scope: Final = dict(request.scope) # mutable-ok: ASGI scope rewrite + scope["_original_path"] = scope.get("path", "") + scope["path"] = BASE_MCP_ROUTE + return await _stream_mcp_asgi_response(handle_streamable_http_mcp, scope, request.receive) + finally: + _mcp_proxy_mode.reset(token) + + @app.api_route( BASE_MCP_ROUTE, methods=["GET", "POST", "PUT", "DELETE", "PATCH", "OPTIONS", "HEAD"], diff --git a/litellm/proxy/public_endpoints/autorouter_presets.json b/litellm/proxy/public_endpoints/autorouter_presets.json index 7d09db31127..7a251afc076 100644 --- a/litellm/proxy/public_endpoints/autorouter_presets.json +++ b/litellm/proxy/public_endpoints/autorouter_presets.json @@ -10,7 +10,12 @@ "REASONING": ["claude-opus-5"] }, "tier_model_configs": { - "REASONING": [{ "model_name": "claude-opus-5", "litellm_params": { "reasoning_effort": "high" } }] + "REASONING": [ + { + "model_name": "claude-opus-5", + "litellm_params": { "reasoning_effort": "high" } + } + ] }, "classifier_type": "heuristic_v2", "escalation_keywords": ["LITELLM ESCALATE"], @@ -23,16 +28,21 @@ }, "anthropic_family": { "label": "Anthropic Family", - "description": "Routes across the Claude model family: Haiku for simple queries, Sonnet for medium, Opus for complex, Opus at high thinking for reasoning.", + "description": "Routes across the Claude model family: Haiku for simple queries, Sonnet for medium, Opus for complex, Fable 5.1 at high thinking for reasoning.", "complexity_router_config": { "tiers": { "SIMPLE": ["claude-haiku-4-5"], "MEDIUM": ["claude-sonnet-5"], "COMPLEX": ["claude-opus-5"], - "REASONING": ["claude-opus-5"] + "REASONING": ["claude-fable-5-1"] }, "tier_model_configs": { - "REASONING": [{ "model_name": "claude-opus-5", "litellm_params": { "reasoning_effort": "high" } }] + "REASONING": [ + { + "model_name": "claude-fable-5-1", + "litellm_params": { "reasoning_effort": "high" } + } + ] }, "classifier_type": "heuristic", "escalation_keywords": ["LITELLM ESCALATE"], @@ -73,8 +83,18 @@ "REASONING": ["claude-opus-5"] }, "tier_model_configs": { - "MEDIUM": [{ "model_name": "muse-spark-1.2", "litellm_params": { "reasoning_effort": "xhigh" } }], - "COMPLEX": [{ "model_name": "kimi-k3", "litellm_params": { "reasoning_effort": "max" } }] + "MEDIUM": [ + { + "model_name": "muse-spark-1.2", + "litellm_params": { "reasoning_effort": "xhigh" } + } + ], + "COMPLEX": [ + { + "model_name": "kimi-k3", + "litellm_params": { "reasoning_effort": "max" } + } + ] }, "classifier_type": "llm", "classifier_llm_config": { @@ -93,16 +113,21 @@ }, "openai_family": { "label": "OpenAI Family", - "description": "Routes across the GPT model family: Luna for simple queries, Terra for medium, Sol for complex, Sol at xhigh thinking for reasoning.", + "description": "Routes across the GPT model family: Luna for simple queries, Terra for medium, Sol for complex, Astra at xhigh thinking for reasoning.", "complexity_router_config": { "tiers": { "SIMPLE": ["gpt-5.6-luna"], "MEDIUM": ["gpt-5.6-terra"], "COMPLEX": ["gpt-5.6-sol"], - "REASONING": ["gpt-5.6-sol"] + "REASONING": ["gpt-6-astra"] }, "tier_model_configs": { - "REASONING": [{ "model_name": "gpt-5.6-sol", "litellm_params": { "reasoning_effort": "xhigh" } }] + "REASONING": [ + { + "model_name": "gpt-6-astra", + "litellm_params": { "reasoning_effort": "xhigh" } + } + ] }, "classifier_type": "heuristic", "escalation_keywords": ["LITELLM ESCALATE"], diff --git a/litellm/proxy/spend_tracking/budget_reservation.py b/litellm/proxy/spend_tracking/budget_reservation.py index d9f6e33c43c..bf5eadcd85d 100644 --- a/litellm/proxy/spend_tracking/budget_reservation.py +++ b/litellm/proxy/spend_tracking/budget_reservation.py @@ -173,6 +173,29 @@ def _raise_counter_budget_exceeded( ) +_UNBILLED_ROUTES: Final[frozenset[str]] = frozenset( + { + "/models", + "/v1/models", + "/utils/token_counter", + "/responses/input_tokens", + "/v1/responses/input_tokens", + "/openai/v1/responses/input_tokens", + } +) +_TOKEN_COUNTING_SEGMENTS: Final[frozenset[str]] = frozenset({"count_tokens", "count-tokens"}) +_TOKEN_COUNTING_ACTION: Final = "countTokens" + + +def _is_token_counting_route(route: str) -> bool: + resource, _, action = route.rsplit("/", 1)[-1].partition(":") + return resource in _TOKEN_COUNTING_SEGMENTS or action == _TOKEN_COUNTING_ACTION + + +def _is_unbilled_route(route: str) -> bool: + return route in _UNBILLED_ROUTES or _is_token_counting_route(route) + + async def reserve_budget_for_request( request_body: dict, route: str, @@ -190,14 +213,7 @@ async def reserve_budget_for_request( ) -> dict | None: if valid_token is None or not RouteChecks.is_llm_api_route(route=route): return None - if route in { - "/models", - "/v1/models", - "/utils/token_counter", - "/responses/input_tokens", - "/v1/responses/input_tokens", - "/openai/v1/responses/input_tokens", - }: + if _is_unbilled_route(route): return None if get_model_from_request(request_body, route, llm_router=llm_router) is None: return None diff --git a/litellm/proxy/spend_tracking/key_metadata_recovery.py b/litellm/proxy/spend_tracking/key_metadata_recovery.py index 7de18521edd..29688b61b3d 100644 --- a/litellm/proxy/spend_tracking/key_metadata_recovery.py +++ b/litellm/proxy/spend_tracking/key_metadata_recovery.py @@ -1,5 +1,7 @@ +import asyncio from collections.abc import Awaitable, Callable, Mapping, Sequence from collections.abc import Set as AbstractSet +from datetime import datetime, timedelta from types import MappingProxyType from typing import Final, TypeVar @@ -7,6 +9,13 @@ from pydantic import BaseModel, TypeAdapter from typing_extensions import ReadOnly, TypedDict from litellm._logging import verbose_proxy_logger +from litellm.caching.in_memory_cache import InMemoryCache +from litellm.constants import ( + SPEND_LOG_KEY_METADATA_CACHE_MAX_ITEMS, + SPEND_LOG_KEY_METADATA_CACHE_TTL, + SPEND_LOG_KEY_METADATA_MISS_CACHE_TTL, + SPEND_LOG_KEY_METADATA_QUERY_TIMEOUT_MS, +) from litellm.litellm_core_utils.litellm_logging import is_valid_sha256_hash from litellm.proxy.utils import PrismaClient from litellm.repositories.user_repository import UserRepository @@ -27,6 +36,33 @@ WHERE encode(sha256(convert_to(token, 'UTF8')), 'hex') = ANY($1::text[]) ORDER BY token, deleted_at DESC """ +_SPEND_LOG_ALIAS_SQL: Final = """ +SELECT api_key AS digest, + MIN(key_alias) AS first_alias, + MAX(key_alias) AS last_alias, + MIN(team_id) AS first_team, + MAX(team_id) AS last_team, + MIN(user_id) AS first_owner, + MAX(user_id) AS last_owner +FROM ( + SELECT api_key, + NULLIF(metadata->>'user_api_key_alias', '') AS key_alias, + COALESCE(NULLIF(team_id, ''), NULLIF(metadata->>'user_api_key_team_id', '')) AS team_id, + COALESCE(NULLIF("user", ''), NULLIF(metadata->>'user_api_key_user_id', '')) AS user_id + FROM "LiteLLM_SpendLogs" + WHERE api_key = ANY($1::text[]) + AND "startTime" >= $2::timestamp + AND "startTime" < $3::timestamp +) named +WHERE COALESCE(key_alias, user_id, team_id) IS NOT NULL +GROUP BY api_key +""" + +_SPEND_LOG_STATEMENT_TIMEOUT_SQL: Final = f"SET LOCAL statement_timeout = {SPEND_LOG_KEY_METADATA_QUERY_TIMEOUT_MS}" +_SPEND_LOG_TRANSACTION_TIMEOUT: Final = timedelta(milliseconds=2 * SPEND_LOG_KEY_METADATA_QUERY_TIMEOUT_MS) + +_HASHED_JWT_PREFIX: Final = "hashed-jwt-" + class KeyMetadataDict(TypedDict, total=False): key_alias: ReadOnly[str | None] @@ -42,7 +78,35 @@ class _TokenDigestRow(BaseModel): user_id: str | None = None +def _unanimous(first: str | None, last: str | None) -> str | None: + return first if first == last else None + + +class _SpendLogDigestRow(BaseModel): + digest: str + first_alias: str | None = None + last_alias: str | None = None + first_team: str | None = None + last_team: str | None = None + first_owner: str | None = None + last_owner: str | None = None + + def metadata(self) -> KeyMetadataDict: + return KeyMetadataDict( + key_alias=_unanimous(self.first_alias, self.last_alias), + team_id=_unanimous(self.first_team, self.last_team), + user_id=_unanimous(self.first_owner, self.last_owner), + ) + + _TOKEN_DIGEST_ROWS: Final = TypeAdapter(tuple[_TokenDigestRow, ...]) +_SPEND_LOG_DIGEST_ROWS: Final = TypeAdapter(tuple[_SpendLogDigestRow, ...]) +_CACHED_KEY_METADATA: Final = TypeAdapter(KeyMetadataDict) +_SPEND_LOG_METADATA_CACHE: Final = InMemoryCache( + max_size_in_memory=SPEND_LOG_KEY_METADATA_CACHE_MAX_ITEMS, + default_ttl=SPEND_LOG_KEY_METADATA_CACHE_TTL, +) +_SPEND_LOG_QUERY_LOCK: Final = asyncio.Lock() _EMPTY_KEY_METADATA: Final[Mapping[str, KeyMetadataDict]] = MappingProxyType({}) _EMPTY_EMAILS: Final[Mapping[str, str]] = MappingProxyType({}) @@ -138,14 +202,6 @@ async def recover_double_hashed_key_metadata( prisma_client: PrismaClient, missing_keys: AbstractSet[str], ) -> Mapping[str, KeyMetadataDict]: - """ - Recover key_alias/team_id/user_id for DailyUserSpend.api_key values that - were double-hashed by the v1.99 spend-log provenance gate. - - Those rows store hash(VerificationToken.token) instead of the token, so the - exact join misses. Postgres hashes the token column itself, one pass over - active keys and one over deleted keys, so no key row crosses the wire. - """ sha_missing: Final = frozenset(key for key in missing_keys if is_valid_sha256_hash(key)) if not sha_missing: return _EMPTY_KEY_METADATA @@ -168,6 +224,117 @@ async def recover_double_hashed_key_metadata( return MappingProxyType({**from_active, **from_deleted}) +def _is_spend_log_digest(key: str) -> bool: + return is_valid_sha256_hash(key.removeprefix(_HASHED_JWT_PREFIX)) + + +def _spend_log_cache_key(digest: str, window: tuple[datetime, datetime]) -> str: + start, end = window + return f"spend_log_key_metadata:{digest}:{start.isoformat()}:{end.isoformat()}" + + +def _cached_spend_log_metadata( + cache: InMemoryCache, + digests: AbstractSet[str], + window: tuple[datetime, datetime], +) -> Mapping[str, KeyMetadataDict]: + return MappingProxyType( + { + digest: _CACHED_KEY_METADATA.validate_python(cached) + for digest in digests + for cached in (cache.get_cache(_spend_log_cache_key(digest, window)),) + if cached is not None + } + ) + + +async def _spend_log_rows_within_the_statement_timeout( + prisma_client: PrismaClient, + digests: AbstractSet[str], + window: tuple[datetime, datetime], +) -> Sequence[Mapping[str, object]]: + start, end = window + async with prisma_client.db.tx(timeout=_SPEND_LOG_TRANSACTION_TIMEOUT) as transaction: + await transaction.execute_raw(_SPEND_LOG_STATEMENT_TIMEOUT_SQL) + return await transaction.query_raw(_SPEND_LOG_ALIAS_SQL, sorted(digests), start, end) + + +async def _query_spend_log_metadata( + prisma_client: PrismaClient, + digests: AbstractSet[str], + window: tuple[datetime, datetime], +) -> Mapping[str, KeyMetadataDict] | None: + rows: Final = await _db_or_empty( + lambda: _spend_log_rows_within_the_statement_timeout(prisma_client, digests, window), + "Failed spend-log alias recovery for %d missing keys: %s", + len(digests), + ) + if rows is None: + return None + return MappingProxyType( + { + row.digest: meta + for row in _SPEND_LOG_DIGEST_ROWS.validate_python(rows) + for meta in (row.metadata(),) + if row.digest in digests and any(meta.values()) + } + ) + + +def _remember_spend_log_metadata( + cache: InMemoryCache, digest: str, window: tuple[datetime, datetime], meta: KeyMetadataDict | None +) -> None: + key: Final = _spend_log_cache_key(digest, window) + if meta is not None: + cache.set_cache(key, meta) + return + missed_before: Final = f"{key}:missed-before" + if cache.get_cache(missed_before) is not None: + cache.set_cache(key, KeyMetadataDict()) + return + cache.set_cache(key, KeyMetadataDict(), ttl=SPEND_LOG_KEY_METADATA_MISS_CACHE_TTL) + cache.set_cache(missed_before, True) + + +async def _spend_log_metadata_one_query_at_a_time( + prisma_client: PrismaClient, + cache: InMemoryCache, + lock: asyncio.Lock, + digests: AbstractSet[str], + window: tuple[datetime, datetime], +) -> Mapping[str, KeyMetadataDict]: + async with lock: + settled: Final = _cached_spend_log_metadata(cache, digests, window) + pending: Final = digests - frozenset(settled) + fresh: Final = ( + await _query_spend_log_metadata(prisma_client, pending, window) if pending else _EMPTY_KEY_METADATA + ) + found: Final = fresh if fresh is not None else _EMPTY_KEY_METADATA + for digest in pending: + _remember_spend_log_metadata(cache, digest, window, found.get(digest)) + return MappingProxyType({**settled, **found}) + + +async def recover_key_metadata_from_spend_logs( + prisma_client: PrismaClient, + missing_keys: AbstractSet[str], + window: tuple[datetime, datetime], + cache: InMemoryCache = _SPEND_LOG_METADATA_CACHE, + lock: asyncio.Lock = _SPEND_LOG_QUERY_LOCK, +) -> Mapping[str, KeyMetadataDict]: + digests: Final = frozenset(key for key in missing_keys if _is_spend_log_digest(key)) + if not digests: + return _EMPTY_KEY_METADATA + cached: Final = _cached_spend_log_metadata(cache, digests, window) + uncached: Final = digests - frozenset(cached) + settled: Final = ( + await _spend_log_metadata_one_query_at_a_time(prisma_client, cache, lock, uncached, window) + if uncached + else _EMPTY_KEY_METADATA + ) + return MappingProxyType({digest: meta for digest, meta in (*cached.items(), *settled.items()) if meta}) + + def _row_with_recovered_fields( row: Mapping[str, object], recovered: Mapping[str, KeyMetadataDict], diff --git a/litellm/responses/utils.py b/litellm/responses/utils.py index 540d492beec..599e978df6a 100644 --- a/litellm/responses/utils.py +++ b/litellm/responses/utils.py @@ -543,6 +543,49 @@ class ResponsesAPIRequestUtils: return request_input + @staticmethod + def strip_encrypted_reasoning_from_input(request_input: object) -> None: + """Drop reasoning items the routed deployment cannot decrypt, keeping their readable summary. + + Mutates ``request_input`` in place: the router's fallback snapshot shares this + list object, so a rebound list would replay the stripped items on the fallback hop. + """ + if not isinstance(request_input, list): + return + items: Final = cast(list[object], request_input) # cast-ok: untyped client json + stripped: Final = tuple(ResponsesAPIRequestUtils._without_encrypted_reasoning(item) for item in items) + items[:] = (item for item in stripped if item is not None) # rebind-ok: list shared with fallback snapshot + + @staticmethod + def _without_encrypted_reasoning(item: object) -> object | None: + if not isinstance(item, dict): + return item + reasoning: Final = cast(Mapping[str, object], item) # cast-ok: untyped client json + if reasoning.get("type") != "reasoning" or not reasoning.get("encrypted_content"): + return reasoning + readable: Final = any( + ResponsesAPIRequestUtils._has_readable_text(reasoning.get(key)) for key in ("summary", "content") + ) + if not readable: + return None + kept: Final[dict[str, object]] = { # mutable-ok: request item rebuilt without the undecryptable keys + key: value for key, value in reasoning.items() if key not in ("encrypted_content", "id") + } + return kept + + @staticmethod + def _has_readable_text(value: object) -> bool: + """A reasoning item's ``summary``/``content`` carries readable text: a non-empty string, or a + list holding at least one block with a non-empty ``text`` field (summary_text / output_text).""" + if isinstance(value, str): + return bool(value.strip()) + if isinstance(value, list): + return any( + isinstance(block, dict) and bool(cast(Mapping[str, object], block).get("text")) # cast-ok: untyped json + for block in value + ) + return False + @staticmethod def _build_responses_api_response_id( custom_llm_provider: str | None, diff --git a/litellm/router.py b/litellm/router.py index 965fa561ae7..e45b50a1d85 100644 --- a/litellm/router.py +++ b/litellm/router.py @@ -1319,6 +1319,43 @@ class Router: if isinstance(litellm.input_callback, list): litellm.input_callback = [c for c in litellm.input_callback if id(c) not in selector_ids] + def _apply_updated_routing_strategy_args(self) -> None: + """ + Re-link the default group's selector to the current `routing_strategy_args`. + + Selectors freeze their `RoutingArgs` at construction, so a runtime args + update would otherwise keep serving the boot-time values until restart. + Latency/usage state survives the rebuild: it lives in the shared router + cache, not on the selector. + """ + strategy: Final = self._normalize_strategy(self.routing_strategy) + if strategy == "lar1": + from litellm.router_strategy.lar1_routing import apply_lar1_routing_strategy + + apply_lar1_routing_strategy(self, self.routing_strategy_args) + return + + attr: Final = self._DEFAULT_SELECTOR_ATTR_BY_STRATEGY.get(strategy or "") + current: Final = getattr(self, attr, None) if attr is not None else None + if attr is None or current is None: + return + + try: + rebuilt: Final = self._build_strategy_selector( + strategy=strategy or "", + routing_strategy_args=self.routing_strategy_args, + ) + except (TypeError, ValidationError): + verbose_router_logger.exception( + "Invalid routing_strategy_args %s for '%s'; keeping the previous ones", + self.routing_strategy_args, + strategy, + ) + return + + self._unregister_router_selectors((current,)) + setattr(self, attr, rebuilt) + def routing_strategy_init(self, routing_strategy: RoutingStrategy | str, routing_strategy_args: dict): verbose_router_logger.info("Routing strategy: %s", routing_strategy) self._validate_routing_strategy(routing_strategy) @@ -11115,6 +11152,40 @@ class Router: return ids + def get_candidate_model_ids_for_route(self, model: str, team_id: str | None = None) -> frozenset[str]: + """ + Deployment ids that could serve ``model`` for ``team_id``, unioned across the paths + the router resolves a route through: ``model_group_alias``, a routing group, the + ``model_name`` and team indexes, and wildcard pattern routes. Read-only and + side-effect-free, unlike ``_common_checks_available_deployment`` which also applies + fallbacks and can raise. Lets a pre-call check tell a genuine cross-group route from + same-group unavailability without re-deriving that precedence at the call site, and + without leaking deployment ids into request kwargs bound for the provider. + """ + resolved: Final = self._get_model_from_alias(model=model) or model + routing_group_members: Final = self._get_routing_group_deployments(model=resolved, team_id=team_id) + if routing_group_members is not None: + return self._deployment_ids(routing_group_members) + if resolved in self.model_names: + return self._deployment_ids(self._get_all_deployments(model_name=resolved, team_id=team_id)) + team_router: Final = self.team_pattern_routers.get(team_id) if team_id is not None else None + return self._deployment_ids( + ( + *self._get_all_deployments(model_name=resolved, team_id=team_id), + *(self.pattern_router.route(resolved) or ()), + *((team_router.route(resolved) or ()) if team_router is not None else ()), + ) + ) + + @staticmethod + def _deployment_ids(deployments: Sequence[Mapping[str, object]]) -> frozenset[str]: + return frozenset( + str(model_info["id"]) + for deployment in deployments + for model_info in (deployment.get("model_info"),) + if isinstance(model_info, Mapping) and model_info.get("id") is not None + ) + def has_model_id(self, candidate_id: str) -> bool: """ O(1) membership check for a deployment ID without allocating large lists. @@ -11832,7 +11903,7 @@ class Router: _existing_router_settings: Final = self.get_settings() rebuild_routing_groups = False - relink_lar1_from_args = False + routing_args_updated = False for var in kwargs: if var in RUNTIME_UPDATABLE_ROUTER_SETTINGS: if var in _int_settings: @@ -11871,15 +11942,13 @@ class Router: ) rebuild_routing_groups = True elif var == "routing_strategy_args": - relink_lar1_from_args = True + routing_args_updated = True setattr(self, var, value) else: verbose_router_logger.debug("Setting %s is not allowed", var) - if relink_lar1_from_args and self._normalize_strategy(self.routing_strategy) == "lar1": - from litellm.router_strategy.lar1_routing import apply_lar1_routing_strategy - - apply_lar1_routing_strategy(self, self.routing_strategy_args) + if routing_args_updated: + self._apply_updated_routing_strategy_args() if rebuild_routing_groups: self._init_routing_groups(self._routing_groups_input) diff --git a/litellm/router_strategy/complexity_router/classification_rubrics.py b/litellm/router_strategy/complexity_router/classification_rubrics.py index 9f168eabbc4..1dae2902fad 100644 --- a/litellm/router_strategy/complexity_router/classification_rubrics.py +++ b/litellm/router_strategy/complexity_router/classification_rubrics.py @@ -108,6 +108,11 @@ _CALIBRATION_EXAMPLES: Final[Mapping[ClassificationRubric, str]] = MappingProxyT BUSINESS_TIER_CRITERIA: Final[Mapping[ComplexityTier, str]] = MappingProxyType( { + ComplexityTier.NON_REASONING: ( + "operational requests whose whole job is to pass information along or put it in a requested " + "shape: relaying or reformatting tool or system output, acknowledging a completed action, or " + "extracting a stated field. Use it only when no judgment about the content is asked for." + ), ComplexityTier.SIMPLE: ( "greetings, chitchat, or lookups of a fact, policy, price, or date with a short known answer. " "Never for analysis, strategy, or non-trivial work, even if the request is only one sentence." diff --git a/litellm/router_strategy/complexity_router/complexity_router.py b/litellm/router_strategy/complexity_router/complexity_router.py index f9b4f50c15c..62b30365f4a 100644 --- a/litellm/router_strategy/complexity_router/complexity_router.py +++ b/litellm/router_strategy/complexity_router/complexity_router.py @@ -118,8 +118,20 @@ def _tier_name(tier: ComplexityTier | str) -> str: return tier.value if isinstance(tier, ComplexityTier) else tier +def _built_in_tier_or_none(tier_name: str) -> ComplexityTier | None: + """The built-in tier a `tiers` key names, or None when the key is an operator-defined name.""" + return ComplexityTier.__members__.get(tier_name) + + _CLASSIFICATION_TIER_CRITERIA: Final[Mapping[ComplexityTier, str]] = MappingProxyType( { + ComplexityTier.NON_REASONING: ( + "operational requests whose whole job is to pass information along or put it in a " + "requested shape: relaying or reformatting tool output, acknowledging a completed action, " + "or extracting a stated value. Use it only when no judgment about the content is asked for; " + "the moment the request is to summarize, compare, explain, debug, or decide, it belongs " + "in a higher tier however short it is." + ), ComplexityTier.SIMPLE: ( "greetings, chitchat, or factual lookups with a short known answer. Do not use this tier for " "unsolved problems, proofs, deep theory, multi-step analysis, or non-trivial code, even if the " @@ -1244,7 +1256,7 @@ class ComplexityRouter(CustomLogger): """ if self.config.has_custom_tiers: return tuple(dict.fromkeys(model for models in self._tier_pools().values() for model in models)) - for tier in reversed(TIER_SEVERITY_ORDER): + for tier in reversed(self.config.active_tier_severity_order()): models = self.config.tiers.get(tier.value) if models: return tuple(models) if isinstance(models, list) else (models,) @@ -1890,7 +1902,11 @@ class ComplexityRouter(CustomLogger): default_model: Final = self.config.default_model pools: Final = self._tier_pools() tier: Final = next( - (candidate for candidate in TIER_SEVERITY_ORDER if default_model in pools.get(candidate.value, ())), + ( + candidate + for candidate in self.config.active_tier_severity_order() + if default_model in pools.get(candidate.value, ()) + ), ComplexityTier.MEDIUM, ) return ClassificationOutcome( @@ -2279,7 +2295,8 @@ class ComplexityRouter(CustomLogger): return self._fitting_tier_fallback(classified_tier, fit_filter) request_type: Final = classify_prompt(user_message) - classified_idx: Final = TIER_SEVERITY_ORDER.index(classified_tier) + severity_order: Final = self.config.active_tier_severity_order() + classified_idx: Final = severity_order.index(classified_tier) pools: Final = self._tier_pools() classified_candidates: Final = _allowed(tuple(pools.get(_tier_name(classified_tier), ())), fit_filter) cold_start_candidates: Final = tuple( @@ -2343,9 +2360,7 @@ class ComplexityRouter(CustomLogger): distance = 0 else: model_tiers = self._model_tiers.get(model, (classified_tier,)) - distance = min( - abs(TIER_SEVERITY_ORDER.index(model_tier) - classified_idx) for model_tier in model_tiers - ) + distance = min(abs(severity_order.index(model_tier) - classified_idx) for model_tier in model_tiers) score = quality_weight * quality_sample + cost_weight * cost_score - penalty_weight * distance candidate_scores.append( { @@ -2660,10 +2675,15 @@ class ComplexityRouter(CustomLogger): def _tier_for_model(self, model: str) -> ComplexityTier | None: """Return the most-severe configured tier whose pool contains this model.""" pools: Final = self._tier_pools() - matched: Final = tuple(ComplexityTier(tier_name) for tier_name, models in pools.items() if model in models) + order: Final = self.config.active_tier_severity_order() + matched: Final = tuple( + tier + for tier_name, models in pools.items() + if model in models and (tier := _built_in_tier_or_none(tier_name)) is not None and tier in order + ) if not matched: return None - return max(matched, key=TIER_SEVERITY_ORDER.index) + return max(matched, key=order.index) def _escalate_tier(self, tier: ComplexityTier | str) -> ComplexityTier | str: """Bump a tier one step up to the next-higher configured tier. @@ -2678,9 +2698,10 @@ class ComplexityRouter(CustomLogger): if self.config.has_custom_tiers: return tier configured: Final = frozenset(self.config.tiers) - current_index: Final = TIER_SEVERITY_ORDER.index(tier) + order: Final = self.config.active_tier_severity_order() + current_index: Final = order.index(tier) higher_tiers: Final = tuple( - candidate for candidate in TIER_SEVERITY_ORDER[current_index + 1 :] if candidate.value in configured + candidate for candidate in order[current_index + 1 :] if candidate.value in configured ) return higher_tiers[0] if higher_tiers else tier diff --git a/litellm/router_strategy/complexity_router/config.py b/litellm/router_strategy/complexity_router/config.py index 58f56d746c5..d28924c69b2 100644 --- a/litellm/router_strategy/complexity_router/config.py +++ b/litellm/router_strategy/complexity_router/config.py @@ -29,6 +29,7 @@ from .tier_predictor import TrainedTierArtifact class ComplexityTier(str, Enum): """Complexity tiers for routing decisions.""" + NON_REASONING = "NON_REASONING" SIMPLE = "SIMPLE" MEDIUM = "MEDIUM" COMPLEX = "COMPLEX" @@ -62,6 +63,16 @@ TIER_SEVERITY_ORDER: Final[tuple[ComplexityTier, ...]] = ( ComplexityTier.REASONING, ) +NON_REASONING_TIER_SEVERITY_ORDER: Final[tuple[ComplexityTier, ...]] = ( + ComplexityTier.NON_REASONING, + *TIER_SEVERITY_ORDER, +) + + +def tier_severity_order(non_reasoning_enabled: bool) -> tuple[ComplexityTier, ...]: + return NON_REASONING_TIER_SEVERITY_ORDER if non_reasoning_enabled else TIER_SEVERITY_ORDER + + DEFAULT_TIER_DISTANCE_PENALTY: Final[float] = 0.5 DEFAULT_CLASSIFIER_CONTEXT_WINDOW_SIZE: Final[int] = 3 @@ -142,6 +153,9 @@ def normalize_classification_examples(value: str | None) -> str | None: return _normalize_operator_section(value, "classification_examples", MAX_CLASSIFICATION_EXAMPLES_CHARS) +_BUILT_IN_TIER_NAMES: Final[str] = ", ".join(ComplexityTier.__members__) + + class TierDefinition(BaseModel): """An operator-defined tier: the name the LLM classifier must return and its rubric description.""" @@ -152,7 +166,7 @@ class TierDefinition(BaseModel): default=None, description=( "What belongs in this tier; rendered as this tier's bullet in the classifier rubric. " - "Required unless the name is a built-in tier (SIMPLE/MEDIUM/COMPLEX/REASONING), which " + f"Required unless the name is a built-in tier ({_BUILT_IN_TIER_NAMES}), which " "inherits the built-in criteria when omitted" ), ) @@ -174,7 +188,7 @@ class TierDefinition(BaseModel): if description is None and name.upper() not in ComplexityTier.__members__: raise ValueError( f"tier_definitions entry {name!r} must have a description: only the built-in tiers " - "(SIMPLE, MEDIUM, COMPLEX, REASONING) carry one the rubric can inherit" + f"({_BUILT_IN_TIER_NAMES}) carry one the rubric can inherit" ) rendered_on_one_line: Final = (name, description or "") if any("\n" in part or "\r" in part for part in rendered_on_one_line): @@ -711,6 +725,20 @@ class ComplexityRouterConfig(BaseModel): default_factory=dict, ) + enable_non_reasoning_tier: bool = Field( + default=False, + description=( + "Add NON_REASONING as a fifth built-in tier below SIMPLE, for operational agent traffic " + "that relays or reformats information rather than reasoning about it. Off by default: " + "turning it on adds a rung to this router's ladder, a bullet to the LLM classifier's " + "rubric, and a value the classifier may return, all of which move tier decisions and " + "spend on an already-deployed router. Requires an LLM classifier or a custom classifier " + "plugin, since the heuristic scorers cannot produce the tier, and a model in `tiers` " + "under the NON_REASONING key. Escalation still walks up from it, and it is never the " + "savings baseline or a `heuristic_v2` prediction." + ), + ) + tier_definitions: tuple[TierDefinition, ...] | None = Field( default=None, description=( @@ -1514,11 +1542,15 @@ class ComplexityRouterConfig(BaseModel): which still makes it a dependency on every one of those requests.""" return self.classifier_type in LLM_CLASSIFIER_TYPES + def active_tier_severity_order(self) -> tuple[ComplexityTier, ...]: + """This router's built-in ladder, ascending; not meaningful for a custom tier set.""" + return tier_severity_order(self.enable_non_reasoning_tier) + def tier_names(self) -> tuple[str, ...]: """The active tier names: the defined names, or the built-in set in severity order.""" if self.tier_definitions is not None: return tuple(definition.name for definition in self.tier_definitions) - return tuple(tier.value for tier in TIER_SEVERITY_ORDER) + return tuple(tier.value for tier in self.active_tier_severity_order()) def classifier_wire_labels(self) -> tuple[str, ...]: """The tier names the classifier is told to emit: defined names, or the display labels.""" @@ -1610,6 +1642,36 @@ class ComplexityRouterConfig(BaseModel): if present ) + @model_validator(mode="after") + def _validate_non_reasoning_tier(self) -> "ComplexityRouterConfig": + """Require a classifier that can emit the opt-in tier and a model to route it to.""" + non_reasoning_key: Final = ComplexityTier.NON_REASONING.value + if not self.enable_non_reasoning_tier: + if not self.has_custom_tiers and non_reasoning_key in self.tiers: + raise ValueError( + f"tiers names {non_reasoning_key} but enable_non_reasoning_tier is False, so no request " + "can route there; set enable_non_reasoning_tier: true or drop the tier" + ) + return self + if self.has_custom_tiers: + raise ValueError( + "enable_non_reasoning_tier cannot be combined with tier_definitions: a custom tier set " + f"replaces the built-in ladder, so name a tier {non_reasoning_key} in tier_definitions instead" + ) + if self.classifier_type not in ("llm", "custom"): + raise ValueError( + f"enable_non_reasoning_tier requires classifier_type 'llm' or 'custom', got " + f"{self.classifier_type!r}: the heuristic scorers only produce the four tiers from SIMPLE up, " + f"so nothing would ever classify as {non_reasoning_key}" + ) + if not self.tiers.get(non_reasoning_key): + raise ValueError( + f"enable_non_reasoning_tier requires tiers to map {non_reasoning_key} to at least one model: " + "the tier exists to send operational traffic somewhere cheaper, and an unconfigured tier " + "would fall through to the default model" + ) + return self + @model_validator(mode="after") def _validate_tier_definitions(self) -> "ComplexityRouterConfig": if self.tier_definitions is None: @@ -1632,7 +1694,7 @@ class ComplexityRouterConfig(BaseModel): if self.classifier_type in ("heuristic", "heuristic_v2", "heuristic_first", "hybrid"): raise ValueError( "tier_definitions requires classifier_type 'llm' or 'custom': the heuristic scorer only " - "produces the four built-in tiers, as does heuristic_v2" + "produces the built-in tiers from SIMPLE up, as does heuristic_v2" ) conflicts: Final = self._tier_definition_conflicts() if conflicts: @@ -1786,7 +1848,7 @@ class ComplexityRouterConfig(BaseModel): def labeled_tiers(self) -> tuple[tuple[ComplexityTier, str], ...]: """Every tier paired with its display name, in ascending severity order.""" - return tuple((tier, self.tier_label(tier)) for tier in TIER_SEVERITY_ORDER) + return tuple((tier, self.tier_label(tier)) for tier in self.active_tier_severity_order()) def tier_for_label(self, label: str) -> ComplexityTier | None: """Resolve a display name back to its tier, case-insensitively, then canonical names.""" @@ -1794,7 +1856,7 @@ class ComplexityRouterConfig(BaseModel): labeled: Final = self.labeled_tiers() return next( (tier for tier, tier_label in labeled if tier_label.casefold() == folded), - next((tier for tier in TIER_SEVERITY_ORDER if tier.value.casefold() == folded), None), + next((tier for tier, _ in labeled if tier.value.casefold() == folded), None), ) diff --git a/litellm/router_strategy/lowest_latency.py b/litellm/router_strategy/lowest_latency.py index 805d4ff9080..e902192811c 100644 --- a/litellm/router_strategy/lowest_latency.py +++ b/litellm/router_strategy/lowest_latency.py @@ -3,8 +3,11 @@ import random from collections.abc import Sequence from datetime import datetime, timedelta +from math import ceil from typing import TYPE_CHECKING, Any, Final +from pydantic import Field + import litellm from litellm import ModelResponse, token_counter, verbose_logger from litellm.caching.caching import DualCache @@ -24,6 +27,7 @@ class RoutingArgs(LiteLLMPydanticObjectBase): ttl: float = 1 * 60 * 60 # 1 hour lowest_latency_buffer: float = 0 max_latency_list_size: int = 10 + ttft_percentile: float | None = Field(default=None, gt=0, le=1) def _average_latency(samples: Sequence[float]) -> float: @@ -32,6 +36,12 @@ def _average_latency(samples: Sequence[float]) -> float: return sum(samples) / len(samples) +def _percentile_latency(samples: Sequence[float], percentile: float) -> float: + values: Final = sorted(samples) + index: Final = ceil(len(values) * percentile) - 1 + return values[index] + + def _ttft_seconds(elapsed: timedelta | float) -> float: if isinstance(elapsed, timedelta): return elapsed.total_seconds() @@ -427,14 +437,17 @@ class LowestLatencyLoggingHandler(CustomLogger): item_rpm = item_map.get(precise_minute, {}).get("rpm", 0) item_tpm = item_map.get(precise_minute, {}).get("tpm", 0) - # get average latency or average ttft (depending on streaming/non-streaming) use_ttft = ( request_kwargs is not None and request_kwargs.get("stream", None) is not None and request_kwargs["stream"] is True and len(item_ttft_latency) > 0 ) - average_latency = _average_latency(item_ttft_latency if use_ttft else item_latency) + selected_latency = ( + _percentile_latency(item_ttft_latency, self.routing_args.ttft_percentile) + if use_ttft and self.routing_args.ttft_percentile is not None + else _average_latency(item_ttft_latency if use_ttft else item_latency) + ) # -------------- # # Debugging Logic @@ -443,7 +456,7 @@ class LowestLatencyLoggingHandler(CustomLogger): # this helps a user to debug why the router picked a specfic deployment # _deployment_api_base = _deployment.get("litellm_params", {}).get("api_base", "") if _deployment_api_base is not None: - _latency_per_deployment[_deployment_api_base] = average_latency + _latency_per_deployment[_deployment_api_base] = selected_latency # -------------- # # End of Debugging Logic # -------------- # @@ -453,7 +466,7 @@ class LowestLatencyLoggingHandler(CustomLogger): ): # if user passed in tpm / rpm in the model_list continue else: - potential_deployments.append((_deployment, average_latency)) + potential_deployments.append((_deployment, selected_latency)) if len(potential_deployments) == 0: return None diff --git a/litellm/router_utils/pre_call_checks/encrypted_content_affinity_check.py b/litellm/router_utils/pre_call_checks/encrypted_content_affinity_check.py index b623e31ce06..d10153881d9 100644 --- a/litellm/router_utils/pre_call_checks/encrypted_content_affinity_check.py +++ b/litellm/router_utils/pre_call_checks/encrypted_content_affinity_check.py @@ -37,13 +37,13 @@ Safe to enable globally: """ import time +from collections.abc import Mapping from typing import TYPE_CHECKING, Final, Optional, Protocol, cast import httpx from litellm._logging import verbose_router_logger from litellm.exceptions import ( - BadRequestError, RateLimitError, ServiceUnavailableError, ) @@ -158,6 +158,23 @@ class EncryptedContentAffinityCheck(CustomLogger): return deployment return None + @staticmethod + def _request_team_id(request_kwargs: Mapping[str, object]) -> str | None: + containers: Final = (request_kwargs.get("metadata"), request_kwargs.get("litellm_metadata")) + team_ids: Final = (c.get("user_api_key_team_id") for c in containers if isinstance(c, Mapping)) + return next((tid for tid in team_ids if isinstance(tid, str)), None) + + def _routed_group_candidate_model_ids(self, request_kwargs: Mapping[str, object], model: str) -> frozenset[str]: + """ + Deployment ids that could serve this turn's routed ``model``, as the router + resolves a route (model_group_alias / routing group / model_name / team / + pattern). Delegates to the router so the full precedence is not re-derived here + and no deployment ids are written into request kwargs bound for the provider. + """ + if self.router is None: + return frozenset() + return self.router.get_candidate_model_ids_for_route(model=model, team_id=self._request_team_id(request_kwargs)) + @staticmethod def _encryption_boundary_key( litellm_params: object, @@ -225,10 +242,14 @@ class EncryptedContentAffinityCheck(CustomLogger): """ If the request ``input`` contains litellm-encoded item IDs, decode the embedded ``model_id`` and pin the request to that deployment. Raises - ``RateLimitError`` / ``ServiceUnavailableError`` / ``BadRequestError`` - when the originating deployment is unavailable and no encryption-boundary - peer exists, rather than dispatching a doomed request to a non-peer - deployment. The 429/503 split mirrors the originating cooldown's status: + ``RateLimitError`` / ``ServiceUnavailableError`` when the originating + deployment is a member of the routed model group but currently unavailable + and no encryption-boundary peer exists, rather than dispatching a doomed + request to a non-peer deployment. When the origin is not a member of the + routed group (an auto-router tier change, a model switch with no peer, a + removed deployment, or an unknown/forged marker), the encrypted reasoning is + stripped and the request dispatches with its readable history instead. The + 429/503 split mirrors the originating cooldown's status: a 429-induced cooldown surfaces as 429 (with ``Retry-After`` set to the remaining cooldown window) so OpenAI-compatible clients back off and retry after the deployment is eligible again. @@ -285,12 +306,34 @@ class EncryptedContentAffinityCheck(CustomLogger): request_kwargs["_encrypted_content_affinity_pinned"] = True return boundary_matches - # Dispatching to a non-peer would guarantee an upstream - # `invalid_encrypted_content` 400, so fail fast with a clearer error. + # The origin cannot serve this turn's routed group and no peer shares the boundary, so its + # encrypted reasoning can never decrypt here. Strip it, keep the readable history, and dispatch + # to the routed group instead of failing. Membership is tested by deployment id against the set + # the router actually resolved for this route, not by model-group name, so an alias, a + # provider-qualified spelling, a team-public name, or a pattern route of the same group is not + # mistaken for a tier change. An unknown origin (a removed deployment, or a forged marker) is + # treated the same as a cross-group one, which also denies an authenticated caller a + # deployment-id existence oracle: a real cross-group id and a nonexistent id both strip and + # dispatch rather than returning distinguishable responses. Only a genuine same-group member + # that is currently unavailable falls through to the fail-fast, preserving the cooldown contract. + routed_group_model_ids: Final = ( + self._routed_group_candidate_model_ids(request_kwargs, model) if originating is not None else frozenset() + ) + if str(model_id) not in routed_group_model_ids: + verbose_router_logger.debug( + "EncryptedContentAffinityCheck: model_id=%s is not a candidate for the routed group %s; " + "forwarding without its encrypted reasoning", + model_id, + model, + ) + ResponsesAPIRequestUtils.strip_encrypted_reasoning_from_input(request_input) + return typed_healthy_deployments + + # The origin is a member of the routed group but currently unavailable (cooled down); fail fast + # rather than dispatching to a non-peer, which would guarantee an upstream 400. raise await self._unavailable_origin_error( model=model, model_id=model_id, - originating=originating, parent_otel_span=parent_otel_span, ) @@ -298,25 +341,11 @@ class EncryptedContentAffinityCheck(CustomLogger): self, model: str, model_id: str, - originating: Deployment | None, parent_otel_span: Span | None, ) -> Exception: # Public error messages intentionally omit the originating ``model_id`` so # an authenticated caller forging encrypted-content markers cannot use the # error surface to enumerate which deployment IDs exist on this router. - if originating is None: - return BadRequestError( - message=( - "The deployment that produced this encrypted_content is no " - "longer configured on this router, and no deployment on the " - "same encryption boundary is available. Re-issue the request " - "without the stale encrypted_content items, or restore the " - "originating deployment." - ), - model=model, - llm_provider="", - ) - cooldown: Final = await self._get_origin_cooldown(model_id=model_id, parent_otel_span=parent_otel_span) if cooldown is not None and str(cooldown.get("status_code")) == "429": diff --git a/litellm/utils.py b/litellm/utils.py index 5ef80dec398..170aa9dbb9f 100644 --- a/litellm/utils.py +++ b/litellm/utils.py @@ -3079,7 +3079,7 @@ def register_model( # Convert stringified numbers to appropriate numeric types loaded_model_cost = model_cost elif isinstance(model_cost, str): - loaded_model_cost = litellm.get_model_cost_map(url=model_cost) + loaded_model_cost = litellm.get_model_cost_map(url=model_cost, max_attempts=1) if persist_across_reloads: _registrations: Final[Mapping[str, Mapping[str, object]]] = loaded_model_cost diff --git a/model_prices_and_context_window.json b/model_prices_and_context_window.json index 7784ed2a6ac..54ebdc85be9 100644 --- a/model_prices_and_context_window.json +++ b/model_prices_and_context_window.json @@ -3626,6 +3626,79 @@ "supports_xhigh_reasoning_effort": true, "supports_minimal_reasoning_effort": false }, + "azure_ai/gpt-chat-latest": { + "cache_read_input_token_cost": 5e-07, + "deprecation_date": "2026-12-02", + "input_cost_per_token": 5e-06, + "litellm_provider": "azure_ai", + "max_input_tokens": 272000, + "max_output_tokens": 128000, + "max_tokens": 128000, + "mode": "chat", + "output_cost_per_token": 3e-05, + "source": "https://azure.microsoft.com/en-us/pricing/details/cognitive-services/openai-service/", + "supported_endpoints": [ + "/v1/chat/completions", + "/v1/responses" + ], + "supported_modalities": [ + "text", + "image" + ], + "supported_output_modalities": [ + "text" + ], + "supports_function_calling": true, + "supports_native_streaming": true, + "supports_parallel_function_calling": true, + "supports_pdf_input": true, + "supports_prompt_caching": true, + "supports_reasoning": true, + "supports_response_schema": true, + "supports_system_messages": true, + "supports_tool_choice": true, + "supports_vision": true, + "supports_web_search": true + }, + "azure_ai/codex-mini": { + "cache_read_input_token_cost": 3.75e-07, + "deprecation_date": "2026-11-15", + "input_cost_per_token": 1.5e-06, + "litellm_provider": "azure_ai", + "max_input_tokens": 200000, + "max_output_tokens": 100000, + "max_tokens": 100000, + "mode": "responses", + "output_cost_per_token": 6e-06, + "source": "https://azure.microsoft.com/en-us/pricing/details/cognitive-services/openai-service/", + "supported_endpoints": [ + "/v1/responses" + ], + "supported_modalities": [ + "text", + "image" + ], + "supported_output_modalities": [ + "text" + ], + "supports_function_calling": true, + "supports_parallel_function_calling": true, + "supports_pdf_input": true, + "supports_prompt_caching": true, + "supports_reasoning": true, + "supports_response_schema": true, + "supports_system_messages": true, + "supports_tool_choice": true, + "supports_vision": true + }, + "azure_ai/whisper": { + "deprecation_date": "2026-12-15", + "input_cost_per_second": 0.0001, + "litellm_provider": "azure_ai", + "mode": "audio_transcription", + "output_cost_per_second": 0.0001, + "source": "https://azure.microsoft.com/en-us/pricing/details/cognitive-services/openai-service/" + }, "azure_ai/gpt-5.5-2026-04-23": { "cache_read_input_token_cost": 5e-07, "cache_read_input_token_cost_above_272k_tokens": 1e-06, @@ -4029,13 +4102,29 @@ "supports_minimal_reasoning_effort": false }, "azure_ai/model_router": { + "deprecation_date": "2027-05-20", "input_cost_per_token": 1.4e-07, "output_cost_per_token": 0, "litellm_provider": "azure_ai", + "max_input_tokens": 200000, + "max_output_tokens": 32768, + "max_tokens": 32768, "mode": "chat", "source": "https://azure.microsoft.com/en-us/pricing/details/ai-foundry-models/aoai/", "comment": "Flat cost of $0.14 per M input tokens for Azure AI Foundry Model Router infrastructure. Use pattern: azure_ai/model_router/ where deployment-name is your Azure deployment (e.g., azure-model-router)" }, + "azure_ai/model-router": { + "deprecation_date": "2027-05-20", + "input_cost_per_token": 1.4e-07, + "output_cost_per_token": 0, + "litellm_provider": "azure_ai", + "max_input_tokens": 200000, + "max_output_tokens": 32768, + "max_tokens": 32768, + "mode": "chat", + "source": "https://azure.microsoft.com/en-us/pricing/details/ai-foundry-models/aoai/", + "comment": "Catalog-name twin of azure_ai/model_router: the flat $0.14 per M input tokens is the router's own fee, the routed model is priced on top of it" + }, "azure/eu/gpt-4o-2024-08-06": { "deprecation_date": "2027-04-14", "cache_read_input_token_cost": 1.375e-06, @@ -10347,6 +10436,18 @@ "/v1/ocr" ] }, + "azure_ai/cohere-command-a": { + "input_cost_per_token": 2.5e-06, + "litellm_provider": "azure_ai", + "max_input_tokens": 131072, + "max_output_tokens": 8182, + "max_tokens": 8182, + "mode": "chat", + "output_cost_per_token": 1e-05, + "source": "https://azure.microsoft.com/en-us/pricing/details/ai-foundry-models/cohere/", + "supports_function_calling": true, + "supports_tool_choice": true + }, "azure_ai/doc-intelligence/prebuilt-read": { "litellm_provider": "azure_ai", "ocr_cost_per_page": 0.0015, @@ -10698,6 +10799,41 @@ "supports_vision": true, "supports_web_search": true }, + "azure_ai/grok-4-20-reasoning": { + "cache_read_input_token_cost": 1.25e-06, + "deprecation_date": "2027-04-06", + "input_cost_per_token": 1.25e-06, + "litellm_provider": "azure_ai", + "max_input_tokens": 262000, + "max_output_tokens": 8192, + "max_tokens": 8192, + "mode": "chat", + "output_cost_per_token": 2.5e-06, + "source": "https://azure.microsoft.com/en-us/pricing/details/ai-foundry-models/grok/", + "supports_function_calling": true, + "supports_response_schema": true, + "supports_tool_choice": true, + "supports_vision": true, + "supports_web_search": true, + "supports_reasoning": true + }, + "azure_ai/grok-4-20-non-reasoning": { + "cache_read_input_token_cost": 1.25e-06, + "deprecation_date": "2027-04-06", + "input_cost_per_token": 1.25e-06, + "litellm_provider": "azure_ai", + "max_input_tokens": 262000, + "max_output_tokens": 8192, + "max_tokens": 8192, + "mode": "chat", + "output_cost_per_token": 2.5e-06, + "source": "https://azure.microsoft.com/en-us/pricing/details/ai-foundry-models/grok/", + "supports_function_calling": true, + "supports_response_schema": true, + "supports_tool_choice": true, + "supports_vision": true, + "supports_web_search": true + }, "azure_ai/grok-4-fast-non-reasoning": { "deprecation_date": "2026-05-01", "input_cost_per_token": 2e-07, diff --git a/osv-scanner.toml b/osv-scanner.toml index 5b0339bdcd0..3e070fc8cf7 100644 --- a/osv-scanner.toml +++ b/osv-scanner.toml @@ -1,6 +1,6 @@ [[IgnoredVulns]] id = "GHSA-w8v5-vhqr-4h9v" -ignoreUntil = 2026-09-09 +ignoreUntil = 2026-10-01 reason = "diskcache has no fixed release published; remove this entry once one exists" [[IgnoredVulns]] diff --git a/pyproject.toml b/pyproject.toml index dec54f50ceb..04f2f3fd1dd 100644 --- a/pyproject.toml +++ b/pyproject.toml @@ -68,7 +68,7 @@ proxy = [ "azure-storage-blob>=12.28.0,<13.0", "mcp>=1.28.1,<2.0", "litellm-proxy-extras==0.4.95", - "litellm-enterprise==0.1.65", + "litellm-enterprise==0.1.66", "RestrictedPython>=8.5,<9.0", "rich>=13.9.4,<14.0", "InquirerPy>=0.3.4,<1.0", diff --git a/tests/code_coverage_tests/router_code_coverage.py b/tests/code_coverage_tests/router_code_coverage.py index 0af29f069c6..a11f015743b 100644 --- a/tests/code_coverage_tests/router_code_coverage.py +++ b/tests/code_coverage_tests/router_code_coverage.py @@ -87,6 +87,7 @@ ignored_function_names = [ "_delete_claude_code_session_router_binding", # Tested through Redis cleanup failure in test_router.py "_resolve_claude_code_session_router", # Tested through Claude Code session routing in test_router.py "_get_claude_code_session_router_binding", # Tested through the two-worker session routing test in test_router.py + "_apply_updated_routing_strategy_args", # Tested via update_settings in test_lowest_latency.py (file lacks "router" in name) ] diff --git a/tests/e2e/batches/COVERAGE.md b/tests/e2e/batches/COVERAGE.md index 8a7b68511ec..919c39f21a2 100644 --- a/tests/e2e/batches/COVERAGE.md +++ b/tests/e2e/batches/COVERAGE.md @@ -120,6 +120,36 @@ create traverse gateway -> gateway -> OpenAI (LIT-5347, PR #36240). The pin: nested managed ids round-trip retrieve. This self-chaining only needs the proxy to reach its own `PROXY_BASE_URL`, which holds both locally and on the e2e stage. +## Cleanup + +Batch teardown cancels active batches before deleting their input files and keys. +Raw file IDs from both `model_param` and `provider_fallback` uploads use the upload +provider when deleted. Model-encoded and managed file IDs route themselves + +File deletion and batch cancellation check their responses and retry transient +failures up to three times. Teardown attempts every registered cleanup before +reporting failures as test errors. Already deleted files and batches that are +terminal are safe to clean up again. Managed batch cancellation polls for up to eleven minutes +before input deletion: the ten-minute provider window plus a propagation margin. +Accepted cancellation may still report validating or in_progress while the provider +updates its state. Raw and model-encoded batches are polled until cancelling or +terminal before input deletion. OpenAI and Azure lifecycle cleanup also deletes +output and error files returned by terminal batches. Bedrock deletion uses a signed S3 DELETE +restricted to the configured storage buckets and managed file prefixes. The low-RPM +test submits with its restricted key and cleans up with the test administrator key + +Managed deletion forwards the deployment's trusted bucket configuration and returns +the requested managed file ID even when stored output metadata carries a provider ID + +Azure input uploads request `expires_after` anchored to `created_at` with +`seconds=1209600`, and the lifecycle tests check the returned expiry. This is a +fallback for interrupted runs: immediate deletion remains the normal cleanup. +Azure's minimum supported native expiry is 14 days, so a three-day expiry cannot +be requested through its Files API + +The Azure entry in `files_settings` must use `api_version: 2025-04-01-preview` +for raw uploads to honor expiry, matching the batch deployment's API version + ## Terminal state + cost write-back (cross-run marker baton) The 24h completion window rules out submit-and-wait inside one run, so diff --git a/tests/e2e/batches/batch_cleanup.py b/tests/e2e/batches/batch_cleanup.py new file mode 100644 index 00000000000..9284882ad82 --- /dev/null +++ b/tests/e2e/batches/batch_cleanup.py @@ -0,0 +1,140 @@ +from builtins import ExceptionGroup +from collections.abc import Callable +from itertools import count +from time import monotonic, sleep +from typing import Final, Protocol + +from batch_client import BatchObject, FileDeleteResponse +from capabilities import is_managed_id +from e2e_http import NetworkError, RateLimitedError, Result, Success, UnknownApiError +from pydantic import BaseModel + +CLEANUP_DELAYS: Final = (1.0, 2.0, 4.0) +BATCH_TERMINAL_STATUSES: Final = frozenset({"completed", "failed", "expired", "cancelled"}) +BATCH_PENDING_STATUSES: Final = frozenset({"validating", "in_progress", "finalizing", "cancelling"}) +BATCH_CANCEL_TIMEOUT_SECONDS: Final = 660.0 +BATCH_CANCEL_POLL_SECONDS: Final = 10.0 + + +class BatchCleanupClient(Protocol): + def delete_file(self, file_id: str, *, key: str, provider: str | None = None) -> Result[FileDeleteResponse]: ... + + def retrieve_batch(self, batch_id: str, *, key: str, provider: str | None = None) -> Result[BatchObject]: ... + + def cancel_batch(self, batch_id: str, *, key: str, provider: str | None = None) -> Result[BatchObject]: ... + + +def cleanup_result[R: BaseModel]( + action: Callable[[], Result[R]], *, wait: Callable[[float], None] = sleep +) -> Result[R]: + for delay, result in ((delay, action()) for delay in CLEANUP_DELAYS): + match result: + case NetworkError() | RateLimitedError(): + wait(delay) + case UnknownApiError(status_code=code) if code in {408, 429, 500, 502, 503, 504}: + wait(delay) + case _: + return result + return action() + + +def _require_cleanup_success[R: BaseModel](result: Result[R], operation: str) -> R: + match result: + case Success(data=data): + return data + case UnknownApiError(status_code=code): + raise AssertionError(f"{operation} failed: HTTP {code}") + case _: + raise AssertionError(f"{operation} failed: {result.kind}") + + +def cleanup_file(client: BatchCleanupClient, file_id: str, *, key: str, provider: str | None = None) -> None: + result: Final = cleanup_result(lambda: client.delete_file(file_id, key=key, provider=provider)) + if isinstance(result, UnknownApiError) and result.status_code == 404: + return + deleted: Final = _require_cleanup_success(result, f"Delete file {file_id}") + assert deleted.deleted is True or ( + deleted.deleted is None and is_managed_id(file_id) and deleted.id == file_id and deleted.object == "file" + ), f"Delete file {file_id} did not confirm deletion" + + +def cleanup_batch( + client: BatchCleanupClient, + batch_id: str, + *, + key: str, + provider: str | None = None, + delete_output_files: bool = False, + wait: Callable[[float], None] = sleep, + clock: Callable[[], float] = monotonic, +) -> None: + needs_terminal_state: Final = is_managed_id(batch_id) + fetched: Final = _require_cleanup_success( + cleanup_result(lambda: client.retrieve_batch(batch_id, key=key, provider=provider)), + f"Retrieve batch {batch_id} for cleanup", + ) + if fetched.status in BATCH_TERMINAL_STATUSES: + if delete_output_files: + _cleanup_batch_outputs(client, fetched, key=key, provider=provider) + return + if fetched.status == "cancelling" and not needs_terminal_state: + return + result: Final = ( + Success(status_code=200, data=fetched) + if fetched.status == "cancelling" + else cleanup_result(lambda: client.cancel_batch(batch_id, key=key, provider=provider)) + ) + conflicted: Final = isinstance(result, UnknownApiError) and result.status_code in {400, 409} + if not conflicted: + cancelled: Final = _require_cleanup_success(result, f"Cancel batch {batch_id}") + assert cancelled.status in BATCH_TERMINAL_STATUSES | BATCH_PENDING_STATUSES, ( + f"Cancel batch {batch_id} left status {cancelled.status}" + ) + if cancelled.status in BATCH_TERMINAL_STATUSES: + if delete_output_files: + _cleanup_batch_outputs(client, cancelled, key=key, provider=provider) + return + if cancelled.status == "cancelling" and not needs_terminal_state: + return + deadline: Final = clock() + BATCH_CANCEL_TIMEOUT_SECONDS + for current in ( + _require_cleanup_success( + cleanup_result(lambda: client.retrieve_batch(batch_id, key=key, provider=provider)), + f"Retrieve batch {batch_id} after cancellation", + ) + for _ in count() + ): + if current.status in BATCH_TERMINAL_STATUSES: + if delete_output_files: + _cleanup_batch_outputs(client, current, key=key, provider=provider) + return + assert current.status in ({"cancelling"} if conflicted else BATCH_PENDING_STATUSES), ( + f"Cancel batch {batch_id} left status {current.status}" + ) + if current.status == "cancelling" and not needs_terminal_state: + return + assert clock() < deadline, ( + f"Batch {batch_id} cancellation did not finish within {BATCH_CANCEL_TIMEOUT_SECONDS}s" + ) + wait(BATCH_CANCEL_POLL_SECONDS) + + +def _cleanup_batch_outputs(client: BatchCleanupClient, batch: BatchObject, *, key: str, provider: str | None) -> None: + errors: Final = tuple( + error + for file_id in dict.fromkeys((batch.output_file_id, batch.error_file_id)) + if file_id is not None and file_id != batch.input_file_id + if (error := _output_cleanup_error(client, file_id, key=key, provider=provider)) is not None + ) + if errors: + raise ExceptionGroup(f"Batch {batch.id} output cleanup failed", errors) + + +def _output_cleanup_error( + client: BatchCleanupClient, file_id: str, *, key: str, provider: str | None +) -> Exception | None: + try: + cleanup_file(client, file_id, key=key, provider=provider) + except Exception as error: + return error + return None diff --git a/tests/e2e/batches/batch_client.py b/tests/e2e/batches/batch_client.py index 31e49f22450..c9c77e1f12e 100644 --- a/tests/e2e/batches/batch_client.py +++ b/tests/e2e/batches/batch_client.py @@ -13,8 +13,9 @@ co-located here because only this suite uses them. from __future__ import annotations from dataclasses import dataclass +from typing import Final, Literal -from pydantic import BaseModel +from pydantic import BaseModel, Field from proxy_client import ProxyClient from e2e_http import ( @@ -27,6 +28,18 @@ from e2e_http import ( from models import LiteLLMParamsBody UPLOAD_FILENAME = "batch_input.jsonl" +AZURE_FILE_EXPIRY_SECONDS: Final = 14 * 24 * 60 * 60 + + +class ExpiringFileUploadForm(FileUploadForm): + expires_after_anchor: Literal["created_at"] = Field(default="created_at", alias="expires_after[anchor]") + expires_after_seconds: int = Field(default=AZURE_FILE_EXPIRY_SECONDS, alias="expires_after[seconds]") + + +def batch_upload_form(provider: str, *, target_model_names: str | None = None) -> FileUploadForm: + if provider == "azure": + return ExpiringFileUploadForm(target_model_names=target_model_names) + return FileUploadForm(target_model_names=target_model_names) class FileObject(BaseModel): @@ -37,6 +50,7 @@ class FileObject(BaseModel): bytes: int | None = None status: str | None = None created_at: int | None = None + expires_at: int | None = None class FileList(BaseModel): @@ -85,7 +99,7 @@ class BatchList(BaseModel): class FileDeleteResponse(BaseModel): id: str object: str | None = None - deleted: bool + deleted: bool | None = None class BatchCreateBody(BaseModel): diff --git a/tests/e2e/batches/capabilities.py b/tests/e2e/batches/capabilities.py index 1bcea0a61ee..17749c2fb87 100644 --- a/tests/e2e/batches/capabilities.py +++ b/tests/e2e/batches/capabilities.py @@ -108,6 +108,10 @@ class Capability: def id(self) -> str: return f"{self.provider}-{self.scenario}" + @property + def file_provider(self) -> str | None: + return self.provider if self.scenario in {"model_param", "provider_fallback"} else None + @property def jsonl_model(self) -> str: # Always the provider deployment name. Unified routes via diff --git a/tests/e2e/batches/conftest.py b/tests/e2e/batches/conftest.py index 3b133fab680..91a365b6b92 100644 --- a/tests/e2e/batches/conftest.py +++ b/tests/e2e/batches/conftest.py @@ -13,7 +13,7 @@ the proxy config. from __future__ import annotations import os -from typing import Iterator +from typing import Final, Iterator import pytest @@ -21,6 +21,7 @@ from batch_client import BatchClient, build_client from capabilities import PROVIDERS from e2e_config import MANAGED_FILES_OPT_IN_ENV from e2e_http import NoBody +from lifecycle import ResourceManager from proxy_client import ProxyClient @@ -52,6 +53,13 @@ def client(proxy: ProxyClient) -> BatchClient: return build_client(proxy) +@pytest.fixture +def resources(client: BatchClient) -> Iterator[ResourceManager]: + manager: Final = ResourceManager(client=client.proxy, strict_cleanup=True) + yield manager + manager.teardown() + + @pytest.fixture(scope="session") def batch_deployments(client: BatchClient) -> Iterator[None]: probe = client.proxy.probe("/health/liveliness", params=NoBody()) diff --git a/tests/e2e/batches/test_batch_cleanup.py b/tests/e2e/batches/test_batch_cleanup.py new file mode 100644 index 00000000000..d0038139dcf --- /dev/null +++ b/tests/e2e/batches/test_batch_cleanup.py @@ -0,0 +1,313 @@ +from builtins import ExceptionGroup +from collections.abc import Callable +from typing import Final +from unittest.mock import Mock, call + +import pytest +from batch_cleanup import BATCH_CANCEL_TIMEOUT_SECONDS, CLEANUP_DELAYS, cleanup_batch, cleanup_file, cleanup_result +from batch_client import AZURE_FILE_EXPIRY_SECONDS, BatchObject, FileDeleteResponse, batch_upload_form +from capabilities import CAPABILITIES, Capability +from e2e_http import NetworkError, RateLimitedError, Result, Success, UnknownApiError +from lifecycle import ResourceManager +from models import KeyGenerateBody + +MANAGED_FILE_ID: Final = "bGl0ZWxsbV9wcm94eTtmaWxlLTE=" +MANAGED_BATCH_ID: Final = "bGl0ZWxsbV9wcm94eTtiYXRjaC0x" + + +class ExpectedCalls[T]: + def __init__(self, values: tuple[T, ...]) -> None: + self.values: Final = values + self.recorder: Final = Mock() + + def __call__(self, value: T) -> None: + self.recorder(value) + + def assert_done(self) -> None: + assert tuple(self.recorder.call_args_list) == tuple(call(value) for value in self.values) + + +class CleanupClient: + def __init__( + self, + *, + calls: ExpectedCalls[str], + files: tuple[Result[FileDeleteResponse], ...] = (), + batches: tuple[Result[BatchObject], ...] = (), + cancellations: tuple[Result[BatchObject], ...] = (), + ) -> None: + self.calls: Final = calls + self.file_response: Final[Callable[[], Result[FileDeleteResponse]]] = Mock(side_effect=files) + self.batch_response: Final[Callable[[], Result[BatchObject]]] = Mock(side_effect=batches) + self.cancel_response: Final[Callable[[], Result[BatchObject]]] = Mock(side_effect=cancellations) + + def delete_file(self, file_id: str, *, key: str, provider: str | None = None) -> Result[FileDeleteResponse]: + self.calls(f"delete {provider} {file_id}") + return self.file_response() + + def retrieve_batch(self, batch_id: str, *, key: str, provider: str | None = None) -> Result[BatchObject]: + self.calls(f"retrieve {provider} {batch_id}") + return self.batch_response() + + def cancel_batch(self, batch_id: str, *, key: str, provider: str | None = None) -> Result[BatchObject]: + self.calls(f"cancel {provider} {batch_id}") + return self.cancel_response() + + def generate_key(self, body: KeyGenerateBody) -> str: + return "test-key" + + def delete_key(self, key: str) -> None: + self.calls(f"delete key {key}") + + def delete_customers(self, user_ids: list[str]) -> None: + self.calls(f"delete customers {user_ids}") + + +def batch(status: str) -> Success[BatchObject]: + return Success(status_code=200, data=BatchObject(id="batch-1", status=status)) + + +def deleted_file(*, deleted: bool = True) -> Success[FileDeleteResponse]: + return Success(status_code=200, data=FileDeleteResponse(id="file-1", deleted=deleted)) + + +class TestFileCleanup: + def test_managed_delete_accepts_the_deleted_file_object(self) -> None: + response: Final = Success( + status_code=200, data=FileDeleteResponse.model_validate({"id": MANAGED_FILE_ID, "object": "file"}) + ) + client: Final = CleanupClient(calls=ExpectedCalls((f"delete None {MANAGED_FILE_ID}",)), files=(response,)) + cleanup_file(client, MANAGED_FILE_ID, key="test-key") + client.calls.assert_done() + + @pytest.mark.parametrize("file_id", ["file-1", MANAGED_FILE_ID]) + def test_a_success_status_without_a_deletion_confirmation_is_rejected(self, file_id: str) -> None: + client: Final = CleanupClient( + calls=ExpectedCalls((f"delete None {file_id}",)), + files=(Success(status_code=200, data=FileDeleteResponse(id=file_id)),), + ) + with pytest.raises(AssertionError, match="did not confirm deletion"): + cleanup_file(client, file_id, key="test-key") + client.calls.assert_done() + + @pytest.mark.parametrize("cap", CAPABILITIES, ids=[cap.id for cap in CAPABILITIES]) + def test_deletes_raw_files_through_the_upload_provider(self, cap: Capability) -> None: + expected_provider: Final = cap.provider if cap.scenario in {"model_param", "provider_fallback"} else None + client: Final = CleanupClient( + calls=ExpectedCalls((f"delete {expected_provider} file-1",)), files=(deleted_file(),) + ) + cleanup_file(client, "file-1", key="test-key", provider=cap.file_provider) + client.calls.assert_done() + + def test_failed_delete_is_reported_after_remaining_resources_are_cleaned(self) -> None: + client: Final = CleanupClient( + calls=ExpectedCalls(("delete azure file-1", "delete key test-key")), + files=(UnknownApiError(status_code=403, body="secret response"),), + ) + manager: Final = ResourceManager(client=client, strict_cleanup=True) + key: Final = manager.key() + manager.defer(lambda: cleanup_file(client, "file-1", key=key, provider="azure")) + with pytest.raises(ExceptionGroup) as caught: + manager.teardown() + client.calls.assert_done() + assert len(caught.value.exceptions) == 1 + assert str(caught.value.exceptions[0]) == "Delete file file-1 failed: HTTP 403" + + def test_success_response_must_confirm_deletion(self) -> None: + client: Final = CleanupClient( + calls=ExpectedCalls(("delete None file-1",)), files=(deleted_file(deleted=False),) + ) + with pytest.raises(AssertionError, match="did not confirm deletion"): + cleanup_file(client, "file-1", key="test-key") + client.calls.assert_done() + + def test_cleanup_is_idempotent_when_file_is_already_deleted(self) -> None: + client: Final = CleanupClient( + calls=ExpectedCalls(("delete azure file-1",)), + files=(UnknownApiError(status_code=404, body="missing"),), + ) + cleanup_file(client, "file-1", key="test-key", provider="azure") + client.calls.assert_done() + + def test_default_resource_cleanup_keeps_existing_best_effort_behavior(self) -> None: + client: Final = CleanupClient( + calls=ExpectedCalls(("delete None file-1", "delete key test-key")), + files=(UnknownApiError(status_code=403, body="forbidden"),), + ) + manager: Final = ResourceManager(client=client) + key: Final = manager.key() + manager.defer(lambda: cleanup_file(client, "file-1", key=key)) + manager.teardown() + client.calls.assert_done() + + +class TestCleanupRetries: + @pytest.mark.parametrize( + "failure", + [NetworkError(message="offline"), RateLimitedError(), UnknownApiError(status_code=503, body="unavailable")], + ) + def test_transient_error_retries_and_returns_success(self, failure: Result[FileDeleteResponse]) -> None: + responses: Final = (failure, deleted_file()) + outcomes: Final = Mock(side_effect=responses) + delays: Final = ExpectedCalls((1.0,)) + result: Final[Result[FileDeleteResponse]] = cleanup_result(outcomes, wait=delays) + assert isinstance(result, Success) and result.data.deleted + delays.assert_done() + + def test_persistent_error_has_bounded_retries(self) -> None: + failure: Final = UnknownApiError(status_code=503, body="unavailable") + outcomes: Final = Mock(return_value=failure) + delays: Final = ExpectedCalls(CLEANUP_DELAYS) + result: Final[Result[FileDeleteResponse]] = cleanup_result(outcomes, wait=delays) + assert result is failure + delays.assert_done() + assert outcomes.call_count == len(CLEANUP_DELAYS) + 1 + + def test_permanent_error_is_not_retried(self) -> None: + failure: Final = UnknownApiError(status_code=403, body="forbidden") + responses: Final = (failure, deleted_file()) + outcomes: Final = Mock(side_effect=responses) + delays: Final = ExpectedCalls[float](()) + assert cleanup_result(outcomes, wait=delays) is failure + delays.assert_done() + assert outcomes.call_count == 1 + + +class TestBatchCancellation: + def test_cancelling_batch_is_polled_until_terminal_without_cancelling_again(self) -> None: + client: Final = CleanupClient( + calls=ExpectedCalls((f"retrieve None {MANAGED_BATCH_ID}",) * 3), + batches=(batch("cancelling"), batch("cancelling"), batch("cancelled")), + ) + delays: Final = ExpectedCalls((10.0,)) + cleanup_batch(client, MANAGED_BATCH_ID, key="test-key", wait=delays) + client.calls.assert_done() + delays.assert_done() + + def test_cancellation_timeout_is_reported_but_file_and_key_cleanup_still_run(self) -> None: + client: Final = CleanupClient( + calls=ExpectedCalls( + ( + f"retrieve None {MANAGED_BATCH_ID}", + f"retrieve None {MANAGED_BATCH_ID}", + "delete None file-1", + "delete key test-key", + ) + ), + batches=(batch("cancelling"), batch("cancelling")), + files=(deleted_file(),), + ) + times: Final = (0.0, BATCH_CANCEL_TIMEOUT_SECONDS) + ticks: Final[Callable[[], float]] = Mock(side_effect=times) + manager: Final = ResourceManager(client=client, strict_cleanup=True) + key: Final = manager.key() + manager.defer(lambda: cleanup_file(client, "file-1", key=key)) + manager.defer(lambda: cleanup_batch(client, MANAGED_BATCH_ID, key=key, clock=ticks)) + with pytest.raises(ExceptionGroup) as caught: + manager.teardown() + assert "cancellation did not finish" in str(caught.value.exceptions[0]) + client.calls.assert_done() + + @pytest.mark.parametrize("status", ["completed", "failed", "expired", "cancelled"]) + def test_inactive_batch_needs_no_cancellation(self, status: str) -> None: + client: Final = CleanupClient(calls=ExpectedCalls(("retrieve None batch-1",)), batches=(batch(status),)) + cleanup_batch(client, "batch-1", key="test-key") + client.calls.assert_done() + + def test_active_batch_is_cancelled_through_its_provider(self) -> None: + client: Final = CleanupClient( + calls=ExpectedCalls(("retrieve azure batch-1", "cancel azure batch-1")), + batches=(batch("in_progress"), batch("cancelled")), + cancellations=(batch("cancelling"),), + ) + cleanup_batch(client, "batch-1", key="test-key", provider="azure") + client.calls.assert_done() + + @pytest.mark.parametrize("batch_id", ["batch-1", MANAGED_BATCH_ID]) + @pytest.mark.parametrize("pending_status", ["validating", "in_progress"]) + def test_accepted_cancellation_waits_through_stale_provider_status( + self, batch_id: str, pending_status: str + ) -> None: + client: Final = CleanupClient( + calls=ExpectedCalls( + ( + f"retrieve vertex_ai {batch_id}", + f"cancel vertex_ai {batch_id}", + f"retrieve vertex_ai {batch_id}", + f"retrieve vertex_ai {batch_id}", + f"retrieve vertex_ai {batch_id}", + "delete vertex_ai file-1", + "delete key test-key", + ) + ), + batches=(batch("validating"), batch(pending_status), batch(pending_status), batch("cancelled")), + cancellations=(batch(pending_status),), + files=(deleted_file(),), + ) + delays: Final = ExpectedCalls((10.0, 10.0)) + manager: Final = ResourceManager(client=client, strict_cleanup=True) + key: Final = manager.key() + manager.defer(lambda: cleanup_file(client, "file-1", key=key, provider="vertex_ai")) + manager.defer(lambda: cleanup_batch(client, batch_id, key=key, provider="vertex_ai", wait=delays)) + manager.teardown() + client.calls.assert_done() + delays.assert_done() + + @pytest.mark.parametrize("output_delete_fails", [False, True]) + def test_batch_that_completed_before_cleanup_deletes_output_and_error_files( + self, output_delete_fails: bool + ) -> None: + client: Final = CleanupClient( + calls=ExpectedCalls(("retrieve openai batch-1", "delete openai file-output", "delete openai file-error")), + batches=( + Success( + status_code=200, + data=BatchObject( + id="batch-1", + status="completed", + input_file_id="file-input", + output_file_id="file-output", + error_file_id="file-error", + ), + ), + ), + files=( + UnknownApiError(status_code=403, body="forbidden") if output_delete_fails else deleted_file(), + deleted_file(), + ), + ) + if output_delete_fails: + with pytest.raises(ExceptionGroup, match="output cleanup failed"): + cleanup_batch(client, "batch-1", key="test-key", provider="openai", delete_output_files=True) + else: + cleanup_batch(client, "batch-1", key="test-key", provider="openai", delete_output_files=True) + client.calls.assert_done() + + @pytest.mark.parametrize("status", ["completed", "in_progress"]) + def test_cancellation_conflict_is_accepted_only_when_batch_became_inactive(self, status: str) -> None: + client: Final = CleanupClient( + calls=ExpectedCalls(("retrieve None batch-1", "cancel None batch-1", "retrieve None batch-1")), + batches=(batch("in_progress"), batch(status)), + cancellations=(UnknownApiError(status_code=409, body="conflict"),), + ) + if status == "completed": + cleanup_batch(client, "batch-1", key="test-key") + else: + with pytest.raises(AssertionError, match="Cancel batch batch-1 left status in_progress"): + cleanup_batch(client, "batch-1", key="test-key") + client.calls.assert_done() + + +class TestAzureFileExpiry: + def test_azure_form_serializes_native_expiry_for_the_proxy(self) -> None: + form: Final = batch_upload_form("azure", target_model_names="azure-test") + assert form.model_dump(by_alias=True, exclude_none=True) == { + "purpose": "batch", + "target_model_names": "azure-test", + "expires_after[anchor]": "created_at", + "expires_after[seconds]": AZURE_FILE_EXPIRY_SECONDS, + } + + @pytest.mark.parametrize("provider", ["openai", "vertex_ai", "bedrock"]) + def test_other_providers_keep_their_existing_upload_fields(self, provider: str) -> None: + assert batch_upload_form(provider).model_dump(by_alias=True, exclude_none=True) == {"purpose": "batch"} diff --git a/tests/e2e/batches/test_batches_e2e.py b/tests/e2e/batches/test_batches_e2e.py index ed7cf656d01..c4b699190b8 100644 --- a/tests/e2e/batches/test_batches_e2e.py +++ b/tests/e2e/batches/test_batches_e2e.py @@ -21,14 +21,16 @@ import os import re import time from datetime import datetime, timedelta, timezone -from typing import Callable import pytest from pydantic import BaseModel -from e2e_config import PROXY_BASE_URL, unique_marker +from e2e_config import MASTER_KEY, PROXY_BASE_URL, unique_marker +from batch_cleanup import cleanup_batch, cleanup_file from batch_client import ( + AZURE_FILE_EXPIRY_SECONDS, + batch_upload_form, UPLOAD_FILENAME, BatchClient, BatchCreateBody, @@ -155,19 +157,19 @@ def upload_for_scenario( if cap.scenario == "encoded": return client.upload_file( content=content, - form=FileUploadForm(purpose="batch"), + form=batch_upload_form(cap.provider), model=cap.model, key=key, ) if cap.scenario == "unified": return client.upload_file( content=content, - form=FileUploadForm(purpose="batch", target_model_names=cap.model), + form=batch_upload_form(cap.provider, target_model_names=cap.model), key=key, ) return client.upload_file( content=content, - form=FileUploadForm(purpose="batch"), + form=batch_upload_form(cap.provider), key=key, provider=cap.provider, ) @@ -188,20 +190,11 @@ def create_for_scenario( def op_provider(cap: Capability) -> str | None: - """provider_fallback ids are raw, so retrieve/cancel/list/delete need the provider + """provider_fallback batch ids are raw, so retrieve/cancel/list need the provider hint; the other scenarios encode it into the id and route automatically.""" return cap.provider if cap.scenario == "provider_fallback" else None -def quietly(action: Callable[[], object]) -> Callable[[], None]: - """Adapt a value-returning call into a best-effort cleanup the teardown can run.""" - - def run() -> None: - action() - - return run - - def assert_file_object(file: FileObject, *, provider: str) -> None: assert file.object == "file", f"file.object={file.object!r}" assert file.purpose == "batch", f"file.purpose={file.purpose!r}" @@ -209,6 +202,10 @@ def assert_file_object(file: FileObject, *, provider: str) -> None: if provider != "bedrock": assert file.bytes > 0, f"file.bytes={file.bytes!r}" assert file.status, "file.status missing" + if provider == "azure": + assert file.expires_at is not None, "Azure batch input has no automatic expiry" + assert file.created_at is not None + assert file.expires_at - file.created_at == AZURE_FILE_EXPIRY_SECONDS assert ( file.created_at is not None and file.created_at > 0 ), "file.created_at missing" @@ -249,7 +246,7 @@ def test_batch_lifecycle( file = unwrap(upload_for_scenario(client, cap, render_jsonl(cap.jsonl_model), key)) resources.defer( - quietly(lambda: client.delete_file(file.id, key=key, provider=provider)) + lambda: cleanup_file(client, file.id, key=key, provider=cap.file_provider) ) assert_file_object(file, provider=cap.provider) assert matches_id_shape( @@ -260,7 +257,9 @@ def test_batch_lifecycle( require_successful_call(created) batch = BatchObject.model_validate_json(created.body) resources.defer( - quietly(lambda: client.cancel_batch(batch.id, key=key, provider=provider)) + lambda: cleanup_batch( + client, batch.id, key=key, provider=provider, delete_output_files=cap.provider in {"openai", "azure"} + ) ) assert batch.id, f"create returned no batch id (body={created.body[:200]})" @@ -339,7 +338,7 @@ def test_batch_key_model_access_denied( denied_upload = client.upload_file( content=render_jsonl(AZURE_BATCH_MODEL), - form=FileUploadForm(purpose="batch"), + form=batch_upload_form("azure"), model=AZURE_BATCH_MODEL, key=key, ) @@ -356,7 +355,7 @@ def test_batch_key_model_access_denied( ) ).id resources.defer( - quietly(lambda: client.delete_file(raw_file, key=key, provider="openai")) + lambda: cleanup_file(client, raw_file, key=key, provider="openai") ) denied_create = client.create_batch( @@ -383,6 +382,7 @@ def test_file_upload_and_delete_outputs( key=key, ) ) + resources.defer(lambda: cleanup_file(client, file.id, key=key)) assert_file_object(file, provider="openai") deleted = unwrap(client.delete_file(file.id, key=key)) @@ -458,12 +458,12 @@ def test_rate_limited_batch_create_leaves_no_unattributed_spend_row( key=key, ) ) - resources.defer(quietly(lambda: client.delete_file(file.id, key=key))) + resources.defer(lambda: cleanup_file(client, file.id, key=key)) created = client.create_batch(body=BatchCreateBody(input_file_id=file.id), key=key) require_successful_call(created) batch = BatchObject.model_validate_json(created.body) - resources.defer(quietly(lambda: client.cancel_batch(batch.id, key=key))) + resources.defer(lambda: cleanup_batch(client, batch.id, key=key)) _ = client.proxy.poll_logs_for_key(key, min_rows=1) @@ -517,7 +517,7 @@ class TestBatchFileContent: key=key, ) ) - resources.defer(quietly(lambda: client.delete_file(file.id, key=key))) + resources.defer(lambda: cleanup_file(client, file.id, key=key)) assert file.id downloaded = client.proxy.transport.download( @@ -559,11 +559,11 @@ class TestBatchFileContent: file = unwrap( client.upload_file( content=payload, - form=FileUploadForm(purpose="batch", target_model_names=provider.model), + form=batch_upload_form(provider.name, target_model_names=provider.model), key=key, ) ) - resources.defer(quietly(lambda: client.delete_file(file.id, key=key))) + resources.defer(lambda: cleanup_file(client, file.id, key=key)) assert_file_object(file, provider=provider.name) assert is_managed_id(file.id), ( f"{provider.name}: unified upload must return a managed file id, got {file.id!r}" @@ -626,7 +626,7 @@ class TestOpenAIFiles: ) ) resources.defer( - quietly(lambda: client.delete_file(file.id, key=key, provider="openai")) + lambda: cleanup_file(client, file.id, key=key, provider="openai") ) listed = unwrap(client.list_files(key=key)) @@ -690,7 +690,7 @@ class TestOpenAIFiles: key=key, ) ) - resources.defer(quietly(lambda: client.delete_file(file.id, key=key))) + resources.defer(lambda: cleanup_file(client, file.id, key=key)) fetched = unwrap(client.retrieve_file(file.id, key=key)) assert fetched.id == file.id, "retrieve must echo the uploaded file id" @@ -760,7 +760,7 @@ class TestBatchRateLimitErrorMapping: key=key, ) ) - resources.defer(quietly(lambda: client.delete_file(file.id, key=key))) + resources.defer(lambda: cleanup_file(client, file.id, key=key)) created = client.create_batch(body=BatchCreateBody(input_file_id=file.id), key=key) @@ -803,7 +803,7 @@ class TestBatchEnqueuedTokenLimit: """ def _upload_batch_file( - self, client: BatchClient, resources: ResourceManager, key: str + self, client: BatchClient, resources: ResourceManager, key: str, *, cleanup_key: str | None = None ) -> FileObject: file = unwrap( client.upload_file( @@ -813,7 +813,7 @@ class TestBatchEnqueuedTokenLimit: key=key, ) ) - resources.defer(quietly(lambda: client.delete_file(file.id, key=key))) + resources.defer(lambda: cleanup_file(client, file.id, key=cleanup_key or key)) return file def _generate_enqueued_key( @@ -850,7 +850,7 @@ class TestBatchEnqueuedTokenLimit: marker="rpm", rpm_limit=BATCH_RL_RPM_LIMIT, ) - file = self._upload_batch_file(client, resources, key) + file = self._upload_batch_file(client, resources, key, cleanup_key=MASTER_KEY) created = client.create_batch(body=BatchCreateBody(input_file_id=file.id), key=key) @@ -861,7 +861,7 @@ class TestBatchEnqueuedTokenLimit: ) require_successful_call(created) batch = BatchObject.model_validate_json(created.body) - resources.defer(quietly(lambda: client.cancel_batch(batch.id, key=key))) + resources.defer(lambda: cleanup_batch(client, batch.id, key=MASTER_KEY, delete_output_files=True)) @pytest.mark.covers( "quota_management.ratelimit.batch_enqueued_tokens.blocks_when_exhausted", @@ -904,7 +904,7 @@ class TestBatchEnqueuedTokenLimit: first = client.create_batch(body=BatchCreateBody(input_file_id=file.id), key=key) require_successful_call(first) first_batch = BatchObject.model_validate_json(first.body) - resources.defer(quietly(lambda: client.cancel_batch(first_batch.id, key=key))) + resources.defer(lambda: cleanup_batch(client, first_batch.id, key=key)) blocked = client.create_batch(body=BatchCreateBody(input_file_id=file.id), key=key) assert blocked.status_code == 429, ( @@ -928,7 +928,7 @@ class TestBatchEnqueuedTokenLimit: ) require_successful_call(retried) retry_batch = BatchObject.model_validate_json(retried.body) - resources.defer(quietly(lambda: client.cancel_batch(retry_batch.id, key=key))) + resources.defer(lambda: cleanup_batch(client, retry_batch.id, key=key)) ASSUME_ROLE_RAW_MODEL = "bedrock/us.anthropic.claude-haiku-4-5-20251001-v1:0" @@ -984,13 +984,13 @@ class TestBedrockBatchAssumeRole: key=key, ) ) - resources.defer(quietly(lambda: client.delete_file(file.id, key=key))) + resources.defer(lambda: cleanup_file(client, file.id, key=key)) assert_file_object(file, provider="bedrock") created = client.create_batch(body=BatchCreateBody(input_file_id=file.id), key=key) require_successful_call(created) batch = BatchObject.model_validate_json(created.body) - resources.defer(quietly(lambda: client.cancel_batch(batch.id, key=key))) + resources.defer(lambda: cleanup_batch(client, batch.id, key=key)) assert batch.id, f"assume-role create returned no batch id: {created.body[:200]}" assert is_managed_id(batch.id), ( @@ -1044,7 +1044,7 @@ class TestGeminiFiles: key=key, ) ) - resources.defer(quietly(lambda: client.delete_file(file.id, key=key))) + resources.defer(lambda: cleanup_file(client, file.id, key=key)) assert_file_object(file, provider="gemini") assert file.id, "gemini file upload returned no id" @@ -1099,13 +1099,13 @@ class TestHostedVllmBatch: key=key, ) ) - resources.defer(quietly(lambda: client.delete_file(file.id, key=key))) + resources.defer(lambda: cleanup_file(client, file.id, key=key)) assert_file_object(file, provider="hosted_vllm") created = client.create_batch(body=BatchCreateBody(input_file_id=file.id), key=key) require_successful_call(created) batch = BatchObject.model_validate_json(created.body) - resources.defer(quietly(lambda: client.cancel_batch(batch.id, key=key))) + resources.defer(lambda: cleanup_batch(client, batch.id, key=key)) assert batch.id, f"hosted_vllm create returned no batch id: {created.body[:200]}" assert batch.status in CREATED_BATCH_STATUSES, ( @@ -1192,7 +1192,7 @@ class TestBatchFailurePaths: key=key, ) ) - resources.defer(quietly(lambda: client.delete_file(file.id, key=key))) + resources.defer(lambda: cleanup_file(client, file.id, key=key)) created = client.create_batch(body=BatchCreateBody(input_file_id=file.id), key=key) require_successful_call(created) @@ -1243,12 +1243,12 @@ class TestBatchFailurePaths: file = unwrap( client.upload_file( content=render_jsonl(AZURE_BATCH_RAW_MODEL), - form=FileUploadForm(purpose="batch"), + form=batch_upload_form("azure"), model=AZURE_BATCH_MODEL, key=key, ) ) - resources.defer(quietly(lambda: client.delete_file(file.id, key=key))) + resources.defer(lambda: cleanup_file(client, file.id, key=key)) assert decoded_model_from_id(file.id) == AZURE_BATCH_MODEL, ( f"upload did not encode the azure deployment into the file id: {file.id!r}" ) @@ -1258,7 +1258,7 @@ class TestBatchFailurePaths: ) require_successful_call(created) batch = BatchObject.model_validate_json(created.body) - resources.defer(quietly(lambda: client.cancel_batch(batch.id, key=key))) + resources.defer(lambda: cleanup_batch(client, batch.id, key=key)) assert decoded_model_from_id(batch.id) == AZURE_BATCH_MODEL, ( "create with a foreign encoded file id must route by the file's embedded model, " @@ -1307,7 +1307,7 @@ class TestBatchSecondHop: key=key, ) ) - resources.defer(quietly(lambda: client.delete_file(file.id, key=key))) + resources.defer(lambda: cleanup_file(client, file.id, key=key)) assert is_managed_id(file.id), ( f"second-hop unified upload must return a managed file id, got {file.id!r}" ) @@ -1315,7 +1315,7 @@ class TestBatchSecondHop: created = client.create_batch(body=BatchCreateBody(input_file_id=file.id), key=key) require_successful_call(created) batch = BatchObject.model_validate_json(created.body) - resources.defer(quietly(lambda: client.cancel_batch(batch.id, key=key))) + resources.defer(lambda: cleanup_batch(client, batch.id, key=key)) assert is_managed_id(batch.id), ( f"second-hop create must return a managed batch id, got {batch.id!r}" diff --git a/tests/e2e/batches/test_managed_files_enforcement_e2e.py b/tests/e2e/batches/test_managed_files_enforcement_e2e.py index 7ad0b16adc3..4f703cf0fdc 100644 --- a/tests/e2e/batches/test_managed_files_enforcement_e2e.py +++ b/tests/e2e/batches/test_managed_files_enforcement_e2e.py @@ -21,6 +21,7 @@ from typing import Iterator import pytest from batch_client import BatchClient, FileObject +from batch_cleanup import cleanup_file from capabilities import batch_model_name, is_managed_id, openai_batch_params from e2e_config import unique_marker from e2e_http import FileUploadForm, Result, UnknownApiError, unwrap @@ -108,7 +109,7 @@ def test_cross_user_managed_id_denied_owner_allowed( key=owner_key, ) ) - resources.defer(lambda: client.delete_file(uploaded.id, key=owner_key)) + resources.defer(lambda: cleanup_file(client, uploaded.id, key=owner_key)) assert is_managed_id(uploaded.id), f"expected a managed unified file id, got {uploaded.id}" denied = client.retrieve_file(uploaded.id, key=other_key) diff --git a/tests/e2e/coverage_registry/mcp.yaml b/tests/e2e/coverage_registry/mcp.yaml index ab644118a47..f853e9ff8d6 100644 --- a/tests/e2e/coverage_registry/mcp.yaml +++ b/tests/e2e/coverage_registry/mcp.yaml @@ -119,3 +119,11 @@ assertions: [succeeds] source: "server.py:1089" rationale: Smoke; rarely used; same auth model as tools +- id: mcp.list_tools.api_key.toolset_scoped + module: mcp + tier: P0 + operation: list_tools + auth_family: api_key + assertions: [toolset_scoped] + source: "user_api_key_auth_mcp.py:2137" + rationale: "A key granted a toolset lists exactly the toolset's tools: the rest of the server's catalog stays hidden and every stored name resolves" diff --git a/tests/e2e/coverage_registry/mgmt.yaml b/tests/e2e/coverage_registry/mgmt.yaml index 860d96a50b4..c8d7037d2fd 100644 --- a/tests/e2e/coverage_registry/mgmt.yaml +++ b/tests/e2e/coverage_registry/mgmt.yaml @@ -76,3 +76,13 @@ - {id: mgmt.credential_migration.check.happy_path, module: mgmt, tier: P2, surface: api, assertions: [happy_path], source: "key_management_endpoints.py:4252", rationale: "Encryption migration (smoke)"} - {id: mgmt.credential.new.serves_request, module: mgmt, tier: P1, surface: api, assertions: [serves_request], source: "credential_endpoints/endpoints.py:42", rationale: "Stored credential resolves into a deployment and serves a live /messages request"} - {id: mgmt.model.test_connection.happy_path, module: mgmt, tier: P0, surface: api, assertions: [happy_path], source: "_health_endpoints.py:1785", rationale: "Test Connection for a responses-mode Bedrock Mantle deployment reaches the live provider and reports success; this exact shape 500ed on an acompletion partial before v1.91.0", fail_before_fix: proven} +- {id: mgmt.mcp_server.new.persists, module: mgmt, tier: P0, surface: api, assertions: [persists], source: "mcp_management_endpoints.py:1577", rationale: "Every field of an admin-created MCP server reads back verbatim, by id and in the list, on every replica"} +- {id: mgmt.mcp_server.list.persists, module: mgmt, tier: P1, surface: api, assertions: [persists], source: "mcp_management_endpoints.py:1112", rationale: "The MCP page grid lists a created server with the same field values its detail view reports"} +- {id: mgmt.mcp_server.update.preserves_unrelated_fields, module: mgmt, tier: P0, surface: api, assertions: [preserves_unrelated_fields], source: "mcp_management_endpoints.py:2665", rationale: "A dashboard edit of one field leaves the others intact and is visible on every replica after one save; edits that took several saves to stick were a customer defect"} +- {id: mgmt.mcp_server.update.clear_persists, module: mgmt, tier: P0, surface: api, assertions: [clear_persists], source: "mcp_management_endpoints.py:2665", rationale: "An explicit null clears the stored field (absent keeps, null clears)"} +- {id: mgmt.mcp_server.delete.persists, module: mgmt, tier: P0, surface: api, assertions: [persists], source: "mcp_management_endpoints.py:2139", rationale: "A deleted server is gone by id and from the list on every replica"} +- {id: mgmt.mcp_toolset.new.persists, module: mgmt, tier: P0, surface: api, assertions: [persists], source: "mcp_management_endpoints.py:3009", rationale: "Toolset tools read back under the exact server_id and tool_name written; a toolset stored under one name and read under another granted nothing"} +- {id: mgmt.mcp_toolset.update.preserves_unrelated_fields, module: mgmt, tier: P0, surface: api, assertions: [preserves_unrelated_fields], source: "mcp_management_endpoints.py:3098", rationale: "Editing the description leaves the tools and name intact"} +- {id: mgmt.mcp_toolset.update.persists, module: mgmt, tier: P0, surface: api, assertions: [persists], source: "mcp_management_endpoints.py:3098", rationale: "Narrowing the tools to one entry reads back exactly that entry"} +- {id: mgmt.mcp_toolset.update.clear_persists, module: mgmt, tier: P0, surface: api, assertions: [clear_persists], source: "mcp_management_endpoints.py:3098", fail_before_fix: proven, rationale: "An explicit null clears the stored description; the update used to drop null and keep the old value"} +- {id: mgmt.mcp_toolset.delete.persists, module: mgmt, tier: P0, surface: api, assertions: [persists], source: "mcp_management_endpoints.py:3149", rationale: "A deleted toolset is gone by id and from the list on every replica"} diff --git a/tests/e2e/e2e_http.py b/tests/e2e/e2e_http.py index 9d5f1658e91..415c72bbb3c 100644 --- a/tests/e2e/e2e_http.py +++ b/tests/e2e/e2e_http.py @@ -49,6 +49,11 @@ class AnthropicHeaders(AuthHeaders): anthropic_version: str = Field(default="2023-06-01", alias="anthropic-version") +class PartialBody(BaseModel): + """A body for a partial-update route (absent = keep, null = clear): a field left + unset is omitted from the wire, and a field set to None is sent as JSON null.""" + + class NoBody(BaseModel): """Empty body/query for routes that take none.""" @@ -252,6 +257,13 @@ def assert_auth_denied(result: StreamingResponse, context: str) -> None: f"{context}: expected 401/403, got {result.status_code}: {result.body[:300]}" ) + +def wire_body(json: BaseModel) -> dict[str, object]: + if isinstance(json, PartialBody): + return json.model_dump(by_alias=True, exclude_unset=True) + return json.model_dump(by_alias=True, exclude_none=True) + + def _headers(headers: BaseModel) -> dict[str, str]: dumped: dict[str, object] = headers.model_dump(by_alias=True, exclude_none=True) return {key: str(value) for key, value in dumped.items()} @@ -307,9 +319,26 @@ def request_with_retry[T: RetryableResponse]( return issue() -def _classify[R: BaseModel]( - resp: requests.Response, response_type: type[R] -) -> Result[R]: +class ClassifiableResponse(Protocol): + """What classifying an outcome reads off a response. requests.Response satisfies + it, and so does a fake, so the classification rules are testable on their own.""" + + @property + def status_code(self) -> int: ... + + @property + def ok(self) -> bool: ... + + @property + def text(self) -> str: ... + + @property + def content(self) -> bytes: ... + + def json(self) -> object: ... + + +def classify[R: BaseModel](resp: ClassifiableResponse, response_type: type[R]) -> Result[R]: if resp.status_code == 401: return UnauthorizedError(body=resp.text) if resp.status_code == 429: @@ -317,7 +346,8 @@ def _classify[R: BaseModel]( if not resp.ok: return UnknownApiError(status_code=resp.status_code, body=resp.text) try: - return Success(status_code=resp.status_code, data=response_type.model_validate(resp.json())) + payload: Final[object] = resp.json() if resp.content else {} + return Success(status_code=resp.status_code, data=response_type.model_validate(payload)) except Exception as exc: # noqa: BLE001 - any parse/validation failure is a value return ValidationError(message=str(exc)) @@ -335,13 +365,13 @@ def post[R: BaseModel]( lambda: requests.post( str(url), headers=_headers(headers), - json=json.model_dump(by_alias=True, exclude_none=True), + json=wire_body(json), timeout=timeout, ) ) except requests.RequestException as exc: return NetworkError(message=str(exc)) - return _classify(resp, response_type) + return classify(resp, response_type) def get[R: BaseModel]( @@ -363,7 +393,7 @@ def get[R: BaseModel]( ) except requests.RequestException as exc: return NetworkError(message=str(exc)) - return _classify(resp, response_type) + return classify(resp, response_type) def get_external[R: BaseModel]( @@ -383,7 +413,7 @@ def get_external[R: BaseModel]( ) except requests.RequestException as exc: return NetworkError(message=str(exc)) - return _classify(resp, response_type) + return classify(resp, response_type) def delete[R: BaseModel]( @@ -400,14 +430,14 @@ def delete[R: BaseModel]( lambda: requests.delete( str(url), headers=_headers(headers), - json=json.model_dump(by_alias=True, exclude_none=True), + json=wire_body(json), params=_params(params), timeout=timeout, ) ) except requests.RequestException as exc: return NetworkError(message=str(exc)) - return _classify(resp, response_type) + return classify(resp, response_type) def patch[R: BaseModel]( @@ -423,13 +453,13 @@ def patch[R: BaseModel]( lambda: requests.patch( str(url), headers=_headers(headers), - json=json.model_dump(by_alias=True, exclude_none=True), + json=wire_body(json), timeout=timeout, ) ) except requests.RequestException as exc: return NetworkError(message=str(exc)) - return _classify(resp, response_type) + return classify(resp, response_type) def put[R: BaseModel]( @@ -445,13 +475,13 @@ def put[R: BaseModel]( lambda: requests.put( str(url), headers=_headers(headers), - json=json.model_dump(by_alias=True, exclude_none=True), + json=wire_body(json), timeout=timeout, ) ) except requests.RequestException as exc: return NetworkError(message=str(exc)) - return _classify(resp, response_type) + return classify(resp, response_type) def probe( @@ -555,7 +585,7 @@ def send( str(url), headers=_headers(headers), params=_params(params), - json=json.model_dump(by_alias=True, exclude_none=True), + json=wire_body(json), stream=stream, timeout=timeout, ) @@ -605,7 +635,7 @@ def upload[R: BaseModel]( ) except requests.RequestException as exc: return NetworkError(message=str(exc)) - return _classify(resp, response_type) + return classify(resp, response_type) def stream_binary( @@ -623,7 +653,7 @@ def stream_binary( resp = requests.post( str(url), headers=_headers(headers), - json=json.model_dump(by_alias=True, exclude_none=True), + json=wire_body(json), stream=True, timeout=timeout, ) diff --git a/tests/e2e/guardrails/guardrails_client.py b/tests/e2e/guardrails/guardrails_client.py index 1f55a0f9a56..ed112a79b9b 100644 --- a/tests/e2e/guardrails/guardrails_client.py +++ b/tests/e2e/guardrails/guardrails_client.py @@ -7,7 +7,7 @@ from __future__ import annotations import time from collections.abc import Callable from dataclasses import dataclass -from typing import Literal +from typing import Final, Literal from e2e_config import POLL_INTERVAL, POLL_TIMEOUT, settle_propagation, unique_marker from e2e_http import NoBody, Result, StreamingResponse, Success, unwrap @@ -405,6 +405,29 @@ def build_client(proxy: ProxyClient) -> GuardrailsClient: return GuardrailsClient(proxy=proxy) +def poll_until_guardrail_applied( + call: Callable[[], StreamingResponse], + guardrail_name: str, + *, + timeout: float = POLL_TIMEOUT, + interval: float = POLL_INTERVAL, + now: Callable[[], float] = time.monotonic, + sleep: Callable[[float], None] = time.sleep, +) -> StreamingResponse: + deadline: Final = now() + timeout + if not (result := call()).ok: + return result + while ( + guardrail_name + not in (name.strip() for name in result.headers.get("x-litellm-applied-guardrails", "").split(",")) + and (remaining := deadline - now()) > 0 + ): + sleep(min(interval, remaining)) + if now() >= deadline or not (result := call()).ok: + break + return result + + def poll_until_blocked[R: BaseModel](call: Callable[[], Result[R]]) -> Result[R]: """Retry a call that a guardrail should reject until it is, returning the last result. diff --git a/tests/e2e/guardrails/test_guardrails_client.py b/tests/e2e/guardrails/test_guardrails_client.py new file mode 100644 index 00000000000..423c2ede599 --- /dev/null +++ b/tests/e2e/guardrails/test_guardrails_client.py @@ -0,0 +1,66 @@ +from dataclasses import dataclass +from itertools import chain, repeat +from typing import Final + +import pytest + +from e2e_http import StreamingResponse +from guardrails_client import poll_until_guardrail_applied + + +@dataclass +class Clock: + elapsed: float = 0.0 + + def now(self) -> float: + return self.elapsed + + def sleep(self, seconds: float) -> None: + self.elapsed += seconds + + +def _response(applied: str, status: int = 200) -> StreamingResponse: + return StreamingResponse(status_code=status, body="{}", headers={"x-litellm-applied-guardrails": applied}) + + +def test_waits_for_requested_guardrail_after_an_unrelated_global_guardrail() -> None: + clock: Final = Clock() + expected: Final = _response("global-filter, tool-permission") + responses: Final = iter((_response("global-filter"), expected)) + + result: Final = poll_until_guardrail_applied( + lambda: next(responses), "tool-permission", timeout=5, interval=2, now=clock.now, sleep=clock.sleep + ) + + assert result is expected + assert clock.elapsed == 2 + + +@pytest.mark.parametrize("applied", ("", "global-filter", "tool-permission-sibling")) +def test_missing_exact_guardrail_returns_failure_evidence_at_deadline(applied: str) -> None: + clock: Final = Clock() + missing: Final = _response(applied) + responses: Final = iter((missing, missing, missing)) + + result: Final = poll_until_guardrail_applied( + lambda: next(responses), "tool-permission", timeout=5, interval=2, now=clock.now, sleep=clock.sleep + ) + + assert result is missing + assert clock.elapsed == 5 + with pytest.raises(StopIteration): + next(responses) + + +@pytest.mark.parametrize("status", (400, 401, 429, 500)) +def test_http_failure_is_not_hidden_by_a_later_success(status: int) -> None: + clock: Final = Clock() + failed: Final = _response("", status) + responses: Final = iter(chain((failed,), repeat(_response("tool-permission")))) + + result: Final = poll_until_guardrail_applied( + lambda: next(responses), "tool-permission", timeout=5, interval=2, now=clock.now, sleep=clock.sleep + ) + + assert result is failed + assert clock.elapsed == 0 diff --git a/tests/e2e/guardrails/test_tool_permission_guardrail_e2e.py b/tests/e2e/guardrails/test_tool_permission_guardrail_e2e.py index 9ef3650625c..8d1047e53c7 100644 --- a/tests/e2e/guardrails/test_tool_permission_guardrail_e2e.py +++ b/tests/e2e/guardrails/test_tool_permission_guardrail_e2e.py @@ -30,6 +30,7 @@ from guardrails_client import ( ToolPermissionParamsBody, ToolPermissionRuleBody, poll_until_blocked, + poll_until_guardrail_applied, ) from lifecycle import ResourceManager from models import ChatResponse, ChatTool, ChatToolFunction @@ -84,8 +85,8 @@ def _register_tool_permission(client: GuardrailsClient, resources: ResourceManag resources.defer(lambda: client.delete_guardrail(guardrail_id)) -def _applied_guardrails(outcome: StreamingResponse) -> str: - return outcome.headers.get("x-litellm-applied-guardrails", "") +def _applied_guardrails(outcome: StreamingResponse) -> tuple[str, ...]: + return tuple(name.strip() for name in outcome.headers.get("x-litellm-applied-guardrails", "").split(",")) def _tool_call_names(response: ChatResponse) -> tuple[str, ...]: @@ -144,14 +145,17 @@ class TestToolPermissionPreCall: name = f"e2e-toolperm-allow-{unique_marker()}" _register_tool_permission(client, resources, name=name) - outcome = client.chat_raw( - scoped_key, - MODEL, - TOOL_PROMPT, - guardrails=[name], - max_tokens=128, - tools=[ALLOWED_TOOL], - tool_choice="required", + outcome = poll_until_guardrail_applied( + lambda: client.chat_raw( + scoped_key, + MODEL, + TOOL_PROMPT, + guardrails=[name], + max_tokens=128, + tools=[ALLOWED_TOOL], + tool_choice="required", + ), + name, ) assert outcome.ok, f"the permitted tool must be served, got {outcome.status_code}: {outcome.body[:400]}" diff --git a/tests/e2e/lifecycle.py b/tests/e2e/lifecycle.py index c9a67ebdb8c..eb9704d4dcb 100644 --- a/tests/e2e/lifecycle.py +++ b/tests/e2e/lifecycle.py @@ -8,8 +8,9 @@ ResourceManager; the test registers a cleanup for every resource it creates, and the fixture's teardown releases them all even when the test body raises. """ +from builtins import ExceptionGroup from dataclasses import dataclass, field -from typing import Callable, List, Protocol, runtime_checkable +from typing import Callable, Final, List, Protocol, runtime_checkable from proxy_client import ProxyClient from models import KeyGenerateBody @@ -52,6 +53,7 @@ class ResourceManager: """ client: ResourceClient + strict_cleanup: bool = False _cleanups: List[Callable[[], object]] = field( default_factory=list ) # mutable-ok: append-only teardown registry @@ -82,8 +84,17 @@ class ResourceManager: return customer_id def teardown(self) -> None: - for cleanup in reversed(self._cleanups): - try: - cleanup() - except Exception: - pass # best-effort: a failed cleanup must not block the rest + failures: Final = tuple( + failure for cleanup in reversed(self._cleanups) + if (failure := _run_cleanup(cleanup)) is not None + ) + if failures and self.strict_cleanup: + raise ExceptionGroup("Resource cleanup failed", failures) + + +def _run_cleanup(cleanup: Callable[[], object]) -> Exception | None: + try: + cleanup() + except Exception as exc: + return exc + return None diff --git a/tests/e2e/llm_translation/test_responses_bridge_streaming_e2e.py b/tests/e2e/llm_translation/test_responses_bridge_streaming_e2e.py index 9a45743a0cd..75817340876 100644 --- a/tests/e2e/llm_translation/test_responses_bridge_streaming_e2e.py +++ b/tests/e2e/llm_translation/test_responses_bridge_streaming_e2e.py @@ -16,8 +16,10 @@ into a chat completion chunk. Two customer-visible contracts only hold on that p from __future__ import annotations +from typing import Final, Literal + import pytest -from pydantic import BaseModel +from pydantic import BaseModel, Field from e2e_config import unique_marker from e2e_http import StreamingResponse @@ -51,7 +53,8 @@ class _BridgeChoice(BaseModel): class _BridgeChunk(BaseModel): id: str - choices: list[_BridgeChoice] = [] + object: Literal["chat.completion.chunk"] + choices: list[_BridgeChoice] = Field(default_factory=list) class _WeatherArgs(BaseModel): @@ -103,16 +106,19 @@ class TestResponsesBridgeChatCompletionsStreaming: resources.key(), ChatBody( model=bridged_model, - messages=[ChatMessage(role="user", content=f"Count from 1 to 5, one number per line. {unique_marker()}")], + messages=[ + ChatMessage(role="user", content=f"Count from 1 to 5, one number per line. {unique_marker()}") + ], max_tokens=64, stream=True, ), ) - chunks = _bridge_chunks(result) - ids = {chunk.id for chunk in chunks} + chunks: Final = _bridge_chunks(result) + assert len(chunks) > 1, "the shared-id contract needs more than one streamed chunk" + ids: Final = frozenset(chunk.id for chunk in chunks) assert len(ids) == 1, f"bridged stream used {len(ids)} different chunk ids: {sorted(ids)[:5]}" - assert ids.pop().startswith("chatcmpl-"), f"bridged chunk id is not chat-completion shaped: {chunks[0].id}" + assert chunks[0].id.strip(), "bridged stream emitted an empty chunk id" @pytest.mark.covers( "llm.chat_completions.openai.basic.stream.bridge_streams_sse", @@ -134,9 +140,9 @@ class TestResponsesBridgeChatCompletionsStreaming: chunks = _bridge_chunks(result) content = "".join(choice.delta.content or "" for chunk in chunks for choice in chunk.choices) assert content.strip(), f"bridged stream completed with no content deltas: {result.stream_events[:3]}" - assert any( - choice.finish_reason for chunk in chunks for choice in chunk.choices - ), f"bridged stream never emitted a finish_reason: {result.stream_events[-3:]}" + assert any(choice.finish_reason for chunk in chunks for choice in chunk.choices), ( + f"bridged stream never emitted a finish_reason: {result.stream_events[-3:]}" + ) assert result.stream_done, f"bridged stream did not terminate with [DONE]: {result.stream_events[-2:]}" @pytest.mark.covers( diff --git a/tests/e2e/logging/datadog_reader.py b/tests/e2e/logging/datadog_reader.py index d0f478185c2..368c20cb6aa 100644 --- a/tests/e2e/logging/datadog_reader.py +++ b/tests/e2e/logging/datadog_reader.py @@ -12,8 +12,12 @@ empty result. External reads go through ``e2e_http``. from __future__ import annotations +import math +import random import time -from dataclasses import dataclass +from collections.abc import Callable, Mapping +from dataclasses import dataclass, field +from typing import Final import pytest from pydantic import BaseModel, ConfigDict, Field @@ -27,17 +31,33 @@ from e2e_config import ( DD_SITE, POLL_TIMEOUT, ) -from e2e_http import URL, Headers, RateLimitedError, Success, post +from e2e_http import URL, Headers, StreamingResponse, send -#: How many rate-limited responses in a row one search tolerates before the -#: hard fail; each retry sleeps a full search interval, so this rides out a -#: burst from a concurrent consumer of the org-wide search budget. -_RATE_LIMIT_RETRIES = 5 +type SearchCall = Callable[[str, float], StreamingResponse] + + +def _seconds(value: str | None) -> float | None: + if value is None: + return None + try: + seconds: Final = float(value) + except ValueError: + return None + return seconds if math.isfinite(seconds) and seconds >= 0 else None + + +def _rate_limit_delay(headers: Mapping[str, str]) -> float: + delays: Final = tuple( + delay + for name in ("x-ratelimit-reset", "retry-after") + if (delay := _seconds(headers.get(name))) is not None + ) + return max(1.0, max(delays, default=DD_SEARCH_INTERVAL)) class _DdAuthHeaders(Headers): - api_key: str = Field(serialization_alias="DD-API-KEY") - app_key: str = Field(serialization_alias="DD-APPLICATION-KEY") + api_key: str = Field(serialization_alias="DD-API-KEY", repr=False) + app_key: str = Field(serialization_alias="DD-APPLICATION-KEY", repr=False) class _SearchFilter(BaseModel): @@ -88,8 +108,12 @@ class _SearchResponse(BaseModel): @dataclass(frozen=True, slots=True) class DdLogsReader: site: str - api_key: str - app_key: str + api_key: str = field(repr=False) + app_key: str = field(repr=False) + search: SearchCall | None = field(default=None, repr=False) + now: Callable[[], float] = field(default=time.monotonic, repr=False) + sleep: Callable[[float], None] = field(default=time.sleep, repr=False) + jitter: Callable[[], float] = field(default=random.random, repr=False) def events_for_marker(self, marker: str) -> list[DdLogEvent]: """Every ingested event whose attributes carry the marker. DataDog @@ -108,25 +132,28 @@ class DdLogsReader: a single event. A 429 backs off and retries - the search budget is org-wide, so another consumer can empty it under us - while any other failure stays a hard fail.""" - for _ in range(_RATE_LIMIT_RETRIES): - result = post( - URL(f"https://api.{self.site}/api/v2/logs/events/search"), - headers=_DdAuthHeaders(api_key=self.api_key, app_key=self.app_key), - json=_SearchRequest(filter=_SearchFilter(query=query)), - response_type=_SearchResponse, - timeout=30.0, - ) - match result: - case Success(data=page): - return [event.attributes for event in page.data] - case RateLimitedError(retry_after_seconds=retry_after): - time.sleep(retry_after if retry_after else DD_SEARCH_INTERVAL) - case failure: - pytest.fail(f"DataDog Logs Search API at api.{self.site} failed: {failure}") + return self._events_for_query(query, self.now() + POLL_TIMEOUT) + + def _events_for_query(self, query: str, deadline: float) -> list[DdLogEvent]: + search: Final = self.search or self._search_page + while (remaining := deadline - self.now()) > 0: + if (result := search(query, min(30.0, remaining))).ok: + return [event.attributes for event in _SearchResponse.model_validate_json(result.body).data] + if result.status_code != 429: + pytest.fail(f"DataDog Logs Search API at api.{self.site} failed with HTTP {result.status_code}") + if (delay := min(_rate_limit_delay(result.headers) + self.jitter(), deadline - self.now())) > 0: + self.sleep(delay) pytest.fail( - f"DataDog Logs Search API at api.{self.site} still rate-limited after " - f"{_RATE_LIMIT_RETRIES} retries {DD_SEARCH_INTERVAL}s apart - the org-wide " - "logs_public_search_api budget (2 requests per 10s) is exhausted by another consumer" + f"DataDog Logs Search API at api.{self.site} remained rate-limited for {POLL_TIMEOUT}s; " + "the org-wide logs_public_search_api budget is exhausted" + ) + + def _search_page(self, query: str, timeout: float) -> StreamingResponse: + return send( + URL(f"https://api.{self.site}/api/v2/logs/events/search"), + headers=_DdAuthHeaders(api_key=self.api_key, app_key=self.app_key), + json=_SearchRequest(filter=_SearchFilter(query=query)), + timeout=timeout, ) def poll_events_for_marker(self, marker: str) -> list[DdLogEvent]: @@ -140,33 +167,42 @@ class DdLogsReader: hide from the exactly-one assertion - real-DataDog jitter can surface one call's two events tens of seconds apart. Searches pace at DD_SEARCH_INTERVAL, not POLL_INTERVAL, to respect the search API's - request budget. At the deadline the last result is returned as-is.""" - deadline = time.monotonic() + POLL_TIMEOUT - while time.monotonic() < deadline: - events = self.events_for_query(query) + request budget. Discovery, quota retries, and duplicate detection share + one POLL_TIMEOUT deadline; an incomplete settle window fails closed.""" + deadline: Final = self.now() + POLL_TIMEOUT + while (remaining := deadline - self.now()) > 0: + events = self._events_for_query(query, deadline) if events: - return self._settled_events_for_query(query, events) - time.sleep(DD_SEARCH_INTERVAL) - return self.events_for_query(query) + return self._settled_events_for_query(query, events, deadline) + if (remaining := deadline - self.now()) > 0: + self.sleep(min(DD_SEARCH_INTERVAL, remaining)) + return [] - def _settled_events_for_query(self, query: str, events: list[DdLogEvent]) -> list[DdLogEvent]: + def _settled_events_for_query(self, query: str, events: list[DdLogEvent], deadline: float) -> list[DdLogEvent]: """Re-read at every search interval until the settle window closes; a duplicate ends the watch early because more waiting cannot clear it. Keep the last non-empty result: a transient empty search (index lag) must not erase events already confirmed earlier in the settle window. + A successful final search must reach the full settle window before the + shared read-back deadline; otherwise duplicate detection is incomplete. """ - settle_deadline = time.monotonic() + DD_SETTLE_SECONDS + settle_deadline: Final = self.now() + DD_SETTLE_SECONDS last_nonempty = events - while time.monotonic() < settle_deadline: - time.sleep(DD_SEARCH_INTERVAL) - latest = self.events_for_query(query) - if not latest: - continue + if len(events) > 1: + return events + while (remaining := deadline - self.now()) > 0: + self.sleep(min(DD_SEARCH_INTERVAL, remaining)) + if self.now() >= deadline: + break + latest = self._events_for_query(query, deadline) if len(latest) > 1: return latest - last_nonempty = latest - return last_nonempty + if latest: + last_nonempty = latest + if self.now() >= settle_deadline: + return last_nonempty + pytest.fail(f"DataDog log delivery could not complete its duplicate-detection window within {POLL_TIMEOUT}s") def build_dd_logs_reader() -> DdLogsReader: diff --git a/tests/e2e/logging/test_datadog_reader.py b/tests/e2e/logging/test_datadog_reader.py new file mode 100644 index 00000000000..910a1cefd42 --- /dev/null +++ b/tests/e2e/logging/test_datadog_reader.py @@ -0,0 +1,223 @@ +import json +from collections.abc import Iterator, Sequence +from dataclasses import dataclass +from typing import Final + +import pytest + +from datadog_reader import DdLogsReader +from datadog_reader import _DdAuthHeaders # pyright: ignore[reportPrivateUsage] # verifies private auth-header serialization +from e2e_config import DD_SEARCH_INTERVAL, POLL_TIMEOUT +from e2e_http import StreamingResponse + + +def test_failure_diagnostics_hide_credentials_without_changing_auth_headers() -> None: + api_key: Final = "test-datadog-api-secret" + app_key: Final = "test-datadog-app-secret" + reader: Final = DdLogsReader(site="datadoghq.com", api_key=api_key, app_key=app_key) + headers: Final = _DdAuthHeaders(api_key=api_key, app_key=app_key) + + for value in (reader, headers): + assert api_key not in repr(value) + assert app_key not in repr(value) + + assert headers.model_dump(by_alias=True) == { + "DD-API-KEY": api_key, + "DD-APPLICATION-KEY": app_key, + } + + +@dataclass +class Clock: + elapsed: float = 0.0 + + def now(self) -> float: + return self.elapsed + + def sleep(self, seconds: float) -> None: + self.elapsed += seconds + + +@dataclass +class Search: + responses: Iterator[StreamingResponse] + calls: tuple[tuple[str, float], ...] = () + + def __call__(self, query: str, timeout: float) -> StreamingResponse: + self.calls += ((query, timeout),) + return next(self.responses) + + +def _page(*event_ids: str) -> StreamingResponse: + return StreamingResponse( + status_code=200, + body=json.dumps({"data": [{"attributes": {"attributes": {"id": event_id}}} for event_id in event_ids]}), + ) + + +def _reader(responses: Sequence[StreamingResponse], clock: Clock) -> tuple[DdLogsReader, Search]: + search: Final = Search(iter(responses)) + return DdLogsReader( + site="us5.datadoghq.com", + api_key="test-api-secret", + app_key="test-app-secret", + search=search, + now=clock.now, + sleep=clock.sleep, + jitter=lambda: 0.25, + ), search + + +def test_429_honors_server_reset_and_preserves_duplicate_events() -> None: + clock: Final = Clock() + reader, search = _reader( + (StreamingResponse(status_code=429, body="", headers={"x-ratelimit-reset": "6"}), _page("first", "duplicate")), + clock, + ) + + events: Final = reader.events_for_query("test-marker") + + assert tuple(event.attributes["id"] for event in events) == ("first", "duplicate") + assert clock.elapsed == 6.25 + assert search.calls == (("test-marker", 30.0), ("test-marker", 30.0)) + + +@pytest.mark.parametrize("reset", ("", "invalid", "nan", "inf", "-1")) +def test_invalid_reset_uses_search_interval(reset: str) -> None: + clock: Final = Clock() + reader, _ = _reader( + (StreamingResponse(status_code=429, body="", headers={"x-ratelimit-reset": reset}), _page()), clock + ) + + assert reader.events_for_query("test-marker") == [] + assert clock.elapsed == DD_SEARCH_INTERVAL + 0.25 + + +def test_zero_reset_cannot_create_a_busy_retry_loop() -> None: + clock: Final = Clock() + reader, _ = _reader( + (StreamingResponse(status_code=429, body="", headers={"x-ratelimit-reset": "0"}), _page()), clock + ) + + assert reader.events_for_query("test-marker") == [] + assert clock.elapsed == 1.25 + + +def test_retry_after_is_not_shortened_by_an_earlier_reset() -> None: + clock: Final = Clock() + reader, _ = _reader( + (StreamingResponse(status_code=429, body="", headers={"x-ratelimit-reset": "2", "retry-after": "8"}), _page()), + clock, + ) + + assert reader.events_for_query("test-marker") == [] + assert clock.elapsed == 8.25 + + +def test_rate_limit_wait_stops_at_deadline_without_issuing_another_request() -> None: + clock: Final = Clock() + reader, search = _reader( + (StreamingResponse(status_code=429, body="", headers={"x-ratelimit-reset": str(POLL_TIMEOUT * 10)}),), clock + ) + + with pytest.raises(pytest.fail.Exception, match="remained rate-limited"): + reader.events_for_query("test-marker") + + assert clock.elapsed == POLL_TIMEOUT + assert search.calls == (("test-marker", 30.0),) + + +def test_late_retry_cannot_receive_a_fresh_request_timeout() -> None: + clock: Final = Clock() + reader, search = _reader( + (StreamingResponse(status_code=429, body="", headers={"x-ratelimit-reset": str(POLL_TIMEOUT - 5)}), _page()), + clock, + ) + + assert reader.events_for_query("test-marker") == [] + assert search.calls == (("test-marker", 30.0), ("test-marker", 4.75)) + + +@pytest.mark.parametrize("status", (-1, 401, 403, 500)) +def test_non_quota_failures_are_not_retried_or_treated_as_empty_results(status: int) -> None: + clock: Final = Clock() + reader, search = _reader((StreamingResponse(status_code=status, body=""), _page()), clock) + + with pytest.raises(pytest.fail.Exception, match=f"failed with HTTP {status}"): + reader.events_for_query("test-marker") + + assert search.calls == (("test-marker", 30.0),) + assert clock.elapsed == 0 + + +def test_polling_quota_retries_share_the_original_deadline() -> None: + clock: Final = Clock() + reader, search = _reader( + (_page(), StreamingResponse(status_code=429, body="", headers={"x-ratelimit-reset": str(POLL_TIMEOUT)})), + clock, + ) + + with pytest.raises(pytest.fail.Exception, match="remained rate-limited"): + reader.poll_events_for_query("test-marker") + + assert clock.elapsed == POLL_TIMEOUT + assert len(search.calls) == 2 + + +def test_empty_polling_does_not_start_a_final_search_after_its_deadline() -> None: + clock: Final = Clock() + attempts: Final = int(POLL_TIMEOUT / DD_SEARCH_INTERVAL) + reader, search = _reader((_page(),) * attempts, clock) + + assert reader.poll_events_for_query("test-marker") == [] + assert clock.elapsed == POLL_TIMEOUT + assert len(search.calls) == attempts + + +def test_settlement_quota_retries_keep_the_remaining_readback_budget() -> None: + clock: Final = Clock() + empty_reads: Final = int(POLL_TIMEOUT / DD_SEARCH_INTERVAL) - 2 + reader, search = _reader( + (_page(),) * empty_reads + + (_page("first"), StreamingResponse(status_code=429, body="", headers={"x-ratelimit-reset": str(POLL_TIMEOUT)})), + clock, + ) + + with pytest.raises(pytest.fail.Exception, match="remained rate-limited"): + reader.poll_events_for_query("test-marker") + + assert clock.elapsed == POLL_TIMEOUT + assert search.calls[-1] == ("test-marker", DD_SEARCH_INTERVAL) + assert len(search.calls) == empty_reads + 2 + + +def test_settlement_detects_a_duplicate_on_the_final_search() -> None: + clock: Final = Clock() + reader, _ = _reader((_page("first"), _page("first"), _page(), _page("first", "duplicate")), clock) + + events: Final = reader.poll_events_for_query("test-marker") + + assert tuple(event.attributes["id"] for event in events) == ("first", "duplicate") + assert clock.elapsed == 30 + + +def test_settlement_keeps_confirmed_events_through_empty_searches() -> None: + clock: Final = Clock() + reader, _ = _reader((_page("first"), _page(), _page(), _page()), clock) + + events: Final = reader.poll_events_for_query("test-marker") + + assert tuple(event.attributes["id"] for event in events) == ("first",) + assert clock.elapsed == 30 + + +def test_late_delivery_cannot_pass_without_a_complete_settle_window() -> None: + clock: Final = Clock() + empty_reads: Final = int(POLL_TIMEOUT / DD_SEARCH_INTERVAL) - 2 + reader, search = _reader((_page(),) * empty_reads + (_page("first"), _page("first")), clock) + + with pytest.raises(pytest.fail.Exception, match="duplicate-detection window"): + reader.poll_events_for_query("test-marker") + + assert clock.elapsed == POLL_TIMEOUT + assert len(search.calls) == empty_reads + 2 diff --git a/tests/e2e/management/management_client.py b/tests/e2e/management/management_client.py index 2b897f5f07f..1ef0d89a8f9 100644 --- a/tests/e2e/management/management_client.py +++ b/tests/e2e/management/management_client.py @@ -43,6 +43,9 @@ from models import ( KeyResetSpendBody, KeyResetSpendResponse, KeyUpdateBody, + McpServerCreateBody, + McpServerRow, + McpServerUpdateBody, ModelDeleteBody, OrgDeleteBody, OrgInfoParams, @@ -537,6 +540,38 @@ class ManagementClient: ).root ) + def create_mcp_server(self, body: McpServerCreateBody) -> McpServerRow: + return unwrap( + self.proxy.transport.post( + "/v1/mcp/server", + headers=self.proxy.transport.master, + json=body, + response_type=McpServerRow, + ) + ) + + def update_mcp_server(self, body: McpServerUpdateBody) -> McpServerRow: + """PUT /v1/mcp/server, the call behind the dashboard's Save Changes: a partial + update where a field left unset keeps its stored value and None clears it.""" + return unwrap( + self.proxy.transport.put( + "/v1/mcp/server", + headers=self.proxy.transport.master, + json=body, + response_type=McpServerRow, + ) + ) + + def delete_mcp_server(self, server_id: str) -> Result[NoBody]: + """DELETE /v1/mcp/server/{server_id}. Returns the outcome so the act phase can + unwrap it while a deferred teardown can ignore an already-deleted server.""" + return self.proxy.transport.delete( + f"/v1/mcp/server/{server_id}", + headers=self.proxy.transport.master, + json=NoBody(), + response_type=NoBody, + ) + def chat_status(self, key: str, model: str, content: str) -> StreamingResponse: return self.proxy.transport.send( "/chat/completions", diff --git a/tests/e2e/management/test_mcp_lifecycle_e2e.py b/tests/e2e/management/test_mcp_lifecycle_e2e.py new file mode 100644 index 00000000000..9257d697647 --- /dev/null +++ b/tests/e2e/management/test_mcp_lifecycle_e2e.py @@ -0,0 +1,294 @@ +"""Live e2e: the MCP server and toolset management routes' lifecycle contract. + +Two customer defects sit on these routes, and each step here is the read-back that +would have caught one of them: a dashboard edit that took several saves to stick +because the read landed on a replica the write had not reached, and a toolset whose +tools were stored under one name and read back under another, so it granted +nothing. Every read-back therefore polls every replica that serves the route +(ProxyClient.read_back_everywhere) and asserts the exact values written, and both +update routes are held to the same partial-update contract: a field left out of the +payload keeps its stored value, a field sent as null is cleared. The server URL is +unreachable on purpose; only persistence is under test, never a tool call. +""" + +from __future__ import annotations + +from collections.abc import Callable, Mapping +from typing import Final + +import pytest +from e2e_config import unique_marker +from e2e_http import unwrap +from lifecycle import ResourceManager +from management_client import ManagementClient +from models import ( + McpInfo, + McpServerCreateBody, + McpServerListResponse, + McpServerRow, + McpServerUpdateBody, + ToolsetCreateBody, + ToolsetListResponse, + ToolsetRow, + ToolsetTool, + ToolsetUpdateBody, +) + +pytestmark = pytest.mark.e2e + +UNREACHABLE_URL: Final = "https://e2e-fake-mcp.test.local/mcp" + + +def _create_server(client: ManagementClient, resources: ResourceManager) -> tuple[McpServerCreateBody, str]: + name: Final = f"e2e_mcp_lifecycle_{unique_marker()}" + body: Final = McpServerCreateBody( + server_name=name, + alias=name, + url=UNREACHABLE_URL, + transport="http", + description="e2e lifecycle server", + mcp_info=McpInfo( + server_name=f"{name} (display)", + description="shown on the MCP page", + logo_url="https://e2e.test.local/logo.png", + ), + ) + server_id: Final = client.create_mcp_server(body).server_id + resources.defer(lambda: client.delete_mcp_server(server_id)) + return body, server_id + + +def _assert_server_matches(row: McpServerRow, written: McpServerCreateBody, *, where: str) -> None: + stored: Final = (row.server_name, row.alias, row.url, row.transport, row.description, row.mcp_info) + expected: Final = ( + written.server_name, + written.alias, + written.url, + written.transport, + written.description, + written.mcp_info, + ) + assert stored == expected, f"{where}: stored {stored}, expected {expected}" + + +def _server_everywhere( + client: ManagementClient, server_id: str, *, settled: Callable[[McpServerRow], bool] +) -> Mapping[str, McpServerRow]: + return client.proxy.read_body_back_everywhere(f"/v1/mcp/server/{server_id}", McpServerRow, settled=settled) + + +def _listed_server_everywhere(client: ManagementClient, server_id: str) -> Mapping[str, McpServerRow]: + listings: Final = client.proxy.read_body_back_everywhere( + "/v1/mcp/server", + McpServerListResponse, + settled=lambda rows: any(row.server_id == server_id for row in rows.root), + ) + return {replica: next(row for row in rows.root if row.server_id == server_id) for replica, rows in listings.items()} + + +class TestMcpServerLifecycle: + @pytest.mark.covers("mgmt.mcp_server.new.persists") + def test_create_persists_every_field_on_every_replica( + self, client: ManagementClient, resources: ResourceManager + ) -> None: + body, server_id = _create_server(client, resources) + + by_id: Final = _server_everywhere(client, server_id, settled=lambda row: row.server_id == server_id) + for replica, row in by_id.items(): + _assert_server_matches(row, body, where=f"GET /v1/mcp/server/{server_id} on {replica}") + + @pytest.mark.skip( + reason=( + "product gap: GET /v1/mcp/server builds each row from the in-memory registry, whose " + "_build_mcp_server_table sets description from mcp_info['description'], so the list " + "reports the mcp_info description while GET /v1/mcp/server/{server_id} reports the " + "stored description column. A server created with both set to different text reads " + "back with two different descriptions depending on the route" + ) + ) + @pytest.mark.covers("mgmt.mcp_server.list.persists") + def test_created_server_is_listed_with_every_field( + self, client: ManagementClient, resources: ResourceManager + ) -> None: + body, server_id = _create_server(client, resources) + + for replica, row in _listed_server_everywhere(client, server_id).items(): + _assert_server_matches(row, body, where=f"GET /v1/mcp/server on {replica}") + + @pytest.mark.covers("mgmt.mcp_server.update.preserves_unrelated_fields") + def test_updating_only_the_alias_keeps_every_other_field_on_every_replica( + self, client: ManagementClient, resources: ResourceManager + ) -> None: + body, server_id = _create_server(client, resources) + renamed: Final = f"{body.alias}_renamed" + + _ = client.update_mcp_server(McpServerUpdateBody(server_id=server_id, alias=renamed)) + + after_one_put: Final = _server_everywhere(client, server_id, settled=lambda row: row.alias == renamed) + for replica, row in after_one_put.items(): + _assert_server_matches( + row, + body.model_copy(update={"alias": renamed}), + where=f"GET /v1/mcp/server/{server_id} on {replica} after one PUT of alias", + ) + + @pytest.mark.covers("mgmt.mcp_server.update.clear_persists") + def test_clearing_the_description_with_null_reads_back_null( + self, client: ManagementClient, resources: ResourceManager + ) -> None: + body, server_id = _create_server(client, resources) + + _ = client.update_mcp_server(McpServerUpdateBody(server_id=server_id, description=None)) + + cleared: Final = _server_everywhere(client, server_id, settled=lambda row: row.description is None) + for replica, row in cleared.items(): + _assert_server_matches( + row, + body.model_copy(update={"description": None}), + where=f"GET /v1/mcp/server/{server_id} on {replica} after PUT description=null", + ) + + @pytest.mark.covers("mgmt.mcp_server.delete.persists") + def test_delete_removes_the_server_from_every_replica( + self, client: ManagementClient, resources: ResourceManager + ) -> None: + _, server_id = _create_server(client, resources) + + _ = unwrap(client.delete_mcp_server(server_id)) + + gone: Final = client.proxy.gone_everywhere(f"/v1/mcp/server/{server_id}") + assert set(gone.values()) == {404}, f"a deleted server must 404 on every replica; got {dict(gone)}" + listings: Final = client.proxy.read_body_back_everywhere( + "/v1/mcp/server", + McpServerListResponse, + settled=lambda rows: all(row.server_id != server_id for row in rows.root), + ) + for replica, rows in listings.items(): + assert all(row.server_id != server_id for row in rows.root), ( + f"GET /v1/mcp/server on {replica} still lists the deleted server {server_id}" + ) + + +def _create_toolset( + client: ManagementClient, resources: ResourceManager, server_id: str +) -> tuple[ToolsetCreateBody, str]: + body: Final = ToolsetCreateBody( + toolset_name=f"e2e_toolset_{unique_marker()}", + description="e2e lifecycle toolset", + tools=[ + ToolsetTool(server_id=server_id, tool_name="search_datadog_logs"), + ToolsetTool(server_id=server_id, tool_name="get_datadog_metric"), + ], + ) + toolset_id: Final = client.proxy.create_toolset(body).toolset_id + resources.defer(lambda: client.proxy.delete_toolset(toolset_id)) + return body, toolset_id + + +def _assert_toolset_matches(row: ToolsetRow, written: ToolsetCreateBody, *, where: str) -> None: + stored: Final = (row.toolset_name, row.description, row.tools) + expected: Final = (written.toolset_name, written.description, written.tools) + assert stored == expected, f"{where}: stored {stored}, expected {expected}" + + +def _toolset_everywhere( + client: ManagementClient, toolset_id: str, *, settled: Callable[[ToolsetRow], bool] +) -> Mapping[str, ToolsetRow]: + return client.proxy.read_body_back_everywhere(f"/v1/mcp/toolset/{toolset_id}", ToolsetRow, settled=settled) + + +class TestMcpToolsetLifecycle: + @pytest.mark.covers("mgmt.mcp_toolset.new.persists") + def test_create_persists_both_tools_under_the_exact_names_written( + self, client: ManagementClient, resources: ResourceManager + ) -> None: + _, server_id = _create_server(client, resources) + body, toolset_id = _create_toolset(client, resources, server_id) + + by_id: Final = _toolset_everywhere(client, toolset_id, settled=lambda row: row.toolset_id == toolset_id) + for replica, row in by_id.items(): + _assert_toolset_matches(row, body, where=f"GET /v1/mcp/toolset/{toolset_id} on {replica}") + listings: Final = client.proxy.read_body_back_everywhere( + "/v1/mcp/toolset", + ToolsetListResponse, + settled=lambda rows: any(row.toolset_id == toolset_id for row in rows.root), + ) + for replica, rows in listings.items(): + _assert_toolset_matches( + next(row for row in rows.root if row.toolset_id == toolset_id), + body, + where=f"GET /v1/mcp/toolset on {replica}", + ) + + @pytest.mark.covers("mgmt.mcp_toolset.update.preserves_unrelated_fields") + def test_updating_only_the_description_keeps_the_tools_and_name( + self, client: ManagementClient, resources: ResourceManager + ) -> None: + _, server_id = _create_server(client, resources) + body, toolset_id = _create_toolset(client, resources, server_id) + + _ = client.proxy.update_toolset(ToolsetUpdateBody(toolset_id=toolset_id, description="edited")) + + edited: Final = _toolset_everywhere(client, toolset_id, settled=lambda row: row.description == "edited") + for replica, row in edited.items(): + _assert_toolset_matches( + row, + body.model_copy(update={"description": "edited"}), + where=f"GET /v1/mcp/toolset/{toolset_id} on {replica} after PUT of description", + ) + + @pytest.mark.covers("mgmt.mcp_toolset.update.persists") + def test_updating_the_tools_to_one_entry_reads_back_exactly_that_entry( + self, client: ManagementClient, resources: ResourceManager + ) -> None: + _, server_id = _create_server(client, resources) + body, toolset_id = _create_toolset(client, resources, server_id) + kept: Final = body.tools[:1] + + _ = client.proxy.update_toolset(ToolsetUpdateBody(toolset_id=toolset_id, tools=kept)) + + narrowed: Final = _toolset_everywhere(client, toolset_id, settled=lambda row: row.tools == kept) + for replica, row in narrowed.items(): + _assert_toolset_matches( + row, + body.model_copy(update={"tools": kept}), + where=f"GET /v1/mcp/toolset/{toolset_id} on {replica} after PUT of one tool", + ) + + @pytest.mark.covers("mgmt.mcp_toolset.update.clear_persists") + def test_clearing_the_description_with_null_reads_back_null( + self, client: ManagementClient, resources: ResourceManager + ) -> None: + _, server_id = _create_server(client, resources) + body, toolset_id = _create_toolset(client, resources, server_id) + + _ = client.proxy.update_toolset(ToolsetUpdateBody(toolset_id=toolset_id, description=None)) + + cleared: Final = _toolset_everywhere(client, toolset_id, settled=lambda row: row.description is None) + for replica, row in cleared.items(): + _assert_toolset_matches( + row, + body.model_copy(update={"description": None}), + where=f"GET /v1/mcp/toolset/{toolset_id} on {replica} after PUT description=null", + ) + + @pytest.mark.covers("mgmt.mcp_toolset.delete.persists") + def test_delete_removes_the_toolset_from_every_replica( + self, client: ManagementClient, resources: ResourceManager + ) -> None: + _, server_id = _create_server(client, resources) + _, toolset_id = _create_toolset(client, resources, server_id) + + _ = unwrap(client.proxy.delete_toolset(toolset_id)) + + gone: Final = client.proxy.gone_everywhere(f"/v1/mcp/toolset/{toolset_id}") + assert set(gone.values()) == {404}, f"a deleted toolset must 404 on every replica; got {dict(gone)}" + listings: Final = client.proxy.read_body_back_everywhere( + "/v1/mcp/toolset", + ToolsetListResponse, + settled=lambda rows: all(row.toolset_id != toolset_id for row in rows.root), + ) + for replica, rows in listings.items(): + assert all(row.toolset_id != toolset_id for row in rows.root), ( + f"GET /v1/mcp/toolset on {replica} still lists the deleted toolset {toolset_id}" + ) diff --git a/tests/e2e/mcp/datadog_mcp.py b/tests/e2e/mcp/datadog_mcp.py index d1ea53a0b3b..352b4446cfd 100644 --- a/tests/e2e/mcp/datadog_mcp.py +++ b/tests/e2e/mcp/datadog_mcp.py @@ -3,6 +3,7 @@ from __future__ import annotations import os +from collections.abc import Sequence from e2e_config import datadog_mcp_url, unique_marker from lifecycle import ResourceManager @@ -35,7 +36,11 @@ def register_datadog_mcp( resources: ResourceManager, *, mcp_access_groups: list[str] | None = None, + allowed_tools: Sequence[str] | None = (SEARCH_LOGS_TOOL,), ) -> str: + """Register the core Datadog toolset with its credentials from the env. By default + the server exposes only `search_datadog_logs`; pass `allowed_tools=None` to expose + every tool the core toolset serves.""" assert_dd_mcp_creds() name = f"e2e_dd_mcp_{unique_marker()}" server_id = client.register_server( @@ -47,7 +52,7 @@ def register_datadog_mcp( "DD-API-KEY": _dd_api_key(), "DD-APPLICATION-KEY": _dd_app_key(), }, - allowed_tools=[SEARCH_LOGS_TOOL], + allowed_tools=None if allowed_tools is None else list(allowed_tools), mcp_access_groups=mcp_access_groups, ) resources.defer(lambda: client.delete_server(server_id)) diff --git a/tests/e2e/mcp/mcp_client.py b/tests/e2e/mcp/mcp_client.py index 73453478e5a..210fc7a1e98 100644 --- a/tests/e2e/mcp/mcp_client.py +++ b/tests/e2e/mcp/mcp_client.py @@ -16,11 +16,11 @@ import time from collections.abc import Mapping from dataclasses import dataclass -from pydantic import BaseModel, ConfigDict, Field, RootModel +from pydantic import BaseModel, ConfigDict, Field from e2e_config import settle_propagation from e2e_http import Headers, NoBody, Result, Success, UnknownApiError, unwrap -from models import KeyGenerateBody, ObjectPermission +from models import KeyGenerateBody, McpServerListResponse, McpServerRow, ObjectPermission from proxy_client import ProxyClient McpToolArg = str | int | float | bool | list[str] | dict[str, str] @@ -46,16 +46,6 @@ class McpServerNewResponse(BaseModel): server_id: str -class McpServerRow(BaseModel): - server_id: str - alias: str | None = None - url: str | None = None - - -class McpServersListResponse(RootModel[list[McpServerRow]]): - pass - - class McpToolMcpInfo(BaseModel): server_id: str | None = None alias: str | None = None @@ -193,7 +183,7 @@ class McpClient: "/v1/mcp/server", headers=self.proxy.transport.master, params=NoBody(), - response_type=McpServersListResponse, + response_type=McpServerListResponse, ) ).root @@ -224,11 +214,16 @@ class McpClient: user_id: str, mcp_servers: list[str] | None, mcp_access_groups: list[str] | None = None, + mcp_toolsets: list[str] | None = None, models: list[str] | None = None, ) -> str: object_permission = ( - ObjectPermission(mcp_servers=mcp_servers, mcp_access_groups=mcp_access_groups) - if mcp_servers is not None or mcp_access_groups is not None + ObjectPermission( + mcp_servers=mcp_servers, + mcp_access_groups=mcp_access_groups, + mcp_toolsets=mcp_toolsets, + ) + if mcp_servers is not None or mcp_access_groups is not None or mcp_toolsets is not None else None ) return self.proxy.generate_key( @@ -272,6 +267,20 @@ class McpClient: ) time.sleep(self.proxy.poll_interval) + def await_tools(self, key: str, server_id: str, *, expected: frozenset[str]) -> frozenset[str]: + """Poll tools/list until `server_id`'s tools as `key` sees them are exactly + `expected`, and return the last listing either way, so the caller's equality + assertion names the difference. Fails at poll_timeout only when the read + itself never succeeded.""" + deadline = time.monotonic() + self.proxy.poll_timeout + while True: + result = self.list_tools(key) + if isinstance(result, Success) and result.data.tool_names_for_server(server_id) == expected: + return expected + if time.monotonic() >= deadline: + return unwrap(result).tool_names_for_server(server_id) + time.sleep(self.proxy.poll_interval) + def await_call_tool( self, key: str, diff --git a/tests/e2e/mcp/test_mcp_toolset_enforcement_e2e.py b/tests/e2e/mcp/test_mcp_toolset_enforcement_e2e.py new file mode 100644 index 00000000000..6b901145eb1 --- /dev/null +++ b/tests/e2e/mcp/test_mcp_toolset_enforcement_e2e.py @@ -0,0 +1,95 @@ +"""Live e2e: a key granted a toolset lists exactly the toolset's tools. + +An admin registers the real Datadog remote MCP server with its whole core toolset +exposed, discovers two of its tool names through a key granted the server outright, +and curates a toolset naming exactly those two. A second key is granted the server +plus that toolset, and its tools/list must come back as exactly those two names: no +more, so the rest of the server's catalog stays hidden behind the toolset, and no +fewer, so a tool stored under one name and read under another (which granted +nothing) fails here first. Requires DD_API_KEY + DD_APP_KEY (the suite's real MCP +upstream). +""" + +from __future__ import annotations + +from typing import Final + +import pytest +from datadog_mcp import SEARCH_LOGS_TOOL, register_datadog_mcp +from e2e_config import unique_marker +from e2e_http import unwrap +from lifecycle import ResourceManager +from mcp_client import McpClient +from models import ToolsetCreateBody, ToolsetTool + +pytestmark = pytest.mark.e2e + + +def _key( + client: McpClient, + resources: ResourceManager, + label: str, + *, + server_id: str, + toolset_id: str | None = None, +) -> str: + key: Final = client.generate_key( + user_id=f"e2e-mcp-{label}-{unique_marker()}", + mcp_servers=[server_id], + mcp_toolsets=None if toolset_id is None else [toolset_id], + ) + resources.defer(lambda: client.proxy.delete_key(key)) + return key + + +def _wire_prefix(wire_name: str, tool_name: str, catalog: frozenset[str]) -> str: + """The prefix tools/list puts in front of one server's tool names, measured off a + tool whose own name is known rather than guessed from the alias. A toolset grants + by the tool's own name, never the wire name, and the prefix is whatever the proxy + is configured to build (the alias, or a short server id), so measuring it is the + only way to cross between the two.""" + assert wire_name.endswith(tool_name), f"tools/list served {wire_name!r}, expected it to end with {tool_name!r}" + prefix: Final = wire_name[: len(wire_name) - len(tool_name)] + unprefixed: Final = frozenset(name for name in catalog if not name.startswith(prefix)) + assert not unprefixed, ( + f"every tool of one server shares the wire prefix {prefix!r}, so {sorted(unprefixed)} " + f"cannot be reduced to the names a toolset grants by" + ) + return prefix + + +class TestMcpToolsetEnforcement: + @pytest.mark.covers("mcp.list_tools.api_key.toolset_scoped") + def test_key_granted_a_toolset_lists_exactly_its_tools(self, client: McpClient, resources: ResourceManager) -> None: + server_id: Final = register_datadog_mcp(client, resources, allowed_tools=None) + client.await_registered(server_id) + + catalog_key: Final = _key(client, resources, "catalog", server_id=server_id) + known_wire: Final = client.await_tool(catalog_key, server_id, SEARCH_LOGS_TOOL) + catalog: Final = unwrap(client.list_tools(catalog_key)).tool_names_for_server(server_id) + assert len(catalog) > 2, ( + f"the Datadog core toolset must serve more tools than the toolset names, or the " + f"restriction has nothing to hide; got {sorted(catalog)}" + ) + prefix: Final = _wire_prefix(known_wire, SEARCH_LOGS_TOOL, catalog) + chosen_wire: Final = frozenset(sorted(catalog)[:2]) + chosen: Final = frozenset(name.removeprefix(prefix) for name in chosen_wire) + + toolset: Final = client.proxy.create_toolset( + ToolsetCreateBody( + toolset_name=f"e2e_toolset_{unique_marker()}", + description="two Datadog tools", + tools=[ToolsetTool(server_id=server_id, tool_name=name) for name in sorted(chosen)], + ) + ) + resources.defer(lambda: client.proxy.delete_toolset(toolset.toolset_id)) + assert frozenset(tool.tool_name for tool in toolset.tools) == chosen, ( + f"toolset stored {toolset.tools}, expected the two names {sorted(chosen)} verbatim" + ) + + scoped_key: Final = _key(client, resources, "toolset", server_id=server_id, toolset_id=toolset.toolset_id) + listed: Final = client.await_tools(scoped_key, server_id, expected=chosen_wire) + assert listed == chosen_wire, ( + f"a key granted the toolset must list exactly its two tools; " + f"got {sorted(listed)}, expected {sorted(chosen_wire)}" + ) diff --git a/tests/e2e/models.py b/tests/e2e/models.py index 9f2654e0eec..62810e6cfd9 100644 --- a/tests/e2e/models.py +++ b/tests/e2e/models.py @@ -10,6 +10,7 @@ from collections.abc import Sequence from datetime import datetime from typing import Final, Literal +from e2e_http import PartialBody from pydantic import AliasChoices, BaseModel, ConfigDict, Field, RootModel, model_serializer, model_validator # ---------- keys ---------- @@ -55,6 +56,7 @@ class KeyMetadata(BaseModel): class ObjectPermission(BaseModel): mcp_servers: list[str] | None = None mcp_access_groups: list[str] | None = None + mcp_toolsets: list[str] | None = None class KeyGenerateBody(BaseModel): @@ -77,7 +79,7 @@ class KeyGenerateBody(BaseModel): allowed_passthrough_routes: list[str] | None = None metadata: KeyMetadata | None = None object_permission: ObjectPermission | None = None - router_settings: "RouterSettingsOverride | None" = None + router_settings: RouterSettingsOverride | None = None class KeyGenerateResponse(BaseModel): @@ -516,6 +518,15 @@ class CountTokensResponse(BaseModel): # ---------- mcp servers ---------- +class McpInfo(BaseModel): + """The `mcp_info` display block stored on an MCP server; only the fields the + lifecycle test writes and reads back.""" + + server_name: str | None = None + description: str | None = None + logo_url: str | None = None + + class McpServerCreateBody(BaseModel): """POST /v1/mcp/server. For a gateway-managed OAuth server, `auth_type` is `oauth2` and `oauth2_flow` is `authorization_code`; the upstream endpoints @@ -530,6 +541,18 @@ class McpServerCreateBody(BaseModel): oauth2_flow: Literal["client_credentials", "authorization_code"] | None = None authorization_url: str | None = None token_url: str | None = None + server_name: str | None = None + description: str | None = None + mcp_info: McpInfo | None = None + + +class McpServerUpdateBody(PartialBody): + """PUT /v1/mcp/server: a field left unset keeps its stored value, a field set + to None is cleared.""" + + server_id: str + alias: str | None = None + description: str | None = None class McpServerInfo(BaseModel): @@ -543,6 +566,54 @@ class McpServerInfo(BaseModel): allow_all_keys: bool | None = None +class McpServerRow(McpServerInfo): + """A stored MCP server as the create, get, and list routes return it: the + fields the lifecycle test asserts survive the round trip.""" + + server_name: str | None = None + transport: str | None = None + description: str | None = None + mcp_info: McpInfo | None = None + + +class McpServerListResponse(RootModel[list[McpServerRow]]): + """GET /v1/mcp/server answers with a bare array of servers.""" + + +class ToolsetTool(BaseModel): + server_id: str + tool_name: str + + +class ToolsetCreateBody(BaseModel): + toolset_name: str + description: str | None = None + tools: list[ToolsetTool] + + +class ToolsetUpdateBody(PartialBody): + """PUT /v1/mcp/toolset: a field left unset keeps its stored value, a field set + to None is cleared.""" + + toolset_id: str + description: str | None = None + tools: list[ToolsetTool] | None = None + + +class ToolsetRow(BaseModel): + """A stored toolset as POST /v1/mcp/toolset, GET /v1/mcp/toolset/{toolset_id}, + and each row of GET /v1/mcp/toolset return it.""" + + toolset_id: str + toolset_name: str + description: str | None = None + tools: list[ToolsetTool] = Field(default_factory=list) + + +class ToolsetListResponse(RootModel[list[ToolsetRow]]): + """GET /v1/mcp/toolset answers with a bare array of toolsets.""" + + class EmbedBody(BaseModel): model: str input: str diff --git a/tests/e2e/proxy_client.py b/tests/e2e/proxy_client.py index 520cbfde5a9..1bac5116a9d 100644 --- a/tests/e2e/proxy_client.py +++ b/tests/e2e/proxy_client.py @@ -12,6 +12,7 @@ import time import warnings from collections.abc import Callable, Mapping from dataclasses import dataclass +from functools import reduce from datetime import datetime from types import MappingProxyType from typing import Final @@ -26,6 +27,7 @@ from e2e_http import ( Result, StreamingResponse, Success, + UnknownApiError, is_ok, unwrap, ) @@ -70,6 +72,9 @@ from models import ( SpendLogsPage, SpendLogsPageParams, SpendLogsParams, + ToolsetCreateBody, + ToolsetRow, + ToolsetUpdateBody, ) from e2e_config import ( CONTROL_PLANE_BASE_URL, @@ -82,7 +87,7 @@ from e2e_config import ( SLOW_PROVIDER_TIMEOUT_SECONDS, settle_propagation, ) -from transport import HttpTransport, SplitTransport, Transport +from transport import HttpTransport, SplitTransport, Transport, is_control_plane_path RowsPredicate = Callable[[list[SpendLogRow]], bool] @@ -235,6 +240,99 @@ def servable_timeout_message( ) +type ReplicaRead[T] = Callable[[float], T] + + +@dataclass(frozen=True, slots=True) +class EverywhereConverged[T]: + """Every replica answered with something `settled` accepts, keyed by replica.""" + + answers: Mapping[str, T] + + +@dataclass(frozen=True, slots=True) +class NeverConvergedOn[T]: + """`replica` ran out its budget without an answer `settled` accepts; `last` is + its final answer, so the failure can say what that replica still serves.""" + + replica: str + last: T + + +def _last_answer[T]( + read: ReplicaRead[T], + *, + settled: Callable[[T], bool], + timeout: float, + interval: float, + request_timeout: float, + now: Callable[[], float], + sleep: Callable[[float], None], +) -> T: + """Poll `read` until `settled` accepts its answer or `timeout` runs out, and + return the last answer either way. Each read's request timeout is clamped to + the budget left, and the final poll runs even when less than an interval + remains, so a deadline never skips the read that would have settled.""" + deadline: Final = now() + timeout + answer = read(min(request_timeout, timeout)) + while not settled(answer): + remaining = deadline - now() + if remaining <= 0: + return answer + sleep(min(interval, remaining)) + answer = read(min(request_timeout, remaining)) + return answer + + +def await_everywhere[T]( + reads: Mapping[str, ReplicaRead[T]], + *, + settled: Callable[[T], bool], + timeout: float, + interval: float, + request_timeout: float, + now: Callable[[], float], + sleep: Callable[[float], None], +) -> EverywhereConverged[T] | NeverConvergedOn[T]: + """`_last_answer` against every replica in turn, each with the full budget, so a + write counts as visible only once the last replica reflects it, and stop at the + first replica that never converges. Clock and sleep are injected.""" + def read_replica( + outcome: EverywhereConverged[T] | NeverConvergedOn[T], + item: tuple[str, ReplicaRead[T]], + ) -> EverywhereConverged[T] | NeverConvergedOn[T]: + if isinstance(outcome, NeverConvergedOn): + return outcome + replica, read = item + answer: Final = _last_answer( + read, + settled=settled, + timeout=timeout, + interval=interval, + request_timeout=request_timeout, + now=now, + sleep=sleep, + ) + if not settled(answer): + return NeverConvergedOn(replica=replica, last=answer) + return EverywhereConverged(answers=MappingProxyType({**outcome.answers, replica: answer})) + + initial: Final[EverywhereConverged[T] | NeverConvergedOn[T]] = EverywhereConverged(answers=MappingProxyType({})) + return reduce(read_replica, reads.items(), initial) + + +def _is_not_found[R: BaseModel](result: Result[R]) -> bool: + return isinstance(result, UnknownApiError) and result.status_code == 404 + + +def _status_of[R: BaseModel](result: Result[R]) -> int: + match result: + case Success(status_code=status_code) | UnknownApiError(status_code=status_code): + return status_code + case _: + return -1 + + type Poller[T] = Callable[[], T] @@ -321,6 +419,7 @@ def converge_timeout_message(*, what: str, replica: str, timeout: float, last_re class ProxyClient: transport: Transport replicas: Mapping[str, Transport] + control_replicas: Mapping[str, Transport] poll_timeout: float = 120.0 poll_interval: float = 5.0 model_servable_timeout: float = MODEL_SERVABLE_TIMEOUT @@ -569,6 +668,112 @@ class ProxyClient: if not is_ok(result): warnings.warn(f"delete_model({model_id!r}) failed: {result}", stacklevel=2) + # ---- replica read-back ---------------------------------------------- + + def replicas_for(self, path: str) -> Mapping[str, Transport]: + """The replicas that serve `path`: every data-plane replica for an LLM route, + and for a management route the control-plane replicas, since the data-plane + replicas trim management routes and answer them 404. A monolith serves both + from every replica, so a management read-back polls all of them; a split + deployment exposes one control-plane address (there is one backend process + behind it on the stack these suites run against), so it polls that. A + control plane fronting several backends would need its own replica list to + prove each one converged, the way PROXY_REPLICA_URLS does for the gateways. + Never empty: a read-back against no replica would assert nothing and pass.""" + replicas: Final = self.control_replicas if is_control_plane_path(path) else self.replicas + assert replicas, f"no replica is configured to serve {path}, so a read-back there would prove nothing" + return replicas + + def read_body_back_everywhere[R: BaseModel]( + self, path: str, response_type: type[R], *, settled: Callable[[R], bool] + ) -> Mapping[str, R]: + """GET `path` on every replica that serves it, polling each to poll_timeout + until `settled` accepts its body, and fail naming the first replica that + never converged. Returns each replica's settled body, keyed by replica, so + the caller can assert the rest of it.""" + outcome: Final = await_everywhere( + {url: self._reader(transport, path, response_type) for url, transport in self.replicas_for(path).items()}, + settled=lambda result: isinstance(result, Success) and settled(result.data), + timeout=self.poll_timeout, + interval=self.poll_interval, + request_timeout=REQUEST_TIMEOUT, + now=time.monotonic, + sleep=time.sleep, + ) + match outcome: + case EverywhereConverged(answers=answers): + return MappingProxyType({url: unwrap(result) for url, result in answers.items()}) + case NeverConvergedOn(replica=replica, last=last): + raise AssertionError( + f"GET {path} on {replica} never converged within {self.poll_timeout}s of the write; " + f"last read: {last}" + ) + + def gone_everywhere(self, path: str) -> Mapping[str, int]: + """Poll GET `path` on every replica that serves it until each stops serving + it, and fail naming the first replica that still does at poll_timeout. + Returns each replica's final status, so the caller asserts the 404 itself.""" + outcome: Final = await_everywhere( + {url: self._reader(transport, path, NoBody) for url, transport in self.replicas_for(path).items()}, + settled=_is_not_found, + timeout=self.poll_timeout, + interval=self.poll_interval, + request_timeout=REQUEST_TIMEOUT, + now=time.monotonic, + sleep=time.sleep, + ) + match outcome: + case EverywhereConverged(answers=answers): + return MappingProxyType({url: _status_of(result) for url, result in answers.items()}) + case NeverConvergedOn(replica=replica, last=last): + raise AssertionError( + f"GET {path} on {replica} still answers {self.poll_timeout}s after the delete; last read: {last}" + ) + + @staticmethod + def _reader[R: BaseModel](transport: Transport, path: str, response_type: type[R]) -> ReplicaRead[Result[R]]: + return lambda request_timeout: transport.get( + path, + headers=transport.master, + params=NoBody(), + response_type=response_type, + timeout=request_timeout, + ) + + # ---- mcp toolsets --------------------------------------------------- + + def create_toolset(self, body: ToolsetCreateBody) -> ToolsetRow: + return unwrap( + self.transport.post( + "/v1/mcp/toolset", + headers=self.transport.master, + json=body, + response_type=ToolsetRow, + ) + ) + + def update_toolset(self, body: ToolsetUpdateBody) -> ToolsetRow: + """PUT /v1/mcp/toolset: a partial update where a field left unset keeps its + stored value and None clears it.""" + return unwrap( + self.transport.put( + "/v1/mcp/toolset", + headers=self.transport.master, + json=body, + response_type=ToolsetRow, + ) + ) + + def delete_toolset(self, toolset_id: str) -> Result[NoBody]: + """DELETE /v1/mcp/toolset/{toolset_id}. Returns the outcome so the act phase + can unwrap it while a deferred teardown can ignore an already-deleted row.""" + return self.transport.delete( + f"/v1/mcp/toolset/{toolset_id}", + headers=self.transport.master, + json=NoBody(), + response_type=NoBody, + ) + def create_credential(self, body: CredentialCreateBody) -> None: unwrap( self.transport.post( @@ -736,7 +941,10 @@ def build_proxy_client( base URLs are the same for a monolithic proxy, so routing is then a no-op. ``replica_urls`` (PROXY_REPLICA_URLS) names every data-plane replica the model barrier polls directly; it is the data-plane URL itself unless the stack - exports each gateway's own address. + exports each gateway's own address. Management read-backs poll those same + replicas when the two planes share a base URL (a monolith, where every replica + serves every route) and the control plane alone when they differ (a split + deployment, where the data-plane replicas do not serve management routes). The endpoints are injectable for callers that resolve the proxy some other way than ``e2e_config``'s env names (see ``claude_code/_env.py``); they must @@ -764,9 +972,13 @@ def build_proxy_client( for url in replica_urls } ) + control_replicas: Final = ( + replicas if control_plane_base_url == base_url else MappingProxyType({control_plane_base_url: split.control}) + ) return ProxyClient( transport=split, replicas=replicas, + control_replicas=control_replicas, poll_timeout=POLL_TIMEOUT, poll_interval=POLL_INTERVAL, ) diff --git a/tests/e2e/router/test_auto_router_regressions_e2e.py b/tests/e2e/router/test_auto_router_regressions_e2e.py index 188db2a8eb5..374badcf5fc 100644 --- a/tests/e2e/router/test_auto_router_regressions_e2e.py +++ b/tests/e2e/router/test_auto_router_regressions_e2e.py @@ -41,6 +41,7 @@ which stores either the registered alias or the provider-prefixed form. import json import os from collections.abc import Iterator +from contextlib import ExitStack from dataclasses import dataclass from typing import Final @@ -120,19 +121,10 @@ class ResponsesApiResponse(BaseModel): @dataclass(frozen=True, slots=True) -class TagSplitDeployments: - """Scenario A mirrors the customer-shaped config from GitHub issue #36619: - plain deployment registered first, tier deployment and marker both tagged. - Scenario B flips both axes for GitHub issue #36621: marker registered first - and its tier deployment left untagged, so routing depends neither on - registration order nor on tier deployments carrying tags.""" - - tag_a: str - shared_a: str - tier_a: str - tag_b: str - shared_b: str - tier_b: str +class TagSplitDeployment: + tag: str + shared: str + tier: str @dataclass(frozen=True, slots=True) @@ -173,9 +165,7 @@ def _uniform_tier_config(tier_model: str) -> dict[str, object]: } -def _key_for( - proxy: ProxyClient, resources: ResourceManager, models: list[str], tag_filtering: bool = False -) -> str: +def _key_for(proxy: ProxyClient, resources: ResourceManager, models: list[str], tag_filtering: bool = False) -> str: key: Final = proxy.generate_key( KeyGenerateBody( models=models, @@ -211,46 +201,61 @@ def _assert_served_only_by(rows: list[SpendLogRow], allowed: frozenset[str], con ) -@pytest.fixture(scope="module") -def split(proxy: ProxyClient) -> Iterator[TagSplitDeployments]: +@pytest.fixture(scope="class") +def router_stack() -> Iterator[ExitStack]: + with ExitStack() as stack: + yield stack + + +def _register_models( + proxy: ProxyClient, stack: ExitStack, registrations: tuple[tuple[str, LiteLLMParamsBody], ...] +) -> None: + for name, params in registrations: + stack.callback(proxy.delete_model, proxy.create_model(name, params)) + + +def _tag_split(proxy: ProxyClient, stack: ExitStack, *, marker_first: bool) -> TagSplitDeployment: marker: Final = unique_marker() - deployments: Final = TagSplitDeployments( - tag_a=f"e2e-split-a-{marker}", - shared_a=f"e2e-autoroute-a-{marker}", - tier_a=f"e2e-tier-a-{marker}", - tag_b=f"e2e-split-b-{marker}", - shared_b=f"e2e-autoroute-b-{marker}", - tier_b=f"e2e-tier-b-{marker}", + named: Final = TagSplitDeployment( + tag=f"e2e-split-{marker}", + shared=f"e2e-autoroute-{marker}", + tier=f"e2e-tier-{marker}", ) anthropic_key: Final = _provider_key("ANTHROPIC_API_KEY") - marker_params_a: Final = LiteLLMParamsBody( - model="auto_router/complexity_router", - complexity_router_config=_uniform_tier_config(deployments.tier_a), - tags=[deployments.tag_a], + marker_registration: Final = ( + named.shared, + LiteLLMParamsBody( + model="auto_router/complexity_router", + complexity_router_config=_uniform_tier_config(named.tier), + tags=[named.tag], + ), ) - marker_params_b: Final = LiteLLMParamsBody( - model="auto_router/complexity_router", - complexity_router_config=_uniform_tier_config(deployments.tier_b), - tags=[deployments.tag_b], + tier_registration: Final = ( + named.tier, + LiteLLMParamsBody(model=CHEAP_MODEL, api_key=anthropic_key, tags=None if marker_first else [named.tag]), ) - registrations: Final[tuple[tuple[str, LiteLLMParamsBody], ...]] = ( - (deployments.shared_a, LiteLLMParamsBody(model=PLAIN_MODEL, api_key=anthropic_key)), - (deployments.tier_a, LiteLLMParamsBody(model=CHEAP_MODEL, api_key=anthropic_key, tags=[deployments.tag_a])), - (deployments.shared_a, marker_params_a), - (deployments.shared_b, marker_params_b), - (deployments.tier_b, LiteLLMParamsBody(model=CHEAP_MODEL, api_key=anthropic_key)), - (deployments.shared_b, LiteLLMParamsBody(model=PLAIN_MODEL, api_key=anthropic_key)), + plain_registration: Final = (named.shared, LiteLLMParamsBody(model=PLAIN_MODEL, api_key=anthropic_key)) + registrations: Final = ( + (marker_registration, tier_registration, plain_registration) + if marker_first + else (plain_registration, tier_registration, marker_registration) ) - created: Final = tuple(proxy.create_model(name, params) for name, params in registrations) - try: - yield deployments - finally: - for model_id in created: - proxy.delete_model(model_id) + _register_models(proxy, stack, registrations) + return named -@pytest.fixture(scope="module") -def zero_priced_alias(proxy: ProxyClient) -> Iterator[ZeroPricedAlias]: +@pytest.fixture(scope="class") +def plain_first_split(proxy: ProxyClient, router_stack: ExitStack) -> TagSplitDeployment: + return _tag_split(proxy, router_stack, marker_first=False) + + +@pytest.fixture(scope="class") +def marker_first_split(proxy: ProxyClient, router_stack: ExitStack) -> TagSplitDeployment: + return _tag_split(proxy, router_stack, marker_first=True) + + +@pytest.fixture(scope="class") +def zero_priced_alias(proxy: ProxyClient, router_stack: ExitStack) -> ZeroPricedAlias: marker: Final = unique_marker() named: Final = ZeroPricedAlias(alias=f"e2e-priced-alias-{marker}", tier=f"e2e-priced-tier-{marker}") alias_params: Final = LiteLLMParamsBody( @@ -263,16 +268,12 @@ def zero_priced_alias(proxy: ProxyClient) -> Iterator[ZeroPricedAlias]: (named.tier, LiteLLMParamsBody(model=CHEAP_MODEL, api_key=_provider_key("ANTHROPIC_API_KEY"))), (named.alias, alias_params), ) - created: Final = tuple(proxy.create_model(name, params) for name, params in registrations) - try: - yield named - finally: - for model_id in created: - proxy.delete_model(model_id) + _register_models(proxy, router_stack, registrations) + return named -@pytest.fixture(scope="module") -def heuristic_split(proxy: ProxyClient) -> Iterator[HeuristicSplit]: +@pytest.fixture(scope="class") +def heuristic_split(proxy: ProxyClient, router_stack: ExitStack) -> HeuristicSplit: marker: Final = unique_marker() named: Final = HeuristicSplit( alias=f"e2e-heuristic-router-{marker}", @@ -289,16 +290,12 @@ def heuristic_split(proxy: ProxyClient) -> Iterator[HeuristicSplit]: (named.strong, LiteLLMParamsBody(model=STRONG_MODEL, api_key=_provider_key("OPENAI_API_KEY"))), (named.alias, LiteLLMParamsBody(model="auto_router/complexity_router", complexity_router_config=config)), ) - created: Final = tuple(proxy.create_model(name, params) for name, params in registrations) - try: - yield named - finally: - for model_id in created: - proxy.delete_model(model_id) + _register_models(proxy, router_stack, registrations) + return named -@pytest.fixture(scope="module") -def semantic_auto_router(proxy: ProxyClient) -> Iterator[SemanticAutoRouter]: +@pytest.fixture(scope="class") +def semantic_auto_router(proxy: ProxyClient, router_stack: ExitStack) -> SemanticAutoRouter: marker: Final = unique_marker() named: Final = SemanticAutoRouter( marker=f"e2e-semantic-router-{marker}", @@ -321,16 +318,12 @@ def semantic_auto_router(proxy: ProxyClient) -> Iterator[SemanticAutoRouter]: (named.fallback, LiteLLMParamsBody(model=PLAIN_MODEL, api_key=_provider_key("ANTHROPIC_API_KEY"))), (named.marker, marker_params), ) - created: Final = tuple(proxy.create_model(name, params) for name, params in registrations) - try: - yield named - finally: - for model_id in created: - proxy.delete_model(model_id) + _register_models(proxy, router_stack, registrations) + return named -@pytest.fixture(scope="module") -def credentialed_alias(proxy: ProxyClient) -> Iterator[CredentialedAlias]: +@pytest.fixture(scope="class") +def credentialed_alias(proxy: ProxyClient, router_stack: ExitStack) -> CredentialedAlias: marker: Final = unique_marker() named: Final = CredentialedAlias(alias=f"e2e-cred-alias-{marker}", tier=f"e2e-cred-tier-{marker}") alias_params: Final = LiteLLMParamsBody( @@ -342,104 +335,110 @@ def credentialed_alias(proxy: ProxyClient) -> Iterator[CredentialedAlias]: (named.tier, LiteLLMParamsBody(model=CHEAP_MODEL, api_key=_provider_key("ANTHROPIC_API_KEY"))), (named.alias, alias_params), ) - created: Final = tuple(proxy.create_model(name, params) for name, params in registrations) - try: - yield named - finally: - for model_id in created: - proxy.delete_model(model_id) + _register_models(proxy, router_stack, registrations) + return named class TestTagSplitRouting: @pytest.mark.covers("reliability.routing.tagged_marker.request_tag_selects_marker") def test_body_tagged_chat_routes_through_the_marker_to_its_tier( - self, proxy: ProxyClient, resources: ResourceManager, split: TagSplitDeployments + self, proxy: ProxyClient, resources: ResourceManager, plain_first_split: TagSplitDeployment ) -> None: """Pins GitHub issue #36619: with tag filtering on, a chat request whose body metadata tags match the tagged marker under a shared model name is answered by the marker's tier deployment, not by the plain deployment that was registered under the name first.""" - key: Final = _key_for(proxy, resources, [split.shared_a, split.tier_a], tag_filtering=True) - chat: Final = unwrap(proxy.chat(key, _hello_chat_body(split.shared_a, tags=[split.tag_a]))) + key: Final = _key_for(proxy, resources, [plain_first_split.shared, plain_first_split.tier], tag_filtering=True) + chat: Final = unwrap(proxy.chat(key, _hello_chat_body(plain_first_split.shared, tags=[plain_first_split.tag]))) assert chat.choices, "tagged chat through the shared name returned no choices" rows: Final = proxy.poll_logs_for_key(key, min_rows=1) - _assert_served_only_by(rows, CHEAP_SERVED | {split.tier_a}, "body-tagged chat on the shared name") + _assert_served_only_by(rows, CHEAP_SERVED | {plain_first_split.tier}, "body-tagged chat on the shared name") @pytest.mark.covers("reliability.routing.tagged_marker.untagged_request_served_by_plain_deployment") def test_untagged_chat_is_always_served_by_the_plain_deployment( - self, proxy: ProxyClient, resources: ResourceManager, split: TagSplitDeployments + self, proxy: ProxyClient, resources: ResourceManager, plain_first_split: TagSplitDeployment ) -> None: """Pins GitHub issue #36620: untagged chat requests to the shared name succeed on every call and are all served by the plain deployment; the tagged marker never captures them, so no intermittent auto-router errors and no tier hijacking.""" - key: Final = _key_for(proxy, resources, [split.shared_a, split.tier_a], tag_filtering=True) + key: Final = _key_for(proxy, resources, [plain_first_split.shared, plain_first_split.tier], tag_filtering=True) for _ in range(5): - chat = unwrap(proxy.chat(key, _hello_chat_body(split.shared_a))) + chat = unwrap(proxy.chat(key, _hello_chat_body(plain_first_split.shared))) assert chat.choices, "untagged chat through the shared name returned no choices" rows: Final = proxy.poll_logs_for_key(key, min_rows=5) - _assert_served_only_by(rows, PLAIN_SERVED | {split.shared_a}, "untagged chat on the shared name") + _assert_served_only_by(rows, PLAIN_SERVED | {plain_first_split.shared}, "untagged chat on the shared name") @pytest.mark.covers("reliability.routing.tagged_marker.untagged_request_served_by_plain_deployment") def test_untagged_messages_is_served_by_the_plain_deployment( - self, proxy: ProxyClient, resources: ResourceManager, split: TagSplitDeployments + self, proxy: ProxyClient, resources: ResourceManager, plain_first_split: TagSplitDeployment ) -> None: """Pins GitHub issue #36620 on the /v1/messages surface: an untagged Anthropic-native request to the shared name is served by the plain deployment, not captured by the tagged marker.""" - key: Final = _key_for(proxy, resources, [split.shared_a, split.tier_a], tag_filtering=True) - answer: Final = unwrap(proxy.messages(key, _hello_messages_body(split.shared_a))) + key: Final = _key_for(proxy, resources, [plain_first_split.shared, plain_first_split.tier], tag_filtering=True) + answer: Final = unwrap(proxy.messages(key, _hello_messages_body(plain_first_split.shared))) assert answer.content or answer.choices, "untagged /v1/messages returned neither content nor choices" rows: Final = proxy.poll_logs_for_key(key, min_rows=1) - _assert_served_only_by(rows, PLAIN_SERVED | {split.shared_a}, "untagged /v1/messages on the shared name") + _assert_served_only_by( + rows, PLAIN_SERVED | {plain_first_split.shared}, "untagged /v1/messages on the shared name" + ) class TestUntaggedTierDeployments: @pytest.mark.covers("reliability.routing.tagged_marker.header_tag_selects_marker") def test_header_tagged_messages_routes_through_the_marker_to_an_untagged_tier( - self, proxy: ProxyClient, resources: ResourceManager, split: TagSplitDeployments + self, proxy: ProxyClient, resources: ResourceManager, marker_first_split: TagSplitDeployment ) -> None: """Pins GitHub issue #36621: a /v1/messages request tagged only via the x-litellm-tags header selects the tagged marker, and the rewrite still lands on the tier deployment even though that deployment carries no tags, because the marker consumed the routing tags.""" - key: Final = _key_for(proxy, resources, [split.shared_b, split.tier_b], tag_filtering=True) - headers: Final = TaggedAnthropicHeaders(authorization=f"Bearer {key}", x_litellm_tags=split.tag_b) + key: Final = _key_for( + proxy, resources, [marker_first_split.shared, marker_first_split.tier], tag_filtering=True + ) + headers: Final = TaggedAnthropicHeaders(authorization=f"Bearer {key}", x_litellm_tags=marker_first_split.tag) answer: Final = unwrap( proxy.transport.post( "/v1/messages", headers=headers, - json=_hello_messages_body(split.shared_b), + json=_hello_messages_body(marker_first_split.shared), response_type=AnthropicMessagesResponse, ) ) assert answer.content or answer.choices, "header-tagged /v1/messages returned neither content nor choices" rows: Final = proxy.poll_logs_for_key(key, min_rows=1) - _assert_served_only_by(rows, CHEAP_SERVED | {split.tier_b}, "header-tagged /v1/messages on the shared name") + _assert_served_only_by( + rows, CHEAP_SERVED | {marker_first_split.tier}, "header-tagged /v1/messages on the shared name" + ) @pytest.mark.covers("reliability.routing.tagged_marker.untagged_tier_deployments_still_served") def test_body_tagged_chat_reaches_the_untagged_tier_after_marker_rewrite( - self, proxy: ProxyClient, resources: ResourceManager, split: TagSplitDeployments + self, proxy: ProxyClient, resources: ResourceManager, marker_first_split: TagSplitDeployment ) -> None: """Pins the tag-consumption half of GitHub issue #36621: after the tagged marker rewrites the request to its tier model, the consumed routing tags no longer constrain deployment selection, so the untagged tier deployment serves the request instead of a strict-tag denial.""" - key: Final = _key_for(proxy, resources, [split.shared_b, split.tier_b], tag_filtering=True) - chat: Final = unwrap(proxy.chat(key, _hello_chat_body(split.shared_b, tags=[split.tag_b]))) + key: Final = _key_for( + proxy, resources, [marker_first_split.shared, marker_first_split.tier], tag_filtering=True + ) + chat: Final = unwrap( + proxy.chat(key, _hello_chat_body(marker_first_split.shared, tags=[marker_first_split.tag])) + ) assert chat.choices, "body-tagged chat through the marker-first shared name returned no choices" rows: Final = proxy.poll_logs_for_key(key, min_rows=1) - _assert_served_only_by(rows, CHEAP_SERVED | {split.tier_b}, "body-tagged chat with untagged tier") + _assert_served_only_by(rows, CHEAP_SERVED | {marker_first_split.tier}, "body-tagged chat with untagged tier") @pytest.mark.covers("reliability.routing.tagged_marker.tag_semantics_stay_strict") def test_tagged_call_straight_at_an_untagged_deployment_stays_denied( - self, proxy: ProxyClient, resources: ResourceManager, split: TagSplitDeployments + self, proxy: ProxyClient, resources: ResourceManager, marker_first_split: TagSplitDeployment ) -> None: """The tag-consumption fix must not loosen strict tag semantics: a tagged request aimed directly at an untagged deployment (no marker involved) is still rejected with the 401 tags-configuration error.""" - key: Final = _key_for(proxy, resources, [split.tier_b], tag_filtering=True) - result: Final = proxy.chat(key, _hello_chat_body(split.tier_b, tags=[split.tag_b])) + key: Final = _key_for(proxy, resources, [marker_first_split.tier], tag_filtering=True) + result: Final = proxy.chat(key, _hello_chat_body(marker_first_split.tier, tags=[marker_first_split.tag])) assert isinstance(result, UnauthorizedError), ( f"expected the tagged direct call to an untagged deployment to be denied with 401, got {result}" ) @@ -451,37 +450,39 @@ class TestUntaggedTierDeployments: class TestResponsesApiTagRouting: @pytest.mark.covers("reliability.routing.tagged_marker.responses_input_routes_through_marker") def test_header_tagged_responses_with_string_input_routes_to_the_tier( - self, proxy: ProxyClient, resources: ResourceManager, split: TagSplitDeployments + self, proxy: ProxyClient, resources: ResourceManager, plain_first_split: TagSplitDeployment ) -> None: """Pins the /v1/responses surface of the tag split (GitHub issues #36620/#36621): a /v1/responses request with string input, tagged via the x-litellm-tags header, succeeds and routes through the tagged marker to its tier.""" - key: Final = _key_for(proxy, resources, [split.shared_a, split.tier_a], tag_filtering=True) - headers: Final = TaggedAuthHeaders(authorization=f"Bearer {key}", x_litellm_tags=split.tag_a) + key: Final = _key_for(proxy, resources, [plain_first_split.shared, plain_first_split.tier], tag_filtering=True) + headers: Final = TaggedAuthHeaders(authorization=f"Bearer {key}", x_litellm_tags=plain_first_split.tag) body: Final = ResponsesBody( - model=split.shared_a, input=f"say hello {unique_marker()}", max_output_tokens=64 + model=plain_first_split.shared, input=f"say hello {unique_marker()}", max_output_tokens=64 ) answer: Final = unwrap( proxy.transport.post("/v1/responses", headers=headers, json=body, response_type=ResponsesApiResponse) ) assert answer.id, "header-tagged /v1/responses returned no response id" rows: Final = proxy.poll_logs_for_key(key, min_rows=1) - _assert_served_only_by(rows, CHEAP_SERVED | {split.tier_a}, "header-tagged /v1/responses string input") + _assert_served_only_by( + rows, CHEAP_SERVED | {plain_first_split.tier}, "header-tagged /v1/responses string input" + ) @pytest.mark.covers("reliability.routing.tagged_marker.responses_input_routes_through_marker") def test_body_tagged_responses_with_list_input_routes_to_the_tier( - self, proxy: ProxyClient, resources: ResourceManager, split: TagSplitDeployments + self, proxy: ProxyClient, resources: ResourceManager, plain_first_split: TagSplitDeployment ) -> None: """Pins the body-tag and list-input combination of the same split: /v1/responses with litellm_metadata.tags and structured input items routes through the tagged marker to its tier.""" - key: Final = _key_for(proxy, resources, [split.shared_a, split.tier_a], tag_filtering=True) + key: Final = _key_for(proxy, resources, [plain_first_split.shared, plain_first_split.tier], tag_filtering=True) body: Final = ResponsesBody( - model=split.shared_a, + model=plain_first_split.shared, input=[ResponsesInputItem(role="user", content=f"say hello {unique_marker()}")], max_output_tokens=64, - litellm_metadata=ResponsesTagMetadata(tags=[split.tag_a]), + litellm_metadata=ResponsesTagMetadata(tags=[plain_first_split.tag]), ) answer: Final = unwrap( proxy.transport.post( @@ -493,18 +494,18 @@ class TestResponsesApiTagRouting: ) assert answer.id, "body-tagged /v1/responses returned no response id" rows: Final = proxy.poll_logs_for_key(key, min_rows=1) - _assert_served_only_by(rows, CHEAP_SERVED | {split.tier_a}, "body-tagged /v1/responses list input") + _assert_served_only_by(rows, CHEAP_SERVED | {plain_first_split.tier}, "body-tagged /v1/responses list input") @pytest.mark.covers("reliability.routing.tagged_marker.untagged_request_served_by_plain_deployment") def test_untagged_responses_is_served_by_the_plain_deployment( - self, proxy: ProxyClient, resources: ResourceManager, split: TagSplitDeployments + self, proxy: ProxyClient, resources: ResourceManager, plain_first_split: TagSplitDeployment ) -> None: """Pins the untagged half of the /v1/responses tag split: an untagged request to the shared name is served by the plain deployment, matching the chat and messages surfaces.""" - key: Final = _key_for(proxy, resources, [split.shared_a, split.tier_a], tag_filtering=True) + key: Final = _key_for(proxy, resources, [plain_first_split.shared, plain_first_split.tier], tag_filtering=True) body: Final = ResponsesBody( - model=split.shared_a, input=f"say hello {unique_marker()}", max_output_tokens=64 + model=plain_first_split.shared, input=f"say hello {unique_marker()}", max_output_tokens=64 ) answer: Final = unwrap( proxy.transport.post( @@ -516,7 +517,9 @@ class TestResponsesApiTagRouting: ) assert answer.id, "untagged /v1/responses returned no response id" rows: Final = proxy.poll_logs_for_key(key, min_rows=1) - _assert_served_only_by(rows, PLAIN_SERVED | {split.shared_a}, "untagged /v1/responses on the shared name") + _assert_served_only_by( + rows, PLAIN_SERVED | {plain_first_split.shared}, "untagged /v1/responses on the shared name" + ) class TestStrategyAliasPricing: @@ -551,9 +554,7 @@ class TestComplexityHeuristicScope: while the accompanying ~2KB agent system prompt is packed with enough reasoning and complexity keywords that scoring the combined text lands in REASONING; only ask-only scoring keeps this on the cheap tier.""" - key: Final = _key_for( - proxy, resources, [heuristic_split.alias, heuristic_split.cheap, heuristic_split.strong] - ) + key: Final = _key_for(proxy, resources, [heuristic_split.alias, heuristic_split.cheap, heuristic_split.strong]) body: Final = ChatBody( model=heuristic_split.alias, messages=[ diff --git a/tests/e2e/test_e2e_http.py b/tests/e2e/test_e2e_http.py index 66841725d1d..81cd6c8d3d1 100644 --- a/tests/e2e/test_e2e_http.py +++ b/tests/e2e/test_e2e_http.py @@ -13,13 +13,24 @@ monkeypatches anything. from __future__ import annotations from collections.abc import Callable, Iterator, Mapping, Sequence -from dataclasses import dataclass, field +from dataclasses import dataclass from types import MappingProxyType from typing import Final import pytest - -from e2e_http import RETRY_ATTEMPTS, TRANSIENT_STATUSES, request_with_retry, streaming_outcome +from e2e_http import ( + RETRY_ATTEMPTS, + TRANSIENT_STATUSES, + NoBody, + PartialBody, + Success, + ValidationError, + classify, + request_with_retry, + streaming_outcome, + wire_body, +) +from pydantic import BaseModel, TypeAdapter @dataclass @@ -33,10 +44,10 @@ class FakeResponse: @dataclass class SleepRecorder: - delays: list[float] = field(default_factory=list) + delays: tuple[float, ...] = () def __call__(self, seconds: float) -> None: - self.delays.append(seconds) + self.delays += (seconds,) def _issue_from(responses: Sequence[FakeResponse]) -> Callable[[], FakeResponse]: @@ -55,7 +66,7 @@ class TestTransientRetryPolicy: sleep = SleepRecorder() result = request_with_retry(_issue_from(responses), sleep=sleep) assert result is responses[0] - assert sleep.delays == [] + assert sleep.delays == () assert responses[0].close_calls == 0 def test_429_is_never_retried(self) -> None: @@ -63,7 +74,7 @@ class TestTransientRetryPolicy: sleep = SleepRecorder() result = request_with_retry(_issue_from(responses), sleep=sleep) assert result is responses[0] - assert sleep.delays == [] + assert sleep.delays == () assert responses[0].close_calls == 0 def test_overloaded_529_retries_with_backoff_then_returns_the_success(self) -> None: @@ -71,7 +82,7 @@ class TestTransientRetryPolicy: sleep = SleepRecorder() result = request_with_retry(_issue_from(responses), sleep=sleep) assert result is responses[1] - assert sleep.delays == [0.5] + assert sleep.delays == (0.5,) assert responses[0].close_calls == 1 assert responses[1].close_calls == 0 @@ -80,7 +91,7 @@ class TestTransientRetryPolicy: sleep = SleepRecorder() result = request_with_retry(_issue_from(responses), sleep=sleep) assert result is responses[RETRY_ATTEMPTS - 1] - assert sleep.delays == [0.5, 1.0] + assert sleep.delays == (0.5, 1.0) assert [r.close_calls for r in responses] == [1, 1, 0, 0] @@ -134,3 +145,65 @@ class TestStreamEventArrivals: assert result.stream_events == [] assert result.stream_event_arrivals == [] assert result.body == "bad request" + + +class _ServerUpdate(PartialBody): + server_id: str + alias: str | None = None + description: str | None = None + + +class _ServerCreate(BaseModel): + alias: str + description: str | None = None + + +class TestWireBody: + """A partial-update body must put exactly the caller's choice on the wire: an + omitted field stays off it so the route keeps the stored value, and an explicit + None goes out as JSON null so the route clears it. Plain bodies keep dropping + None, which is what every create route expects.""" + + def test_partial_body_omits_unset_fields_and_sends_explicit_none_as_null(self) -> None: + assert wire_body(_ServerUpdate(server_id="s1", description=None)) == {"server_id": "s1", "description": None} + assert wire_body(_ServerUpdate(server_id="s1", alias="renamed")) == {"server_id": "s1", "alias": "renamed"} + + def test_plain_body_drops_none_fields(self) -> None: + assert wire_body(_ServerCreate(alias="a", description=None)) == {"alias": "a"} + + +_JSON: Final[TypeAdapter[object]] = TypeAdapter(object) + + +@dataclass +class FakeJsonResponse: + """The `classify` view of a response: a status, the raw body bytes, and the + parse that would raise on an empty one.""" + + status_code: int + content: bytes + + @property + def ok(self) -> bool: + return self.status_code < 400 + + @property + def text(self) -> str: + return self.content.decode() + + def json(self) -> object: + return _JSON.validate_json(self.content) + + +class TestClassifyEmptyBody: + """A delete that answers 202 with no body is a success, not a parse failure: + the MCP server and toolset delete routes both answer that way, and reading it + as a failure would hide a delete that did not happen behind one that did.""" + + def test_empty_2xx_body_is_a_success(self) -> None: + result: Final = classify(FakeJsonResponse(status_code=202, content=b""), NoBody) + assert isinstance(result, Success) and result.status_code == 202 + + def test_body_that_is_not_json_is_still_a_validation_failure(self) -> None: + result: Final = classify(FakeJsonResponse(status_code=200, content=b""), NoBody) + assert isinstance(result, ValidationError) diff --git a/tests/e2e/test_proxy_client.py b/tests/e2e/test_proxy_client.py index 2caac58333f..3b84a47e3cc 100644 --- a/tests/e2e/test_proxy_client.py +++ b/tests/e2e/test_proxy_client.py @@ -15,28 +15,35 @@ from collections.abc import Iterable, Mapping from dataclasses import dataclass from itertools import chain, repeat from types import MappingProxyType -from typing import Final +from typing import Final, cast import pytest - from e2e_config import parse_replica_urls from e2e_http import Result, Success from models import KeyInfo, KeyInfoResponse, ModelListEntry, ModelsListResponse from proxy_client import ( - Poller, ConvergeOutcome, Converged, + EverywhereConverged, ModelsPoller, + NeverConvergedOn, NotConverged, NotServableOn, + Poller, + ProxyClient, + ReplicaRead, Servable, await_converged_everywhere, + await_everywhere, await_servable_everywhere, - first_lagging_replica, + build_proxy_client, converge_timeout_message, + first_lagging_replica, ) +from transport import Transport MODEL: Final = "gpt-under-test" +_NO_TRANSPORTS: Final = cast(Transport, None) TIMEOUT: Final = 10.0 INTERVAL: Final = 2.0 RPM_BEFORE_UPDATE: Final = 100 @@ -187,3 +194,83 @@ class TestParseReplicaUrls: def test_falls_back_to_the_data_plane_address_when_unset(self) -> None: assert parse_replica_urls("", "http://lb") == ("http://lb",) + + +def _answers(answers: Iterable[str]) -> ReplicaRead[str]: + it: Final = iter(answers) + return lambda _timeout: next(it) + + +def _await_everywhere(reads: Mapping[str, ReplicaRead[str]]) -> EverywhereConverged[str] | NeverConvergedOn[str]: + clock: Final = FakeClock() + return await_everywhere( + reads, + settled=lambda answer: answer == "renamed", + timeout=TIMEOUT, + interval=INTERVAL, + request_timeout=5.0, + now=clock.now, + sleep=clock.sleep, + ) + + +class TestAwaitEverywhere: + def test_waits_for_the_lagging_replica_and_returns_every_settled_answer(self) -> None: + reads: Final = { + "gateway-1": _answers(repeat("renamed")), + "gateway-2": _answers(chain(repeat("stale", 2), repeat("renamed"))), + } + outcome: Final = _await_everywhere(reads) + assert isinstance(outcome, EverywhereConverged) + assert dict(outcome.answers) == {"gateway-1": "renamed", "gateway-2": "renamed"} + + def test_names_the_replica_that_never_converges_with_what_it_last_served(self) -> None: + reads: Final = { + "gateway-1": _answers(repeat("renamed")), + "gateway-2": _answers(repeat("stale")), + } + assert _await_everywhere(reads) == NeverConvergedOn(replica="gateway-2", last="stale") + + def test_polls_until_the_deadline_before_giving_up(self) -> None: + lagging: Final = chain(repeat("stale", int(TIMEOUT / INTERVAL)), repeat("renamed")) + outcome: Final = _await_everywhere({"gateway-1": _answers(lagging)}) + assert isinstance(outcome, EverywhereConverged), outcome + + +class TestReplicasFor: + def test_split_deployment_reads_management_routes_back_from_the_control_plane(self) -> None: + client: Final = build_proxy_client( + base_url="http://lb", + control_plane_base_url="http://backend", + replica_urls=("http://gateway-1", "http://gateway-2"), + ) + assert set(client.replicas_for("/key/info")) == {"http://backend"} + assert set(client.replicas_for("/v1/models")) == {"http://gateway-1", "http://gateway-2"} + + def test_monolith_reads_management_routes_back_from_every_replica(self) -> None: + client: Final = build_proxy_client( + base_url="http://lb", + control_plane_base_url="http://lb", + replica_urls=("http://pod-1", "http://pod-2"), + ) + assert set(client.replicas_for("/key/info")) == {"http://pod-1", "http://pod-2"} + + def test_mcp_admin_routes_read_back_from_every_data_plane_replica(self) -> None: + """/v1/mcp/* is a lazily mounted feature, so a data-plane replica serves it + too and answers from its own in-memory registry. Routing it to the control + plane would leave every replica but that one unproven, and would move the + tools/list barrier in mcp_client off the plane that serves tools/list.""" + client: Final = build_proxy_client( + base_url="http://lb", + control_plane_base_url="http://backend", + replica_urls=("http://gateway-1", "http://gateway-2"), + ) + assert set(client.replicas_for("/v1/mcp/server/abc")) == {"http://gateway-1", "http://gateway-2"} + assert set(client.replicas_for("/v1/mcp/toolset/abc")) == {"http://gateway-1", "http://gateway-2"} + + def test_a_route_no_replica_serves_is_refused_rather_than_read_back_vacuously(self) -> None: + """A read-back over zero replicas would satisfy every predicate and assert + nothing, so asking for one fails instead of passing silently.""" + client: Final = ProxyClient(transport=_NO_TRANSPORTS, replicas={}, control_replicas={}) + with pytest.raises(AssertionError, match="no replica is configured"): + _ = client.replicas_for("/v1/models") diff --git a/tests/e2e/ui/helpers/navigation.ts b/tests/e2e/ui/helpers/navigation.ts index 4a7c4e7baa9..e0e7b4da396 100644 --- a/tests/e2e/ui/helpers/navigation.ts +++ b/tests/e2e/ui/helpers/navigation.ts @@ -73,3 +73,13 @@ export async function clickTeamId(page: PlaywrightPage, teamId: string): Promise await cell.click(); await expect(page.getByText("Back to Teams")).toBeVisible({ timeout: 10_000 }); } + +export async function openKeyDetail(page: PlaywrightPage, alias: string): Promise { + await page.getByPlaceholder("Search by key alias or ID").fill(alias); + const row = page.getByRole("row").filter({ hasText: alias }); + await expect(row, `key row "${alias}" never appeared on the Virtual Keys page`).toBeVisible({ timeout: 15_000 }); + await row.getByRole("button", { name: alias }).click(); + await expect(page.getByText("Back to Keys"), `key detail for "${alias}" never opened`).toBeVisible({ + timeout: 15_000, + }); +} diff --git a/tests/e2e/ui/helpers/traffic.ts b/tests/e2e/ui/helpers/traffic.ts index 7f8417cdffb..cb68747b364 100644 --- a/tests/e2e/ui/helpers/traffic.ts +++ b/tests/e2e/ui/helpers/traffic.ts @@ -1,4 +1,4 @@ -import { APIRequestContext, expect } from "@playwright/test"; +import { APIRequestContext, APIResponse, expect } from "@playwright/test"; /** Model names served by fixtures/config.yml, both backed by the mock LLM server. */ export const CHAT_MODEL_A = "fake-openai-gpt-4"; @@ -15,6 +15,9 @@ export const masterKey = (): string => process.env.LITELLM_MASTER_KEY || "sk-123 export const rootPath = (): string => process.env.SERVER_ROOT_PATH ?? ""; +/** Date.now() alone collides: `--repeat-each` starts its copies inside the same millisecond. */ +export const uniqueSuffix = (): string => `${Date.now()}-${Math.random().toString(36).slice(2, 8)}`; + interface ChatOptions { model: string; prompt: string; @@ -25,9 +28,8 @@ interface ChatOptions { traceId?: string; } -/** POST /v1/chat/completions and return the completion id (the Logs Request ID). */ -export async function sendChatCompletion(request: APIRequestContext, opts: ChatOptions): Promise { - const res = await request.post(`${rootPath()}/v1/chat/completions`, { +const postChatCompletion = (request: APIRequestContext, opts: ChatOptions): Promise => + request.post(`${rootPath()}/v1/chat/completions`, { headers: { Authorization: `Bearer ${opts.apiKey ?? masterKey()}`, "Content-Type": "application/json", @@ -39,12 +41,26 @@ export async function sendChatCompletion(request: APIRequestContext, opts: ChatO ...(opts.traceId ? { litellm_trace_id: opts.traceId } : {}), }, }); + +/** POST /v1/chat/completions and return the completion id (the Logs Request ID). */ +export async function sendChatCompletion(request: APIRequestContext, opts: ChatOptions): Promise { + const res = await postChatCompletion(request, opts); expect(res.ok(), `chat completion for ${opts.model} failed (${res.status()}): ${await res.text()}`).toBe(true); const body = await res.json(); expect(body.choices?.[0]?.message?.content).toContain(MOCK_RESPONSE_TEXT); return body.id as string; } +export interface ChatAttempt { + status: number; + body: string; +} + +export async function attemptChatCompletion(request: APIRequestContext, opts: ChatOptions): Promise { + const res = await postChatCompletion(request, opts); + return { status: res.status(), body: await res.text() }; +} + /** `key` is the sk- value to authenticate with; `token` is its hash, which spend aggregates are keyed by. */ export async function createVirtualKey( request: APIRequestContext, @@ -66,6 +82,33 @@ export async function createVirtualKey( }; } +export interface KeyInfo { + key_alias: string | null; + max_budget: number | null; + budget_duration: string | null; + budget_reset_at: string | null; + blocked: boolean | null; + models: string[]; + team_id: string | null; +} + +export async function readKeyInfo(request: APIRequestContext, token: string): Promise { + const res = await request.get(`${rootPath()}/key/info?key=${encodeURIComponent(token)}`, { + headers: { Authorization: `Bearer ${masterKey()}` }, + }); + expect(res.ok(), `GET /key/info for ${token} failed (${res.status()}): ${await res.text()}`).toBe(true); + const body = await res.json(); + return body.info as KeyInfo; +} + +export async function deleteVirtualKey(request: APIRequestContext, token: string): Promise { + const res = await request.post(`${rootPath()}/key/delete`, { + headers: { Authorization: `Bearer ${masterKey()}`, "Content-Type": "application/json" }, + data: { keys: [token] }, + }); + expect(res.ok(), `key delete for ${token} failed (${res.status()}): ${await res.text()}`).toBe(true); +} + /** Spend logs are flushed on a timer, so an assertion straight after a completion races the writer. */ export async function waitForSpendLog( request: APIRequestContext, diff --git a/tests/e2e/ui/tests/internal-user/internalUserKeyScope.spec.ts b/tests/e2e/ui/tests/internal-user/internalUserKeyScope.spec.ts new file mode 100644 index 00000000000..f923841257a --- /dev/null +++ b/tests/e2e/ui/tests/internal-user/internalUserKeyScope.spec.ts @@ -0,0 +1,208 @@ +import { test, expect, type APIRequestContext } from "@playwright/test"; +import { Page } from "../../fixtures/pages"; +import { + dismissFeedbackPopup, + navigateToPage, + openKeyDetail, +} from "../../helpers/navigation"; +import { + CHAT_MODEL_A, + CHAT_MODEL_B, + MOCK_RESPONSE_TEXT, + attemptChatCompletion, + createVirtualKey, + deleteVirtualKey, + masterKey, + readKeyInfo, + rootPath, + uniqueSuffix, +} from "../../helpers/traffic"; + +const MEMBER_PASSWORD = "E2e-Team-Member-Pass-1!"; + +interface CreatedTeam { + readonly team_id: string; +} + +function assertCreatedTeam(body: unknown): asserts body is CreatedTeam { + expect(body, "/team/new returned no team_id").toMatchObject({ + team_id: expect.any(String), + }); +} + +async function postAsMaster( + request: APIRequestContext, + path: string, + data: Record, +): Promise { + const res = await request.post(`${rootPath()}${path}`, { + headers: { + Authorization: `Bearer ${masterKey()}`, + "Content-Type": "application/json", + }, + data, + }); + expect( + res.ok(), + `POST ${path} failed (${res.status()}): ${await res.text()}`, + ).toBe(true); + return res.json(); +} + +test.describe("Internal User - own team key model scope", () => { + test.use({ storageState: { cookies: [], origins: [] } }); + + test("a team member narrows their own key's models and the proxy enforces it", async ({ + page, + request, + }) => { + const suffix = uniqueSuffix(); + const email = `team-member-${suffix}@test.local`; + const userId = `e2e-key-scope-user-${suffix}`; + const alias = `e2e-key-scope-${suffix}`; + + const team = await postAsMaster(request, "/team/new", { + team_alias: `E2E Key Scope ${suffix}`, + models: [CHAT_MODEL_A, CHAT_MODEL_B], + team_member_permissions: ["/key/generate", "/key/update", "/key/info"], + }); + assertCreatedTeam(team); + const teamId = team.team_id; + + try { + await postAsMaster(request, "/user/new", { + user_id: userId, + user_email: email, + user_role: "internal_user", + auto_create_key: false, + }); + await postAsMaster(request, "/user/update", { + user_id: userId, + password: MEMBER_PASSWORD, + }); + await postAsMaster(request, "/team/member_add", { + team_id: teamId, + member: { role: "user", user_id: userId }, + }); + + const created = await createVirtualKey(request, { + key_alias: alias, + team_id: teamId, + user_id: userId, + models: [], + }); + + try { + await page.goto("/ui/login"); + await page.getByPlaceholder("Enter your username").fill(email); + await page + .getByPlaceholder("Enter your password") + .fill(MEMBER_PASSWORD); + await page.getByRole("button", { name: "Login", exact: true }).click(); + await expect( + page.locator("a", { hasText: "Virtual Keys" }), + `${email} never reached the dashboard`, + ).toBeVisible({ timeout: 30_000 }); + await dismissFeedbackPopup(page); + + await navigateToPage(page, Page.ApiKeys); + await openKeyDetail(page, alias); + + await page.getByRole("tab", { name: "Settings" }).click(); + await page.getByRole("button", { name: "Edit Settings" }).click(); + + await page.getByRole("combobox", { name: "Select models" }).click(); + await expect( + page.getByRole("option", { name: CHAT_MODEL_A, exact: true }), + `the Models dropdown does not offer ${CHAT_MODEL_A} to a team member`, + ).toBeVisible({ timeout: 15_000 }); + await expect( + page.getByRole("option", { name: CHAT_MODEL_B, exact: true }), + `the Models dropdown does not offer ${CHAT_MODEL_B} to a team member`, + ).toBeVisible(); + + await page + .getByRole("option", { name: CHAT_MODEL_A, exact: true }) + .click(); + await page.keyboard.press("Escape"); + + const updated = page.waitForResponse( + (res) => + res.url().includes("/key/update") && + res.request().method() === "POST", + ); + await page.getByRole("button", { name: "Save Changes" }).click(); + const updateStatus = (await updated).status(); + expect( + updateStatus, + "a team member's own-key edit was refused", + ).toBeGreaterThanOrEqual(200); + expect( + updateStatus, + "a team member's own-key edit was refused", + ).toBeLessThan(300); + await expect( + page.getByText("Key updated successfully").first(), + ).toBeVisible({ timeout: 15_000 }); + + await expect + .poll( + async () => (await readKeyInfo(request, created.token)).models, + { + message: `the narrowed model scope never reached /key/info for ${alias}`, + timeout: 20_000, + }, + ) + .toEqual([CHAT_MODEL_A]); + + await expect + .poll( + async () => + await attemptChatCompletion(request, { + model: CHAT_MODEL_B, + prompt: `out of scope ${suffix}`, + apiKey: created.key, + }), + { + message: `${CHAT_MODEL_B} was still served after the key was narrowed to ${CHAT_MODEL_A}`, + timeout: 30_000, + }, + ) + .toMatchObject({ + status: 403, + body: expect.stringContaining(CHAT_MODEL_B), + }); + + const inScope = await attemptChatCompletion(request, { + model: CHAT_MODEL_A, + prompt: `in scope ${suffix}`, + apiKey: created.key, + }); + expect( + inScope, + `${CHAT_MODEL_A} is no longer served by the narrowed key`, + ).toMatchObject({ + status: 200, + body: expect.stringContaining(MOCK_RESPONSE_TEXT), + }); + } finally { + await deleteVirtualKey(request, created.token); + } + } finally { + await request.post(`${rootPath()}/user/delete`, { + headers: { + Authorization: `Bearer ${masterKey()}`, + "Content-Type": "application/json", + }, + data: { user_ids: [userId] }, + }); + await request.post(`${rootPath()}/team/delete`, { + headers: { + Authorization: `Bearer ${masterKey()}`, + "Content-Type": "application/json", + }, + data: { team_ids: [teamId] }, + }); + } + }); +}); diff --git a/tests/e2e/ui/tests/internal-user/modelsByTeam.spec.ts b/tests/e2e/ui/tests/internal-user/modelsByTeam.spec.ts new file mode 100644 index 00000000000..5e2c80b5845 --- /dev/null +++ b/tests/e2e/ui/tests/internal-user/modelsByTeam.spec.ts @@ -0,0 +1,196 @@ +import { + test as base, + expect, + type Locator, + type Page as PlaywrightPage, +} from "@playwright/test"; +import { + E2E_TEAM_CRUD_ALIAS, + E2E_TEAM_ORG_ALIAS, + INTERNAL_USER_STORAGE_PATH, +} from "../../constants"; +import { Page } from "../../fixtures/pages"; +import { navigateToPage } from "../../helpers/navigation"; +import { readBack } from "../../helpers/roundTrip"; +import { CHAT_MODEL_A, CHAT_MODEL_B, masterKey } from "../../helpers/traffic"; + +const MOCK_LLM_BASE = `http://127.0.0.1:${process.env.MOCK_LLM_PORT ?? "8090"}/v1`; +const CURRENT_TEAM_VIEW = "Current Team Models"; +const ALL_MODELS_VIEW = "All Available Models"; +const PERSONAL_TEAM = "Personal"; + +const teamSelector = (page: PlaywrightPage): Locator => + page.getByRole("combobox", { name: "Current team", exact: true }); +const viewSelector = (page: PlaywrightPage): Locator => + page.getByRole("combobox", { name: "View", exact: true }); + +async function chooseOption( + page: PlaywrightPage, + selector: Locator, + optionName: string, +): Promise { + await selector.click(); + const option = page.getByRole("option", { name: optionName, exact: true }); + await expect(option, `option ${optionName} is offered`).toBeVisible({ + timeout: 10_000, + }); + await option.click(); + await expect( + selector, + `${optionName} is the selection the control now reports`, + ).toContainText(optionName, { + timeout: 10_000, + }); +} + +async function deleteDeployment( + page: PlaywrightPage, + id: string, +): Promise { + const post = () => + page.request.post("/model/delete", { + headers: { Authorization: `Bearer ${masterKey()}` }, + data: { id }, + }); + const deleted = await post().catch(() => post()); + expect( + deleted.ok(), + `cleanup: /model/delete ${id} returned ${deleted.status()}`, + ).toBe(true); +} + +function modelRow(page: PlaywrightPage, modelName: string): Locator { + return page.getByRole("row").filter({ hasText: modelName }); +} + +async function isRegistered( + page: PlaywrightPage, + modelName: string, +): Promise { + const body = await readBack<{ data: { model_name?: string }[] }>( + page, + "/v2/model/info", + ); + return body.data.some((row) => row.model_name === modelName); +} + +const uniqueSuffix = (): string => + `${Date.now()}-${Math.random().toString(36).slice(2, 8)}`; + +const test = base.extend<{ ungrantedModelName: string }>({ + ungrantedModelName: async ({ page }, use) => { + const ungrantedModelName = `e2e-ungranted-${uniqueSuffix()}`; + const created = await page.request.post("/model/new", { + headers: { Authorization: `Bearer ${masterKey()}` }, + data: { + model_name: ungrantedModelName, + litellm_params: { + model: `openai/${ungrantedModelName}`, + api_base: MOCK_LLM_BASE, + api_key: "fake-key", + }, + model_info: {}, + }, + }); + expect( + created.ok(), + `/model/new failed: ${created.status()} ${await created.text()}`, + ).toBe(true); + const ungrantedModelId = (await created.json()).model_info?.id; + expect(ungrantedModelId, "model id from /model/new").toBeTruthy(); + + try { + await expect + .poll(async () => await isRegistered(page, ungrantedModelName), { + message: `deployment ${ungrantedModelName} never appeared in /v2/model/info after create`, + timeout: 60_000, + }) + .toBe(true); + await use(ungrantedModelName); + } finally { + await deleteDeployment(page, ungrantedModelId); + } + }, +}); + +test.describe("Models and Endpoints for an internal user", () => { + test.use({ storageState: INTERNAL_USER_STORAGE_PATH }); + + test("shows an internal user exactly the models of the team they select", async ({ + page, + ungrantedModelName, + }) => { + await navigateToPage(page, Page.Models); + + await expect( + page.getByRole("tab", { name: "Your Models" }), + "an internal user lands on their own models tab, not an admin-only view", + ).toBeVisible({ timeout: 15_000 }); + await expect( + viewSelector(page), + "the models table opens scoped to the selected team", + ).toContainText(CURRENT_TEAM_VIEW, { timeout: 15_000 }); + await expect( + modelRow(page, ungrantedModelName), + `the personal view lists ${ungrantedModelName}, so it is on the proxy and reachable from this page`, + ).toHaveCount(1, { timeout: 30_000 }); + + await chooseOption(page, teamSelector(page), E2E_TEAM_CRUD_ALIAS); + await expect( + modelRow(page, CHAT_MODEL_A), + `${E2E_TEAM_CRUD_ALIAS} lists ${CHAT_MODEL_A}`, + ).toHaveCount(1, { + timeout: 15_000, + }); + await expect( + modelRow(page, CHAT_MODEL_B), + `${E2E_TEAM_CRUD_ALIAS} lists ${CHAT_MODEL_B}`, + ).toHaveCount(1, { + timeout: 15_000, + }); + await expect( + modelRow(page, ungrantedModelName), + `${ungrantedModelName} is on the proxy but not granted to ${E2E_TEAM_CRUD_ALIAS}, so it must not be listed`, + ).toHaveCount(0); + + await chooseOption(page, teamSelector(page), E2E_TEAM_ORG_ALIAS); + await expect( + modelRow(page, CHAT_MODEL_A), + `${E2E_TEAM_ORG_ALIAS} lists ${CHAT_MODEL_A}`, + ).toHaveCount(1, { + timeout: 15_000, + }); + await expect( + page.getByTestId("pagination-range"), + `${E2E_TEAM_ORG_ALIAS} lists the one model it grants and nothing else`, + ).toHaveText("Showing 1-1 of 1", { timeout: 15_000 }); + await expect( + modelRow(page, CHAT_MODEL_B), + `${CHAT_MODEL_B} belongs to another team and must not leak into ${E2E_TEAM_ORG_ALIAS}`, + ).toHaveCount(0); + await expect( + modelRow(page, ungrantedModelName), + `${ungrantedModelName} is granted to no team and must not leak into ${E2E_TEAM_ORG_ALIAS}`, + ).toHaveCount(0); + + await chooseOption(page, viewSelector(page), ALL_MODELS_VIEW); + await expect( + modelRow(page, CHAT_MODEL_A), + `switching to ${ALL_MODELS_VIEW} leaves the table populated rather than blanking it`, + ).toHaveCount(1, { timeout: 15_000 }); + + await page.reload(); + await expect( + teamSelector(page), + "the team selection is not persisted across a reload, so the table returns to the personal view", + ).toContainText(PERSONAL_TEAM, { timeout: 15_000 }); + await expect( + viewSelector(page), + "the view selection is not persisted across a reload either", + ).toContainText(CURRENT_TEAM_VIEW, { timeout: 15_000 }); + await expect( + modelRow(page, ungrantedModelName), + "the personal view still renders models after a reload rather than coming back empty", + ).toHaveCount(1, { timeout: 30_000 }); + }); +}); diff --git a/tests/e2e/ui/tests/modelsPage/editLitellmParams.spec.ts b/tests/e2e/ui/tests/modelsPage/editLitellmParams.spec.ts new file mode 100644 index 00000000000..4480515ae59 --- /dev/null +++ b/tests/e2e/ui/tests/modelsPage/editLitellmParams.spec.ts @@ -0,0 +1,252 @@ +import { + test as base, + expect, + type Page as PlaywrightPage, +} from "@playwright/test"; +import { ADMIN_STORAGE_PATH } from "../../constants"; +import { Page } from "../../fixtures/pages"; +import { navigateToPage } from "../../helpers/navigation"; +import { captureRequestBody, readBack } from "../../helpers/roundTrip"; +import { masterKey, sendChatCompletion } from "../../helpers/traffic"; + +const MOCK_LLM_BASE = `http://127.0.0.1:${process.env.MOCK_LLM_PORT ?? "8090"}/v1`; +const CUSTOM_PARAM = "extra_headers"; +const CUSTOM_PARAM_VALUE = { "X-E2E-Edit-Probe": "one" }; + +type StoredParams = Record; + +async function readStoredParams( + page: PlaywrightPage, + modelId: string, +): Promise { + const body = await readBack<{ data: { litellm_params: StoredParams }[] }>( + page, + `/model/info?litellm_model_id=${modelId}`, + ); + return body.data[0]?.litellm_params ?? {}; +} + +function paramsEditor(page: PlaywrightPage) { + return page.getByPlaceholder('"rpm": 100'); +} + +async function editParams( + page: PlaywrightPage, + mutate: (params: StoredParams) => StoredParams, +): Promise { + await page.getByRole("button", { name: "Edit Settings" }).click(); + const editor = paramsEditor(page); + await expect( + editor, + "the LiteLLM Params editor is reachable on every visit to the edit form", + ).toBeVisible({ + timeout: 15_000, + }); + const shown = JSON.parse(await editor.inputValue()) as StoredParams; + await editor.fill(JSON.stringify(mutate(shown), null, 2)); +} + +async function deleteDeployment( + page: PlaywrightPage, + id: string, +): Promise { + const post = () => + page.request.post("/model/delete", { + headers: { Authorization: `Bearer ${masterKey()}` }, + data: { id }, + }); + const deleted = await post().catch(() => post()); + expect( + deleted.ok(), + `cleanup: /model/delete ${id} returned ${deleted.status()}`, + ).toBe(true); +} + +const uniqueSuffix = (): string => + `${Date.now()}-${Math.random().toString(36).slice(2, 8)}`; + +const test = base.extend<{ + deployment: { readonly modelName: string; readonly createdModelId: string }; +}>({ + deployment: async ({ page, request }, use) => { + const modelName = `e2e-edit-params-${uniqueSuffix()}`; + const created = await page.request.post("/model/new", { + headers: { Authorization: `Bearer ${masterKey()}` }, + data: { + model_name: modelName, + litellm_params: { + model: `openai/${modelName}`, + api_base: MOCK_LLM_BASE, + api_key: "fake-key", + }, + model_info: {}, + }, + }); + expect( + created.ok(), + `/model/new failed: ${created.status()} ${await created.text()}`, + ).toBe(true); + const createdModelId = (await created.json()).model_info?.id; + expect(createdModelId, "model id from /model/new").toBeTruthy(); + + try { + await expect + .poll( + async () => { + try { + await sendChatCompletion(request, { + model: modelName, + prompt: `warmup ${modelName}`, + }); + return true; + } catch { + return false; + } + }, + { + message: `deployment ${modelName} never became routable after /model/new`, + timeout: 60_000, + }, + ) + .toBe(true); + await use({ modelName, createdModelId }); + } finally { + await deleteDeployment(page, createdModelId); + } + }, +}); + +test.describe("Edit LiteLLM Params on a deployment", () => { + test.use({ storageState: ADMIN_STORAGE_PATH }); + + test("params added on a deployment can be re-edited, and the deployment keeps serving", async ({ + page, + request, + deployment: { modelName, createdModelId }, + }) => { + await navigateToPage(page, Page.Models); + const modelIdCell = page.getByTestId(`model-id-${createdModelId}`); + await expect( + modelIdCell, + `the Models table lists ${modelName}`, + ).toBeVisible({ timeout: 15_000 }); + await modelIdCell.click(); + await expect(page.getByText("Back to Models").first()).toBeVisible({ + timeout: 15_000, + }); + + await editParams(page, (params) => ({ + ...params, + temperature: 0.2, + [CUSTOM_PARAM]: CUSTOM_PARAM_VALUE, + })); + const firstSave = await captureRequestBody( + page, + { method: "PATCH", urlIncludes: `/model/${createdModelId}/update` }, + async () => { + await page.getByRole("button", { name: "Save Changes" }).click(); + }, + ); + expect( + firstSave.litellm_params?.temperature, + "the added temperature goes on the wire", + ).toBe(0.2); + expect( + firstSave.litellm_params?.[CUSTOM_PARAM], + `the added ${CUSTOM_PARAM} goes on the wire`, + ).toEqual(CUSTOM_PARAM_VALUE); + expect( + firstSave.litellm_params?.model, + "a params edit does not rewrite the upstream model", + ).toBe(`openai/${modelName}`); + expect( + firstSave.litellm_params?.api_base, + "a params edit does not rewrite the api base", + ).toBe(MOCK_LLM_BASE); + expect( + firstSave.litellm_params, + "the credential is never re-sent, so a masked placeholder cannot overwrite the stored key", + ).not.toHaveProperty("api_key"); + + await expect + .poll( + async () => (await readStoredParams(page, createdModelId)).temperature, + { + message: "the added temperature never reached the stored deployment", + timeout: 20_000, + }, + ) + .toBe(0.2); + const afterFirstSave = await readStoredParams(page, createdModelId); + expect( + afterFirstSave[CUSTOM_PARAM], + `the added ${CUSTOM_PARAM} reached the stored deployment`, + ).toEqual(CUSTOM_PARAM_VALUE); + expect( + afterFirstSave.model, + "the stored upstream model survived the edit", + ).toBe(`openai/${modelName}`); + expect( + afterFirstSave.api_base, + "the stored api base survived the edit", + ).toBe(MOCK_LLM_BASE); + + await editParams(page, (params) => ({ + ...Object.fromEntries( + Object.entries(params).filter(([key]) => key !== CUSTOM_PARAM), + ), + temperature: 0.7, + })); + const secondSave = await captureRequestBody( + page, + { method: "PATCH", urlIncludes: `/model/${createdModelId}/update` }, + async () => { + await page.getByRole("button", { name: "Save Changes" }).click(); + }, + ); + expect( + secondSave.litellm_params?.temperature, + "a param set by an earlier save can be edited again", + ).toBe(0.7); + expect( + secondSave.litellm_params, + `dropping ${CUSTOM_PARAM} from the editor drops it from the request the UI sends`, + ).not.toHaveProperty(CUSTOM_PARAM); + expect( + secondSave.litellm_params?.model, + "a second params edit still leaves the upstream model alone", + ).toBe(`openai/${modelName}`); + expect( + secondSave.litellm_params?.api_base, + "a second params edit still leaves the api base alone", + ).toBe(MOCK_LLM_BASE); + expect( + secondSave.litellm_params, + "the credential is still never re-sent", + ).not.toHaveProperty("api_key"); + + await expect + .poll( + async () => (await readStoredParams(page, createdModelId)).temperature, + { + message: + "the re-edited temperature never reached the stored deployment", + timeout: 20_000, + }, + ) + .toBe(0.7); + + await page.reload(); + await expect( + page + .getByRole("tabpanel", { name: "Overview" }) + .getByText('"temperature": 0.7'), + "reopening the deployment renders the re-edited value, not the one from the first save", + ).toBeVisible({ timeout: 20_000 }); + + await sendChatCompletion(request, { + model: modelName, + prompt: `still serving ${modelName}`, + }); + }); +}); diff --git a/tests/e2e/ui/tests/modelsPage/modelHealthStatus.spec.ts b/tests/e2e/ui/tests/modelsPage/modelHealthStatus.spec.ts new file mode 100644 index 00000000000..247cce1b85d --- /dev/null +++ b/tests/e2e/ui/tests/modelsPage/modelHealthStatus.spec.ts @@ -0,0 +1,245 @@ +import { + test as base, + expect, + type Locator, + type Page as PlaywrightPage, +} from "@playwright/test"; +import { ADMIN_STORAGE_PATH } from "../../constants"; +import { Page } from "../../fixtures/pages"; +import { navigateToPage } from "../../helpers/navigation"; +import { readBack } from "../../helpers/roundTrip"; +import { masterKey } from "../../helpers/traffic"; + +const MOCK_LLM_BASE = `http://127.0.0.1:${process.env.MOCK_LLM_PORT ?? "8090"}/v1`; +const UNREACHABLE_BASE = "http://127.0.0.1:9/v1"; + +async function isRegistered( + page: PlaywrightPage, + modelName: string, +): Promise { + const body = await readBack<{ data: { model_name?: string }[] }>( + page, + "/v2/model/info", + ); + return body.data.some((row) => row.model_name === modelName); +} + +function healthRow(page: PlaywrightPage, modelName: string): Locator { + return page.getByRole("row").filter({ hasText: modelName }); +} + +function pageOf(label: string): { current: number; total: number } { + const [current, total] = label + .replace("Page ", "") + .split(" of ") + .map((part) => Number(part.trim())); + return { current, total }; +} + +async function locateHealthRow( + page: PlaywrightPage, + modelName: string, +): Promise { + const pageLabel = page.getByTestId("pagination-page"); + await expect( + pageLabel, + "the health table reports which page it is showing", + ).toBeVisible({ timeout: 20_000 }); + + const deadline = Date.now() + 60_000; + while (Date.now() < deadline) { + const row = healthRow(page, modelName); + const onThisPage = await row + .first() + .waitFor({ state: "visible", timeout: 3_000 }) + .then(() => true) + .catch(() => false); + if (onThisPage) return row; + + const { current, total } = pageOf(await pageLabel.innerText()); + const goTo = current < total ? current + 1 : 1; + if (total === 1) continue; + await page + .getByRole("button", { + name: current < total ? "Go to next page" : "Go to first page", + }) + .click(); + await expect(pageLabel).toContainText(`Page ${goTo} of`, { + timeout: 15_000, + }); + } + return healthRow(page, modelName); +} + +async function openHealthTab(page: PlaywrightPage): Promise { + await page.getByRole("tab", { name: "Health Status" }).click(); + await expect( + page.getByRole("heading", { name: "Model Health Status" }), + ).toBeVisible({ timeout: 15_000 }); +} + +async function expectStatus( + page: PlaywrightPage, + modelName: string, + status: string, +): Promise { + const row = await locateHealthRow(page, modelName); + await expect(row, `${modelName} has one row in the health table`).toHaveCount( + 1, + { timeout: 20_000 }, + ); + await expect( + row.getByText(status, { exact: true }), + `the Health Status cell for ${modelName} reads ${status}`, + ).toHaveCount(1, { timeout: 60_000 }); +} + +async function deleteDeployment( + page: PlaywrightPage, + id: string, +): Promise { + const post = () => + page.request.post("/model/delete", { + headers: { Authorization: `Bearer ${masterKey()}` }, + data: { id }, + }); + const deleted = await post().catch(() => post()); + expect( + deleted.ok(), + `cleanup: /model/delete ${id} returned ${deleted.status()}`, + ).toBe(true); +} + +const uniqueSuffix = (): string => + `${Date.now()}-${Math.random().toString(36).slice(2, 8)}`; + +async function withDeployment( + page: PlaywrightPage, + prefix: string, + apiBase: string, + use: (name: string) => Promise, +): Promise { + const name = `${prefix}-${uniqueSuffix()}`; + const created = await page.request.post("/model/new", { + headers: { Authorization: `Bearer ${masterKey()}` }, + data: { + model_name: name, + litellm_params: { + model: `openai/${name}`, + api_base: apiBase, + api_key: "fake-key", + }, + model_info: {}, + }, + }); + expect( + created.ok(), + `/model/new for ${name} failed: ${created.status()} ${await created.text()}`, + ).toBe(true); + const id = (await created.json()).model_info?.id; + expect(id, `model id from /model/new for ${name}`).toBeTruthy(); + try { + await expect + .poll(() => isRegistered(page, name), { + message: `deployment ${name} never appeared in /v2/model/info after create`, + timeout: 60_000, + }) + .toBe(true); + await use(name); + } finally { + await deleteDeployment(page, id); + } +} + +const test = base.extend<{ reachableName: string; unreachableName: string }>({ + reachableName: async ({ page }, use) => { + await withDeployment(page, "e2e-health-up", MOCK_LLM_BASE, use); + }, + unreachableName: async ({ page }, use) => { + await withDeployment(page, "e2e-health-down", UNREACHABLE_BASE, use); + }, +}); + +test.describe("Model health status", () => { + test.use({ storageState: ADMIN_STORAGE_PATH }); + + test("Run Health Check reports a reachable deployment healthy and an unreachable one unhealthy", async ({ + page, + reachableName, + unreachableName, + }) => { + await navigateToPage(page, Page.Models); + await openHealthTab(page); + + for (const name of [reachableName, unreachableName]) { + const row = await locateHealthRow(page, name); + await expect(row, `${name} has one row in the health table`).toHaveCount( + 1, + { timeout: 20_000 }, + ); + await row + .getByRole("button", { name: "Run Health Check", exact: true }) + .click(); + } + + await expectStatus(page, reachableName, "healthy"); + await expect( + healthRow(page, reachableName).getByText("unhealthy", { exact: true }), + "a reachable deployment is never reported unhealthy", + ).toHaveCount(0); + await expectStatus(page, unreachableName, "unhealthy"); + + const successDetail = ( + await locateHealthRow(page, reachableName) + ).getByRole("button", { + name: "View response details", + }); + await expect( + successDetail, + `${reachableName} offers its health check response for inspection`, + ).toBeVisible({ timeout: 60_000 }); + await successDetail.click(); + const successDialog = page.getByRole("dialog"); + await expect( + successDialog.getByRole("heading", { + name: `Health Check Response - ${reachableName}`, + }), + "the healthy deployment's detail opens its own response dialog", + ).toBeVisible({ timeout: 10_000 }); + await successDialog.getByRole("button", { name: "Close" }).last().click(); + await expect(successDialog).toBeHidden({ timeout: 10_000 }); + + const errorDetail = ( + await locateHealthRow(page, unreachableName) + ).getByRole("button", { + name: "View full error details", + }); + await expect( + errorDetail, + `${unreachableName} offers its health check error for inspection`, + ).toBeVisible({ timeout: 60_000 }); + await errorDetail.click(); + const errorDialog = page.getByRole("dialog"); + await expect( + errorDialog.getByRole("heading", { + name: `Health Check Error - ${unreachableName}`, + }), + "the unreachable deployment's detail opens its own error dialog", + ).toBeVisible({ timeout: 10_000 }); + await expect( + errorDialog, + "the error dialog carries the upstream connection failure, not a generic message", + ).toContainText(/connection error/i, { timeout: 10_000 }); + await expect( + errorDialog, + "the error dialog names the endpoint that could not be reached", + ).toContainText(UNREACHABLE_BASE); + await errorDialog.getByRole("button", { name: "Close" }).last().click(); + await expect(errorDialog).toBeHidden({ timeout: 10_000 }); + + await page.reload(); + await openHealthTab(page); + await expectStatus(page, reachableName, "healthy"); + await expectStatus(page, unreachableName, "unhealthy"); + }); +}); diff --git a/tests/e2e/ui/tests/proxy-admin/keyBlocking.spec.ts b/tests/e2e/ui/tests/proxy-admin/keyBlocking.spec.ts new file mode 100644 index 00000000000..99a8065a797 --- /dev/null +++ b/tests/e2e/ui/tests/proxy-admin/keyBlocking.spec.ts @@ -0,0 +1,112 @@ +import { test as base, expect } from "@playwright/test"; +import { ADMIN_STORAGE_PATH } from "../../constants"; +import { Page } from "../../fixtures/pages"; +import { dismissFeedbackPopup, navigateToPage, openKeyDetail } from "../../helpers/navigation"; +import { + CHAT_MODEL_A, + MOCK_RESPONSE_TEXT, + attemptChatCompletion, + createVirtualKey, + deleteVirtualKey, + readKeyInfo, + sendChatCompletion, + uniqueSuffix, +} from "../../helpers/traffic"; + +interface ScopedKey { + alias: string; + token: string; + apiKey: string; +} + +const test = base.extend<{ scopedKey: ScopedKey }>({ + scopedKey: async ({ page }, use) => { + const alias = `e2e-block-key-${uniqueSuffix()}`; + const created = await createVirtualKey(page.request, { + key_alias: alias, + models: [CHAT_MODEL_A], + }); + await use({ alias, token: created.token, apiKey: created.key }); + await deleteVirtualKey(page.request, created.token); + }, +}); + +test.describe("Proxy Admin - Key blocking", () => { + test.use({ storageState: ADMIN_STORAGE_PATH }); + + test("blocking a key stops it serving and unblocking restores it", async ({ page, scopedKey }) => { + const { alias, token, apiKey } = scopedKey; + + await sendChatCompletion(page.request, { + model: CHAT_MODEL_A, + prompt: `pre-block ${alias}`, + apiKey, + }); + + await navigateToPage(page, Page.ApiKeys); + await dismissFeedbackPopup(page); + await openKeyDetail(page, alias); + + await page.getByRole("button", { name: "More key actions" }).click(); + await page.getByRole("menuitem", { name: "Block Key" }).click(); + const blockDialog = page.getByRole("dialog", { name: "Block Key" }); + await expect(blockDialog, "the Block Key confirmation never opened").toBeVisible({ timeout: 10_000 }); + await blockDialog.getByRole("button", { name: "Block", exact: true }).click(); + + await expect + .poll(async () => (await readKeyInfo(page.request, token)).blocked, { + message: "the key never came back blocked from /key/info", + timeout: 20_000, + }) + .toBe(true); + + await expect + .poll( + async () => + await attemptChatCompletion(page.request, { + model: CHAT_MODEL_A, + prompt: "blocked", + apiKey, + }), + { + message: "a blocked key was still served by /v1/chat/completions", + timeout: 30_000, + }, + ) + .toMatchObject({ status: 401, body: expect.stringContaining("blocked") }); + + await page.reload(); + await expect( + page.getByText("Blocked", { exact: true }), + "the reloaded key detail does not show the key as blocked", + ).toBeVisible({ timeout: 15_000 }); + + await page.getByRole("button", { name: "More key actions" }).click(); + await page.getByRole("menuitem", { name: "Unblock Key" }).click(); + const unblockDialog = page.getByRole("dialog", { name: "Unblock Key" }); + await expect(unblockDialog, "the Unblock Key confirmation never opened").toBeVisible({ timeout: 10_000 }); + await unblockDialog.getByRole("button", { name: "Unblock", exact: true }).click(); + + await expect + .poll(async () => (await readKeyInfo(page.request, token)).blocked, { + message: "the key never came back unblocked from /key/info", + timeout: 20_000, + }) + .toBe(false); + + await expect + .poll( + async () => + await attemptChatCompletion(page.request, { + model: CHAT_MODEL_A, + prompt: "unblocked", + apiKey, + }), + { + message: "an unblocked key is still refused by /v1/chat/completions", + timeout: 30_000, + }, + ) + .toMatchObject({ status: 200, body: expect.stringContaining(MOCK_RESPONSE_TEXT) }); + }); +}); diff --git a/tests/e2e/ui/tests/proxy-admin/keyBudgetWindow.spec.ts b/tests/e2e/ui/tests/proxy-admin/keyBudgetWindow.spec.ts new file mode 100644 index 00000000000..4e4d0a395c3 --- /dev/null +++ b/tests/e2e/ui/tests/proxy-admin/keyBudgetWindow.spec.ts @@ -0,0 +1,101 @@ +import { test as base, expect } from "@playwright/test"; +import { ADMIN_STORAGE_PATH, E2E_TEAM_CRUD_ID } from "../../constants"; +import { Page } from "../../fixtures/pages"; +import { dismissFeedbackPopup, navigateToPage, openKeyDetail } from "../../helpers/navigation"; +import { captureRequestBody } from "../../helpers/roundTrip"; +import { CHAT_MODEL_A, createVirtualKey, deleteVirtualKey, readKeyInfo, uniqueSuffix } from "../../helpers/traffic"; + +interface ScopedKey { + alias: string; + token: string; +} + +const test = base.extend<{ scopedKey: ScopedKey }>({ + scopedKey: async ({ page }, use) => { + const alias = `e2e-budget-window-${uniqueSuffix()}`; + const created = await createVirtualKey(page.request, { + key_alias: alias, + team_id: E2E_TEAM_CRUD_ID, + models: [CHAT_MODEL_A], + }); + await use({ alias, token: created.token }); + await deleteVirtualKey(page.request, created.token); + }, +}); + +test.describe("Proxy Admin - Key budget window", () => { + test.use({ storageState: ADMIN_STORAGE_PATH }); + + test("a monthly spend cap survives a reload, and clearing the window keeps the cap", async ({ page, scopedKey }) => { + const { alias, token } = scopedKey; + + const before = await readKeyInfo(page.request, token); + expect(before.max_budget, "a freshly generated key starts with no budget").toBeNull(); + + await navigateToPage(page, Page.ApiKeys); + await dismissFeedbackPopup(page); + await openKeyDetail(page, alias); + + await page.getByRole("tab", { name: "Settings" }).click(); + await page.getByRole("button", { name: "Edit Settings" }).click(); + + await page.getByRole("spinbutton", { name: "Max Budget (USD)" }).fill("12.5"); + await page.getByLabel("Reset Budget", { exact: true }).click(); + await page.getByRole("option", { name: "monthly", exact: true }).click(); + await page.getByRole("button", { name: "Save Changes" }).click(); + + await expect + .poll(async () => (await readKeyInfo(page.request, token)).max_budget, { + message: "the $12.50 cap never reached /key/info", + timeout: 20_000, + }) + .toBe(12.5); + await expect + .poll(async () => (await readKeyInfo(page.request, token)).budget_duration, { + message: "the monthly reset window never reached /key/info", + timeout: 20_000, + }) + .toBe("30d"); + + const capped = await readKeyInfo(page.request, token); + const resetAt = new Date(capped.budget_reset_at ?? ""); + expect(Number.isNaN(resetAt.getTime()), "a monthly window left the key with no budget_reset_at").toBe(false); + expect(resetAt.getTime(), "budget_reset_at was set in the past").toBeGreaterThan(Date.now()); + expect(resetAt.getUTCDate(), "a monthly window resets on the 1st, a daily one would not").toBe(1); + + await page.reload(); + await expect( + page.getByRole("paragraph").filter({ hasText: "of $12.50" }), + "the reloaded key detail does not render the $12.50 cap", + ).toBeVisible({ timeout: 15_000 }); + + await page.getByRole("tab", { name: "Settings" }).click(); + await expect( + page.getByTestId("budget-reset-value"), + "the reloaded key detail does not name the 30d reset window", + ).toHaveText(/Every 30d/, { timeout: 15_000 }); + + await page.getByRole("button", { name: "Edit Settings" }).click(); + await page.getByLabel("Reset Budget", { exact: true }).click(); + await page.getByRole("option", { name: "Never resets", exact: true }).click(); + + const cleared = await captureRequestBody(page, { method: "POST", urlIncludes: "/key/update" }, async () => { + await page.getByRole("button", { name: "Save Changes" }).click(); + }); + expect(cleared).toHaveProperty("budget_duration"); + expect(cleared.budget_duration, "clearing the window must send budget_duration: null explicitly").toBeNull(); + + await expect + .poll(async () => (await readKeyInfo(page.request, token)).budget_duration, { + message: "the reset window was never cleared on /key/info", + timeout: 20_000, + }) + .toBeNull(); + + const after = await readKeyInfo(page.request, token); + expect(after.budget_reset_at, "clearing the reset window left a stale next-reset timestamp").toBeNull(); + expect(after.max_budget, "clearing the reset window also wiped the spend cap").toBe(12.5); + expect(after.models, "editing the budget left the key's models untouched").toEqual(before.models); + expect(after.team_id, "editing the budget left the key's team untouched").toEqual(before.team_id); + }); +}); diff --git a/tests/mcp_tests/mcp_server.py b/tests/mcp_tests/mcp_server.py index bc6accbb721..eba7cae1bca 100644 --- a/tests/mcp_tests/mcp_server.py +++ b/tests/mcp_tests/mcp_server.py @@ -1,10 +1,12 @@ # math_server.py import argparse import os +from typing import Final -from mcp.server.fastmcp import FastMCP +from mcp.server.fastmcp import Context, FastMCP mcp = FastMCP("Math") +ADD_OFFSET: Final = int(os.getenv("MCP_ADD_OFFSET", "0")) def _parse_args() -> argparse.Namespace: @@ -31,7 +33,7 @@ def _parse_args() -> argparse.Namespace: @mcp.tool() def add(a: int, b: int) -> int: """Add two numbers""" - return a + b + return a + b + ADD_OFFSET @mcp.tool() @@ -40,6 +42,15 @@ def multiply(a: int, b: int) -> int: return a * b +@mcp.tool() +def request_headers(ctx: Context) -> dict[str, str]: + request: Final = ctx.request_context.request + return { + "authorization": request.headers.get("authorization", "") if request is not None else "", + "x-request-tag": request.headers.get("x-request-tag", "") if request is not None else "", + } + + def main() -> None: args = _parse_args() transport = (args.transport or "stdio").lower() diff --git a/tests/mcp_tests/test_configs/test_config_mcp_e2e.yaml b/tests/mcp_tests/test_configs/test_config_mcp_e2e.yaml index ad68a03781d..19fad3d1393 100644 --- a/tests/mcp_tests/test_configs/test_config_mcp_e2e.yaml +++ b/tests/mcp_tests/test_configs/test_config_mcp_e2e.yaml @@ -23,3 +23,6 @@ mcp_servers: transport: http url: http://127.0.0.1:0/mcp allow_all_keys: true + math_restricted: + transport: http + url: http://127.0.0.1:0/mcp diff --git a/tests/mcp_tests/test_proxy_mcp_e2e.py b/tests/mcp_tests/test_proxy_mcp_e2e.py index 2dd57e13d3b..f0fc3d892e2 100644 --- a/tests/mcp_tests/test_proxy_mcp_e2e.py +++ b/tests/mcp_tests/test_proxy_mcp_e2e.py @@ -1,26 +1,39 @@ import asyncio +import json import os +import queue import socket import subprocess import sys +import tempfile import threading import time import typing +from contextlib import asynccontextmanager, contextmanager +from dataclasses import dataclass +from datetime import datetime from pathlib import Path +import httpx import pytest import uvicorn import yaml from mcp import ClientSession from mcp.client.streamable_http import streamablehttp_client +from mcp.types import CallToolResult +from starlette.requests import Request +from litellm.integrations.custom_logger import CustomLogger +from litellm.proxy._experimental.mcp_server.tool_search import handle_mcp_proxy_tool +from litellm.proxy._types import LiteLLM_ObjectPermissionTable, ProxyException, UserAPIKeyAuth from litellm.proxy.proxy_server import ( app as proxy_app, +) +from litellm.proxy.proxy_server import ( cleanup_router_config_variables, initialize, ) - CONFIG_TEMPLATE_PATH = Path("tests/mcp_tests/test_configs/test_config_mcp_e2e.yaml") MCP_SERVER_SCRIPT = Path("tests/mcp_tests/mcp_server.py") PROJECT_ROOT = Path(__file__).resolve().parents[2] @@ -45,28 +58,49 @@ def _clear_proxy_database_env() -> typing.Iterator[None]: mp.undo() -def _initialize_proxy(config_path: str) -> None: +async def _initialize_proxy(config_path: str) -> None: + from litellm.proxy._experimental.mcp_server.mcp_server_manager import global_mcp_server_manager + cleanup_router_config_variables() - asyncio.run(initialize(config=config_path, debug=True)) + await initialize(config=config_path, debug=True) + for server_id, upstream in tuple(global_mcp_server_manager.registry.items()): + if upstream.server_name != "math_restricted": + continue + global_mcp_server_manager.registry[server_id] = upstream.model_copy( + update={"tool_name_to_display_name": {"add": "Add Numbers"}} + ) + + +@dataclass(frozen=True) +class ProxyRig: + url: str + config_path: str + loop: asyncio.AbstractEventLoop def _start_proxy_server( config_path: str, -) -> tuple[str, uvicorn.Server, threading.Thread, socket.socket]: - _initialize_proxy(config_path) - +) -> tuple[ProxyRig, uvicorn.Server, threading.Thread, socket.socket]: 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") + config = uvicorn.Config(proxy_app, host=host, port=port, log_level="warning", lifespan="off") server = uvicorn.Server(config) + loop = asyncio.new_event_loop() + + async def _serve() -> None: + from litellm.proxy._experimental.mcp_server import server as mcp_server + + await _initialize_proxy(config_path) + async with proxy_app.router.lifespan_context(proxy_app), mcp_server.lifespan(proxy_app): + await server.serve(sockets=[sock]) + def _run() -> None: - loop = asyncio.new_event_loop() - asyncio.set_event_loop(loop) - loop.run_until_complete(server.serve(sockets=[sock])) + with asyncio.Runner(loop_factory=lambda: loop) as runner: + runner.run(_serve()) thread = threading.Thread(target=_run, daemon=True) thread.start() @@ -79,79 +113,93 @@ def _start_proxy_server( raise TimeoutError("Proxy server did not start in time") time.sleep(0.05) - return f"http://{host}:{port}", server, thread, sock + return ProxyRig(f"http://{host}:{port}", config_path, loop), server, thread, sock -@pytest.fixture(scope="session") -def math_streamable_http_server() -> str: +@contextmanager +def _math_http_server(offset: int) -> typing.Iterator[str]: host = "127.0.0.1" with socket.socket(socket.AF_INET, socket.SOCK_STREAM) as sock: sock.bind((host, 0)) _, port = sock.getsockname() - cmd = [ - sys.executable, - str(MCP_SERVER_SCRIPT), - "--transport", - "http", - "--host", - host, - "--port", - str(port), - ] - - env = os.environ.copy() - server_process = subprocess.Popen( - cmd, - cwd=str(PROJECT_ROOT), - stdout=subprocess.PIPE, - stderr=subprocess.PIPE, - ) - - start_time = time.time() - while True: - if server_process.poll() is not None: - stdout, stderr = server_process.communicate() - raise RuntimeError( - f"Streamable HTTP MCP server exited early.\nSTDOUT: {stdout.decode()}\nSTDERR: {stderr.decode()}" - ) + with tempfile.TemporaryFile() as server_log: + process = subprocess.Popen( + [sys.executable, str(MCP_SERVER_SCRIPT), "--transport", "http", "--host", host, "--port", str(port)], + cwd=str(PROJECT_ROOT), + stdout=server_log, + stderr=subprocess.STDOUT, + env={**os.environ, "MCP_ADD_OFFSET": str(offset)}, + ) try: - with socket.create_connection((host, port), timeout=0.1): - break - except OSError: - if time.time() - start_time > PROXY_START_TIMEOUT: - server_process.terminate() - raise TimeoutError("Streamable HTTP MCP server did not start in time") - time.sleep(0.05) - - yield f"http://{host}:{port}" - - server_process.terminate() - try: - server_process.wait(timeout=5) - except subprocess.TimeoutExpired: - server_process.kill() + start_time = time.monotonic() + while True: + if process.poll() is not None: + server_log.seek(0) + raise RuntimeError(f"MCP upstream exited early: {server_log.read().decode()}") + try: + with socket.create_connection((host, port), timeout=0.1): + break + except OSError: + if time.monotonic() - start_time > PROXY_START_TIMEOUT: + raise TimeoutError("Streamable HTTP MCP server did not start in time") + time.sleep(0.05) + yield f"http://{host}:{port}" + finally: + process.terminate() + try: + process.wait(timeout=5) + except subprocess.TimeoutExpired: + process.kill() + process.wait(timeout=5) @pytest.fixture(scope="session") -def proxy_server_url( - tmp_path_factory: pytest.TempPathFactory, math_streamable_http_server: str +def math_streamable_http_server() -> typing.Iterator[str]: + with _math_http_server(100) as url: + yield url + + +@pytest.fixture(scope="session") +def math_restricted_server() -> typing.Iterator[str]: + with _math_http_server(200) as url: + yield url + + +@pytest.fixture(scope="session") +def _proxy_server( + tmp_path_factory: pytest.TempPathFactory, + math_streamable_http_server: str, + math_restricted_server: str, ): config_dir = tmp_path_factory.mktemp("mcp_e2e") config_path = config_dir / "config.yaml" config = yaml.safe_load(CONFIG_TEMPLATE_PATH.read_text()) - config["mcp_servers"]["math_streamable_http"][ - "url" - ] = f"{math_streamable_http_server}/mcp" + config["mcp_servers"]["math_stdio"]["command"] = sys.executable + config["mcp_servers"]["math_streamable_http"]["url"] = f"{math_streamable_http_server}/mcp" + config["mcp_servers"]["math_restricted"]["url"] = f"{math_restricted_server}/mcp" + config["general_settings"]["custom_auth"] = f"{__name__}.authorize_proxy_key" + config["litellm_settings"]["callbacks"] = [f"{__name__}.proxy_call_recorder"] + config["mcp_servers"]["math_restricted"]["mcp_info"] = {"mcp_server_cost_info": {"default_cost_per_query": 0.25}} config_path.write_text(yaml.safe_dump(config)) - server_url, server, thread, sock = _start_proxy_server(str(config_path)) + rig, server, thread, sock = _start_proxy_server(str(config_path)) - yield server_url + try: + yield rig + finally: + server.should_exit = True + thread.join(timeout=10) + sock.close() + assert not thread.is_alive(), "Proxy did not shut down" - server.should_exit = True - thread.join(timeout=10) - sock.close() + +@pytest.fixture +def proxy_server_url(_proxy_server: ProxyRig, setup_and_teardown: None) -> str: + asyncio.run_coroutine_threadsafe(_initialize_proxy(_proxy_server.config_path), _proxy_server.loop).result( + timeout=30 + ) + return _proxy_server.url class TestProxyMcpSimpleConnections: @@ -177,9 +225,7 @@ class TestProxyMcpSimpleConnections: assert text == "7" @pytest.mark.asyncio - async def test_proxy_mcp_streamable_http_roundtrip( - self, proxy_server_url: str - ) -> None: + async def test_proxy_mcp_streamable_http_roundtrip(self, proxy_server_url: str) -> None: async with asyncio.timeout(20): async with streamablehttp_client( url=f"{proxy_server_url}/mcp", @@ -197,12 +243,10 @@ class TestProxyMcpSimpleConnections: assert result.content first_content = result.content[0] text = getattr(first_content, "text", None) - assert text == "11" + assert text == "111" @pytest.mark.asyncio - async def test_proxy_mcp_lists_all_servers_without_header( - self, proxy_server_url: str - ) -> None: + async def test_proxy_mcp_lists_all_servers_without_header(self, proxy_server_url: str) -> None: async with asyncio.timeout(20): async with streamablehttp_client( url=f"{proxy_server_url}/mcp", @@ -220,22 +264,16 @@ class TestProxyMcpSimpleConnections: } assert expected_tool_names <= tool_names - async def _call_and_get_text( - tool_name: str, *, a: int, b: int - ) -> str | None: - result = await session.call_tool( - tool_name, arguments={"a": a, "b": b} - ) + async def _call_and_get_text(tool_name: str, *, a: int, b: int) -> str | None: + result = await session.call_tool(tool_name, arguments={"a": a, "b": b}) assert result.content first_content = result.content[0] return getattr(first_content, "text", None) stdio_result = await _call_and_get_text("math_stdio-add", a=2, b=3) - streamable_result = await _call_and_get_text( - "math_streamable_http-add", a=4, b=5 - ) + streamable_result = await _call_and_get_text("math_streamable_http-add", a=4, b=5) assert stdio_result == "5" - assert streamable_result == "9" + assert streamable_result == "109" class TestProxyMcpStatelessBehavior: @@ -254,9 +292,7 @@ class TestProxyMcpStatelessBehavior: """ @pytest.mark.asyncio - async def test_independent_clients_no_shared_session( - self, proxy_server_url: str - ) -> None: + async def test_independent_clients_no_shared_session(self, proxy_server_url: str) -> None: """Two independent clients connect and operate without sharing session state.""" async with asyncio.timeout(30): # --- Client A: connect, initialize, call tool --- @@ -269,9 +305,7 @@ class TestProxyMcpStatelessBehavior: ) as (read_a, write_a, _get_sid_a): async with ClientSession(read_a, write_a) as session_a: await session_a.initialize() - result_a = await session_a.call_tool( - "add", arguments={"a": 10, "b": 20} - ) + result_a = await session_a.call_tool("add", arguments={"a": 10, "b": 20}) assert result_a.content text_a = getattr(result_a.content[0], "text", None) assert text_a == "30" @@ -293,9 +327,359 @@ class TestProxyMcpStatelessBehavior: await session_b.initialize() tools = await session_b.list_tools() assert any(t.name.endswith("add") for t in tools.tools) - result_b = await session_b.call_tool( - "add", arguments={"a": 100, "b": 200} - ) + result_b = await session_b.call_tool("add", arguments={"a": 100, "b": 200}) assert result_b.content text_b = getattr(result_b.content[0], "text", None) assert text_b == "300" + + +PROXY_MODE_TOOLS = frozenset({"search_tools", "get_tool_schema", "call_tool"}) + + +def _payload(result: typing.Any) -> typing.Any: + assert result.content, f"empty tool result: {result}" + return json.loads(result.content[0].text) + + +def _proxy_session(proxy_server_url: str, **extra_headers: str): + return streamablehttp_client( + url=f"{proxy_server_url}/mcp/proxy", + headers={"Authorization": PROXY_AUTHORIZATION_HEADER, **extra_headers}, + ) + + +class TestProxyMcpSchemaDiscoveryMode: + """Drive /mcp/proxy over the real streamable-HTTP transport with the MCP SDK client: + the fixed three-tool surface, opaque-id discovery, schema-validated execution against + two upstreams that expose the same tool name, and the operations the surface refuses.""" + + @pytest.mark.asyncio + async def test_initialize_and_list_expose_only_discovery_tools(self, proxy_server_url: str) -> None: + async with asyncio.timeout(20): + async with _proxy_session(proxy_server_url) as (read, write, _sid): + async with ClientSession(read, write) as session: + init = await session.initialize() + assert init.capabilities.tools is not None + assert init.capabilities.prompts is None + assert init.capabilities.resources is None + + listed = await session.list_tools() + assert {tool.name for tool in listed.tools} == PROXY_MODE_TOOLS + + @pytest.mark.asyncio + async def test_search_schema_and_call_round_trip_keeps_server_identity(self, proxy_server_url: str) -> None: + async with asyncio.timeout(30): + async with _proxy_session(proxy_server_url) as (read, write, _sid): + async with ClientSession(read, write) as session: + await session.initialize() + + hits = _payload(await session.call_tool("search_tools", arguments={"query": "add"})) + by_name = {hit["name"]: hit for hit in hits} + assert {"math_stdio-add", "math_streamable_http-add"} <= set(by_name) + assert all("inputSchema" not in hit for hit in hits) + assert by_name["math_stdio-add"]["tool_id"] != by_name["math_streamable_http-add"]["tool_id"] + + schema = _payload( + await session.call_tool( + "get_tool_schema", arguments={"tool_id": by_name["math_stdio-add"]["tool_id"]} + ) + ) + assert schema["name"] == "math_stdio-add" + assert set(schema["inputSchema"]["required"]) == {"a", "b"} + assert schema["outputSchema"]["properties"]["result"]["type"] == "integer" + + stdio = await session.call_tool( + "call_tool", + arguments={"tool_id": by_name["math_stdio-add"]["tool_id"], "arguments": {"a": 3, "b": 4}}, + ) + http = await session.call_tool( + "call_tool", + arguments={ + "tool_id": by_name["math_streamable_http-add"]["tool_id"], + "arguments": {"a": 5, "b": 6}, + }, + ) + assert stdio.isError is False and stdio.content[0].text == "7" + assert http.isError is False and http.content[0].text == "111" + + @pytest.mark.asyncio + async def test_server_scope_header_narrows_discovery(self, proxy_server_url: str) -> None: + async with asyncio.timeout(20): + async with _proxy_session(proxy_server_url, **{"x-mcp-servers": "math_streamable_http"}) as ( + read, + write, + _sid, + ): + async with ClientSession(read, write) as session: + await session.initialize() + hits = _payload(await session.call_tool("search_tools", arguments={"query": "add"})) + assert {hit["name"] for hit in hits} == {"math_streamable_http-add"} + + @pytest.mark.asyncio + async def test_rejections_never_reach_upstream(self, proxy_server_url: str) -> None: + from mcp.shared.exceptions import McpError + from mcp.types import METHOD_NOT_FOUND + + async with asyncio.timeout(30): + async with _proxy_session(proxy_server_url) as (read, write, _sid): + async with ClientSession(read, write) as session: + await session.initialize() + hits = _payload(await session.call_tool("search_tools", arguments={"query": "add"})) + tool_id = next(hit["tool_id"] for hit in hits if hit["name"] == "math_stdio-add") + + bad_args = await session.call_tool( + "call_tool", arguments={"tool_id": tool_id, "arguments": {"a": "three", "b": 4}} + ) + assert bad_args.isError is True and "Invalid arguments" in bad_args.content[0].text + + stale = await session.call_tool("get_tool_schema", arguments={"tool_id": "0" * 32}) + assert stale.isError is True and "unauthorized tool_id" in stale.content[0].text + + for not_an_object in ("wrong", False): + refused_args = await session.call_tool( + "call_tool", arguments={"tool_id": tool_id, "arguments": not_an_object} + ) + assert refused_args.isError is True and "object" in refused_args.content[0].text + + direct = await session.call_tool("math_stdio-add", arguments={"a": 1, "b": 2}) + assert direct.isError is True and "unavailable on /mcp/proxy" in direct.content[0].text + + for operation in (session.list_prompts, session.list_resources): + with pytest.raises(McpError) as refused: + await operation() + assert refused.value.error.code == METHOD_NOT_FOUND + + +async def authorize_proxy_key(request: Request, api_key: str) -> UserAPIKeyAuth: + permissions = { + "sk-1234": LiteLLM_ObjectPermissionTable(object_permission_id="open", mcp_servers=["math_stdio"]), + "sk-restricted": LiteLLM_ObjectPermissionTable( + object_permission_id="restricted", mcp_servers=["math_restricted"] + ), + "sk-none": LiteLLM_ObjectPermissionTable(object_permission_id="none", mcp_servers=["no-mcp-servers"]), + "sk-add-only": LiteLLM_ObjectPermissionTable( + object_permission_id="add-only", mcp_servers=["math_stdio"], mcp_tool_permissions={"math_stdio": ["add"]} + ), + } + permission = permissions.get(api_key) + if permission is None: + raise ProxyException(message="Unknown test key", type="authentication_error", param=None, code=401) + return UserAPIKeyAuth(api_key=api_key, user_id=api_key, object_permission=permission) + + +class ProxyCallRecorder(CustomLogger): + def __init__(self) -> None: + super().__init__() + self.events: queue.Queue[str] = queue.Queue() + self.failures: queue.Queue[str] = queue.Queue() + + async def async_log_success_event( + self, kwargs: dict[str, object], response_obj: object, start_time: datetime, end_time: datetime + ) -> None: + payload = kwargs.get("standard_logging_object") + if isinstance(payload, dict) and payload.get("call_type") == "call_mcp_tool": + self.events.put(json.dumps(payload, default=str)) + + async def async_log_failure_event( + self, kwargs: dict[str, object], response_obj: object, start_time: datetime, end_time: datetime + ) -> None: + payload = kwargs.get("standard_logging_object") + if isinstance(payload, dict) and payload.get("call_type") == "call_mcp_tool": + self.failures.put(json.dumps(payload, default=str)) + + +proxy_call_recorder = ProxyCallRecorder() + + +@asynccontextmanager +async def _scoped_session(url: str, key: str = "sk-1234", **headers: str) -> typing.AsyncIterator[ClientSession]: + async with asyncio.timeout(30): + async with _proxy_session(url, Authorization=f"Bearer {key}", **headers) as (read, write, _sid): + async with ClientSession(read, write) as session: + await session.initialize() + yield session + + +async def _search(session: ClientSession, query: str) -> dict[str, str]: + result = await session.call_tool("search_tools", arguments={"query": query}) + assert result.isError is False, result + return {hit["name"]: hit["tool_id"] for hit in _payload(result)} + + +async def _call(session: ClientSession, tool_id: str, a: int = 3, b: int = 4) -> CallToolResult: + return await session.call_tool("call_tool", arguments={"tool_id": tool_id, "arguments": {"a": a, "b": b}}) + + +def _assert_unauthorized(result: CallToolResult) -> None: + assert result.isError is True + assert result.content[0].text == "Unknown or unauthorized tool_id" + + +class TestProxyMcpAuthorizationScope: + @pytest.mark.asyncio + async def test_server_grant_bounds_search_and_blocks_foreign_ids(self, proxy_server_url: str) -> None: + async with _scoped_session(proxy_server_url, "sk-restricted") as granted: + restricted_id = (await _search(granted, "add"))["math_restricted-add"] + assert (await _call(granted, restricted_id)).content[0].text == "207" + async with _scoped_session(proxy_server_url) as ungranted: + assert set(await _search(ungranted, "add")) == {"math_stdio-add", "math_streamable_http-add"} + _assert_unauthorized(await ungranted.call_tool("get_tool_schema", {"tool_id": restricted_id})) + _assert_unauthorized(await _call(ungranted, restricted_id)) + + @pytest.mark.asyncio + async def test_no_mcp_servers_sentinel_hides_every_tool(self, proxy_server_url: str) -> None: + async with _scoped_session(proxy_server_url) as granted: + tool_id = (await _search(granted, "add"))["math_stdio-add"] + async with _scoped_session(proxy_server_url, "sk-none") as session: + assert await _search(session, "add") == {} + _assert_unauthorized(await session.call_tool("get_tool_schema", {"tool_id": tool_id})) + _assert_unauthorized(await _call(session, tool_id)) + + @pytest.mark.asyncio + async def test_tool_grant_hides_ungranted_tools_and_blocks_their_ids(self, proxy_server_url: str) -> None: + async with _scoped_session(proxy_server_url) as granted: + multiply_id = (await _search(granted, "multiply"))["math_stdio-multiply"] + async with _scoped_session(proxy_server_url, "sk-add-only", **{"x-mcp-servers": "math_stdio"}) as session: + ids = await _search(session, "add multiply request_headers") + assert set(ids) == {"math_stdio-add"} + assert (await _call(session, ids["math_stdio-add"])).content[0].text == "7" + _assert_unauthorized(await session.call_tool("get_tool_schema", {"tool_id": multiply_id})) + _assert_unauthorized(await _call(session, multiply_id)) + + @pytest.mark.asyncio + async def test_same_named_tools_keep_distinct_ids_and_reach_their_own_upstream(self, proxy_server_url: str) -> None: + async with _scoped_session(proxy_server_url, "sk-restricted") as session: + ids = await _search(session, "add") + assert set(ids) == {"math_stdio-add", "math_streamable_http-add", "math_restricted-add"} + assert len(set(ids.values())) == 3 + assert all(len(tool_id) == 32 for tool_id in ids.values()) + for name, expected in ( + ("math_stdio-add", "7"), + ("math_streamable_http-add", "107"), + ("math_restricted-add", "207"), + ): + schema = _payload(await session.call_tool("get_tool_schema", {"tool_id": ids[name]})) + assert schema["name"] == name + assert schema["tool_id"] == ids[name] + result = await _call(session, ids[name]) + assert result.isError is False + assert result.content[0].text == expected + + @pytest.mark.asyncio + async def test_server_scope_header_narrows_grants_and_blocks_out_of_scope_ids(self, proxy_server_url: str) -> None: + async with _scoped_session(proxy_server_url, "sk-restricted") as unscoped: + other_id = (await _search(unscoped, "add"))["math_stdio-add"] + async with _scoped_session( + proxy_server_url, "sk-restricted", **{"x-mcp-servers": "math_restricted"} + ) as session: + ids = await _search(session, "add") + assert set(ids) == {"math_restricted-add"} + _assert_unauthorized(await session.call_tool("get_tool_schema", {"tool_id": other_id})) + _assert_unauthorized(await _call(session, other_id)) + assert (await _call(session, ids["math_restricted-add"])).content[0].text == "207" + + @pytest.mark.asyncio + @pytest.mark.parametrize("key", [None, "sk-invalid"]) + async def test_missing_or_invalid_key_cannot_initialize(self, proxy_server_url: str, key: str | None) -> None: + async with httpx.AsyncClient() as client: + response = await client.post( + f"{proxy_server_url}/mcp/proxy", + headers={ + "Accept": "application/json, text/event-stream", + **({"Authorization": f"Bearer {key}"} if key else {}), + }, + json={ + "jsonrpc": "2.0", + "id": 1, + "method": "initialize", + "params": { + "protocolVersion": "2025-03-26", + "capabilities": {}, + "clientInfo": {"name": "auth-test", "version": "1"}, + }, + }, + ) + assert response.status_code == 401, response.text + + @pytest.mark.asyncio + async def test_server_headers_are_forwarded_only_to_the_named_upstream(self, proxy_server_url: str) -> None: + for tag in ("first-request", "second-request"): + async with _scoped_session( + proxy_server_url, + "sk-restricted", + **{ + "x-mcp-math_restricted-authorization": f"Bearer {tag}", + "x-mcp-math_restricted-x-request-tag": tag, + }, + ) as session: + ids = await _search(session, "request_headers") + for name, expected in ( + ("math_restricted", {"authorization": f"Bearer {tag}", "x-request-tag": tag}), + ("math_streamable_http", {"authorization": "", "x-request-tag": ""}), + ): + result = await session.call_tool( + "call_tool", {"tool_id": ids[f"{name}-request_headers"], "arguments": {}} + ) + assert result.isError is False + assert _payload(result) == expected + + @pytest.mark.asyncio + async def test_proxy_call_emits_spend_log(self, proxy_server_url: str) -> None: + async with _scoped_session(proxy_server_url, "sk-restricted") as session: + tool_id = (await _search(session, "add"))["math_restricted-add"] + result = await _call(session, tool_id, 123, 456) + assert result.isError is False and result.content[0].text == "779" + async with asyncio.timeout(10): + while True: + payload = json.loads(await asyncio.to_thread(proxy_call_recorder.events.get, True, 5)) + if payload.get("metadata", {}).get("mcp_tool_call_metadata", {}).get("arguments") == { + "a": 123, + "b": 456, + }: + break + assert payload["call_type"] == "call_mcp_tool" + assert payload["response_cost"] == 0.25 + assert payload["status"] == "success" + assert payload["metadata"]["mcp_tool_call_metadata"]["mcp_server_name"] == "math_restricted" + assert payload["metadata"]["mcp_tool_call_metadata"]["name"] == "add" + assert payload["metadata"]["mcp_tool_call_metadata"]["namespaced_tool_name"] == "math_restricted/add" + + @pytest.mark.asyncio + async def test_proxy_scope_exception_returns_iserror_and_emits_failure_log(self, proxy_server_url: str) -> None: + async with _scoped_session( + proxy_server_url, + "sk-none", + **{"x-mcp-servers": "math_restricted", "x-litellm-call-id": "proxy-scope-denial"}, + ) as session: + result = await session.call_tool("call_tool", {"tool_id": "denied-scope", "arguments": {}}) + assert result.isError is True + assert result.content[0].text == ( + "Error: The key is not allowed to access the requested MCP servers: math_restricted" + ) + async with asyncio.timeout(10): + while True: + payload = json.loads(await asyncio.to_thread(proxy_call_recorder.failures.get, True, 5)) + if payload["id"] == "proxy-scope-denial": + break + assert payload["call_type"] == "call_mcp_tool" + assert payload["status"] == "failure" + assert payload["response_cost"] == 0 + assert "math_restricted" in payload["error_str"] + + @pytest.mark.parametrize("arguments", ["wrong", False, None, [], 0]) + def test_handler_rejects_non_object_arguments( + self, proxy_server_url: str, _proxy_server: ProxyRig, arguments: object + ) -> None: + async def check() -> None: + auth = UserAPIKeyAuth( + object_permission=LiteLLM_ObjectPermissionTable( + object_permission_id="validation", mcp_servers=["math_stdio"] + ) + ) + hits = _payload(await handle_mcp_proxy_tool("search_tools", {"query": "add"}, auth)) + tool_id = next(hit["tool_id"] for hit in hits if hit["name"] == "math_stdio-add") + result = await handle_mcp_proxy_tool("call_tool", {"tool_id": tool_id, "arguments": arguments}, auth) + assert result.isError is True + assert result.content[0].text == "arguments must be an object" + + asyncio.run_coroutine_threadsafe(check(), _proxy_server.loop).result(timeout=30) diff --git a/tests/test_litellm/enterprise/proxy/test_managed_files_hook.py b/tests/test_litellm/enterprise/proxy/test_managed_files_hook.py index 091b958d7c3..48fceb50403 100644 --- a/tests/test_litellm/enterprise/proxy/test_managed_files_hook.py +++ b/tests/test_litellm/enterprise/proxy/test_managed_files_hook.py @@ -1095,6 +1095,110 @@ async def test_afile_content_passes_trusted_model_credentials_to_router(): assert trusted_credentials["s3_bucket_name"] == "my-bucket" +def _managed_deletion_file_id(provider_file_id): + from litellm.types.utils import SpecialEnums + + value = SpecialEnums.LITELLM_MANAGED_FILE_COMPLETE_STR.value.format( + "application/json", "test-file", "batch-model", provider_file_id, "model-123" + ) + return base64.urlsafe_b64encode(value.encode()).decode().rstrip("=") + + +def _managed_files_with_deletion_row(unified_file_id, provider_file_id, file_object): + from litellm.caching import DualCache + from litellm.models.managed_files import LiteLLM_ManagedFileTable + from litellm_enterprise.proxy.hooks.managed_files import _PROXY_LiteLLMManagedFiles + + row = LiteLLM_ManagedFileTable( + unified_file_id=unified_file_id, + model_mappings={"model-123": provider_file_id}, + flat_model_file_ids=[provider_file_id], + file_object=file_object, + ) + table = MagicMock( + find_first=AsyncMock(return_value=row), + delete=AsyncMock(), + ) + return _PROXY_LiteLLMManagedFiles( + internal_usage_cache=DualCache(), + prisma_client=MagicMock(db=MagicMock(litellm_managedfiletable=table)), + ), table + + +@pytest.mark.asyncio +async def test_afile_delete_bedrock_uses_deployment_bucket_and_signed_s3_delete(monkeypatch): + import httpx + import respx + + from litellm import Router + + monkeypatch.delenv("AWS_S3_BUCKET_NAME", raising=False) + monkeypatch.delenv("AWS_S3_OUTPUT_BUCKET_NAME", raising=False) + monkeypatch.setenv("DISABLE_AIOHTTP_TRANSPORT", "True") + router = Router( + model_list=[ + { + "model_name": "bedrock-batch", + "litellm_params": { + "model": "bedrock/us.anthropic.claude-haiku-4-5-20251001-v1:0", + "aws_access_key_id": "AKIAEXAMPLE", + "aws_secret_access_key": "secret", + "aws_region_name": "us-west-2", + "s3_bucket_name": "my-bucket", + }, + "model_info": {"id": "model-123"}, + } + ], + num_retries=0, + ) + s3_uri = "s3://my-bucket/litellm-bedrock-files/input.jsonl" + unified_file_id = _managed_deletion_file_id(s3_uri) + managed_files, table = _managed_files_with_deletion_row(unified_file_id, s3_uri, None) + with respx.mock: + route = respx.delete( + "https://s3.us-west-2.amazonaws.com/my-bucket/litellm-bedrock-files/input.jsonl" + ).mock(return_value=httpx.Response(204)) + response = await managed_files.afile_delete( + file_id=unified_file_id, + litellm_parent_otel_span=None, + llm_router=router, + _litellm_internal_model_credentials={"s3_bucket_name": "request-bucket"}, + ) + + assert len(route.calls) == 1 + assert route.calls[0].request.headers["Authorization"].startswith("AWS4-HMAC-SHA256") + assert response.id == unified_file_id + assert response.deleted is True + table.delete.assert_awaited_once_with(where={"unified_file_id": unified_file_id}) + + +@pytest.mark.asyncio +async def test_afile_delete_returns_managed_id_for_stored_provider_output(): + from openai.types import FileDeleted + + provider_file_id = "file-error-output" + unified_file_id = _managed_deletion_file_id(provider_file_id) + stored_file = _make_file_object(provider_file_id) + managed_files, table = _managed_files_with_deletion_row(unified_file_id, provider_file_id, stored_file) + router = MagicMock( + get_deployment_credentials_with_provider=MagicMock(return_value=None), + afile_delete=AsyncMock(return_value=FileDeleted(id=provider_file_id, object="file", deleted=True)), + ) + response = await managed_files.afile_delete( + file_id=unified_file_id, + litellm_parent_otel_span=None, + llm_router=router, + _litellm_internal_model_credentials={"s3_bucket_name": "request-bucket"}, + ) + + assert response.id == unified_file_id + assert response.object == "file" + assert response.filename == stored_file.filename + assert stored_file.id == provider_file_id + router.afile_delete.assert_awaited_once_with(model="model-123", file_id=provider_file_id) + table.delete.assert_awaited_once_with(where={"unified_file_id": unified_file_id}) + + @pytest.mark.asyncio async def test_afile_content_bedrock_unified_id_end_to_end(monkeypatch): """ 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 4db131da62c..b07e5876e8b 100644 --- a/tests/test_litellm/experimental_mcp_client/test_mcp_client.py +++ b/tests/test_litellm/experimental_mcp_client/test_mcp_client.py @@ -1,9 +1,12 @@ import asyncio import base64 +import json import os import sys +from collections.abc import AsyncIterator from importlib import metadata from pathlib import Path +from typing import Final from unittest.mock import AsyncMock, MagicMock, patch import anyio @@ -11,15 +14,19 @@ import httpx import pytest from litellm.proxy._experimental.mcp_server.outbound_credentials.httpx_auth import StaticHeaderAuth from mcp import McpError +from mcp.client.streamable_http import streamable_http_client +from pydantic import ValidationError from mcp.shared.message import SessionMessage from mcp.types import ( LATEST_PROTOCOL_VERSION, + CallToolResult, ErrorData, Implementation, InitializeResult, JSONRPCError, JSONRPCMessage, JSONRPCResponse, + LoggingMessageNotificationParams, ServerCapabilities, ) @@ -29,8 +36,9 @@ import litellm.experimental_mcp_client.client as mcp_client_module from litellm.experimental_mcp_client.client import ( MCP_STREAMABLE_HTTP_REQUIREMENT, MCPClient, - _as_read_timeout, _first_non_cancelled_cause, + _TransportContext, + as_mcp_read_timeout, missing_streamable_http_client_error, strip_auth_scheme, ) @@ -859,25 +867,25 @@ def _raise_mcp_error_while_handling_a_timeout(code: int, message: str) -> McpErr return raised -def test_as_read_timeout_separates_the_sdk_timeout_from_a_relayed_upstream_error(): +def test_as_mcp_read_timeout_separates_the_sdk_timeout_from_a_relayed_upstream_error(): """Neither signal alone is enough. The code alone cannot separate the SDK's own timeout from an upstream JSON-RPC error that happens to use 408, and the context chain alone cannot separate it from any other relayed error that surfaces while a timeout is being handled, so both must hold. """ timeout_code = int(httpx.codes.REQUEST_TIMEOUT) - translated = _as_read_timeout(_raise_mcp_error_while_handling_a_timeout(timeout_code, "Timed out while waiting")) + translated = as_mcp_read_timeout(_raise_mcp_error_while_handling_a_timeout(timeout_code, "Timed out while waiting")) assert isinstance(translated, TimeoutError) assert str(translated) == "Timed out while waiting" relayed_408 = McpError(ErrorData(code=timeout_code, message="upstream said 408")) - assert _as_read_timeout(relayed_408) is None, "an upstream 408 with no elapsed timeout is not our timeout" + assert as_mcp_read_timeout(relayed_408) is None, "an upstream 408 with no elapsed timeout is not our timeout" relayed_other = _raise_mcp_error_while_handling_a_timeout(-32603, "upstream internal error") - assert _as_read_timeout(relayed_other) is None, "a non-timeout code is not our timeout, whatever the chain" + assert as_mcp_read_timeout(relayed_other) is None, "a non-timeout code is not our timeout, whatever the chain" - assert _as_read_timeout(McpError(ErrorData(code=-32603, message="boom"))) is None - assert _as_read_timeout(RuntimeError("not an McpError")) is None + assert as_mcp_read_timeout(McpError(ErrorData(code=-32603, message="boom"))) is None + assert as_mcp_read_timeout(RuntimeError("not an McpError")) is None @pytest.mark.asyncio @@ -1224,14 +1232,14 @@ def test_without_a_configured_slot_the_existing_precedence_is_unchanged(): _REDIRECT_CASES = [ - ("https://upstream.example.com/mcp", "https://upstream.example.com/other"), # same origin + ("https://upstream.example.com/mcp", "https://upstream.example.com/other"), # same origin ("https://upstream.example.com/mcp", "https://upstream.example.com:443/other"), # explicit default port - ("https://upstream.example.com/mcp", "https://attacker.example.com/collect"), # different host - ("https://upstream.example.com/mcp", "http://upstream.example.com/collect"), # scheme downgrade - ("https://upstream.example.com/mcp", "https://upstream.example.com:8443/other"), # different port - ("https://upstream.example.com/mcp", "https://sub.upstream.example.com/x"), # different host - ("http://upstream.example.com/mcp", "https://upstream.example.com/other"), # http -> https upgrade - ("http://upstream.example.com/mcp", "http://upstream.example.com/other"), # same origin, plain http + ("https://upstream.example.com/mcp", "https://attacker.example.com/collect"), # different host + ("https://upstream.example.com/mcp", "http://upstream.example.com/collect"), # scheme downgrade + ("https://upstream.example.com/mcp", "https://upstream.example.com:8443/other"), # different port + ("https://upstream.example.com/mcp", "https://sub.upstream.example.com/x"), # different host + ("http://upstream.example.com/mcp", "https://upstream.example.com/other"), # http -> https upgrade + ("http://upstream.example.com/mcp", "http://upstream.example.com/other"), # same origin, plain http ] @@ -1283,3 +1291,398 @@ def test_a_differently_cased_injected_header_cannot_shadow_the_slot() -> None: headers = client._get_auth_headers() assert [v for k, v in headers.items() if k.lower() == "esb-oauth"] == ["Bearer minted-token"] assert headers["X-Trace"] == "keep" + + +@pytest.mark.asyncio +@pytest.mark.parametrize( + ("content_type", "body", "expected_type"), + [ + ("text/html", b"secret-page", ValueError), + ("application/json", b"secret-invalid-json", ValidationError), + ("application/json", b"", ValidationError), + ("application/json", b'{"secret":"invalid-rpc"}', ValidationError), + ("application/json", b'{"jsonrpc":"2.0","id":0,"result":{"secret":"invalid-schema"}}', ValidationError), + ], +) +async def test_invalid_http_response_surfaces_without_waiting_for_timeout( + content_type: str, body: bytes, expected_type: type[Exception] +) -> None: + from litellm.proxy._experimental.mcp_server.rest_endpoints import _connection_error_message + + def respond(request: httpx.Request) -> httpx.Response: + return httpx.Response(200, headers={"Content-Type": content_type}, content=body) + + async with httpx.AsyncClient(transport=httpx.MockTransport(respond)) as http_client: + client: Final = MCPClient(server_url="https://example.com/mcp", timeout=30) + with pytest.raises(expected_type) as caught: + await asyncio.wait_for( + client._execute_session_operation( + streamable_http_client(client.server_url, http_client=http_client), + lambda session: session.list_tools(), + ), + timeout=3, + ) + + message: Final = _connection_error_message(caught.value, client.server_url, 30) + assert "unsupported content type" in message or "invalid MCP response" in message + assert "secret" not in message + assert "timed out" not in message + + +@pytest.mark.asyncio +@pytest.mark.parametrize("status_code", [200, 401, 503]) +async def test_http_response_handler_preserves_success_and_http_errors(status_code: int) -> None: + def respond(request: httpx.Request) -> httpx.Response: + if request.method == "DELETE": + return httpx.Response(200) + payload: Final = json.loads(request.content) + if "id" not in payload: + return httpx.Response(202) + result: Final = ( + { + "protocolVersion": LATEST_PROTOCOL_VERSION, + "capabilities": {}, + "serverInfo": {"name": "test", "version": "1"}, + } + if payload["method"] == "initialize" + else {"tools": []} + ) + return httpx.Response(status_code, json={"jsonrpc": "2.0", "id": payload["id"], "result": result}) + + async with httpx.AsyncClient(transport=httpx.MockTransport(respond)) as http_client: + client: Final = MCPClient(server_url="https://example.com/mcp", timeout=30) + operation: Final = client._execute_session_operation( + streamable_http_client(client.server_url, http_client=http_client), lambda session: session.list_tools() + ) + if status_code == 200: + result: Final = await asyncio.wait_for(operation, timeout=3) + assert result.tools == [] + else: + with pytest.raises(httpx.HTTPStatusError) as caught: + await asyncio.wait_for(operation, timeout=3) + assert caught.value.response.status_code == status_code + + +@pytest.mark.asyncio +async def test_http_response_handler_preserves_notifications_and_tool_listing() -> None: + notification: Final = { + "jsonrpc": "2.0", + "method": "notifications/message", + "params": {"level": "info", "data": "Listing tools"}, + } + logging_callback: Final = AsyncMock() + + def respond(request: httpx.Request) -> httpx.Response: + if request.method == "DELETE": + return httpx.Response(200) + payload: Final = json.loads(request.content) + if "id" not in payload: + return httpx.Response(202) + if payload["method"] == "initialize": + return httpx.Response( + 200, + json={ + "jsonrpc": "2.0", + "id": payload["id"], + "result": { + "protocolVersion": LATEST_PROTOCOL_VERSION, + "capabilities": {"logging": {}, "tools": {}}, + "serverInfo": {"name": "test", "version": "1"}, + }, + }, + ) + response: Final = { + "jsonrpc": "2.0", + "id": payload["id"], + "result": {"tools": [{"name": "search", "inputSchema": {"type": "object"}}]}, + } + return httpx.Response( + 200, + headers={"Content-Type": "text/event-stream"}, + content="".join(f"event: message\ndata: {json.dumps(message)}\n\n" for message in (notification, response)), + ) + + async with httpx.AsyncClient(transport=httpx.MockTransport(respond)) as http_client: + client: Final = MCPClient(server_url="https://example.com/mcp", timeout=30, logging_callback=logging_callback) + result: Final = await asyncio.wait_for( + client._execute_session_operation( + streamable_http_client(client.server_url, http_client=http_client), lambda session: session.list_tools() + ), + timeout=3, + ) + + assert [tool.name for tool in result.tools] == ["search"] + logging_callback.assert_awaited_once_with(LoggingMessageNotificationParams(level="info", data="Listing tools")) + + +@pytest.mark.asyncio +async def test_invalid_tool_list_schema_is_identified_as_an_upstream_response() -> None: + from litellm.proxy._experimental.mcp_server.rest_endpoints import _connection_error_message + + def respond(request: httpx.Request) -> httpx.Response: + if request.method == "DELETE": + return httpx.Response(200) + payload: Final = json.loads(request.content) + if "id" not in payload: + return httpx.Response(202) + result: Final = ( + { + "protocolVersion": LATEST_PROTOCOL_VERSION, + "capabilities": {}, + "serverInfo": {"name": "test", "version": "1"}, + } + if payload["method"] == "initialize" + else {"tools": "secret-invalid-tools"} + ) + return httpx.Response(200, json={"jsonrpc": "2.0", "id": payload["id"], "result": result}) + + async with httpx.AsyncClient(transport=httpx.MockTransport(respond)) as http_client: + client: Final = MCPClient(server_url="https://example.com/mcp", timeout=30) + with pytest.raises(ValidationError) as caught: + await asyncio.wait_for( + client._execute_session_operation( + streamable_http_client(client.server_url, http_client=http_client), + lambda session: session.list_tools(), + ), + timeout=3, + ) + + message: Final = _connection_error_message(caught.value, client.server_url, 30) + assert "invalid MCP response" in message + assert "secret" not in message + + +class _DiagnosticSSEStream(httpx.AsyncByteStream): + def __init__(self, messages: asyncio.Queue[bytes | Exception | None]) -> None: + self.messages = messages + + async def __aiter__(self) -> AsyncIterator[bytes]: + yield b"event: endpoint\ndata: /messages\n\n" + while True: + message: Final = await self.messages.get() + if message is None: + return + if isinstance(message, Exception): + raise message + yield b"event: message\ndata: " + message + b"\n\n" + + +_DIAGNOSTIC_STDIO_SERVER: Final = """ +import json, sys +mode, failure_method = sys.argv[1:] +for line in sys.stdin: + request = json.loads(line) + if "method" not in request or "id" not in request: + continue + if request["method"] == failure_method: + if mode == "bad-json": + print("secret-invalid-json", flush=True) + continue + if mode == "closed": + sys.exit(0) + if mode == "silent": + print(json.dumps({"jsonrpc": "2.0", "method": "notifications/message", "params": {"level": "info", "data": "Waiting"}}), flush=True) + continue + if request["method"] == "initialize": + result = {"protocolVersion": request["params"]["protocolVersion"], "capabilities": {"tools": {}, "logging": {}}, "serverInfo": {"name": "diagnostic", "version": "1"}} + elif request["method"] == "tools/list": + print(json.dumps({"jsonrpc": "2.0", "method": "notifications/message", "params": {"level": "info", "data": "Listing tools"}}), flush=True) + print(json.dumps({"jsonrpc": "2.0", "id": "unmatched", "result": {}}), flush=True) + print(json.dumps({"jsonrpc": "2.0", "id": "server-ping", "method": "ping"}), flush=True) + result = {"tools": [{"name": "ping", "inputSchema": {"type": "object"}}]} + else: + result = {"content": [{"type": "text", "text": "pong"}], "isError": False} + print(json.dumps({"jsonrpc": "2.0", "id": request["id"], "result": result}), flush=True) +""" + + +def _diagnostic_transport(transport: MCPTransport, mode: str, failure_method: str) -> _TransportContext: + from mcp import StdioServerParameters + from mcp.client.sse import sse_client + from mcp.client.stdio import stdio_client + + if transport == MCPTransport.stdio: + return stdio_client( + StdioServerParameters( + command=sys.executable, args=["-u", "-c", _DIAGNOSTIC_STDIO_SERVER, mode, failure_method] + ) + ) + messages: Final[asyncio.Queue[bytes | Exception | None]] = asyncio.Queue() + + async def respond(request: httpx.Request) -> httpx.Response: + if request.method == "GET": + return httpx.Response( + 200, headers={"Content-Type": "text/event-stream"}, stream=_DiagnosticSSEStream(messages) + ) + payload: Final = json.loads(request.content) + if "method" not in payload or "id" not in payload: + return httpx.Response(202) + if payload["method"] == failure_method and mode != "ok": + if mode == "bad-json": + await messages.put(b"secret-invalid-json") + elif mode == "io-error": + await messages.put(httpx.ReadError("secret-read-error")) + elif mode == "closed": + await messages.put(None) + elif mode == "silent": + await messages.put( + b'{"jsonrpc":"2.0","method":"notifications/message","params":{"level":"info","data":"Waiting"}}' + ) + return httpx.Response(202) + if payload["method"] == "tools/list": + for message in ( + { + "jsonrpc": "2.0", + "method": "notifications/message", + "params": {"level": "info", "data": "Listing tools"}, + }, + {"jsonrpc": "2.0", "id": "unmatched", "result": {}}, + {"jsonrpc": "2.0", "id": "server-ping", "method": "ping"}, + ): + await messages.put(json.dumps(message).encode()) + result: Final = ( + { + "protocolVersion": LATEST_PROTOCOL_VERSION, + "capabilities": {"tools": {}, "logging": {}}, + "serverInfo": {"name": "diagnostic", "version": "1"}, + } + if payload["method"] == "initialize" + else {"tools": [{"name": "ping", "inputSchema": {"type": "object"}}]} + if payload["method"] == "tools/list" + else {"content": [{"type": "text", "text": "pong"}], "isError": False} + ) + await messages.put(json.dumps({"jsonrpc": "2.0", "id": payload["id"], "result": result}).encode()) + return httpx.Response(202) + + def factory( + headers: dict[str, str] | None = None, + timeout: httpx.Timeout | None = None, + auth: httpx.Auth | None = None, + ) -> httpx.AsyncClient: + return httpx.AsyncClient(transport=httpx.MockTransport(respond), headers=headers, timeout=timeout, auth=auth) + + return sse_client("https://example.com/sse", httpx_client_factory=factory) + + +@pytest.mark.asyncio +@pytest.mark.parametrize("transport", [MCPTransport.sse, MCPTransport.stdio]) +@pytest.mark.parametrize("failure_method", ["initialize", "tools/list"]) +async def test_transport_parsing_failure_is_preserved(transport: MCPTransport, failure_method: str) -> None: + client: Final = MCPClient(server_url="https://example.com/sse", transport_type=transport, timeout=0.2) + with pytest.raises(ValidationError): + await asyncio.wait_for( + client._execute_session_operation( + _diagnostic_transport(transport, "bad-json", failure_method), lambda session: session.list_tools() + ), + timeout=3, + ) + + +@pytest.mark.asyncio +async def test_sse_read_failure_is_preserved() -> None: + client: Final = MCPClient(server_url="https://example.com/sse", transport_type=MCPTransport.sse, timeout=0.2) + with pytest.raises(httpx.ReadError, match="secret-read-error"): + await asyncio.wait_for( + client._execute_session_operation( + _diagnostic_transport(MCPTransport.sse, "io-error", "tools/list"), lambda session: session.list_tools() + ), + timeout=3, + ) + + +@pytest.mark.asyncio +@pytest.mark.parametrize("transport", [MCPTransport.sse, MCPTransport.stdio]) +@pytest.mark.parametrize("mode", ["ok", "closed", "silent"]) +async def test_transport_completion_and_normal_messages(transport: MCPTransport, mode: str) -> None: + from mcp import ClientSession + from litellm.proxy._experimental.mcp_server.rest_endpoints import _connection_error_message + + logging_callback: Final = AsyncMock() + client: Final = MCPClient( + server_url="https://example.com/sse", transport_type=transport, timeout=0.2, logging_callback=logging_callback + ) + + async def operation(session: ClientSession) -> CallToolResult: + tools: Final = await session.list_tools() + assert [tool.name for tool in tools.tools] == ["ping"] + return await session.call_tool("ping", {}) + + pending: Final = client._execute_session_operation(_diagnostic_transport(transport, mode, "tools/list"), operation) + if mode == "ok": + result: Final = await asyncio.wait_for(pending, timeout=3) + assert result.isError is False + assert result.content[0].text == "pong" + logging_callback.assert_awaited_once_with(LoggingMessageNotificationParams(level="info", data="Listing tools")) + else: + with pytest.raises(McpError) as caught: + await asyncio.wait_for(pending, timeout=3) + if mode == "closed": + assert "connection was closed" in _connection_error_message(caught.value, client.server_url, 0.2) + else: + assert isinstance(as_mcp_read_timeout(caught.value), TimeoutError) + + +@pytest.mark.asyncio +@pytest.mark.parametrize("transport", [MCPTransport.sse, MCPTransport.stdio]) +async def test_transport_cancellation_cleans_up_a_pending_request(transport: MCPTransport) -> None: + ready: Final = asyncio.Event() + + async def on_log(message: LoggingMessageNotificationParams) -> None: + if message.data == "Waiting": + ready.set() + + client: Final = MCPClient( + server_url="https://example.com/sse", transport_type=transport, timeout=30, logging_callback=on_log + ) + task: Final = asyncio.create_task( + client._execute_session_operation( + _diagnostic_transport(transport, "silent", "tools/list"), lambda session: session.list_tools() + ) + ) + try: + await asyncio.wait_for(ready.wait(), timeout=3) + finally: + task.cancel() + with pytest.raises(asyncio.CancelledError): + await asyncio.wait_for(task, timeout=3) + + +class _InterruptedHTTPBody(httpx.AsyncByteStream): + async def __aiter__(self) -> AsyncIterator[bytes]: + yield b'{"jsonrpc":' + raise httpx.RemoteProtocolError("secret-incomplete-response") + + +@pytest.mark.asyncio +async def test_interrupted_http_response_preserves_the_transport_failure() -> None: + def respond(request: httpx.Request) -> httpx.Response: + return httpx.Response(200, headers={"Content-Type": "application/json"}, stream=_InterruptedHTTPBody()) + + async with httpx.AsyncClient(transport=httpx.MockTransport(respond)) as http_client: + client: Final = MCPClient(server_url="https://example.com/mcp", timeout=30) + with pytest.raises(httpx.RemoteProtocolError, match="secret-incomplete-response"): + await asyncio.wait_for( + client._execute_session_operation( + streamable_http_client(client.server_url, http_client=http_client), + lambda session: session.list_tools(), + ), + timeout=3, + ) + + +@pytest.mark.asyncio +async def test_empty_http_event_stream_uses_the_existing_request_deadline() -> None: + def respond(request: httpx.Request) -> httpx.Response: + return httpx.Response(200, headers={"Content-Type": "text/event-stream"}, content=b"") + + async with httpx.AsyncClient(transport=httpx.MockTransport(respond)) as http_client: + client: Final = MCPClient(server_url="https://example.com/mcp", timeout=0.2) + with pytest.raises(McpError) as caught: + await asyncio.wait_for( + client._execute_session_operation( + streamable_http_client(client.server_url, http_client=http_client), + lambda session: session.list_tools(), + ), + timeout=3, + ) + assert isinstance(as_mcp_read_timeout(caught.value), TimeoutError) diff --git a/tests/test_litellm/integrations/otel/test_otel_v2_destinations.py b/tests/test_litellm/integrations/otel/test_otel_v2_destinations.py index 1799381bada..67695d5aed8 100644 --- a/tests/test_litellm/integrations/otel/test_otel_v2_destinations.py +++ b/tests/test_litellm/integrations/otel/test_otel_v2_destinations.py @@ -2,7 +2,9 @@ import contextvars import time +from base64 import b64encode from collections.abc import Mapping +from functools import reduce from types import MappingProxyType import pytest @@ -49,8 +51,11 @@ from litellm.integrations.otel.presets.destinations import ( destination_for, ) from litellm.integrations.otel.presets.langfuse import langfuse_preset -from litellm.proxy._types import UserAPIKeyAuth -from litellm.proxy.litellm_pre_call_utils import resolve_tenant_otel_destinations +from litellm.proxy._types import AddTeamCallback, UserAPIKeyAuth +from litellm.proxy.litellm_pre_call_utils import ( + convert_key_logging_metadata_to_callback, + resolve_tenant_otel_destinations, +) from litellm.types.utils import StandardCallbackDynamicParams LANGFUSE_DEST = OtelDestination( @@ -1822,6 +1827,26 @@ class TestTenantConfigAgreement: assert [d.endpoint for d in destinations] == ["http://key.local/api/public/otel"] + def test_a_failure_entry_still_wins_the_merge_next_to_a_success_entry(self): + entries = [ + {**self._entry("http://team.local"), "callback_type": "success"}, + { + **self._entry("http://key.local", langfuse_public_key="pk-failure", langfuse_secret_key="sk-failure"), + "callback_type": "failure", + }, + ] + runtime = reduce( + lambda merged, entry: convert_key_logging_metadata_to_callback(AddTeamCallback(**entry), merged), + entries, + None, + ) + + destinations = resolve_tenant_otel_destinations(UserAPIKeyAuth(team_metadata={"logging": entries})) + + assert runtime.callback_vars["langfuse_host"] == "http://key.local" + assert [d.endpoint for d in destinations] == ["http://key.local/api/public/otel"] + assert destinations[0].headers["Authorization"] == f"Basic {b64encode(b'pk-failure:sk-failure').decode()}" + @pytest.fixture def premium(self, monkeypatch): from litellm.proxy import proxy_server diff --git a/tests/test_litellm/integrations/test_custom_guardrail.py b/tests/test_litellm/integrations/test_custom_guardrail.py index cd8d609cf71..ddc8439a83a 100644 --- a/tests/test_litellm/integrations/test_custom_guardrail.py +++ b/tests/test_litellm/integrations/test_custom_guardrail.py @@ -1842,12 +1842,14 @@ class _ApplyStyleGuardrail(CustomGuardrail): self.block = block self.apply_called = False self.seen_texts = None + self.seen_request_data = None async def apply_guardrail(self, inputs, request_data, input_type, logging_obj=None): from fastapi import HTTPException self.apply_called = True self.seen_texts = inputs.get("texts") + self.seen_request_data = request_data if self.block: raise HTTPException(status_code=400, detail={"error": "Violated moderation policy"}) return inputs @@ -2646,6 +2648,91 @@ class TestCustomGuardrailPostCallSuccessDeploymentHook: which starved every later callback in litellm.callbacks (notably the lazily-appended VectorStorePreCallHook that attaches provider_specific_fields["search_results"]).""" + @pytest.mark.asyncio + async def test_apply_guardrail_retains_request_identity(self) -> None: + from litellm.types.guardrails import GuardrailEventHooks + from litellm.types.utils import Choices, Message, ModelResponse + + guardrail: Final = _ApplyStyleGuardrail(block=False) + guardrail.event_hook = GuardrailEventHooks.post_call + request_data: Final = {"guardrails": ["apply-style-guardrail"]} + response: Final = ModelResponse(choices=[Choices(message=Message(content="review me"))]) + + await guardrail.async_post_call_success_deployment_hook( + request_data=request_data, response=response, call_type=CallTypes.acompletion + ) + + assert guardrail.seen_request_data is request_data + assert guardrail.seen_texts == ["review me"] + assert "guardrail_to_apply" not in request_data + + @pytest.mark.asyncio + @pytest.mark.parametrize("call_type", (None, CallTypes.acompletion)) + async def test_apply_guardrail_masks_response_and_records_metadata(self, call_type: CallTypes | None) -> None: + from litellm.proxy.guardrails.guardrail_hooks.litellm_content_filter.content_filter import ( + ContentFilterGuardrail, + ) + from litellm.types.guardrails import BlockedWord, ContentFilterAction, GuardrailEventHooks + from litellm.types.utils import Choices, Message, ModelResponse + + guardrail: Final = ContentFilterGuardrail( + guardrail_name="response-filter", + event_hook=GuardrailEventHooks.post_call, + blocked_words=[BlockedWord(keyword="secret", action=ContentFilterAction.MASK)], + ) + request_data: Final = {"guardrails": ["response-filter"]} + response: Final = ModelResponse(choices=[Choices(message=Message(content="a secret"))]) + + result: Final = await guardrail.async_post_call_success_deployment_hook( + request_data=request_data, response=response, call_type=call_type + ) + + assert isinstance(result, ModelResponse) + assert result.choices[0].message.content == f"a {guardrail.keyword_redaction_tag}" + entries: Final = _guardrail_entries(request_data) + assert len(entries) == 1 + assert entries[0]["guardrail_name"] == "response-filter" + assert entries[0]["guardrail_mode"] == "post_call" + assert "guardrail_to_apply" not in request_data + + @pytest.mark.asyncio + @pytest.mark.parametrize("error_type", (None, RuntimeError, asyncio.CancelledError)) + async def test_dispatch_cleans_up_request_on_every_exit(self, error_type: type[BaseException] | None) -> None: + from contextlib import nullcontext + + from litellm.integrations.custom_logger import CustomLogger + from litellm.types.utils import LLMResponseTypes, ModelResponse + + error: Final = error_type("dispatch interrupted") if error_type is not None else None + + class Dispatch(CustomLogger): + request_data: dict[str, object] | None = None + + async def async_post_call_success_hook( + self, data: dict[str, object], user_api_key_dict: UserAPIKeyAuth, response: LLMResponseTypes + ) -> LLMResponseTypes: + self.request_data = data + if error is not None: + raise error + return response + + dispatch: Final = Dispatch() + + class Guardrail(_ApplyStyleGuardrail): + def _deployment_hook_target(self) -> CustomLogger: + return dispatch + + guardrail: Final = Guardrail(block=False) + guardrail.event_hook = GuardrailEventHooks.post_call + request_data: Final = {"guardrails": ["apply-style-guardrail"]} + with pytest.raises(error_type) if error_type is not None else nullcontext(): + await guardrail.async_post_call_success_deployment_hook( + request_data=request_data, response=ModelResponse(), call_type=CallTypes.acompletion + ) + + assert dispatch.request_data is request_data + assert "guardrail_to_apply" not in request_data + @pytest.mark.asyncio async def test_returns_none_when_request_has_no_guardrails(self): from litellm.types.utils import ModelResponse @@ -2740,4 +2827,5 @@ class TestCustomGuardrailPostCallSuccessDeploymentHook: assert result is response assert response.choices[0].message.content == "filtered response" - assert request_data == {"guardrails": ["test-guardrail"]} + assert "guardrail_to_apply" not in request_data + assert len(_guardrail_entries(request_data)) == 1 diff --git a/tests/test_litellm/litellm_core_utils/llm_cost_calc/test_llm_cost_calc_utils.py b/tests/test_litellm/litellm_core_utils/llm_cost_calc/test_llm_cost_calc_utils.py index 65a6dd2a4ca..fbb9d178390 100644 --- a/tests/test_litellm/litellm_core_utils/llm_cost_calc/test_llm_cost_calc_utils.py +++ b/tests/test_litellm/litellm_core_utils/llm_cost_calc/test_llm_cost_calc_utils.py @@ -1,9 +1,11 @@ import json +from datetime import datetime, timezone import pytest from fastapi.testclient import TestClient import litellm +from litellm._internal_context import pinned_billing_time from litellm.litellm_core_utils.llm_cost_calc.tool_call_cost_tracking import ( StandardBuiltInToolCostTracking, ) @@ -27,10 +29,10 @@ from litellm.types.utils import ( ) from litellm.litellm_core_utils.llm_cost_calc.utils import ( + BilledTokenRates, CostCalculatorUtils, PromptTokensDetailsResult, TokenRates, - TokenTypeCostBreakdown, _calculate_input_cost, _get_token_base_cost, _is_off_peak, @@ -38,6 +40,7 @@ from litellm.litellm_core_utils.llm_cost_calc.utils import ( apply_off_peak_pricing, calculate_cache_writing_cost, generic_cost_per_token, + get_billed_token_rates, get_token_type_cost_breakdown, ) from litellm.types.utils import CacheCreationTokenDetails, Usage @@ -3906,6 +3909,200 @@ def test_token_type_cost_breakdown_reconciles_with_generic_total(_local_model_co assert text_input_cost + breakdown.cache_read_cost == pytest.approx(prompt_cost) +def _custom_priced_usage() -> Usage: + return Usage( + prompt_tokens=1000, + completion_tokens=500, + total_tokens=1500, + prompt_tokens_details=PromptTokensDetailsWrapper(cached_tokens=800, cache_creation_tokens=100), + completion_tokens_details=CompletionTokensDetailsWrapper(reasoning_tokens=200), + ) + + +def test_token_type_cost_breakdown_prices_custom_pricing_from_its_flat_rates(): + """ + A custom-priced deployment, usually absent from the cost map, used to get zero cache and + reasoning lines while its total already billed cache tokens at the custom cache rates. + The lines must come from the same flat rates: a configured cache rate, else the input + rate for cache tokens and the output rate for reasoning tokens. + """ + from litellm.types.utils import CostPerToken + + breakdown = get_token_type_cost_breakdown( + model="openai/onprem-model", + custom_llm_provider="openai", + usage=_custom_priced_usage(), + custom_cost_per_token=CostPerToken( + input_cost_per_token=1e-6, output_cost_per_token=2e-6, cache_read_input_token_cost=1e-7 + ), + ) + + assert breakdown.cache_read_cost == pytest.approx(800 * 1e-7) + assert breakdown.cache_creation_cost == pytest.approx(100 * 1e-6) + assert breakdown.reasoning_cost == pytest.approx(200 * 2e-6) + + +def test_token_type_cost_breakdown_reconciles_with_custom_pricing_totals(): + from litellm.cost_calculator import cost_per_token + from litellm.types.utils import CostPerToken + + usage = _custom_priced_usage() + custom_cost_per_token = CostPerToken( + input_cost_per_token=1e-6, + output_cost_per_token=2e-6, + cache_read_input_token_cost=1e-7, + cache_creation_input_token_cost=1.25e-6, + ) + + prompt_cost, completion_cost = cost_per_token( + model="openai/onprem-model", + custom_llm_provider="openai", + prompt_tokens=1000, + completion_tokens=500, + usage_object=usage, + custom_cost_per_token=custom_cost_per_token, + ) + breakdown = get_token_type_cost_breakdown( + model="openai/onprem-model", + custom_llm_provider="openai", + usage=usage, + custom_cost_per_token=custom_cost_per_token, + ) + + assert 100 * 1e-6 + breakdown.cache_read_cost + breakdown.cache_creation_cost == pytest.approx(prompt_cost) + assert 300 * 2e-6 + breakdown.reasoning_cost == pytest.approx(completion_cost) + + +def test_billed_token_rates_follow_the_token_tier_the_breakdown_bills_at(monkeypatch): + monkeypatch.setitem( + litellm.model_cost, + "tiered-cache-model", + { + "input_cost_per_token": 3e-6, + "output_cost_per_token": 15e-6, + "cache_read_input_token_cost": 3e-7, + "cache_creation_input_token_cost": 3.75e-6, + "input_cost_per_token_above_200k_tokens": 6e-6, + "output_cost_per_token_above_200k_tokens": 3e-5, + "cache_read_input_token_cost_above_200k_tokens": 6e-7, + "cache_creation_input_token_cost_above_200k_tokens": 7.5e-6, + "litellm_provider": "openai", + "mode": "chat", + }, + ) + usage = Usage( + prompt_tokens=250_000, + completion_tokens=1_000, + total_tokens=251_000, + prompt_tokens_details=PromptTokensDetailsWrapper(cached_tokens=200_000, cache_creation_tokens=10_000), + completion_tokens_details=CompletionTokensDetailsWrapper(reasoning_tokens=200), + ) + + rates = get_billed_token_rates(model="tiered-cache-model", custom_llm_provider="openai", usage=usage) + breakdown = get_token_type_cost_breakdown(model="tiered-cache-model", custom_llm_provider="openai", usage=usage) + + assert rates == BilledTokenRates( + input_cost_per_token=6e-6, + output_cost_per_token=3e-5, + cache_read_input_token_cost=6e-7, + cache_creation_input_token_cost=7.5e-6, + cache_creation_input_token_cost_above_1hr=0.0, + output_cost_per_reasoning_token=3e-5, + ) + assert breakdown.cache_read_cost == pytest.approx(200_000 * rates.cache_read_input_token_cost) + assert breakdown.cache_creation_cost == pytest.approx(10_000 * rates.cache_creation_input_token_cost) + assert breakdown.reasoning_cost == pytest.approx(200 * rates.output_cost_per_reasoning_token) + + +def test_a_pinned_billing_time_prices_the_totals_and_the_reported_rates_at_one_moment(monkeypatch): + """Totals and reported rates resolve off-peak pricing on separate paths that each read the + clock, so a window opening between the two reads used to leave them describing one request + at two different prices. Pinned, both must answer for the pinned moment.""" + monkeypatch.setitem( + litellm.model_cost, + "off-peak-model", + { + "input_cost_per_token": 3e-6, + "output_cost_per_token": 15e-6, + "off_peak_pricing": { + "hours_utc": "02:00-03:00", + "input_cost_per_token": 1e-6, + "output_cost_per_token": 5e-6, + }, + "litellm_provider": "openai", + "mode": "chat", + }, + ) + usage = Usage(prompt_tokens=1000, completion_tokens=500, total_tokens=1500) + + with pinned_billing_time(datetime(2026, 1, 1, 2, 30, tzinfo=timezone.utc)): + off_peak_prompt_cost, off_peak_completion_cost = generic_cost_per_token( + model="off-peak-model", usage=usage, custom_llm_provider="openai" + ) + off_peak_rates = get_billed_token_rates(model="off-peak-model", custom_llm_provider="openai", usage=usage) + with pinned_billing_time(datetime(2026, 1, 1, 12, 30, tzinfo=timezone.utc)): + peak_prompt_cost, peak_completion_cost = generic_cost_per_token( + model="off-peak-model", usage=usage, custom_llm_provider="openai" + ) + peak_rates = get_billed_token_rates(model="off-peak-model", custom_llm_provider="openai", usage=usage) + + assert off_peak_rates.input_cost_per_token == pytest.approx(1e-6) + assert peak_rates.input_cost_per_token == pytest.approx(3e-6) + assert off_peak_prompt_cost == pytest.approx(1000 * off_peak_rates.input_cost_per_token) + assert off_peak_completion_cost == pytest.approx(500 * off_peak_rates.output_cost_per_token) + assert peak_prompt_cost == pytest.approx(1000 * peak_rates.input_cost_per_token) + assert peak_completion_cost == pytest.approx(500 * peak_rates.output_cost_per_token) + + +def test_the_token_type_breakdown_carries_the_rates_it_billed_at(monkeypatch): + """Callers that report both the lines and the rates read the rates off the breakdown rather than + resolving them a second time, so the breakdown has to hand back exactly what it billed at.""" + monkeypatch.setitem( + litellm.model_cost, + "xai/tiered-model", + { + "input_cost_per_token": 3e-6, + "output_cost_per_token": 15e-6, + "cache_read_input_token_cost": 3e-7, + "input_cost_per_token_above_200k_tokens": 6e-6, + "output_cost_per_token_above_200k_tokens": 3e-5, + "cache_read_input_token_cost_above_200k_tokens": 6e-7, + "litellm_provider": "xai", + "mode": "chat", + }, + ) + usage = Usage( + prompt_tokens=200_000, + completion_tokens=1_000, + total_tokens=201_000, + prompt_tokens_details=PromptTokensDetailsWrapper(cached_tokens=100_000), + ) + + breakdown = get_token_type_cost_breakdown(model="xai/tiered-model", custom_llm_provider="xai", usage=usage) + + assert breakdown.rates == get_billed_token_rates( + model="xai/tiered-model", custom_llm_provider="xai", usage=usage + ) + assert breakdown.rates.cache_read_input_token_cost == pytest.approx(6e-7) + assert breakdown.cache_read_cost == pytest.approx(100_000 * breakdown.rates.cache_read_input_token_cost) + + +def test_the_token_type_breakdown_reports_no_rates_for_an_unpriced_model(): + usage = Usage(prompt_tokens=10, completion_tokens=5, total_tokens=15) + + breakdown = get_token_type_cost_breakdown( + model="no-such-model-anywhere", custom_llm_provider="openai", usage=usage + ) + + assert breakdown.rates is None + + +def test_billed_token_rates_are_none_for_an_unpriced_model(): + usage = Usage(prompt_tokens=10, completion_tokens=5, total_tokens=15) + + assert get_billed_token_rates(model="no-such-model-anywhere", custom_llm_provider="openai", usage=usage) is None + + def test_token_type_cost_breakdown_zero_without_special_tokens(_local_model_cost_map): usage = Usage(prompt_tokens=100, completion_tokens=50, total_tokens=150) @@ -3913,9 +4110,7 @@ def test_token_type_cost_breakdown_zero_without_special_tokens(_local_model_cost model="gpt-4o", custom_llm_provider="openai", usage=usage ) - assert breakdown == TokenTypeCostBreakdown( - reasoning_cost=0.0, cache_read_cost=0.0, cache_creation_cost=0.0 - ) + assert (breakdown.reasoning_cost, breakdown.cache_read_cost, breakdown.cache_creation_cost) == (0.0, 0.0, 0.0) @pytest.mark.parametrize( @@ -3987,9 +4182,7 @@ def test_token_type_cost_breakdown_handles_unknown_model_gracefully(): completion_tokens_details=CompletionTokensDetailsWrapper(reasoning_tokens=5), ), ) - assert breakdown == TokenTypeCostBreakdown( - reasoning_cost=0.0, cache_read_cost=0.0, cache_creation_cost=0.0 - ) + assert (breakdown.reasoning_cost, breakdown.cache_read_cost, breakdown.cache_creation_cost) == (0.0, 0.0, 0.0) def test_token_type_cost_breakdown_applies_regional_uplift(_local_model_cost_map): diff --git a/tests/test_litellm/litellm_core_utils/test_get_model_cost_map.py b/tests/test_litellm/litellm_core_utils/test_get_model_cost_map.py index 18185126775..c509c8399c9 100644 --- a/tests/test_litellm/litellm_core_utils/test_get_model_cost_map.py +++ b/tests/test_litellm/litellm_core_utils/test_get_model_cost_map.py @@ -6,6 +6,8 @@ count actual model entries, not reserved meta keys) and the extraction of the import json import os +import sys +import threading import pytest @@ -20,21 +22,29 @@ from litellm.litellm_core_utils.get_model_cost_map import ( GetModelCostMap, _count_model_entries, _finalize_model_cost_map, + get_model_cost_map_provenance, + git_blob_id, ) def _load_root_cost_map() -> dict: - path = os.path.join( - os.path.dirname(__file__), "../../../model_prices_and_context_window.json" - ) + path = os.path.join(os.path.dirname(__file__), "../../../model_prices_and_context_window.json") with open(path) as f: return json.load(f) +def _bundled_blob_id() -> str: + path = os.path.join(os.path.dirname(__file__), "../../../litellm/model_prices_and_context_window_backup.json") + with open(path, "rb") as f: + return git_blob_id(f.read()) + + +def test_git_blob_id_is_what_git_hash_object_prints(): + assert git_blob_id(b'{"gpt-5.4-mini": {"mode": "chat"}}\n') == "18b9a8381e13a3b38a2128f184f631f95829e987" + + def _make_models(n: int) -> dict: - return { - f"model-{i}": {"litellm_provider": "openai", "mode": "chat"} for i in range(n) - } + return {f"model-{i}": {"litellm_provider": "openai", "mode": "chat"} for i in range(n)} def test_count_model_entries_excludes_reserved_keys(): @@ -117,9 +127,7 @@ def test_finalize_pops_key_and_installs_rules(): def test_finalize_with_no_block_clears_rules(): previous = list(get_fallback_generalization_rules()) try: - set_fallback_generalizations( - [{"name": "stale", "pattern": r"^x", "model_info": {"a": 1}}] - ) + set_fallback_generalizations([{"name": "stale", "pattern": r"^x", "model_info": {"a": 1}}]) _finalize_model_cost_map(_make_models(2)) assert match_capability_generalizations("x-1") is None finally: @@ -298,17 +306,14 @@ def test_openrouter_catalog_costs_match_live_headline_rates(cost_map: dict): assert entry["output_cost_per_token"] != stale_out, model -def test_get_model_cost_map_stamps_loaded_at(monkeypatch): +def test_get_model_cost_map_stamps_loaded_at(): """The load time feeds each pod's reload-due decision; a load that does not stamp it would make manual reload requests race the proxy's startup""" from datetime import datetime, timezone from litellm.litellm_core_utils import get_model_cost_map as module - monkeypatch.setattr(module._cost_map_source_info, "loaded_at", None) - client, _calls = _mock_client( - [httpx.Response(200, content=_real_map_bytes())], client_cls=httpx.Client - ) + client, _calls = _mock_client([httpx.Response(200, content=_real_map_bytes())], client_cls=httpx.Client) before = datetime.now(timezone.utc) module.get_model_cost_map(url="https://example.invalid/cost_map.json", client=client) @@ -317,12 +322,14 @@ def test_get_model_cost_map_stamps_loaded_at(monkeypatch): assert loaded_at is not None assert before <= loaded_at <= datetime.now(timezone.utc) + # --------------------------------------------------------------------------- # refetch_model_cost_map: retry/backoff behavior for runtime reloads # --------------------------------------------------------------------------- import functools import random +from datetime import datetime, timezone import httpx @@ -382,9 +389,7 @@ async def test_refetch_retries_429_honoring_retry_after(): ] ) sleeper = _SleepRecorder() - result = await refetch_model_cost_map( - url=_URL, sleep=sleeper, rng=random.Random(0), client=client - ) + result = await refetch_model_cost_map(url=_URL, sleep=sleeper, rng=random.Random(0), client=client) assert isinstance(result, ModelCostMapReloaded) assert len(result.model_cost_map) > 100 assert calls["count"] == 3 @@ -396,9 +401,7 @@ async def test_refetch_gives_up_after_max_attempts_with_exponential_backoff(): """All 429 without Retry-After: exponential backoff waits, then a failure value.""" client, calls = _mock_client([httpx.Response(429)]) sleeper = _SleepRecorder() - result = await refetch_model_cost_map( - url=_URL, sleep=sleeper, rng=random.Random(0), client=client - ) + result = await refetch_model_cost_map(url=_URL, sleep=sleeper, rng=random.Random(0), client=client) assert isinstance(result, ModelCostMapReloadUnavailable) assert "429" in result.reason assert "after 3 attempts" in result.reason @@ -418,9 +421,7 @@ async def test_refetch_caps_retry_after_wait(): ] ) sleeper = _SleepRecorder() - result = await refetch_model_cost_map( - url=_URL, sleep=sleeper, rng=random.Random(0), client=client - ) + result = await refetch_model_cost_map(url=_URL, sleep=sleeper, rng=random.Random(0), client=client) assert isinstance(result, ModelCostMapReloaded) assert sleeper.waits == [30.0] @@ -435,9 +436,7 @@ async def test_refetch_retries_transport_errors(): ] ) sleeper = _SleepRecorder() - result = await refetch_model_cost_map( - url=_URL, sleep=sleeper, rng=random.Random(0), client=client - ) + result = await refetch_model_cost_map(url=_URL, sleep=sleeper, rng=random.Random(0), client=client) assert isinstance(result, ModelCostMapReloaded) assert calls["count"] == 2 assert len(sleeper.waits) == 1 @@ -448,9 +447,7 @@ async def test_refetch_non_retryable_status_fails_immediately(): """A 404 is permanent: one attempt, no sleeps, failure value.""" client, calls = _mock_client([httpx.Response(404)]) sleeper = _SleepRecorder() - result = await refetch_model_cost_map( - url=_URL, sleep=sleeper, rng=random.Random(0), client=client - ) + result = await refetch_model_cost_map(url=_URL, sleep=sleeper, rng=random.Random(0), client=client) assert isinstance(result, ModelCostMapReloadUnavailable) assert "404" in result.reason assert calls["count"] == 1 @@ -461,9 +458,7 @@ async def test_refetch_non_retryable_status_fails_immediately(): async def test_refetch_invalid_json_fails_immediately(): client, calls = _mock_client([httpx.Response(200, content=b"not json")]) sleeper = _SleepRecorder() - result = await refetch_model_cost_map( - url=_URL, sleep=sleeper, rng=random.Random(0), client=client - ) + result = await refetch_model_cost_map(url=_URL, sleep=sleeper, rng=random.Random(0), client=client) assert isinstance(result, ModelCostMapReloadUnavailable) assert "invalid JSON" in result.reason assert calls["count"] == 1 @@ -475,9 +470,7 @@ async def test_refetch_shrunk_map_fails_integrity_not_swapped_in(): """A drastically shrunk upstream file is rejected instead of being adopted.""" tiny = json.dumps(_make_models(60)).encode() client, _calls = _mock_client([httpx.Response(200, content=tiny)]) - result = await refetch_model_cost_map( - url=_URL, sleep=_SleepRecorder(), rng=random.Random(0), client=client - ) + result = await refetch_model_cost_map(url=_URL, sleep=_SleepRecorder(), rng=random.Random(0), client=client) assert isinstance(result, ModelCostMapReloadUnavailable) assert "integrity validation" in result.reason @@ -500,6 +493,67 @@ async def test_refetch_respects_local_env_override(monkeypatch): assert len(result.model_cost_map) > 100 +@pytest.mark.asyncio +async def test_refetch_records_the_blob_id_of_the_bytes_served_and_the_fetch_etag(): + body = _real_map_bytes() + client, _ = _mock_client([httpx.Response(200, headers={"ETag": 'W/"abc123"'}, content=body)]) + + result = await refetch_model_cost_map(url=_URL, sleep=_SleepRecorder(), rng=random.Random(0), client=client) + + assert isinstance(result, ModelCostMapReloaded) + assert result.revision == git_blob_id(body) + assert result.etag == 'W/"abc123"' + assert get_model_cost_map_provenance() == {"source_revision": git_blob_id(body), "etag": 'W/"abc123"'} + + +@pytest.mark.asyncio +async def test_refetch_revision_follows_the_bytes_not_the_url(): + edited = json.loads(_real_map_bytes()) + edited["gpt-5.4-mini"]["input_cost_per_token"] = 0.5 + client, _ = _mock_client( + [httpx.Response(200, content=_real_map_bytes()), httpx.Response(200, content=json.dumps(edited).encode())] + ) + + first = await refetch_model_cost_map(url=_URL, sleep=_SleepRecorder(), rng=random.Random(0), client=client) + second = await refetch_model_cost_map(url=_URL, sleep=_SleepRecorder(), rng=random.Random(0), client=client) + + assert isinstance(first, ModelCostMapReloaded) and isinstance(second, ModelCostMapReloaded) + assert first.revision != second.revision + assert get_model_cost_map_provenance()["source_revision"] == second.revision + + +@pytest.mark.asyncio +async def test_refetch_local_override_reports_the_bundled_blob_id_without_an_etag(monkeypatch): + remote, _ = _mock_client([httpx.Response(200, headers={"ETag": 'W/"remote"'}, content=_real_map_bytes())]) + await refetch_model_cost_map(url=_URL, sleep=_SleepRecorder(), rng=random.Random(0), client=remote) + monkeypatch.setenv("LITELLM_LOCAL_MODEL_COST_MAP", "True") + + result = await refetch_model_cost_map(url=_URL, sleep=_SleepRecorder(), rng=random.Random(0)) + + assert isinstance(result, ModelCostMapReloaded) + assert result.revision == _bundled_blob_id() + assert get_model_cost_map_provenance() == {"source_revision": _bundled_blob_id(), "etag": None} + + +@pytest.mark.asyncio +async def test_refetch_stamps_loaded_at_on_remote_and_local_reloads(monkeypatch): + from litellm.litellm_core_utils import get_model_cost_map as module + + client, _ = _mock_client([httpx.Response(200, content=_real_map_bytes())]) + before_remote = datetime.now(timezone.utc) + await refetch_model_cost_map(url=_URL, sleep=_SleepRecorder(), rng=random.Random(0), client=client) + remote_loaded_at = module.get_model_cost_map_loaded_at() + assert remote_loaded_at is not None + assert before_remote <= remote_loaded_at <= datetime.now(timezone.utc) + + monkeypatch.setenv("LITELLM_LOCAL_MODEL_COST_MAP", "True") + before_local = datetime.now(timezone.utc) + await refetch_model_cost_map(url=_URL, sleep=_SleepRecorder(), rng=random.Random(0)) + local_loaded_at = module.get_model_cost_map_loaded_at() + assert local_loaded_at is not None + assert before_local <= local_loaded_at <= datetime.now(timezone.utc) + + # --------------------------------------------------------------------------- # get_model_cost_map: the boot-time load retries transient failures like a reload does # --------------------------------------------------------------------------- @@ -513,69 +567,125 @@ from litellm.litellm_core_utils.get_model_cost_map import ( class _SyncSleepRecorder: """Injected in place of time.sleep so the boot path's waits are asserted without delay.""" - def __init__(self): + def __init__(self, block=False): self.waits = [] + self.block = block + self.started = threading.Event() + self.release = threading.Event() def __call__(self, seconds: float) -> None: + if self.block: + self.started.set() + self.release.wait(timeout=10) self.waits.append(seconds) -def test_boot_load_retries_transient_failures_instead_of_falling_back(): - """A refused connection then a 503 at pod boot used to pin the process to the bundled - backup for its lifetime; both are transient and must be retried before giving up.""" +def _retry_threads(): + return [thread for thread in threading.enumerate() if thread.name == "litellm-model-cost-map-retry"] + + +def test_boot_load_success_does_not_start_background_retry(): + client, calls = _mock_client([httpx.Response(200, content=_real_map_bytes())], client_cls=httpx.Client) + sleeper = _SyncSleepRecorder() + + cost_map = get_model_cost_map( + url=_URL, + sleep=sleeper, + rng=random.Random(0), + client=client, + ) + assert calls["count"] == 1 + assert sleeper.waits == [] + assert _retry_threads() == [] + assert cost_map.keys() >= _load_root_cost_map().keys() - {"sample_spec", FALLBACK_GENERALIZATIONS_KEY} + assert get_model_cost_map_source_info()["source"] == "remote" + + +def test_boot_load_transient_failure_returns_local_then_background_retry_adopts_remote(monkeypatch): + import litellm + from litellm import utils as litellm_utils + from litellm.litellm_core_utils import get_model_cost_map as module + + original_model_cost = litellm.model_cost + monkeypatch.setattr(litellm, "model_cost", dict(original_model_cost)) + for name, provider_models in tuple(vars(litellm).items()): + if name.endswith("_models") and isinstance(provider_models, set): + monkeypatch.setattr(litellm, name, set(provider_models)) + monkeypatch.setattr(litellm, "models_by_provider", dict(litellm.models_by_provider)) + monkeypatch.setattr( + litellm_utils, + "_runtime_registered_model_cost", + dict(litellm_utils._runtime_registered_model_cost), + ) + source_info = module._cost_map_source_info + for name in ("source", "url", "is_env_forced", "fallback_reason", "loaded_at", "source_revision", "etag"): + monkeypatch.setattr(source_info, name, getattr(source_info, name)) + + remote_map = _load_root_cost_map() + remote_map["claude-remote-only-test"] = {"litellm_provider": "anthropic", "mode": "chat"} client, calls = _mock_client( [ httpx.ConnectError("connection refused"), - httpx.Response(503), - httpx.Response(200, content=_real_map_bytes()), + httpx.Response(200, content=json.dumps(remote_map).encode()), ], client_cls=httpx.Client, ) - sleeper = _SyncSleepRecorder() + sleeper = _SyncSleepRecorder(block=True) + litellm.register_model({"my-runtime-model": {"litellm_provider": "custom", "max_input_tokens": 4321}}) - cost_map = get_model_cost_map(url=_URL, sleep=sleeper, rng=random.Random(0), client=client) - - assert calls["count"] == 3 - assert len(sleeper.waits) == 2 - assert 2.0 <= sleeper.waits[0] < 3.0 - assert 4.0 <= sleeper.waits[1] < 5.0 - source = get_model_cost_map_source_info() - assert source["source"] == "remote" - assert source["fallback_reason"] is None - assert cost_map.keys() >= _load_root_cost_map().keys() - {"sample_spec", FALLBACK_GENERALIZATIONS_KEY} - - -def test_boot_load_honors_retry_after_then_falls_back_after_max_attempts(): - """An outage longer than the retry budget still ends on the bundled backup, and the - recorded fallback reason says how many attempts were spent so operators can tell.""" - client, calls = _mock_client( - [httpx.Response(429, headers={"Retry-After": "7"})], client_cls=httpx.Client + cost_map = get_model_cost_map( + url=_URL, + max_attempts=3, + sleep=sleeper, + rng=random.Random(0), + client=client, ) - sleeper = _SyncSleepRecorder() - cost_map = get_model_cost_map(url=_URL, sleep=sleeper, rng=random.Random(0), client=client) - - assert calls["count"] == 3 - assert sleeper.waits == [7.0, 7.0] - source = get_model_cost_map_source_info() - assert source["source"] == "local" - assert "after 3 attempts" in source["fallback_reason"] - assert len(cost_map) > 100 + assert calls["count"] == 1 + assert sleeper.waits == [] + assert sleeper.started.wait(timeout=10) + threads = _retry_threads() + try: + assert len(threads) == 1 + assert "claude-remote-only-test" not in cost_map + assert cost_map.keys() == _finalize_model_cost_map(GetModelCostMap.load_local_model_cost_map()).keys() + source = get_model_cost_map_source_info() + assert source["source"] == "local" + assert source["fallback_reason"].startswith("Remote fetch failed:") + sleeper.release.set() + for thread in threads: + thread.join(timeout=10) + assert all(not thread.is_alive() for thread in threads) + assert sleeper.waits and 2.0 <= sleeper.waits[0] < 3.0 + assert calls["count"] == 2 + assert "claude-remote-only-test" in litellm.model_cost + assert "claude-remote-only-test" in litellm.anthropic_models + assert "my-runtime-model" in litellm.model_cost + source = get_model_cost_map_source_info() + assert source["source"] == "remote" + assert source["fallback_reason"] is None + finally: + sleeper.release.set() + for thread in _retry_threads(): + thread.join(timeout=10) -def test_boot_load_does_not_retry_permanent_failures(): - """A 404 or a malformed URL cannot heal by waiting: one attempt, no sleeps, backup.""" +def test_boot_load_does_not_retry_non_retryable_failure(): client, calls = _mock_client([httpx.Response(404)], client_cls=httpx.Client) sleeper = _SyncSleepRecorder() - get_model_cost_map(url=_URL, sleep=sleeper, rng=random.Random(0), client=client) + get_model_cost_map( + url=_URL, + sleep=sleeper, + rng=random.Random(0), + client=client, + ) assert calls["count"] == 1 assert sleeper.waits == [] - assert get_model_cost_map_source_info()["source"] == "local" - - get_model_cost_map(url="not a url", sleep=sleeper, rng=random.Random(0)) - assert sleeper.waits == [] - assert get_model_cost_map_source_info()["source"] == "local" + assert _retry_threads() == [] + source = get_model_cost_map_source_info() + assert source["source"] == "local" + assert source["fallback_reason"] is not None def test_boot_load_respects_local_env_override(monkeypatch): @@ -592,3 +702,77 @@ def test_boot_load_respects_local_env_override(monkeypatch): ) assert len(cost_map) > 100 assert get_model_cost_map_source_info()["is_env_forced"] is True + + +def test_boot_load_records_the_blob_id_of_the_bytes_served_and_the_fetch_etag(): + body = _real_map_bytes() + client, _ = _mock_client([httpx.Response(200, headers={"ETag": 'W/"boot"'}, content=body)], client_cls=httpx.Client) + + get_model_cost_map(url=_URL, sleep=_SyncSleepRecorder(), rng=random.Random(0), client=client) + + source = get_model_cost_map_source_info() + assert source["source"] == "remote" + assert source["etag"] == 'W/"boot"' + assert source["source_revision"] == git_blob_id(body) + assert source["loaded_at"] is not None + + +def test_boot_load_fallback_to_the_backup_reports_its_blob_id_and_drops_the_remote_etag(): + remote, _ = _mock_client( + [httpx.Response(200, headers={"ETag": 'W/"boot"'}, content=_real_map_bytes())], client_cls=httpx.Client + ) + get_model_cost_map(url=_URL, sleep=_SyncSleepRecorder(), rng=random.Random(0), client=remote) + failing, _ = _mock_client([httpx.Response(404)], client_cls=httpx.Client) + + get_model_cost_map(url=_URL, sleep=_SyncSleepRecorder(), rng=random.Random(0), client=failing) + + source = get_model_cost_map_source_info() + assert source["source"] == "local" + assert source["etag"] is None + assert source["source_revision"] == _bundled_blob_id() + + +def test_boot_load_that_fails_the_integrity_check_reports_the_backup_not_the_rejected_fetch(): + remote, _ = _mock_client( + [httpx.Response(200, headers={"ETag": 'W/"boot"'}, content=_real_map_bytes())], client_cls=httpx.Client + ) + get_model_cost_map(url=_URL, sleep=_SyncSleepRecorder(), rng=random.Random(0), client=remote) + shrunk_body = b'{"gpt-5.4-mini": {"mode": "chat", "input_cost_per_token": 1e-06, "output_cost_per_token": 2e-06}}' + shrunk, _ = _mock_client( + [httpx.Response(200, headers={"ETag": 'W/"shrunk"'}, content=shrunk_body)], client_cls=httpx.Client + ) + + get_model_cost_map(url=_URL, sleep=_SyncSleepRecorder(), rng=random.Random(0), client=shrunk) + + source = get_model_cost_map_source_info() + assert source["source"] == "local" + assert source["fallback_reason"] == "Remote data failed integrity validation" + assert source["etag"] is None + assert source["source_revision"] == _bundled_blob_id() + assert source["source_revision"] != git_blob_id(shrunk_body) + + +@pytest.mark.parametrize( + ("argv0", "request_count"), + [ + ("/some/venv/bin/lite", 0), + ("/some/venv/bin/lite.exe", 0), + ("/some/venv/bin/python", 1), + ], +) +def test_boot_load_skips_remote_fetch_for_cli_processes( + monkeypatch: pytest.MonkeyPatch, argv0: str, request_count: int +) -> None: + monkeypatch.setattr(sys, "argv", [argv0, "--version"]) + monkeypatch.delenv("LITELLM_LOCAL_MODEL_COST_MAP", raising=False) + client, calls = _mock_client([httpx.Response(200, content=_real_map_bytes())], client_cls=httpx.Client) + + cost_map = get_model_cost_map(url=_URL, client=client) + + assert calls["count"] == request_count + assert cost_map + source = get_model_cost_map_source_info() + if request_count == 0: + assert source["source"] == "local" + else: + assert source["source"] == "remote" 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 bacbcbf132b..626b8a63b20 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 @@ -1,4 +1,6 @@ import json +from collections.abc import Mapping, Sequence +from typing import Final import pytest @@ -1476,3 +1478,79 @@ def test_calculate_usage_fills_unknown_split_from_reasoning_estimate( assert usage.completion_tokens == 100 assert usage.completion_tokens_details.reasoning_tokens == expected_reasoning_tokens assert usage.completion_tokens_details.text_tokens == expected_text_tokens + + +def _openai_chunk( + choices: Sequence[Mapping[str, object]], usage: Mapping[str, int] | None = None +) -> dict[str, object]: + base: Final = { + "id": "chatcmpl-lit6552", + "object": "chat.completion.chunk", + "created": 1, + "model": "gpt-5.4-mini", + "choices": list(choices), + } + return base if usage is None else {**base, "usage": dict(usage)} + + +@pytest.mark.parametrize( + "chunks", + [ + pytest.param([_openai_chunk(choices=[]), _openai_chunk(choices=[])], id="all_empty_choices_dicts"), + pytest.param( + [ModelResponseStream(model="gpt-5.4-mini", choices=[]) for _ in range(2)], + id="all_empty_choices_objects", + ), + ], +) +def test_stream_chunk_builder_survives_all_empty_choices(chunks: Sequence[object]) -> None: + response: Final = stream_chunk_builder(chunks=list(chunks)) + + assert response is not None + assert response.choices[0].message.role == "assistant" + assert response.choices[0].finish_reason == "stop" + + +def test_stream_chunk_builder_keeps_usage_from_usage_only_frames() -> None: + usage_frame: Final = _openai_chunk( + choices=[], usage={"prompt_tokens": 10, "completion_tokens": 0, "total_tokens": 10} + ) + + response: Final = stream_chunk_builder(chunks=[usage_frame]) + + assert response is not None + assert response.choices[0].message.role == "assistant" + assert response.usage.prompt_tokens == 10 + assert response.usage.total_tokens == 10 + + +@pytest.mark.parametrize( + "delta", + [pytest.param({"content": "Hi"}, id="delta_without_role"), pytest.param({}, id="empty_delta")], +) +def test_stream_chunk_builder_defaults_role_when_delta_omits_it(delta: Mapping[str, str]) -> None: + chunks: Final = [ + _openai_chunk(choices=[{"index": 0, "delta": dict(delta), "finish_reason": None}]), + _openai_chunk(choices=[{"index": 0, "delta": {"content": "!"}, "finish_reason": "stop"}]), + ] + + response: Final = stream_chunk_builder(chunks=chunks) + + assert response is not None + assert response.choices[0].message.role == "assistant" + assert response.choices[0].message.content == delta.get("content", "") + "!" + assert response.choices[0].finish_reason == "stop" + + +def test_stream_chunk_builder_reads_role_from_first_frame_with_choices() -> None: + chunks: Final = [ + _openai_chunk(choices=[]), + _openai_chunk(choices=[{"index": 0, "delta": {"role": "user", "content": "Hi"}, "finish_reason": None}]), + _openai_chunk(choices=[{"index": 0, "delta": {}, "finish_reason": "stop"}]), + ] + + response: Final = stream_chunk_builder(chunks=chunks) + + assert response is not None + assert response.choices[0].message.role == "user" + assert response.choices[0].message.content == "Hi" diff --git a/tests/test_litellm/llms/anthropic/experimental_pass_through/adapters/test_anthropic_experimental_pass_through_adapters_transformation.py b/tests/test_litellm/llms/anthropic/experimental_pass_through/adapters/test_anthropic_experimental_pass_through_adapters_transformation.py index 30465ca25ba..c59ec70b015 100644 --- a/tests/test_litellm/llms/anthropic/experimental_pass_through/adapters/test_anthropic_experimental_pass_through_adapters_transformation.py +++ b/tests/test_litellm/llms/anthropic/experimental_pass_through/adapters/test_anthropic_experimental_pass_through_adapters_transformation.py @@ -1,4 +1,5 @@ import base64 +import json from typing import Any, Final, cast import pytest @@ -724,9 +725,14 @@ def test_translate_anthropic_to_openai_orders_top_level_and_midturn_system(): ] -def _translate_with_metadata( - model: str, metadata: dict[str, str], custom_llm_provider: str | None -) -> dict[str, Any]: +def _claude_code_user_id(session_id: str) -> str: + return json.dumps({"device_id": "d" * 64, "account_uuid": "", "session_id": session_id}) + + +CLAUDE_CODE_USER_ID: Final = _claude_code_user_id("session-abc") + + +def _translate_with_metadata(model: str, metadata: dict[str, str], custom_llm_provider: str | None) -> dict[str, Any]: openai_request, _ = LiteLLMAnthropicMessagesAdapter().translate_anthropic_to_openai( anthropic_message_request={ "model": model, @@ -739,23 +745,51 @@ def _translate_with_metadata( return cast(dict[str, Any], openai_request) -def test_translate_anthropic_to_openai_maps_user_id_to_prompt_cache_key_for_openai(): - openai_request = _translate_with_metadata("openai/gpt-5.6-luna", {"user_id": "session-abc"}, "openai") - assert openai_request["user"] == "session-abc" +def test_translate_anthropic_to_openai_maps_claude_code_session_id_to_prompt_cache_key_for_openai(): + openai_request = _translate_with_metadata("openai/gpt-5.6-luna", {"user_id": CLAUDE_CODE_USER_ID}, "openai") + assert openai_request["user"] == CLAUDE_CODE_USER_ID assert openai_request["prompt_cache_key"] == "session-abc" -def test_translate_anthropic_to_openai_truncates_prompt_cache_key_but_keeps_full_user(): - long_id = "".join(str(i % 10) for i in range(100)) - openai_request = _translate_with_metadata("openai/gpt-5.6-luna", {"user_id": long_id}, "openai") - assert openai_request["user"] == long_id - assert openai_request["prompt_cache_key"] == long_id[:64] - assert len(openai_request["prompt_cache_key"]) == 64 +def test_translate_anthropic_to_openai_gives_each_claude_code_session_its_own_prompt_cache_key(): + """BerriAI/litellm#39145: the first 64 chars of Claude Code's user_id are the per-install device_id.""" + keys = tuple( + _translate_with_metadata("openai/gpt-5.6-luna", {"user_id": _claude_code_user_id(session_id)}, "openai")[ + "prompt_cache_key" + ] + for session_id in ("11111111-1111-1111-1111-111111111111", "22222222-2222-2222-2222-222222222222") + ) + assert keys == ("11111111-1111-1111-1111-111111111111", "22222222-2222-2222-2222-222222222222") + + +def test_translate_anthropic_to_openai_truncates_long_session_id_to_openai_limit(): + long_session_id = "".join(str(i % 10) for i in range(100)) + openai_request = _translate_with_metadata( + "openai/gpt-5.6-luna", {"user_id": _claude_code_user_id(long_session_id)}, "openai" + ) + assert openai_request["prompt_cache_key"] == long_session_id[:64] + + +@pytest.mark.parametrize( + "user_id", + [ + "alice", + "".join(str(i % 10) for i in range(100)), + json.dumps({"device_id": "d" * 64, "account_uuid": ""}), + json.dumps({"session_id": ""}), + json.dumps({"session_id": 123}), + "{not json", + ], +) +def test_translate_anthropic_to_openai_keeps_plain_user_id_off_prompt_cache_key(user_id: str): + openai_request = _translate_with_metadata("openai/gpt-5.6-luna", {"user_id": user_id}, "openai") + assert openai_request["user"] == user_id + assert "prompt_cache_key" not in openai_request @pytest.mark.parametrize("model", ["azure/my-gpt-5-deployment", "my-gpt-5-deployment"]) def test_translate_anthropic_to_openai_sets_prompt_cache_key_for_azure(model: str): - openai_request = _translate_with_metadata(model, {"user_id": "session-abc"}, "azure") + openai_request = _translate_with_metadata(model, {"user_id": CLAUDE_CODE_USER_ID}, "azure") assert openai_request["prompt_cache_key"] == "session-abc" @@ -772,8 +806,8 @@ def test_translate_anthropic_to_openai_sets_prompt_cache_key_for_azure(model: st def test_translate_anthropic_to_openai_skips_prompt_cache_key_when_provider_lacks_it( model: str, custom_llm_provider: str ): - openai_request = _translate_with_metadata(model, {"user_id": "session-abc"}, custom_llm_provider) - assert openai_request["user"] == "session-abc" + openai_request = _translate_with_metadata(model, {"user_id": CLAUDE_CODE_USER_ID}, custom_llm_provider) + assert openai_request["user"] == CLAUDE_CODE_USER_ID assert "prompt_cache_key" not in openai_request @@ -781,14 +815,14 @@ def test_translate_anthropic_to_openai_skips_prompt_cache_key_for_chained_litell assert "prompt_cache_key" in litellm.get_supported_openai_params( model="xai", custom_llm_provider="litellm_proxy" ) - openai_request = _translate_with_metadata("litellm_proxy/xai", {"user_id": "session-abc"}, "litellm_proxy") - assert openai_request["user"] == "session-abc" + openai_request = _translate_with_metadata("litellm_proxy/xai", {"user_id": CLAUDE_CODE_USER_ID}, "litellm_proxy") + assert openai_request["user"] == CLAUDE_CODE_USER_ID assert "prompt_cache_key" not in openai_request def test_translate_anthropic_to_openai_skips_prompt_cache_key_without_provider(): - openai_request = _translate_with_metadata("openai/gpt-5.6-luna", {"user_id": "session-abc"}, None) - assert openai_request["user"] == "session-abc" + openai_request = _translate_with_metadata("openai/gpt-5.6-luna", {"user_id": CLAUDE_CODE_USER_ID}, None) + assert openai_request["user"] == CLAUDE_CODE_USER_ID assert "prompt_cache_key" not in openai_request diff --git a/tests/test_litellm/llms/anthropic/experimental_pass_through/adapters/test_handler_prompt_cache_key.py b/tests/test_litellm/llms/anthropic/experimental_pass_through/adapters/test_handler_prompt_cache_key.py index f48d51dbe1e..7dc7507120f 100644 --- a/tests/test_litellm/llms/anthropic/experimental_pass_through/adapters/test_handler_prompt_cache_key.py +++ b/tests/test_litellm/llms/anthropic/experimental_pass_through/adapters/test_handler_prompt_cache_key.py @@ -1,3 +1,4 @@ +import json import os import sys @@ -10,6 +11,7 @@ from litellm.llms.anthropic.experimental_pass_through.adapters.handler import ( ) MESSAGES = [{"role": "user", "content": "hello"}] +CLAUDE_CODE_USER_ID = json.dumps({"device_id": "d" * 64, "account_uuid": "", "session_id": "session-abc"}) def _prepare(model: str, extra_kwargs: dict[str, object], thinking: dict[str, object] | None = None): @@ -17,7 +19,7 @@ def _prepare(model: str, extra_kwargs: dict[str, object], thinking: dict[str, ob max_tokens=1024, messages=MESSAGES, model=model, - metadata={"user_id": "session-abc"}, + metadata={"user_id": CLAUDE_CODE_USER_ID}, thinking=thinking, extra_kwargs=extra_kwargs, ) @@ -26,7 +28,7 @@ def _prepare(model: str, extra_kwargs: dict[str, object], thinking: dict[str, ob def test_prepare_completion_kwargs_derives_prompt_cache_key_for_openai_provider(): completion_kwargs = _prepare("openai/gpt-5.6-luna", {"custom_llm_provider": "openai"}) - assert completion_kwargs["user"] == "session-abc" + assert completion_kwargs["user"] == CLAUDE_CODE_USER_ID assert completion_kwargs["prompt_cache_key"] == "session-abc" @@ -35,7 +37,7 @@ def test_prepare_completion_kwargs_prefers_explicit_prompt_cache_key_over_derive "openai/gpt-5.6-luna", {"custom_llm_provider": "openai", "prompt_cache_key": "explicit-key"}, ) - assert completion_kwargs["user"] == "session-abc" + assert completion_kwargs["user"] == CLAUDE_CODE_USER_ID assert completion_kwargs["prompt_cache_key"] == "explicit-key" @@ -50,13 +52,13 @@ def test_prepare_completion_kwargs_skips_prompt_cache_key_without_provider_suppo model: str, extra_kwargs: dict[str, object] ): completion_kwargs = _prepare(model, extra_kwargs) - assert completion_kwargs["user"] == "session-abc" + assert completion_kwargs["user"] == CLAUDE_CODE_USER_ID assert "prompt_cache_key" not in completion_kwargs def test_prepare_completion_kwargs_skips_prompt_cache_key_for_chained_litellm_proxy(): completion_kwargs = _prepare("litellm_proxy/xai", {"custom_llm_provider": "litellm_proxy"}) - assert completion_kwargs["user"] == "session-abc" + assert completion_kwargs["user"] == CLAUDE_CODE_USER_ID assert "prompt_cache_key" not in completion_kwargs diff --git a/tests/test_litellm/llms/anthropic/experimental_pass_through/responses_adapters/test_responses_adapters_handler.py b/tests/test_litellm/llms/anthropic/experimental_pass_through/responses_adapters/test_responses_adapters_handler.py index 3383813245a..16e8cf0e90e 100644 --- a/tests/test_litellm/llms/anthropic/experimental_pass_through/responses_adapters/test_responses_adapters_handler.py +++ b/tests/test_litellm/llms/anthropic/experimental_pass_through/responses_adapters/test_responses_adapters_handler.py @@ -16,6 +16,7 @@ from litellm.llms.anthropic.experimental_pass_through.responses_adapters.handler ) MESSAGES = [{"role": "user", "content": "hello"}] +CLAUDE_CODE_USER_ID = json.dumps({"device_id": "d" * 64, "account_uuid": "", "session_id": "session-abc"}) RESPONSES_SSE_BODY = ( b"event: response.created\n" @@ -30,7 +31,19 @@ RESPONSES_SSE_BODY = ( ) -def test_build_responses_kwargs_derives_prompt_cache_key_from_user_id(): +def test_build_responses_kwargs_derives_prompt_cache_key_from_claude_code_session_id(): + responses_kwargs = _build_responses_kwargs( + max_tokens=1024, + messages=MESSAGES, + model="openai/gpt-5.6-luna", + metadata={"user_id": CLAUDE_CODE_USER_ID}, + extra_kwargs={"custom_llm_provider": "openai"}, + ) + assert responses_kwargs["user"] == CLAUDE_CODE_USER_ID[:64] + assert responses_kwargs["prompt_cache_key"] == "session-abc" + + +def test_build_responses_kwargs_sets_no_prompt_cache_key_for_plain_user_id(): responses_kwargs = _build_responses_kwargs( max_tokens=1024, messages=MESSAGES, @@ -39,7 +52,7 @@ def test_build_responses_kwargs_derives_prompt_cache_key_from_user_id(): extra_kwargs={"custom_llm_provider": "openai"}, ) assert responses_kwargs["user"] == "session-abc" - assert responses_kwargs["prompt_cache_key"] == "session-abc" + assert "prompt_cache_key" not in responses_kwargs def test_build_responses_kwargs_prefers_explicit_prompt_cache_key_over_derived(): @@ -47,10 +60,10 @@ def test_build_responses_kwargs_prefers_explicit_prompt_cache_key_over_derived() max_tokens=1024, messages=MESSAGES, model="openai/gpt-5.6-luna", - metadata={"user_id": "session-abc"}, + metadata={"user_id": CLAUDE_CODE_USER_ID}, extra_kwargs={"custom_llm_provider": "openai", "prompt_cache_key": "explicit-key"}, ) - assert responses_kwargs["user"] == "session-abc" + assert responses_kwargs["user"] == CLAUDE_CODE_USER_ID[:64] assert responses_kwargs["prompt_cache_key"] == "explicit-key" diff --git a/tests/test_litellm/llms/anthropic/experimental_pass_through/responses_adapters/test_responses_adapters_transformation.py b/tests/test_litellm/llms/anthropic/experimental_pass_through/responses_adapters/test_responses_adapters_transformation.py index 9f8414afa38..edcc7adddb7 100644 --- a/tests/test_litellm/llms/anthropic/experimental_pass_through/responses_adapters/test_responses_adapters_transformation.py +++ b/tests/test_litellm/llms/anthropic/experimental_pass_through/responses_adapters/test_responses_adapters_transformation.py @@ -1113,17 +1113,34 @@ class TestTranslateRequestBroaderCoverage: kwargs = _ADAPTER.translate_request(req) assert len(kwargs["user"]) == 64 - def test_metadata_user_id_mapped_to_prompt_cache_key(self): - req = _make_request(metadata={"user_id": "user-42"}) + def test_metadata_claude_code_session_id_mapped_to_prompt_cache_key(self): + user_id = json.dumps({"device_id": "d" * 64, "account_uuid": "", "session_id": "session-42"}) + req = _make_request(metadata={"user_id": user_id}) kwargs = _ADAPTER.translate_request(req) - assert kwargs["prompt_cache_key"] == "user-42" + assert kwargs["user"] == user_id[:64] + assert kwargs["prompt_cache_key"] == "session-42" - def test_metadata_user_id_prompt_cache_key_truncated_to_first_64_chars(self): - long_id = "".join(str(i % 10) for i in range(100)) - req = _make_request(metadata={"user_id": long_id}) + def test_metadata_claude_code_sessions_get_distinct_prompt_cache_keys(self): + """BerriAI/litellm#39145: the first 64 chars of Claude Code's user_id are the per-install device_id.""" + keys = tuple( + _ADAPTER.translate_request( + _make_request( + metadata={"user_id": json.dumps({"device_id": "d" * 64, "account_uuid": "", "session_id": sid})} + ) + )["prompt_cache_key"] + for sid in ("11111111-1111-1111-1111-111111111111", "22222222-2222-2222-2222-222222222222") + ) + assert keys == ("11111111-1111-1111-1111-111111111111", "22222222-2222-2222-2222-222222222222") + + @pytest.mark.parametrize( + "user_id", + ["user-42", "".join(str(i % 10) for i in range(100)), json.dumps({"device_id": "d" * 64}), "{not json"], + ) + def test_metadata_plain_user_id_sets_no_prompt_cache_key(self, user_id: str): + req = _make_request(metadata={"user_id": user_id}) kwargs = _ADAPTER.translate_request(req) - assert kwargs["prompt_cache_key"] == long_id[:64] - assert len(kwargs["prompt_cache_key"]) == 64 + assert kwargs["user"] == user_id[:64] + assert "prompt_cache_key" not in kwargs def test_metadata_empty_user_id_sets_no_prompt_cache_key(self): req = _make_request(metadata={"user_id": ""}) diff --git a/tests/test_litellm/llms/azure/test_audio_transcriptions.py b/tests/test_litellm/llms/azure/test_audio_transcriptions.py new file mode 100644 index 00000000000..cd5fcbd85a9 --- /dev/null +++ b/tests/test_litellm/llms/azure/test_audio_transcriptions.py @@ -0,0 +1,61 @@ +import json +from pathlib import Path +from typing import Final + +import httpx +import pytest +from openai import AzureOpenAI + +import litellm +from litellm.cost_calculator import completion_cost +from litellm.litellm_core_utils.audio_utils.utils import calculate_request_duration + +AUDIO_FILE: Final = Path(__file__).parents[3] / "gettysburg.wav" +WHISPER_COST_PER_SECOND: Final = 0.0001 + + +def _transcription_client() -> AzureOpenAI: + def handler(request: httpx.Request) -> httpx.Response: + return httpx.Response(200, json={"text": "Four score and seven years ago"}) + + return AzureOpenAI( + api_key="test-key", + api_version="2024-06-01", + azure_endpoint="https://example.cognitiveservices.azure.com", + http_client=httpx.Client(transport=httpx.MockTransport(handler)), + ) + + +def test_azure_ai_transcription_is_priced_at_the_azure_ai_entry(): + with AUDIO_FILE.open("rb") as audio: + response = litellm.transcription( + model="azure_ai/whisper", + file=audio, + api_base="https://example.cognitiveservices.azure.com", + api_key="test-key", + api_version="2024-06-01", + client=_transcription_client(), + ) + with AUDIO_FILE.open("rb") as audio: + duration = calculate_request_duration(audio) + + assert duration is not None and duration > 0 + assert response._hidden_params["custom_llm_provider"] == "azure_ai" + assert completion_cost(completion_response=response, call_type="transcription") == pytest.approx( + WHISPER_COST_PER_SECOND * duration + ) + + +def test_azure_transcription_keeps_the_azure_provider(): + with AUDIO_FILE.open("rb") as audio: + response = litellm.transcription( + model="azure/whisper-1", + file=audio, + api_base="https://example.openai.azure.com", + api_key="test-key", + api_version="2024-06-01", + client=_transcription_client(), + ) + + assert response._hidden_params["custom_llm_provider"] == "azure" + assert json.loads(response.model_dump_json())["text"] == "Four score and seven years ago" diff --git a/tests/test_litellm/llms/azure_ai/test_azure_ai_cost_calculator.py b/tests/test_litellm/llms/azure_ai/test_azure_ai_cost_calculator.py index 9612d97d946..a43fc3332af 100644 --- a/tests/test_litellm/llms/azure_ai/test_azure_ai_cost_calculator.py +++ b/tests/test_litellm/llms/azure_ai/test_azure_ai_cost_calculator.py @@ -2,20 +2,25 @@ Test Azure AI cost calculator, especially Model Router flat cost. """ +from datetime import datetime +from typing import Final + import pytest +import litellm +from litellm.cost_calculator import completion_cost +from litellm.litellm_core_utils.litellm_logging import Logging from litellm.llms.azure_ai.cost_calculator import ( - _is_azure_model_router, + calculate_azure_model_router_flat_cost, cost_per_token, + is_azure_model_router, ) -from litellm.types.utils import Usage +from litellm.types.utils import Choices, Message, ModelResponse, Usage from litellm.utils import get_model_info # Get the flat cost from model_prices_and_context_window.json _model_info = get_model_info(model="model_router", custom_llm_provider="azure_ai") -AZURE_MODEL_ROUTER_FLAT_COST_PER_M_INPUT_TOKENS = ( - _model_info.get("input_cost_per_token", 0) * 1_000_000 -) +AZURE_MODEL_ROUTER_FLAT_COST_PER_M_INPUT_TOKENS = _model_info.get("input_cost_per_token", 0) * 1_000_000 class TestAzureModelRouterDetection: @@ -49,7 +54,7 @@ class TestAzureModelRouterDetection: ) def test_is_azure_model_router(self, model: str, expected: bool): """Test Azure Model Router detection.""" - assert _is_azure_model_router(model) == expected + assert is_azure_model_router(model) == expected class TestAzureModelRouterPrefix: @@ -80,108 +85,60 @@ class TestAzureModelRouterPrefix: assert result == expected +ROUTER_FEE_PER_TOKEN: Final = AZURE_MODEL_ROUTER_FLAT_COST_PER_M_INPUT_TOKENS / 1_000_000 +ROUTED_MODEL: Final = "gpt-4.1-nano-2025-04-14" +ROUTED_USAGE: Final = Usage(prompt_tokens=5000, completion_tokens=2000, total_tokens=7000) +ROUTED_FEE: Final = 5000 * ROUTER_FEE_PER_TOKEN + + +def _router_logging(request_model: str) -> Logging: + return Logging( + model=request_model, + messages=[{"role": "user", "content": "Hello"}], + stream=False, + call_type="completion", + start_time=datetime.now(), + litellm_call_id="test-123", + function_id="test-function", + ) + + +def _azure_ai_response(response_model: str, litellm_model_name: str | None = None) -> ModelResponse: + response: Final = ModelResponse( + id="test-123", + choices=[Choices(finish_reason="stop", index=0, message=Message(role="assistant", content="Hello"))], + created=1234567890, + model=response_model, + object="chat.completion", + usage=ROUTED_USAGE, + ) + response._hidden_params = ( + {"custom_llm_provider": "azure_ai"} + if litellm_model_name is None + else {"custom_llm_provider": "azure_ai", "litellm_model_name": litellm_model_name} + ) + return response + + +def _routed_model_cost() -> tuple[float, float]: + routed_info: Final = get_model_info(model=ROUTED_MODEL, custom_llm_provider="azure_ai") + return ( + ROUTED_USAGE.prompt_tokens * (routed_info["input_cost_per_token"] or 0.0), + ROUTED_USAGE.completion_tokens * (routed_info["output_cost_per_token"] or 0.0), + ) + + +@pytest.mark.usefixtures("local_model_cost_map") class TestAzureModelRouterFlatCost: - """Test Azure AI Foundry Model Router flat cost calculation.""" + """cost_per_token charges the router fee once, for whichever router name the caller gives it.""" - def test_model_router_flat_cost_basic(self): - """Test that flat cost is added for Model Router requests.""" - model = "azure-model-router" - usage = Usage( - prompt_tokens=1000, - completion_tokens=500, - total_tokens=1500, - ) + def test_unmapped_router_deployment_name_prices_the_fee(self) -> None: + usage = Usage(prompt_tokens=1000, completion_tokens=500, total_tokens=1500) + prompt_cost, completion_cost_usd = cost_per_token(model="azure-model-router", usage=usage) + assert prompt_cost == pytest.approx(1000 * ROUTER_FEE_PER_TOKEN, rel=1e-9) + assert completion_cost_usd == 0.0 - prompt_cost, completion_cost = cost_per_token(model=model, usage=usage) - - # Calculate expected flat cost - expected_flat_cost = ( - usage.prompt_tokens - * AZURE_MODEL_ROUTER_FLAT_COST_PER_M_INPUT_TOKENS - / 1_000_000 - ) - - # Flat cost should be $0.00014 (1000 tokens × $0.14 / 1M tokens) - assert expected_flat_cost == pytest.approx(0.00014, rel=1e-9) - - # Prompt cost should include the flat cost - # (plus any base cost from the actual model used, which might be 0 if not in model_cost) - assert prompt_cost >= expected_flat_cost - print( - f"Model Router flat cost for {usage.prompt_tokens} tokens: ${expected_flat_cost:.6f}" - ) - print(f"Total prompt cost: ${prompt_cost:.6f}") - - def test_model_router_flat_cost_large_request(self): - """Test flat cost calculation for larger requests.""" - model = "model-router" - usage = Usage( - prompt_tokens=100_000, - completion_tokens=50_000, - total_tokens=150_000, - ) - - prompt_cost, completion_cost = cost_per_token(model=model, usage=usage) - - # Calculate expected flat cost - expected_flat_cost = ( - usage.prompt_tokens - * AZURE_MODEL_ROUTER_FLAT_COST_PER_M_INPUT_TOKENS - / 1_000_000 - ) - - # Flat cost should be $0.014 (100k tokens × $0.14 / 1M tokens) - assert expected_flat_cost == pytest.approx(0.014, rel=1e-9) - # Use approx for floating-point comparison - assert prompt_cost >= expected_flat_cost or prompt_cost == pytest.approx( - expected_flat_cost, rel=1e-9 - ) - print( - f"Model Router flat cost for {usage.prompt_tokens} tokens: ${expected_flat_cost:.6f}" - ) - print(f"Total prompt cost: ${prompt_cost:.6f}") - - def test_model_router_flat_cost_1m_tokens(self): - """Test flat cost for exactly 1 million input tokens.""" - model = "azure-model-router" - usage = Usage( - prompt_tokens=1_000_000, - completion_tokens=100_000, - total_tokens=1_100_000, - ) - - prompt_cost, completion_cost = cost_per_token(model=model, usage=usage) - - # Calculate expected flat cost - expected_flat_cost = AZURE_MODEL_ROUTER_FLAT_COST_PER_M_INPUT_TOKENS - - # Flat cost should be exactly $0.14 for 1M tokens - assert expected_flat_cost == pytest.approx(0.14, rel=1e-9) - assert prompt_cost >= expected_flat_cost - print(f"Model Router flat cost for 1M tokens: ${expected_flat_cost:.6f}") - print(f"Total prompt cost: ${prompt_cost:.6f}") - - def test_non_model_router_no_flat_cost(self): - """Test that non-Model Router models don't get the flat cost.""" - model = "gpt-4o" - usage = Usage( - prompt_tokens=1000, - completion_tokens=500, - total_tokens=1500, - ) - - prompt_cost, completion_cost = cost_per_token(model=model, usage=usage) - - # No flat cost should be added for non-Model Router models - # The cost might be 0 or based on the model's pricing - print(f"Non-Model Router prompt cost: ${prompt_cost:.6f}") - # We just ensure it doesn't crash and returns valid values - assert prompt_cost >= 0 - assert completion_cost >= 0 - - def test_model_router_with_cached_tokens(self): - """Test Model Router flat cost with cached tokens.""" - model = "azure-model-router" + def test_unmapped_router_deployment_name_charges_the_fee_over_cached_prompt_tokens_too(self) -> None: usage = Usage( prompt_tokens=2000, completion_tokens=800, @@ -189,268 +146,165 @@ class TestAzureModelRouterFlatCost: cache_read_input_tokens=500, cache_creation_input_tokens=200, ) + prompt_cost, completion_cost_usd = cost_per_token(model="azure-model-router", usage=usage) + assert prompt_cost == pytest.approx(2000 * ROUTER_FEE_PER_TOKEN, rel=1e-9) + assert completion_cost_usd == 0.0 - prompt_cost, completion_cost = cost_per_token(model=model, usage=usage) - - # Flat cost is based on ALL prompt tokens (including cached) - expected_flat_cost = ( - usage.prompt_tokens - * AZURE_MODEL_ROUTER_FLAT_COST_PER_M_INPUT_TOKENS - / 1_000_000 + def test_router_deployment_name_as_both_names_charges_the_fee_once(self) -> None: + usage = Usage(prompt_tokens=1000, completion_tokens=500, total_tokens=1500) + prompt_cost, completion_cost_usd = cost_per_token( + model="model_router/my-deployment", usage=usage, request_model="azure_ai/model_router/my-deployment" ) + assert prompt_cost == pytest.approx(1000 * ROUTER_FEE_PER_TOKEN, rel=1e-9) + assert completion_cost_usd == 0.0 - assert expected_flat_cost == pytest.approx(0.00028, rel=1e-9) - assert prompt_cost >= expected_flat_cost - print( - f"Model Router flat cost with caching for {usage.prompt_tokens} tokens: ${expected_flat_cost:.6f}" + @pytest.mark.parametrize("router_entry_name", ["model_router", "model-router"]) + def test_router_entry_prices_its_own_fee(self, router_entry_name: str) -> None: + usage = Usage(prompt_tokens=1_000_000, completion_tokens=0, total_tokens=1_000_000) + prompt_cost, completion_cost_usd = cost_per_token(model=router_entry_name, usage=usage) + assert prompt_cost == pytest.approx(0.14, rel=1e-9) + assert completion_cost_usd == 0.0 + + def test_routed_model_is_priced_as_itself(self) -> None: + routed_prompt_cost, routed_completion_cost = _routed_model_cost() + prompt_cost, completion_cost_usd = cost_per_token(model=ROUTED_MODEL, usage=ROUTED_USAGE) + assert routed_prompt_cost > 0 + assert prompt_cost == pytest.approx(routed_prompt_cost, rel=1e-9) + assert completion_cost_usd == pytest.approx(routed_completion_cost, rel=1e-9) + + def test_unmapped_model_that_is_not_a_router_name_raises(self) -> None: + usage = Usage(prompt_tokens=10, completion_tokens=10, total_tokens=20) + with pytest.raises(Exception, match="no-such-azure-ai-model"): + cost_per_token(model="no-such-azure-ai-model", usage=usage) + + def test_request_model_through_the_router_adds_the_fee_once(self) -> None: + routed_prompt_cost, routed_completion_cost = _routed_model_cost() + prompt_cost, completion_cost_usd = cost_per_token( + model=ROUTED_MODEL, usage=ROUTED_USAGE, request_model="azure_ai/model-router" ) - print(f"Total prompt cost: ${prompt_cost:.6f}") + assert prompt_cost == pytest.approx(routed_prompt_cost + ROUTED_FEE, rel=1e-9) + assert completion_cost_usd == pytest.approx(routed_completion_cost, rel=1e-9) - def test_router_flat_cost_when_response_has_actual_model(self): - """ - Test that router flat cost is added when request was via router but response - contains the actual model (e.g., gpt-5-nano). + def test_request_model_that_is_not_the_router_adds_nothing(self) -> None: + routed_prompt_cost, routed_completion_cost = _routed_model_cost() + assert cost_per_token( + model=ROUTED_MODEL, usage=ROUTED_USAGE, request_model=f"azure_ai/{ROUTED_MODEL}" + ) == pytest.approx((routed_prompt_cost, routed_completion_cost), rel=1e-9) - This is the key fix: Azure returns the actual model in the response, but we - must still add the router flat cost because the request was made via model router. - """ - usage = Usage( - prompt_tokens=10000, - completion_tokens=5000, - total_tokens=15000, + @pytest.mark.parametrize("router_entry_name", ["model_router", "model-router"]) + def test_request_model_does_not_double_the_router_entry(self, router_entry_name: str) -> None: + prompt_cost, completion_cost_usd = cost_per_token( + model=router_entry_name, usage=ROUTED_USAGE, request_model=f"azure_ai/{router_entry_name}" ) + assert prompt_cost == pytest.approx(ROUTED_FEE, rel=1e-9) + assert completion_cost_usd == 0.0 - # Response model is the actual model Azure used (not a router name) - response_model = "gpt-5-nano-2025-08-07" - # Request model is the router - user called azure_ai/model_router/model-router - request_model = "azure_ai/model_router/model-router" - - prompt_cost, completion_cost = cost_per_token( - model=response_model, - usage=usage, - request_model=request_model, + def test_public_cost_per_token_keeps_the_request_model_keyword(self) -> None: + routed_prompt_cost, routed_completion_cost = _routed_model_cost() + prompt_cost, completion_cost_usd = litellm.cost_per_token( + model=ROUTED_MODEL, + custom_llm_provider="azure_ai", + usage_object=ROUTED_USAGE, + request_model="azure_ai/model-router", ) + assert prompt_cost == pytest.approx(routed_prompt_cost + ROUTED_FEE, rel=1e-9) + assert completion_cost_usd == pytest.approx(routed_completion_cost, rel=1e-9) - # Expected: model cost (from gpt-5-nano) + router flat cost - expected_flat_cost = ( - usage.prompt_tokens - * AZURE_MODEL_ROUTER_FLAT_COST_PER_M_INPUT_TOKENS - / 1_000_000 + def test_flat_cost_helper(self) -> None: + assert calculate_azure_model_router_flat_cost( + model="azure-model-router", prompt_tokens=10_000 + ) == pytest.approx(0.0014, rel=1e-9) + assert calculate_azure_model_router_flat_cost(model="gpt-5-nano", prompt_tokens=10_000) == 0.0 + + def test_flat_cost_reads_the_fee_from_the_deployment_named_entry(self) -> None: + litellm.register_model( + {"azure_ai/model-router": {"input_cost_per_token": 2e-07, "litellm_provider": "azure_ai", "mode": "chat"}} ) - assert expected_flat_cost == pytest.approx(0.0014, rel=1e-9) - - # Total cost should be model cost + flat cost - total_cost = prompt_cost + completion_cost - assert total_cost >= expected_flat_cost - - # Prompt cost should include both model prompt cost and router flat cost - assert prompt_cost >= expected_flat_cost + litellm.get_model_info.cache_clear() + assert calculate_azure_model_router_flat_cost(model="model-router", prompt_tokens=1_000_000) == pytest.approx( + 0.2, rel=1e-9 + ) + assert calculate_azure_model_router_flat_cost( + model="azure-model-router", prompt_tokens=1_000_000 + ) == pytest.approx(0.14, rel=1e-9) +@pytest.mark.usefixtures("local_model_cost_map") class TestAzureModelRouterCostBreakdown: - """Test that Azure Model Router flat cost is tracked in cost breakdown.""" + """completion_cost charges the router fee exactly once: as the breakdown's additional cost line when a routed + model is priced as itself, inside the input cost when the priced name is the router.""" - def test_flat_cost_calculation_helper(self): - """Test that flat cost can be calculated using the helper function.""" - from litellm.llms.azure_ai.cost_calculator import ( - calculate_azure_model_router_flat_cost, - ) - - model = "azure-model-router" - prompt_tokens = 10000 - - # Calculate flat cost using helper function - flat_cost = calculate_azure_model_router_flat_cost( - model=model, prompt_tokens=prompt_tokens - ) - - # Expected flat cost - expected_flat_cost = ( - prompt_tokens * AZURE_MODEL_ROUTER_FLAT_COST_PER_M_INPUT_TOKENS / 1_000_000 - ) - - assert flat_cost > 0 - assert flat_cost == pytest.approx(expected_flat_cost, rel=1e-9) - print(f"Flat cost calculated: ${flat_cost:.6f}") - - def test_flat_cost_integration_with_completion_cost(self): - """Test that flat cost is properly integrated into completion_cost calculation.""" - import litellm - from litellm.cost_calculator import completion_cost - from litellm.types.utils import Choices, Message, ModelResponse, Usage - - # Create a mock response for azure_ai model router - response = ModelResponse( - id="test-123", - choices=[ - Choices( - finish_reason="stop", - index=0, - message=Message( - role="assistant", - content="Test response", - ), - ) - ], - created=1234567890, - model="azure-model-router", - object="chat.completion", - usage=Usage( - prompt_tokens=5000, - completion_tokens=2000, - total_tokens=7000, - ), - ) - - # Set hidden params for provider - response._hidden_params = {"custom_llm_provider": "azure_ai"} - - # Calculate cost + def test_unmapped_router_deployment_name_costs_only_the_fee(self) -> None: cost = completion_cost( - completion_response=response, + completion_response=_azure_ai_response("azure-model-router"), model="azure-model-router", custom_llm_provider="azure_ai", ) + assert cost == pytest.approx(ROUTED_FEE, rel=1e-9) - # Expected flat cost - expected_flat_cost = ( - 5000 * AZURE_MODEL_ROUTER_FLAT_COST_PER_M_INPUT_TOKENS / 1_000_000 - ) - - # Cost should include the flat cost (use approx for floating-point comparison) - assert cost >= expected_flat_cost or cost == pytest.approx( - expected_flat_cost, rel=1e-9 - ) - print(f"Total cost with flat fee: ${cost:.6f}") - print(f"Expected minimum flat cost: ${expected_flat_cost:.6f}") - - def test_additional_costs_in_cost_breakdown(self): - """Test that Azure Model Router flat cost appears in additional_costs dict.""" - from datetime import datetime - - from litellm.cost_calculator import completion_cost - from litellm.litellm_core_utils.litellm_logging import Logging - from litellm.types.utils import Choices, Message, ModelResponse, Usage - - # Create logging object with required parameters - logging_obj = Logging( - model="azure-model-router", - messages=[{"role": "user", "content": "Hello"}], - stream=False, - call_type="completion", - start_time=datetime.now(), - litellm_call_id="test-123", - function_id="test-function", - ) - - # Create a mock response for azure_ai model router - response = ModelResponse( - id="test-123", - choices=[ - Choices( - finish_reason="stop", - index=0, - message=Message( - role="assistant", - content="Test response", - ), - ) - ], - created=1234567890, - model="azure-model-router", - object="chat.completion", - usage=Usage( - prompt_tokens=5000, - completion_tokens=2000, - total_tokens=7000, - ), - ) - - # Set hidden params for provider - response._hidden_params = {"custom_llm_provider": "azure_ai"} - - # Calculate cost with logging object + def test_unmapped_router_name_carries_the_fee_as_its_input_cost(self) -> None: + logging_obj = _router_logging("azure-model-router") cost = completion_cost( - completion_response=response, + completion_response=_azure_ai_response("azure-model-router"), model="azure-model-router", custom_llm_provider="azure_ai", litellm_logging_obj=logging_obj, ) + breakdown = logging_obj.cost_breakdown + assert breakdown is not None + assert breakdown["input_cost"] == pytest.approx(ROUTED_FEE, rel=1e-9) + assert "additional_costs" not in breakdown + assert cost == pytest.approx(ROUTED_FEE, rel=1e-9) - # Check that cost breakdown contains additional_costs - assert hasattr(logging_obj, "cost_breakdown") - assert logging_obj.cost_breakdown is not None - assert "additional_costs" in logging_obj.cost_breakdown - assert isinstance(logging_obj.cost_breakdown["additional_costs"], dict) - - # Check that the Azure Model Router flat cost is in additional_costs - additional_costs = logging_obj.cost_breakdown["additional_costs"] - assert "Azure Model Router Flat Cost" in additional_costs - - # Verify the flat cost value - expected_flat_cost = ( - 5000 * AZURE_MODEL_ROUTER_FLAT_COST_PER_M_INPUT_TOKENS / 1_000_000 - ) - actual_flat_cost = additional_costs["Azure Model Router Flat Cost"] - assert actual_flat_cost == pytest.approx(expected_flat_cost, rel=1e-9) - - print(f"Additional costs in breakdown: {additional_costs}") - print(f"Azure Model Router Flat Cost: ${actual_flat_cost:.6f}") - - def test_additional_costs_when_response_has_actual_model_via_hidden_params(self): - """additional_costs populated when response has actual model but request was via model router (hidden_params).""" - from datetime import datetime - - from litellm.cost_calculator import completion_cost - from litellm.litellm_core_utils.litellm_logging import Logging - from litellm.types.utils import Choices, Message, ModelResponse, Usage - - logging_obj = Logging( - model="gpt-4.1-nano-2025-04-14", - messages=[{"role": "user", "content": "Hello"}], - stream=False, - call_type="completion", - start_time=datetime.now(), - litellm_call_id="test-123", - function_id="test-function", - ) - response = ModelResponse( - id="test-123", - choices=[ - Choices( - finish_reason="stop", - index=0, - message=Message(role="assistant", content="Hello"), - ) - ], - created=1234567890, - model="gpt-4.1-nano-2025-04-14", - object="chat.completion", - usage=Usage(prompt_tokens=5000, completion_tokens=2000, total_tokens=7000), - ) - response._hidden_params = { - "custom_llm_provider": "azure_ai", - "litellm_model_name": "azure_ai/model-router", - } + def test_router_request_with_routed_response_charges_the_fee_once(self) -> None: + routed_prompt_cost, routed_completion_cost = _routed_model_cost() + logging_obj = _router_logging("model-router") cost = completion_cost( - completion_response=response, - model="gpt-4.1-nano-2025-04-14", + completion_response=_azure_ai_response(ROUTED_MODEL), + model=ROUTED_MODEL, custom_llm_provider="azure_ai", litellm_logging_obj=logging_obj, ) - expected_flat_cost = ( - 5000 * AZURE_MODEL_ROUTER_FLAT_COST_PER_M_INPUT_TOKENS / 1_000_000 + breakdown = logging_obj.cost_breakdown + assert breakdown is not None + assert breakdown["input_cost"] == pytest.approx(routed_prompt_cost, rel=1e-9) + assert breakdown["output_cost"] == pytest.approx(routed_completion_cost, rel=1e-9) + assert breakdown.get("additional_costs") == pytest.approx( + {"Azure Model Router Flat Cost": ROUTED_FEE}, rel=1e-9 ) - assert cost >= expected_flat_cost - assert logging_obj.cost_breakdown is not None - assert "additional_costs" in logging_obj.cost_breakdown - assert ( - "Azure Model Router Flat Cost" - in logging_obj.cost_breakdown["additional_costs"] + assert cost == pytest.approx(routed_prompt_cost + routed_completion_cost + ROUTED_FEE, rel=1e-9) + + def test_routed_response_named_by_hidden_params_charges_the_fee_once(self) -> None: + routed_prompt_cost, routed_completion_cost = _routed_model_cost() + logging_obj = _router_logging(ROUTED_MODEL) + cost = completion_cost( + completion_response=_azure_ai_response(ROUTED_MODEL, litellm_model_name="azure_ai/model-router"), + model=ROUTED_MODEL, + custom_llm_provider="azure_ai", + litellm_logging_obj=logging_obj, ) - assert logging_obj.cost_breakdown["additional_costs"][ - "Azure Model Router Flat Cost" - ] == pytest.approx(expected_flat_cost, rel=1e-9) + breakdown = logging_obj.cost_breakdown + assert breakdown is not None + assert breakdown["input_cost"] == pytest.approx(routed_prompt_cost, rel=1e-9) + assert breakdown.get("additional_costs") == pytest.approx( + {"Azure Model Router Flat Cost": ROUTED_FEE}, rel=1e-9 + ) + assert cost == pytest.approx(routed_prompt_cost + routed_completion_cost + ROUTED_FEE, rel=1e-9) + + @pytest.mark.parametrize("router_entry_name", ["model_router", "model-router"]) + def test_response_priced_as_the_router_entry_charges_the_fee_once(self, router_entry_name: str) -> None: + logging_obj = _router_logging(router_entry_name) + cost = completion_cost( + completion_response=_azure_ai_response(router_entry_name), + model=router_entry_name, + custom_llm_provider="azure_ai", + litellm_logging_obj=logging_obj, + ) + breakdown = logging_obj.cost_breakdown + assert breakdown is not None + assert "additional_costs" not in breakdown + assert breakdown["input_cost"] == pytest.approx(ROUTED_FEE, rel=1e-9) + assert cost == pytest.approx(ROUTED_FEE, rel=1e-9) class TestAzureAIServiceTierCostCalculation: @@ -459,26 +313,27 @@ class TestAzureAIServiceTierCostCalculation: @pytest.fixture(autouse=True) def register_test_model(self): import litellm - litellm.register_model(model_cost={ - "test-azure-ai-model": { - "input_cost_per_token": 0.001, - "output_cost_per_token": 0.002, - "input_cost_per_token_priority": 0.01, - "output_cost_per_token_priority": 0.02, - "input_cost_per_token_flex": 0.0005, - "output_cost_per_token_flex": 0.001, - "litellm_provider": "azure_ai", - "max_tokens": 8192, + + litellm.register_model( + model_cost={ + "test-azure-ai-model": { + "input_cost_per_token": 0.001, + "output_cost_per_token": 0.002, + "input_cost_per_token_priority": 0.01, + "output_cost_per_token_priority": 0.02, + "input_cost_per_token_flex": 0.0005, + "output_cost_per_token_flex": 0.001, + "litellm_provider": "azure_ai", + "max_tokens": 8192, + } } - }) + ) def test_service_tier_priority_higher_cost(self): """Priority tier should cost more than standard for azure_ai.""" usage = Usage(prompt_tokens=1000, completion_tokens=500, total_tokens=1500) - standard_prompt, standard_completion = cost_per_token( - model="test-azure-ai-model", usage=usage - ) + standard_prompt, standard_completion = cost_per_token(model="test-azure-ai-model", usage=usage) priority_prompt, priority_completion = cost_per_token( model="test-azure-ai-model", usage=usage, service_tier="priority" ) @@ -490,12 +345,8 @@ class TestAzureAIServiceTierCostCalculation: """Flex tier should cost less than standard for azure_ai.""" usage = Usage(prompt_tokens=1000, completion_tokens=500, total_tokens=1500) - standard_prompt, standard_completion = cost_per_token( - model="test-azure-ai-model", usage=usage - ) - flex_prompt, flex_completion = cost_per_token( - model="test-azure-ai-model", usage=usage, service_tier="flex" - ) + standard_prompt, standard_completion = cost_per_token(model="test-azure-ai-model", usage=usage) + flex_prompt, flex_completion = cost_per_token(model="test-azure-ai-model", usage=usage, service_tier="flex") assert flex_prompt < standard_prompt assert flex_completion < standard_completion diff --git a/tests/test_litellm/llms/azure_ai/test_azure_ai_foundry_catalog_model_metadata.py b/tests/test_litellm/llms/azure_ai/test_azure_ai_foundry_catalog_model_metadata.py new file mode 100644 index 00000000000..84d5cd2a7d4 --- /dev/null +++ b/tests/test_litellm/llms/azure_ai/test_azure_ai_foundry_catalog_model_metadata.py @@ -0,0 +1,113 @@ +from pathlib import Path +from typing import Final + +import pytest +from pydantic import TypeAdapter + +from litellm import completion_cost, cost_per_token, get_model_info +from litellm.litellm_core_utils.get_llm_provider_logic import get_llm_provider +from litellm.types.utils import TranscriptionResponse + +REPO_ROOT: Final = Path(__file__).parents[4] +MAIN_COST_MAP: Final = REPO_ROOT / "model_prices_and_context_window.json" +BACKUP_COST_MAP: Final = REPO_ROOT / "litellm" / "model_prices_and_context_window_backup.json" +COST_MAP_ADAPTER: Final = TypeAdapter(dict[str, dict[str, object]]) +AZURE_PRICING_PREFIX: Final = "https://azure.microsoft.com/en-us/pricing/details/" +A_MILLION: Final = 1_000_000 +AN_HOUR_IN_SECONDS: Final = 3600 + +TOKEN_PRICED_NAMES: Final = ( + "gpt-chat-latest", + "codex-mini", + "model-router", + "cohere-command-a", + "grok-4-20-reasoning", + "grok-4-20-non-reasoning", +) +GROK_4_20_NAMES: Final = ("grok-4-20-reasoning", "grok-4-20-non-reasoning") +CATALOG_NAMES: Final = TOKEN_PRICED_NAMES + ("whisper",) + + +def _cost_map_entry(path: Path, catalog_name: str) -> dict[str, object]: + return COST_MAP_ADAPTER.validate_json(path.read_bytes())[f"azure_ai/{catalog_name}"] + + +def _whisper_transcription_cost(duration_seconds: int) -> float: + transcription: Final = TranscriptionResponse(text="hello") + transcription._hidden_params = { # pyright: ignore[reportPrivateUsage] # TranscriptionResponse exposes no public hidden-params setter + "custom_llm_provider": "azure_ai", + "model": "azure_ai/whisper", + "audio_transcription_duration": duration_seconds, + } + return completion_cost( + completion_response=transcription, + model="azure_ai/whisper", + custom_llm_provider="azure_ai", + call_type="atranscription", + ) + + +@pytest.mark.parametrize("catalog_name", CATALOG_NAMES) +def test_azure_ai_catalog_name_routes_to_azure_ai(catalog_name: str) -> None: + routed_model, provider, _, _ = get_llm_provider(model=f"azure_ai/{catalog_name}") + assert (routed_model, provider) == (catalog_name, "azure_ai") + + +@pytest.mark.usefixtures("local_model_cost_map") +@pytest.mark.parametrize("catalog_name", TOKEN_PRICED_NAMES) +def test_azure_ai_catalog_name_charges_its_own_entry_per_token(catalog_name: str) -> None: + entry: Final = get_model_info(f"azure_ai/{catalog_name}") + prompt_cost, completion_cost_usd = cost_per_token( + model=f"azure_ai/{catalog_name}", prompt_tokens=A_MILLION, completion_tokens=A_MILLION + ) + assert prompt_cost > 0 + assert prompt_cost == pytest.approx(A_MILLION * entry["input_cost_per_token"]) + assert completion_cost_usd == pytest.approx(A_MILLION * entry["output_cost_per_token"]) + + +@pytest.mark.usefixtures("local_model_cost_map") +@pytest.mark.parametrize("catalog_name", TOKEN_PRICED_NAMES) +def test_azure_ai_catalog_name_prices_the_same_in_any_casing(catalog_name: str) -> None: + lowercase_cost = cost_per_token(model=f"azure_ai/{catalog_name}", prompt_tokens=A_MILLION, completion_tokens=0) + upper_cost = cost_per_token(model=f"azure_ai/{catalog_name.upper()}", prompt_tokens=A_MILLION, completion_tokens=0) + assert upper_cost == lowercase_cost + + +@pytest.mark.usefixtures("local_model_cost_map") +@pytest.mark.parametrize("catalog_name", GROK_4_20_NAMES) +def test_azure_ai_grok_4_20_bills_cached_prompt_tokens_at_the_input_price(catalog_name: str) -> None: + uncached_prompt_cost, _ = cost_per_token(model=f"azure_ai/{catalog_name}", prompt_tokens=A_MILLION, completion_tokens=0) + cached_prompt_cost, _ = cost_per_token( + model=f"azure_ai/{catalog_name}", + prompt_tokens=A_MILLION, + completion_tokens=0, + cache_read_input_tokens=A_MILLION, + ) + assert uncached_prompt_cost > 0 + assert cached_prompt_cost == pytest.approx(uncached_prompt_cost) + + +@pytest.mark.usefixtures("local_model_cost_map") +def test_azure_ai_whisper_catalog_name_is_priced_per_second() -> None: + one_second_cost: Final = _whisper_transcription_cost(1) + one_hour_cost: Final = _whisper_transcription_cost(AN_HOUR_IN_SECONDS) + assert one_second_cost > 0 + assert one_hour_cost == pytest.approx(AN_HOUR_IN_SECONDS * one_second_cost) + + +@pytest.mark.parametrize("catalog_name", CATALOG_NAMES) +def test_azure_ai_catalog_entry_source_and_backup_match(catalog_name: str) -> None: + main_entry = _cost_map_entry(MAIN_COST_MAP, catalog_name) + backup_entry = _cost_map_entry(BACKUP_COST_MAP, catalog_name) + + assert str(main_entry["source"]).startswith(AZURE_PRICING_PREFIX) + assert backup_entry == main_entry + + +def test_azure_ai_model_router_spellings_share_one_entry() -> None: + underscore_entry = _cost_map_entry(MAIN_COST_MAP, "model_router") + hyphen_entry = _cost_map_entry(MAIN_COST_MAP, "model-router") + + assert {k: v for k, v in underscore_entry.items() if k != "comment"} == { + k: v for k, v in hyphen_entry.items() if k != "comment" + } 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 541c0db15d8..3b01a4f2054 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 @@ -5,6 +5,8 @@ Test bedrock files transformation functionality import json import os from collections.abc import Mapping +from contextlib import AsyncExitStack, closing +from typing import Final from unittest.mock import MagicMock from urllib.parse import unquote, urlparse @@ -1855,6 +1857,104 @@ class TestBedrockBatchNonChatEndpointRecords: ] +class TestBedrockFileDeletion: + S3_URI: Final = "s3://my-bucket/litellm-bedrock-files-model-abc.jsonl" + URL: Final = "https://s3.us-west-2.amazonaws.com/my-bucket/litellm-bedrock-files-model-abc.jsonl" + + def test_interleaved_deletions_keep_their_own_file_ids(self, monkeypatch: pytest.MonkeyPatch) -> None: + import httpx + + from litellm.llms.bedrock.files.transformation import BedrockFilesConfig + + monkeypatch.setenv("AWS_S3_BUCKET_NAME", "my-bucket") + config: Final = BedrockFilesConfig() + params: Final = { + "aws_access_key_id": "AKIAEXAMPLE", + "aws_secret_access_key": "test-secret", + "aws_region_name": "us-west-2", + } + file_ids: Final = (self.S3_URI, "s3://my-bucket/litellm-bedrock-files-model-second.jsonl") + for file_id in file_ids: + config.transform_delete_file_request(file_id=file_id, optional_params={}, litellm_params=params) + + deleted: Final = tuple( + config.transform_delete_file_response( + raw_response=httpx.Response(204), + logging_obj=MagicMock(model_call_details={"additional_args": {"file_id": file_id}}), + litellm_params=params, + ).id + for file_id in file_ids + ) + + assert deleted == file_ids + + def test_delete_file_sends_signed_delete_and_returns_matching_id(self, monkeypatch: pytest.MonkeyPatch) -> None: + import httpx + import respx + + import litellm + from litellm.llms.custom_httpx.http_handler import HTTPHandler + + monkeypatch.setenv("AWS_S3_BUCKET_NAME", "my-bucket") + with respx.mock, closing(HTTPHandler()) as client: + route: Final = respx.delete(self.URL).mock(return_value=httpx.Response(204)) + deleted: Final = litellm.file_delete( + file_id=self.S3_URI, custom_llm_provider="bedrock", client=client, + aws_access_key_id="AKIAEXAMPLE", aws_secret_access_key="test-secret", aws_region_name="us-west-2", + ) + assert route.call_count == 1 + request: Final = route.calls[0].request + assert request.content == b"" + signed: Final = AWSRequest(method="DELETE", url=self.URL, headers={ + "X-Amz-Date": request.headers["X-Amz-Date"], + "X-Amz-Content-SHA256": request.headers["X-Amz-Content-SHA256"], + }) + signed.context["timestamp"] = request.headers["X-Amz-Date"] + auth: Final = S3SigV4Auth(Credentials("AKIAEXAMPLE", "test-secret"), "s3", "us-west-2") + signature: Final = auth.signature(auth.string_to_sign(signed, auth.canonical_request(signed)), signed) + assert request.headers["Authorization"].endswith(f"Signature={signature}") + assert deleted.id == self.S3_URI and deleted.deleted is True + + @pytest.mark.asyncio + async def test_adelete_file_propagates_s3_errors(self, monkeypatch: pytest.MonkeyPatch) -> None: + import httpx + import respx + + import litellm + from litellm.llms.custom_httpx.http_handler import AsyncHTTPHandler + + monkeypatch.setenv("AWS_S3_BUCKET_NAME", "my-bucket") + monkeypatch.setenv("DISABLE_AIOHTTP_TRANSPORT", "True") + async with AsyncExitStack() as stack: + client: Final = AsyncHTTPHandler() + stack.push_async_callback(client.close) + with respx.mock: + route: Final = respx.delete(self.URL).mock( + return_value=httpx.Response(403, content=b"AccessDenied") + ) + from litellm.llms.bedrock.common_utils import BedrockError + + with pytest.raises(BedrockError, match="AccessDenied"): + await litellm.afile_delete( + file_id=self.S3_URI, custom_llm_provider="bedrock", client=client, + aws_access_key_id="AKIAEXAMPLE", aws_secret_access_key="test-secret", aws_region_name="us-west-2", + ) + assert route.call_count == 1 + + @pytest.mark.parametrize("file_id, message", [ + ("s3://other-bucket/litellm-bedrock-files-model-abc.jsonl", "configured storage bucket"), + ("s3://my-bucket/private/data.jsonl", "LiteLLM-managed"), + ]) + def test_delete_rejects_untrusted_objects_before_signing( + self, file_id: str, message: str, monkeypatch: pytest.MonkeyPatch + ) -> None: + from litellm.llms.bedrock.files.transformation import BedrockFilesConfig + + monkeypatch.setenv("AWS_S3_BUCKET_NAME", "my-bucket") + with pytest.raises(ValueError, match=message): + BedrockFilesConfig().transform_delete_file_request(file_id=file_id, optional_params={}, litellm_params={}) + + class TestBedrockFileContentTransformation: """SigV4-signed S3 GetObject retrieval of Bedrock batch output files.""" @@ -1873,7 +1973,7 @@ class TestBedrockFileContentTransformation: import hashlib from litellm.llms.bedrock.files.transformation import ( - S3_SIGNED_GET_HEADERS_PARAM, + S3_SIGNED_REQUEST_HEADERS_PARAM, BedrockFilesConfig, ) @@ -1889,7 +1989,7 @@ class TestBedrockFileContentTransformation: assert url == self.EXPECTED_URL assert params == {} - signed_headers = litellm_params[S3_SIGNED_GET_HEADERS_PARAM] + signed_headers = litellm_params[S3_SIGNED_REQUEST_HEADERS_PARAM] content_hashes = { value for name, value in signed_headers.items() @@ -2139,7 +2239,7 @@ class TestBedrockFileContentTransformation: def test_s3_region_name_wins_for_content_signing(self, monkeypatch): """s3_region_name must override aws_region_name for both the URL and the signature.""" from litellm.llms.bedrock.files.transformation import ( - S3_SIGNED_GET_HEADERS_PARAM, + S3_SIGNED_REQUEST_HEADERS_PARAM, BedrockFilesConfig, ) @@ -2154,17 +2254,17 @@ class TestBedrockFileContentTransformation: ) assert url.startswith("https://s3.eu-west-1.amazonaws.com/") - authorization = litellm_params[S3_SIGNED_GET_HEADERS_PARAM]["Authorization"] + authorization = litellm_params[S3_SIGNED_REQUEST_HEADERS_PARAM]["Authorization"] assert "/eu-west-1/s3/aws4_request" in authorization def test_validate_environment_merges_and_pops_signed_get_headers(self): from litellm.llms.bedrock.files.transformation import ( - S3_SIGNED_GET_HEADERS_PARAM, + S3_SIGNED_REQUEST_HEADERS_PARAM, BedrockFilesConfig, ) litellm_params = { - S3_SIGNED_GET_HEADERS_PARAM: {"Authorization": "AWS4-HMAC-SHA256 test"} + S3_SIGNED_REQUEST_HEADERS_PARAM: {"Authorization": "AWS4-HMAC-SHA256 test"} } headers = BedrockFilesConfig().validate_environment( @@ -2179,7 +2279,7 @@ class TestBedrockFileContentTransformation: "x-custom": "kept", "Authorization": "AWS4-HMAC-SHA256 test", } - assert S3_SIGNED_GET_HEADERS_PARAM not in litellm_params + assert S3_SIGNED_REQUEST_HEADERS_PARAM not in litellm_params def test_transform_file_content_response_wraps_binary_content(self): import httpx @@ -2379,7 +2479,7 @@ class TestBedrockFilesS3SignatureEncoding: self, monkeypatch: pytest.MonkeyPatch ) -> None: from litellm.llms.bedrock.files.transformation import ( - S3_SIGNED_GET_HEADERS_PARAM, + S3_SIGNED_REQUEST_HEADERS_PARAM, BedrockFilesConfig, ) @@ -2402,7 +2502,7 @@ class TestBedrockFilesS3SignatureEncoding: method="GET", url=url, body=None, - headers=litellm_params[S3_SIGNED_GET_HEADERS_PARAM], + headers=litellm_params[S3_SIGNED_REQUEST_HEADERS_PARAM], ) @@ -2457,7 +2557,7 @@ def test_sign_s3_request_assumes_role_with_external_id(monkeypatch): assert "ASIAFILESPUTROLE" in authorization -def test_sign_s3_get_request_assumes_role_with_external_id(monkeypatch): +def test_sign_s3_request_without_body_assumes_role_with_external_id(monkeypatch): """A trust policy requiring sts:ExternalId must be satisfied when signing the S3 download request.""" import datetime from unittest.mock import patch @@ -2504,7 +2604,7 @@ def test_sign_s3_get_request_assumes_role_with_external_id(monkeypatch): assert request_params.aws_external_id == "external-id-files-get" with patch.object(boto3, "client", return_value=FakeSTSClient()): - signed_headers = BedrockFilesConfig()._sign_s3_get_request( + signed_headers = BedrockFilesConfig()._sign_s3_request_without_body( api_base="https://s3.us-east-1.amazonaws.com/safe-bucket/litellm-bedrock-files-model-id-abc.jsonl", aws_region_name="us-east-1", request_params=request_params, diff --git a/tests/test_litellm/llms/bedrock/test_base_aws_llm.py b/tests/test_litellm/llms/bedrock/test_base_aws_llm.py index f854d806bdc..a1c28f36e70 100644 --- a/tests/test_litellm/llms/bedrock/test_base_aws_llm.py +++ b/tests/test_litellm/llms/bedrock/test_base_aws_llm.py @@ -38,6 +38,14 @@ def flush_shared_bedrock_iam_cache(): yield +@pytest.fixture(autouse=True) +def _clean_ssl_env(monkeypatch): + """get_ssl_verify reads these, so the sts client's verify= would otherwise depend on + the ambient environment. The published images set SSL_CERT_FILE.""" + for env_var in ("SSL_CERT_FILE", "SSL_VERIFY"): + monkeypatch.delenv(env_var, raising=False) + + def test_base_aws_llm_instances_share_process_wide_iam_cache(): """Regression LIT-2662: new instances must reuse iam_cache (Bedrock passthrough is per-request).""" first = BaseAWSLLM() diff --git a/tests/test_litellm/llms/fireworks_ai/responses/test_fireworks_ai_responses_transformation.py b/tests/test_litellm/llms/fireworks_ai/responses/test_fireworks_ai_responses_transformation.py index b9408d44e9a..d0697ca9b0e 100644 --- a/tests/test_litellm/llms/fireworks_ai/responses/test_fireworks_ai_responses_transformation.py +++ b/tests/test_litellm/llms/fireworks_ai/responses/test_fireworks_ai_responses_transformation.py @@ -162,7 +162,7 @@ def test_responses_call_forwards_previous_response_id_and_store() -> None: assert body["input"][0]["call_id"] == "call_abc123" -def test_responses_call_sends_developer_items_as_system_messages() -> None: +def test_responses_call_folds_developer_items_into_instructions() -> None: client: Final = _mock_http_client(_fireworks_response("accounts/fireworks/models/kimi-k3")) with patch(HTTPX_CLIENT_FACTORY, return_value=client): litellm.responses( @@ -175,13 +175,183 @@ def test_responses_call_sends_developer_items_as_system_messages() -> None: api_key="fw-test-key", ) _, _, body = _sent_request(client) + assert body["instructions"] == "Answer with exactly one word." assert tuple(body["input"]) == ( {"role": "user", "content": "Hi there"}, - {"role": "system", "content": "Answer with exactly one word.", "type": "message"}, {"role": "user", "content": [{"type": "input_text", "text": "What is the capital of France?"}]}, ) +def test_responses_call_folds_instructions_and_developer_item_into_instructions_with_reasoning_replayed() -> None: + client: Final = _mock_http_client(_fireworks_response("accounts/fireworks/models/qwen3p8-2p4t-a95b")) + with patch(HTTPX_CLIENT_FACTORY, return_value=client): + litellm.responses( + model="fireworks_ai/accounts/fireworks/models/qwen3p8-2p4t-a95b", + instructions="You are a coding agent running in the Codex CLI.", + input=[ # mutable-ok: the Responses API takes input as a JSON list + { + "role": "developer", + "content": [{"type": "input_text", "text": "read-only"}], + }, + {"role": "user", "content": [{"type": "input_text", "text": "What is the capital of France?"}]}, + {"id": "rs_1", "type": "reasoning", "summary": [{"type": "summary_text", "text": "A trivial question."}]}, + { + "id": "msg_1", + "type": "message", + "role": "assistant", + "status": "completed", + "content": [{"type": "output_text", "text": "Paris is the capital of France.", "annotations": []}], + }, + {"role": "user", "content": [{"type": "input_text", "text": "And of Spain?"}]}, + ], + store=False, + api_key="fw-test-key", + ) + _, _, body = _sent_request(client) + assert body["instructions"] == ( + "You are a coding agent running in the Codex CLI.\n\nread-only" + ) + assert tuple(body["input"]) == ( + {"role": "user", "content": [{"type": "input_text", "text": "What is the capital of France?"}]}, + {"id": "rs_1", "type": "reasoning", "summary": [{"type": "summary_text", "text": "A trivial question."}]}, + { + "id": "msg_1", + "type": "message", + "role": "assistant", + "status": "completed", + "content": [{"type": "output_text", "text": "Paris is the capital of France.", "annotations": []}], + }, + {"role": "user", "content": [{"type": "input_text", "text": "And of Spain?"}]}, + ) + + +def test_responses_call_folds_instructions_and_developer_item_with_previous_response_id() -> None: + client: Final = _mock_http_client(_fireworks_response("accounts/fireworks/models/qwen3p8-2p4t-a95b")) + with patch(HTTPX_CLIENT_FACTORY, return_value=client): + litellm.responses( + model="fireworks_ai/accounts/fireworks/models/qwen3p8-2p4t-a95b", + instructions="You are a terse assistant.", + input=[ # mutable-ok: the Responses API takes input as a JSON list + {"role": "developer", "content": "Answer with exactly one word."}, + {"role": "user", "content": "And of Spain?"}, + ], + previous_response_id="resp_0e946f2d46bf4b49bf8b29ff78083583", + store=True, + api_key="fw-test-key", + ) + _, _, body = _sent_request(client) + assert body["instructions"] == "You are a terse assistant.\n\nAnswer with exactly one word." + assert body["previous_response_id"] == "resp_0e946f2d46bf4b49bf8b29ff78083583" + assert tuple(body["input"]) == ({"role": "user", "content": "And of Spain?"},) + + +def test_responses_call_keeps_a_closing_developer_item_after_an_assistant_turn_in_place() -> None: + client: Final = _mock_http_client(_fireworks_response("accounts/fireworks/models/qwen3p8-2p4t-a95b")) + assistant_turn: Final = { + "id": "msg_1", + "type": "message", + "role": "assistant", + "status": "completed", + "content": [{"type": "output_text", "text": "Paris.", "annotations": []}], + } + with patch(HTTPX_CLIENT_FACTORY, return_value=client): + litellm.responses( + model="fireworks_ai/accounts/fireworks/models/qwen3p8-2p4t-a95b", + instructions="Be terse.", + input=[ # mutable-ok: the Responses API takes input as a JSON list + {"role": "developer", "content": "Answer with exactly one word."}, + {"role": "user", "content": "What is the capital of France?"}, + assistant_turn, + {"role": "developer", "content": "Now restate it in French."}, + ], + api_key="fw-test-key", + ) + _, _, body = _sent_request(client) + assert body["instructions"] == "Be terse.\n\nAnswer with exactly one word." + assert tuple(body["input"]) == ( + {"role": "user", "content": "What is the capital of France?"}, + assistant_turn, + {"role": "system", "content": "Now restate it in French.", "type": "message"}, + ) + + +def test_responses_call_keeps_a_mid_conversation_system_item_in_place() -> None: + client: Final = _mock_http_client(_fireworks_response("accounts/fireworks/models/kimi-k3")) + with patch(HTTPX_CLIENT_FACTORY, return_value=client): + litellm.responses( + model="fireworks_ai/accounts/fireworks/models/kimi-k3", + input=[ # mutable-ok: the Responses API takes input as a JSON list + {"role": "user", "content": "Hi there"}, + {"role": "system", "content": "Switch to French."}, + {"role": "user", "content": "What is the capital of France?"}, + ], + api_key="fw-test-key", + ) + _, _, body = _sent_request(client) + assert "instructions" not in body + assert tuple(body["input"]) == ( + {"role": "user", "content": "Hi there"}, + {"role": "system", "content": "Switch to French."}, + {"role": "user", "content": "What is the capital of France?"}, + ) + + +def test_responses_call_keeps_a_developer_item_with_non_text_parts_in_place_as_a_system_item() -> None: + client: Final = _mock_http_client(_fireworks_response("accounts/fireworks/models/qwen3p8-2p4t-a95b")) + developer_item: Final = { + "role": "developer", + "content": [ + {"type": "input_text", "text": "Match the style of this reference image."}, + {"type": "input_image", "image_url": "data:image/png;base64,iVBORw0KGgo=", "detail": "auto"}, + ], + } + with patch(HTTPX_CLIENT_FACTORY, return_value=client): + litellm.responses( + model="fireworks_ai/accounts/fireworks/models/qwen3p8-2p4t-a95b", + instructions="Answer with one word.", + input=[developer_item, {"role": "user", "content": "What is the capital of France?"}], # mutable-ok: JSON list + store=False, + api_key="fw-test-key", + ) + _, _, body = _sent_request(client) + assert body["instructions"] == "Answer with one word." + assert tuple(body["input"]) == ( + {"role": "system", "content": developer_item["content"], "type": "message"}, + {"role": "user", "content": "What is the capital of France?"}, + ) + + +def test_responses_call_forwards_string_input_and_instructions_unchanged() -> None: + client: Final = _mock_http_client(_fireworks_response("accounts/fireworks/models/kimi-k3")) + with patch(HTTPX_CLIENT_FACTORY, return_value=client): + litellm.responses( + model="fireworks_ai/accounts/fireworks/models/kimi-k3", + instructions="Answer with exactly one word.", + input="What is the capital of France?", + api_key="fw-test-key", + ) + _, _, body = _sent_request(client) + assert body["instructions"] == "Answer with exactly one word." + assert body["input"] == "What is the capital of France?" + + +def test_transform_request_forwards_non_string_instructions_and_input_untouched() -> None: + developer_item: Final = {"role": "developer", "content": "Answer with exactly one word."} + user_item: Final = {"role": "user", "content": "What is the capital of France?"} + request: Final = FireworksAIResponsesAPIConfig().transform_responses_api_request( + model="accounts/fireworks/models/kimi-k3", + input=cast(ResponseInputParam, [developer_item, user_item]), # mutable-ok: JSON list + response_api_optional_request_params={"instructions": ["not", "a", "string"]}, # mutable-ok: base takes a dict + litellm_params=GenericLiteLLMParams(), + headers={}, # mutable-ok: base takes a dict + ) + assert request["instructions"] == ["not", "a", "string"] + assert tuple(request["input"]) == ( + {"role": "system", "content": "Answer with exactly one word.", "type": "message"}, + user_item, + ) + + def test_responses_call_maps_pydantic_developer_items_and_replays_pydantic_output_items() -> None: client: Final = _mock_http_client(_fireworks_response("accounts/fireworks/models/kimi-k3")) pydantic_input: Final = cast( @@ -205,8 +375,8 @@ def test_responses_call_maps_pydantic_developer_items_and_replays_pydantic_outpu model="fireworks_ai/accounts/fireworks/models/kimi-k3", input=pydantic_input, api_key="fw-test-key" ) _, _, body = _sent_request(client) + assert body["instructions"] == "Answer with exactly one word." assert tuple(body["input"]) == ( - {"role": "system", "content": "Answer with exactly one word.", "type": "message"}, {"id": "rs_1", "summary": [], "type": "reasoning"}, { "id": "fc_1", diff --git a/tests/test_litellm/proxy/_experimental/mcp_server/conftest.py b/tests/test_litellm/proxy/_experimental/mcp_server/conftest.py index 2ccba2b2055..9a66f130d24 100644 --- a/tests/test_litellm/proxy/_experimental/mcp_server/conftest.py +++ b/tests/test_litellm/proxy/_experimental/mcp_server/conftest.py @@ -2,15 +2,15 @@ import os import pytest -from litellm.proxy._experimental.mcp_server.mcp_server_manager import ( - global_mcp_server_manager, -) - @pytest.fixture(autouse=True) def _hermetic_mcp_server_registry(): """Restore the singleton ``global_mcp_server_manager``'s registry state around every test, so entries seeded by one test never leak into another on a shared shard.""" + from litellm.proxy._experimental.mcp_server.mcp_server_manager import ( + global_mcp_server_manager, + ) + saved_registry = dict(global_mcp_server_manager.registry) saved_config_servers = dict(global_mcp_server_manager.config_mcp_servers) saved_tool_mapping = dict(global_mcp_server_manager.tool_name_to_mcp_server_name_mapping) diff --git a/tests/test_litellm/proxy/_experimental/mcp_server/test_mcp_partial_update.py b/tests/test_litellm/proxy/_experimental/mcp_server/test_mcp_partial_update.py index c0d055edb7f..669e094fee4 100644 --- a/tests/test_litellm/proxy/_experimental/mcp_server/test_mcp_partial_update.py +++ b/tests/test_litellm/proxy/_experimental/mcp_server/test_mcp_partial_update.py @@ -1,10 +1,11 @@ """ -Tests for partial-update semantics of PUT /v1/mcp/server. +Tests for partial-update semantics of PUT /v1/mcp/server and PUT /v1/mcp/toolset. A partial update must only write the fields the caller explicitly provided. Omitting a field must NOT reset it to its Pydantic schema default (e.g. ``transport=sse``, ``mcp_access_groups=[]``, ``allow_all_keys=False``), which -would silently overwrite the existing DB row. +would silently overwrite the existing DB row, and a field the caller sent as null +must be cleared rather than left at its stored value. """ import json @@ -850,3 +851,69 @@ async def test_cf_pair_switch_does_not_clear_dcr_bridge(): data = UpdateMCPServerRequest(server_id="s", auth_type="oauth_delegate") data_dict = await _run_update_with_existing(data, existing_auth_type="true_passthrough") assert "dcr_bridge" not in data_dict + + +def _mock_toolset_prisma(): + """A prisma double whose update answers with a row the reader can expand, so the + call under test returns instead of failing inside the row mapper.""" + updated_row = MagicMock() + updated_row.model_dump.return_value = { + "toolset_id": "ts-1", + "toolset_name": "ops", + "description": None, + "tools": "[]", + } + mock_prisma = MagicMock() + mock_prisma.db.litellm_mcptoolsettable = AsyncMock() + mock_prisma.db.litellm_mcptoolsettable.update = AsyncMock(return_value=updated_row) + return mock_prisma + + +async def _run_toolset_update(payload: dict) -> dict: + """The columns PUT /v1/mcp/toolset writes for this payload, minus the audit stamp + every write carries. The prisma double is injected, so nothing is patched.""" + from litellm.proxy._experimental.mcp_server.toolset_db import update_mcp_toolset + from litellm.types.mcp_server.mcp_toolset import UpdateMCPToolsetRequest + + mock_prisma = _mock_toolset_prisma() + await update_mcp_toolset(mock_prisma, UpdateMCPToolsetRequest.model_validate(payload), "test-user") + written = dict(mock_prisma.db.litellm_mcptoolsettable.update.call_args[1]["data"]) + assert written["updated_by"] == "test-user" + return {name: value for name, value in written.items() if name != "updated_by"} + + +@pytest.mark.asyncio +async def test_toolset_partial_update_clears_description_on_explicit_null(): + """The dump used to drop None, so a null description could never clear the stored + one: the toolset kept a description its owner had deleted.""" + assert await _run_toolset_update({"toolset_id": "ts-1", "description": None}) == {"description": None} + + +@pytest.mark.asyncio +async def test_toolset_partial_update_omits_the_fields_the_caller_left_out(): + tools = [{"server_id": "s1", "tool_name": "alpha"}] + assert await _run_toolset_update({"toolset_id": "ts-1", "tools": tools}) == {"tools": json.dumps(tools)} + + +@pytest.mark.asyncio +async def test_toolset_partial_update_ignores_null_tools_rather_than_revoking_them(): + """A client that sends tools=null means "leave the selection alone", so the grants + survive. Clearing them is an explicit [], which cannot be confused with an omitted + field; treating null as a clear would silently revoke every tool the toolset grants.""" + assert await _run_toolset_update({"toolset_id": "ts-1", "tools": None, "description": "kept"}) == { + "description": "kept" + } + + +@pytest.mark.asyncio +async def test_toolset_partial_update_empties_the_selection_on_an_explicit_empty_list(): + assert await _run_toolset_update({"toolset_id": "ts-1", "tools": []}) == {"tools": "[]"} + + +@pytest.mark.asyncio +async def test_toolset_partial_update_ignores_a_null_name(): + """A toolset always has a name, so a null toolset_name is a no-op, not a clear + that would write a NOT NULL column to null.""" + assert await _run_toolset_update({"toolset_id": "ts-1", "toolset_name": None, "description": "kept"}) == { + "description": "kept" + } diff --git a/tests/test_litellm/proxy/_experimental/mcp_server/test_mcp_proxy_mode.py b/tests/test_litellm/proxy/_experimental/mcp_server/test_mcp_proxy_mode.py new file mode 100644 index 00000000000..67b7c5a3414 --- /dev/null +++ b/tests/test_litellm/proxy/_experimental/mcp_server/test_mcp_proxy_mode.py @@ -0,0 +1,118 @@ +import json +from datetime import datetime + +import pytest +from fastapi import HTTPException +from mcp.shared.exceptions import McpError +from pydantic import AnyUrl + +import litellm +from litellm.integrations.custom_logger import CustomLogger +from litellm.proxy._experimental.mcp_server import server +from litellm.proxy._experimental.mcp_server.mcp_context import _mcp_proxy_mode +from litellm.proxy._types import LiteLLM_ObjectPermissionTable, UserAPIKeyAuth + +AUTH = UserAPIKeyAuth(api_key="key") + + +@pytest.fixture +def proxy_mode(): + token = _mcp_proxy_mode.set(True) + try: + yield + finally: + _mcp_proxy_mode.reset(token) + + +@pytest.mark.asyncio +@pytest.mark.usefixtures("proxy_mode") +async def test_proxy_call_rejects_non_proxy_tool_names() -> None: + result = await server._dispatch_virtual_mcp_tool( + name="math_stdio-add", arguments={"a": 1, "b": 2}, user_api_key_auth=AUTH, client_ip=None + ) + + assert result is not None + assert result.isError is True + assert "unavailable on /mcp/proxy" in result.content[0].text + + +@pytest.mark.asyncio +@pytest.mark.usefixtures("proxy_mode") +async def test_proxy_rejects_non_tool_protocol_operations() -> None: + options = server.server.create_initialization_options() + assert options.capabilities.prompts is None + assert options.capabilities.resources is None + assert options.capabilities.tools is not None + + with pytest.raises(McpError): + await server.list_prompts() + with pytest.raises(McpError): + await server.get_prompt("prompt", {}) + with pytest.raises(McpError): + await server.list_resources() + with pytest.raises(McpError): + await server.list_resource_templates() + with pytest.raises(McpError): + await server.read_resource(AnyUrl("https://example.com/resource")) + + +class FailureRecorder(CustomLogger): + def __init__(self) -> None: + super().__init__() + self.events: list[tuple[str, str]] = [] + + async def async_log_failure_event( + self, kwargs: dict[str, object], response_obj: object, start_time: datetime, end_time: datetime + ) -> None: + self.events.append(("failure", json.dumps(kwargs.get("standard_logging_object"), default=str))) + + async def async_log_success_event( + self, kwargs: dict[str, object], response_obj: object, start_time: datetime, end_time: datetime + ) -> None: + self.events.append(("success", json.dumps(kwargs.get("standard_logging_object"), default=str))) + + async def async_post_call_failure_hook( + self, + request_data: dict[str, object], + original_exception: Exception, + user_api_key_dict: UserAPIKeyAuth, + traceback_str: str | None = None, + ) -> None: + self.events.append(("post_failure", json.dumps(request_data, default=str))) + + +@pytest.mark.asyncio +@pytest.mark.usefixtures("proxy_mode") +async def test_proxy_scope_exception_emits_failure_log(monkeypatch: pytest.MonkeyPatch) -> None: + recorder = FailureRecorder() + monkeypatch.setattr(litellm, "callbacks", [recorder]) + auth = UserAPIKeyAuth( + api_key="scope-denial-key-hash", + object_permission=LiteLLM_ObjectPermissionTable(object_permission_id="denied", mcp_servers=["no-mcp-servers"]), + ) + arguments = {"tool_id": "denied-scope", "arguments": {}} + + with pytest.raises(HTTPException) as denied: + await server._dispatch_virtual_mcp_tool( + name="call_tool", + arguments=arguments, + user_api_key_auth=auth, + client_ip=None, + mcp_servers=["ungranted"], + raw_headers={"authorization": "Bearer raw-scope-secret", "x-litellm-call-id": "scope-denial"}, + ) + + assert denied.value.status_code == 403 + assert denied.value.detail == {"error": "The key is not allowed to access the requested MCP servers: ungranted"} + assert [kind for kind, _ in recorder.events] == ["failure", "post_failure"] + payload = json.loads(recorder.events[0][1]) + assert payload["id"] == "scope-denial" + assert payload["call_type"] == "call_mcp_tool" + assert payload["status"] == "failure" + assert payload["response_cost"] == 0 + assert "ungranted" in payload["error_str"] + hook_payload = json.loads(recorder.events[1][1]) + assert hook_payload["standard_logging_object"] == payload + assert hook_payload["arguments"] == arguments + assert "raw_headers" not in hook_payload + assert "raw-scope-secret" not in recorder.events[1][1] 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 bd692776c82..3487f634251 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 @@ -3,7 +3,7 @@ import inspect import json import sys from datetime import datetime -from typing import Any, Dict, Optional +from typing import Any, Dict, Final, Optional from unittest.mock import AsyncMock, MagicMock if sys.version_info < (3, 11): # BaseExceptionGroup is a builtin only from 3.11 @@ -113,7 +113,7 @@ class TestExecuteWithMcpClient: assert "stack_trace" not in result @pytest.mark.asyncio - async def test_timeout_caps_hanging_operation_and_names_url(self, monkeypatch): + async def test_timeout_caps_hanging_operation_and_names_origin(self, monkeypatch): async def fake_create_client(*args, **kwargs): return object() @@ -138,7 +138,7 @@ class TestExecuteWithMcpClient: ) assert result["error"] is True - assert "https://mcp.example.com/mcp/" in result["message"] + assert "https://mcp.example.com" in result["message"] @pytest.mark.asyncio async def test_timeout_covers_client_creation(self, monkeypatch): @@ -166,15 +166,15 @@ class TestExecuteWithMcpClient: ) assert result["error"] is True - assert "https://mcp.example.com/mcp/" in result["message"] + assert "https://mcp.example.com" in result["message"] def test_timeout_defaults_to_tool_listing_timeout(self): default = inspect.signature(rest_endpoints._execute_with_mcp_client).parameters["timeout_seconds"].default assert default == MCP_TOOL_LISTING_TIMEOUT - def test_connection_error_message_timeout_names_url_and_budget(self): + def test_connection_error_message_timeout_names_origin_and_budget(self): message = rest_endpoints._connection_error_message(TimeoutError(), "https://api.example.com/mcp/", 30.0) - assert "https://api.example.com/mcp/" in message + assert "https://api.example.com" in message assert "30s" in message def test_connection_error_message_hides_arbitrary_http_exception_detail(self): @@ -592,7 +592,7 @@ class TestExecuteWithMcpClient: assert result["status"] == "error" assert result["error"] is True - assert "Failed to connect to MCP server" in result["message"] + assert "reference" in result["message"] # Error message must not leak raw exception details assert "cancel scope" not in result["message"] @@ -3427,10 +3427,191 @@ class TestConnectionErrorMessage: message = rest_endpoints._connection_error_message(exc, "https://example.com", 30.0) assert "503" in message + @pytest.mark.parametrize( + "error_type", [httpx.ReadError, httpx.WriteError, httpx.RemoteProtocolError, ConnectionResetError] + ) + def test_interrupted_connection_message_is_safe(self, error_type: type[Exception]) -> None: + message: Final = rest_endpoints._connection_error_message( + error_type("secret-transport-detail"), "https://example.com/?token=secret-query", 30 + ) + assert "connection was interrupted" in message + assert "secret" not in message + + def test_closed_connection_explains_incomplete_request(self) -> None: + from mcp import McpError + from mcp.types import ErrorData + + message: Final = rest_endpoints._connection_error_message( + McpError(ErrorData(code=-32000, message="Connection closed", data="secret-data")), None, 30 + ) + assert "connection was closed before the request completed" in message + assert "secret" not in message + + def test_timeout_does_not_claim_the_server_sent_nothing(self) -> None: + message: Final = rest_endpoints._connection_error_message(TimeoutError(), None, 30) + assert "no valid MCP response received" in message + + @pytest.mark.asyncio + @pytest.mark.parametrize("sdk_timeout", [True, False]) + @pytest.mark.parametrize("read_timeout", [0, 1]) + async def test_timeout_message_uses_the_deadline_that_expired(self, sdk_timeout: bool, read_timeout: int) -> None: + from mcp import McpError + from mcp.types import ErrorData + + async def operation(client: rest_endpoints.MCPClient) -> dict[str, object]: + try: + raise TimeoutError("secret-timeout") + except TimeoutError as elapsed: + if not sdk_timeout: + raise + try: + raise McpError(ErrorData(code=408, message="secret-sdk-timeout")) from elapsed + except McpError as sdk_error: + raise TimeoutError() from sdk_error + + payload: Final = NewMCPServerRequest( + server_name="timeout", url="https://example.com", auth_type=MCPAuth.none, timeout=read_timeout + ) + result: Final = await rest_endpoints._execute_with_mcp_client(payload, operation, timeout_seconds=30) + assert (f"within {read_timeout}s" if sdk_timeout else "within 30s") in result["message"] + assert "secret" not in result["message"] + def test_unknown_error_falls_back_to_generic(self): message = rest_endpoints._connection_error_message(RuntimeError("weird"), "https://example.com", 30.0) assert "weird" not in message - assert "proxy logs" in message.lower() + assert "reference" in message.lower() + + def test_sdk_session_terminated_explains_endpoint_and_retry(self) -> None: + from mcp.shared.exceptions import McpError + from mcp.types import ErrorData + + message: Final = rest_endpoints._connection_error_message( + McpError(ErrorData(code=32600, message="Session terminated")), "https://example.com/mcp", 30.0 + ) + + assert "session was terminated" in message + assert "MCP endpoint" in message + assert "transport" in message + assert "retry" in message + assert "404" not in message + + @pytest.mark.parametrize("code", [-32700, -32601, -32602, -32603, -32000, 32600, 408]) + def test_rpc_errors_include_code_without_echoing_upstream_data(self, code: int) -> None: + from mcp.shared.exceptions import McpError + from mcp.types import ErrorData + + message: Final = rest_endpoints._connection_error_message( + McpError(ErrorData(code=code, message="secret-message", data={"token": "secret-data"})), + "https://example.com/secret-path?token=secret-query", + 30.0, + ) + + assert f"JSON-RPC code {code}" in message + assert "secret" not in message + assert "timed out" not in message + assert "session was terminated" not in message + + @pytest.mark.parametrize("status_code", [401, 403, 404, 405, 429, 503]) + def test_wrapped_http_failures_preserve_status(self, status_code: int) -> None: + response: Final = httpx.Response(status_code, text="secret-body") + upstream: Final = httpx.HTTPStatusError( + "secret-exception", + request=httpx.Request("POST", "https://example.com/?token=secret-query"), + response=response, + ) + wrapped: Final = BaseExceptionGroup( + "secret-group", [asyncio.CancelledError(), BaseExceptionGroup("nested", [upstream])] + ) + + message: Final = rest_endpoints._connection_error_message(wrapped, "https://example.com", 30.0) + + assert f"HTTP {status_code}" in message + assert "secret" not in message + + def test_explicit_cause_is_classified_before_incidental_context(self) -> None: + wrapped: Final = RuntimeError("secret-wrapper") + wrapped.__cause__ = httpx.ConnectError("secret-cause") + wrapped.__context__ = TimeoutError("secret-context") + + message: Final = rest_endpoints._connection_error_message(wrapped, "https://example.com", 30.0) + + assert "unreachable" in message + assert "secret" not in message + + def test_timeout_url_redacts_credentials_path_query_and_fragment(self) -> None: + message: Final = rest_endpoints._connection_error_message( + TimeoutError("secret-error"), + "https://secret-user:secret-pass@example.com:8443/secret-path?token=secret-query#secret-fragment", + 30.0, + ) + + assert "https://example.com:8443" in message + assert "30s" in message + assert "secret" not in message + + def test_unknown_failure_reference_matches_safe_diagnostics(self, caplog: pytest.LogCaptureFixture) -> None: + import re + + try: + raise RuntimeError("secret-exception-body") + except RuntimeError as exc: + message: Final = rest_endpoints._connection_error_message( + exc, "https://secret-user:secret-password@example.com/secret-path?token=secret-query", 30.0 + ) + + reference: Final = re.search(r"reference ([a-f0-9]{32})", message) + assert reference is not None + diagnostics: Final = tuple( + record for record in caplog.records if "MCP connection test failed" in record.message + ) + assert len(diagnostics) == 1 + assert reference.group(1) in diagnostics[0].message + assert "RuntimeError" in diagnostics[0].message + assert "test_unknown_failure_reference_matches_safe_diagnostics" in diagnostics[0].message + assert diagnostics[0].exc_info is None + assert "secret" not in message + diagnostics[0].message + + @pytest.mark.parametrize("exc", [ValueError("secret-config"), HTTPException(500, "secret-detail")]) + def test_unrelated_errors_are_not_misreported_as_invalid_mcp(self, exc: Exception) -> None: + message: Final = rest_endpoints._connection_error_message(exc, "https://example.com", 30.0) + + assert "reference" in message + assert "invalid MCP response" not in message + assert "secret" not in message + + def test_configuration_validation_error_uses_unknown_fallback(self) -> None: + from pydantic import ValidationError + + with pytest.raises(ValidationError) as caught: + NewMCPServerRequest.model_validate({"server_name": "example", "transport": "secret-invalid-transport"}) + + message: Final = rest_endpoints._connection_error_message(caught.value, "https://example.com", 30.0) + assert "reference" in message + assert "invalid MCP response" not in message + assert "secret" not in message + + @pytest.mark.asyncio + async def test_connection_test_preserves_cancellation(self) -> None: + async def cancelled_operation(client: rest_endpoints.MCPClient) -> dict[str, object]: + raise asyncio.CancelledError + + payload: Final = NewMCPServerRequest(server_name="cancelled", url="https://example.com", auth_type=MCPAuth.none) + with pytest.raises(asyncio.CancelledError): + await rest_endpoints._execute_with_mcp_client(payload, cancelled_operation) + + @pytest.mark.asyncio + async def test_unknown_failure_preserves_response_contract(self) -> None: + async def failing_operation(client: rest_endpoints.MCPClient) -> dict[str, object]: + raise RuntimeError("secret-operation") + + payload: Final = NewMCPServerRequest(server_name="unknown", url="https://example.com", auth_type=MCPAuth.none) + result: Final = await rest_endpoints._execute_with_mcp_client(payload, failing_operation) + + assert result["error"] is True + assert result["status"] == "error" + assert "reference" in result["message"] + assert "secret" not in result["message"] + assert "stack_trace" not in result class TestGetServerAuthHeaderGroupDefault: diff --git a/tests/test_litellm/proxy/auth/test_auth_checks.py b/tests/test_litellm/proxy/auth/test_auth_checks.py index 2284a05b2e9..5bfef2b6445 100644 --- a/tests/test_litellm/proxy/auth/test_auth_checks.py +++ b/tests/test_litellm/proxy/auth/test_auth_checks.py @@ -2374,6 +2374,44 @@ def _mock_prisma_for_team_lookup(find_unique): return mock_prisma_client +_TEAM_ALIAS_TABLE_ROW = {"id": 1, "model_aliases": '{"fast": "gpt-4o"}', "created_by": "admin", "updated_by": "admin"} + + +def _prisma_team_row(include): + """Mimics Prisma: the `litellm_model_table` relation rides on the row only when the query `include`s it.""" + columns = {"team_id": "team-aliases", "team_alias": "aliases", "models": ["gpt-4o"]} + row = ( + {**columns, "litellm_model_table": _TEAM_ALIAS_TABLE_ROW} + if (include or {}).get("litellm_model_table") + else columns + ) + return SimpleNamespace(dict=lambda: row, model_dump=lambda: row) + + +@pytest.mark.asyncio +async def test_get_team_object_loads_model_aliases_relation(): + """LIT-5858: the auth path read teams without `include`ing `litellm_model_table`, so every JWT + team came back with `model_aliases=None` and alias requests 403'd.""" + from litellm.proxy.auth.auth_checks import get_team_object + from litellm.proxy.auth.team_grants import team_model_aliases + + async def find_unique(where, include=None): + return _prisma_team_row(include) + + mock_cache = MagicMock() + mock_cache.async_get_cache = AsyncMock(return_value=None) + mock_cache.async_set_cache = AsyncMock() + + team = await get_team_object( + team_id="team-aliases", + prisma_client=_mock_prisma_for_team_lookup(AsyncMock(side_effect=find_unique)), + user_api_key_cache=mock_cache, + check_db_only=True, + ) + + assert team_model_aliases(team) == {"fast": "gpt-4o"} + + @pytest.mark.asyncio async def test_get_team_object_distinguishes_absent_team_from_unreadable_row(): """A deleted team and a database that would not answer both surface as a 404, @@ -6195,6 +6233,32 @@ async def test_get_team_object_by_alias_db_fetch_returns_cached_obj(): assert result.models == ["gpt-4"] +@pytest.mark.asyncio +async def test_get_team_object_by_alias_loads_model_aliases_relation(): + """LIT-5858: same regression as `test_get_team_object_loads_model_aliases_relation`, for the + `team_alias_jwt_field` lookup.""" + from litellm.proxy.auth.auth_checks import get_team_object_by_alias + from litellm.proxy.auth.team_grants import team_model_aliases + + async def find_many(where, include=None): + return [_prisma_team_row(include)] + + mock_prisma_client = MagicMock() + mock_prisma_client.db.litellm_teamtable.find_many = AsyncMock(side_effect=find_many) + + mock_cache = MagicMock() + mock_cache.async_get_cache = AsyncMock(return_value=None) + mock_cache.async_set_cache = AsyncMock() + + team = await get_team_object_by_alias( + team_alias="aliases", + prisma_client=mock_prisma_client, + user_api_key_cache=mock_cache, + ) + + assert team_model_aliases(team) == {"fast": "gpt-4o"} + + @pytest.mark.asyncio async def test_get_org_object_by_alias_db_fetch_returns_validated_org(): from litellm.proxy._types import LiteLLM_OrganizationTable diff --git a/tests/test_litellm/proxy/auth/test_handle_jwt.py b/tests/test_litellm/proxy/auth/test_handle_jwt.py index 99a0a4c0a8b..94226b5404d 100644 --- a/tests/test_litellm/proxy/auth/test_handle_jwt.py +++ b/tests/test_litellm/proxy/auth/test_handle_jwt.py @@ -13,6 +13,7 @@ from litellm.proxy._types import ( DEFAULT_JWKS_STALE_TTL, JWTLiteLLMRoleMap, LiteLLM_JWTAuth, + LiteLLM_ModelTable, LiteLLM_TeamMembership, LiteLLM_TeamTable, LiteLLM_UserTable, @@ -1255,6 +1256,57 @@ async def test_find_team_with_model_access_model_group(monkeypatch): assert team_obj.team_id == "team-1" +@pytest.mark.asyncio +@pytest.mark.parametrize( + "model_aliases", + ['{"fast": "gpt-4o"}', {"fast": "gpt-4o"}], + ids=["json-string", "dict"], +) +async def test_find_team_with_model_access_resolves_team_model_alias(monkeypatch, model_aliases): + """LIT-5858: a JWT team that grants `gpt-4o` under the alias `fast` must resolve a request + for `fast`. The JWT path used to pass `team_model_aliases=None`, so every alias request 403'd.""" + import sys + import types + + from litellm.caching import DualCache + from litellm.proxy.utils import ProxyLogging + from litellm.router import Router + + router = Router(model_list=[{"model_name": "gpt-4o", "litellm_params": {"model": "gpt-4o"}}]) + 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="team-aliases", + models=["gpt-4o"], + litellm_model_table=LiteLLM_ModelTable(model_aliases=model_aliases, created_by="admin", updated_by="admin"), + ) + + 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() + user_api_key_cache = DualCache() + + team_id, team_obj = await JWTAuthManager.find_team_with_model_access( + team_ids={"team-aliases"}, + requested_model="fast", + route="/chat/completions", + jwt_handler=jwt_handler, + prisma_client=None, + user_api_key_cache=user_api_key_cache, + parent_otel_span=None, + proxy_logging_obj=ProxyLogging(user_api_key_cache=user_api_key_cache), + ) + + assert team_id == "team-aliases" + assert team_obj is team + + @pytest.mark.asyncio async def test_find_team_with_model_access_v1_messages_default_routes(monkeypatch): """Regression for #31189: a single-team JWT that grants the requested model diff --git a/tests/test_litellm/proxy/auth/test_team_grants.py b/tests/test_litellm/proxy/auth/test_team_grants.py new file mode 100644 index 00000000000..447fc1c93a1 --- /dev/null +++ b/tests/test_litellm/proxy/auth/test_team_grants.py @@ -0,0 +1,129 @@ +import pytest + +from litellm.proxy._types import ( + LiteLLM_BudgetTable, + LiteLLM_ObjectPermissionTable, + LiteLLM_TeamMembership, + LiteLLM_TeamTable, + LiteLLM_VerificationTokenView, + Member, + UserAPIKeyAuth, +) +from litellm.models.team import LiteLLM_ModelTable +from litellm.proxy.auth.team_grants import team_grants, team_model_aliases + +TEAM_ID = "team-grants" +USER_ID = "user-in-team" +ALIASES = {"fast": "gpt-4o-mini", "smart": "gpt-4o"} + + +def _alias_table(model_aliases) -> LiteLLM_ModelTable: + return LiteLLM_ModelTable(model_aliases=model_aliases, created_by="admin", updated_by="admin") + + +def _full_team(model_aliases=ALIASES) -> LiteLLM_TeamTable: + return LiteLLM_TeamTable( + team_id=TEAM_ID, + team_alias="grants-team", + tpm_limit=1000, + rpm_limit=10, + max_budget=50.0, + soft_budget=25.0, + spend=12.5, + models=["gpt-4o", "gpt-4o-mini"], + blocked=True, + metadata={"tier": "gold"}, + litellm_model_table=_alias_table(model_aliases), + object_permission_id="op-1", + object_permission=LiteLLM_ObjectPermissionTable(object_permission_id="op-1", mcp_servers=["mcp-a"]), + members_with_roles=[ + Member(user_id="someone-else", role="user"), + Member(user_id=USER_ID, role="admin"), + ], + ) + + +def _membership() -> LiteLLM_TeamMembership: + return LiteLLM_TeamMembership( + user_id=USER_ID, + team_id=TEAM_ID, + spend=3.25, + litellm_budget_table=LiteLLM_BudgetTable(tpm_limit=500, rpm_limit=5), + ) + + +def test_team_grants_cover_every_team_field_the_key_path_gets(): + """Class guard for LIT-5858 and its siblings: every ``team_*`` column the combined-view SQL hands the + virtual-key path must come out of the projection too, with the team's actual value, so adding a column + to ``LiteLLM_VerificationTokenView`` without teaching ``team_grants`` fails here instead of in prod.""" + team = _full_team() + grants = team_grants(team_object=team, team_membership=_membership(), user_id=USER_ID) + token = UserAPIKeyAuth(team_id=TEAM_ID, **grants) + + view_team_fields = {name for name in LiteLLM_VerificationTokenView.model_fields if name.startswith("team_")} + assert view_team_fields - {"team_id"} <= set(grants) + assert all(grants[name] is not None for name in view_team_fields - {"team_id"}) + + assert token.team_alias == "grants-team" + assert token.team_tpm_limit == 1000 + assert token.team_rpm_limit == 10 + assert token.team_max_budget == 50.0 + assert token.team_soft_budget == 25.0 + assert token.team_spend == 12.5 + assert token.team_models == ["gpt-4o", "gpt-4o-mini"] + assert token.team_blocked is True + assert token.team_metadata == {"tier": "gold"} + assert token.team_model_aliases == ALIASES + assert token.team_object_permission_id == "op-1" + assert token.team_object_permission is not None + assert token.team_object_permission.mcp_servers == ["mcp-a"] + assert token.team_member == Member(user_id=USER_ID, role="admin") + assert token.team_member_spend == 3.25 + assert token.team_member_tpm_limit == 500 + assert token.team_member_rpm_limit == 5 + + +def test_team_grants_without_team_leave_token_defaults(): + token = UserAPIKeyAuth(**team_grants(team_object=None, team_membership=None, user_id=USER_ID)) + assert token == UserAPIKeyAuth() + + +@pytest.mark.parametrize( + "stored_aliases", + [ALIASES, '{"fast": "gpt-4o-mini", "smart": "gpt-4o"}'], + ids=["json-object", "json-string-as-written-by-team-new"], +) +def test_team_model_aliases_decode_both_storage_shapes(stored_aliases): + team = _full_team(model_aliases=stored_aliases) + assert team_model_aliases(team) == ALIASES + assert team_grants(team_object=team, team_membership=None, user_id=None)["team_model_aliases"] == ALIASES + + +@pytest.mark.parametrize("stored_aliases", [None, "not json", '["a", "b"]', {"fast": 3}], ids=str) +def test_team_model_aliases_treat_unusable_column_as_no_aliases(stored_aliases): + team = _full_team(model_aliases=stored_aliases) + assert team_model_aliases(team) is None + assert team_grants(team_object=team, team_membership=None, user_id=None)["team_model_aliases"] is None + + +def test_team_model_aliases_none_without_relation_loaded(): + team = _full_team() + team.litellm_model_table = None + assert team_model_aliases(team) is None + assert team_model_aliases(None) is None + + +def test_team_member_is_the_callers_row_only(): + team = _full_team() + assert team_grants(team_object=team, team_membership=None, user_id="someone-else")["team_member"] == Member( + user_id="someone-else", role="user" + ) + assert team_grants(team_object=team, team_membership=None, user_id="stranger")["team_member"] is None + assert team_grants(team_object=team, team_membership=None, user_id=None)["team_member"] is None + + +def test_membership_limits_absent_without_membership_row(): + grants = team_grants(team_object=_full_team(), team_membership=None, user_id=USER_ID) + assert grants["team_member_spend"] is None + assert grants["team_member_tpm_limit"] is None + assert grants["team_member_rpm_limit"] is None 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 f1a269cc00a..8e6c41761cc 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 @@ -1,8 +1,13 @@ import asyncio import json import logging +import os +import subprocess +import sys from contextlib import contextmanager from datetime import datetime, timedelta +from pathlib import Path +from textwrap import dedent from types import SimpleNamespace from unittest.mock import ANY, AsyncMock, MagicMock, patch @@ -7005,3 +7010,242 @@ class TestLitellmReceivedAtStamping: assert result == earlier assert request.state.litellm_received_at == earlier + + +_RECORDING_DDTRACE = dedent( + ''' + import functools + import inspect + + + class _Span: + def __enter__(self): + return self + + def __exit__(self, *exc): + return None + + + class _Tracer: + def __init__(self): + self.spans = [] + + def wrap(self, name=None, **kwargs): + def decorator(f): + span_name = name or f"{f.__module__}.{f.__name__}" + if inspect.iscoroutinefunction(f): + + @functools.wraps(f) + async def async_wrapped(*args, **kw): + self.spans.append(span_name) + return await f(*args, **kw) + + return async_wrapped + + @functools.wraps(f) + def wrapped(*args, **kw): + self.spans.append(span_name) + return f(*args, **kw) + + return wrapped + + return decorator + + def trace(self, name, **kwargs): + return _Span() + + def current_span(self): + return None + + def current_root_span(self): + return None + + + tracer = _Tracer() + ''' +) + +_DDTRACE_AUTH_PROBE = dedent( + ''' + import asyncio + import json + + import ddtrace + from fastapi import Request + from starlette.datastructures import URL + + import litellm.proxy.proxy_server as proxy_server + from litellm.proxy._types import ProxyException + from litellm.proxy.auth.user_api_key_auth import user_api_key_auth + + proxy_server.master_key = "sk-probe" + + + async def auth(api_key): + request = Request(scope={"type": "http", "headers": [], "method": "POST", "path": "/chat/completions"}) + request._url = URL(url="/chat/completions") + try: + await user_api_key_auth( + request=request, + api_key=api_key, + azure_api_key_header="", + anthropic_api_key_header=None, + google_ai_studio_api_key_header=None, + azure_apim_header=None, + custom_litellm_key_header=None, + ) + return "accepted" + except ProxyException: + return "rejected" + + + async def main(): + outcomes = [await auth("Bearer sk-probe"), await auth("Bearer sk-wrong")] + print(json.dumps({"outcomes": outcomes, "spans": ddtrace.tracer.spans})) + + + asyncio.run(main()) + ''' +) + + +def test_user_api_key_auth_opens_a_datadog_span_for_accepted_and_rejected_keys(tmp_path: Path): + stub_root = tmp_path / "site" + (stub_root / "ddtrace").mkdir(parents=True) + (stub_root / "ddtrace" / "__init__.py").write_text(_RECORDING_DDTRACE) + probe = tmp_path / "probe.py" + probe.write_text(_DDTRACE_AUTH_PROBE) + repo_root = Path(litellm.__file__).resolve().parent.parent + env = { + **os.environ, + "USE_DDTRACE": "true", + "PYTHONPATH": os.pathsep.join( + [str(stub_root), str(repo_root)] + [p for p in (os.environ.get("PYTHONPATH"),) if p] + ), + } + + result = subprocess.run( + [sys.executable, str(probe)], env=env, cwd=repo_root, capture_output=True, text=True, check=False + ) + + assert result.returncode == 0, result.stderr[-4000:] + report = json.loads(result.stdout.strip().splitlines()[-1]) + assert report["outcomes"] == ["accepted", "rejected"] + auth_span = "litellm.proxy.auth.user_api_key_auth.user_api_key_auth" + assert [span for span in report["spans"] if span == auth_span] == [auth_span, auth_span] + + +@pytest.mark.asyncio +@pytest.mark.parametrize("is_proxy_admin", [False, True], ids=["standard-return", "proxy-admin-return"]) +async def test_jwt_builder_returns_every_team_grant_the_key_path_gets(is_proxy_admin): + """LIT-5858: the team-based JWT path hand-built ``UserAPIKeyAuth`` from a short list of team fields, so the + team's model aliases (and on the admin return, its object permission) never reached the token and alias + requests 403'd. Both returns now go through ``team_grants``; pin the fields that used to be dropped.""" + import litellm.proxy.proxy_server as _proxy_server_mod + from fastapi import Request + from starlette.datastructures import URL + + from litellm.models.team import LiteLLM_ModelTable + from litellm.proxy._types import ( + LiteLLM_ObjectPermissionTable, + LiteLLM_TeamMembership, + LiteLLM_TeamTable, + Member, + ) + + class _AcceptEveryJwt(JWTHandler): + def is_jwt(self, token: str) -> bool: + return True + + jwt_handler = _AcceptEveryJwt() + jwt_handler.litellm_jwtauth = LiteLLM_JWTAuth() + + team = LiteLLM_TeamTable( + team_id="team-jwt-aliases", + team_alias="jwt-aliases", + models=["gpt-4o"], + max_budget=40.0, + spend=4.0, + blocked=False, + metadata={"tier": "gold"}, + litellm_model_table=LiteLLM_ModelTable( + model_aliases='{"fast": "gpt-4o"}', created_by="admin", updated_by="admin" + ), + object_permission_id="op-jwt", + object_permission=LiteLLM_ObjectPermissionTable(object_permission_id="op-jwt", mcp_servers=["mcp-a"]), + members_with_roles=[Member(user_id="jwt-user", role="admin")], + ) + membership = LiteLLM_TeamMembership(user_id="jwt-user", team_id="team-jwt-aliases", spend=1.5) + builder_result = { + "is_proxy_admin": is_proxy_admin, + "team_object": team, + "user_object": None, + "end_user_object": None, + "org_object": None, + "token": "jwt", + "team_id": "team-jwt-aliases", + "user_id": "jwt-user", + "user_email": "jwt-user@example.com", + "end_user_id": None, + "org_id": None, + "team_membership": membership, + "jwt_claims": {"sub": "jwt-user"}, + } + + mock_proxy_logging_obj = MagicMock() + mock_proxy_logging_obj.internal_usage_cache = MagicMock() + mock_proxy_logging_obj.internal_usage_cache.dual_cache = AsyncMock() + mock_proxy_logging_obj.post_call_failure_hook = AsyncMock(return_value=None) + attrs = { + "prisma_client": MagicMock(), + "user_api_key_cache": DualCache(), + "proxy_logging_obj": mock_proxy_logging_obj, + "master_key": "sk-master-key", + "general_settings": {"enable_jwt_auth": True}, + "llm_model_list": [], + "llm_router": None, + "open_telemetry_logger": None, + "model_max_budget_limiter": MagicMock(), + "user_custom_auth": None, + "jwt_handler": jwt_handler, + "premium_user": True, + "litellm_proxy_admin_name": "admin", + } + originals = {a: getattr(_proxy_server_mod, a, None) for a in attrs} + try: + for k, v in attrs.items(): + setattr(_proxy_server_mod, k, v) + request = Request(scope={"type": "http", "headers": [], "method": "POST"}) + request._url = URL(url="/chat/completions") + with patch( # test-quality-ok: auth_builder is the claim-resolution seam; the regression is how its result is projected onto the token + "litellm.proxy.auth.user_api_key_auth.JWTAuthManager.auth_builder", + new_callable=AsyncMock, + return_value=builder_result, + ): + token = await _user_api_key_auth_builder( + request=request, + api_key="Bearer header.payload.signature", + azure_api_key_header="", + anthropic_api_key_header=None, + google_ai_studio_api_key_header=None, + azure_apim_header=None, + request_data={}, + ) + finally: + for k, v in originals.items(): + setattr(_proxy_server_mod, k, v) + + assert token.team_id == "team-jwt-aliases" + assert token.user_role == (LitellmUserRoles.PROXY_ADMIN if is_proxy_admin else LitellmUserRoles.INTERNAL_USER) + assert token.team_model_aliases == {"fast": "gpt-4o"} + assert token.team_object_permission is not None + assert token.team_object_permission.mcp_servers == ["mcp-a"] + assert token.team_object_permission_id == "op-jwt" + assert token.team_alias == "jwt-aliases" + assert token.team_models == ["gpt-4o"] + assert token.team_max_budget == 40.0 + assert token.team_spend == 4.0 + assert token.team_metadata == {"tier": "gold"} + assert token.team_member == Member(user_id="jwt-user", role="admin") + assert token.team_member_spend == 1.5 + assert token.jwt_claims == {"sub": "jwt-user"} diff --git a/tests/test_litellm/proxy/client/cli/test_global_options.py b/tests/test_litellm/proxy/client/cli/test_global_options.py index 0dd388919a5..b73d1acc6e3 100644 --- a/tests/test_litellm/proxy/client/cli/test_global_options.py +++ b/tests/test_litellm/proxy/client/cli/test_global_options.py @@ -7,8 +7,6 @@ from unittest.mock import Mock, patch import pytest from click.testing import CliRunner - - import litellm.proxy.client.cli from litellm._version import version as litellm_version from litellm.proxy.client.cli import cli diff --git a/tests/test_litellm/proxy/common_utils/test_callback_utils.py b/tests/test_litellm/proxy/common_utils/test_callback_utils.py index 66f77db6da9..ecb2375d495 100644 --- a/tests/test_litellm/proxy/common_utils/test_callback_utils.py +++ b/tests/test_litellm/proxy/common_utils/test_callback_utils.py @@ -1,30 +1,33 @@ import copy +import json import sys from types import ModuleType, SimpleNamespace +from typing import Final +from unittest.mock import patch import pytest - +import litellm +from litellm.caching.caching import DualCache +from litellm.constants import MAX_GUARDRAIL_SCAN_METADATA_HEADER_LENGTH +from litellm.integrations.custom_logger import CustomLogger +from litellm.proxy._types import UserAPIKeyAuth from litellm.proxy.common_utils.callback_utils import ( + _serialize_scan_metadata_header, add_guardrail_scan_id, add_policy_to_applied_policies_header, decrypt_callback_vars, encrypt_callback_vars, get_logging_caching_headers, - initialize_callbacks_on_proxy, get_remaining_tokens_and_requests_from_request_data, + initialize_callbacks_on_proxy, normalize_callback_names, + process_callback, sanitize_openai_provider_metadata, strip_callback_config, ) -import litellm -from litellm.caching.caching import DualCache -from litellm.integrations.custom_logger import CustomLogger -from litellm.proxy._types import UserAPIKeyAuth from litellm.proxy.utils import ProxyLogging - -from unittest.mock import patch -from litellm.proxy.common_utils.callback_utils import process_callback +from litellm.types.guardrails import GuardrailEventHooks def test_get_remaining_tokens_and_requests_from_request_data(): @@ -189,20 +192,109 @@ def test_get_logging_caching_headers_merges_metadata_and_litellm_metadata(): assert headers["x-litellm-policy-sources"] == "global-baseline=team_default" +def _record( + request_data: dict[str, object], + scan_id: str | None, + guardrail_name: str = "airs", + provider: str = "panw_prisma_airs", + stage: GuardrailEventHooks = GuardrailEventHooks.pre_call, +) -> None: + add_guardrail_scan_id( + request_data=request_data, scan_id=scan_id, guardrail_name=guardrail_name, provider=provider, stage=stage + ) + + def test_add_guardrail_scan_id_dedupes_and_becomes_response_header(): request_data = {"litellm_metadata": {}} - add_guardrail_scan_id(request_data=request_data, scan_id="scan-1") - add_guardrail_scan_id(request_data=request_data, scan_id="scan-1") - add_guardrail_scan_id(request_data=request_data, scan_id="scan-2") - add_guardrail_scan_id(request_data=request_data, scan_id=None) + _record(request_data, "scan-1") + _record(request_data, "scan-1") + _record(request_data, "scan-2") + _record(request_data, None) assert request_data["litellm_metadata"]["guardrail_scan_ids"] == ("scan-1", "scan-2") assert get_logging_caching_headers(request_data)["x-litellm-guardrail-scan-id"] == "scan-1,scan-2" -def test_get_logging_caching_headers_omits_scan_id_header_without_scans(): - assert "x-litellm-guardrail-scan-id" not in get_logging_caching_headers({"litellm_metadata": {}}) +def test_scan_metadata_header_maps_each_id_to_its_guardrail_stage_and_provider(): + request_data: Final[dict[str, object]] = {"litellm_metadata": {}} + + _record( + request_data, "scan-1", guardrail_name="airs", provider="panw_prisma_airs", stage=GuardrailEventHooks.pre_call + ) + _record( + request_data, "mod-1", guardrail_name="mod", provider="openai_moderation", stage=GuardrailEventHooks.pre_call + ) + _record( + request_data, "scan-2", guardrail_name="airs", provider="panw_prisma_airs", stage=GuardrailEventHooks.post_call + ) + _record( + request_data, "scan-2", guardrail_name="airs", provider="panw_prisma_airs", stage=GuardrailEventHooks.post_call + ) + _record(request_data, None, guardrail_name="mod", provider="openai_moderation", stage=GuardrailEventHooks.post_call) + + headers: Final = get_logging_caching_headers(request_data) + assert headers is not None + assert headers["x-litellm-guardrail-scan-id"] == "scan-1,mod-1,scan-2" + assert json.loads(headers["x-litellm-guardrail-scan-metadata"]) == [ + {"guardrail": "airs", "stage": "pre_call", "provider": "panw_prisma_airs", "scan_id": "scan-1"}, + {"guardrail": "mod", "stage": "pre_call", "provider": "openai_moderation", "scan_id": "mod-1"}, + {"guardrail": "airs", "stage": "post_call", "provider": "panw_prisma_airs", "scan_id": "scan-2"}, + ] + + +def test_scan_metadata_keeps_same_id_reused_across_stages(): + request_data: Final[dict[str, object]] = {"metadata": {}} + + _record(request_data, "scan-1", stage=GuardrailEventHooks.pre_call) + _record(request_data, "scan-1", stage=GuardrailEventHooks.post_call) + + headers: Final = get_logging_caching_headers(request_data) + assert headers is not None + assert headers["x-litellm-guardrail-scan-id"] == "scan-1" + assert [entry["stage"] for entry in json.loads(headers["x-litellm-guardrail-scan-metadata"])] == [ + "pre_call", + "post_call", + ] + + +def test_scan_metadata_header_drops_trailing_entries_to_stay_within_length_limit(): + request_data: Final[dict[str, object]] = {"litellm_metadata": {}} + scan_ids: Final = tuple(f"0f9c4b7e-3d2a-4c1b-9e8f-{index:012d}" for index in range(40)) + for scan_id in scan_ids: + _record(request_data, scan_id, stage=GuardrailEventHooks.post_call) + + headers: Final = get_logging_caching_headers(request_data) + assert headers is not None + assert headers["x-litellm-guardrail-scan-id"] == ",".join(scan_ids) + header: Final = headers["x-litellm-guardrail-scan-metadata"] + assert len(header) <= MAX_GUARDRAIL_SCAN_METADATA_HEADER_LENGTH + kept: Final = json.loads(header) + assert 1 < len(kept) < len(scan_ids) + assert [entry["scan_id"] for entry in kept] == list(scan_ids[: len(kept)]) + + +def test_serialize_scan_metadata_header_keeps_exactly_the_entries_that_fit(): + entries: Final = ({"scan_id": "a"}, {"scan_id": "b"}, {"scan_id": "c"}) + two_entries: Final = '[{"scan_id":"a"},{"scan_id":"b"}]' + + assert _serialize_scan_metadata_header(entries, max_length=len(two_entries)) == two_entries + assert _serialize_scan_metadata_header(entries, max_length=len(two_entries) - 1) == '[{"scan_id":"a"}]' + assert _serialize_scan_metadata_header(entries, max_length=len(two_entries) + 1) == two_entries + assert _serialize_scan_metadata_header(entries, max_length=1000) == json.dumps(entries, separators=(",", ":")) + assert _serialize_scan_metadata_header(entries, max_length=5) is None + assert _serialize_scan_metadata_header((), max_length=1000) is None + + +def test_scan_metadata_is_an_internal_metadata_key(): + assert sanitize_openai_provider_metadata({"guardrail_scan_metadata": "x", "keep": "y"}) == {"keep": "y"} + + +def test_get_logging_caching_headers_omits_scan_headers_without_scans(): + headers: Final = get_logging_caching_headers({"litellm_metadata": {}}) + assert headers is not None + assert "x-litellm-guardrail-scan-id" not in headers + assert "x-litellm-guardrail-scan-metadata" not in headers def test_initialize_callbacks_on_proxy_instantiates_compression_interception( diff --git a/tests/test_litellm/proxy/db/conftest.py b/tests/test_litellm/proxy/db/conftest.py index 03d7ea81257..d3226b0ec50 100644 --- a/tests/test_litellm/proxy/db/conftest.py +++ b/tests/test_litellm/proxy/db/conftest.py @@ -6,7 +6,7 @@ import time from collections.abc import Generator from dataclasses import dataclass from pathlib import Path -from typing import Optional +from typing import Final, Optional import pytest @@ -122,10 +122,18 @@ class FakePrismaCli: return [json.loads(line) for line in self.calls_file.read_text().splitlines()] def grandchild_is_gone(self, within_seconds: float) -> bool: - deadline = time.monotonic() + within_seconds + pid: Final = int(self.grandchild_pidfile.read_text()) + deadline: Final = time.monotonic() + within_seconds while time.monotonic() < deadline: + if os.name != "nt": + try: + reaped_pid, _ = os.waitpid(pid, os.WNOHANG) + if reaped_pid == pid: + return True + except ChildProcessError: + pass try: - os.kill(int(self.grandchild_pidfile.read_text()), 0) + os.kill(pid, 0) except ProcessLookupError: return True time.sleep(0.05) @@ -154,3 +162,4 @@ def fake_prisma_cli(tmp_path: Path, monkeypatch: pytest.MonkeyPatch) -> Generato os.kill(int(cli.grandchild_pidfile.read_text()), signal.SIGKILL) except ProcessLookupError: pass + assert cli.grandchild_is_gone(within_seconds=5) 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 ba342342366..875dca4bee3 100644 --- a/tests/test_litellm/proxy/db/test_db_url_settings.py +++ b/tests/test_litellm/proxy/db/test_db_url_settings.py @@ -11,15 +11,30 @@ clobber a pre-existing ``DATABASE_URL_READ_REPLICA``. A pre-existing ``DATABASE_URL`` (password auth) is likewise left untouched. """ +import datetime +import hashlib import os +import socket +import ssl +import tempfile +import threading import urllib.parse +from collections.abc import Iterator +from dataclasses import dataclass +from pathlib import Path +from typing import Final from unittest.mock import patch import pytest +from cryptography import x509 +from cryptography.hazmat.primitives import hashes, serialization +from cryptography.hazmat.primitives.asymmetric import ec from pydantic import ValidationError from litellm.proxy.db.db_url_settings import ( + PG_SSL_REQUEST, DatabaseURLSettings, + translate_libpq_ssl_params, unsupported_db_scheme, unsupported_db_scheme_message, ) @@ -381,9 +396,7 @@ def test_writer_password_is_percent_encoded(monkeypatch): def test_writer_url_not_clobbered_when_already_set(monkeypatch): """An operator-pinned DATABASE_URL (e.g. helm's $(VAR) assembly) always wins over the discrete fields.""" - monkeypatch.setenv( - "DATABASE_URL", "postgresql://pinned:url@db.example.com:5432/litellm_db" - ) + monkeypatch.setenv("DATABASE_URL", "postgresql://pinned:url@db.example.com:5432/litellm_db") monkeypatch.setenv("DATABASE_HOST", "writer.example.com") monkeypatch.setenv("DATABASE_USER", "litellm") monkeypatch.setenv("DATABASE_NAME", "litellm_db") @@ -515,9 +528,7 @@ def test_apply_to_env_rejects_pinned_sqlite_direct_url(monkeypatch): def test_apply_to_env_rejects_pinned_non_postgres_reader(monkeypatch): monkeypatch.setenv("DATABASE_URL", "postgresql://u:p@writer.example.com:5432/db") - monkeypatch.setenv( - "DATABASE_URL_READ_REPLICA", "mysql://u:p@reader.example.com:3306/db" - ) + monkeypatch.setenv("DATABASE_URL_READ_REPLICA", "mysql://u:p@reader.example.com:3306/db") with pytest.raises(RuntimeError, match=r"DATABASE_URL_READ_REPLICA.*mysql"): _apply() @@ -542,15 +553,11 @@ def test_reader_inherits_writer_connection_params(monkeypatch): "DATABASE_URL", "postgresql://u:p@writer.example.com:5432/db?connection_limit=3&pool_timeout=20&pgbouncer=true", ) - monkeypatch.setenv( - "DATABASE_URL_READ_REPLICA", "postgresql://u:p@reader.example.com:5432/db" - ) + monkeypatch.setenv("DATABASE_URL_READ_REPLICA", "postgresql://u:p@reader.example.com:5432/db") _apply() - query = urllib.parse.parse_qs( - urllib.parse.urlsplit(os.environ["DATABASE_URL_READ_REPLICA"]).query - ) + query = urllib.parse.parse_qs(urllib.parse.urlsplit(os.environ["DATABASE_URL_READ_REPLICA"]).query) assert query["connection_limit"] == ["3"] assert query["pool_timeout"] == ["20"] assert query["pgbouncer"] == ["true"] @@ -568,9 +575,7 @@ def test_reader_keeps_its_own_pinned_connection_params(monkeypatch): _apply() - query = urllib.parse.parse_qs( - urllib.parse.urlsplit(os.environ["DATABASE_URL_READ_REPLICA"]).query - ) + query = urllib.parse.parse_qs(urllib.parse.urlsplit(os.environ["DATABASE_URL_READ_REPLICA"]).query) assert query["connection_limit"] == ["50"] assert query["pool_timeout"] == ["20"] @@ -776,6 +781,170 @@ def test_libpq_verify_full_and_sslrootcert_become_prisma_strict_sslcert(monkeypa } +def _issue_cert( + subject: str, issuer: x509.Certificate | None, issuer_key: ec.EllipticCurvePrivateKey | None, ca: bool +) -> tuple[x509.Certificate, ec.EllipticCurvePrivateKey]: + key: Final = ec.generate_private_key(ec.SECP256R1()) + name: Final = x509.Name((x509.NameAttribute(x509.NameOID.COMMON_NAME, subject),)) + now: Final = datetime.datetime.now(datetime.timezone.utc) + builder: Final = ( + x509.CertificateBuilder() + .subject_name(name) + .issuer_name(issuer.subject if issuer else name) + .public_key(key.public_key()) + .serial_number(x509.random_serial_number()) + .not_valid_before(now - datetime.timedelta(minutes=5)) + .not_valid_after(now + datetime.timedelta(days=1)) + .add_extension(x509.BasicConstraints(ca=ca, path_length=None), critical=True) + .add_extension(x509.SubjectAlternativeName((x509.DNSName("localhost"),)), critical=False) + ) + return builder.sign(issuer_key or key, hashes.SHA256()), key + + +def _pem(cert: x509.Certificate) -> bytes: + return cert.public_bytes(serialization.Encoding.PEM) + + +class _TlsPostgresStub: + """Answers one libpq ``SSLRequest`` with ``S`` and serves ``leaf + intermediate``.""" + + def __init__(self, chain_pem: Path, key_pem: Path) -> None: + self.context: Final = ssl.SSLContext(ssl.PROTOCOL_TLS_SERVER) + self.context.load_cert_chain(str(chain_pem), str(key_pem)) + self.listener: Final = socket.create_server(("127.0.0.1", 0)) + self.port: Final[int] = self.listener.getsockname()[1] + self.thread: Final = threading.Thread(target=self._serve, daemon=True) + self.thread.start() + + def _serve(self) -> None: + with self.listener: + while True: + try: + conn: socket.socket = self.listener.accept()[0] + except OSError: + return + with conn: + try: + if conn.recv(8) == PG_SSL_REQUEST: + conn.sendall(b"S") + with self.context.wrap_socket(conn, server_side=True) as tls: + tls.recv(1) + except OSError: + continue + + +@dataclass(frozen=True, slots=True) +class _RdsLikePki: + bundle: Path + wrong_bundle: Path + root: Path + port: int + + +@pytest.fixture +def rds_like_pki(tmp_path: Path) -> Iterator[_RdsLikePki]: + """An RDS-shaped trust setup: the server sends leaf + intermediate, the + bundle holds only self-signed roots, and the right root is not first.""" + root, root_key = _issue_cert("Real Root CA", None, None, ca=True) + decoys: Final = tuple(_issue_cert(f"Decoy Root CA {i}", None, None, ca=True)[0] for i in range(3)) + intermediate, intermediate_key = _issue_cert("Intermediate CA", root, root_key, ca=True) + leaf, leaf_key = _issue_cert("localhost", intermediate, intermediate_key, ca=False) + chain_pem: Final = tmp_path / "server-chain.pem" + chain_pem.write_bytes(_pem(leaf) + _pem(intermediate)) + key_pem: Final = tmp_path / "server.key" + key_pem.write_bytes( + leaf_key.private_bytes( + serialization.Encoding.PEM, serialization.PrivateFormat.PKCS8, serialization.NoEncryption() + ) + ) + bundle: Final = tmp_path / "global-bundle.pem" + bundle.write_bytes(b"".join(_pem(decoy) for decoy in decoys) + _pem(root)) + wrong_bundle: Final = tmp_path / "wrong-bundle.pem" + wrong_bundle.write_bytes(b"".join(_pem(decoy) for decoy in decoys)) + root_pem: Final = tmp_path / "root.pem" + root_pem.write_bytes(_pem(root)) + stub: Final = _TlsPostgresStub(chain_pem, key_pem) + yield _RdsLikePki(bundle=bundle, wrong_bundle=wrong_bundle, root=root_pem, port=stub.port) + stub.listener.close() + + +def _params(url: str) -> tuple[tuple[str, str], ...]: + return tuple(urllib.parse.parse_qsl(urllib.parse.urlsplit(url).query, keep_blank_values=True)) + + +def test_multi_root_bundle_is_pinned_to_the_root_the_server_chains_to( + monkeypatch: pytest.MonkeyPatch, rds_like_pki: _RdsLikePki +): + """Prisma's ``sslcert`` loads only the first certificate of the file, so + handing it the whole RDS bundle trusts one region's root and fails with + "unable to get local issuer certificate" everywhere else. The URL Prisma + receives must point at a single-certificate file holding the server's root.""" + monkeypatch.setenv( + "DATABASE_URL", + f"postgresql://u:p@localhost:{rds_like_pki.port}/litellm_db?sslmode=verify-full&sslrootcert={rds_like_pki.bundle}", + ) + + _apply() + + (sslmode, sslcert, sslaccept, _) = _params(os.environ["DATABASE_URL"]) + assert (sslmode, sslaccept) == (("sslmode", "require"), ("sslaccept", "strict")) + assert sslcert[0] == "sslcert" and sslcert[1] != str(rds_like_pki.bundle) + assert Path(sslcert[1]).read_bytes() == rds_like_pki.root.read_bytes() + + +def test_pinned_root_replaces_a_planted_symlink_instead_of_writing_through_it( + monkeypatch: pytest.MonkeyPatch, rds_like_pki: _RdsLikePki, tmp_path: Path +): + """The pinned file has a predictable name in a shared temp dir, so a symlink + planted there must not redirect the write onto its target.""" + monkeypatch.setattr(tempfile, "tempdir", str(tmp_path)) + root_der: Final = x509.load_pem_x509_certificate(rds_like_pki.root.read_bytes()).public_bytes( + serialization.Encoding.DER + ) + pinned: Final = tmp_path / f"litellm-sslcert-{hashlib.sha256(root_der).hexdigest()[:16]}.pem" + victim: Final = tmp_path / "victim.txt" + victim.write_text("untouched") + pinned.symlink_to(victim) + monkeypatch.setenv( + "DATABASE_URL", + f"postgresql://u:p@localhost:{rds_like_pki.port}/litellm_db?sslmode=verify-full&sslrootcert={rds_like_pki.bundle}", + ) + + _apply() + + assert ("sslcert", str(pinned)) in _params(os.environ["DATABASE_URL"]) + assert victim.read_text() == "untouched" + assert not pinned.is_symlink() and pinned.read_bytes() == rds_like_pki.root.read_bytes() + + +def test_bundle_without_the_servers_root_is_passed_through_unchanged( + monkeypatch: pytest.MonkeyPatch, rds_like_pki: _RdsLikePki +): + """Nothing in the bundle verifies the server, so no root is pinned and + Prisma keeps rejecting the connection instead of trusting a root the + operator never shipped.""" + monkeypatch.setenv( + "DATABASE_URL", + f"postgresql://u:p@localhost:{rds_like_pki.port}/litellm_db" + f"?sslmode=verify-full&sslrootcert={rds_like_pki.wrong_bundle}", + ) + + _apply() + + assert ("sslcert", str(rds_like_pki.wrong_bundle)) in _params(os.environ["DATABASE_URL"]) + + +def test_root_cert_resolver_receives_the_urls_host_and_default_port(): + def resolver(cert_path: str, host: str, port: int) -> str: + return f"/pinned/{host}/{port}{cert_path}" + + url: Final = translate_libpq_ssl_params( + "postgresql://u:p@db.example.com/litellm_db?sslmode=verify-full&sslrootcert=/certs/bundle.pem", resolver + ) + + assert ("sslcert", "/pinned/db.example.com/5432/certs/bundle.pem") in _params(url) + + def test_libpq_verify_ca_becomes_prisma_strict(monkeypatch): monkeypatch.setenv("DATABASE_URL", "postgresql://u:p@db.example.com:5432/litellm_db?sslmode=verify-ca") diff --git a/tests/test_litellm/proxy/db/test_gateway_request_tracking.py b/tests/test_litellm/proxy/db/test_gateway_request_tracking.py index 93a11a914cb..045261e2d53 100644 --- a/tests/test_litellm/proxy/db/test_gateway_request_tracking.py +++ b/tests/test_litellm/proxy/db/test_gateway_request_tracking.py @@ -8,8 +8,11 @@ from datetime import datetime, timezone import pytest +from litellm.constants import MAX_REDIS_BUFFER_DEQUEUE_COUNT, REDIS_GATEWAY_REQUESTS_BUFFER_KEY from litellm.proxy.db.gateway_request_tracking import ( + GATEWAY_REQUESTS_JOB_NAME, GatewayRequestAccumulator, + GatewayRequestRedisBuffer, commit_gateway_requests_to_db, flush_gateway_requests, ) @@ -83,40 +86,47 @@ def test_drain_snapshot_is_not_mutated_by_later_records(): # ── commit ──────────────────────────────────────────────────────────────────── -class FakeTable: - def __init__(self) -> None: - self.upserts: list[dict] = [] - - def upsert(self, *, where: dict, data: dict) -> None: - self.upserts.append({"where": where, "data": data}) - - -class FakeBatcher: - def __init__(self, table: FakeTable) -> None: - self.litellm_dailygatewayrequests = table - - async def __aenter__(self) -> "FakeBatcher": - return self - - async def __aexit__(self, *args: object) -> bool: - return False - - class FakeDB: - def __init__(self, table: FakeTable) -> None: - self._table = table + def __init__(self) -> None: + self.statements: list[tuple[str, tuple[object, ...]]] = [] - def batch_(self) -> FakeBatcher: - return FakeBatcher(self._table) + async def execute_raw(self, query: str, *args: object) -> int: + self.statements.append((query, args)) + return len(args) // 5 class FakePrismaClient: def __init__(self) -> None: - self.table = FakeTable() - self.db = FakeDB(self.table) + self.db = FakeDB() -def test_commit_upserts_one_incrementing_row_per_key(): +def _rows_written(client: FakePrismaClient) -> list[tuple[object, ...]]: + """Every (date, category, route, successful, failed) tuple the database received, in statement order.""" + return [params[i : i + 5] for _, params in client.db.statements for i in range(0, len(params), 5)] + + +def test_commit_increments_with_a_single_statement_for_the_whole_snapshot(): + """One statement per flush is the whole point: the previous per-key upsert cost + the primary (workers x routes) statements per interval.""" + client = FakePrismaClient() + snapshot = { + GatewayRequestKey(date="2026-08-01", category="llm", route=route): ( + GatewayRequestCounts(successful_requests=7, failed_requests=2) + ) + for route in ("/chat/completions", "/embeddings", "/responses", "/v1/messages", "/mcp") + } + + asyncio.run(commit_gateway_requests_to_db(prisma_client=client, snapshot=snapshot)) + + assert len(client.db.statements) == 1 + sql, params = client.db.statements[0] + assert sql.count("ON CONFLICT") == 1 + assert sql.count("(NOW() AT TIME ZONE 'UTC'))") == 5 + assert len(params) == 25 + + +def test_commit_sql_adds_to_the_existing_row_instead_of_replacing_it(): + """A worker only knows its own share; the SQL must add EXCLUDED onto the stored count.""" client = FakePrismaClient() snapshot = { GatewayRequestKey(date="2026-08-01", category="llm", route="/chat/completions"): ( @@ -126,20 +136,36 @@ def test_commit_upserts_one_incrementing_row_per_key(): asyncio.run(commit_gateway_requests_to_db(prisma_client=client, snapshot=snapshot)) - assert len(client.table.upserts) == 1 - written = client.table.upserts[0] - assert written["where"] == { - "date_category_route": { - "date": "2026-08-01", - "category": "llm", - "route": "/chat/completions", - } + sql, params = client.db.statements[0] + assert 'INSERT INTO "LiteLLM_DailyGatewayRequests"' in sql + assert 'ON CONFLICT ("date", "category", "route") DO UPDATE SET' in sql + assert ( + '"successful_requests" = "LiteLLM_DailyGatewayRequests"."successful_requests" + EXCLUDED."successful_requests"' + in sql + ) + assert '"failed_requests" = "LiteLLM_DailyGatewayRequests"."failed_requests" + EXCLUDED."failed_requests"' in sql + assert params == ("2026-08-01", "llm", "/chat/completions", 7, 2) + + +def test_commit_placeholders_line_up_with_params(): + """$n positions are generated per row; a drift here silently swaps a route for a count.""" + client = FakePrismaClient() + snapshot = { + GatewayRequestKey(date="2026-08-01", category="llm", route="/chat/completions"): ( + GatewayRequestCounts(successful_requests=1, failed_requests=0) + ), + GatewayRequestKey(date="2026-08-01", category="mcp", route="/mcp"): ( + GatewayRequestCounts(successful_requests=0, failed_requests=3) + ), } - assert written["data"]["update"] == { - "successful_requests": {"increment": 7}, - "failed_requests": {"increment": 2}, - } - assert written["data"]["create"]["successful_requests"] == 7 + + asyncio.run(commit_gateway_requests_to_db(prisma_client=client, snapshot=snapshot)) + + sql, params = client.db.statements[0] + assert "($1::text, $2::text, $3::text, $4::bigint, $5::bigint," in sql + assert "($6::text, $7::text, $8::text, $9::bigint, $10::bigint," in sql + assert "$11" not in sql + assert params == ("2026-08-01", "llm", "/chat/completions", 1, 0, "2026-08-01", "mcp", "/mcp", 0, 3) def test_commit_is_deterministically_ordered(): @@ -154,17 +180,14 @@ def test_commit_is_deterministically_ordered(): asyncio.run(commit_gateway_requests_to_db(prisma_client=client, snapshot=snapshot)) - written_order = [ - (row["where"]["date_category_route"]["date"], row["where"]["date_category_route"]["category"]) - for row in client.table.upserts - ] + written_order = [(row[0], row[1]) for row in _rows_written(client)] assert written_order == [("2026-08-01", "llm"), ("2026-08-01", "mcp"), ("2026-08-02", "llm")] def test_commit_skips_the_database_entirely_when_nothing_accumulated(): client = FakePrismaClient() asyncio.run(commit_gateway_requests_to_db(prisma_client=client, snapshot={})) - assert client.table.upserts == [] + assert client.db.statements == [] # ── flush ───────────────────────────────────────────────────────────────────── @@ -177,12 +200,12 @@ def test_flush_drains_and_commits(): asyncio.run(flush_gateway_requests(client, acc)) - assert len(client.table.upserts) == 1 + assert len(client.db.statements) == 1 assert acc.drain() == {} class ExplodingDB: - def batch_(self): + async def execute_raw(self, query: str, *args: object) -> int: raise RuntimeError("db gone") @@ -208,10 +231,7 @@ def test_failed_flush_keeps_counts_for_the_next_attempt(): client = FakePrismaClient() asyncio.run(flush_gateway_requests(client, acc)) - assert client.table.upserts[0]["data"]["update"] == { - "successful_requests": {"increment": 1}, - "failed_requests": {"increment": 1}, - } + assert _rows_written(client) == [(_today(), "llm", "/chat/completions", 1, 1)] def test_restored_counts_merge_with_requests_recorded_meanwhile(): @@ -223,5 +243,272 @@ def test_restored_counts_merge_with_requests_recorded_meanwhile(): client = FakePrismaClient() asyncio.run(flush_gateway_requests(client, acc)) - assert len(client.table.upserts) == 1 - assert client.table.upserts[0]["data"]["update"]["successful_requests"] == {"increment": 2} + assert _rows_written(client) == [(_today(), "llm", "/chat/completions", 2, 0)] + + +class ExplodingDBWithInFlightRequest: + """Fails the write after a request has been recorded while it was in flight.""" + + def __init__(self, accumulator: GatewayRequestAccumulator) -> None: + self.accumulator = accumulator + + async def execute_raw(self, query: str, *args: object) -> int: + _record(self.accumulator, 500) + raise RuntimeError("db gone") + + +class ExplodingClientWithInFlightRequest: + def __init__(self, accumulator: GatewayRequestAccumulator) -> None: + self.db = ExplodingDBWithInFlightRequest(accumulator) + + +def test_restore_keeps_requests_recorded_while_the_failed_write_was_in_flight(): + acc = GatewayRequestAccumulator() + _record(acc, 200) + asyncio.run(flush_gateway_requests(ExplodingClientWithInFlightRequest(acc), acc)) + + client = FakePrismaClient() + asyncio.run(flush_gateway_requests(client, acc)) + + assert _rows_written(client) == [(_today(), "llm", "/chat/completions", 1, 1)] + + +# ── redis buffer ────────────────────────────────────────────────────────────── + + +class FakeRedis: + def __init__(self) -> None: + self.lists: dict[str, list[str]] = {} + + async def async_rpush(self, key: str, values: list[str]) -> int: + self.lists.setdefault(key, []).extend(values) + return len(self.lists[key]) + + async def async_lpop(self, key: str, count: int) -> list[str] | None: + queue = self.lists.get(key, []) + if not queue: + return None + popped, self.lists[key] = queue[:count], queue[count:] + return popped + + +class FakePodLock: + def __init__(self, *, leader: bool) -> None: + self.leader = leader + self.held: list[str] = [] + self.released: list[str] = [] + + async def acquire_lock(self, cronjob_id: str) -> bool: + self.held.append(cronjob_id) + return self.leader + + async def release_lock(self, cronjob_id: str) -> None: + self.released.append(cronjob_id) + + +class FakeLease: + """Redis-side view of the job lock: SET NX by pod id, re-entrant for the holder, freed only by release or TTL.""" + + def __init__(self) -> None: + self.holder: str | None = None + + +class FakeLeasePodLock: + def __init__(self, lease: FakeLease, pod_id: str) -> None: + self.lease = lease + self.pod_id = pod_id + + async def acquire_lock(self, cronjob_id: str) -> bool: + if self.lease.holder is None: + self.lease.holder = self.pod_id + return self.lease.holder == self.pod_id + + async def release_lock(self, cronjob_id: str) -> None: + if self.lease.holder == self.pod_id: + self.lease.holder = None + + +def _buffer(redis: FakeRedis, *, leader: bool) -> tuple[GatewayRequestRedisBuffer, FakePodLock]: + lock = FakePodLock(leader=leader) + return GatewayRequestRedisBuffer(redis_cache=redis, pod_lock_manager=lock), lock # pyright: ignore[reportArgumentType] # duck-typed fakes + + +def test_non_leader_workers_push_to_redis_and_never_touch_the_database(): + redis = FakeRedis() + client = FakePrismaClient() + for _ in range(3): + acc = GatewayRequestAccumulator() + _record(acc, 200) + buffer, _ = _buffer(redis, leader=False) + asyncio.run(flush_gateway_requests(client, acc, buffer)) + + assert client.db.statements == [] + assert len(redis.lists[REDIS_GATEWAY_REQUESTS_BUFFER_KEY]) == 3 + + +def test_leader_folds_every_workers_snapshot_into_one_statement(): + """Fifty workers each flushing the same routes must cost the primary one statement, not fifty.""" + redis = FakeRedis() + client = FakePrismaClient() + for _ in range(50): + acc = GatewayRequestAccumulator() + _record(acc, 200) + _record(acc, 500, route="/responses") + buffer, _ = _buffer(redis, leader=False) + asyncio.run(flush_gateway_requests(client, acc, buffer)) + + leader_acc = GatewayRequestAccumulator() + _record(leader_acc, 200) + leader, lock = _buffer(redis, leader=True) + asyncio.run(flush_gateway_requests(client, leader_acc, leader)) + + assert len(client.db.statements) == 1 + assert _rows_written(client) == [ + (_today(), "llm", "/chat/completions", 51, 0), + (_today(), "llm", "/responses", 0, 50), + ] + assert redis.lists[REDIS_GATEWAY_REQUESTS_BUFFER_KEY] == [] + assert lock.held == [GATEWAY_REQUESTS_JOB_NAME] + assert lock.released == [] + + +def test_leader_keeps_the_lease_so_staggered_pods_cost_one_statement_per_interval(): + """Pods flush on their own clocks; without the lease each one would win the lock in turn and commit alone.""" + redis = FakeRedis() + client = FakePrismaClient() + lease = FakeLease() + pods = tuple( + GatewayRequestRedisBuffer(redis_cache=redis, pod_lock_manager=FakeLeasePodLock(lease, f"pod-{i}")) # pyright: ignore[reportArgumentType] # duck-typed fakes + for i in range(4) + ) + + for _interval in range(3): + for pod in pods: + acc = GatewayRequestAccumulator() + _record(acc, 200) + asyncio.run(flush_gateway_requests(client, acc, pod)) + + assert lease.holder == "pod-0" + assert len(client.db.statements) == 3 + assert [row[3] for row in _rows_written(client)] == [1, 4, 4] + assert len(redis.lists[REDIS_GATEWAY_REQUESTS_BUFFER_KEY]) == 3 + + +def test_leader_drains_a_backlog_deeper_than_one_capped_pop(): + """More workers than MAX_REDIS_BUFFER_DEQUEUE_COUNT must not leave a growing tail queued behind the cap.""" + redis = FakeRedis() + client = FakePrismaClient() + workers = MAX_REDIS_BUFFER_DEQUEUE_COUNT * 2 + 1 + for _ in range(workers): + acc = GatewayRequestAccumulator() + _record(acc, 200) + buffer, _ = _buffer(redis, leader=False) + asyncio.run(flush_gateway_requests(client, acc, buffer)) + + leader, _ = _buffer(redis, leader=True) + asyncio.run(flush_gateway_requests(client, GatewayRequestAccumulator(), leader)) + + assert len(client.db.statements) == 1 + assert _rows_written(client) == [(_today(), "llm", "/chat/completions", workers, 0)] + assert redis.lists[REDIS_GATEWAY_REQUESTS_BUFFER_KEY] == [] + + +def test_leader_with_nothing_buffered_writes_nothing(): + redis = FakeRedis() + client = FakePrismaClient() + leader, lock = _buffer(redis, leader=True) + + asyncio.run(flush_gateway_requests(client, GatewayRequestAccumulator(), leader)) + + assert client.db.statements == [] + assert lock.released == [] + + +def test_leader_requeues_to_redis_when_the_database_commit_fails(): + """Counts popped from Redis are gone from every worker; a failed commit must put them back.""" + redis = FakeRedis() + acc = GatewayRequestAccumulator() + _record(acc, 200) + _record(acc, 200) + leader, lock = _buffer(redis, leader=True) + + asyncio.run(flush_gateway_requests(ExplodingClient(), acc, leader)) + + assert len(redis.lists[REDIS_GATEWAY_REQUESTS_BUFFER_KEY]) == 1 + assert lock.released == [] + assert acc.drain() == {} + + client = FakePrismaClient() + retry, _ = _buffer(redis, leader=True) + asyncio.run(flush_gateway_requests(client, GatewayRequestAccumulator(), retry)) + assert _rows_written(client) == [(_today(), "llm", "/chat/completions", 2, 0)] + + +class ExplodingRedis(FakeRedis): + async def async_rpush(self, key: str, values: list[str]) -> int: + raise RuntimeError("redis gone") + + +class UnreadableRedis(FakeRedis): + async def async_lpop(self, key: str, count: int) -> list[str] | None: + raise RuntimeError("redis gone mid-flush") + + +class UnwritableRedis(FakeRedis): + """Pops succeed, pushes fail: a Redis that went read-only between the leader's pop and its re-queue.""" + + async def async_rpush(self, key: str, values: list[str]) -> int: + raise RuntimeError("redis read-only") + + +def test_leader_keeps_popped_counts_in_memory_when_both_the_database_and_the_requeue_fail(): + """The pop removed the only copy; if Redis will not take it back the leader itself must carry it.""" + redis = FakeRedis() + worker_acc = GatewayRequestAccumulator() + _record(worker_acc, 200) + _record(worker_acc, 200) + worker, _ = _buffer(redis, leader=False) + asyncio.run(flush_gateway_requests(FakePrismaClient(), worker_acc, worker)) + + degraded = UnwritableRedis() + degraded.lists = redis.lists + leader_acc = GatewayRequestAccumulator() + leader, _ = _buffer(degraded, leader=True) + asyncio.run(flush_gateway_requests(ExplodingClient(), leader_acc, leader)) + assert degraded.lists[REDIS_GATEWAY_REQUESTS_BUFFER_KEY] == [] + + client = FakePrismaClient() + retry, _ = _buffer(redis, leader=True) + asyncio.run(flush_gateway_requests(client, leader_acc, retry)) + assert _rows_written(client) == [(_today(), "llm", "/chat/completions", 2, 0)] + + +def test_leader_whose_redis_read_fails_leaves_the_pushed_rows_for_the_next_flush(): + """The scheduler job must not raise, and nothing is popped so nothing needs restoring anywhere.""" + redis = UnreadableRedis() + acc = GatewayRequestAccumulator() + _record(acc, 200) + client = FakePrismaClient() + leader, _ = _buffer(redis, leader=True) + + asyncio.run(flush_gateway_requests(client, acc, leader)) + + assert client.db.statements == [] + assert acc.drain() == {} + assert len(redis.lists[REDIS_GATEWAY_REQUESTS_BUFFER_KEY]) == 1 + + +def test_failed_redis_push_keeps_counts_locally_for_the_next_flush(): + acc = GatewayRequestAccumulator() + _record(acc, 200) + _record(acc, 500) + buffer, lock = _buffer(ExplodingRedis(), leader=True) + + asyncio.run(flush_gateway_requests(FakePrismaClient(), acc, buffer)) + + assert lock.held == [] + assert acc.drain() == { + GatewayRequestKey(date=_today(), category="llm", route="/chat/completions"): ( + GatewayRequestCounts(successful_requests=1, failed_requests=1) + ) + } diff --git a/tests/test_litellm/proxy/db/test_query_engine_reaper.py b/tests/test_litellm/proxy/db/test_query_engine_reaper.py index efcecb4bc08..5018176854e 100644 --- a/tests/test_litellm/proxy/db/test_query_engine_reaper.py +++ b/tests/test_litellm/proxy/db/test_query_engine_reaper.py @@ -3,6 +3,7 @@ import signal import subprocess import sys import time +from typing import Final from unittest.mock import MagicMock, patch import pytest @@ -15,7 +16,6 @@ from litellm.proxy.db.query_engine_reaper import ( _try_reap, list_orphaned_engine_pids, reap_orphaned_engines, - set_child_subreaper, start_query_engine_reaper, terminate_and_reap, terminate_and_reap_all, @@ -79,11 +79,19 @@ class TestListOrphanedEnginePids: class TestSetChildSubreaper: def test_matches_platform_capability(self): - result = set_child_subreaper() - if sys.platform.startswith("linux"): - assert result is True - else: - assert result is False + result: Final = subprocess.run( + [ + sys.executable, + "-c", + "import sys; " + "from litellm.proxy.db.query_engine_reaper import set_child_subreaper; " + "assert set_child_subreaper() is sys.platform.startswith('linux')", + ], + capture_output=True, + text=True, + timeout=30, + ) + assert result.returncode == 0, result.stderr @pytest.mark.skipif(sys.platform == "win32", reason="POSIX signals and waitpid") diff --git a/tests/test_litellm/proxy/guardrails/guardrail_hooks/openai/test_moderations.py b/tests/test_litellm/proxy/guardrails/guardrail_hooks/openai/test_moderations.py index 2b43720a126..615d06b0f42 100644 --- a/tests/test_litellm/proxy/guardrails/guardrail_hooks/openai/test_moderations.py +++ b/tests/test_litellm/proxy/guardrails/guardrail_hooks/openai/test_moderations.py @@ -3,14 +3,19 @@ Test OpenAI Moderation Guardrail """ +import json import os +from typing import Final from unittest.mock import MagicMock, patch +import httpx import pytest +from litellm.llms.custom_httpx.http_handler import AsyncHTTPHandler from litellm.proxy._types import UserAPIKeyAuth +from litellm.proxy.common_utils.callback_utils import get_logging_caching_headers from litellm.proxy.guardrails.guardrail_hooks.openai.moderations import ( OpenAIModerationGuardrail, ) @@ -989,3 +994,30 @@ async def test_openai_moderation_initialize_guardrail_forwards_streaming_flags() assert guardrail.streaming_sampling_rate == 2 finally: litellm.logging_callback_manager._reset_all_callbacks() + + +@pytest.mark.asyncio +@pytest.mark.parametrize(("input_type", "stage"), [("request", "pre_call"), ("response", "post_call")]) +async def test_openai_moderation_records_moderation_id_as_scan_metadata(input_type: str, stage: str): + """Each moderation call's id is exposed with the guardrail name, stage and provider that produced it.""" + payload: Final = { + "id": f"modr-{stage}", + "model": "omni-moderation-latest", + "results": [{"flagged": False, "categories": {}, "category_scores": {}, "category_applied_input_types": {}}], + } + http_client: Final = AsyncHTTPHandler() + http_client.client = httpx.AsyncClient(transport=httpx.MockTransport(lambda _: httpx.Response(200, json=payload))) + + with patch.dict(os.environ, {"OPENAI_API_KEY": "test-key"}): + guardrail: Final = OpenAIModerationGuardrail(guardrail_name="openai-mod") + guardrail.async_handler = http_client + request_data: Final[dict[str, object]] = {"metadata": {}} + + await guardrail.apply_guardrail(inputs={"texts": ["hello"]}, request_data=request_data, input_type=input_type) + + headers: Final = get_logging_caching_headers(request_data) + assert headers is not None + assert headers["x-litellm-guardrail-scan-id"] == f"modr-{stage}" + assert json.loads(headers["x-litellm-guardrail-scan-metadata"]) == [ + {"guardrail": "openai-mod", "stage": stage, "provider": "openai_moderation", "scan_id": f"modr-{stage}"} + ] diff --git a/tests/test_litellm/proxy/guardrails/guardrail_hooks/test_panw_prisma_airs.py b/tests/test_litellm/proxy/guardrails/guardrail_hooks/test_panw_prisma_airs.py index 8f29ba66814..3d7c6e06d94 100644 --- a/tests/test_litellm/proxy/guardrails/guardrail_hooks/test_panw_prisma_airs.py +++ b/tests/test_litellm/proxy/guardrails/guardrail_hooks/test_panw_prisma_airs.py @@ -12,6 +12,7 @@ This test file follows LiteLLM's testing patterns and covers: import copy import json from datetime import datetime +from typing import Final from unittest.mock import AsyncMock, MagicMock, patch import httpx @@ -5785,7 +5786,14 @@ class TestPanwAirsScanIdExposure: headers = get_logging_caching_headers(data) assert headers["x-litellm-guardrail-scan-id"] == "scan-abc-123" - assert "x-litellm-guardrail-scan-metadata" not in headers + assert json.loads(headers["x-litellm-guardrail-scan-metadata"]) == [ + { + "guardrail": handler.guardrail_name, + "stage": "pre_call", + "provider": "panw_prisma_airs", + "scan_id": "scan-abc-123", + } + ] @pytest.mark.asyncio async def test_request_and_response_scan_ids_are_both_exposed(self, user_api_key_dict): @@ -5809,6 +5817,26 @@ class TestPanwAirsScanIdExposure: headers = get_logging_caching_headers(data) assert headers["x-litellm-guardrail-scan-id"] == "scan-abc-123,scan-response-456" + assert [(e["stage"], e["scan_id"]) for e in json.loads(headers["x-litellm-guardrail-scan-metadata"])] == [ + ("pre_call", "scan-abc-123"), + ("post_call", "scan-response-456"), + ] + + @pytest.mark.asyncio + async def test_apply_guardrail_response_scan_is_tagged_post_call(self): + from litellm.proxy.common_utils.callback_utils import get_logging_caching_headers + + handler: Final = self._handler(self.ALLOW_SCAN_RESULT) + request_data: Final[dict[str, object]] = {"litellm_call_id": "test-call-id", "model": "gpt-4", "metadata": {}} + + await handler.apply_guardrail( + inputs={"texts": ["Hello world"]}, request_data=request_data, input_type="response" + ) + + headers: Final = get_logging_caching_headers(request_data) + assert headers is not None + entries: Final = json.loads(headers["x-litellm-guardrail-scan-metadata"]) + assert [(e["stage"], e["provider"]) for e in entries] == [("post_call", "panw_prisma_airs")] @pytest.mark.asyncio async def test_repeated_scan_id_is_not_duplicated(self, user_api_key_dict): @@ -5850,6 +5878,8 @@ class TestPanwAirsScanIdExposure: assert "guardrail_scan_ids" in _UNTRUSTED_METADATA_CONTROL_FIELDS assert "guardrail_scan_ids" in _UNTRUSTED_ROOT_CONTROL_FIELDS + assert "guardrail_scan_metadata" in _UNTRUSTED_METADATA_CONTROL_FIELDS + assert "guardrail_scan_metadata" in _UNTRUSTED_ROOT_CONTROL_FIELDS class TestPanwAirsBlockedErrorDetailPassthrough: """Regression tests for the full AIRS scan response on blocks. diff --git a/tests/test_litellm/proxy/management_endpoints/test_common_daily_activity.py b/tests/test_litellm/proxy/management_endpoints/test_common_daily_activity.py index 37a54c4901a..6cd900cb041 100644 --- a/tests/test_litellm/proxy/management_endpoints/test_common_daily_activity.py +++ b/tests/test_litellm/proxy/management_endpoints/test_common_daily_activity.py @@ -492,7 +492,7 @@ async def test_get_api_key_metadata_recovers_double_hashed_key_via_reverse_hash( @pytest.mark.asyncio async def test_get_api_key_metadata_permanent_miss_never_pages_tokens_or_reads_spend_logs(): - """A dirty key no table can explain costs two digest lookups, never a token page walk or a SpendLogs scan.""" + """Without a spend-log window a dirty key no table can explain costs two digest lookups and never a token page walk.""" from litellm.proxy.utils import hash_token double_hashed = hash_token("b" * 64) @@ -518,6 +518,93 @@ async def test_get_api_key_metadata_permanent_miss_never_pages_tokens_or_reads_s assert all("take" not in call.kwargs and "skip" not in call.kwargs for call in token_lookups) +def _spend_log_transaction(mock_prisma: MagicMock, rows: list[dict[str, str | None]]) -> AsyncMock: + transaction = MagicMock() + transaction.execute_raw = AsyncMock(return_value=0) + transaction.query_raw = AsyncMock(return_value=rows) + mock_prisma.db.tx.return_value.__aenter__.return_value = transaction + return transaction.query_raw + + +def _spend_log_row(digest: str, key_alias: str, user_id: str) -> dict[str, str | None]: + return { + "digest": digest, + "first_alias": key_alias, + "last_alias": key_alias, + "first_team": None, + "last_team": None, + "first_owner": user_id, + "last_owner": user_id, + } + + +@pytest.mark.asyncio +async def test_get_api_key_metadata_permanent_miss_with_a_window_reads_spend_logs_once_within_it(): + from litellm.proxy.utils import hash_token + + double_hashed = hash_token("permanent-miss-with-window-6852") + window = (datetime(2024, 1, 1), datetime(2024, 1, 4)) + mock_prisma = MagicMock() + mock_prisma.db.litellm_verificationtoken.find_many = AsyncMock(return_value=[]) + mock_prisma.db.litellm_deletedverificationtoken.find_many = AsyncMock(return_value=[]) + mock_prisma.db.litellm_usertable.find_many = AsyncMock(return_value=[]) + mock_prisma.db.query_raw = AsyncMock(return_value=[]) + spend_log_query_raw = _spend_log_transaction(mock_prisma, []) + + result = await get_api_key_metadata(prisma_client=mock_prisma, api_keys={double_hashed}, spend_logs_window=window) + + assert double_hashed not in result + assert mock_prisma.db.query_raw.await_count == 2 + ((_, digests, start, end),) = [call.args for call in spend_log_query_raw.call_args_list] + assert digests == [double_hashed] + assert (start, end) == window + + +@pytest.mark.asyncio +async def test_get_daily_activity_recovers_a_session_key_alias_from_spend_logs_around_the_page_dates(): + from litellm.proxy.utils import hash_token + + session_digest = hash_token("cli-session-daily-activity-6852") + records = [_daily_user_spend_record(user_id="session-user", api_key=session_digest, spend=1.5)] + mock_prisma = MagicMock() + mock_prisma.db = MagicMock() + mock_table = MagicMock() + mock_table.count = AsyncMock(return_value=len(records)) + mock_table.find_many = AsyncMock(return_value=records) + mock_prisma.db.litellm_dailyuserspend = mock_table + mock_prisma.db.litellm_verificationtoken.find_many = AsyncMock(return_value=[]) + mock_prisma.db.litellm_deletedverificationtoken.find_many = AsyncMock(return_value=[]) + mock_prisma.db.litellm_usertable.find_many = AsyncMock( + return_value=[SimpleNamespace(user_id="session-user", user_email="session@example.com")] + ) + + mock_prisma.db.query_raw = AsyncMock(return_value=[]) + spend_log_query_raw = _spend_log_transaction( + mock_prisma, [_spend_log_row(session_digest, "cli-session-alias", "session-user")] + ) + + result = await get_daily_activity( + prisma_client=mock_prisma, + table_name="litellm_dailyuserspend", + entity_id_field="user_id", + entity_id=None, + entity_metadata_field=None, + start_date="2024-01-01", + end_date="2024-01-01", + model=None, + api_key=None, + page=1, + page_size=1000, + ) + + key_metadata = result.results[0].breakdown.api_keys[session_digest].metadata + assert key_metadata.key_alias == "cli-session-alias" + assert key_metadata.user_email == "session@example.com" + ((_, digests, start, end),) = [call.args for call in spend_log_query_raw.call_args_list] + assert digests == [session_digest] + assert (start, end) == (datetime(2023, 12, 31), datetime(2024, 1, 3)) + + def test_key_metadata_includes_recovered_user_email(): from litellm.proxy.management_endpoints.common_daily_activity import _key_metadata @@ -2105,3 +2192,48 @@ async def test_get_daily_activity_aggregated_with_entity_breakdown(): # Rollups with the entity bit set must still land in their usual buckets assert daily.breakdown.models["gpt-4o"].metrics.spend == 18.0 assert daily.breakdown.api_keys["key-1"].metrics.spend == 12.0 + + +@pytest.mark.asyncio +async def test_get_api_key_metadata_resolves_session_key_via_spend_log_window(): + from litellm.proxy.utils import hash_token + + session_digest = hash_token("cli-session-user-42") + mock_prisma = MagicMock() + mock_prisma.db.litellm_verificationtoken.find_many = AsyncMock(return_value=[]) + mock_prisma.db.litellm_deletedverificationtoken.find_many = AsyncMock(return_value=[]) + mock_prisma.db.litellm_usertable.find_many = AsyncMock( + return_value=[SimpleNamespace(user_id="user-42", user_email="user42@example.com")] + ) + + mock_prisma.db.query_raw = AsyncMock(return_value=[]) + spend_log_query_raw = _spend_log_transaction( + mock_prisma, [_spend_log_row(session_digest, "cli-session-user-42", "user-42")] + ) + + result = await get_api_key_metadata( + prisma_client=mock_prisma, + api_keys={session_digest}, + spend_logs_window=(datetime(2026, 9, 7), datetime(2026, 9, 10)), + ) + + assert result[session_digest]["key_alias"] == "cli-session-user-42" + assert result[session_digest]["user_id"] == "user-42" + assert result[session_digest]["user_email"] == "user42@example.com" + ((_, digests, start, end),) = [call.args for call in spend_log_query_raw.call_args_list] + assert digests == [session_digest] + assert (start, end) == (datetime(2026, 9, 7), datetime(2026, 9, 10)) + + +def test_spend_logs_window_pads_min_minus_one_day_and_max_plus_two_days(): + from litellm.proxy.management_endpoints.common_daily_activity import _spend_logs_window + + window = _spend_logs_window({"2026-09-08", "2026-09-05", "not-a-date"}) + + assert window == (datetime(2026, 9, 4), datetime(2026, 9, 10)) + + +def test_spend_logs_window_is_none_when_no_date_parses(): + from litellm.proxy.management_endpoints.common_daily_activity import _spend_logs_window + + assert _spend_logs_window({"garbage", ""}) is None diff --git a/tests/test_litellm/proxy/management_endpoints/test_cost_tracking_settings.py b/tests/test_litellm/proxy/management_endpoints/test_cost_tracking_settings.py index ec62cc47018..7ece35ceedf 100644 --- a/tests/test_litellm/proxy/management_endpoints/test_cost_tracking_settings.py +++ b/tests/test_litellm/proxy/management_endpoints/test_cost_tracking_settings.py @@ -4,13 +4,17 @@ Tests for cost tracking settings management endpoints. Tests the GET and PATCH endpoints for managing cost discount configuration. """ +from datetime import datetime, timezone from unittest.mock import AsyncMock, MagicMock, patch import pytest from fastapi.testclient import TestClient +from pydantic import ValidationError import litellm +from litellm._internal_context import pinned_billing_time +from litellm.proxy._types import CostEstimateRequest from litellm.proxy.management_endpoints.cost_tracking_settings import router from litellm.proxy.proxy_server import app @@ -789,13 +793,13 @@ INPUT_TOKENS = 1000 OUTPUT_TOKENS = 500 -def _router_pricing(**pricing: float) -> MagicMock: +def _router_pricing(model: str = AN_UNDERLYING_MODEL, **pricing: float) -> MagicMock: mock_router = MagicMock() mock_router.get_model_list.return_value = [ { "model_name": AN_ALIAS, "litellm_params": { - "model": AN_UNDERLYING_MODEL, + "model": model, "custom_llm_provider": "openai", **pricing, }, @@ -811,9 +815,7 @@ async def _estimate(mock_router: MagicMock | None, model: str = AN_ALIAS, **over request = CostEstimateRequest( model=model, - input_tokens=INPUT_TOKENS, - output_tokens=OUTPUT_TOKENS, - **overrides, + **{"input_tokens": INPUT_TOKENS, "output_tokens": OUTPUT_TOKENS, **overrides}, ) with patch( # test-quality-ok: proxy_server module global is the endpoint's only injection point "litellm.proxy.proxy_server.llm_router", mock_router @@ -909,3 +911,299 @@ class TestEstimateCostPeriodTotals: assert response.cost_per_request == pytest.approx(0.0022) assert response.daily_margin_cost == pytest.approx(0.02) assert response.daily_cost == pytest.approx(0.22) + + +CACHE_READ_TOKENS = 800 +CACHE_CREATION_TOKENS = 100 +REASONING_TOKENS = 200 +TEXT_INPUT_TOKENS = INPUT_TOKENS - CACHE_READ_TOKENS - CACHE_CREATION_TOKENS +TEXT_OUTPUT_TOKENS = OUTPUT_TOKENS - REASONING_TOKENS + + +async def _estimate_with_cache_and_reasoning(mock_router: MagicMock | None, model: str = AN_ALIAS, **overrides: int): + return await _estimate( + mock_router, + model=model, + cache_read_input_tokens=CACHE_READ_TOKENS, + cache_creation_input_tokens=CACHE_CREATION_TOKENS, + reasoning_tokens=REASONING_TOKENS, + **overrides, + ) + + +class TestEstimateCostCacheAndReasoningTokens: + @pytest.mark.asyncio + async def test_a_mapped_model_bills_cache_and_reasoning_tokens_at_their_own_rates(self, monkeypatch): + monkeypatch.setitem( + litellm.model_cost, + A_MAPPED_MODEL, + { + "input_cost_per_token": 3e-6, + "output_cost_per_token": 15e-6, + "cache_read_input_token_cost": 3e-7, + "cache_creation_input_token_cost": 3.75e-6, + "output_cost_per_reasoning_token": 1e-5, + "litellm_provider": "openai", + "mode": "chat", + }, + ) + + response = await _estimate_with_cache_and_reasoning(None, model=A_MAPPED_MODEL, num_requests_per_day=10) + + assert response.cache_read_cost_per_request == pytest.approx(CACHE_READ_TOKENS * 3e-7) + assert response.cache_creation_cost_per_request == pytest.approx(CACHE_CREATION_TOKENS * 3.75e-6) + assert response.reasoning_cost_per_request == pytest.approx(REASONING_TOKENS * 1e-5) + assert response.input_cost_per_request == pytest.approx( + TEXT_INPUT_TOKENS * 3e-6 + CACHE_READ_TOKENS * 3e-7 + CACHE_CREATION_TOKENS * 3.75e-6 + ) + assert response.output_cost_per_request == pytest.approx(TEXT_OUTPUT_TOKENS * 15e-6 + REASONING_TOKENS * 1e-5) + assert response.cost_per_request == pytest.approx( + response.input_cost_per_request + response.output_cost_per_request + ) + assert response.daily_cache_read_cost == pytest.approx(10 * CACHE_READ_TOKENS * 3e-7) + assert response.daily_cache_creation_cost == pytest.approx(10 * CACHE_CREATION_TOKENS * 3.75e-6) + assert response.daily_reasoning_cost == pytest.approx(10 * REASONING_TOKENS * 1e-5) + assert response.monthly_cache_read_cost is None + assert response.cache_read_input_token_cost == pytest.approx(3e-7) + assert response.cache_creation_input_token_cost == pytest.approx(3.75e-6) + assert response.output_cost_per_reasoning_token == pytest.approx(1e-5) + assert ( + response.cache_read_input_tokens, + response.cache_creation_input_tokens, + response.reasoning_tokens, + ) == (CACHE_READ_TOKENS, CACHE_CREATION_TOKENS, REASONING_TOKENS) + + @pytest.mark.asyncio + async def test_a_model_without_cache_or_reasoning_prices_estimates_what_the_proxy_bills(self, monkeypatch): + """The cost calculator bills cache tokens of a cost-map model without cache prices at zero + and its reasoning tokens at the output rate. The estimate reports those effective rates.""" + monkeypatch.setitem( + litellm.model_cost, + A_MAPPED_MODEL, + {"input_cost_per_token": 5e-6, "output_cost_per_token": 6e-6, "litellm_provider": "openai", "mode": "chat"}, + ) + + response = await _estimate_with_cache_and_reasoning(None, model=A_MAPPED_MODEL) + + assert response.cache_read_cost_per_request == 0.0 + assert response.cache_creation_cost_per_request == 0.0 + assert response.reasoning_cost_per_request == pytest.approx(REASONING_TOKENS * 6e-6) + assert response.input_cost_per_request == pytest.approx(TEXT_INPUT_TOKENS * 5e-6) + assert response.cost_per_request == pytest.approx(TEXT_INPUT_TOKENS * 5e-6 + OUTPUT_TOKENS * 6e-6) + assert response.cache_read_input_token_cost == 0.0 + assert response.cache_creation_input_token_cost == 0.0 + assert response.output_cost_per_reasoning_token == pytest.approx(6e-6) + + @pytest.mark.asyncio + async def test_a_request_without_cache_or_reasoning_tokens_estimates_as_before(self, monkeypatch): + monkeypatch.setitem( + litellm.model_cost, + A_MAPPED_MODEL, + { + "input_cost_per_token": 3e-6, + "output_cost_per_token": 15e-6, + "cache_read_input_token_cost": 3e-7, + "cache_creation_input_token_cost": 3.75e-6, + "output_cost_per_reasoning_token": 1e-5, + "litellm_provider": "openai", + "mode": "chat", + }, + ) + + response = await _estimate(None, model=A_MAPPED_MODEL, num_requests_per_day=10) + + assert response.cost_per_request == pytest.approx(INPUT_TOKENS * 3e-6 + OUTPUT_TOKENS * 15e-6) + assert response.cache_read_cost_per_request == 0.0 + assert response.cache_creation_cost_per_request == 0.0 + assert response.reasoning_cost_per_request == 0.0 + assert response.daily_cache_read_cost == 0.0 + assert response.daily_reasoning_cost == 0.0 + + @pytest.mark.asyncio + async def test_a_custom_priced_deployment_bills_cache_and_reasoning_tokens_from_its_flat_rates(self): + response = await _estimate_with_cache_and_reasoning( + _router_pricing(input_cost_per_token=1e-6, output_cost_per_token=2e-6, cache_read_input_token_cost=1e-7) + ) + + assert response.cache_read_cost_per_request == pytest.approx(CACHE_READ_TOKENS * 1e-7) + assert response.cache_creation_cost_per_request == pytest.approx(CACHE_CREATION_TOKENS * 1e-6) + assert response.reasoning_cost_per_request == pytest.approx(REASONING_TOKENS * 2e-6) + assert response.cost_per_request == pytest.approx( + TEXT_INPUT_TOKENS * 1e-6 + CACHE_READ_TOKENS * 1e-7 + CACHE_CREATION_TOKENS * 1e-6 + OUTPUT_TOKENS * 2e-6 + ) + assert response.cache_read_input_token_cost == pytest.approx(1e-7) + assert response.cache_creation_input_token_cost == pytest.approx(1e-6) + assert response.output_cost_per_reasoning_token == pytest.approx(2e-6) + + @pytest.mark.asyncio + async def test_a_custom_priced_deployment_of_a_mapped_model_inherits_its_built_in_cache_rates(self, monkeypatch): + monkeypatch.setitem( + litellm.model_cost, + A_MAPPED_MODEL, + { + "input_cost_per_token": 5e-6, + "output_cost_per_token": 6e-6, + "cache_read_input_token_cost": 5e-7, + "cache_creation_input_token_cost": 6.25e-6, + "litellm_provider": "openai", + "mode": "chat", + }, + ) + + response = await _estimate_with_cache_and_reasoning( + _router_pricing(model=A_MAPPED_MODEL, input_cost_per_token=1e-6, output_cost_per_token=2e-6) + ) + + assert response.cache_read_cost_per_request == pytest.approx(CACHE_READ_TOKENS * 5e-7) + assert response.cache_creation_cost_per_request == pytest.approx(CACHE_CREATION_TOKENS * 6.25e-6) + assert response.input_cost_per_request == pytest.approx( + TEXT_INPUT_TOKENS * 1e-6 + CACHE_READ_TOKENS * 5e-7 + CACHE_CREATION_TOKENS * 6.25e-6 + ) + assert response.cache_read_input_token_cost == pytest.approx(5e-7) + assert response.cache_creation_input_token_cost == pytest.approx(6.25e-6) + + @pytest.mark.asyncio + async def test_a_tiered_model_reports_the_rates_its_lines_were_billed_at(self, monkeypatch): + """Above a token tier the calculator bills every line at the tier's rate, so the reported + rates must be the tier's too: each line equals its token count times the rate next to it.""" + monkeypatch.setitem( + litellm.model_cost, + A_MAPPED_MODEL, + { + "input_cost_per_token": 3e-6, + "output_cost_per_token": 15e-6, + "cache_read_input_token_cost": 3e-7, + "cache_creation_input_token_cost": 3.75e-6, + "input_cost_per_token_above_200k_tokens": 6e-6, + "output_cost_per_token_above_200k_tokens": 3e-5, + "cache_read_input_token_cost_above_200k_tokens": 6e-7, + "cache_creation_input_token_cost_above_200k_tokens": 7.5e-6, + "litellm_provider": "openai", + "mode": "chat", + }, + ) + + response = await _estimate( + None, + model=A_MAPPED_MODEL, + input_tokens=250_000, + cache_read_input_tokens=200_000, + cache_creation_input_tokens=10_000, + output_tokens=1_000, + reasoning_tokens=200, + ) + + assert response.input_cost_per_token == pytest.approx(6e-6) + assert response.output_cost_per_token == pytest.approx(3e-5) + assert response.cache_read_input_token_cost == pytest.approx(6e-7) + assert response.cache_creation_input_token_cost == pytest.approx(7.5e-6) + assert response.output_cost_per_reasoning_token == pytest.approx(3e-5) + assert response.cache_read_cost_per_request == pytest.approx(200_000 * response.cache_read_input_token_cost) + assert response.cache_creation_cost_per_request == pytest.approx( + 10_000 * response.cache_creation_input_token_cost + ) + assert response.reasoning_cost_per_request == pytest.approx(200 * response.output_cost_per_reasoning_token) + assert response.input_cost_per_request == pytest.approx( + 40_000 * response.input_cost_per_token + + response.cache_read_cost_per_request + + response.cache_creation_cost_per_request + ) + assert response.output_cost_per_request == pytest.approx(1_000 * response.output_cost_per_token) + + @pytest.mark.asyncio + async def test_a_quote_prices_its_totals_and_its_rates_at_the_same_moment(self, monkeypatch): + """The totals and the reported rates resolve off-peak pricing on separate paths. A quote + taken as a window opens must not bill on one side of it and report rates from the other.""" + monkeypatch.setitem( + litellm.model_cost, + A_MAPPED_MODEL, + { + "input_cost_per_token": 3e-6, + "output_cost_per_token": 15e-6, + "off_peak_pricing": { + "hours_utc": "02:00-03:00", + "input_cost_per_token": 1e-6, + "output_cost_per_token": 5e-6, + }, + "litellm_provider": "openai", + "mode": "chat", + }, + ) + + with pinned_billing_time(datetime(2026, 1, 1, 2, 30, tzinfo=timezone.utc)): + response = await _estimate(None, model=A_MAPPED_MODEL) + + assert response.input_cost_per_token == pytest.approx(1e-6) + assert response.output_cost_per_token == pytest.approx(5e-6) + assert response.input_cost_per_request == pytest.approx(INPUT_TOKENS * response.input_cost_per_token) + assert response.output_cost_per_request == pytest.approx(OUTPUT_TOKENS * response.output_cost_per_token) + + + @pytest.mark.asyncio + async def test_an_unrouted_model_reports_the_rates_of_the_provider_the_calculator_inferred(self, monkeypatch): + """The cost calculator infers a provider this endpoint never resolved, and the provider decides + whether a tier threshold is inclusive. xai bills a request sitting exactly on the 200k threshold + at the tier rate, so the reported rates have to be the tier's rather than the sub-tier base.""" + an_xai_model = "xai/tiered-model" + monkeypatch.setitem( + litellm.model_cost, + an_xai_model, + { + "input_cost_per_token": 3e-6, + "output_cost_per_token": 15e-6, + "cache_read_input_token_cost": 3e-7, + "input_cost_per_token_above_200k_tokens": 6e-6, + "output_cost_per_token_above_200k_tokens": 3e-5, + "cache_read_input_token_cost_above_200k_tokens": 6e-7, + "litellm_provider": "xai", + "mode": "chat", + }, + ) + + response = await _estimate( + None, + model=an_xai_model, + input_tokens=200_000, + cache_read_input_tokens=100_000, + output_tokens=1_000, + ) + + assert response.input_cost_per_token == pytest.approx(6e-6) + assert response.output_cost_per_token == pytest.approx(3e-5) + assert response.cache_read_input_token_cost == pytest.approx(6e-7) + assert response.cache_read_cost_per_request == pytest.approx(100_000 * response.cache_read_input_token_cost) + assert response.input_cost_per_request == pytest.approx( + 100_000 * response.input_cost_per_token + response.cache_read_cost_per_request + ) + assert response.output_cost_per_request == pytest.approx(1_000 * response.output_cost_per_token) + + +class TestCostEstimateRequestTokenSubsets: + def test_cache_tokens_beyond_the_input_tokens_are_rejected(self): + with pytest.raises(ValidationError, match="cannot exceed input_tokens"): + CostEstimateRequest( + model=AN_ALIAS, + input_tokens=INPUT_TOKENS, + output_tokens=OUTPUT_TOKENS, + cache_read_input_tokens=INPUT_TOKENS, + cache_creation_input_tokens=1, + ) + + def test_reasoning_tokens_beyond_the_output_tokens_are_rejected(self): + with pytest.raises(ValidationError, match="cannot exceed output_tokens"): + CostEstimateRequest( + model=AN_ALIAS, + input_tokens=INPUT_TOKENS, + output_tokens=OUTPUT_TOKENS, + reasoning_tokens=OUTPUT_TOKENS + 1, + ) + + def test_the_endpoint_answers_422_when_cache_tokens_exceed_input_tokens(self): + response = client.post( + "/cost/estimate", + headers={"Authorization": "Bearer sk-1234"}, + json={"model": AN_ALIAS, "input_tokens": 1000, "output_tokens": 100, "cache_read_input_tokens": 8000}, + ) + + assert response.status_code == 422 + assert "cannot exceed input_tokens" in response.text diff --git a/tests/test_litellm/proxy/management_endpoints/test_key_management_endpoints.py b/tests/test_litellm/proxy/management_endpoints/test_key_management_endpoints.py index a873a367eab..d2aeba18f7d 100644 --- a/tests/test_litellm/proxy/management_endpoints/test_key_management_endpoints.py +++ b/tests/test_litellm/proxy/management_endpoints/test_key_management_endpoints.py @@ -17975,6 +17975,32 @@ def test_key_request_blank_organization_id_is_unset(): assert UpdateKeyRequest(key="sk-1", organization_id="org-1").organization_id == "org-1" +def test_update_key_request_blank_team_id_is_not_a_team_change(): + from litellm.proxy._types import UpdateKeyRequest + from litellm.proxy.management_endpoints.key_management_endpoints import ( + is_different_team, + ) + + blank = UpdateKeyRequest(key="sk-1", team_id="", key_alias="renamed") + assert blank.team_id is None + assert "team_id" not in blank.model_dump(exclude_unset=True) + assert blank.model_dump(exclude_unset=True) == {"key": "sk-1", "key_alias": "renamed"} + assert is_different_team(data=blank, existing_key_row=LiteLLM_VerificationToken(token="hashed")) is False + assert ( + is_different_team(data=blank, existing_key_row=LiteLLM_VerificationToken(token="hashed", team_id="team-1")) + is False + ) + assert "team_id" in UpdateKeyRequest(key="sk-1", team_id=None).model_dump(exclude_unset=True) + assert UpdateKeyRequest(key="sk-1", team_id="team-1").team_id == "team-1" + assert ( + is_different_team( + data=UpdateKeyRequest(key="sk-1", team_id="team-1"), + existing_key_row=LiteLLM_VerificationToken(token="hashed"), + ) + is True + ) + + def test_key_generation_check_blank_team_id_uses_personal_permissions(monkeypatch): """key_generation_check with team_id="" must take the personal-key path instead of failing the team lookup with "Unable to find team object" (LIT-3925).""" 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 051e6bed4fd..2f6561046b1 100644 --- a/tests/test_litellm/proxy/management_endpoints/test_team_endpoints.py +++ b/tests/test_litellm/proxy/management_endpoints/test_team_endpoints.py @@ -2205,6 +2205,50 @@ async def test_team_model_add_delete_refresh_team_cache(endpoint_name): assert update_call_kwargs.get("include", {}).get("object_permission") is True +@pytest.mark.asyncio +@pytest.mark.parametrize("endpoint_name", ["team_model_add", "team_model_delete"]) +async def test_team_model_add_delete_keep_model_aliases_in_team_cache(endpoint_name, monkeypatch): + """LIT-5858: Prisma only returns `litellm_model_table` when the `update` asks for it, so the refreshed + cache entry lost the team's model aliases and JWT alias requests 403'd until the next DB read.""" + from litellm.proxy._types import TeamModelAddRequest, TeamModelDeleteRequest + from litellm.proxy.auth.team_grants import team_model_aliases + from litellm.proxy.common_utils.user_api_key_cache import UserApiKeyCache + from litellm.proxy.management_endpoints.team_endpoints import team_model_add, team_model_delete + + columns = {"team_id": "team-1234", "models": ["gpt-4o", "openai/*"]} + alias_table = {"id": 1, "model_aliases": '{"fast": "gpt-4o"}', "created_by": "admin", "updated_by": "admin"} + + async def update(where, data, include=None): + row = {**columns, "litellm_model_table": alias_table} if (include or {}).get("litellm_model_table") else columns + return SimpleNamespace(team_id="team-1234", model_dump=lambda: row) + + prisma_client = MagicMock() + prisma_client.db.litellm_teamtable.find_unique = AsyncMock(return_value=SimpleNamespace(model_dump=lambda: columns)) + prisma_client.db.litellm_teamtable.update = AsyncMock(side_effect=update) + prisma_client.db.execute_raw = AsyncMock(return_value=None) + cache = UserApiKeyCache() + monkeypatch.setattr("litellm.proxy.proxy_server.prisma_client", prisma_client) + monkeypatch.setattr("litellm.proxy.proxy_server.user_api_key_cache", cache) + monkeypatch.setattr("litellm.proxy.proxy_server.proxy_logging_obj", None) + + admin = UserAPIKeyAuth(user_role=LitellmUserRoles.PROXY_ADMIN, user_id="admin") + if endpoint_name == "team_model_add": + await team_model_add( + data=TeamModelAddRequest(team_id="team-1234", models=["team-byok-1"]), + http_request=MagicMock(), + user_api_key_dict=admin, + ) + else: + await team_model_delete( + data=TeamModelDeleteRequest(team_id="team-1234", models=["openai/*"]), + http_request=MagicMock(), + user_api_key_dict=admin, + ) + + cached_team = await cache.async_get_cache(key="team_id:team-1234", model_type=LiteLLM_TeamTableCachedObj) + assert team_model_aliases(cached_team) == {"fast": "gpt-4o"} + + @pytest.mark.asyncio @pytest.mark.parametrize( "endpoint_name", diff --git a/tests/test_litellm/proxy/proxy_server/test_routes_model_cost_map.py b/tests/test_litellm/proxy/proxy_server/test_routes_model_cost_map.py index b75ee1caccf..40bd66ea91c 100644 --- a/tests/test_litellm/proxy/proxy_server/test_routes_model_cost_map.py +++ b/tests/test_litellm/proxy/proxy_server/test_routes_model_cost_map.py @@ -11,15 +11,21 @@ Routes covered: from __future__ import annotations import json +from pathlib import Path from unittest.mock import AsyncMock, MagicMock +from litellm.litellm_core_utils.get_model_cost_map import get_model_cost_map_provenance + from .conftest import VOLATILE_KEYS, normalize # Some response bodies include a "timestamp" — extend the volatile set so # dict-equality assertions remain stable. _VOLATILE = VOLATILE_KEYS | frozenset({"timestamp"}) +_SERVED_ETAG = 'W/"cost-map-etag"' +_ROOT_COST_MAP = Path(__file__).resolve().parents[4] / "model_prices_and_context_window.json" + # --------------------------------------------------------------------------- # Helpers @@ -83,6 +89,7 @@ def test_reload_model_cost_map_happy(client, auth_as, monkeypatch, mock_prisma): "status": "success", "models_count": 2, "timestamp": "", + **get_model_cost_map_provenance(), } assert table.upsert.await_count == 1 update_payload = table.upsert.await_args.kwargs["data"]["update"] @@ -90,6 +97,54 @@ def test_reload_model_cost_map_happy(client, auth_as, monkeypatch, mock_prisma): assert update_payload["reload_revision"] == {"increment": 1} +def test_reload_model_cost_map_surfaces_the_blob_id_of_the_bytes_served_on_every_status_surface( + client, auth_as, monkeypatch, mock_prisma +): + import httpx + + import litellm + from litellm.litellm_core_utils.get_model_cost_map import git_blob_id + from litellm.proxy import proxy_server as ps + from litellm.proxy._types import LitellmUserRoles + + _attach_litellm_config(mock_prisma) + monkeypatch.setattr(ps, "prisma_client", mock_prisma) + monkeypatch.delenv("LITELLM_LOCAL_MODEL_COST_MAP", raising=False) + body = _ROOT_COST_MAP.read_bytes() + expected = {"source_revision": git_blob_id(body), "etag": _SERVED_ETAG} + served = httpx.Response(200, headers={"ETag": _SERVED_ETAG}, content=body) + monkeypatch.setattr( + "litellm.litellm_core_utils.get_model_cost_map._default_reload_client", + lambda: httpx.AsyncClient(transport=httpx.MockTransport(lambda request: served)), + ) + monkeypatch.setattr("litellm.add_known_models", lambda model_cost_map=None: None) + monkeypatch.setattr("litellm.model_cost", {}, raising=False) + + async def _fake_invalidate(name): + return None + + monkeypatch.setattr(ps, "invalidate_config_param", _fake_invalidate) + + with auth_as(LitellmUserRoles.PROXY_ADMIN): + reload_response = client.post("/reload/model_cost_map") + source_response = client.get("/model/cost_map/source") + status_response = client.get("/schedule/model_cost_map_reload/status") + public_response = client.get("/public/litellm_model_cost_map") + + assert reload_response.status_code == 200 + reload_body = reload_response.json() + assert {key: reload_body[key] for key in expected} == expected + assert source_response.status_code == 200 + source_body = source_response.json() + assert {key: source_body[key] for key in expected} == expected + assert source_body["source"] == "remote" + assert status_response.status_code == 200 + assert {key: status_response.json()[key] for key in expected} == expected + assert public_response.status_code == 200 + assert "gpt-4o" in public_response.json() + assert reload_body["models_count"] == len(litellm.model_cost) + + def test_reload_model_cost_map_fetch_failure_502_keeps_map( client, auth_as, monkeypatch, mock_prisma ): @@ -270,7 +325,7 @@ def test_cancel_model_cost_map_reload_no_db_500(client, auth_as, monkeypatch): def test_get_model_cost_map_reload_status_no_db_not_scheduled( client, auth_as, monkeypatch ): - """No prisma client → returns the not-scheduled shape (4 keys, all-null).""" + """No prisma client → returns the not-scheduled shape (all-null) plus the cost map provenance.""" from litellm.proxy import proxy_server as ps from litellm.proxy._types import LitellmUserRoles @@ -283,6 +338,7 @@ def test_get_model_cost_map_reload_status_no_db_not_scheduled( "interval_hours": None, "last_run": None, "next_run": None, + **get_model_cost_map_provenance(), } @@ -309,6 +365,7 @@ def test_get_model_cost_map_reload_status_scheduled( "interval_hours": 12, "last_run": None, "next_run": None, + **get_model_cost_map_provenance(), } @@ -337,6 +394,7 @@ def test_get_model_cost_map_reload_status_reports_persisted_last_run( "interval_hours": 6, "last_run": "2024-01-01T06:00:00+00:00", "next_run": "2024-01-01T12:00:00+00:00", + **get_model_cost_map_provenance(), } @@ -365,6 +423,7 @@ def test_get_model_cost_map_reload_status_no_config_not_scheduled( "interval_hours": None, "last_run": None, "next_run": None, + **get_model_cost_map_provenance(), } @@ -391,6 +450,8 @@ def test_get_model_cost_map_source_happy(client, auth_as, monkeypatch): "url": "https://example.invalid/cost_map.json", "is_env_forced": False, "fallback_reason": None, + "loaded_at": "2026-09-07T01:02:03+00:00", + **get_model_cost_map_provenance(), } monkeypatch.setattr( "litellm.litellm_core_utils.get_model_cost_map.get_model_cost_map_source_info", @@ -406,6 +467,8 @@ def test_get_model_cost_map_source_happy(client, auth_as, monkeypatch): "url": "https://example.invalid/cost_map.json", "is_env_forced": False, "fallback_reason": None, + "loaded_at": "2026-09-07T01:02:03+00:00", + **get_model_cost_map_provenance(), "model_count": 3, } diff --git a/tests/test_litellm/proxy/proxy_server/test_spend_counters.py b/tests/test_litellm/proxy/proxy_server/test_spend_counters.py index 86e97a334df..c343652efd9 100644 --- a/tests/test_litellm/proxy/proxy_server/test_spend_counters.py +++ b/tests/test_litellm/proxy/proxy_server/test_spend_counters.py @@ -4,11 +4,12 @@ Pins covered: - ``get_current_spend`` - ``increment_spend_counters`` - ``_reconcile_budget_reservation_for_counter_update`` -- ``_increment_end_user_and_tag_spend_counters`` -- ``_increment_org_spend_counter`` -- ``_init_and_increment_unreserved_spend_counter`` -- ``_init_and_increment_spend_counter`` -- ``_init_and_increment_window_spend_counter`` +- ``_prepare_end_user_and_tag_spend_increments`` +- ``_prepare_org_spend_increment`` +- ``_prepare_unreserved_spend_counter_increment`` +- ``_prepare_spend_counter_increment`` +- ``_prepare_window_spend_counter_increment`` +- ``_apply_spend_counter_increments`` - ``_ensure_spend_counter_initialized`` - ``_get_source_cache_base_spend`` - ``_ensure_window_spend_counter_initialized`` @@ -48,9 +49,7 @@ def _make_spend_counter_cache( cache.in_memory_cache.delete_cache = MagicMock() if with_redis: cache.redis_cache = MagicMock() - cache.redis_cache.async_get_cache = AsyncMock( - return_value=redis_get_value, side_effect=redis_get_side_effect - ) + cache.redis_cache.async_get_cache = AsyncMock(return_value=redis_get_value, side_effect=redis_get_side_effect) cache.redis_cache.async_increment = AsyncMock( return_value=redis_increment_value, side_effect=redis_increment_side_effect, @@ -58,6 +57,8 @@ def _make_spend_counter_cache( cache.redis_cache.async_delete_cache = AsyncMock() cache.redis_cache.async_set_cache = AsyncMock() cache.redis_cache.async_set_max = AsyncMock() + cache.redis_cache.async_increment_pipeline = AsyncMock(return_value=None) + cache.redis_cache.get_ttl = MagicMock(return_value=None) else: cache.redis_cache = None cache.async_increment_cache = AsyncMock(return_value=redis_increment_value) @@ -70,9 +71,7 @@ def _make_spend_counter_cache( def _make_user_api_key_cache(get_value=None, get_side_effect=None): cache = MagicMock() - cache.async_get_cache = AsyncMock( - return_value=get_value, side_effect=get_side_effect - ) + cache.async_get_cache = AsyncMock(return_value=get_value, side_effect=get_side_effect) cache.async_set_cache_pipeline = AsyncMock() return cache @@ -109,9 +108,7 @@ async def test_get_current_spend_redis_error_falls_back_to_in_memory(monkeypatch ) monkeypatch.setattr(ps, "spend_counter_cache", fake_cache) - result = await ps.get_current_spend( - counter_key="spend:key:abc", fallback_spend=99.0 - ) + result = await ps.get_current_spend(counter_key="spend:key:abc", fallback_spend=99.0) assert result == 17.0 @@ -136,9 +133,7 @@ async def test_get_current_spend_floors_stale_low_counter_against_db(monkeypatch # the stale counter is repaired up to the authoritative DB value via a # monotonic set-max so other workers read the corrected total, and a # concurrent increment cannot be clobbered - fake_cache.redis_cache.async_set_max.assert_awaited_once_with( - key="spend:key:abc", value=12.0 - ) + fake_cache.redis_cache.async_set_max.assert_awaited_once_with(key="spend:key:abc", value=12.0) @pytest.mark.asyncio @@ -169,9 +164,7 @@ async def test_get_current_spend_no_floor_without_max_budget(monkeypatch): from_db = AsyncMock(return_value=12.0) monkeypatch.setattr(ps.SpendCounterReseed, "from_db", from_db) - result = await ps.get_current_spend( - counter_key="spend:key:abc", fallback_spend=12.0 - ) + result = await ps.get_current_spend(counter_key="spend:key:abc", fallback_spend=12.0) assert result == 2.0 assert from_db.await_count == 0 @@ -210,12 +203,8 @@ async def test_get_current_spend_floor_caches_db_read(monkeypatch): from_db = AsyncMock(return_value=12.0) monkeypatch.setattr(ps.SpendCounterReseed, "from_db", from_db) - first = await ps.get_current_spend( - counter_key="spend:key:abc", fallback_spend=12.0, max_budget=10.0 - ) - second = await ps.get_current_spend( - counter_key="spend:key:abc", fallback_spend=12.0, max_budget=10.0 - ) + first = await ps.get_current_spend(counter_key="spend:key:abc", fallback_spend=12.0, max_budget=10.0) + second = await ps.get_current_spend(counter_key="spend:key:abc", fallback_spend=12.0, max_budget=10.0) assert first == 12.0 assert second == 12.0 @@ -336,9 +325,7 @@ async def test_get_current_spend_floors_window_against_spend_logs(monkeypatch): assert result == 15.0 assert wfsl.await_count == 1 - fake_cache.redis_cache.async_set_max.assert_awaited_once_with( - key=counter_key, value=15.0 - ) + fake_cache.redis_cache.async_set_max.assert_awaited_once_with(key=counter_key, value=15.0) def _make_window_spend_prisma(row=None, spend_logs_total=0.0): @@ -379,9 +366,7 @@ async def test_get_current_spend_floors_window_against_maintained_row(monkeypatc assert result == 15.0 fake_prisma.db.litellm_spendlogs.group_by.assert_not_awaited() - fake_cache.redis_cache.async_set_max.assert_awaited_once_with( - key=counter_key, value=15.0 - ) + fake_cache.redis_cache.async_set_max.assert_awaited_once_with(key=counter_key, value=15.0) @pytest.mark.asyncio @@ -393,9 +378,7 @@ async def test_get_current_spend_floors_window_against_logs_when_row_stale(monke window_start = datetime(2026, 1, 8, tzinfo=timezone.utc) fake_prisma = _make_window_spend_prisma( - row=SimpleNamespace( - window_start=window_start - timedelta(days=7), spend=999.0 - ), + row=SimpleNamespace(window_start=window_start - timedelta(days=7), spend=999.0), spend_logs_total=15.0, ) fake_cache = _make_spend_counter_cache(redis_get_value=2.0) @@ -423,21 +406,13 @@ async def test_get_current_spend_fail_closed_rejects_when_unverifiable(monkeypat rather than admitted on an unverifiable budget.""" from fastapi import HTTPException - fake_cache = _make_spend_counter_cache( - redis_get_side_effect=RuntimeError("redis down") - ) + fake_cache = _make_spend_counter_cache(redis_get_side_effect=RuntimeError("redis down")) monkeypatch.setattr(ps, "spend_counter_cache", fake_cache) - monkeypatch.setattr( - ps, "general_settings", {"fail_closed_budget_enforcement": True} - ) - monkeypatch.setattr( - ps.SpendCounterReseed, "coalesced", AsyncMock(return_value=None) - ) + monkeypatch.setattr(ps, "general_settings", {"fail_closed_budget_enforcement": True}) + monkeypatch.setattr(ps.SpendCounterReseed, "coalesced", AsyncMock(return_value=None)) with pytest.raises(HTTPException) as exc: - await ps.get_current_spend( - counter_key="spend:key:abc", fallback_spend=1.0, max_budget=10.0 - ) + await ps.get_current_spend(counter_key="spend:key:abc", fallback_spend=1.0, max_budget=10.0) assert exc.value.status_code == 503 @@ -445,18 +420,12 @@ async def test_get_current_spend_fail_closed_rejects_when_unverifiable(monkeypat async def test_get_current_spend_fail_closed_off_admits_when_unverifiable(monkeypatch): """Default (flag off): an unverifiable read keeps the existing behavior and admits using the cached fallback — no new rejection.""" - fake_cache = _make_spend_counter_cache( - redis_get_side_effect=RuntimeError("redis down") - ) + fake_cache = _make_spend_counter_cache(redis_get_side_effect=RuntimeError("redis down")) monkeypatch.setattr(ps, "spend_counter_cache", fake_cache) monkeypatch.setattr(ps, "general_settings", {}) - monkeypatch.setattr( - ps.SpendCounterReseed, "coalesced", AsyncMock(return_value=None) - ) + monkeypatch.setattr(ps.SpendCounterReseed, "coalesced", AsyncMock(return_value=None)) - result = await ps.get_current_spend( - counter_key="spend:key:abc", fallback_spend=1.0, max_budget=10.0 - ) + result = await ps.get_current_spend(counter_key="spend:key:abc", fallback_spend=1.0, max_budget=10.0) assert result == 1.0 @@ -466,13 +435,9 @@ async def test_get_current_spend_fail_closed_admits_when_redis_verified(monkeypa authoritative, so an under-budget request is admitted normally.""" fake_cache = _make_spend_counter_cache(redis_get_value=1.0) monkeypatch.setattr(ps, "spend_counter_cache", fake_cache) - monkeypatch.setattr( - ps, "general_settings", {"fail_closed_budget_enforcement": True} - ) + monkeypatch.setattr(ps, "general_settings", {"fail_closed_budget_enforcement": True}) - result = await ps.get_current_spend( - counter_key="spend:key:abc", fallback_spend=1.0, max_budget=10.0 - ) + result = await ps.get_current_spend(counter_key="spend:key:abc", fallback_spend=1.0, max_budget=10.0) assert result == 1.0 @@ -481,16 +446,10 @@ async def test_get_current_spend_fail_closed_allows_authoritative_fallback(monke """End-user/tag callers pass fallback_authoritative=True (their spend is loaded fresh from the DB in auth), so fail-closed does not reject them even when the counter path is unreadable.""" - fake_cache = _make_spend_counter_cache( - redis_get_side_effect=RuntimeError("redis down") - ) + fake_cache = _make_spend_counter_cache(redis_get_side_effect=RuntimeError("redis down")) monkeypatch.setattr(ps, "spend_counter_cache", fake_cache) - monkeypatch.setattr( - ps, "general_settings", {"fail_closed_budget_enforcement": True} - ) - monkeypatch.setattr( - ps.SpendCounterReseed, "coalesced", AsyncMock(return_value=None) - ) + monkeypatch.setattr(ps, "general_settings", {"fail_closed_budget_enforcement": True}) + monkeypatch.setattr(ps.SpendCounterReseed, "coalesced", AsyncMock(return_value=None)) result = await ps.get_current_spend( counter_key="spend:end_user:e1", @@ -508,9 +467,7 @@ async def test_get_current_spend_strict_floors_when_fallback_also_stale(monkeypa re-checks the authoritative DB and enforces against it.""" fake_cache = _make_spend_counter_cache(redis_get_value=0.00001) monkeypatch.setattr(ps, "spend_counter_cache", fake_cache) - monkeypatch.setattr( - ps, "general_settings", {"fail_closed_budget_enforcement": True} - ) + monkeypatch.setattr(ps, "general_settings", {"fail_closed_budget_enforcement": True}) from_db = AsyncMock(return_value=0.5) monkeypatch.setattr(ps.SpendCounterReseed, "from_db", from_db) @@ -532,9 +489,7 @@ async def test_get_current_spend_strict_floors_when_fallback_also_stale(monkeypa @pytest.mark.asyncio async def test_increment_spend_counters_increments_all_buckets(monkeypatch): - fake_cache = _make_spend_counter_cache( - redis_get_value=None, redis_increment_value=5.0 - ) + fake_cache = _make_spend_counter_cache(redis_get_value=None, redis_increment_value=5.0) fake_user_cache = _make_user_api_key_cache(get_value=None) monkeypatch.setattr(ps, "spend_counter_cache", fake_cache) monkeypatch.setattr(ps, "user_api_key_cache", fake_user_cache) @@ -543,9 +498,7 @@ async def test_increment_spend_counters_increments_all_buckets(monkeypatch): async def _fake_coalesced(**kwargs): return None - monkeypatch.setattr( - ps.SpendCounterReseed, "coalesced", AsyncMock(side_effect=_fake_coalesced) - ) + monkeypatch.setattr(ps.SpendCounterReseed, "coalesced", AsyncMock(side_effect=_fake_coalesced)) await ps.increment_spend_counters( token="hashed-tok", @@ -554,25 +507,36 @@ async def test_increment_spend_counters_increments_all_buckets(monkeypatch): response_cost=5.0, ) + pipeline = fake_cache.redis_cache.async_increment_pipeline + pipeline.assert_awaited_once() + increment_list = pipeline.await_args.kwargs["increment_list"] + assert {op["key"] for op in increment_list} == { + "spend:key:hashed-tok", + "spend:team:t1", + "spend:team_member:u1:t1", + "spend:user:u1", + } + assert all(op["increment_value"] == 5.0 for op in increment_list) observed = { "redis_increment_called": fake_cache.redis_cache.async_increment.called, - "increment_calls": fake_cache.redis_cache.async_increment.call_count, + "pipeline_calls": pipeline.await_count, "user_cache_used": fake_user_cache.async_get_cache.called, } assert normalize(observed) == { - "redis_increment_called": True, - "increment_calls": 4, + "redis_increment_called": False, + "pipeline_calls": 1, "user_cache_used": True, } class _ConcurrencyProbe: - """Stand-in for redis_cache.async_increment that pins concurrency. + """Stand-in for redis_cache.async_get_cache that pins concurrency. - Each call registers itself as in-flight and blocks on ``release`` until the - test lets it proceed. ``all_arrived`` fires once ``expected`` distinct scope - increments are simultaneously suspended here, which can only happen if the - per-scope increments are gathered rather than awaited one after another. + Each warm-check read registers itself as in-flight and blocks on ``release`` + until the test lets it proceed. ``all_arrived`` fires once ``expected`` + distinct scope warm-checks are simultaneously suspended here, which can only + happen if the per-scope prepares are gathered rather than awaited one after + another. """ def __init__(self, expected_concurrency: int): @@ -581,36 +545,45 @@ class _ConcurrencyProbe: self.max_in_flight = 0 self.all_arrived = asyncio.Event() self.release = asyncio.Event() - self.values: dict[str, float] = {} + self.keys: list[str] = [] - async def async_increment(self, *, key, value, refresh_ttl=True): + async def async_get_cache(self, *, key, **kwargs): self.in_flight += 1 self.max_in_flight = max(self.max_in_flight, self.in_flight) + self.keys.append(key) if self.in_flight >= self.expected: self.all_arrived.set() if not self.release.is_set(): await self.release.wait() self.in_flight -= 1 - self.values[key] = self.values.get(key, 0.0) + value - return self.values[key] + return 1.0 @pytest.mark.asyncio async def test_increment_spend_counters_runs_scopes_concurrently(monkeypatch): """The six independent scopes (key, team, team_member, user, end_user+tags, - org) must be incremented concurrently. The probe only fires once all six are - suspended in async_increment at the same time, which is impossible if the + org) must prepare their increments concurrently. The probe only fires once + all eight warm-check reads (one per counter: 6 scopes + 2 tags) are + suspended in async_get_cache at the same time, which is impossible if the awaits are chained sequentially.""" - probe = _ConcurrencyProbe(expected_concurrency=6) - fake_cache = _make_spend_counter_cache(redis_get_value=None) - fake_cache.redis_cache.async_increment = probe.async_increment + probe = _ConcurrencyProbe(expected_concurrency=8) + fake_cache = _make_spend_counter_cache() + fake_cache.redis_cache.async_get_cache = probe.async_get_cache + recorded: dict[str, float] = {} + + async def _record_pipeline(increment_list, **_): + results = [] + for op in increment_list: + recorded[op["key"]] = recorded.get(op["key"], 0.0) + op["increment_value"] + results.append(recorded[op["key"]]) + return results + + fake_cache.redis_cache.async_increment_pipeline = AsyncMock(side_effect=_record_pipeline) fake_user_cache = _make_user_api_key_cache(get_value=None) monkeypatch.setattr(ps, "spend_counter_cache", fake_cache) monkeypatch.setattr(ps, "user_api_key_cache", fake_user_cache) monkeypatch.setattr(ps, "prisma_client", None) - monkeypatch.setattr( - ps.SpendCounterReseed, "coalesced", AsyncMock(return_value=None) - ) + monkeypatch.setattr(ps.SpendCounterReseed, "coalesced", AsyncMock(return_value=None)) task = asyncio.create_task( ps.increment_spend_counters( @@ -630,16 +603,16 @@ async def test_increment_spend_counters_runs_scopes_concurrently(monkeypatch): probe.release.set() await task pytest.fail( - "scope increments did not run concurrently; sequential awaits " - f"detected (peak in-flight was {probe.max_in_flight}, expected 6)" + "scope prepares did not run concurrently; sequential awaits " + f"detected (peak in-flight was {probe.max_in_flight}, expected 8)" ) - assert probe.in_flight == 6 - assert probe.max_in_flight == 6 + assert probe.in_flight == 8 + assert probe.max_in_flight == 8 probe.release.set() await task - assert probe.values == { + assert recorded == { "spend:key:hashed-tok": 5.0, "spend:team:t1": 5.0, "spend:team_member:u1:t1": 5.0, @@ -659,26 +632,25 @@ async def test_increment_spend_counters_skips_reserved_counter_keys(monkeypatch) import litellm.proxy.spend_tracking.budget_reservation as br reserved = {"spend:key:hashed-tok", "spend:org:org1"} - monkeypatch.setattr( - br, "get_reserved_counter_keys", MagicMock(return_value=set(reserved)) - ) + monkeypatch.setattr(br, "get_reserved_counter_keys", MagicMock(return_value=set(reserved))) monkeypatch.setattr(br, "reconcile_budget_reservation", AsyncMock()) recorded: dict[str, float] = {} - async def _record_increment(*, key, value, refresh_ttl=True): - recorded[key] = recorded.get(key, 0.0) + value - return recorded[key] + async def _record_pipeline(increment_list, **_): + results = [] + for op in increment_list: + recorded[op["key"]] = recorded.get(op["key"], 0.0) + op["increment_value"] + results.append(recorded[op["key"]]) + return results fake_cache = _make_spend_counter_cache(redis_get_value=None) - fake_cache.redis_cache.async_increment = _record_increment + fake_cache.redis_cache.async_increment_pipeline = AsyncMock(side_effect=_record_pipeline) fake_user_cache = _make_user_api_key_cache(get_value=None) monkeypatch.setattr(ps, "spend_counter_cache", fake_cache) monkeypatch.setattr(ps, "user_api_key_cache", fake_user_cache) monkeypatch.setattr(ps, "prisma_client", None) - monkeypatch.setattr( - ps.SpendCounterReseed, "coalesced", AsyncMock(return_value=None) - ) + monkeypatch.setattr(ps.SpendCounterReseed, "coalesced", AsyncMock(return_value=None)) reservation = {"finalized": False} await ps.increment_spend_counters( @@ -708,27 +680,46 @@ async def test_increment_spend_counters_failing_scope_propagates_after_siblings_ ): """A failure in one scope must propagate to the caller (so it can invalidate reserved counters) while every other scope still settles rather than being - left as an orphaned background task, and the reservation is not finalized.""" - recorded: dict[str, float] = {} + left as an orphaned background task, and the reservation is not finalized. + The surviving scopes' increments are still applied in the single pipeline: + dropping them would under-count spend, the unsafe direction for budget + enforcement.""" + warmed_keys: list[str] = [] - async def _increment(*, key, value, refresh_ttl=True): + async def _warm_check(*, key, **kwargs): + warmed_keys.append(key) if key == "spend:team:t1": - raise RuntimeError("redis increment failed") - recorded[key] = recorded.get(key, 0.0) + value - return recorded[key] + raise RuntimeError("redis get failed") + return 1.0 - fake_cache = _make_spend_counter_cache(redis_get_value=None) - fake_cache.redis_cache.async_increment = _increment + async def _reseed_fails(*, counter_key, **kwargs): + if counter_key == "spend:team:t1": + raise RuntimeError("reseed failed") + + applied: dict[str, float] = {} + + async def _record_pipeline(increment_list, **_): + results = [] + for op in increment_list: + applied[op["key"]] = op["increment_value"] + results.append(op["increment_value"]) + return results + + fake_cache = _make_spend_counter_cache() + fake_cache.redis_cache.async_get_cache = AsyncMock(side_effect=_warm_check) + fake_cache.redis_cache.async_increment_pipeline = AsyncMock(side_effect=_record_pipeline) fake_user_cache = _make_user_api_key_cache(get_value=None) monkeypatch.setattr(ps, "spend_counter_cache", fake_cache) monkeypatch.setattr(ps, "user_api_key_cache", fake_user_cache) monkeypatch.setattr(ps, "prisma_client", None) monkeypatch.setattr( - ps.SpendCounterReseed, "coalesced", AsyncMock(return_value=None) + ps.SpendCounterReseed, + "coalesced", + AsyncMock(side_effect=_reseed_fails), ) reservation = {"finalized": False} - with pytest.raises(RuntimeError, match="redis increment failed"): + with pytest.raises(RuntimeError, match="reseed failed"): await ps.increment_spend_counters( token="hashed-tok", team_id="t1", @@ -741,7 +732,19 @@ async def test_increment_spend_counters_failing_scope_propagates_after_siblings_ ) assert reservation["finalized"] is False - assert recorded == { + # every sibling scope settled (its warm-check ran) before the error propagated + assert set(warmed_keys) == { + "spend:key:hashed-tok", + "spend:team:t1", + "spend:team_member:u1:t1", + "spend:user:u1", + "spend:end_user:eu1", + "spend:tag:a", + "spend:org:org1", + } + # the surviving scopes' increments were still applied, in one pipeline call + fake_cache.redis_cache.async_increment_pipeline.assert_awaited_once() + assert applied == { "spend:key:hashed-tok": 5.0, "spend:team_member:u1:t1": 5.0, "spend:user:u1": 5.0, @@ -749,6 +752,7 @@ async def test_increment_spend_counters_failing_scope_propagates_after_siblings_ "spend:tag:a": 5.0, "spend:org:org1": 5.0, } + fake_cache.redis_cache.async_increment.assert_not_awaited() @pytest.mark.asyncio @@ -772,6 +776,108 @@ async def test_increment_spend_counters_zero_cost_is_noop_finalizes_reservation( assert reservation == {"finalized": True} assert fake_cache.redis_cache.async_increment.called is False + fake_cache.redis_cache.async_increment_pipeline.assert_not_awaited() + + +@pytest.mark.asyncio +async def test_increment_spend_counters_pipelines_all_scopes_in_one_redis_call( + monkeypatch, +): + """Every scope's increment must go out in a single async_increment_pipeline + call, not one INCRBYFLOAT round-trip per scope.""" + counter_cache = ps.DualCache() + fake_redis = AsyncMock() + fake_redis.async_get_cache = AsyncMock(return_value=1.0) # counters warm + + async def _pipeline(increment_list, **_): + return [1.5] * len(increment_list) + + fake_redis.async_increment_pipeline = AsyncMock(side_effect=_pipeline) + fake_redis.async_increment = AsyncMock() + fake_redis.get_ttl = MagicMock(return_value=None) + counter_cache.redis_cache = fake_redis + monkeypatch.setattr(ps, "spend_counter_cache", counter_cache) + monkeypatch.setattr(ps, "user_api_key_cache", ps.DualCache()) + monkeypatch.setattr(ps, "prisma_client", None) + + await ps.increment_spend_counters( + token="hashed", + team_id="team-1", + user_id="user-1", + response_cost=0.5, + org_id="org-1", + end_user_id="eu-1", + tags=["tag-a", "tag-b"], + ) + + fake_redis.async_increment_pipeline.assert_awaited_once() + assert fake_redis.async_increment.await_count == 0 + increment_list = fake_redis.async_increment_pipeline.await_args.kwargs["increment_list"] + expected_keys = { + "spend:key:hashed", + "spend:team:team-1", + "spend:team_member:user-1:team-1", + "spend:user:user-1", + "spend:end_user:eu-1", + "spend:tag:tag-a", + "spend:tag:tag-b", + "spend:org:org-1", + } + assert {op["key"] for op in increment_list} == expected_keys + assert all(op["increment_value"] == 0.5 for op in increment_list) + for key in expected_keys: + assert counter_cache.in_memory_cache.get_cache(key=key) == 1.5 + + +@pytest.mark.asyncio +async def test_increment_spend_counters_pipeline_failure_invalidates_all_counters( + monkeypatch, +): + """A failing pipeline must invalidate every pending counter so the next + request reseeds from the DB (which already holds this request's cost) + instead of trusting a value the write may have partially applied.""" + from redis.exceptions import MaxConnectionsError + + counter_cache = ps.DualCache() + pending_keys = ( + "spend:key:hashed", + "spend:team:team-1", + "spend:team_member:user-1:team-1", + "spend:user:user-1", + "spend:end_user:eu-1", + "spend:tag:tag-a", + "spend:tag:tag-b", + "spend:org:org-1", + ) + for key in pending_keys: + counter_cache.in_memory_cache.set_cache(key=key, value=1.0) + fake_redis = AsyncMock() + fake_redis.async_get_cache = AsyncMock(return_value=1.0) # counters warm + fake_redis.async_increment_pipeline = AsyncMock(side_effect=MaxConnectionsError()) + fake_redis.async_increment = AsyncMock() + fake_redis.async_delete_cache = AsyncMock() + fake_redis.get_ttl = MagicMock(return_value=None) + counter_cache.redis_cache = fake_redis + monkeypatch.setattr(ps, "spend_counter_cache", counter_cache) + monkeypatch.setattr(ps, "user_api_key_cache", ps.DualCache()) + monkeypatch.setattr(ps, "prisma_client", None) + + with pytest.raises(MaxConnectionsError): + await ps.increment_spend_counters( + token="hashed", + team_id="team-1", + user_id="user-1", + response_cost=0.5, + org_id="org-1", + end_user_id="eu-1", + tags=["tag-a", "tag-b"], + ) + + assert fake_redis.async_increment.await_count == 0 + deleted_keys = {call.kwargs["key"] for call in fake_redis.async_delete_cache.await_args_list} + assert deleted_keys == set(pending_keys) + for key in pending_keys: + assert counter_cache.in_memory_cache.get_cache(key=key) is None # --------------------------------------------------------------------------- @@ -781,9 +887,7 @@ async def test_increment_spend_counters_zero_cost_is_noop_finalizes_reservation( @pytest.mark.asyncio async def test_reconcile_budget_reservation_for_counter_update_returns_empty_set_when_none(): - result = await ps._reconcile_budget_reservation_for_counter_update( - budget_reservation=None, response_cost=1.0 - ) + result = await ps._reconcile_budget_reservation_for_counter_update(budget_reservation=None, response_cost=1.0) assert result == set() @@ -818,179 +922,151 @@ async def test_reconcile_budget_reservation_for_counter_update_failure_invalidat # --------------------------------------------------------------------------- -# _increment_end_user_and_tag_spend_counters +# _prepare_end_user_and_tag_spend_increments # --------------------------------------------------------------------------- @pytest.mark.asyncio -async def test_increment_end_user_and_tag_spend_counters_increments_each_unique_tag( +async def test_prepare_end_user_and_tag_spend_increments_returns_each_unique_tag( monkeypatch, ): - fake_cache = _make_spend_counter_cache( - redis_get_value=None, redis_increment_value=3.0 - ) + fake_cache = _make_spend_counter_cache(redis_get_value=1.0) fake_user_cache = _make_user_api_key_cache() monkeypatch.setattr(ps, "spend_counter_cache", fake_cache) monkeypatch.setattr(ps, "user_api_key_cache", fake_user_cache) monkeypatch.setattr(ps, "prisma_client", None) - monkeypatch.setattr( - ps.SpendCounterReseed, "coalesced", AsyncMock(return_value=None) - ) + monkeypatch.setattr(ps.SpendCounterReseed, "coalesced", AsyncMock(return_value=None)) - await ps._increment_end_user_and_tag_spend_counters( + pending = await ps._prepare_end_user_and_tag_spend_increments( end_user_id="eu1", tags=["a", "b", "a", "", None], response_cost=3.0, reserved_counter_keys=set(), ) - observed = { - "increment_calls": fake_cache.redis_cache.async_increment.call_count, - "in_memory_set_calls": fake_cache.in_memory_cache.set_cache.call_count, - "called": fake_cache.redis_cache.async_increment.called, - } - assert normalize(observed) == { - "increment_calls": 3, - "in_memory_set_calls": 3, - "called": True, + assert {item.counter_key for item in pending} == { + "spend:end_user:eu1", + "spend:tag:a", + "spend:tag:b", } + assert all(item.increment == 3.0 for item in pending) @pytest.mark.asyncio -async def test_increment_end_user_and_tag_spend_counters_no_end_user_no_tags_invalid_input_noop( +async def test_prepare_end_user_and_tag_spend_increments_no_end_user_no_tags_invalid_input_noop( monkeypatch, ): fake_cache = _make_spend_counter_cache() monkeypatch.setattr(ps, "spend_counter_cache", fake_cache) - await ps._increment_end_user_and_tag_spend_counters( + pending = await ps._prepare_end_user_and_tag_spend_increments( end_user_id=None, tags=None, response_cost=1.0, reserved_counter_keys=set(), ) + assert pending == () assert fake_cache.redis_cache.async_increment.called is False # --------------------------------------------------------------------------- -# _increment_org_spend_counter +# _prepare_org_spend_increment # --------------------------------------------------------------------------- @pytest.mark.asyncio -async def test_increment_org_spend_counter_increments_when_org_present(monkeypatch): - fake_cache = _make_spend_counter_cache( - redis_get_value=None, redis_increment_value=10.0 - ) +async def test_prepare_org_spend_increment_returns_pending_when_org_present(monkeypatch): + fake_cache = _make_spend_counter_cache(redis_get_value=1.0) fake_user_cache = _make_user_api_key_cache() monkeypatch.setattr(ps, "spend_counter_cache", fake_cache) monkeypatch.setattr(ps, "user_api_key_cache", fake_user_cache) monkeypatch.setattr(ps, "prisma_client", None) - monkeypatch.setattr( - ps.SpendCounterReseed, "coalesced", AsyncMock(return_value=None) - ) + monkeypatch.setattr(ps.SpendCounterReseed, "coalesced", AsyncMock(return_value=None)) - await ps._increment_org_spend_counter( + pending = await ps._prepare_org_spend_increment( org_id="org-1", response_cost=10.0, reserved_counter_keys=set(), ) - observed = { - "increment_called": fake_cache.redis_cache.async_increment.called, - "increment_calls": fake_cache.redis_cache.async_increment.call_count, - "counter_key_arg": fake_cache.redis_cache.async_increment.call_args.kwargs[ - "key" - ], - } - assert normalize(observed) == { - "increment_called": True, - "increment_calls": 1, - "counter_key_arg": "spend:org:org-1", - } + assert len(pending) == 1 + assert pending[0].counter_key == "spend:org:org-1" + assert pending[0].increment == 10.0 @pytest.mark.asyncio -async def test_increment_org_spend_counter_no_org_is_noop_invalid_id(monkeypatch): +async def test_prepare_org_spend_increment_no_org_is_noop_invalid_id(monkeypatch): fake_cache = _make_spend_counter_cache() monkeypatch.setattr(ps, "spend_counter_cache", fake_cache) - await ps._increment_org_spend_counter( + pending = await ps._prepare_org_spend_increment( org_id=None, response_cost=1.0, reserved_counter_keys=set(), ) + assert pending == () assert fake_cache.redis_cache.async_increment.called is False # --------------------------------------------------------------------------- -# _init_and_increment_unreserved_spend_counter +# _prepare_unreserved_spend_counter_increment # --------------------------------------------------------------------------- @pytest.mark.asyncio -async def test_init_and_increment_unreserved_spend_counter_skips_reserved_keys( +async def test_prepare_unreserved_spend_counter_increment_skips_reserved_keys( monkeypatch, ): fake_cache = _make_spend_counter_cache() monkeypatch.setattr(ps, "spend_counter_cache", fake_cache) - await ps._init_and_increment_unreserved_spend_counter( + pending = await ps._prepare_unreserved_spend_counter_increment( counter_key="spend:tag:x", source_cache_key="tag:x", increment=1.0, reserved_counter_keys={"spend:tag:x"}, ) + assert pending is None assert fake_cache.redis_cache.async_increment.called is False @pytest.mark.asyncio -async def test_init_and_increment_unreserved_spend_counter_proceeds_when_not_reserved( +async def test_prepare_unreserved_spend_counter_increment_proceeds_when_not_reserved( monkeypatch, ): - fake_cache = _make_spend_counter_cache( - redis_get_value=None, redis_increment_value=2.0 - ) + fake_cache = _make_spend_counter_cache(redis_get_value=None) fake_user_cache = _make_user_api_key_cache() + reseed = AsyncMock(return_value=None) monkeypatch.setattr(ps, "spend_counter_cache", fake_cache) monkeypatch.setattr(ps, "user_api_key_cache", fake_user_cache) monkeypatch.setattr(ps, "prisma_client", None) - monkeypatch.setattr( - ps.SpendCounterReseed, "coalesced", AsyncMock(return_value=None) - ) + monkeypatch.setattr(ps.SpendCounterReseed, "coalesced", reseed) - await ps._init_and_increment_unreserved_spend_counter( + pending = await ps._prepare_unreserved_spend_counter_increment( counter_key="spend:tag:y", source_cache_key="tag:y", increment=2.0, reserved_counter_keys=set(), ) - observed = { - "increment_called": fake_cache.redis_cache.async_increment.called, - "redis_get_called": fake_cache.redis_cache.async_get_cache.called, - "reseed_consulted": True, - } - assert observed == { - "increment_called": True, - "redis_get_called": True, - "reseed_consulted": True, - } + assert pending is not None + assert pending.counter_key == "spend:tag:y" + assert pending.increment == 2.0 + assert fake_cache.redis_cache.async_get_cache.called is True + assert reseed.called is True # --------------------------------------------------------------------------- -# _init_and_increment_spend_counter +# _prepare_spend_counter_increment # --------------------------------------------------------------------------- @pytest.mark.asyncio -async def test_init_and_increment_spend_counter_warm_cache_skips_reseed(monkeypatch): - fake_cache = _make_spend_counter_cache( - redis_get_value=11.0, redis_increment_value=14.0 - ) +async def test_prepare_spend_counter_increment_warm_cache_skips_reseed(monkeypatch): + fake_cache = _make_spend_counter_cache(redis_get_value=11.0) fake_user_cache = _make_user_api_key_cache() monkeypatch.setattr(ps, "spend_counter_cache", fake_cache) monkeypatch.setattr(ps, "user_api_key_cache", fake_user_cache) @@ -998,12 +1074,14 @@ async def test_init_and_increment_spend_counter_warm_cache_skips_reseed(monkeypa reseed = AsyncMock(return_value=None) monkeypatch.setattr(ps.SpendCounterReseed, "coalesced", reseed) - await ps._init_and_increment_spend_counter( + pending = await ps._prepare_spend_counter_increment( counter_key="spend:key:k", source_cache_key="k", increment=3.0, ) + assert pending.counter_key == "spend:key:k" + assert pending.increment == 3.0 observed = { "reseed_called": reseed.called, "increment_called": fake_cache.redis_cache.async_increment.called, @@ -1011,23 +1089,21 @@ async def test_init_and_increment_spend_counter_warm_cache_skips_reseed(monkeypa } assert normalize(observed) == { "reseed_called": False, - "increment_called": True, + "increment_called": False, "in_memory_seeded_from_redis": True, } # --------------------------------------------------------------------------- -# _init_and_increment_window_spend_counter +# _prepare_window_spend_counter_increment # --------------------------------------------------------------------------- @pytest.mark.asyncio -async def test_init_and_increment_window_spend_counter_increments_when_initialized( +async def test_prepare_window_spend_counter_increment_returns_pending_when_initialized( monkeypatch, ): - fake_cache = _make_spend_counter_cache( - redis_get_value=0.0, redis_increment_value=5.0 - ) + fake_cache = _make_spend_counter_cache(redis_get_value=0.0) monkeypatch.setattr(ps, "spend_counter_cache", fake_cache) monkeypatch.setattr(ps, "prisma_client", None) monkeypatch.setattr( @@ -1036,7 +1112,7 @@ async def test_init_and_increment_window_spend_counter_increments_when_initializ AsyncMock(return_value=0.0), ) - await ps._init_and_increment_window_spend_counter( + pending = await ps._prepare_window_spend_counter_increment( counter_key="spend:key:k:window:1d", entity_type="Key", entity_id="k", @@ -1045,26 +1121,19 @@ async def test_init_and_increment_window_spend_counter_increments_when_initializ increment=5.0, ) - observed = { - "redis_increment_called": fake_cache.redis_cache.async_increment.called, - "increment_calls": fake_cache.redis_cache.async_increment.call_count, - "in_memory_set_calls": fake_cache.in_memory_cache.set_cache.call_count, - } - assert normalize(observed) == { - "redis_increment_called": True, - "increment_calls": 1, - "in_memory_set_calls": 2, - } + assert pending is not None + assert pending.counter_key == "spend:key:k:window:1d" + assert pending.increment == 5.0 @pytest.mark.asyncio -async def test_init_and_increment_window_spend_counter_missing_window_start_invalid_skips( +async def test_prepare_window_spend_counter_increment_missing_window_start_invalid_skips( monkeypatch, ): fake_cache = _make_spend_counter_cache() monkeypatch.setattr(ps, "spend_counter_cache", fake_cache) - await ps._init_and_increment_window_spend_counter( + pending = await ps._prepare_window_spend_counter_increment( counter_key="spend:key:k:window:1d", entity_type="Key", entity_id="k", @@ -1073,6 +1142,7 @@ async def test_init_and_increment_window_spend_counter_missing_window_start_inva increment=5.0, ) + assert pending is None assert fake_cache.redis_cache.async_increment.called is False @@ -1114,16 +1184,12 @@ async def test_ensure_spend_counter_initialized_warm_skips_reseed_and_source( async def test_ensure_spend_counter_initialized_cold_seeds_from_source_cache( monkeypatch, ): - fake_cache = _make_spend_counter_cache( - redis_get_value=None, redis_increment_value=7.0 - ) + fake_cache = _make_spend_counter_cache(redis_get_value=None, redis_increment_value=7.0) fake_user_cache = _make_user_api_key_cache(get_value={"spend": 7.0}) monkeypatch.setattr(ps, "spend_counter_cache", fake_cache) monkeypatch.setattr(ps, "user_api_key_cache", fake_user_cache) monkeypatch.setattr(ps, "prisma_client", None) - monkeypatch.setattr( - ps.SpendCounterReseed, "coalesced", AsyncMock(return_value=None) - ) + monkeypatch.setattr(ps.SpendCounterReseed, "coalesced", AsyncMock(return_value=None)) await ps._ensure_spend_counter_initialized( counter_key="spend:user:u", @@ -1163,9 +1229,7 @@ async def test_get_source_cache_base_spend_reads_first_hit_from_list(monkeypatch fake_user_cache.async_get_cache = AsyncMock(side_effect=_get) monkeypatch.setattr(ps, "user_api_key_cache", fake_user_cache) - result = await ps._get_source_cache_base_spend( - source_cache_key=["miss", "hit-obj", "miss2"] - ) + result = await ps._get_source_cache_base_spend(source_cache_key=["miss", "hit-obj", "miss2"]) observed = { "result": result, @@ -1294,9 +1358,7 @@ async def test_increment_spend_counter_cache_redis_path_returns_new_value(monkey fake_cache = _make_spend_counter_cache(redis_increment_value=44.0) monkeypatch.setattr(ps, "spend_counter_cache", fake_cache) - result = await ps._increment_spend_counter_cache( - counter_key="spend:key:k", increment=4.0 - ) + result = await ps._increment_spend_counter_cache(counter_key="spend:key:k", increment=4.0) observed = { "result": result, @@ -1314,15 +1376,11 @@ async def test_increment_spend_counter_cache_redis_path_returns_new_value(monkey async def test_increment_spend_counter_cache_redis_error_raises_and_invalidates( monkeypatch, ): - fake_cache = _make_spend_counter_cache( - redis_increment_side_effect=RuntimeError("incr fail") - ) + fake_cache = _make_spend_counter_cache(redis_increment_side_effect=RuntimeError("incr fail")) monkeypatch.setattr(ps, "spend_counter_cache", fake_cache) with pytest.raises(RuntimeError): - await ps._increment_spend_counter_cache( - counter_key="spend:key:k", increment=1.0 - ) + await ps._increment_spend_counter_cache(counter_key="spend:key:k", increment=1.0) assert fake_cache.in_memory_cache.delete_cache.called is True assert fake_cache.redis_cache.async_delete_cache.called is True @@ -1343,9 +1401,7 @@ async def test_invalidate_spend_counter_deletes_in_memory_and_redis(monkeypatch) observed = { "in_memory_delete_called": fake_cache.in_memory_cache.delete_cache.called, "redis_delete_called": fake_cache.redis_cache.async_delete_cache.called, - "delete_args_key": fake_cache.redis_cache.async_delete_cache.call_args.kwargs[ - "key" - ], + "delete_args_key": fake_cache.redis_cache.async_delete_cache.call_args.kwargs["key"], } assert normalize(observed) == { "in_memory_delete_called": True, @@ -1357,9 +1413,7 @@ async def test_invalidate_spend_counter_deletes_in_memory_and_redis(monkeypatch) @pytest.mark.asyncio async def test_invalidate_spend_counter_swallows_redis_failure_no_raise(monkeypatch): fake_cache = _make_spend_counter_cache() - fake_cache.redis_cache.async_delete_cache = AsyncMock( - side_effect=RuntimeError("redis down") - ) + fake_cache.redis_cache.async_delete_cache = AsyncMock(side_effect=RuntimeError("redis down")) monkeypatch.setattr(ps, "spend_counter_cache", fake_cache) await ps._invalidate_spend_counter(counter_key="spend:key:k") diff --git a/tests/test_litellm/proxy/spend_tracking/test_budget_reservation.py b/tests/test_litellm/proxy/spend_tracking/test_budget_reservation.py index c7de8c943ad..de6c7c2a40a 100644 --- a/tests/test_litellm/proxy/spend_tracking/test_budget_reservation.py +++ b/tests/test_litellm/proxy/spend_tracking/test_budget_reservation.py @@ -2,6 +2,7 @@ from typing import Final import pytest +import litellm.proxy.proxy_server as proxy_server from litellm.caching import DualCache from litellm.proxy._types import UserAPIKeyAuth from litellm.proxy.common_utils.user_api_key_cache import UserApiKeyCache @@ -13,6 +14,13 @@ TOKEN_COUNTING_ROUTES: Final = ( "/v1/responses/input_tokens", "/openai/v1/responses/input_tokens", "/utils/token_counter", + "/v1/messages/count_tokens", + "/v1beta/models/gemini-3.8-flash:countTokens", + "/models/gemini-3.8-flash:countTokens", + "/bedrock/v1/messages/count-tokens", + "/bedrock/model/us.anthropic.claude-sonnet-4-6/count-tokens", + "/vertex_ai/v1/projects/p/locations/us-east5/publishers/anthropic/models/count-tokens:rawPredict", + "/vertex-ai/v1/projects/p/locations/us-east5/publishers/anthropic/models/count-tokens:rawPredict", ) @@ -48,6 +56,62 @@ async def test_non_exempt_llm_route_still_reserves_budget(): assert reservation["reserved_cost"] > 0 +ANTHROPIC_MESSAGES: Final = [{"role": "user", "content": "hello!!!"}] +COUNT_TOKENS_REQUESTS: Final[tuple[tuple[str, dict[str, object]], ...]] = ( + ("/v1/messages/count_tokens", {"model": "claude-sonnet-5", "messages": ANTHROPIC_MESSAGES}), + ("/v1beta/models/gemini-3.8-flash:countTokens", {"contents": [{"role": "user", "parts": [{"text": "hello!!!"}]}]}), + ( + "/vertex_ai/v1/projects/p/locations/us-east5/publishers/anthropic/models/count-tokens:rawPredict", + {"model": "claude-sonnet-5", "messages": ANTHROPIC_MESSAGES}, + ), + ("/bedrock/v1/messages/count-tokens", {"model": "claude-sonnet-5", "messages": ANTHROPIC_MESSAGES}), +) +TINY_BUDGET_KEY_TOKEN: Final = "hashed-count-tokens-key" + + +@pytest.fixture +def spend_counter_cache(monkeypatch: pytest.MonkeyPatch) -> DualCache: + cache: Final = DualCache() + monkeypatch.setattr(proxy_server, "spend_counter_cache", cache) + monkeypatch.setattr(proxy_server, "prisma_client", None) + return cache + + +async def _reserve_for_tiny_budget_key(route: str, request_body: dict[str, object]) -> dict[str, object] | None: + return await reserve_budget_for_request( + request_body=request_body, + route=route, + llm_router=None, + valid_token=UserAPIKeyAuth(token=TINY_BUDGET_KEY_TOKEN, max_budget=0.01, spend=0.0), + team_object=None, + user_object=None, + prisma_client=None, + user_api_key_cache=UserApiKeyCache(), + proxy_logging_obj=ProxyLogging(user_api_key_cache=DualCache()), + ) + + +@pytest.mark.asyncio +@pytest.mark.parametrize(("route", "request_body"), COUNT_TOKENS_REQUESTS) +async def test_repeated_token_counting_never_touches_a_tiny_budget( + spend_counter_cache: DualCache, route: str, request_body: dict[str, object] +): + counter_key: Final = f"spend:key:{TINY_BUDGET_KEY_TOKEN}" + + assert await _reserve_for_tiny_budget_key(route, request_body) is None + assert await _reserve_for_tiny_budget_key(route, request_body) is None + assert spend_counter_cache.in_memory_cache.get_cache(key=counter_key) is None + + completion: Final = await _reserve_for_tiny_budget_key( + "/v1/messages", {"model": "claude-sonnet-5", "max_tokens": 16, "messages": ANTHROPIC_MESSAGES} + ) + assert completion is not None + reserved_cost: Final = completion["reserved_cost"] + assert isinstance(reserved_cost, float) + assert reserved_cost > 0 + assert spend_counter_cache.in_memory_cache.get_cache(key=counter_key) == pytest.approx(reserved_cost) + + BEDROCK_SONNET: Final = "us.anthropic.claude-sonnet-4-6" CONVERSE_BODY: Final = { "messages": [{"role": "user", "content": [{"text": "Reply with one word: pong"}]}], diff --git a/tests/test_litellm/proxy/spend_tracking/test_budget_reservation_redis_failure.py b/tests/test_litellm/proxy/spend_tracking/test_budget_reservation_redis_failure.py index c123eeeed36..6165af4920d 100644 --- a/tests/test_litellm/proxy/spend_tracking/test_budget_reservation_redis_failure.py +++ b/tests/test_litellm/proxy/spend_tracking/test_budget_reservation_redis_failure.py @@ -41,6 +41,15 @@ class _FlakyRedisCache: self._store[key] = float(value) return True + async def async_increment_pipeline(self, increment_list, **kwargs): + results = [] + for op in increment_list: + results.append(await self.async_increment(op["key"], op["increment_value"])) + return results + + def get_ttl(self, **kwargs): + return None + @pytest.mark.asyncio async def test_direct_increment_runs_when_reservation_reconcile_hits_redis_failure( diff --git a/tests/test_litellm/proxy/spend_tracking/test_key_metadata_recovery.py b/tests/test_litellm/proxy/spend_tracking/test_key_metadata_recovery.py index 7a80319239d..89be341c87b 100644 --- a/tests/test_litellm/proxy/spend_tracking/test_key_metadata_recovery.py +++ b/tests/test_litellm/proxy/spend_tracking/test_key_metadata_recovery.py @@ -1,21 +1,60 @@ +import asyncio +import time from collections.abc import Sequence +from datetime import datetime, timedelta from types import SimpleNamespace from unittest.mock import AsyncMock, MagicMock import pytest from prisma.errors import PrismaError +from litellm.caching.in_memory_cache import InMemoryCache +from litellm.constants import ( + SPEND_LOG_KEY_METADATA_CACHE_TTL, + SPEND_LOG_KEY_METADATA_MISS_CACHE_TTL, + SPEND_LOG_KEY_METADATA_QUERY_TIMEOUT_MS, +) from litellm.proxy.spend_tracking.key_metadata_recovery import ( fill_missing_api_key_aliases, recover_double_hashed_key_metadata, + recover_key_metadata_from_spend_logs, ) from litellm.proxy.utils import hash_token -def _digest_row(digest: str, key_alias: str, team_id: str | None, user_id: str | None) -> dict[str, str | None]: +def _digest_row(digest: str, key_alias: str | None, team_id: str | None, user_id: str | None) -> dict[str, str | None]: return {"digest": digest, "key_alias": key_alias, "team_id": team_id, "user_id": user_id} +def _query_raw_spend_logs(rows: Sequence[dict[str, str | None]]) -> AsyncMock: + async def query_raw(sql: str, *params: object) -> list[dict[str, str | None]]: + if '"LiteLLM_SpendLogs"' in sql: + return list(rows) + raise AssertionError(f"unexpected query: {sql}") + + return AsyncMock(side_effect=query_raw) + + +def _spend_log_row(digest: str, key_alias: str | None, team_id: str | None, user_id: str | None) -> dict[str, str | None]: + return { + "digest": digest, + "first_alias": key_alias, + "last_alias": key_alias, + "first_team": team_id, + "last_team": team_id, + "first_owner": user_id, + "last_owner": user_id, + } + + +def _spend_log_transaction(mock_prisma: MagicMock, query_raw: AsyncMock) -> AsyncMock: + transaction = MagicMock() + transaction.execute_raw = AsyncMock(return_value=0) + transaction.query_raw = query_raw + mock_prisma.db.tx.return_value.__aenter__.return_value = transaction + return query_raw + + def _query_raw_by_table( active_rows: Sequence[dict[str, str | None]], deleted_rows: Sequence[dict[str, str | None]], @@ -218,3 +257,334 @@ async def test_fill_missing_api_key_aliases_skips_named_keys_that_have_no_email( assert filled == rows mock_prisma.db.query_raw.assert_not_called() + + +@pytest.mark.asyncio +async def test_recover_key_metadata_from_spend_logs_resolves_session_token_from_metadata(): + session_digest = hash_token("cli-session-repro-user-6852") + window = (datetime(2026, 9, 7), datetime(2026, 9, 10)) + mock_prisma = MagicMock() + query_raw = _spend_log_transaction( + mock_prisma, + _query_raw_spend_logs( + [_spend_log_row(session_digest, "cli-session-repro-user-6852", None, "repro-user-6852")] + ), + ) + + result = await recover_key_metadata_from_spend_logs(mock_prisma, {session_digest}, window, cache=InMemoryCache()) + + assert result[session_digest]["key_alias"] == "cli-session-repro-user-6852" + assert result[session_digest]["user_id"] == "repro-user-6852" + ((_, digests, start, end),) = [call.args for call in query_raw.call_args_list] + assert digests == [session_digest] + assert (start, end) == window + + +@pytest.mark.asyncio +async def test_recover_key_metadata_from_spend_logs_skips_query_when_no_missing_keys(): + window = (datetime(2026, 9, 7), datetime(2026, 9, 10)) + mock_prisma = MagicMock() + query_raw = _spend_log_transaction(mock_prisma, AsyncMock(return_value=[])) + + result = await recover_key_metadata_from_spend_logs(mock_prisma, set(), window, cache=InMemoryCache()) + + assert result == {} + query_raw.assert_not_called() + + +@pytest.mark.asyncio +async def test_recover_key_metadata_from_spend_logs_returns_empty_on_prisma_error(): + window = (datetime(2026, 9, 7), datetime(2026, 9, 10)) + mock_prisma = MagicMock() + query_raw = _spend_log_transaction(mock_prisma, AsyncMock(side_effect=PrismaError("db down"))) + + result = await recover_key_metadata_from_spend_logs( + mock_prisma, {hash_token("cli-session-x")}, window, cache=InMemoryCache() + ) + + assert result == {} + + +@pytest.mark.asyncio +async def test_recover_key_metadata_from_spend_logs_ignores_foreign_and_all_null_rows(): + wanted = hash_token("cli-session-wanted") + all_null = hash_token("cli-session-null") + foreign = hash_token("cli-session-foreign") + window = (datetime(2026, 9, 7), datetime(2026, 9, 10)) + mock_prisma = MagicMock() + query_raw = _spend_log_transaction( + mock_prisma, + _query_raw_spend_logs( + [ + _spend_log_row(wanted, "kept-alias", None, "owner-1"), + _spend_log_row(all_null, None, None, None), + _spend_log_row(foreign, "foreign-alias", None, "owner-2"), + ] + ), + ) + + result = await recover_key_metadata_from_spend_logs(mock_prisma, {wanted, all_null}, window, cache=InMemoryCache()) + + assert set(result) == {wanted} + assert result[wanted]["key_alias"] == "kept-alias" + assert result[wanted]["user_id"] == "owner-1" + + +@pytest.mark.asyncio +async def test_recover_key_metadata_from_spend_logs_skips_non_sha256_keys(): + window = (datetime(2026, 9, 7), datetime(2026, 9, 10)) + mock_prisma = MagicMock() + query_raw = _spend_log_transaction(mock_prisma, AsyncMock(return_value=[])) + + result = await recover_key_metadata_from_spend_logs( + mock_prisma, {"cli-session-raw-1798", "key-hash-short"}, window, cache=InMemoryCache() + ) + + assert result == {} + query_raw.assert_not_called() + + +@pytest.mark.asyncio +async def test_recover_key_metadata_from_spend_logs_accepts_hashed_jwt_digests(): + jwt_digest = f"hashed-jwt-{hash_token('jwt-subject-1')}" + window = (datetime(2026, 9, 7), datetime(2026, 9, 10)) + mock_prisma = MagicMock() + query_raw = _spend_log_transaction(mock_prisma, _query_raw_spend_logs([_spend_log_row(jwt_digest, None, "team-jwt", "jwt-user")])) + + result = await recover_key_metadata_from_spend_logs(mock_prisma, {jwt_digest}, window, cache=InMemoryCache()) + + assert result[jwt_digest]["team_id"] == "team-jwt" + assert result[jwt_digest]["user_id"] == "jwt-user" + ((_, digests, _, _),) = [call.args for call in query_raw.call_args_list] + assert digests == [jwt_digest] + + +@pytest.mark.asyncio +async def test_recover_key_metadata_from_spend_logs_serves_repeat_lookups_from_the_cache(): + found = hash_token("cli-session-found") + unknown = hash_token("cli-session-unknown") + window = (datetime(2026, 9, 7), datetime(2026, 9, 10)) + cache = InMemoryCache() + mock_prisma = MagicMock() + query_raw = _spend_log_transaction(mock_prisma, _query_raw_spend_logs([_spend_log_row(found, "found-alias", None, "owner-1")])) + + first = await recover_key_metadata_from_spend_logs(mock_prisma, {found, unknown}, window, cache=cache) + second = await recover_key_metadata_from_spend_logs(mock_prisma, {found, unknown}, window, cache=cache) + + assert first == second + assert set(first) == {found} + assert first[found]["key_alias"] == "found-alias" + assert query_raw.await_count == 1 + + +@pytest.mark.asyncio +async def test_recover_key_metadata_from_spend_logs_only_queries_digests_the_cache_has_not_seen(): + cached_digest = hash_token("cli-session-cached") + new_digest = hash_token("cli-session-new") + window = (datetime(2026, 9, 7), datetime(2026, 9, 10)) + cache = InMemoryCache() + mock_prisma = MagicMock() + query_raw = _spend_log_transaction(mock_prisma, _query_raw_spend_logs([_spend_log_row(cached_digest, "cached-alias", None, None)])) + await recover_key_metadata_from_spend_logs(mock_prisma, {cached_digest}, window, cache=cache) + query_raw = _spend_log_transaction(mock_prisma, _query_raw_spend_logs([_spend_log_row(new_digest, "new-alias", None, None)])) + + result = await recover_key_metadata_from_spend_logs(mock_prisma, {cached_digest, new_digest}, window, cache=cache) + + assert result[cached_digest]["key_alias"] == "cached-alias" + assert result[new_digest]["key_alias"] == "new-alias" + ((_, digests, _, _),) = [call.args for call in query_raw.call_args_list] + assert digests == [new_digest] + + +@pytest.mark.asyncio +async def test_recover_key_metadata_from_spend_logs_rescans_when_the_window_changes(): + digest = hash_token("cli-session-windowed") + cache = InMemoryCache() + mock_prisma = MagicMock() + query_raw = _spend_log_transaction(mock_prisma, _query_raw_spend_logs([])) + await recover_key_metadata_from_spend_logs( + mock_prisma, {digest}, (datetime(2026, 9, 1), datetime(2026, 9, 4)), cache=cache + ) + query_raw = _spend_log_transaction(mock_prisma, _query_raw_spend_logs([_spend_log_row(digest, "later-alias", None, None)])) + + result = await recover_key_metadata_from_spend_logs( + mock_prisma, {digest}, (datetime(2026, 9, 7), datetime(2026, 9, 10)), cache=cache + ) + + assert result[digest]["key_alias"] == "later-alias" + assert query_raw.await_count == 1 + + +@pytest.mark.asyncio +async def test_recover_key_metadata_from_spend_logs_retries_a_failed_query_only_after_the_miss_ttl(): + digest = hash_token("cli-session-retry") + window = (datetime(2026, 9, 7), datetime(2026, 9, 10)) + cache = InMemoryCache(default_ttl=SPEND_LOG_KEY_METADATA_CACHE_TTL) + mock_prisma = MagicMock() + query_raw = _spend_log_transaction(mock_prisma, AsyncMock(side_effect=PrismaError("statement timeout"))) + started = time.time() + assert await recover_key_metadata_from_spend_logs(mock_prisma, {digest}, window, cache=cache) == {} + query_raw = _spend_log_transaction(mock_prisma, _query_raw_spend_logs([_spend_log_row(digest, "back-online", None, None)])) + + assert await recover_key_metadata_from_spend_logs(mock_prisma, {digest}, window, cache=cache) == {} + query_raw.assert_not_awaited() + miss_key = next(key for key in cache.ttl_dict if digest in key and not key.endswith(":missed-before")) + assert cache.ttl_dict[miss_key] - started <= SPEND_LOG_KEY_METADATA_MISS_CACHE_TTL + 1 + cache.ttl_dict[miss_key] = time.time() - 1 + + result = await recover_key_metadata_from_spend_logs(mock_prisma, {digest}, window, cache=cache) + + assert result[digest]["key_alias"] == "back-online" + + +@pytest.mark.asyncio +async def test_recover_key_metadata_from_spend_logs_drops_the_owner_of_a_digest_shared_by_several_users(): + shared_ui_digest = hash_token("ui-token") + window = (datetime(2026, 9, 7), datetime(2026, 9, 10)) + mock_prisma = MagicMock() + query_raw = _spend_log_transaction( + mock_prisma, + _query_raw_spend_logs( + [{**_spend_log_row(shared_ui_digest, "ui-token", "litellm-dashboard", None), "first_owner": "alice", "last_owner": "bob"}] + ), + ) + + result = await recover_key_metadata_from_spend_logs( + mock_prisma, {shared_ui_digest}, window, cache=InMemoryCache() + ) + + assert result[shared_ui_digest] == {"key_alias": "ui-token", "team_id": "litellm-dashboard", "user_id": None} + + +@pytest.mark.asyncio +async def test_recover_key_metadata_from_spend_logs_keeps_the_owner_when_every_named_row_agrees(): + digest = hash_token("cli-session-one-owner") + window = (datetime(2026, 9, 7), datetime(2026, 9, 10)) + mock_prisma = MagicMock() + query_raw = _spend_log_transaction( + mock_prisma, + _query_raw_spend_logs( + [_spend_log_row(digest, None, None, "carol")] + ), + ) + + result = await recover_key_metadata_from_spend_logs(mock_prisma, {digest}, window, cache=InMemoryCache()) + + assert result[digest]["user_id"] == "carol" + + +@pytest.mark.asyncio +async def test_recover_key_metadata_from_spend_logs_forgets_a_miss_long_before_a_hit(): + found = hash_token("cli-session-found") + unknown = hash_token("cli-session-unknown") + window = (datetime(2026, 9, 7), datetime(2026, 9, 10)) + cache = InMemoryCache(default_ttl=SPEND_LOG_KEY_METADATA_CACHE_TTL) + mock_prisma = MagicMock() + query_raw = _spend_log_transaction(mock_prisma, _query_raw_spend_logs([_spend_log_row(found, "found-alias", None, None)])) + started = time.time() + + await recover_key_metadata_from_spend_logs(mock_prisma, {found, unknown}, window, cache=cache) + + hit_expires = next(deadline for key, deadline in cache.ttl_dict.items() if found in key) + miss_expires = next(deadline for key, deadline in cache.ttl_dict.items() if unknown in key) + assert miss_expires - started <= SPEND_LOG_KEY_METADATA_MISS_CACHE_TTL + 1 + assert hit_expires - started >= SPEND_LOG_KEY_METADATA_CACHE_TTL - 1 + + +@pytest.mark.asyncio +async def test_recover_key_metadata_from_spend_logs_runs_one_query_for_concurrent_lookups(): + digest = hash_token("cli-session-shared") + window = (datetime(2026, 9, 7), datetime(2026, 9, 10)) + cache = InMemoryCache() + lock = asyncio.Lock() + mock_prisma = MagicMock() + + async def slow_query_raw(sql: str, *params: object) -> list[dict[str, str | None]]: + await asyncio.sleep(0.01) + return [_spend_log_row(digest, "shared-alias", None, None)] + + query_raw = _spend_log_transaction(mock_prisma, AsyncMock(side_effect=slow_query_raw)) + + results = await asyncio.gather( + *( + recover_key_metadata_from_spend_logs(mock_prisma, {digest}, window, cache=cache, lock=lock) + for _ in range(9) + ) + ) + + assert all(result[digest]["key_alias"] == "shared-alias" for result in results) + assert query_raw.await_count == 1 + + +@pytest.mark.asyncio +async def test_recover_key_metadata_from_spend_logs_keeps_a_repeated_miss_as_long_as_a_hit(): + unknown = hash_token("cli-session-never-named") + window = (datetime(2026, 9, 7), datetime(2026, 9, 10)) + cache = InMemoryCache(default_ttl=SPEND_LOG_KEY_METADATA_CACHE_TTL) + mock_prisma = MagicMock() + query_raw = _spend_log_transaction(mock_prisma, _query_raw_spend_logs([])) + await recover_key_metadata_from_spend_logs(mock_prisma, {unknown}, window, cache=cache) + first_miss_key = next(key for key in cache.ttl_dict if unknown in key and not key.endswith(":missed-before")) + cache.ttl_dict[first_miss_key] = time.time() - 1 + started = time.time() + + await recover_key_metadata_from_spend_logs(mock_prisma, {unknown}, window, cache=cache) + + assert query_raw.await_count == 2 + assert cache.ttl_dict[first_miss_key] - started >= SPEND_LOG_KEY_METADATA_CACHE_TTL - 1 + + +@pytest.mark.asyncio +async def test_recover_key_metadata_from_spend_logs_keeps_the_owner_older_rows_agree_on_when_the_newest_is_nameless(): + digest = hash_token("cli-session-owner-from-older-rows") + window = (datetime(2026, 9, 7), datetime(2026, 9, 10)) + mock_prisma = MagicMock() + _spend_log_transaction(mock_prisma, _query_raw_spend_logs([_spend_log_row(digest, None, "team-x", "alice")])) + + result = await recover_key_metadata_from_spend_logs(mock_prisma, {digest}, window, cache=InMemoryCache()) + + assert result[digest] == {"key_alias": None, "team_id": "team-x", "user_id": "alice"} + + +@pytest.mark.asyncio +async def test_recover_key_metadata_from_spend_logs_names_nothing_for_a_field_whose_rows_disagree(): + digest = hash_token("cli-session-disagreeing-rows") + window = (datetime(2026, 9, 7), datetime(2026, 9, 10)) + mock_prisma = MagicMock() + _spend_log_transaction( + mock_prisma, + _query_raw_spend_logs( + [ + { + **_spend_log_row(digest, None, None, "carol"), + "first_alias": "old-alias", + "last_alias": "renamed-alias", + "first_team": "team-a", + "last_team": "team-b", + } + ] + ), + ) + + result = await recover_key_metadata_from_spend_logs(mock_prisma, {digest}, window, cache=InMemoryCache()) + + assert result[digest] == {"key_alias": None, "team_id": None, "user_id": "carol"} + + +@pytest.mark.asyncio +async def test_recover_key_metadata_from_spend_logs_bounds_the_scan_with_a_statement_timeout(): + digest = hash_token("cli-session-bounded-scan") + window = (datetime(2026, 9, 7), datetime(2026, 9, 10)) + mock_prisma = MagicMock() + calls: list[str] = [] + transaction = MagicMock() + transaction.execute_raw = AsyncMock(side_effect=lambda sql: calls.append(sql) or 0) + transaction.query_raw = AsyncMock(side_effect=lambda sql, *args: calls.append("scan") or []) + mock_prisma.db.tx.return_value.__aenter__.return_value = transaction + + await recover_key_metadata_from_spend_logs(mock_prisma, {digest}, window, cache=InMemoryCache()) + + assert calls == [f"SET LOCAL statement_timeout = {SPEND_LOG_KEY_METADATA_QUERY_TIMEOUT_MS}", "scan"] + assert mock_prisma.db.tx.call_args.kwargs["timeout"] == timedelta( + milliseconds=2 * SPEND_LOG_KEY_METADATA_QUERY_TIMEOUT_MS + ) diff --git a/tests/test_litellm/proxy/test_budget_reservation.py b/tests/test_litellm/proxy/test_budget_reservation.py index 6dab054d8ea..40ebc03781c 100644 --- a/tests/test_litellm/proxy/test_budget_reservation.py +++ b/tests/test_litellm/proxy/test_budget_reservation.py @@ -2220,6 +2220,15 @@ class _ExpiringRedisCache: async def async_delete_cache(self, key: str, *args: object, **kwargs: object) -> None: self.store.pop(key, None) + async def async_increment_pipeline(self, increment_list, **kwargs): + results = [] + for op in increment_list: + results.append(await self.async_increment(op["key"], op["increment_value"])) + return results + + def get_ttl(self, **kwargs) -> None: + return None + @pytest.mark.asyncio async def test_reconcile_after_redis_counter_expiry_keeps_request_cost_enforced( diff --git a/tests/test_litellm/proxy/test_proxy_cli.py b/tests/test_litellm/proxy/test_proxy_cli.py index 0c20d5e0ff0..c76ff189a8a 100644 --- a/tests/test_litellm/proxy/test_proxy_cli.py +++ b/tests/test_litellm/proxy/test_proxy_cli.py @@ -1525,7 +1525,12 @@ class TestProxyInitializationHelpers: def capture_run(self): captured["options"] = dict(self.options) - with patch("gunicorn.app.base.BaseApplication.run", capture_run): + with ( + patch("gunicorn.app.base.BaseApplication.run", capture_run), + patch( # test-quality-ok: option tests must not start a thread or change the pytest worker's child ownership + "litellm.proxy.proxy_cli.start_query_engine_reaper" + ), + ): ProxyInitializationHelpers._run_gunicorn_server( host="127.0.0.1", port=4010, @@ -1553,6 +1558,9 @@ class TestProxyInitializationHelpers: with ( patch("gunicorn.app.base.BaseApplication.run", capture_run), patch("builtins.print") as mock_print, + patch( # test-quality-ok: option tests must not start a thread or change the pytest worker's child ownership + "litellm.proxy.proxy_cli.start_query_engine_reaper" + ), ): ProxyInitializationHelpers._run_gunicorn_server( host="127.0.0.1", diff --git a/tests/test_litellm/proxy/test_proxy_server.py b/tests/test_litellm/proxy/test_proxy_server.py index 54579e6cb7c..b0f38978727 100644 --- a/tests/test_litellm/proxy/test_proxy_server.py +++ b/tests/test_litellm/proxy/test_proxy_server.py @@ -7749,7 +7749,7 @@ async def test_increment_spend_counters_team_and_member(): @pytest.mark.asyncio -async def test_init_and_increment_spend_counter_reseeds_from_db_on_counter_miss(): +async def test_prepare_spend_counter_increment_reseeds_from_db_on_counter_miss(): """When the Redis counter is missing, the reseed path reads the authoritative spend from the DB (not a stale cache), so the next increment continues from the correct base value.""" @@ -7762,8 +7762,17 @@ async def test_init_and_increment_spend_counter_reseeds_from_db_on_counter_miss( recorded_increments.append({"key": key, "value": value, "ttl": ttl}) return value + async def record_pipeline(increment_list, **kwargs): + results = [] + for op in increment_list: + await record_increment(key=op["key"], value=op["increment_value"], ttl=op["ttl"]) + results.append(op["increment_value"]) + return results + fake_redis = AsyncMock() fake_redis.async_increment = AsyncMock(side_effect=record_increment) + fake_redis.async_increment_pipeline = AsyncMock(side_effect=record_pipeline) + fake_redis.get_ttl = MagicMock(return_value=None) fake_redis.async_get_cache = AsyncMock(return_value=None) # counter missing fake_redis.async_set_cache = AsyncMock(return_value=True) # SET NX wins counter_cache.redis_cache = fake_redis @@ -7782,7 +7791,10 @@ async def test_init_and_increment_spend_counter_reseeds_from_db_on_counter_miss( stale_cache.in_memory_cache.set_cache(key="team_id:team-9", value=stale_team) import litellm.proxy.proxy_server as ps - from litellm.proxy.proxy_server import _init_and_increment_spend_counter + from litellm.proxy.proxy_server import ( + _apply_spend_counter_increments, + _prepare_spend_counter_increment, + ) orig_user, orig_counter, orig_prisma = ( ps.user_api_key_cache, @@ -7793,11 +7805,12 @@ async def test_init_and_increment_spend_counter_reseeds_from_db_on_counter_miss( ps.spend_counter_cache = counter_cache ps.prisma_client = fake_prisma try: - await _init_and_increment_spend_counter( + pending = await _prepare_spend_counter_increment( counter_key="spend:team:team-9", source_cache_key="team_id:team-9", increment=1.5, ) + await _apply_spend_counter_increments(pending=(pending,)) fake_prisma.db.litellm_teamtable.find_unique.assert_awaited_once_with(where={"team_id": "team-9"}) # Seed uses SET NX with db_spend (42) — cross-pod safe, no INCR of 42. @@ -7976,7 +7989,10 @@ async def test_reseed_spend_from_db_skips_window_variant_keys(): @pytest.mark.asyncio async def test_window_spend_counter_reseeds_from_spend_logs_on_counter_miss(): from litellm.caching.dual_cache import DualCache - from litellm.proxy.proxy_server import _init_and_increment_window_spend_counter + from litellm.proxy.proxy_server import ( + _apply_spend_counter_increments, + _prepare_window_spend_counter_increment, + ) counter_cache = DualCache() window_start = datetime.now(timezone.utc) - timedelta(hours=1) @@ -7992,7 +8008,7 @@ async def test_window_spend_counter_reseeds_from_spend_logs_on_counter_miss(): ps.spend_counter_cache = counter_cache ps.prisma_client = fake_prisma try: - await _init_and_increment_window_spend_counter( + pending = await _prepare_window_spend_counter_increment( counter_key="spend:key:key-window:window:1h", entity_type="Key", entity_id="key-window", @@ -8000,6 +8016,7 @@ async def test_window_spend_counter_reseeds_from_spend_logs_on_counter_miss(): window_start=window_start, increment=0.5, ) + await _apply_spend_counter_increments(pending=(pending,) if pending is not None else ()) fake_prisma.db.litellm_spendlogs.group_by.assert_awaited_once_with( by=["api_key"], @@ -8015,7 +8032,10 @@ async def test_window_spend_counter_reseeds_from_spend_logs_on_counter_miss(): @pytest.mark.asyncio async def test_init_spend_counter_redis_clean_miss_skips_stale_in_memory(): from litellm.caching.dual_cache import DualCache - from litellm.proxy.proxy_server import _init_and_increment_spend_counter + from litellm.proxy.proxy_server import ( + _apply_spend_counter_increments, + _prepare_spend_counter_increment, + ) counter_cache = DualCache() counter_key = "spend:team:team-stale-local" @@ -8037,6 +8057,15 @@ async def test_init_spend_counter_redis_clean_miss_skips_stale_in_memory(): fake_redis.async_get_cache = AsyncMock(return_value=None) fake_redis.async_increment = AsyncMock(side_effect=redis_increment) fake_redis.async_set_cache = AsyncMock(side_effect=redis_set_cache) + + async def redis_increment_pipeline(increment_list, **_): + results = [] + for op in increment_list: + results.append(await redis_increment(key=op["key"], value=op["increment_value"])) + return results + + fake_redis.async_increment_pipeline = AsyncMock(side_effect=redis_increment_pipeline) + fake_redis.get_ttl = MagicMock(return_value=None) counter_cache.redis_cache = fake_redis db_row = MagicMock() @@ -8055,11 +8084,12 @@ async def test_init_spend_counter_redis_clean_miss_skips_stale_in_memory(): ps.prisma_client = fake_prisma ps.user_api_key_cache = DualCache() try: - await _init_and_increment_spend_counter( + pending = await _prepare_spend_counter_increment( counter_key=counter_key, source_cache_key="team_id:team-stale-local", increment=1.5, ) + await _apply_spend_counter_increments(pending=(pending,)) fake_prisma.db.litellm_teamtable.find_unique.assert_awaited_once_with(where={"team_id": "team-stale-local"}) # Seed via SET NX (42) + delta via INCRBYFLOAT (1.5) = 43.5. @@ -8074,7 +8104,10 @@ async def test_init_spend_counter_redis_clean_miss_skips_stale_in_memory(): @pytest.mark.asyncio async def test_window_spend_counter_redis_clean_miss_skips_stale_in_memory(): from litellm.caching.dual_cache import DualCache - from litellm.proxy.proxy_server import _init_and_increment_window_spend_counter + from litellm.proxy.proxy_server import ( + _apply_spend_counter_increments, + _prepare_window_spend_counter_increment, + ) counter_cache = DualCache() counter_key = "spend:key:key-window-stale-local:window:1h" @@ -8097,6 +8130,15 @@ async def test_window_spend_counter_redis_clean_miss_skips_stale_in_memory(): fake_redis.async_get_cache = AsyncMock(return_value=None) fake_redis.async_set_cache = AsyncMock(side_effect=redis_set_cache) fake_redis.async_increment = AsyncMock(side_effect=redis_increment) + + async def redis_increment_pipeline(increment_list, **_): + results = [] + for op in increment_list: + results.append(await redis_increment(key=op["key"], value=op["increment_value"])) + return results + + fake_redis.async_increment_pipeline = AsyncMock(side_effect=redis_increment_pipeline) + fake_redis.get_ttl = MagicMock(return_value=None) counter_cache.redis_cache = fake_redis fake_prisma = MagicMock() @@ -8111,7 +8153,7 @@ async def test_window_spend_counter_redis_clean_miss_skips_stale_in_memory(): ps.spend_counter_cache = counter_cache ps.prisma_client = fake_prisma try: - await _init_and_increment_window_spend_counter( + pending = await _prepare_window_spend_counter_increment( counter_key=counter_key, entity_type="Key", entity_id="key-window-stale-local", @@ -8119,6 +8161,7 @@ async def test_window_spend_counter_redis_clean_miss_skips_stale_in_memory(): window_start=window_start, increment=0.5, ) + await _apply_spend_counter_increments(pending=(pending,) if pending is not None else ()) fake_prisma.db.litellm_spendlogs.group_by.assert_awaited_once_with( by=["api_key"], @@ -8138,7 +8181,10 @@ async def test_window_spend_counter_redis_clean_miss_skips_stale_in_memory(): @pytest.mark.asyncio async def test_window_spend_counter_redis_concurrent_seed_does_not_double_seed(): from litellm.caching.dual_cache import DualCache - from litellm.proxy.proxy_server import _init_and_increment_window_spend_counter + from litellm.proxy.proxy_server import ( + _apply_spend_counter_increments, + _prepare_window_spend_counter_increment, + ) counter_cache = DualCache() counter_key = "spend:key:key-window-concurrent-seed:window:1h" @@ -8161,6 +8207,15 @@ async def test_window_spend_counter_redis_concurrent_seed_does_not_double_seed() fake_redis.async_get_cache = AsyncMock(side_effect=redis_get_cache) fake_redis.async_set_cache = AsyncMock(return_value=False) fake_redis.async_increment = AsyncMock(side_effect=redis_increment) + + async def redis_increment_pipeline(increment_list, **_): + results = [] + for op in increment_list: + results.append(await redis_increment(key=op["key"], value=op["increment_value"])) + return results + + fake_redis.async_increment_pipeline = AsyncMock(side_effect=redis_increment_pipeline) + fake_redis.get_ttl = MagicMock(return_value=None) counter_cache.redis_cache = fake_redis fake_prisma = MagicMock() @@ -8175,7 +8230,7 @@ async def test_window_spend_counter_redis_concurrent_seed_does_not_double_seed() ps.spend_counter_cache = counter_cache ps.prisma_client = fake_prisma try: - await _init_and_increment_window_spend_counter( + pending = await _prepare_window_spend_counter_increment( counter_key=counter_key, entity_type="Key", entity_id="key-window-concurrent-seed", @@ -8183,6 +8238,7 @@ async def test_window_spend_counter_redis_concurrent_seed_does_not_double_seed() window_start=window_start, increment=0.5, ) + await _apply_spend_counter_increments(pending=(pending,) if pending is not None else ()) fake_redis.async_set_cache.assert_awaited_once_with( key=counter_key, @@ -8199,7 +8255,7 @@ async def test_window_spend_counter_redis_concurrent_seed_does_not_double_seed() @pytest.mark.asyncio async def test_window_spend_counter_skips_invalid_window_start(): from litellm.caching.dual_cache import DualCache - from litellm.proxy.proxy_server import _init_and_increment_window_spend_counter + from litellm.proxy.proxy_server import _prepare_window_spend_counter_increment counter_cache = DualCache() @@ -8208,7 +8264,7 @@ async def test_window_spend_counter_skips_invalid_window_start(): orig_counter = ps.spend_counter_cache ps.spend_counter_cache = counter_cache try: - await _init_and_increment_window_spend_counter( + pending = await _prepare_window_spend_counter_increment( counter_key="spend:key:key-invalid-window:window:not-a-duration", entity_type="Key", entity_id="key-invalid-window", @@ -8216,6 +8272,7 @@ async def test_window_spend_counter_skips_invalid_window_start(): window_start=None, increment=0.5, ) + assert pending is None assert counter_cache.in_memory_cache.get_cache(key="spend:key:key-invalid-window:window:not-a-duration") is None finally: @@ -8279,6 +8336,9 @@ async def test_increment_spend_counters_finalizes_after_unreserved_increments(): async def assert_reservation_not_finalized_yet(**kwargs): assert budget_reservation["finalized"] is False incremented_counters.append(kwargs["counter_key"]) + return ps._PendingSpendIncrement( + counter_key=kwargs["counter_key"], increment=kwargs["increment"] + ) import litellm.proxy.proxy_server as ps @@ -8287,7 +8347,7 @@ async def test_increment_spend_counters_finalizes_after_unreserved_increments(): ps.user_api_key_cache = DualCache() try: with patch( - "litellm.proxy.proxy_server._init_and_increment_spend_counter", + "litellm.proxy.proxy_server._prepare_spend_counter_increment", new=AsyncMock(side_effect=assert_reservation_not_finalized_yet), ): await increment_spend_counters( @@ -8620,7 +8680,7 @@ async def test_get_current_spend_uses_db_zero_over_stale_fallback(): async def test_concurrent_read_and_write_paths_share_one_db_query(): """ The read path (`get_current_spend`) and the write path - (`_init_and_increment_spend_counter`) both reseed cold counters from + (`_prepare_spend_counter_increment`) both reseed cold counters from the DB. They must share the per-counter lock so a concurrent pre-call enforcement read and post-call increment for the same counter collapse to one DB query, not two. @@ -8629,7 +8689,7 @@ async def test_concurrent_read_and_write_paths_share_one_db_query(): from litellm.caching.dual_cache import DualCache from litellm.proxy.proxy_server import ( - _init_and_increment_spend_counter, + _prepare_spend_counter_increment, get_current_spend, ) @@ -8683,7 +8743,7 @@ async def test_concurrent_read_and_write_paths_share_one_db_query(): try: results = await _asyncio.gather( get_current_spend(counter_key=counter_key, fallback_spend=0.0), - _init_and_increment_spend_counter( + _prepare_spend_counter_increment( counter_key=counter_key, source_cache_key="ignored", increment=1.5, diff --git a/tests/test_litellm/router_strategy/test_complexity_router.py b/tests/test_litellm/router_strategy/test_complexity_router.py index 565e77b0ae0..9f925499f1a 100644 --- a/tests/test_litellm/router_strategy/test_complexity_router.py +++ b/tests/test_litellm/router_strategy/test_complexity_router.py @@ -50,6 +50,7 @@ from litellm.router_strategy.complexity_router.config import ( DEFAULT_CLASSIFIER_CONTEXT_WINDOW_SIZE, DEFAULT_COMPLEXITY_CONFIG, DEFAULT_TECHNICAL_KEYWORDS, + TIER_SEVERITY_ORDER, ClassificationRubric, ClassifierLLMConfig, ComplexityRouterConfig, @@ -11132,7 +11133,7 @@ async def test_tier_model_params_reach_the_hook_response_and_override_client_val async def test_tier_params_mask_credentials_in_routing_decision(route, mock_router_instance): params = {"reasoning_effort": "xhigh", "api_key": "secret-tier-key"} config = { - "tiers": {tier.value: {"model_name": "opus", "litellm_params": params} for tier in ComplexityTier}, + "tiers": {tier.value: {"model_name": "opus", "litellm_params": params} for tier in TIER_SEVERITY_ORDER}, "keyword_tier_rules": [{"keywords": ["reason carefully"], "tier": "REASONING"}] if route == "keyword" else None, "session_affinity": route == "session", } @@ -13660,3 +13661,181 @@ class _OutputCeilingRecorder(CustomLogger): def log_pre_api_call(self, model, messages, kwargs): self.seen.append((model, kwargs.get("optional_params", {}).get("max_tokens"))) + +NON_REASONING_TIERS: Final = { + "NON_REASONING": "gpt-4o-mini", + "SIMPLE": "gpt-4o-mini", + "MEDIUM": "gpt-4o", + "COMPLEX": "claude-sonnet-4-20250514", + "REASONING": "o1-preview", +} + + +class TestNonReasoningTier: + """The opt-in fifth built-in tier below SIMPLE: inert unless enabled, reachable when it is.""" + + @staticmethod + def _router(mock_router_instance, **overrides) -> ComplexityRouter: + config: Final = { + "tiers": dict(NON_REASONING_TIERS), + "enable_non_reasoning_tier": True, + "classifier_type": "llm", + "classifier_llm_config": {"model": "haiku-classifier"}, + **overrides, + } + return ComplexityRouter( + model_name="test-non-reasoning-router", + litellm_router_instance=mock_router_instance, + complexity_router_config=config, + ) + + def test_ladder_gains_a_rung_below_simple_only_when_enabled(self): + """Tier 0 sits at the bottom; anywhere else and escalation and the baseline shift.""" + enabled: Final = ComplexityRouterConfig( + tiers=dict(NON_REASONING_TIERS), + enable_non_reasoning_tier=True, + classifier_type="llm", + classifier_llm_config={"model": "clf"}, + ) + assert enabled.tier_names() == ("NON_REASONING", "SIMPLE", "MEDIUM", "COMPLEX", "REASONING") + assert ComplexityRouterConfig().tier_names() == ("SIMPLE", "MEDIUM", "COMPLEX", "REASONING") + + def test_default_router_is_unchanged_by_the_tier_existing(self): + """The enum grew a member, and nothing a four-tier router sends or resolves may change.""" + default: Final = ComplexityRouterConfig() + assert default.enable_non_reasoning_tier is False + assert "NON_REASONING" not in DEFAULT_COMPLEXITY_CONFIG.tiers + assert default.classifier_wire_labels() == ("SIMPLE", "MEDIUM", "COMPLEX", "REASONING") + assert default.labeled_tiers() == TIER_SEVERITY_ORDER_LABELED + assert default.resolve_classified_tier("NON_REASONING") is None + + @pytest.mark.parametrize("preset", tuple(ClassificationRubric)) + def test_rubric_gains_the_bullet_only_when_enabled(self, preset): + """An unset toggle leaves every shipped rubric byte-identical; an enabled one adds a bullet.""" + enabled: Final = ComplexityRouterConfig( + tiers=dict(NON_REASONING_TIERS), + enable_non_reasoning_tier=True, + classifier_type="llm", + classifier_llm_config={"model": "clf"}, + ) + on: Final = classification_system_prompt(3, None, enabled.labeled_tiers(), preset) + off: Final = classification_system_prompt(3, None, ComplexityRouterConfig().labeled_tiers(), preset) + assert "- NON_REASONING:" in on + assert "- NON_REASONING" not in off + + def test_enabled_router_puts_the_tier_on_the_classifier_wire(self, mock_router_instance): + """The schema enum bounds what the classifier may return, whatever the rubric says.""" + router: Final = self._router(mock_router_instance) + enum: Final = router._classifier_response_format["json_schema"]["schema"]["properties"]["tier"]["enum"] + assert enum == ["NON_REASONING", "SIMPLE", "MEDIUM", "COMPLEX", "REASONING"] + + @pytest.mark.asyncio + async def test_classifier_verdict_routes_to_the_tier_model(self, mock_router_instance): + """The classifier names the tier and the request lands on that tier's model.""" + mock_router_instance.acompletion = AsyncMock(return_value=_llm_response('{"tier": "NON_REASONING"}')) + router: Final = self._router( + mock_router_instance, tiers={**NON_REASONING_TIERS, "NON_REASONING": "cheap-relay"} + ) + response = await router.async_pre_routing_hook( + model="test-non-reasoning-router", + request_kwargs={}, + messages=[{"role": "user", "content": "here is the file, pass it along"}], + ) + assert response.model == "cheap-relay" + assert response.routing_decision["tier"] == "NON_REASONING" + assert response.routing_decision["cause"] == "llm_classifier" + + @pytest.mark.asyncio + async def test_a_four_tier_router_ignores_a_non_reasoning_verdict( + self, llm_complexity_router, mock_router_instance + ): + """Naming the tier at a router that never opted in falls back instead of routing there.""" + mock_router_instance.acompletion = AsyncMock(return_value=_llm_response('{"tier": "NON_REASONING"}')) + outcome = await llm_complexity_router.aclassify("relay this") + assert outcome.tier != ComplexityTier.NON_REASONING + assert outcome.cause != "llm_classifier" + + def test_escalation_walks_up_off_the_tier(self, mock_router_instance): + """Escalation is a built-in-ladder feature and the issue asks for it from the new tier.""" + router: Final = self._router(mock_router_instance) + assert router._escalate_tier(ComplexityTier.NON_REASONING) == ComplexityTier.SIMPLE + assert router._escalate_tier(ComplexityTier.REASONING) == ComplexityTier.REASONING + + def test_escalation_skips_the_tier_when_unconfigured(self, mock_router_instance): + """SIMPLE still escalates to MEDIUM, so escalation never routes below the caller's model.""" + router: Final = self._router( + mock_router_instance, + tiers={"NON_REASONING": "cheap-relay", "SIMPLE": "gpt-4o-mini", "MEDIUM": "gpt-4o"}, + ) + assert router._escalate_tier(ComplexityTier.SIMPLE) == ComplexityTier.MEDIUM + + def test_tier_zero_is_never_the_savings_baseline(self, mock_router_instance): + """Savings use the hardest configured tier; tier 0 winning would invert every figure.""" + assert self._router(mock_router_instance)._hardest_tier_models() == ("o1-preview",) + cheap_only: Final = self._router( + mock_router_instance, tiers={"NON_REASONING": "cheap-relay", "SIMPLE": "gpt-4o-mini"} + ) + assert cheap_only._hardest_tier_models() == ("gpt-4o-mini",) + + def test_the_tier_gets_its_own_display_label(self, mock_router_instance): + """tier_labels covers the built-in tiers, so the new rung must be renameable like the rest.""" + router: Final = self._router(mock_router_instance, tier_labels={"NON_REASONING": "Relay"}) + assert router.config.classifier_wire_labels()[0] == "Relay" + assert router.config.resolve_classified_tier("relay") == ComplexityTier.NON_REASONING + + @pytest.mark.parametrize( + "overrides, expected", + ( + ({"classifier_type": "heuristic", "classifier_llm_config": None}, "requires classifier_type"), + ({"classifier_type": "heuristic_v2", "classifier_llm_config": None}, "requires classifier_type"), + ({"tiers": {"SIMPLE": "a", "MEDIUM": "b"}}, "at least one model"), + ), + ids=["heuristic", "heuristic_v2", "no_model"], + ) + def test_unreachable_or_unroutable_configs_are_rejected(self, overrides, expected): + """Refused where it could do nothing: no scorer emits the tier, no pool routes it.""" + config: Final = { + "tiers": dict(NON_REASONING_TIERS), + "enable_non_reasoning_tier": True, + "classifier_type": "llm", + "classifier_llm_config": {"model": "clf"}, + **overrides, + } + with pytest.raises(ValidationError, match=expected): + ComplexityRouterConfig.model_validate(config) + + def test_the_tier_cannot_be_configured_without_the_toggle(self): + """Silently ignoring the key would leave an operator paying for a pool nothing routes to.""" + with pytest.raises(ValidationError, match="no request can route there"): + ComplexityRouterConfig(tiers={"NON_REASONING": "cheap", "SIMPLE": "a"}) + + def test_the_toggle_is_refused_alongside_a_custom_tier_set(self): + """A custom tier set replaces the built-in ladder, so both at once has no meaning.""" + with pytest.raises(ValidationError, match="cannot be combined with tier_definitions"): + ComplexityRouterConfig( + enable_non_reasoning_tier=True, + classifier_type="llm", + classifier_llm_config={"model": "clf"}, + tier_definitions=({"name": "lo", "description": "d"}, {"name": "hi", "description": "d"}), + tiers={"lo": "a", "hi": "b"}, + fallback_tier="lo", + ) + + def test_heuristic_v2_predictions_never_reach_the_new_tier(self, mock_router_instance): + """The four-class artifact's 1-based index must keep mapping onto SIMPLE..REASONING.""" + router: Final = ComplexityRouter( + model_name="v2-router", + litellm_router_instance=mock_router_instance, + complexity_router_config={ + "tiers": {k: v for k, v in NON_REASONING_TIERS.items() if k != "NON_REASONING"}, + "classifier_type": "heuristic_v2", + }, + ) + outcome = router._classify_with_heuristic_v2("implement a distributed rate limiter under concurrency") + assert outcome.tier in TIER_SEVERITY_ORDER + assert tuple(signal.split(":")[1].split("=")[0] for signal in outcome.signals[1:]) == ( + "simple", + "medium", + "complex", + "reasoning", + ) diff --git a/tests/test_litellm/router_strategy/test_lowest_latency.py b/tests/test_litellm/router_strategy/test_lowest_latency.py index 812d7bbff32..1a8614e3fca 100644 --- a/tests/test_litellm/router_strategy/test_lowest_latency.py +++ b/tests/test_litellm/router_strategy/test_lowest_latency.py @@ -8,11 +8,12 @@ import json from datetime import datetime, timedelta import pytest - +from pydantic import ValidationError import litellm from litellm.caching.caching import DualCache -from litellm.router_strategy.lowest_latency import LowestLatencyLoggingHandler +from litellm.router import Router +from litellm.router_strategy.lowest_latency import LowestLatencyLoggingHandler, RoutingArgs DEPLOYMENT_ID = "9876" KWARGS = { @@ -58,9 +59,9 @@ def test_sync_embedding_latency_is_json_serializable(): latencies = _recorded_latencies(cache) assert latencies, "expected a latency entry to be recorded" - assert all( - not isinstance(value, timedelta) for value in latencies - ), f"raw timedelta leaked into latency list: {latencies}" + assert all(not isinstance(value, timedelta) for value in latencies), ( + f"raw timedelta leaked into latency list: {latencies}" + ) assert latencies[-1] == pytest.approx(2.0) # the exact failure mode from production: redis cache sync json.dumps json.dumps({"latency": latencies}) @@ -84,9 +85,9 @@ async def test_async_embedding_latency_is_json_serializable(): latencies = _recorded_latencies(cache) assert latencies, "expected a latency entry to be recorded" - assert all( - not isinstance(value, timedelta) for value in latencies - ), f"raw timedelta leaked into latency list: {latencies}" + assert all(not isinstance(value, timedelta) for value in latencies), ( + f"raw timedelta leaked into latency list: {latencies}" + ) assert latencies[-1] == pytest.approx(3.0) json.dumps({"latency": latencies}) @@ -292,6 +293,85 @@ async def test_streaming_routing_ignores_per_token_ttft_samples_from_older_worke assert picked["model_info"]["id"] == FAST_TTFT_ID +@pytest.mark.asyncio +@pytest.mark.parametrize("sync_mode", [True, False], ids=["sync", "async"]) +@pytest.mark.parametrize( + ("ttft_percentile", "first_samples", "second_samples", "expected_id"), + [ + (None, [0.1, 0.1, 1.0], [0.3, 0.3, 0.3], SLOW_TTFT_ID), + (0.5, [0.1, 0.1, 1.0], [0.3, 0.3, 0.3], FAST_TTFT_ID), + (0.9, [0.1, 0.1, 0.1, 0.1, 1.5], [0.3, 0.3, 0.3, 0.3, 0.3], SLOW_TTFT_ID), + ], + ids=["default_average", "p50", "p90"], +) +async def test_streaming_ttft_ranking_percentile( + sync_mode: bool, + ttft_percentile: float | None, + first_samples: list[float], + second_samples: list[float], + expected_id: str, +): + cache = DualCache() + routing_args = {} if ttft_percentile is None else {"ttft_percentile": ttft_percentile} + handler = LowestLatencyLoggingHandler(router_cache=cache, routing_args=routing_args) + cache.set_cache( + key=f"{MODEL_GROUP}_map", + value={ + FAST_TTFT_ID: {"time_to_first_token_seconds": first_samples}, + SLOW_TTFT_ID: {"time_to_first_token_seconds": second_samples}, + }, + ) + + if sync_mode: + picked = handler.get_available_deployments( + model_group=MODEL_GROUP, + healthy_deployments=STREAMING_DEPLOYMENTS, + request_kwargs={"stream": True, "metadata": {}}, + ) + else: + picked = await handler.async_get_available_deployments( + model_group=MODEL_GROUP, + healthy_deployments=STREAMING_DEPLOYMENTS, + request_kwargs={"stream": True, "metadata": {}}, + ) + + assert picked is not None + assert picked["model_info"]["id"] == expected_id + + +@pytest.mark.parametrize("ttft_percentile", [0, -0.1, 1.1]) +def test_ttft_percentile_validation(ttft_percentile: float): + with pytest.raises(ValidationError): + RoutingArgs(ttft_percentile=ttft_percentile) + + +@pytest.mark.parametrize("ttft_percentile", [0.5, 0.9, 0.95, 1.0]) +def test_ttft_percentile_accepts_valid_values(ttft_percentile: float): + assert RoutingArgs(ttft_percentile=ttft_percentile).ttft_percentile == ttft_percentile + + +@pytest.mark.asyncio +async def test_ttft_percentile_does_not_change_non_streaming_routing(): + cache = DualCache() + handler = LowestLatencyLoggingHandler(router_cache=cache, routing_args={"ttft_percentile": 0.9}) + cache.set_cache( + key=f"{MODEL_GROUP}_map", + value={ + FAST_TTFT_ID: {"latency": [1.0], "time_to_first_token_seconds": [0.1]}, + SLOW_TTFT_ID: {"latency": [0.2], "time_to_first_token_seconds": [1.5]}, + }, + ) + + picked = await handler.async_get_available_deployments( + model_group=MODEL_GROUP, + healthy_deployments=STREAMING_DEPLOYMENTS, + request_kwargs={"stream": False, "metadata": {}}, + ) + + assert picked is not None + assert picked["model_info"]["id"] == SLOW_TTFT_ID + + @pytest.mark.asyncio @pytest.mark.parametrize( "cached_entry", @@ -318,3 +398,81 @@ async def test_async_get_available_deployments_treats_missing_samples_as_zero_la assert picked is not None assert picked["model_info"]["id"] == DEPLOYMENT_ID + + +def _latency_router(routing_strategy_args: dict) -> Router: + return Router( + model_list=[ + { + "model_name": MODEL_GROUP, + "litellm_params": {"model": f"openai/{MODEL_GROUP}", "api_key": "sk-fake"}, + "model_info": {"id": deployment_id}, + } + for deployment_id in (FAST_TTFT_ID, SLOW_TTFT_ID) + ], + routing_strategy="latency-based-routing", + routing_strategy_args=routing_strategy_args, + ) + + +def _seed_streaming_ttft(router: Router) -> None: + router.cache.set_cache( + key=f"{MODEL_GROUP}_map", + value={ + FAST_TTFT_ID: {"time_to_first_token_seconds": [0.1, 0.1, 1.0]}, + SLOW_TTFT_ID: {"time_to_first_token_seconds": [0.3, 0.3, 0.3]}, + }, + ) + + +async def _pick_streaming(router: Router) -> str: + picked = await router.async_get_available_deployment( + model=MODEL_GROUP, + request_kwargs={"stream": True, "metadata": {}}, + ) + return picked["model_info"]["id"] + + +@pytest.mark.asyncio +async def test_runtime_routing_strategy_args_update_applies_ttft_percentile(): + """A config reload that adds ttft_percentile must reach the live selector, + not sit unused until the proxy restarts.""" + router = _latency_router({"max_latency_list_size": 50}) + _seed_streaming_ttft(router) + + assert await _pick_streaming(router) == SLOW_TTFT_ID + + router.update_settings(routing_strategy_args={"max_latency_list_size": 50, "ttft_percentile": 0.5}) + + assert await _pick_streaming(router) == FAST_TTFT_ID + + +@pytest.mark.asyncio +async def test_runtime_routing_strategy_args_update_keeps_previous_args_when_invalid(): + router = _latency_router({"ttft_percentile": 0.5}) + _seed_streaming_ttft(router) + + router.update_settings(routing_strategy_args={"ttft_percentile": 5}) + + assert await _pick_streaming(router) == FAST_TTFT_ID + + +@pytest.mark.asyncio +async def test_runtime_routing_strategy_args_update_is_a_noop_without_a_selector(): + """simple-shuffle has no selector to re-link, so an args update must leave + the router alone instead of blowing up on a missing selector attribute.""" + router = Router( + model_list=[ + { + "model_name": MODEL_GROUP, + "litellm_params": {"model": f"openai/{MODEL_GROUP}", "api_key": "sk-fake"}, + "model_info": {"id": FAST_TTFT_ID}, + } + ], + routing_strategy="simple-shuffle", + ) + + router.update_settings(routing_strategy_args={"ttl": 5}) + + assert router.routing_strategy_args == {"ttl": 5} + assert await _pick_streaming(router) == FAST_TTFT_ID diff --git a/tests/test_litellm/router_utils/pre_call_checks/test_encrypted_content_affinity_check.py b/tests/test_litellm/router_utils/pre_call_checks/test_encrypted_content_affinity_check.py index dac991a41c4..3961c8d74c2 100644 --- a/tests/test_litellm/router_utils/pre_call_checks/test_encrypted_content_affinity_check.py +++ b/tests/test_litellm/router_utils/pre_call_checks/test_encrypted_content_affinity_check.py @@ -16,12 +16,10 @@ The mechanism works without any cache and supports two encoding strategies: """ import time -from typing import List, Optional from unittest.mock import AsyncMock, patch import pytest - import litellm from litellm.responses.utils import ResponsesAPIRequestUtils from litellm.types.llms.openai import ResponsesAPIResponse @@ -68,9 +66,7 @@ class TestEncryptedItemIdCodec: def test_roundtrip(self): model_id = "deployment-1" original_item_id = "rs_abc123def456" - encoded = ResponsesAPIRequestUtils._build_encrypted_item_id( - model_id, original_item_id - ) + encoded = ResponsesAPIRequestUtils._build_encrypted_item_id(model_id, original_item_id) assert encoded.startswith("encitem_") decoded = ResponsesAPIRequestUtils._decode_encrypted_item_id(encoded) assert decoded is not None @@ -81,9 +77,7 @@ class TestEncryptedItemIdCodec: """Decoding must succeed even if base64 padding (=) was stripped in transit.""" model_id = "gpt-5.1-codex-openai-2" original_item_id = "rs_0efb96cb222403210069a01d5d52588196a9dc394ffdb89d00" - encoded = ResponsesAPIRequestUtils._build_encrypted_item_id( - model_id, original_item_id - ) + encoded = ResponsesAPIRequestUtils._build_encrypted_item_id(model_id, original_item_id) # Strip any trailing '=' to simulate what happens in transit stripped = encoded.rstrip("=") decoded = ResponsesAPIRequestUtils._decode_encrypted_item_id(stripped) @@ -100,9 +94,7 @@ class TestEncryptedItemIdCodec: """item_id values containing ';' must survive the roundtrip.""" model_id = "deployment-1" original_item_id = "rs_part1;part2;part3" - encoded = ResponsesAPIRequestUtils._build_encrypted_item_id( - model_id, original_item_id - ) + encoded = ResponsesAPIRequestUtils._build_encrypted_item_id(model_id, original_item_id) decoded = ResponsesAPIRequestUtils._decode_encrypted_item_id(encoded) assert decoded is not None assert decoded["item_id"] == original_item_id @@ -118,11 +110,7 @@ class TestUpdateEncryptedContentItemIds: {"id": "rs_xyz", "type": "reasoning", "encrypted_content": "secret"}, ], } - result = ( - ResponsesAPIRequestUtils._update_encrypted_content_item_ids_in_response( - response, model_id - ) - ) + result = ResponsesAPIRequestUtils._update_encrypted_content_item_ids_in_response(response, model_id) # Plain message item untouched assert result["output"][0]["id"] == "msg_abc" # Reasoning item with encrypted_content gets encoded @@ -133,16 +121,8 @@ class TestUpdateEncryptedContentItemIds: assert decoded["item_id"] == "rs_xyz" def test_no_op_when_model_id_is_none(self): - response = { - "output": [ - {"id": "rs_xyz", "type": "reasoning", "encrypted_content": "secret"} - ] - } - result = ( - ResponsesAPIRequestUtils._update_encrypted_content_item_ids_in_response( - response, None - ) - ) + response = {"output": [{"id": "rs_xyz", "type": "reasoning", "encrypted_content": "secret"}]} + result = ResponsesAPIRequestUtils._update_encrypted_content_item_ids_in_response(response, None) assert result["output"][0]["id"] == "rs_xyz" @@ -151,9 +131,7 @@ class TestEncryptedContentWrapping: """Test wrapping encrypted_content with model_id metadata.""" model_id = "deployment-1" original_content = "gAAAAABpnW_yEYmSNEyOG_original_encrypted_data" - wrapped = ResponsesAPIRequestUtils._wrap_encrypted_content_with_model_id( - original_content, model_id - ) + wrapped = ResponsesAPIRequestUtils._wrap_encrypted_content_with_model_id(original_content, model_id) assert wrapped.startswith("litellm_enc:") assert wrapped != original_content @@ -170,9 +148,7 @@ class TestEncryptedContentWrapping: ( model_id, content, - ) = ResponsesAPIRequestUtils._unwrap_encrypted_content_with_model_id( - plain_content - ) + ) = ResponsesAPIRequestUtils._unwrap_encrypted_content_with_model_id(plain_content) assert model_id is None assert content == plain_content @@ -189,11 +165,7 @@ class TestEncryptedContentWrapping: }, ], } - result = ( - ResponsesAPIRequestUtils._update_encrypted_content_item_ids_in_response( - response, model_id - ) - ) + result = ResponsesAPIRequestUtils._update_encrypted_content_item_ids_in_response(response, model_id) assert result["output"][0].get("encrypted_content") is None wrapped = result["output"][1]["encrypted_content"] assert wrapped.startswith("litellm_enc:") @@ -210,19 +182,13 @@ class TestRestoreEncryptedContentItemIds: def test_restores_encoded_ids(self): model_id = "deployment-1" original_id = "rs_encrypted_item_456" - encoded_id = ResponsesAPIRequestUtils._build_encrypted_item_id( - model_id, original_id - ) + encoded_id = ResponsesAPIRequestUtils._build_encrypted_item_id(model_id, original_id) request_input = [ {"type": "message", "id": "msg_abc123", "role": "assistant"}, {"type": "reasoning", "id": encoded_id, "encrypted_content": "secret"}, ] - restored = ( - ResponsesAPIRequestUtils._restore_encrypted_content_item_ids_in_input( - request_input - ) - ) + restored = ResponsesAPIRequestUtils._restore_encrypted_content_item_ids_in_input(request_input) assert restored[0]["id"] == "msg_abc123" assert restored[1]["id"] == original_id @@ -230,33 +196,21 @@ class TestRestoreEncryptedContentItemIds: """Test that wrapped encrypted_content is unwrapped before forwarding.""" model_id = "deployment-1" original_content = "gAAAAABpnW_yEYmSNEyOG_original" - wrapped_content = ( - ResponsesAPIRequestUtils._wrap_encrypted_content_with_model_id( - original_content, model_id - ) - ) + wrapped_content = ResponsesAPIRequestUtils._wrap_encrypted_content_with_model_id(original_content, model_id) request_input = [ {"type": "reasoning", "encrypted_content": wrapped_content}, ] - restored = ( - ResponsesAPIRequestUtils._restore_encrypted_content_item_ids_in_input( - request_input - ) - ) + restored = ResponsesAPIRequestUtils._restore_encrypted_content_item_ids_in_input(request_input) assert restored[0]["encrypted_content"] == original_content def test_no_op_for_plain_string_input(self): - result = ResponsesAPIRequestUtils._restore_encrypted_content_item_ids_in_input( - "Hello world" - ) + result = ResponsesAPIRequestUtils._restore_encrypted_content_item_ids_in_input("Hello world") assert result == "Hello world" def test_no_op_for_unencoded_ids(self): request_input = [{"type": "message", "id": "msg_plain"}] - result = ResponsesAPIRequestUtils._restore_encrypted_content_item_ids_in_input( - request_input - ) + result = ResponsesAPIRequestUtils._restore_encrypted_content_item_ids_in_input(request_input) assert result[0]["id"] == "msg_plain" @@ -283,9 +237,7 @@ async def test_encrypted_content_affinity_tracks_and_routes(): "id": "msg_abc123", "status": "completed", "role": "assistant", - "content": [ - {"type": "output_text", "text": "Hello!", "annotations": []} - ], + "content": [{"type": "output_text", "text": "Hello!", "annotations": []}], }, { "type": "reasoning", @@ -347,9 +299,9 @@ async def test_encrypted_content_affinity_tracks_and_routes(): # The response must have rewritten the encrypted item's ID to encoded form encoded_item_id = _extract_encoded_item_id(first_response) - assert encoded_item_id.startswith( - "encitem_" - ), f"Expected output item ID to be rewritten to encitem_... but got {encoded_item_id!r}" + assert encoded_item_id.startswith("encitem_"), ( + f"Expected output item ID to be rewritten to encitem_... but got {encoded_item_id!r}" + ) # Verify the encoded ID decodes back to the correct deployment + original ID decoded = ResponsesAPIRequestUtils._decode_encrypted_item_id(encoded_item_id) @@ -371,9 +323,9 @@ async def test_encrypted_content_affinity_tracks_and_routes(): ) second_model_id = second_response._hidden_params["model_id"] - assert ( - second_model_id == first_model_id - ), f"Expected affinity to route to {first_model_id}, but got {second_model_id}" + assert second_model_id == first_model_id, ( + f"Expected affinity to route to {first_model_id}, but got {second_model_id}" + ) @pytest.mark.asyncio @@ -478,9 +430,7 @@ async def test_encrypted_content_affinity_bypasses_rpm_limits(): # Extract encoded item ID from the first response output encoded_item_id = _extract_encoded_item_id(first_response) - assert encoded_item_id.startswith( - "encitem_" - ), f"Expected encitem_... but got {encoded_item_id!r}" + assert encoded_item_id.startswith("encitem_"), f"Expected encitem_... but got {encoded_item_id!r}" # Follow-up with the encoded item ID — should pin to same deployment second_response = await router.aresponses( @@ -628,17 +578,13 @@ async def test_encrypted_content_affinity_with_wrapped_content_no_id(): if hasattr(first_item, "encrypted_content") else first_item.get("encrypted_content") ) - assert wrapped_content.startswith( - "litellm_enc:" - ), f"Expected wrapped content but got {wrapped_content[:50]}..." + assert wrapped_content.startswith("litellm_enc:"), f"Expected wrapped content but got {wrapped_content[:50]}..." # Verify we can extract model_id from wrapped content ( extracted_model_id, _, - ) = ResponsesAPIRequestUtils._unwrap_encrypted_content_with_model_id( - wrapped_content - ) + ) = ResponsesAPIRequestUtils._unwrap_encrypted_content_with_model_id(wrapped_content) assert extracted_model_id == first_model_id # Second request: use wrapped encrypted_content WITHOUT an ID (Codex behavior) @@ -653,9 +599,9 @@ async def test_encrypted_content_affinity_with_wrapped_content_no_id(): ) second_model_id = second_response._hidden_params["model_id"] - assert ( - second_model_id == first_model_id - ), f"Expected affinity to route to {first_model_id}, but got {second_model_id}" + assert second_model_id == first_model_id, ( + f"Expected affinity to route to {first_model_id}, but got {second_model_id}" + ) def test_encrypted_content_wrapping_preserves_original_content(): @@ -664,13 +610,9 @@ def test_encrypted_content_wrapping_preserves_original_content(): This is critical for streaming responses where content must round-trip correctly. """ model_id = "test-deployment-1" - original_encrypted_content = ( - "gAAAAABpnW_yEYmSNEyOG_streaming_test_content_with_special_chars==+/" - ) + original_encrypted_content = "gAAAAABpnW_yEYmSNEyOG_streaming_test_content_with_special_chars==+/" - wrapped = ResponsesAPIRequestUtils._wrap_encrypted_content_with_model_id( - original_encrypted_content, model_id - ) + wrapped = ResponsesAPIRequestUtils._wrap_encrypted_content_with_model_id(original_encrypted_content, model_id) assert wrapped.startswith("litellm_enc:") assert wrapped != original_encrypted_content @@ -691,9 +633,7 @@ def test_encrypted_content_wrapping_with_multiple_semicolons(): model_id = "deployment-with-semicolons" original_content = "gAAAAAB;some;content;with;semicolons" - wrapped = ResponsesAPIRequestUtils._wrap_encrypted_content_with_model_id( - original_content, model_id - ) + wrapped = ResponsesAPIRequestUtils._wrap_encrypted_content_with_model_id(original_content, model_id) ( extracted_model_id, @@ -764,9 +704,7 @@ async def test_encrypted_content_affinity_preserves_litellm_metadata_for_respons request_kwargs=request_kwargs, ) - assert ( - request_kwargs["litellm_metadata"]["encrypted_content_affinity_enabled"] is True - ) + assert request_kwargs["litellm_metadata"]["encrypted_content_affinity_enabled"] is True assert request_kwargs["litellm_metadata"]["model_info"] == {"id": "dep-1"} @@ -777,9 +715,7 @@ def test_encrypted_content_wrapping_empty_string(): model_id = "test-deployment" original_content = "" - wrapped = ResponsesAPIRequestUtils._wrap_encrypted_content_with_model_id( - original_content, model_id - ) + wrapped = ResponsesAPIRequestUtils._wrap_encrypted_content_with_model_id(original_content, model_id) assert wrapped.startswith("litellm_enc:") @@ -1132,9 +1068,7 @@ def test_boundary_key_accepts_pydantic_litellm_params_instance(): "api_key": "fake-azure-resource-key-a", } - pydantic_key = EncryptedContentAffinityCheck._encryption_boundary_key( - pydantic_params - ) + pydantic_key = EncryptedContentAffinityCheck._encryption_boundary_key(pydantic_params) plain_key = EncryptedContentAffinityCheck._encryption_boundary_key(plain_params) assert pydantic_key is not None @@ -1161,18 +1095,8 @@ def test_boundary_key_rejects_non_dict_like_inputs(): for bad in (None, [], "not a dict", 42, object()): assert EncryptedContentAffinityCheck._encryption_boundary_key(bad) is None - assert ( - EncryptedContentAffinityCheck._encryption_boundary_key( - {"api_base": "", "api_key": "k"} - ) - is None - ) - assert ( - EncryptedContentAffinityCheck._encryption_boundary_key( - {"api_base": "https://x"} - ) - is None - ) + assert EncryptedContentAffinityCheck._encryption_boundary_key({"api_base": "", "api_key": "k"}) is None + assert EncryptedContentAffinityCheck._encryption_boundary_key({"api_base": "https://x"}) is None # --------------------------------------------------------------------------- @@ -1180,10 +1104,11 @@ def test_boundary_key_rejects_non_dict_like_inputs(): # --------------------------------------------------------------------------- -def _make_originating_mock(api_base: str, api_key: str): +def _make_originating_mock(api_base: str, api_key: str, model_name: str = "gpt-5.4"): from unittest.mock import MagicMock originating = MagicMock() + originating.model_name = model_name originating.litellm_params.model_dump.return_value = { "api_base": api_base, "api_key": api_key, @@ -1192,19 +1117,23 @@ def _make_originating_mock(api_base: str, api_key: str): def _make_router_mock_with_cooldown( - originating, cooldown_entries: Optional[List[tuple]] = None + originating, + cooldown_entries: list[tuple] | None = None, + routed_group_model_ids: list[str] | None = None, ): """ Build a MagicMock router whose ``cooldown_cache.async_get_active_cooldowns`` - returns ``cooldown_entries`` (defaulting to ``[]`` — no active cooldown). + returns ``cooldown_entries`` (defaulting to ``[]`` — no active cooldown), and + whose ``get_candidate_model_ids_for_route`` returns ``routed_group_model_ids`` + (the deployment ids the router resolves for the routed model; defaulting to ``[]`` + — origin absent from the routed group, i.e. a tier change). """ from unittest.mock import AsyncMock, MagicMock mock_router = MagicMock() mock_router.get_deployment.return_value = originating - mock_router.cooldown_cache.async_get_active_cooldowns = AsyncMock( - return_value=list(cooldown_entries or []) - ) + mock_router.cooldown_cache.async_get_active_cooldowns = AsyncMock(return_value=list(cooldown_entries or [])) + mock_router.get_candidate_model_ids_for_route.return_value = frozenset(routed_group_model_ids or []) return mock_router @@ -1235,15 +1164,15 @@ async def test_affinity_raises_service_unavailable_when_origin_cooled_for_non_42 }, ) ], + routed_group_model_ids=["deployment-a-cooled", "deployment-b"], ) check = EncryptedContentAffinityCheck(router=mock_router) - encoded_id = ResponsesAPIRequestUtils._build_encrypted_item_id( - "deployment-a-cooled", "rs_test" - ) + encoded_id = ResponsesAPIRequestUtils._build_encrypted_item_id("deployment-a-cooled", "rs_test") healthy_only_b = [ { "model_info": {"id": "deployment-b"}, + "model_name": "gpt-5.4", "litellm_params": { "api_base": "https://account-b.openai.azure.com/", "api_key": "key-b", @@ -1297,15 +1226,15 @@ async def test_affinity_raises_rate_limit_with_retry_after_when_origin_cooled_fo }, ) ], + routed_group_model_ids=["deployment-a-cooled-429", "deployment-b"], ) check = EncryptedContentAffinityCheck(router=mock_router) - encoded_id = ResponsesAPIRequestUtils._build_encrypted_item_id( - "deployment-a-cooled-429", "rs_test" - ) + encoded_id = ResponsesAPIRequestUtils._build_encrypted_item_id("deployment-a-cooled-429", "rs_test") healthy_only_b = [ { "model_info": {"id": "deployment-b"}, + "model_name": "gpt-5.4", "litellm_params": { "api_base": "https://account-b.openai.azure.com/", "api_key": "key-b", @@ -1345,15 +1274,16 @@ async def test_affinity_raises_service_unavailable_when_origin_filtered_without_ ) originating = _make_originating_mock("https://account-a.openai.azure.com/", "key-a") - mock_router = _make_router_mock_with_cooldown(originating, cooldown_entries=[]) + mock_router = _make_router_mock_with_cooldown( + originating, cooldown_entries=[], routed_group_model_ids=["deployment-a-filtered", "deployment-b"] + ) check = EncryptedContentAffinityCheck(router=mock_router) - encoded_id = ResponsesAPIRequestUtils._build_encrypted_item_id( - "deployment-a-filtered", "rs_test" - ) + encoded_id = ResponsesAPIRequestUtils._build_encrypted_item_id("deployment-a-filtered", "rs_test") healthy_only_b = [ { "model_info": {"id": "deployment-b"}, + "model_name": "gpt-5.4", "litellm_params": { "api_base": "https://account-b.openai.azure.com/", "api_key": "key-b", @@ -1377,15 +1307,18 @@ async def test_affinity_raises_service_unavailable_when_origin_filtered_without_ @pytest.mark.asyncio -async def test_affinity_raises_bad_request_when_origin_removed(): +async def test_affinity_strips_and_dispatches_when_origin_is_unknown_or_removed(): """ - Originating deployment was removed from the router config and no boundary - peer is available. This is permanent (the stale encrypted_content cannot - be honored), so surface a 400 with actionable text. + A removed deployment, or a forged/unknown affinity marker, resolves to no + originating deployment. It is handled like a cross-group origin: the encrypted + reasoning is stripped and the request dispatches with its readable history, + rather than returning a distinguishable error. That uniform handling denies an + authenticated caller a deployment-id existence oracle, an existing cross-group id + and a nonexistent id both strip and proceed, so responses cannot be told apart. + The membership lookup is skipped entirely when the origin is unknown. """ from unittest.mock import MagicMock - from litellm.exceptions import BadRequestError from litellm.router_utils.pre_call_checks.encrypted_content_affinity_check import ( EncryptedContentAffinityCheck, ) @@ -1394,12 +1327,11 @@ async def test_affinity_raises_bad_request_when_origin_removed(): mock_router.get_deployment.return_value = None check = EncryptedContentAffinityCheck(router=mock_router) - encoded_id = ResponsesAPIRequestUtils._build_encrypted_item_id( - "deployment-removed", "rs_test" - ) - healthy_only_b = [ + wrapped = ResponsesAPIRequestUtils._wrap_encrypted_content_with_model_id("gAAAAA-blob", "deployment-removed") + routed_pool = [ { "model_info": {"id": "deployment-b"}, + "model_name": "gpt-5.4", "litellm_params": { "api_base": "https://account-b.openai.azure.com/", "api_key": "key-b", @@ -1408,18 +1340,28 @@ async def test_affinity_raises_bad_request_when_origin_removed(): } ] request_kwargs = { - "input": [{"id": encoded_id, "type": "reasoning"}], + "litellm_metadata": {}, + "input": [ + {"role": "user", "content": "why is the sky blue?"}, + { + "type": "reasoning", + "encrypted_content": wrapped, + "summary": [{"type": "summary_text", "text": "scattering"}], + }, + {"role": "user", "content": "and sunsets?"}, + ], } - with pytest.raises(BadRequestError) as excinfo: - await check.async_filter_deployments( - model="gpt-5.4", - healthy_deployments=healthy_only_b, - messages=None, - request_kwargs=request_kwargs, - ) + result = await check.async_filter_deployments( + model="gpt-5.4", + healthy_deployments=routed_pool, + messages=None, + request_kwargs=request_kwargs, + ) - assert "deployment-removed" not in str(excinfo.value) + assert result is routed_pool + assert not any(isinstance(item, dict) and item.get("encrypted_content") for item in request_kwargs["input"]) + mock_router.get_candidate_model_ids_for_route.assert_not_called() @pytest.mark.asyncio @@ -1444,9 +1386,7 @@ async def test_affinity_does_not_raise_when_boundary_peer_available(): mock_router.get_deployment.return_value = originating check = EncryptedContentAffinityCheck(router=mock_router) - encoded_id = ResponsesAPIRequestUtils._build_encrypted_item_id( - "deployment-a", "rs_test" - ) + encoded_id = ResponsesAPIRequestUtils._build_encrypted_item_id("deployment-a", "rs_test") peer = { "model_info": {"id": "deployment-a-peer"}, "litellm_params": { @@ -1490,9 +1430,7 @@ async def test_model_group_affinity_config_enables_encrypted_content_affinity(): }, target_deployment, ] - encoded_id = ResponsesAPIRequestUtils._build_encrypted_item_id( - "deployment-b", "rs_test" - ) + encoded_id = ResponsesAPIRequestUtils._build_encrypted_item_id("deployment-b", "rs_test") request_kwargs = { "input": [{"type": "reasoning", "id": encoded_id}], "litellm_metadata": {}, @@ -1536,9 +1474,7 @@ async def test_model_group_affinity_config_does_not_disable_global_encrypted_con }, target_deployment, ] - encoded_id = ResponsesAPIRequestUtils._build_encrypted_item_id( - "deployment-b", "rs_test" - ) + encoded_id = ResponsesAPIRequestUtils._build_encrypted_item_id("deployment-b", "rs_test") request_kwargs = { "input": [{"type": "reasoning", "id": encoded_id}], "litellm_metadata": {}, @@ -1600,15 +1536,9 @@ async def test_model_group_encrypted_content_affinity_overrides_global_deploymen try: callbacks = router.optional_callbacks or [] - deployment_callback = next( - cb for cb in callbacks if isinstance(cb, DeploymentAffinityCheck) - ) - encrypted_content_callback = next( - cb for cb in callbacks if isinstance(cb, EncryptedContentAffinityCheck) - ) - assert callbacks.index(encrypted_content_callback) < callbacks.index( - deployment_callback - ) + deployment_callback = next(cb for cb in callbacks if isinstance(cb, DeploymentAffinityCheck)) + encrypted_content_callback = next(cb for cb in callbacks if isinstance(cb, EncryptedContentAffinityCheck)) + assert callbacks.index(encrypted_content_callback) < callbacks.index(deployment_callback) assert encrypted_content_callback.enable_global_affinity is False cache_key = DeploymentAffinityCheck.get_affinity_cache_key( @@ -1620,9 +1550,7 @@ async def test_model_group_encrypted_content_affinity_overrides_global_deploymen value={"model_id": "deployment-a"}, ttl=60, ) - encoded_id = ResponsesAPIRequestUtils._build_encrypted_item_id( - "deployment-b", "rs_test" - ) + encoded_id = ResponsesAPIRequestUtils._build_encrypted_item_id("deployment-b", "rs_test") request_kwargs = { "input": [ { @@ -1643,16 +1571,301 @@ async def test_model_group_encrypted_content_affinity_overrides_global_deploymen ) assert after_deployment_affinity == [deployment_a, deployment_b] - after_encrypted_content_affinity = ( - await encrypted_content_callback.async_filter_deployments( - model=model_group, - healthy_deployments=after_deployment_affinity, - messages=None, - request_kwargs=request_kwargs, - ) + after_encrypted_content_affinity = await encrypted_content_callback.async_filter_deployments( + model=model_group, + healthy_deployments=after_deployment_affinity, + messages=None, + request_kwargs=request_kwargs, ) assert after_encrypted_content_affinity == [deployment_b] assert request_kwargs.get("_encrypted_content_affinity_pinned") is True finally: router.discard() + + +class TestStripEncryptedReasoningFromInput: + def test_keeps_summary_and_drops_encrypted_content_and_id(self): + wrapped = ResponsesAPIRequestUtils._wrap_encrypted_content_with_model_id("gAAAAA-blob", "deployment-a") + encoded_id = ResponsesAPIRequestUtils._build_encrypted_item_id("deployment-a", "rs_1") + request_input = [ + {"role": "user", "content": "first turn"}, + { + "type": "reasoning", + "id": encoded_id, + "encrypted_content": wrapped, + "summary": [{"type": "summary_text", "text": "thought about it"}], + }, + {"type": "reasoning", "id": encoded_id, "encrypted_content": wrapped}, + {"type": "reasoning", "encrypted_content": wrapped, "summary": []}, + {"type": "message", "id": "msg_1", "role": "assistant", "content": "hi"}, + {"role": "user", "content": "second turn"}, + ] + ResponsesAPIRequestUtils.strip_encrypted_reasoning_from_input(request_input) + assert request_input == [ + {"role": "user", "content": "first turn"}, + { + "type": "reasoning", + "summary": [{"type": "summary_text", "text": "thought about it"}], + }, + {"type": "message", "id": "msg_1", "role": "assistant", "content": "hi"}, + {"role": "user", "content": "second turn"}, + ] + + def test_keeps_string_form_summary_when_stripping(self): + wrapped = ResponsesAPIRequestUtils._wrap_encrypted_content_with_model_id("gAAAAA-blob", "deployment-a") + request_input = [ + {"type": "reasoning", "encrypted_content": wrapped, "summary": "plain string thought"}, + { + "type": "reasoning", + "encrypted_content": wrapped, + "content": [{"type": "output_text", "text": "in content"}], + }, + {"type": "reasoning", "encrypted_content": wrapped, "summary": "", "content": []}, + ] + ResponsesAPIRequestUtils.strip_encrypted_reasoning_from_input(request_input) + assert request_input == [ + {"type": "reasoning", "summary": "plain string thought"}, + {"type": "reasoning", "content": [{"type": "output_text", "text": "in content"}]}, + ] + + def test_leaves_input_untouched_when_no_encrypted_reasoning(self): + request_input = [ + {"role": "user", "content": "first turn"}, + {"type": "reasoning", "summary": [{"type": "summary_text", "text": "no blob here"}]}, + {"role": "user", "content": "second turn"}, + ] + before = [dict(item) for item in request_input] + ResponsesAPIRequestUtils.strip_encrypted_reasoning_from_input(request_input) + assert request_input == before + + +def _cross_group_request_kwargs(): + wrapped = ResponsesAPIRequestUtils._wrap_encrypted_content_with_model_id("gAAAAA-blob", "deployment-a") + return { + "litellm_metadata": {}, + "input": [ + {"role": "user", "content": "ZEBRA: why is the sky blue?"}, + { + "type": "reasoning", + "encrypted_content": wrapped, + "summary": [{"type": "summary_text", "text": "scattering"}], + }, + {"type": "message", "role": "assistant", "content": "Rayleigh scattering."}, + {"role": "user", "content": "KIWI: and sunsets?"}, + ], + } + + +@pytest.mark.asyncio +async def test_affinity_strips_encrypted_reasoning_when_routed_to_another_model_group(): + """ + An auto-router tier change (or a model switch with no boundary peer): the + routed pool holds no deployment of the origin's model group. The origin is + healthy, so a 503 would be wrong; the follow-up dispatches to the routed + pool with the origin's encrypted reasoning stripped and its summary kept. + """ + from litellm.router_utils.pre_call_checks.encrypted_content_affinity_check import ( + EncryptedContentAffinityCheck, + ) + + originating = _make_originating_mock(None, "key-a", model_name="gpt-reasoning-tier") + mock_router = _make_router_mock_with_cooldown( + originating, cooldown_entries=[], routed_group_model_ids=["deployment-b"] + ) + check = EncryptedContentAffinityCheck(router=mock_router) + routed_pool = [ + { + "model_info": {"id": "deployment-b"}, + "model_name": "gpt-simple-tier", + "litellm_params": { + "api_base": "https://gateway.example/v1", + "api_key": "key-b", + "model": "openai/gpt-5-nano", + }, + } + ] + request_kwargs = _cross_group_request_kwargs() + original_input = request_kwargs["input"] + + result = await check.async_filter_deployments( + model="gpt-simple-tier", + healthy_deployments=routed_pool, + messages=None, + request_kwargs=request_kwargs, + ) + + assert result is routed_pool + assert "_encrypted_content_affinity_pinned" not in request_kwargs + assert request_kwargs["litellm_metadata"]["encrypted_content_affinity_enabled"] is True + assert request_kwargs["input"] is original_input + assert [item.get("type") or item["role"] for item in original_input] == [ + "user", + "reasoning", + "message", + "user", + ] + assert original_input[1] == { + "type": "reasoning", + "summary": [{"type": "summary_text", "text": "scattering"}], + } + assert not any(isinstance(item, dict) and item.get("encrypted_content") for item in original_input) + + +@pytest.mark.asyncio +async def test_affinity_fails_fast_within_the_origins_own_group(): + """ + Negative class for the tier-change discriminator: the routed group IS the + origin's group (a same-group cooldown, not a tier change), so even with a + healthy non-origin sibling that cannot decrypt the content, the request + still fails fast and the encrypted reasoning is left intact rather than + stripped. Preserves the LIT-3051 cooldown contract. + """ + from litellm.exceptions import ServiceUnavailableError + from litellm.router_utils.pre_call_checks.encrypted_content_affinity_check import ( + EncryptedContentAffinityCheck, + ) + + originating = _make_originating_mock( + "https://account-a.openai.azure.com/", "key-a", model_name="gpt-reasoning-tier" + ) + mock_router = _make_router_mock_with_cooldown( + originating, cooldown_entries=[], routed_group_model_ids=["deployment-a", "deployment-a2"] + ) + check = EncryptedContentAffinityCheck(router=mock_router) + sibling_pool = [ + { + "model_info": {"id": "deployment-a2"}, + "model_name": "gpt-reasoning-tier", + "litellm_params": { + "api_base": "https://account-a2.openai.azure.com/", + "api_key": "key-a2", + "model": "azure/gpt-5.4", + }, + } + ] + request_kwargs = _cross_group_request_kwargs() + + with pytest.raises(ServiceUnavailableError): + await check.async_filter_deployments( + model="gpt-reasoning-tier", + healthy_deployments=sibling_pool, + messages=None, + request_kwargs=request_kwargs, + ) + + assert request_kwargs["input"][1].get("encrypted_content") + + +@pytest.mark.asyncio +async def test_affinity_does_not_strip_when_group_is_spelled_differently_but_same_by_id(): + """ + The discriminator must key on deployment-id membership, not on the model-group + name string. Here the origin's configured group is spelled ``openai/gpt-5.4-mini`` + while the routed group is the canonical ``gpt-5.4-mini``: same group, different + spelling. A name compare (``originating.model_name != model``) would read this as + a tier change and strip the reasoning it did not have to. Because the origin's id + is a member of the routed group, this is a same-group cooldown instead: the request + fails fast and the encrypted reasoning is left intact. + """ + from litellm.exceptions import ServiceUnavailableError + from litellm.router_utils.pre_call_checks.encrypted_content_affinity_check import ( + EncryptedContentAffinityCheck, + ) + + originating = _make_originating_mock(None, "key-a", model_name="openai/gpt-5.4-mini") + mock_router = _make_router_mock_with_cooldown( + originating, cooldown_entries=[], routed_group_model_ids=["deployment-mini-a", "deployment-mini-b"] + ) + check = EncryptedContentAffinityCheck(router=mock_router) + wrapped = ResponsesAPIRequestUtils._wrap_encrypted_content_with_model_id("gAAAAA-blob", "deployment-mini-a") + sibling_pool = [ + { + "model_info": {"id": "deployment-mini-b"}, + "model_name": "gpt-5.4-mini", + "litellm_params": { + "api_base": "https://gateway.example/v1", + "api_key": "key-b", + "model": "openai/gpt-5.4-mini", + }, + } + ] + request_kwargs = { + "litellm_metadata": {}, + "input": [ + {"role": "user", "content": "why is the sky blue?"}, + { + "type": "reasoning", + "encrypted_content": wrapped, + "summary": [{"type": "summary_text", "text": "scattering"}], + }, + {"role": "user", "content": "and sunsets?"}, + ], + } + + with pytest.raises(ServiceUnavailableError): + await check.async_filter_deployments( + model="gpt-5.4-mini", + healthy_deployments=sibling_pool, + messages=None, + request_kwargs=request_kwargs, + ) + + assert request_kwargs["input"][1].get("encrypted_content") + + +@pytest.mark.asyncio +async def test_affinity_honors_router_candidate_ids_for_team_and_pattern_routes(): + """ + The exact `model_name` index does not include team-public or pattern routes, so a + same-group cooldown reached only through one of those would be misread as a tier change + and stripped. The check asks the router for the candidate ids it resolves for the route + (`get_candidate_model_ids_for_route`), which covers those paths, rather than the bare + index. Here that set marks the origin as a candidate, so the request fails fast with its + reasoning intact, and the routed group and team are passed through to the router. + """ + from litellm.exceptions import ServiceUnavailableError + from litellm.router_utils.pre_call_checks.encrypted_content_affinity_check import ( + EncryptedContentAffinityCheck, + ) + + originating = _make_originating_mock(None, "key-a", model_name="model_name_teamA_uuid") + mock_router = _make_router_mock_with_cooldown( + originating, cooldown_entries=[], routed_group_model_ids=["deployment-team-a", "deployment-team-b"] + ) + check = EncryptedContentAffinityCheck(router=mock_router) + wrapped = ResponsesAPIRequestUtils._wrap_encrypted_content_with_model_id("gAAAAA-blob", "deployment-team-a") + sibling_pool = [ + { + "model_info": {"id": "deployment-team-b"}, + "model_name": "team-public-model", + "litellm_params": { + "api_base": "https://gateway.example/v1", + "api_key": "key-b", + "model": "openai/gpt-5.4-mini", + }, + } + ] + request_kwargs = { + "litellm_metadata": {"user_api_key_team_id": "teamA"}, + "input": [ + {"role": "user", "content": "why is the sky blue?"}, + { + "type": "reasoning", + "encrypted_content": wrapped, + "summary": [{"type": "summary_text", "text": "scattering"}], + }, + {"role": "user", "content": "and sunsets?"}, + ], + } + + with pytest.raises(ServiceUnavailableError): + await check.async_filter_deployments( + model="team-public-model", + healthy_deployments=sibling_pool, + messages=None, + request_kwargs=request_kwargs, + ) + + assert request_kwargs["input"][1].get("encrypted_content") + mock_router.get_candidate_model_ids_for_route.assert_called_once_with(model="team-public-model", team_id="teamA") diff --git a/tests/test_litellm/test_cost_calculator.py b/tests/test_litellm/test_cost_calculator.py index f8fa2231597..8f8a7640c08 100644 --- a/tests/test_litellm/test_cost_calculator.py +++ b/tests/test_litellm/test_cost_calculator.py @@ -3736,6 +3736,112 @@ def test_completion_cost_logs_reasoning_and_cache_breakdown(_local_model_cost_ma assert logging_obj.cost_breakdown["cache_read_cost"] == pytest.approx(100 * 3e-08) +def test_completion_cost_logs_the_rates_it_billed_at(monkeypatch): + """A caller reporting the cost lines beside their per-token rates reads both off this one call. + completion_cost infers the provider, and xai's inclusive tier thresholds put a request sitting + exactly on 200k at the tier rate, which a lookup made without that inferred provider would miss. + """ + from datetime import datetime + + from litellm.litellm_core_utils.litellm_logging import Logging + + monkeypatch.setitem( + litellm.model_cost, + "xai/tiered-model", + { + "input_cost_per_token": 3e-6, + "output_cost_per_token": 15e-6, + "cache_read_input_token_cost": 3e-7, + "input_cost_per_token_above_200k_tokens": 6e-6, + "output_cost_per_token_above_200k_tokens": 3e-5, + "cache_read_input_token_cost_above_200k_tokens": 6e-7, + "litellm_provider": "xai", + "mode": "chat", + }, + ) + logging_obj = Logging( + model="xai/tiered-model", + messages=[{"role": "user", "content": "Hello"}], + stream=False, + call_type="completion", + start_time=datetime.now(), + litellm_call_id="billed-rates", + function_id="f", + ) + usage = Usage( + prompt_tokens=200_000, + completion_tokens=1_000, + total_tokens=201_000, + prompt_tokens_details=PromptTokensDetailsWrapper(cached_tokens=100_000), + ) + + litellm.completion_cost( + completion_response=ModelResponse(model="xai/tiered-model", usage=usage), + model="xai/tiered-model", + custom_llm_provider=None, + litellm_logging_obj=logging_obj, + ) + + rates = logging_obj.billed_token_rates + assert rates is not None + assert rates.input_cost_per_token == pytest.approx(6e-6) + assert rates.cache_read_input_token_cost == pytest.approx(6e-7) + assert logging_obj.cost_breakdown["cache_read_cost"] == pytest.approx( + 100_000 * rates.cache_read_input_token_cost + ) + assert logging_obj.cost_breakdown["output_cost"] == pytest.approx(1_000 * rates.output_cost_per_token) + + +def test_completion_cost_logs_cache_and_reasoning_breakdown_for_custom_pricing(): + """ + A custom-priced deployment bills cache tokens at its custom cache rates, but the + breakdown stored for the spend logs carried no cache or reasoning lines for it. + """ + from datetime import datetime + + from litellm.litellm_core_utils.litellm_logging import Logging + from litellm.types.utils import CompletionTokensDetailsWrapper, CostPerToken + + logging_obj = Logging( + model="openai/onprem-model", + messages=[{"role": "user", "content": "Hello"}], + stream=False, + call_type="completion", + start_time=datetime.now(), + litellm_call_id="custom-pricing-breakdown", + function_id="f", + ) + response = ModelResponse( + model="openai/onprem-model", + usage=Usage( + prompt_tokens=1000, + completion_tokens=500, + total_tokens=1500, + prompt_tokens_details=PromptTokensDetailsWrapper(cached_tokens=800, cache_creation_tokens=100), + completion_tokens_details=CompletionTokensDetailsWrapper(reasoning_tokens=200), + ), + ) + + total = completion_cost( + completion_response=response, + model="openai/onprem-model", + custom_llm_provider="openai", + custom_cost_per_token=CostPerToken( + input_cost_per_token=1e-6, + output_cost_per_token=2e-6, + cache_read_input_token_cost=1e-7, + cache_creation_input_token_cost=1.25e-6, + ), + litellm_logging_obj=logging_obj, + ) + + assert logging_obj.cost_breakdown is not None + assert logging_obj.cost_breakdown["cache_read_cost"] == pytest.approx(800 * 1e-7) + assert logging_obj.cost_breakdown["cache_creation_cost"] == pytest.approx(100 * 1.25e-6) + assert logging_obj.cost_breakdown["reasoning_cost"] == pytest.approx(200 * 2e-6) + assert total == pytest.approx(100 * 1e-6 + 800 * 1e-7 + 100 * 1.25e-6 + 500 * 2e-6) + + def test_cost_per_token_per_second_pricing(monkeypatch): """ Models priced by duration (input/output_cost_per_second) with no per-token rates diff --git a/tests/test_litellm/test_router.py b/tests/test_litellm/test_router.py index 446785e6f5b..17f27bfec9c 100644 --- a/tests/test_litellm/test_router.py +++ b/tests/test_litellm/test_router.py @@ -14806,3 +14806,45 @@ def test_router_stays_quiet_when_a_deployment_drop_params_is_a_flag(value, caplo ) assert "is not a flag value" not in caplog.text + + +def test_get_candidate_model_ids_for_route_covers_model_name_and_pattern(): + """ + get_candidate_model_ids_for_route resolves a route the way the router does, so a + pre-call check can tell a genuine cross-group route from same-group unavailability. + A concrete model group returns its member ids; a wildcard/pattern deployment is + included for a concrete model it matches, which the bare model_name index misses. + Regression guard for the LIT-7195 tier-change discriminator's team/pattern gaps. + """ + router = Router( + model_list=[ + { + "model_name": "grp", + "litellm_params": {"model": "openai/gpt-4o", "api_key": "sk-a", "api_base": "https://x.invalid"}, + "model_info": {"id": "dep-a"}, + }, + { + "model_name": "grp", + "litellm_params": {"model": "openai/gpt-4o-mini", "api_key": "sk-b", "api_base": "https://x.invalid"}, + "model_info": {"id": "dep-b"}, + }, + { + "model_name": "openai/*", + "litellm_params": {"model": "openai/*", "api_key": "sk-c", "api_base": "https://x.invalid"}, + "model_info": {"id": "dep-wild"}, + }, + ] + ) + + assert router.get_candidate_model_ids_for_route(model="grp") == frozenset({"dep-a", "dep-b"}) + assert "dep-wild" in router.get_candidate_model_ids_for_route(model="openai/gpt-4o-some-new-model") + + +def test_deployment_ids_stringifies_ids_and_skips_entries_without_a_model_info_id(): + deployments = ( + {"model_info": {"id": "a"}}, + {"model_info": {"id": 2}}, + {"model_info": {}}, + {"no_model_info": True}, + ) + assert Router._deployment_ids(deployments) == frozenset({"a", "2"}) diff --git a/tests/test_litellm/test_utils.py b/tests/test_litellm/test_utils.py index fee5e3a2e4c..e42608c9904 100644 --- a/tests/test_litellm/test_utils.py +++ b/tests/test_litellm/test_utils.py @@ -2,10 +2,12 @@ import asyncio import json import logging import os +import threading from datetime import datetime, timedelta, timezone from typing import Final from unittest.mock import AsyncMock, MagicMock, patch +import httpx import pytest import respx from jsonschema import validate @@ -2382,6 +2384,28 @@ def test_register_model_with_scientific_notation(): _invalidate_model_cost_lowercase_map() +@respx.mock +def test_register_model_url_fetch_uses_single_attempt(monkeypatch): + monkeypatch.delenv("LITELLM_LOCAL_MODEL_COST_MAP", raising=False) + monkeypatch.setattr(litellm, "model_cost", dict(litellm.model_cost)) + before = dict(litellm.model_cost) + threads_before = {thread.name for thread in threading.enumerate()} + route = respx.get("https://example.invalid/custom_pricing.json").mock( + return_value=httpx.Response(503) + ) + + litellm.register_model(model_cost="https://example.invalid/custom_pricing.json") + + threads_after = {thread.name for thread in threading.enumerate()} + assert route.call_count == 1 + assert not (threads_after - threads_before) & {"litellm-model-cost-map-retry"} + assert not any( + thread.name == "litellm-model-cost-map-retry" and thread.is_alive() + for thread in threading.enumerate() + ) + assert litellm.model_cost.keys() >= before.keys() + + def test_register_model_openrouter_without_slash(): """ Test that register_model handles openrouter models without '/' in the name. diff --git a/ui/litellm-dashboard/src/components/PassThroughSettings/PassThroughEndpointsTable.test.tsx b/ui/litellm-dashboard/src/components/PassThroughSettings/PassThroughEndpointsTable.test.tsx index 040fa463f9c..af3f98b746b 100644 --- a/ui/litellm-dashboard/src/components/PassThroughSettings/PassThroughEndpointsTable.test.tsx +++ b/ui/litellm-dashboard/src/components/PassThroughSettings/PassThroughEndpointsTable.test.tsx @@ -89,6 +89,65 @@ describe("PassThroughEndpointsTable", () => { expect(onDeleteClick).toHaveBeenCalledWith("ep-1"); }); + it("should disable edit and delete for config-defined endpoints", async () => { + const user = userEvent.setup(); + const onEndpointClick = vi.fn(); + const onDeleteClick = vi.fn(); + const configEndpoint: passThroughItem = { + id: "ep-config", + path: "/from-config", + target: "https://config.example.com", + headers: {}, + is_from_config: true, + }; + render( + , + ); + + await user.click(screen.getByTestId("endpoint-actions-ep-config")); + const editItem = await screen.findByTestId("endpoint-action-edit"); + const deleteItem = await screen.findByTestId("endpoint-action-delete"); + + expect(editItem).toHaveAttribute("data-disabled"); + expect(deleteItem).toHaveAttribute("data-disabled"); + expect(screen.getByTestId("endpoint-config-hint")).toHaveTextContent( + "This endpoint is defined in the config file and cannot be edited or deleted on the dashboard.", + ); + + await user.click(editItem); + await user.click(deleteItem); + + expect(onEndpointClick).not.toHaveBeenCalled(); + expect(onDeleteClick).not.toHaveBeenCalled(); + }); + + it("should not show the config hint for DB endpoints", async () => { + const user = userEvent.setup(); + render(); + + await user.click(screen.getByTestId("endpoint-actions-ep-1")); + await screen.findByTestId("endpoint-action-delete"); + expect(screen.queryByTestId("endpoint-config-hint")).not.toBeInTheDocument(); + }); + + it("should label endpoint source as Config or DB", () => { + const configEndpoint: passThroughItem = { + id: "ep-config", + path: "/from-config", + target: "https://config.example.com", + headers: {}, + is_from_config: true, + }; + render(); + expect(screen.getByText("Config")).toBeInTheDocument(); + expect(screen.getAllByText("DB")).toHaveLength(2); + }); + it("should disable edit and delete for endpoints without an id", async () => { const user = userEvent.setup(); const onEndpointClick = vi.fn(); diff --git a/ui/litellm-dashboard/src/components/PassThroughSettings/PassThroughEndpointsTableColumns.tsx b/ui/litellm-dashboard/src/components/PassThroughSettings/PassThroughEndpointsTableColumns.tsx index d22b274861a..5b18685a140 100644 --- a/ui/litellm-dashboard/src/components/PassThroughSettings/PassThroughEndpointsTableColumns.tsx +++ b/ui/litellm-dashboard/src/components/PassThroughSettings/PassThroughEndpointsTableColumns.tsx @@ -18,6 +18,9 @@ import { cn } from "@/lib/cva.config"; import type { passThroughItem } from "./PassThroughSettings"; +const CONFIG_ENDPOINT_HINT = + "This endpoint is defined in the config file and cannot be edited or deleted on the dashboard."; + function HeaderWithTooltip({ title, tooltip }: { title: string; tooltip: string }) { return (
@@ -73,6 +76,7 @@ interface EndpointRowActionsProps { function EndpointRowActions({ endpoint, onEndpointClick, onDeleteClick }: EndpointRowActionsProps) { const endpointId = endpoint.id; + const isFromConfig = endpoint.is_from_config ?? false; return ( endpointId && onEndpointClick(endpointId)} + disabled={isFromConfig || !endpointId} + onClick={() => !isFromConfig && endpointId && onEndpointClick(endpointId)} > Edit @@ -95,12 +99,17 @@ function EndpointRowActions({ endpoint, onEndpointClick, onDeleteClick }: Endpoi endpointId && onDeleteClick(endpointId)} + disabled={isFromConfig || !endpointId} + onClick={() => !isFromConfig && endpointId && onDeleteClick(endpointId)} > Delete + {isFromConfig && ( +
+ {CONFIG_ENDPOINT_HINT} +
+ )}
); @@ -124,7 +133,9 @@ export const getPassThroughEndpointsTableColumns = ({ enableSorting: false, cell: ({ row }) => { const endpointId = row.original.id; - if (!endpointId) return ; + if (!endpointId || row.original.is_from_config) { + return ; + } return ( { + const isFromConfig = row.original.is_from_config ?? false; + return ; + }, + }, { id: "path", accessorKey: "path", diff --git a/ui/litellm-dashboard/src/components/PassThroughSettings/PassThroughSettings.tsx b/ui/litellm-dashboard/src/components/PassThroughSettings/PassThroughSettings.tsx index 2dc6fdbd32c..8ef2766d412 100644 --- a/ui/litellm-dashboard/src/components/PassThroughSettings/PassThroughSettings.tsx +++ b/ui/litellm-dashboard/src/components/PassThroughSettings/PassThroughSettings.tsx @@ -1,4 +1,13 @@ import React, { useState, useEffect } from "react"; +import { + AlertDialog, + AlertDialogCancel, + AlertDialogContent, + AlertDialogDescription, + AlertDialogFooter, + AlertDialogHeader, + AlertDialogTitle, +} from "@/components/ui/alert-dialog"; import { Button } from "@/components/ui/button"; import { deletePassThroughEndpointsCall, getPassThroughEndpointsCall } from "../networking"; import AddPassThroughEndpoint from "../add_pass_through"; @@ -25,6 +34,7 @@ export interface passThroughItem { methods?: string[]; guardrails?: Record; default_query_params?: Record; + is_from_config?: boolean; } const PassThroughSettings: React.FC = ({ accessToken, userRole, userID, premiumUser }) => { @@ -133,42 +143,22 @@ const PassThroughSettings: React.FC = ({ accessToken, onDeleteClick={handleDelete} /> - {isDeleteModalOpen && ( -
-
- - - - -
-
-
-
-

Delete Pass-Through Endpoint

-
-

- Are you sure you want to delete this pass-through endpoint? This action cannot be undone. -

-
-
-
-
-
- - -
-
-
-
- )} + !open && cancelDelete()}> + + + Delete Pass-Through Endpoint + + Are you sure you want to delete this pass-through endpoint? This action cannot be undone. + + + + Cancel + + + +
); }; diff --git a/ui/litellm-dashboard/src/components/add_model/ClassificationMethodConfig.tsx b/ui/litellm-dashboard/src/components/add_model/ClassificationMethodConfig.tsx index 111eeebe5a3..594c6d022ce 100644 --- a/ui/litellm-dashboard/src/components/add_model/ClassificationMethodConfig.tsx +++ b/ui/litellm-dashboard/src/components/add_model/ClassificationMethodConfig.tsx @@ -17,6 +17,7 @@ import ClassifierReasoningEffortSelect from "./ClassifierReasoningEffortSelect"; import ClassifierCircuitBreakerConfig from "./ClassifierCircuitBreakerConfig"; import ClassifierVisionConfig from "./ClassifierVisionConfig"; import type { ReasoningEffort } from "./complexity_router_tiers"; +import { nonReasoningTierFields } from "./nonReasoningTierFields"; import { useComplexityScorerDefaults } from "@/app/(dashboard)/hooks/autoRouter/useComplexityScorerDefaults"; import { ClassificationFrequency, @@ -288,6 +289,7 @@ const ClassificationMethodConfig: React.FC = ({ : undefined, hybrid_boundary_margin: classifierType === "hybrid" ? value.hybrid_boundary_margin ?? DEFAULT_HYBRID_BOUNDARY_MARGIN : undefined, + ...nonReasoningTierFields(classifierType, value), }; onChange(nextValue); }; diff --git a/ui/litellm-dashboard/src/components/add_model/ComplexityRouterConfig.test.tsx b/ui/litellm-dashboard/src/components/add_model/ComplexityRouterConfig.test.tsx index f9a6321dac9..43f32f5bce1 100644 --- a/ui/litellm-dashboard/src/components/add_model/ComplexityRouterConfig.test.tsx +++ b/ui/litellm-dashboard/src/components/add_model/ComplexityRouterConfig.test.tsx @@ -102,7 +102,7 @@ describe("ComplexityRouterConfig", () => { renderWithProviders(); await user.click(screen.getByText("Advanced: Response Format")); - await user.click(screen.getByRole("switch")); + await user.click(screen.getByRole("switch", { name: "Return raw model name" })); expect(onChange).toHaveBeenCalledWith({ ...defaultValue, @@ -495,7 +495,7 @@ describe("ComplexityRouterConfig", () => { />, ); fireEvent.click(screen.getByText("Advanced: Keyword/Semantic Matching")); - await user.click(screen.getByRole("switch")); + await user.click(screen.getByRole("switch", { name: "Semantic keyword matching" })); expect(onSemanticMatchingEnabledChange).toHaveBeenCalledWith(true, expect.anything()); }); diff --git a/ui/litellm-dashboard/src/components/add_model/ComplexityRouterConfig.tsx b/ui/litellm-dashboard/src/components/add_model/ComplexityRouterConfig.tsx index de80e714e66..97d6739aa22 100644 --- a/ui/litellm-dashboard/src/components/add_model/ComplexityRouterConfig.tsx +++ b/ui/litellm-dashboard/src/components/add_model/ComplexityRouterConfig.tsx @@ -5,6 +5,8 @@ import { ChevronRight, Info, Plus, Trash2, X } from "lucide-react"; import { Switch } from "@/components/ui/switch"; import { AffinityControls } from "./AffinityControls"; +import NonReasoningTierToggle from "./NonReasoningTierToggle"; +import TierConfigIntro from "./TierConfigIntro"; import TierRowSelect from "./TierRowSelect"; import { ModalityRoutingControls } from "./ModalityRoutingControls"; import { Card, CardContent } from "@/components/ui/card"; @@ -20,6 +22,7 @@ import { MAX_TIER_COUNT, MAX_TIER_DEFINITION_CHARS, MAX_TIER_NAME_CHARS, + ALL_BUILT_IN_TIERS, MIN_TIER_COUNT, TIER_ORDER, activeTierName, @@ -76,11 +79,13 @@ export const DEFAULT_CLASSIFICATION_MODE: ClassificationMode = "every_request"; */ export type ClassificationFrequency = ClassificationMode | "session"; +/** NON_REASONING is optional: a router that never enabled it stores no such key. */ export type ComplexityTiers = { SIMPLE: string[]; MEDIUM: string[]; COMPLEX: string[]; REASONING: string[]; + NON_REASONING?: string[]; }; export type ClassificationRubric = "legacy" | "agentic" | "chat" | "business"; @@ -196,34 +201,10 @@ const defaultModelPlaceholderFor = (derivedDefaultModel: string | undefined, isC }; const builtInTierInfo = (rowId: string): { label: string; description: string; examples: string } | undefined => { - const builtIn = TIER_ORDER.find((tier) => tier === rowId); + const builtIn = ALL_BUILT_IN_TIERS.find((tier) => tier === rowId); return builtIn ? TIER_DESCRIPTIONS[builtIn] : undefined; }; -const tierConfigIntroText = (value: ComplexityRouterConfigValue): string => { - if (value.classifier_type === "heuristic_v2") { - return "The complexity router classifies each request with a calibrated local four-tier model (no API calls). Configure which model(s) handle each tier."; - } - if (heuristicScoringRole(value) === "never") { - return "The complexity router classifies each request with your classifier model and routes it to that tier. Configure which model(s) handle each tier."; - } - return "The complexity router automatically classifies requests by complexity using rule-based scoring (no API calls, <1ms latency). Configure which model(s) handle each tier."; -}; - -const TierConfigIntro: React.FC<{ value: ComplexityRouterConfigValue }> = ({ value }) => ( - <> - {tierConfigIntroText(value)} - - - {restrictedBy(value, "displayNames")?.reason ?? - "Rename a tier to use your own vocabulary in the dashboard and your spend logs. Renaming doesn't change how requests are classified, and callers never see these names."} - {!value.custom_tier_set && - usesLlmClassifier(value.classifier_type) && - " Your classifier model reads these names, so clearer ones can sharpen its choices."} - - -); - const TierSetToolbar: React.FC<{ editing: boolean; isCustomSet: boolean; @@ -379,6 +360,8 @@ export type ComplexityTierLabels = Partial export interface ComplexityRouterConfigValue { tiers: ComplexityTiers; + /** Opt into the NON_REASONING tier below SIMPLE; off keeps the four-tier ladder. */ + enable_non_reasoning_tier?: boolean; custom_tier_set?: CustomTierSet; tier_labels?: ComplexityTierLabels; /** An explicit pin. Unset means the default tracks the tiers - see resolveComplexityDefaultModel. */ @@ -500,6 +483,11 @@ export const TIER_DESCRIPTIONS: Record< keyof ComplexityTiers, { label: string; description: string; examples: string } > = { + NON_REASONING: { + label: "Non-reasoning", + description: "Operational relay work: passing information along with no judgment about it", + examples: '"Reformat this tool output", "Acknowledge the write succeeded"', + }, SIMPLE: { label: "Simple", description: "Basic questions, greetings, simple factual queries", @@ -536,7 +524,7 @@ export const DEFAULT_HYBRID_BOUNDARY_MARGIN = 0.03; * Tiers the heuristic_first threshold may name. The top tier is excluded because it would short * circuit every request and leave the classifier unreachable, which the backend rejects. */ -export const HEURISTIC_FIRST_MAX_TIER_KEYS = TIER_KEYS.slice(0, -1); +export const HEURISTIC_FIRST_MAX_TIER_KEYS = TIER_ORDER.slice(0, -1); const PlanModeOverrideControls: React.FC<{ value: ComplexityRouterConfigValue; @@ -668,6 +656,10 @@ const ComplexityRouterConfig: React.FC = ({ + {!customTierSet && ( + + )} + {tierRows.map((row, index) => { const tierInfo = builtInTierInfo(row.id); const label = tierRowLabel(row, value.tier_labels); diff --git a/ui/litellm-dashboard/src/components/add_model/KeywordTierRules.tsx b/ui/litellm-dashboard/src/components/add_model/KeywordTierRules.tsx index c8529e02139..47f6d89aed3 100644 --- a/ui/litellm-dashboard/src/components/add_model/KeywordTierRules.tsx +++ b/ui/litellm-dashboard/src/components/add_model/KeywordTierRules.tsx @@ -9,7 +9,7 @@ import React from "react"; import { emptyKeywordTierRuleIndexes } from "./complexity_router_keywords"; import { tierOptions } from "./complexity_router_tiers"; -export type ComplexityTier = "SIMPLE" | "MEDIUM" | "COMPLEX" | "REASONING"; +export type ComplexityTier = "NON_REASONING" | "SIMPLE" | "MEDIUM" | "COMPLEX" | "REASONING"; export interface KeywordTierRule { id: string; diff --git a/ui/litellm-dashboard/src/components/add_model/NonReasoningTierToggle.tsx b/ui/litellm-dashboard/src/components/add_model/NonReasoningTierToggle.tsx new file mode 100644 index 00000000000..5ca0d5517af --- /dev/null +++ b/ui/litellm-dashboard/src/components/add_model/NonReasoningTierToggle.tsx @@ -0,0 +1,49 @@ +import React from "react"; + +import { Separator } from "@/components/ui/separator"; +import { Switch } from "@/components/ui/switch"; + +import type { ComplexityRouterConfigValue } from "./ComplexityRouterConfig"; + +const NonReasoningTierToggle: React.FC<{ + value: ComplexityRouterConfigValue; + onChange: (value: ComplexityRouterConfigValue) => void; + available: boolean; +}> = ({ value, onChange, available }) => { + const handleToggle = (enabled: boolean): void => { + const { NON_REASONING: existingPool, ...keptTiers } = value.tiers; + // Turning it off must also release the plan-mode floor, which the backend rejects while it + // names an inactive tier. An orphaned keyword rule is left for the save gate to name. + const next: ComplexityRouterConfigValue = enabled + ? { ...value, enable_non_reasoning_tier: true, tiers: { ...keptTiers, NON_REASONING: existingPool ?? [] } } + : { + ...value, + enable_non_reasoning_tier: undefined, + tiers: keptTiers, + plan_mode_min_tier: value.plan_mode_min_tier === "NON_REASONING" ? undefined : value.plan_mode_min_tier, + }; + onChange(next); + }; + + return ( + <> +
+ + Add a non-reasoning tier +
+ + Adds NON_REASONING below Simple, for operational agent traffic that relays or reformats information rather than + reasoning about it. Escalation still moves up out of it when a request needs more. + {!available && " Requires the LLM classification method."} + + + + ); +}; + +export default NonReasoningTierToggle; diff --git a/ui/litellm-dashboard/src/components/add_model/TierConfigIntro.tsx b/ui/litellm-dashboard/src/components/add_model/TierConfigIntro.tsx new file mode 100644 index 00000000000..4b14307dda5 --- /dev/null +++ b/ui/litellm-dashboard/src/components/add_model/TierConfigIntro.tsx @@ -0,0 +1,30 @@ +import React from "react"; + +import { type ComplexityRouterConfigValue, heuristicScoringRole, usesLlmClassifier } from "./ComplexityRouterConfig"; +import { restrictedBy } from "./TierRestrictions"; + +const tierConfigIntroText = (value: ComplexityRouterConfigValue): string => { + if (value.classifier_type === "heuristic_v2") { + return "The complexity router classifies each request with a calibrated local four-tier model (no API calls). Configure which model(s) handle each tier."; + } + if (heuristicScoringRole(value) === "never") { + return "The complexity router classifies each request with your classifier model and routes it to that tier. Configure which model(s) handle each tier."; + } + return "The complexity router automatically classifies requests by complexity using rule-based scoring (no API calls, <1ms latency). Configure which model(s) handle each tier."; +}; + +const TierConfigIntro: React.FC<{ value: ComplexityRouterConfigValue }> = ({ value }) => ( + <> + {tierConfigIntroText(value)} + + + {restrictedBy(value, "displayNames")?.reason ?? + "Rename a tier to use your own vocabulary in the dashboard and your spend logs. Renaming doesn't change how requests are classified, and callers never see these names."} + {!value.custom_tier_set && + usesLlmClassifier(value.classifier_type) && + " Your classifier model reads these names, so clearer ones can sharpen its choices."} + + +); + +export default TierConfigIntro; diff --git a/ui/litellm-dashboard/src/components/add_model/add_auto_router_tab.tsx b/ui/litellm-dashboard/src/components/add_model/add_auto_router_tab.tsx index cf65a093dfb..d7c4a671317 100644 --- a/ui/litellm-dashboard/src/components/add_model/add_auto_router_tab.tsx +++ b/ui/litellm-dashboard/src/components/add_model/add_auto_router_tab.tsx @@ -377,6 +377,7 @@ const AddAutoRouterTab: React.FC = ({ const complexityRouterConfigParams: BuildComplexityRouterConfigParams = { tiers: complexityRouterConfig.tiers, + enableNonReasoningTier: complexityRouterConfig.enable_non_reasoning_tier, customTierSet: complexityRouterConfig.custom_tier_set, defaultModel: complexityRouterConfig.default_model, planModeMinTier: complexityRouterConfig.plan_mode_min_tier, diff --git a/ui/litellm-dashboard/src/components/add_model/build_complexity_router_config.ts b/ui/litellm-dashboard/src/components/add_model/build_complexity_router_config.ts index d04d48198a8..5b53941bc10 100644 --- a/ui/litellm-dashboard/src/components/add_model/build_complexity_router_config.ts +++ b/ui/litellm-dashboard/src/components/add_model/build_complexity_router_config.ts @@ -128,6 +128,7 @@ const scorerKnobPayload = ({ export interface BuildComplexityRouterConfigParams { tiers: ComplexityTiers; + enableNonReasoningTier?: boolean; customTierSet?: CustomTierSet; defaultModel: string | undefined; planModeMinTier: string | undefined; @@ -190,6 +191,7 @@ export interface TierDefinitionPayload { export interface ComplexityRouterConfigPayload { tiers: ComplexityTiers | Record; + enable_non_reasoning_tier?: boolean; tier_definitions?: TierDefinitionPayload[]; fallback_tier?: string; default_model?: string; @@ -383,6 +385,26 @@ export const customTierWireFields = ( }; }; +/** The built-in tier pools and the opt-in flag, read back from a stored config. `tiers` is + * rewritten wholesale on save, so a stored tier this misses is deleted by any unrelated edit. */ +export const hydrateBuiltInTiers = ( + storedTiers: Partial> | undefined, + storedFlag: boolean | undefined, +): { tiers: ComplexityTiers; enable_non_reasoning_tier: boolean } => { + const nonReasoning: string[] = normalizeTierModels(storedTiers?.NON_REASONING); + const enable_non_reasoning_tier: boolean = storedFlag === true || nonReasoning.length > 0; + return { + enable_non_reasoning_tier, + tiers: { + SIMPLE: normalizeTierModels(storedTiers?.SIMPLE), + MEDIUM: normalizeTierModels(storedTiers?.MEDIUM), + COMPLEX: normalizeTierModels(storedTiers?.COMPLEX), + REASONING: normalizeTierModels(storedTiers?.REASONING), + ...(enable_non_reasoning_tier && { NON_REASONING: nonReasoning }), + }, + }; +}; + // plan_mode_min_tier rides the strip list because the base payload carries it as a row id; // customTierWireFields re-emits it as the row's name, and an unresolvable floor stays off. const CUSTOM_TIER_STRIPPED_KEYS: readonly string[] = [...CUSTOM_TIER_OMITTED_KEYS, "plan_mode_min_tier"]; @@ -471,6 +493,7 @@ const classifierWireFields = ( export const buildComplexityRouterConfig = ({ tiers, + enableNonReasoningTier, customTierSet, defaultModel, planModeMinTier, @@ -548,6 +571,8 @@ export const buildComplexityRouterConfig = ({ const payload: ComplexityRouterConfigPayload = { tiers, + // The backend rejects the flag beside a custom tier set. + ...(!customTierSet && enableNonReasoningTier && { enable_non_reasoning_tier: true }), ...(serializedTierModelConfigs && { tier_model_configs: serializedTierModelConfigs }), ...(defaultModel?.trim() && { default_model: defaultModel }), ...(planModeMinTier?.trim() && { plan_mode_min_tier: planModeMinTier }), diff --git a/ui/litellm-dashboard/src/components/add_model/complexity_router_tiers.ts b/ui/litellm-dashboard/src/components/add_model/complexity_router_tiers.ts index eb58c94b789..3fec63518e5 100644 --- a/ui/litellm-dashboard/src/components/add_model/complexity_router_tiers.ts +++ b/ui/litellm-dashboard/src/components/add_model/complexity_router_tiers.ts @@ -1,6 +1,6 @@ import type { ComplexityTier } from "./KeywordTierRules"; import type { ModelGroup } from "@/components/llm_calls/fetch_models"; -import { TIER_ORDER } from "./tier_rows"; +import { ALL_BUILT_IN_TIERS, TIER_ORDER } from "./tier_rows"; export type TierModelParams = Record; @@ -145,13 +145,14 @@ export const pruneTierModelParams = ( }; export const DEFAULT_TIER_LABELS: Record = { + NON_REASONING: "Non-reasoning", SIMPLE: "Simple", MEDIUM: "Medium", COMPLEX: "Complex", REASONING: "Reasoning", }; -const isBuiltInTier = (tier: string): tier is ComplexityTier => (TIER_ORDER as string[]).includes(tier); +const isBuiltInTier = (tier: string): tier is ComplexityTier => (ALL_BUILT_IN_TIERS as string[]).includes(tier); const builtInTierLabel = ( tierLabels: Partial> | undefined, @@ -164,7 +165,7 @@ export const tierRowLabel = ( row: { id: string; name: string }, tierLabels?: Partial>, ): string => { - const builtIn = TIER_ORDER.find((tier) => tier === row.id); + const builtIn = ALL_BUILT_IN_TIERS.find((tier) => tier === row.id); const named = row.name.trim(); if (!builtIn || named !== builtIn) return named || "New"; return builtInTierLabel(tierLabels, builtIn); diff --git a/ui/litellm-dashboard/src/components/add_model/nonReasoningTierFields.test.ts b/ui/litellm-dashboard/src/components/add_model/nonReasoningTierFields.test.ts new file mode 100644 index 00000000000..c09c859ac27 --- /dev/null +++ b/ui/litellm-dashboard/src/components/add_model/nonReasoningTierFields.test.ts @@ -0,0 +1,71 @@ +import { describe, expect, it } from "vitest"; + +import type { ComplexityRouterConfigValue } from "./ComplexityRouterConfig"; +import { nonReasoningTierFields } from "./nonReasoningTierFields"; + +const enabledValue: ComplexityRouterConfigValue = { + classifier_type: "llm", + enable_non_reasoning_tier: true, + tiers: { + NON_REASONING: ["relay-cheap"], + SIMPLE: ["gpt-4o-mini"], + MEDIUM: ["gpt-4o"], + COMPLEX: ["sonnet"], + REASONING: ["opus"], + }, +}; + +describe("nonReasoningTierFields", () => { + it("keeps the tier and its pool while the classifier stays LLM", () => { + expect(nonReasoningTierFields("llm", enabledValue)).toEqual({ + enable_non_reasoning_tier: true, + tiers: enabledValue.tiers, + }); + }); + + it.each(["heuristic", "heuristic_v2", "heuristic_first", "hybrid"] as const)( + "clears the flag and the tier when the classifier becomes %s", + (classifierType) => { + // Leaving the flag set under a classifier that cannot emit the tier is a config the backend + // refuses, and the switch is disabled there, so the operator could never undo it. + const cleared = nonReasoningTierFields(classifierType, enabledValue); + expect(cleared.enable_non_reasoning_tier).toBeUndefined(); + expect(cleared.tiers).not.toHaveProperty("NON_REASONING"); + }, + ); + + it("leaves the other tiers untouched when it clears", () => { + const { NON_REASONING: _dropped, ...expectedTiers } = enabledValue.tiers; + expect(nonReasoningTierFields("heuristic", enabledValue).tiers).toEqual(expectedTiers); + }); + + it("is a no-op for a router that never enabled the tier", () => { + const fourTier: ComplexityRouterConfigValue = { + classifier_type: "heuristic", + tiers: { SIMPLE: ["gpt-4o-mini"], MEDIUM: ["gpt-4o"], COMPLEX: ["sonnet"], REASONING: ["opus"] }, + }; + expect(nonReasoningTierFields("heuristic", fourTier)).toEqual({ + enable_non_reasoning_tier: undefined, + tiers: fourTier.tiers, + }); + }); +}); + +describe("stale references to the cleared tier", () => { + const withFloorOnTierZero: ComplexityRouterConfigValue = { ...enabledValue, plan_mode_min_tier: "NON_REASONING" }; + + it("releases a plan-mode floor pointing at the tier it just cleared", () => { + // The backend rejects a floor naming an inactive tier, and the switch is disabled once the + // classifier changes, so a floor left behind is a config the operator cannot save or undo. + expect(nonReasoningTierFields("heuristic", withFloorOnTierZero).plan_mode_min_tier).toBeUndefined(); + }); + + it("leaves a floor on another tier alone", () => { + const floorOnComplex: ComplexityRouterConfigValue = { ...enabledValue, plan_mode_min_tier: "COMPLEX" }; + expect(nonReasoningTierFields("heuristic", floorOnComplex).plan_mode_min_tier).toBe("COMPLEX"); + }); + + it("keeps the floor while the classifier can still emit the tier", () => { + expect(nonReasoningTierFields("llm", withFloorOnTierZero).plan_mode_min_tier).toBe("NON_REASONING"); + }); +}); diff --git a/ui/litellm-dashboard/src/components/add_model/nonReasoningTierFields.ts b/ui/litellm-dashboard/src/components/add_model/nonReasoningTierFields.ts new file mode 100644 index 00000000000..92a665a199c --- /dev/null +++ b/ui/litellm-dashboard/src/components/add_model/nonReasoningTierFields.ts @@ -0,0 +1,28 @@ +import type { ClassifierType, ComplexityRouterConfigValue } from "./ComplexityRouterConfig"; + +const NON_REASONING = "NON_REASONING"; + +/** The NON_REASONING keys a classifier switch carries forward, or clears for a classifier that + * cannot emit the tier. Leaving them set there is a config the backend refuses on save. The floor + * goes with them: it is rejected on save while it names an inactive tier, and the switch is + * disabled once the classifier changes, so the operator could not clear it themselves. + * An orphaned keyword rule is left for getKeywordTierRulesError to name, matching how a removed + * custom tier already behaves. */ +export const nonReasoningTierFields = ( + classifierType: ClassifierType, + value: ComplexityRouterConfigValue, +): Pick => { + if (classifierType === "llm") { + return { + enable_non_reasoning_tier: value.enable_non_reasoning_tier, + tiers: value.tiers, + plan_mode_min_tier: value.plan_mode_min_tier, + }; + } + const { [NON_REASONING]: _cleared, ...tiers } = value.tiers; + return { + enable_non_reasoning_tier: undefined, + tiers, + plan_mode_min_tier: value.plan_mode_min_tier === NON_REASONING ? undefined : value.plan_mode_min_tier, + }; +}; diff --git a/ui/litellm-dashboard/src/components/add_model/tier_rows.test.ts b/ui/litellm-dashboard/src/components/add_model/tier_rows.test.ts index df50f116f60..872e8850d91 100644 --- a/ui/litellm-dashboard/src/components/add_model/tier_rows.test.ts +++ b/ui/litellm-dashboard/src/components/add_model/tier_rows.test.ts @@ -168,3 +168,41 @@ describe("tierParamsByRowId", () => { expect(tierParamsByRowId(undefined, rows)).toBeUndefined(); }); }); + +describe("the opt-in non-reasoning tier", () => { + const withTierZero = { SIMPLE: ["a"], MEDIUM: ["b"], COMPLEX: ["c"], REASONING: ["d"], NON_REASONING: ["cheap"] }; + + it("renders no fifth row while the toggle is off", () => { + // The regression for every existing router: the tier exists in the type, and the form must + // still show the four rows it always showed. + expect(activeTierRows({ tiers: withTierZero }).map((row) => row.id)).toEqual([ + "SIMPLE", + "MEDIUM", + "COMPLEX", + "REASONING", + ]); + }); + + it("renders it first, as tier 0, when enabled", () => { + const rows = activeTierRows({ tiers: withTierZero, enable_non_reasoning_tier: true }); + expect(rows.map((row) => row.id)).toEqual(["NON_REASONING", "SIMPLE", "MEDIUM", "COMPLEX", "REASONING"]); + expect(rows[0].models).toEqual(["cheap"]); + }); + + it("renders an enabled tier with no models as an empty row rather than crashing", () => { + const emptyTierZeroRow: ActiveTierRow = { + id: "NON_REASONING", + name: "NON_REASONING", + definition: "", + models: [], + params: {}, + }; + const rows = activeTierRows({ tiers, enable_non_reasoning_tier: true }); + expect(rows[0]).toEqual(emptyTierZeroRow); + }); + + it("counts as a built-in name either way, so a custom set cannot claim the name", () => { + expect(isBuiltInTierName("NON_REASONING")).toBe(true); + expect(isBuiltInTierName("non_reasoning")).toBe(true); + }); +}); diff --git a/ui/litellm-dashboard/src/components/add_model/tier_rows.ts b/ui/litellm-dashboard/src/components/add_model/tier_rows.ts index d2cec15d75b..3111c7a2bb3 100644 --- a/ui/litellm-dashboard/src/components/add_model/tier_rows.ts +++ b/ui/litellm-dashboard/src/components/add_model/tier_rows.ts @@ -4,6 +4,12 @@ import type { TierModelParams, TierModelParamsByTier } from "./complexity_router export const TIER_ORDER: ComplexityTier[] = ["SIMPLE", "MEDIUM", "COMPLEX", "REASONING"]; +export const ALL_BUILT_IN_TIERS: ComplexityTier[] = ["NON_REASONING", ...TIER_ORDER]; + +/** The ladder one router renders, ascending; NON_REASONING appears only when enabled. */ +export const tierOrderFor = (enableNonReasoningTier: boolean | undefined): ComplexityTier[] => + enableNonReasoningTier ? ALL_BUILT_IN_TIERS : TIER_ORDER; + export interface TierRow { id: string; name: string; @@ -27,6 +33,7 @@ export const MAX_TIER_DEFINITION_CHARS = 500; export interface ActiveTierSet { tiers: ComplexityTiers; + enable_non_reasoning_tier?: boolean; custom_tier_set?: CustomTierSet; tier_model_params?: TierModelParamsByTier; } @@ -39,7 +46,8 @@ export const activeTierName = (row: TierRow): string => row.name.trim(); export const sameTierIdentity = (left: string, right: string): boolean => left.trim().toLowerCase() === right.trim().toLowerCase(); -export const isBuiltInTierName = (name: string): boolean => TIER_ORDER.some((tier) => sameTierIdentity(tier, name)); +export const isBuiltInTierName = (name: string): boolean => + ALL_BUILT_IN_TIERS.some((tier) => sameTierIdentity(tier, name)); const builtInRow = (tier: keyof ComplexityTiers, tiers: ComplexityTiers): TierRow => ({ id: tier, @@ -51,7 +59,9 @@ const builtInRow = (tier: keyof ComplexityTiers, tiers: ComplexityTiers): TierRo // The only reader of the tier set. Built-in rows carry the canonical tier key as their id, so every // pointer into the set is a row id in both modes and nothing downstream branches on the mode. export const activeTierRows = (value: ActiveTierSet): ActiveTierRow[] => { - const rows = value.custom_tier_set?.tiers ?? TIER_ORDER.map((tier) => builtInRow(tier, value.tiers)); + const rows = + value.custom_tier_set?.tiers ?? + tierOrderFor(value.enable_non_reasoning_tier).map((tier) => builtInRow(tier, value.tiers)); return rows.map((row) => ({ ...row, params: value.tier_model_params?.[row.id] ?? {} })); }; diff --git a/ui/litellm-dashboard/src/components/add_model/tier_set_actions.ts b/ui/litellm-dashboard/src/components/add_model/tier_set_actions.ts index c8254b6bff9..f737e0fdff6 100644 --- a/ui/litellm-dashboard/src/components/add_model/tier_set_actions.ts +++ b/ui/litellm-dashboard/src/components/add_model/tier_set_actions.ts @@ -4,11 +4,12 @@ import { pruneTierModelParams } from "./complexity_router_tiers"; import { type ActiveTierRow, type TierRow, - TIER_ORDER, + ALL_BUILT_IN_TIERS, activeTierName, activeTierRows, rowParamsByTier, sameTierIdentity, + tierOrderFor, tierRowById, tierRowByName, } from "./tier_rows"; @@ -74,13 +75,13 @@ const rulesFollowingRows = ( // Models and params both come from these rows, so the two cannot be keyed differently. const exitToBuiltInTiers = (value: ComplexityRouterConfigValue, rows: readonly ActiveTierRow[]) => { const { custom_tier_set: _dropped, ...rest } = value; - const builtInRows: ActiveTierRow[] = TIER_ORDER.map( + const builtInRows: ActiveTierRow[] = tierOrderFor(value.enable_non_reasoning_tier).map( (tier) => tierRowById(rows, tier) ?? { id: tier, name: tier, definition: "", - models: value.tiers[tier], + models: value.tiers[tier] ?? [], params: value.tier_model_params?.[tier] ?? {}, }, ); @@ -121,7 +122,7 @@ const nextTierSetValue = ( case "remove": { const removed = tierRowById(rows, action.id); const snapshot = - removed && (TIER_ORDER as string[]).includes(action.id) + removed && (ALL_BUILT_IN_TIERS as string[]).includes(action.id) ? { ...value, tiers: { ...value.tiers, [action.id]: removed.models } } : value; return commitTierRows( diff --git a/ui/litellm-dashboard/src/components/edit_auto_router/build_updated_complexity_router_config.test.ts b/ui/litellm-dashboard/src/components/edit_auto_router/build_updated_complexity_router_config.test.ts index 4a57e9d5e13..3899361cd17 100644 --- a/ui/litellm-dashboard/src/components/edit_auto_router/build_updated_complexity_router_config.test.ts +++ b/ui/litellm-dashboard/src/components/edit_auto_router/build_updated_complexity_router_config.test.ts @@ -647,6 +647,10 @@ describe("managed keys survive an untouched open-and-save", () => { "stall_escalation_repeat_threshold", ]); + // The opt-in fifth tier requires the LLM classifier, which this heuristic_first fixture is not, + // so it gets its own round trip below. + const KEYS_ANOTHER_TIER_LADDER_OWNS = new Set(["enable_non_reasoning_tier"]); + it("carries every managed key a built-in router can hold through hydrate then save", () => { const hydrated = hydrateComplexityRouterConfig(STORED_ALL_MANAGED, undefined); const saved = buildUpdatedComplexityRouterConfig(STORED_ALL_MANAGED, hydrated); @@ -654,10 +658,55 @@ describe("managed keys survive an untouched open-and-save", () => { const dropped = [...MANAGED_COMPLEXITY_ROUTER_KEYS] .filter((key) => !KEYS_ANOTHER_CLASSIFIER_TYPE_OWNS.has(key)) .filter((key) => !KEYS_ANOTHER_CLASSIFICATION_FREQUENCY_OWNS.has(key)) + .filter((key) => !KEYS_ANOTHER_TIER_LADDER_OWNS.has(key)) .filter((key) => saved[key] === undefined); expect(dropped).toEqual([]); }); + it("carries an enabled non-reasoning tier and its models through their own round trip", () => { + // `tiers` is rewritten wholesale on save, so this is the regression that matters: opening an + // enabled router and saving an unrelated edit must not delete the tier or its pool. + const stored: Record = { + ...STORED_ALL_MANAGED, + classifier_type: "llm", + classifier_llm_config: { model: "haiku-classifier" }, + heuristic_first_max_tier: undefined, + enable_non_reasoning_tier: true, + tiers: { ...(STORED_ALL_MANAGED.tiers as object), NON_REASONING: ["gpt-4o-mini"] }, + }; + const hydrated = hydrateComplexityRouterConfig(stored, undefined); + const saved = buildUpdatedComplexityRouterConfig(stored, hydrated); + + expect(saved.enable_non_reasoning_tier).toBe(true); + expect((saved.tiers as Record).NON_REASONING).toEqual(["gpt-4o-mini"]); + }); + + it("keeps a stored non-reasoning tier when the stored config never wrote the flag", () => { + // A hand-written config that names the tier: the flag is inferred from the stored pool, so an + // edit made for an unrelated reason cannot silently turn the tier off. + const stored: Record = { + ...STORED_ALL_MANAGED, + classifier_type: "llm", + classifier_llm_config: { model: "haiku-classifier" }, + heuristic_first_max_tier: undefined, + tiers: { ...(STORED_ALL_MANAGED.tiers as object), NON_REASONING: ["gpt-4o-mini"] }, + }; + const saved = buildUpdatedComplexityRouterConfig(stored, hydrateComplexityRouterConfig(stored, undefined)); + + expect(saved.enable_non_reasoning_tier).toBe(true); + expect((saved.tiers as Record).NON_REASONING).toEqual(["gpt-4o-mini"]); + }); + + it("leaves the tier and its flag out of a saved config that never had it on", () => { + const saved = buildUpdatedComplexityRouterConfig( + STORED_ALL_MANAGED, + hydrateComplexityRouterConfig(STORED_ALL_MANAGED, undefined), + ); + + expect(saved).not.toHaveProperty("enable_non_reasoning_tier"); + expect(saved.tiers).not.toHaveProperty("NON_REASONING"); + }); + it("carries the stall-escalation keys through their own round trip", () => { const stored: Record = { ...STORED_ALL_MANAGED, diff --git a/ui/litellm-dashboard/src/components/edit_auto_router/edit_auto_router_modal.tsx b/ui/litellm-dashboard/src/components/edit_auto_router/edit_auto_router_modal.tsx index b23040ab80c..8a62e86e842 100644 --- a/ui/litellm-dashboard/src/components/edit_auto_router/edit_auto_router_modal.tsx +++ b/ui/litellm-dashboard/src/components/edit_auto_router/edit_auto_router_modal.tsx @@ -14,7 +14,7 @@ import ModelChoiceCombobox, { type ModelChoice } from "../add_model/ModelChoiceC import { modelAvailableCall, modelPatchUpdateCall, validateAutoRouterConfig } from "../networking"; import { fetchAvailableModels, ModelGroup } from "@/components/llm_calls/fetch_models"; import RouterConfigBuilder from "../add_model/RouterConfigBuilder"; -import { hydrateTierModelParams, normalizeTierModels } from "../add_model/complexity_router_tiers"; +import { hydrateTierModelParams } from "../add_model/complexity_router_tiers"; import { type ActiveTierSet, CUSTOM_TIER_OMITTED_KEYS, @@ -34,6 +34,7 @@ import { getSemanticConfigError, getPlanModeTierError, getTierLabelsError, + hydrateBuiltInTiers, hydrateCustomTierSet, hydratePlanModeMinTier, hydrateTierLabels, @@ -93,6 +94,7 @@ interface EditAutoRouterModalProps { * hydrators validate themselves stay `unknown`; the ones assigned straight through carry their type. */ export interface StoredComplexityRouterConfig { tiers?: Partial>; + enable_non_reasoning_tier?: boolean; tier_model_configs?: unknown; default_model?: string | null; plan_mode_min_tier?: unknown; @@ -138,18 +140,14 @@ export const hydrateComplexityRouterConfig = ( parsedConfig: StoredComplexityRouterConfig, complexityRouterDefaultModel: string | null | undefined, ): ComplexityRouterConfigValue => { - const hydratedTiers: ComplexityTiers = { - SIMPLE: normalizeTierModels(parsedConfig.tiers?.SIMPLE), - MEDIUM: normalizeTierModels(parsedConfig.tiers?.MEDIUM), - COMPLEX: normalizeTierModels(parsedConfig.tiers?.COMPLEX), - REASONING: normalizeTierModels(parsedConfig.tiers?.REASONING), - }; - + const builtIn = hydrateBuiltInTiers(parsedConfig.tiers, parsedConfig.enable_non_reasoning_tier); + const { tiers: hydratedTiers, enable_non_reasoning_tier } = builtIn; const custom_tier_set = hydrateCustomTierSet(parsedConfig); - const activeTiers = { tiers: hydratedTiers, custom_tier_set }; + const activeTiers = { ...builtIn, custom_tier_set }; return { tiers: hydratedTiers, + enable_non_reasoning_tier, custom_tier_set, tier_model_params: tierParamsByRowId( hydrateTierModelParams(parsedConfig.tiers, parsedConfig.tier_model_configs), @@ -238,6 +236,7 @@ export const hydrateComplexityRouterConfig = ( export const MANAGED_COMPLEXITY_ROUTER_KEYS = new Set([ "tiers", + "enable_non_reasoning_tier", "tier_definitions", "fallback_tier", "tier_model_configs", @@ -344,6 +343,7 @@ export const buildUpdatedComplexityRouterConfig = ( const builderParams: BuildComplexityRouterConfigParams = { tiers: value.tiers, + enableNonReasoningTier: value.enable_non_reasoning_tier, customTierSet: value.custom_tier_set, defaultModel: value.default_model, planModeMinTier: value.plan_mode_min_tier, diff --git a/ui/litellm-dashboard/src/components/price_data_reload.test.tsx b/ui/litellm-dashboard/src/components/price_data_reload.test.tsx index 01381df1620..4828d557053 100644 --- a/ui/litellm-dashboard/src/components/price_data_reload.test.tsx +++ b/ui/litellm-dashboard/src/components/price_data_reload.test.tsx @@ -32,8 +32,16 @@ const remoteSource = { url: "https://pricing.example.test/model_prices.json", is_env_forced: false, fallback_reason: null, + loaded_at: null, + source_revision: null, + etag: null, model_count: 1234, }; +const provenance = { + loaded_at: "2026-09-07T10:00:00Z", + source_revision: "4273ec544726bf255ea920533e209e6022653bb4", + etag: 'W/"eb8e9a53f4cc284b"', +}; describe("PriceDataReload", () => { beforeEach(() => { @@ -51,6 +59,43 @@ describe("PriceDataReload", () => { expect(screen.getByText("No periodic reload scheduled")).toBeInTheDocument(); }); + it("shows which revision of the cost map is loaded when the source reports one", async () => { + vi.mocked(getModelCostMapSource).mockResolvedValue({ ...remoteSource, ...provenance } as never); + render(); + + expect(await screen.findByText("Source revision:")).toBeInTheDocument(); + expect(screen.getByText("4273ec544726")).toBeInTheDocument(); + expect(screen.getByText("ETag:")).toBeInTheDocument(); + expect(screen.getByText('W/"eb8e9a53f4cc284b"')).toBeInTheDocument(); + expect(screen.getByText("Loaded at:")).toBeInTheDocument(); + expect(screen.getByText(/worker that answered this request/)).toBeInTheDocument(); + expect(screen.getByText(/Last run time is the latest reload any worker recorded/)).toBeInTheDocument(); + expect(screen.getByText(new Date(provenance.loaded_at).toLocaleString())).toBeInTheDocument(); + }); + + it("shows a malformed loaded_at as-is instead of Invalid Date", async () => { + vi.mocked(getModelCostMapSource).mockResolvedValue({ + ...remoteSource, + ...provenance, + loaded_at: "yesterday-ish", + } as never); + render(); + + expect(await screen.findByText("Loaded at:")).toBeInTheDocument(); + expect(screen.getByText("yesterday-ish")).toBeInTheDocument(); + expect(screen.queryByText("Invalid Date")).not.toBeInTheDocument(); + }); + + it("hides the provenance rows when the loaded map carries no stamp", async () => { + render(); + + expect(await screen.findByText("Pricing Data Source")).toBeInTheDocument(); + expect(screen.queryByText("Source revision:")).not.toBeInTheDocument(); + expect(screen.queryByText("ETag:")).not.toBeInTheDocument(); + expect(screen.queryByText("Loaded at:")).not.toBeInTheDocument(); + expect(screen.queryByText(/worker that answered this request/)).not.toBeInTheDocument(); + }); + it("confirms an immediate reload and refreshes dependent data", async () => { const user = userEvent.setup(); const onReloadSuccess = vi.fn(); diff --git a/ui/litellm-dashboard/src/components/price_data_reload.tsx b/ui/litellm-dashboard/src/components/price_data_reload.tsx index 1c6801eede2..bd2fb6721e0 100644 --- a/ui/litellm-dashboard/src/components/price_data_reload.tsx +++ b/ui/litellm-dashboard/src/components/price_data_reload.tsx @@ -49,9 +49,16 @@ interface CostMapSourceInfo { url: string | null; is_env_forced: boolean; fallback_reason: string | null; + loaded_at: string | null; + source_revision: string | null; + etag: string | null; model_count: number; } +const SHORT_REVISION_LENGTH = 12; + +const shortRevision = (revision: string) => revision.slice(0, SHORT_REVISION_LENGTH); + const EMPTY_RELOAD_STATUS: ReloadStatus = { scheduled: false, interval_hours: null, @@ -89,6 +96,55 @@ const isValidReloadInterval = (value: number) => { return value >= 1 && value <= 168; }; +const formatDateTime = (dateTimeString: string | null) => { + if (!dateTimeString) return "Never"; + const parsed = new Date(dateTimeString); + return Number.isNaN(parsed.getTime()) ? dateTimeString : parsed.toLocaleString(); +}; + +const CostMapProvenanceRows: React.FC<{ sourceInfo: CostMapSourceInfo }> = ({ sourceInfo }) => ( + <> + {sourceInfo.source_revision && ( +
+ Source revision: + + }> + {shortRevision(sourceInfo.source_revision)} + + {sourceInfo.source_revision} + +
+ )} + + {sourceInfo.etag && ( +
+ ETag: + + }>{sourceInfo.etag} + {sourceInfo.etag} + +
+ )} + + {sourceInfo.loaded_at && ( +
+ Loaded at: + {formatDateTime(sourceInfo.loaded_at)} +
+ )} + + {sourceInfo.loaded_at && ( +
+ + + Reported by the worker that answered this request. Other workers pick up a reload on their next poll, and the + Last run time is the latest reload any worker recorded + +
+ )} + +); + const PriceDataReload: React.FC = ({ accessToken, onReloadSuccess, @@ -227,15 +283,6 @@ const PriceDataReload: React.FC = ({ } }; - const formatDateTime = (dateTimeString: string | null) => { - if (!dateTimeString) return "Never"; - try { - return new Date(dateTimeString).toLocaleString(); - } catch { - return dateTimeString; - } - }; - const getStatusText = () => { if (!reloadStatus?.scheduled) return "Not scheduled"; if (!reloadStatus.last_run) return "Ready"; @@ -334,6 +381,8 @@ const PriceDataReload: React.FC = ({ )} + + {sourceInfo.is_env_forced && (
diff --git a/ui/litellm-dashboard/src/lib/autorouter_presets.test.ts b/ui/litellm-dashboard/src/lib/autorouter_presets.test.ts index 5d1c7f73c71..8a5f83adbdf 100644 --- a/ui/litellm-dashboard/src/lib/autorouter_presets.test.ts +++ b/ui/litellm-dashboard/src/lib/autorouter_presets.test.ts @@ -149,13 +149,12 @@ describe("autorouter_presets", () => { ); }); - // Opus serves both tiers, so the effort is all that separates them and losing it fails silently. - it("pins the anthropic preset's reasoning tier to Opus at high thinking", () => { + it("pins the anthropic preset's reasoning tier to Fable 5.1 at high thinking", () => { const config = getPresetByKey("anthropic_family")!.complexity_router_config; expect(config.tiers.COMPLEX).toEqual(["claude-opus-5"]); - expect(config.tiers.REASONING).toEqual(["claude-opus-5"]); + expect(config.tiers.REASONING).toEqual(["claude-fable-5-1"]); expect(config.tier_model_configs).toEqual({ - REASONING: [{ model_name: "claude-opus-5", litellm_params: { reasoning_effort: "high" } }], + REASONING: [{ model_name: "claude-fable-5-1", litellm_params: { reasoning_effort: "high" } }], }); }); @@ -214,7 +213,7 @@ describe("autorouter_presets", () => { const preset = getPresetByKey("anthropic_family")!; const prefill = buildPresetPrefill(preset.complexity_router_config, groupsOnly(getRequiredModelsInPreset(preset))); expect(prefill.complexityRouterConfig.tier_model_params).toEqual({ - REASONING: { "claude-opus-5": { reasoning_effort: "high" } }, + REASONING: { "claude-fable-5-1": { reasoning_effort: "high" } }, }); }); @@ -227,21 +226,21 @@ describe("autorouter_presets", () => { }); }); - it("pins the OpenAI preset to the Luna, Terra, and Sol progression", () => { + it("pins the OpenAI preset to the Luna, Terra, Sol, and Astra progression", () => { const preset = getPresetByKey("openai_family")!; const expectedTiers = { SIMPLE: ["gpt-5.6-luna"], MEDIUM: ["gpt-5.6-terra"], COMPLEX: ["gpt-5.6-sol"], - REASONING: ["gpt-5.6-sol"], + REASONING: ["gpt-6-astra"], }; expect(preset.complexity_router_config.tiers).toEqual(expectedTiers); expect(preset.complexity_router_config.tier_model_configs).toEqual({ - REASONING: [{ model_name: "gpt-5.6-sol", litellm_params: { reasoning_effort: "xhigh" } }], + REASONING: [{ model_name: "gpt-6-astra", litellm_params: { reasoning_effort: "xhigh" } }], }); const prefill = buildPresetPrefill(preset.complexity_router_config, groupsOnly(getRequiredModelsInPreset(preset))); expect(prefill.complexityRouterConfig.tier_model_params).toEqual({ - REASONING: { "gpt-5.6-sol": { reasoning_effort: "xhigh" } }, + REASONING: { "gpt-6-astra": { reasoning_effort: "xhigh" } }, }); }); diff --git a/ui/litellm-dashboard/src/lib/http/schema.d.ts b/ui/litellm-dashboard/src/lib/http/schema.d.ts index cf486b4d612..0f0c1fc9af4 100644 --- a/ui/litellm-dashboard/src/lib/http/schema.d.ts +++ b/ui/litellm-dashboard/src/lib/http/schema.d.ts @@ -3318,11 +3318,14 @@ export interface paths { * - model: Model name (e.g., "gpt-4", "claude-3-opus") * - input_tokens: Expected input tokens per request * - output_tokens: Expected output tokens per request + * - cache_read_input_tokens: Cache-read tokens per request, counted within input_tokens (optional) + * - cache_creation_input_tokens: Cache-write tokens per request, counted within input_tokens (optional) + * - reasoning_tokens: Reasoning tokens per request, counted within output_tokens (optional) * - 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) + * - Per-request costs (input, output, margin, plus the cache-read, cache-write and reasoning shares) * - Daily costs (if num_requests_per_day provided) * - Monthly costs (if num_requests_per_month provided) * @@ -3331,7 +3334,9 @@ export interface paths { * { * "model": "gpt-4", * "input_tokens": 1000, + * "cache_read_input_tokens": 800, * "output_tokens": 500, + * "reasoning_tokens": 200, * "num_requests_per_day": 100, * "num_requests_per_month": 3000 * } @@ -8542,6 +8547,50 @@ export interface paths { patch?: never; trace?: never; }; + "/mcp/proxy": { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + /** + * Proxy Mcp Route + * @description Serve the fixed three-tool MCP proxy surface. + */ + get: operations["proxy_mcp_route_mcp_proxy_get"]; + /** + * Proxy Mcp Route + * @description Serve the fixed three-tool MCP proxy surface. + */ + put: operations["proxy_mcp_route_mcp_proxy_put"]; + /** + * Proxy Mcp Route + * @description Serve the fixed three-tool MCP proxy surface. + */ + post: operations["proxy_mcp_route_mcp_proxy_post"]; + /** + * Proxy Mcp Route + * @description Serve the fixed three-tool MCP proxy surface. + */ + delete: operations["proxy_mcp_route_mcp_proxy_delete"]; + /** + * Proxy Mcp Route + * @description Serve the fixed three-tool MCP proxy surface. + */ + options: operations["proxy_mcp_route_mcp_proxy_options"]; + /** + * Proxy Mcp Route + * @description Serve the fixed three-tool MCP proxy surface. + */ + head: operations["proxy_mcp_route_mcp_proxy_head"]; + /** + * Proxy Mcp Route + * @description Serve the fixed three-tool MCP proxy surface. + */ + patch: operations["proxy_mcp_route_mcp_proxy_patch"]; + trace?: never; + }; "/memory-usage-in-mem-cache": { parameters: { query?: never; @@ -8701,6 +8750,9 @@ export interface paths { * - 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) + * - loaded_at: when this pod last loaded the map + * - source_revision: git blob id of the loaded file, what git rev-parse : prints for it + * - etag: the ETag of the remote fetch (null for the bundled backup) * - model_count: number of models in the currently loaded cost map */ get: operations["get_model_cost_map_source_model_cost_map_source_get"]; @@ -25579,7 +25631,7 @@ export interface components { * @description Complexity tiers for routing decisions. * @enum {string} */ - ComplexityTier: "SIMPLE" | "MEDIUM" | "COMPLEX" | "REASONING"; + ComplexityTier: "NON_REASONING" | "SIMPLE" | "MEDIUM" | "COMPLEX" | "REASONING"; /** ComplexityTierModel */ ComplexityTierModel: { /** Litellm Params */ @@ -26421,6 +26473,18 @@ export interface components { * @description Request body for /cost/estimate endpoint. */ CostEstimateRequest: { + /** + * Cache Creation Input Tokens + * @description Input tokens written to the prompt cache; counted within input_tokens + * @default 0 + */ + cache_creation_input_tokens: number; + /** + * Cache Read Input Tokens + * @description Input tokens read from the prompt cache; counted within input_tokens + * @default 0 + */ + cache_read_input_tokens: number; /** * Input Tokens * @description Expected input tokens per request @@ -26446,17 +26510,65 @@ export interface components { * @description Expected output tokens per request */ output_tokens: number; + /** + * Reasoning Tokens + * @description Reasoning tokens the model emits; counted within output_tokens + * @default 0 + */ + reasoning_tokens: number; }; /** * CostEstimateResponse * @description Response body for /cost/estimate endpoint. */ CostEstimateResponse: { + /** + * Cache Creation Cost Per Request + * @description Cache-write share of input_cost_per_request + * @default 0 + */ + cache_creation_cost_per_request: number; + /** + * Cache Creation Input Token Cost + * @description Rate billed per cache-write token + */ + cache_creation_input_token_cost?: number | null; + /** + * Cache Creation Input Tokens + * @default 0 + */ + cache_creation_input_tokens: number; + /** + * Cache Read Cost Per Request + * @description Cache-read share of input_cost_per_request + * @default 0 + */ + cache_read_cost_per_request: number; + /** + * Cache Read Input Token Cost + * @description Rate billed per cache-read token + */ + cache_read_input_token_cost?: number | null; + /** + * Cache Read Input Tokens + * @default 0 + */ + cache_read_input_tokens: number; /** * Cost Per Request * @description Total cost per request (includes margin) */ cost_per_request: number; + /** + * Daily Cache Creation Cost + * @description Cache-write share of daily_input_cost + */ + daily_cache_creation_cost?: number | null; + /** + * Daily Cache Read Cost + * @description Cache-read share of daily_input_cost + */ + daily_cache_read_cost?: number | null; /** * Daily Cost * @description Total daily cost (includes margin) @@ -26477,12 +26589,20 @@ export interface components { * @description Daily output token cost */ daily_output_cost?: number | null; + /** + * Daily Reasoning Cost + * @description Reasoning share of daily_output_cost + */ + daily_reasoning_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 + * @description Rate billed per input token + */ input_cost_per_token?: number | null; /** Input Tokens */ input_tokens: number; @@ -26494,6 +26614,16 @@ export interface components { margin_cost_per_request: number; /** Model */ model: string; + /** + * Monthly Cache Creation Cost + * @description Cache-write share of monthly_input_cost + */ + monthly_cache_creation_cost?: number | null; + /** + * Monthly Cache Read Cost + * @description Cache-read share of monthly_input_cost + */ + monthly_cache_read_cost?: number | null; /** * Monthly Cost * @description Total monthly cost (includes margin) @@ -26514,21 +26644,45 @@ export interface components { * @description Monthly output token cost */ monthly_output_cost?: number | null; + /** + * Monthly Reasoning Cost + * @description Reasoning share of monthly_output_cost + */ + monthly_reasoning_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 Reasoning Token + * @description Rate billed per reasoning token + */ + output_cost_per_reasoning_token?: 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 + * @description Rate billed per output token + */ output_cost_per_token?: number | null; /** Output Tokens */ output_tokens: number; /** Provider */ provider?: string | null; + /** + * Reasoning Cost Per Request + * @description Reasoning share of output_cost_per_request + * @default 0 + */ + reasoning_cost_per_request: number; + /** + * Reasoning Tokens + * @default 0 + */ + reasoning_tokens: number; }; /** CreateCredentialItem */ CreateCredentialItem: { @@ -34956,6 +35110,12 @@ export interface components { * @default true */ enable_context_window_escalation: boolean; + /** + * Enable Non Reasoning Tier + * @description Add NON_REASONING as a fifth built-in tier below SIMPLE, for operational agent traffic that relays or reformats information rather than reasoning about it. Off by default: turning it on adds a rung to this router's ladder, a bullet to the LLM classifier's rubric, and a value the classifier may return, all of which move tier decisions and spend on an already-deployed router. Requires an LLM classifier or a custom classifier plugin, since the heuristic scorers cannot produce the tier, and a model in `tiers` under the NON_REASONING key. Escalation still walks up from it, and it is never the savings baseline or a `heuristic_v2` prediction. + * @default false + */ + enable_non_reasoning_tier: boolean; /** * Escalation Keywords * @description Case-sensitive phrases a user can include to force a bump to the next-higher complexity tier when they aren't satisfied with results (they can force a stronger model, but not choose which one). Defaults to ['LITELLM ESCALATE'] when unset; set to an empty list to disable. @@ -37227,7 +37387,7 @@ export interface components { TierDefinition: { /** * Description - * @description What belongs in this tier; rendered as this tier's bullet in the classifier rubric. Required unless the name is a built-in tier (SIMPLE/MEDIUM/COMPLEX/REASONING), which inherits the built-in criteria when omitted + * @description What belongs in this tier; rendered as this tier's bullet in the classifier rubric. Required unless the name is a built-in tier (NON_REASONING, SIMPLE, MEDIUM, COMPLEX, REASONING), which inherits the built-in criteria when omitted */ description?: string | null; /** @@ -50977,6 +51137,146 @@ export interface operations { }; }; }; + proxy_mcp_route_mcp_proxy_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; + }; + }; + }; + }; + proxy_mcp_route_mcp_proxy_put: { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + requestBody?: never; + responses: { + /** @description Successful Response */ + 200: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": unknown; + }; + }; + }; + }; + proxy_mcp_route_mcp_proxy_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; + }; + }; + }; + }; + proxy_mcp_route_mcp_proxy_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; + }; + }; + }; + }; + proxy_mcp_route_mcp_proxy_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; + }; + }; + }; + }; + proxy_mcp_route_mcp_proxy_head: { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + requestBody?: never; + responses: { + /** @description Successful Response */ + 200: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": unknown; + }; + }; + }; + }; + proxy_mcp_route_mcp_proxy_patch: { + 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_memory_usage_in_mem_cache_get: { parameters: { query?: never; diff --git a/ui/litellm-dashboard/tsconfig.tsbuildinfo b/ui/litellm-dashboard/tsconfig.tsbuildinfo index 38e28e4f476..1036720c31e 100644 --- a/ui/litellm-dashboard/tsconfig.tsbuildinfo +++ b/ui/litellm-dashboard/tsconfig.tsbuildinfo @@ -1 +1 @@ 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Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":3755,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":4094,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":4354,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":4619,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":4691,"length":12,"messageText":"Parameter 'defaultModel' implicitly has an 'any' type.","category":1,"code":7006},{"start":4905,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304}]],[1997,[{"start":507,"length":10,"code":2739,"category":1,"messageText":"Type '{ tiers: { SIMPLE: string[]; MEDIUM: string[]; COMPLEX: string[]; REASONING: string[]; }; tierLabels: undefined; classifierType: \"heuristic\"; classifierLlmConfig: undefined; classifierContextWindowSize: undefined; ... 15 more ...; returnRawModelName: false; }' is missing the following properties from type 'BuildComplexityRouterConfigParams': defaultModel, planModeMinTier, heuristicFirstMaxTier","canonicalHead":{"code":2322,"messageText":"Type '{ tiers: { SIMPLE: string[]; MEDIUM: string[]; COMPLEX: string[]; REASONING: string[]; }; tierLabels: undefined; classifierType: \"heuristic\"; classifierLlmConfig: undefined; classifierContextWindowSize: undefined; ... 15 more ...; returnRawModelName: false; }' is not assignable to type 'BuildComplexityRouterConfigParams'."}},{"start":1221,"length":8,"messageText":"Cannot find name 'describe'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":1271,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":1435,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":1639,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":1863,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":1956,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":2147,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":2204,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":2450,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":2543,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":2803,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":2851,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":2950,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":3246,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":3309,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":3756,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":3815,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":3883,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":4294,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":4361,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":4434,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":4780,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":4847,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":4920,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":5311,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":5375,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":5830,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":6087,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":6150,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":6217,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":6637,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":6694,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":6768,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":6820,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":7266,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":7328,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":7380,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":7437,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":7542,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":7604,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":7664,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":8384,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":8584,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":8908,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":8953,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":9006,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":9064,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":9123,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":9277,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":9340,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":9541,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":9594,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":9805,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":9859,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":10014,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":10072,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":10382,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":10422,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":10496,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":10549,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":10604,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":10949,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":10989,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":11051,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":11116,"length":8,"messageText":"Cannot find name 'describe'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":11159,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":11223,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":11307,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":11380,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":11548,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":11636,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":11824,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":11960,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":12133,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":12200,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":12328,"length":8,"messageText":"Cannot find name 'describe'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":12450,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":12533,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":12683,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":12748,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":12918,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":13006,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":13177,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":13260,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":13418,"length":8,"messageText":"Cannot find name 'describe'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":13465,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":13530,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":13797,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":13890,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":14140,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":14214,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":14399,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":14588,"length":6,"messageText":"Parameter '_label' implicitly has an 'any' type.","category":1,"code":7006},{"start":14596,"length":8,"messageText":"Parameter 'keywords' implicitly has an 'any' type.","category":1,"code":7006},{"start":14615,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":14868,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":14943,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":14957,"length":24,"messageText":"Expected 2 arguments, but got 1.","category":1,"code":2554,"relatedInformation":[{"file":"./src/components/add_model/build_complexity_router_config.ts","start":8516,"length":24,"messageText":"An argument for 'rows' was not provided.","category":3,"code":6210}]},{"start":15302,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":15391,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":15546,"length":8,"messageText":"Cannot find name 'describe'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":15790,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":15972,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":16051,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":16277,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":16357,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":16616,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":16700,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":16826,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":16912,"length":8,"messageText":"Cannot find name 'describe'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":17147,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":17556,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":17654,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":17737,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":18067,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":18148,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":18220,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":18371,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":18528,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":18614,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":18713,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":18956,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":19113,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":19480,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":19571,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":19966,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":20052,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":20165,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":20267,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":20442,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":20597,"length":8,"messageText":"Cannot find name 'describe'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":20631,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":20710,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":20796,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":21092,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":21145,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":21377,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":21457,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":21555,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":21763,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":21818,"length":8,"messageText":"Cannot find name 'describe'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":21859,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":21905,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":21964,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":22116,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":22176,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":22265,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":22359,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":22458,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":22552,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":22631,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":22722,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":22794,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":22886,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":22977,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":23049,"length":8,"messageText":"Cannot find name 'describe'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":23089,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":23160,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":23223,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":23265,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":23389,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":23559,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":23638,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":23688,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":23760,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":23830,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":23886,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":23951,"length":8,"messageText":"Cannot find name 'describe'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":24432,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":24575,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":24633,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":24698,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":24735,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":24824,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":24927,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":25035,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":25140,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":25249,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":25414,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":25584,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":25744,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":25806,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":25882,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":26055,"length":8,"messageText":"Cannot find name 'describe'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":26100,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":26292,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":26358,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":26496,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":26556,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":26747,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":26815,"length":8,"messageText":"Cannot find name 'describe'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":26955,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":27005,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":27116,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":27172,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":27282,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":27383,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":27506,"length":8,"messageText":"Cannot find name 'describe'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":27574,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":27656,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":27755,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":28006,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":28047,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":28208,"length":8,"messageText":"Cannot find name 'describe'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":28254,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":28340,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":28427,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":28523,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":28676,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":28729,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":28882,"length":8,"messageText":"Cannot find name 'describe'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":28987,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":29049,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":29159,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":29237,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":29415,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":29520,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":29700,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":29805,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":29952,"length":8,"messageText":"Cannot find name 'describe'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":30345,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":30464,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":30524,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":30589,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":30771,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":30865,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":30924,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":30987,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":31054,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":31330,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304}]],[1998,[{"start":196,"length":8,"messageText":"Cannot find name 'describe'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":238,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":501,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":595,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":679,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":786,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":890,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":976,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":1134,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":1208,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":1349,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":1425,"length":8,"messageText":"Cannot find name 'describe'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":1463,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":1587,"length":12,"messageText":"Parameter 'systemPrompt' implicitly has an 'any' type.","category":1,"code":7006},{"start":1601,"length":8,"messageText":"Parameter 'expected' implicitly has an 'any' type.","category":1,"code":7006},{"start":1620,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":1707,"length":8,"messageText":"Cannot find name 'describe'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":1746,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":1823,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":1920,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":2040,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":2116,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304}]],[2039,[{"start":2106,"length":8,"messageText":"Cannot find name 'describe'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":2163,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":2357,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":2427,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":2615,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":2687,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":2905,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":2970,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":3155,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":3235,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":3411,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":3485,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":3799,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304}]],[2043,[{"start":1600,"length":17,"code":2322,"category":1,"messageText":{"messageText":"Type '{ budget_limit: number; time_period: string; } | { max_budget: number; budget_duration: string; }' is not assignable to type 'ModelBudgetConfig'.","category":1,"code":2322,"next":[{"messageText":"Type '{ max_budget: number; budget_duration: string; }' is missing the following properties from type 'ModelBudgetConfig': budget_limit, time_period","category":1,"code":2739,"canonicalHead":{"code":2322,"messageText":"Type '{ max_budget: number; budget_duration: string; }' is not assignable to type 'ModelBudgetConfig'."}}]}},{"start":2144,"length":12,"code":2322,"category":1,"messageText":{"messageText":"Type 'string | number' is not assignable to type 'number'.","category":1,"code":2322,"next":[{"messageText":"Type 'string' is not assignable to type 'number'.","category":1,"code":2322}]},"relatedInformation":[{"file":"./src/components/key_team_helpers/modelmaxbudgeteditor.tsx","start":506,"length":12,"messageText":"The expected type comes from property 'budget_limit' which is declared here on type 'ModelBudgetConfig'","category":3,"code":6500}]},{"start":2388,"length":12,"code":2322,"category":1,"messageText":"Type 'string' is not assignable to type 'number'.","relatedInformation":[{"file":"./src/components/key_team_helpers/modelmaxbudgeteditor.tsx","start":506,"length":12,"messageText":"The expected type comes from property 'budget_limit' which is declared here on type 'ModelBudgetConfig'","category":3,"code":6500}]},{"start":3742,"length":8,"code":2739,"category":1,"messageText":"Type '{ max_budget: number; 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Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":366,"length":9,"messageText":"Cannot find name 'afterEach'.","category":1,"code":2304},{"start":417,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":500,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":569,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":702,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":944,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":1191,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":1266,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":1353,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":1621,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":1713,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":1981,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":2069,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":2260,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":2354,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":2467,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":2569,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":2908,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":2988,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":3401,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":3480,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":3592,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":3750,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304}]],[3076,[{"start":5828,"length":11,"code":2322,"category":1,"messageText":"Type 'null' is not assignable to type 'string | undefined'."}]],[3173,[{"start":2696,"length":5,"code":2339,"category":1,"messageText":"Property 'value' does not exist on type 'HTMLElement'."},{"start":2826,"length":5,"code":2339,"category":1,"messageText":"Property 'value' does not exist on type 'HTMLElement'."},{"start":3842,"length":5,"code":2339,"category":1,"messageText":"Property 'value' does not exist on type 'HTMLElement'."}]],[3182,[{"start":10763,"length":423,"code":2352,"category":1,"messageText":{"messageText":"Conversion of type '{ status: \"healthy\"; last_health_check: string; health_check_error: null; teams: { team_id: string; }[]; allowed_tools: string[]; has_user_credential: true; approval_status: \"approved\"; submitted_by: string; ... 47 more ...; env_vars?: MCPEnvVar[] | null; }' to type 'MCPServer' may be a mistake because neither type sufficiently overlaps with the other. If this was intentional, convert the expression to 'unknown' first.","category":1,"code":2352,"next":[{"messageText":"Types of property 'approval_status' are incompatible.","category":1,"code":2326,"next":[{"messageText":"Type '\"approved\"' is not comparable to type '\"active\" | \"rejected\" | \"pending_review\" | null | undefined'.","category":1,"code":2678}]}]}}]],[3292,[{"start":4242,"length":15,"code":2345,"category":1,"messageText":{"messageText":"Argument of type '{ isLoading: boolean; isAuthorized: boolean; token: string; accessToken: string; userId: string; userEmail: string; userRole: string; premiumUser: boolean; disabledPersonalKeyCreation: boolean; showSSOBanner: boolean; }' is not assignable to parameter of type '{ isLoading: boolean; isAuthorized: boolean; token: string | null; accessToken: any; userId: any; userEmail: any; userRole: string; userRoleLabel: string; isViewOnly: boolean; premiumUser: any; disabledPersonalKeyCreation: any; showSSOBanner: boolean; }'.","category":1,"code":2345,"next":[{"messageText":"Type '{ isLoading: boolean; isAuthorized: boolean; token: string; accessToken: string; userId: string; userEmail: string; userRole: string; premiumUser: boolean; disabledPersonalKeyCreation: boolean; showSSOBanner: boolean; }' is missing the following properties from type '{ isLoading: boolean; isAuthorized: boolean; token: string | null; accessToken: any; userId: any; userEmail: any; userRole: string; userRoleLabel: string; isViewOnly: boolean; premiumUser: any; disabledPersonalKeyCreation: any; showSSOBanner: boolean; }': userRoleLabel, isViewOnly","category":1,"code":2739}]}}]],[3296,[{"start":4842,"length":10,"messageText":"Cannot find name 'beforeEach'.","category":1,"code":2304},{"start":11747,"length":24,"code":2345,"category":1,"messageText":{"messageText":"Argument of type '{ model_name: string; litellm_params: { model: string; complexity_router_config: { tiers: {}; classifier_type: string; }; }; model_info: { id: string; db_model: boolean; created_at: string; }; }[]' is not assignable to parameter of type '({ model_name: string; litellm_params: { model: string; complexity_router_config?: undefined; complexity_router_default_model?: undefined; auto_router_config?: undefined; auto_router_default_model?: undefined; }; model_info: { ...; }; } | { ...; } | { ...; } | { ...; } | { ...; })[]'.","category":1,"code":2345,"next":[{"messageText":"Type '{ model_name: string; litellm_params: { model: string; complexity_router_config: { tiers: {}; classifier_type: string; }; }; model_info: { id: string; db_model: boolean; created_at: string; }; }' is not assignable to type '{ model_name: string; litellm_params: { model: string; complexity_router_config?: undefined; complexity_router_default_model?: undefined; auto_router_config?: undefined; auto_router_default_model?: undefined; }; model_info: { ...; }; } | { ...; } | { ...; } | { ...; } | { ...; }'.","category":1,"code":2322,"next":[{"messageText":"Type '{ model_name: string; litellm_params: { model: string; complexity_router_config: { tiers: {}; classifier_type: string; }; }; model_info: { id: string; db_model: boolean; created_at: string; }; }' is not assignable to type '{ model_name: string; litellm_params: { model: string; auto_router_config: string; auto_router_default_model: string; complexity_router_config?: undefined; complexity_router_default_model?: undefined; }; model_info: { ...; }; }'.","category":1,"code":2322,"next":[{"messageText":"Types of property 'litellm_params' are incompatible.","category":1,"code":2326,"next":[{"messageText":"Type '{ model: string; complexity_router_config: { tiers: {}; classifier_type: string; }; }' is missing the following properties from type '{ model: string; auto_router_config: string; auto_router_default_model: string; complexity_router_config?: undefined; complexity_router_default_model?: undefined; }': auto_router_config, auto_router_default_model","category":1,"code":2739,"canonicalHead":{"code":2322,"messageText":"Type '{ model_name: string; litellm_params: { model: string; complexity_router_config: { tiers: {}; classifier_type: string; }; }; model_info: { id: string; db_model: boolean; created_at: string; }; }' is not assignable to type '{ model_name: string; litellm_params: { model: string; auto_router_config: string; auto_router_default_model: string; complexity_router_config?: undefined; complexity_router_default_model?: undefined; }; model_info: { ...; }; }'."}}]}]}]}]}}]],[3569,[{"start":2185,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":2365,"length":8,"messageText":"Cannot find name 'describe'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":2415,"length":10,"messageText":"Cannot find name 'beforeEach'.","category":1,"code":2304},{"start":2652,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":3085,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":3188,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":3521,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":3674,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":3768,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":3861,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":3998,"length":8,"messageText":"Cannot find name 'describe'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":4041,"length":10,"messageText":"Cannot find name 'beforeEach'.","category":1,"code":2304},{"start":4130,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":4412,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":4492,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304}]],[3603,[{"start":2516,"length":2,"code":2345,"category":1,"messageText":"Argument of type '{}' is not assignable to parameter of type 'void'."}]],[3648,[{"start":11320,"length":300,"code":2345,"category":1,"messageText":{"messageText":"Argument of type '{ isLoading: false; isAuthorized: true; token: string; accessToken: string; userId: string; userEmail: string; userRole: string; premiumUser: boolean; disabledPersonalKeyCreation: boolean; showSSOBanner: false; }' is not assignable to parameter of type '{ isLoading: boolean; isAuthorized: boolean; token: string | null; accessToken: any; userId: any; userEmail: any; userRole: string; userRoleLabel: string; isViewOnly: boolean; premiumUser: any; disabledPersonalKeyCreation: any; 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isAuthorized: boolean; token: string | null; accessToken: any; userId: any; userEmail: any; userRole: string; userRoleLabel: string; isViewOnly: boolean; premiumUser: any; disabledPersonalKeyCreation: any; showSSOBanner: boolean; }'.","category":1,"code":2345,"next":[{"messageText":"Type '{ isLoading: false; isAuthorized: true; token: string; accessToken: string; userId: string; userEmail: string; userRole: string; premiumUser: boolean; disabledPersonalKeyCreation: boolean; showSSOBanner: false; }' is missing the following properties from type '{ isLoading: boolean; isAuthorized: boolean; token: string | null; accessToken: any; userId: any; userEmail: any; userRole: string; userRoleLabel: string; isViewOnly: boolean; premiumUser: any; disabledPersonalKeyCreation: any; showSSOBanner: boolean; }': userRoleLabel, isViewOnly","category":1,"code":2739}]}},{"start":30967,"length":331,"code":2345,"category":1,"messageText":{"messageText":"Argument of type '{ isLoading: false; isAuthorized: true; token: string; accessToken: string; userId: string; userEmail: string; userRole: string; premiumUser: boolean; disabledPersonalKeyCreation: boolean; showSSOBanner: false; }' is not assignable to parameter of type '{ isLoading: boolean; isAuthorized: boolean; token: string | null; accessToken: any; userId: any; userEmail: any; userRole: string; userRoleLabel: string; isViewOnly: boolean; premiumUser: any; disabledPersonalKeyCreation: any; showSSOBanner: boolean; }'.","category":1,"code":2345,"next":[{"messageText":"Type '{ isLoading: false; isAuthorized: true; token: string; accessToken: string; userId: string; userEmail: string; userRole: string; premiumUser: boolean; disabledPersonalKeyCreation: boolean; showSSOBanner: false; }' is missing the following properties from type '{ isLoading: boolean; isAuthorized: boolean; token: string | null; accessToken: any; userId: any; userEmail: any; userRole: string; userRoleLabel: string; isViewOnly: boolean; premiumUser: any; disabledPersonalKeyCreation: any; showSSOBanner: boolean; }': userRoleLabel, isViewOnly","category":1,"code":2739}]}},{"start":31850,"length":331,"code":2345,"category":1,"messageText":{"messageText":"Argument of type '{ isLoading: false; isAuthorized: true; token: string; accessToken: string; userId: string; userEmail: string; userRole: string; premiumUser: boolean; disabledPersonalKeyCreation: boolean; showSSOBanner: false; }' is not assignable to parameter of type '{ isLoading: boolean; isAuthorized: boolean; token: string | null; accessToken: any; userId: any; userEmail: any; userRole: string; userRoleLabel: string; isViewOnly: boolean; premiumUser: any; disabledPersonalKeyCreation: any; showSSOBanner: boolean; }'.","category":1,"code":2345,"next":[{"messageText":"Type '{ isLoading: false; isAuthorized: true; token: string; accessToken: string; userId: string; userEmail: string; userRole: string; premiumUser: boolean; disabledPersonalKeyCreation: boolean; showSSOBanner: false; }' is missing the following properties from type '{ isLoading: boolean; isAuthorized: boolean; token: string | null; accessToken: any; userId: any; userEmail: any; userRole: string; userRoleLabel: string; isViewOnly: boolean; premiumUser: any; disabledPersonalKeyCreation: any; showSSOBanner: boolean; }': userRoleLabel, isViewOnly","category":1,"code":2739}]}}]],[3701,[{"start":3053,"length":46,"code":2352,"category":1,"messageText":{"messageText":"Conversion of type '[url: string][]' to type '[string, RequestInit][]' may be a mistake because neither type sufficiently overlaps with the other. If this was intentional, convert the expression to 'unknown' first.","category":1,"code":2352,"next":[{"messageText":"Type '[url: string]' is not comparable to type '[string, RequestInit]'.","category":1,"code":2678,"next":[{"messageText":"Source has 1 element(s) but target requires 2.","category":1,"code":2618}]}]}}]],[3727,[{"start":9097,"length":9,"messageText":"Cannot find name 'afterEach'.","category":1,"code":2304}]],[3745,[{"start":401,"length":8,"messageText":"Cannot find name 'describe'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":442,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":647,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":711,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":957,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":1064,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":1307,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":1383,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":1651,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":1701,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":1948,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":1998,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":2220,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":2297,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":2528,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304}]],[3750,[{"start":792,"length":8,"messageText":"Cannot find name 'describe'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":835,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":1063,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":1122,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":1226,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":1306,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":1527,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":1712,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":1913,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":2009,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":2261,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":2311,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":2510,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":2560,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":2731,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304}]],[3760,[{"start":780,"length":8,"messageText":"Cannot find name 'describe'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":813,"length":10,"messageText":"Cannot find name 'beforeEach'.","category":1,"code":2304},{"start":891,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":1067,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":1117,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":1321,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":1371,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":1570,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":1620,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":1789,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":1848,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":1981,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":2053,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":2107,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":2176,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":2342,"length":8,"messageText":"Parameter 'severity' implicitly has an 'any' type.","category":1,"code":7006},{"start":2352,"length":9,"messageText":"Parameter 'iconClass' implicitly has an 'any' type.","category":1,"code":7006},{"start":2505,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":2584,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":2857,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":3006,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":3063,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":3512,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":3571,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":3661,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":4075,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304}]],[3798,[{"start":2005,"length":27,"code":2769,"category":1,"messageText":{"messageText":"No overload matches this call.","category":1,"code":2769,"next":[{"messageText":"Overload 1 of 2, '(id: Matcher, options?: SelectorMatcherOptions | undefined): HTMLElement', gave the following error.","category":1,"code":2772,"next":[{"messageText":"Argument of type 'string | null' is not assignable to parameter of type 'Matcher'.","category":1,"code":2345,"next":[{"messageText":"Type 'null' is not assignable to type 'Matcher'.","category":1,"code":2322}]}]},{"messageText":"Overload 2 of 2, '(id: Matcher, options?: SelectorMatcherOptions | undefined): HTMLElement', gave the following error.","category":1,"code":2772,"next":[{"messageText":"Argument of type 'string | null' is not assignable to parameter of type 'Matcher'.","category":1,"code":2345,"next":[{"messageText":"Type 'null' is not assignable to type 'Matcher'.","category":1,"code":2322}]}]}]},"relatedInformation":[]},{"start":2084,"length":26,"code":2769,"category":1,"messageText":{"messageText":"No overload matches this call.","category":1,"code":2769,"next":[{"messageText":"Overload 1 of 2, '(id: Matcher, options?: SelectorMatcherOptions | undefined): HTMLElement', gave the following error.","category":1,"code":2772,"next":[{"messageText":"Argument of type 'string | null' is not assignable to parameter of type 'Matcher'.","category":1,"code":2345,"next":[{"messageText":"Type 'null' is not assignable to type 'Matcher'.","category":1,"code":2322}]}]},{"messageText":"Overload 2 of 2, '(id: Matcher, options?: SelectorMatcherOptions | undefined): HTMLElement', gave the following error.","category":1,"code":2772,"next":[{"messageText":"Argument of type 'string | null' is not assignable to parameter of type 'Matcher'.","category":1,"code":2345,"next":[{"messageText":"Type 'null' is not assignable to type 'Matcher'.","category":1,"code":2322}]}]}]},"relatedInformation":[]}]],[3806,[{"start":162,"length":8,"messageText":"Cannot find name 'describe'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":205,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":319,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":384,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":517,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":602,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":751,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304}]],[3807,[{"start":119,"length":8,"messageText":"Cannot find name 'describe'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":155,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":397,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":451,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":699,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":788,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":880,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":1165,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":1233,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":1492,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":1560,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":1820,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304}]],[3808,[{"start":211,"length":8,"messageText":"Cannot find name 'describe'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":252,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":384,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":454,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":615,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":698,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":788,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":875,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":1063,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":1159,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":1503,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":1570,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":1738,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304}]],[3809,[{"start":877,"length":8,"messageText":"Cannot find name 'describe'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":917,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":1015,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":1106,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":1371,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":1444,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":1769,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":1848,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":2010,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":2082,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":2521,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":2584,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":2872,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":2940,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":3009,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304}]],[3810,[{"start":144,"length":8,"messageText":"Cannot find name 'describe'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":177,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":286,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":359,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":488,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":554,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":618,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":732,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":793,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":961,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":1031,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":1172,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":1248,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":1396,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":1468,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":1599,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304}]],[3815,[{"start":236,"length":8,"messageText":"Cannot find name 'describe'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":276,"length":10,"messageText":"Cannot find name 'beforeEach'.","category":1,"code":2304},{"start":330,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":583,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":735,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":802,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":859,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":931,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":1173,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":1267,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":1590,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":1754,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":1854,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":2168,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":2268,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":2981,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304}]],[3839,[{"start":1201,"length":8,"messageText":"Cannot find name 'describe'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":1242,"length":10,"messageText":"Cannot find name 'beforeEach'.","category":1,"code":2304},{"start":1294,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":1434,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":1517,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":1627,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":1810,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":1875,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":1963,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":2273,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":2391,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":2426,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":2681,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":2876,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":2924,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":3198,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":3285,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":3314,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":3448,"length":8,"messageText":"Parameter 'severity' implicitly has an 'any' type.","category":1,"code":7006},{"start":3458,"length":5,"messageText":"Parameter 'label' implicitly has an 'any' type.","category":1,"code":7006},{"start":3609,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304}]],[3847,[{"start":5180,"length":36,"messageText":"Object is possibly 'null'.","category":1,"code":2531}]],[3849,[{"start":208,"length":8,"messageText":"Cannot find name 'describe'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":242,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":313,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":387,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":451,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":525,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":605,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":681,"length":8,"messageText":"Cannot find name 'describe'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":716,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":864,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":932,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":1101,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":1167,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":1339,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":1423,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":1485,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":1663,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":1726,"length":8,"messageText":"Cannot find name 'describe'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":1772,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":1825,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":1880,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":1947,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":1998,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304}]],[3854,[{"start":1780,"length":8,"code":2345,"category":1,"messageText":{"messageText":"Argument of type '{ token: string; accessToken: string; userId: string; userEmail: string; userRole: string; premiumUser: boolean; disabledPersonalKeyCreation: boolean; showSSOBanner: boolean; }' is not assignable to parameter of type '{ isLoading: boolean; isAuthorized: boolean; token: string | null; accessToken: any; userId: any; userEmail: any; userRole: string; userRoleLabel: string; isViewOnly: boolean; premiumUser: any; disabledPersonalKeyCreation: any; showSSOBanner: boolean; }'.","category":1,"code":2345,"next":[{"messageText":"Type '{ token: string; accessToken: string; userId: string; userEmail: string; userRole: string; 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Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":4103,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":4162,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":4476,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":4653,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":4712,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":4861,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304}]],[3859,[{"start":1381,"length":8,"messageText":"Cannot find name 'describe'. 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Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":3946,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":4061,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":4799,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":4862,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":5432,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":5502,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":5568,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":5633,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":5706,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":5769,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":5866,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":6429,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":6614,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":6700,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":7224,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":7307,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":7925,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":8037,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":8581,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":8658,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":8754,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":9214,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":9314,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":9598,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":9686,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":10263,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":10308,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":10403,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":10686,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":10765,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":10862,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":11597,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":11714,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":11924,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":12008,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":12354,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":12411,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":12475,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":13196,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":13276,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":14029,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":14131,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":14357,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":14433,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":14528,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":14937,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":15019,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":15143,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":15231,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":15704,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":15831,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":15869,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":15948,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":16636,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":16760,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":17286,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":17347,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":17494,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":17562,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":17847,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":17926,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":18001,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":18085,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":18365,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":18434,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":18512,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":19051,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":19118,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":19147,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":19592,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":19677,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":19759,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":19893,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":19979,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":20448,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":20537,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":21001,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":21096,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":21415,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":21499,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":21573,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":21944,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":22017,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":22092,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":22244,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":22340,"length":8,"messageText":"Cannot find name 'describe'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":22583,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":22865,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":22961,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":23334,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":23372,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":23449,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":24046,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":24171,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":24474,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":24562,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":25250,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":25330,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":25818,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":25912,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":26391,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":26429,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":26502,"length":8,"messageText":"Cannot find name 'describe'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":27053,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":27458,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":27533,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":27630,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":28208,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":28253,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":28302,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":28384,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":28621,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":28682,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":28783,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":29078,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":29123,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":29172,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":29251,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":29494,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":29580,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":29883,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":29928,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":29985,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":30075,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":30326,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":30419,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":30780,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":30896,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":31033,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":31143,"length":8,"messageText":"Cannot find name 'describe'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":31378,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":31556,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":31620,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":31683,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":31754,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":31833,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":32005,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":32092,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":32187,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":32472,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":32556,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":32875,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":32913,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":32986,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":33150,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":33249,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":33390,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":33482,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":33723,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":33782,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":33845,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":34207,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":34324,"length":8,"messageText":"Cannot find name 'describe'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":34384,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":34589,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":34704,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":34813,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":35194,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":35291,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":35558,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":35684,"length":8,"messageText":"Cannot find name 'describe'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":35839,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":36010,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":36120,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":36445,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":36562,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":36896,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":36934,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":37005,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":37453,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":37491,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":37556,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":37828,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":37899,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":38459,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":38580,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":39063,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":39187,"length":8,"messageText":"Cannot find name 'describe'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":39389,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":39681,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":39768,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":40176,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":40294,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":40355,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":40833,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":40920,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":41014,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":41296,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":41413,"length":8,"messageText":"Cannot find name 'describe'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":41485,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":41748,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":41802,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":42193,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":42244,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":42687,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":42848,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":43404,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":43505,"length":8,"messageText":"Cannot find name 'describe'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":43574,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":43728,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":44012,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":44318,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":44472,"length":8,"messageText":"Cannot find name 'describe'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":44544,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":44929,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":45003,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":45436,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":45738,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":46146,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":46461,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":46740,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":46887,"length":8,"messageText":"Cannot find name 'describe'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":47293,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":47893,"length":6,"messageText":"Parameter '_label' implicitly has an 'any' type.","category":1,"code":7006},{"start":47901,"length":5,"messageText":"Parameter 'value' implicitly has an 'any' type.","category":1,"code":7006},{"start":47953,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":48037,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":48323,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304}]],[3860,[{"start":10021,"length":28,"code":2345,"category":1,"messageText":{"messageText":"Argument of type '{ data: ComplexityScorerDefaults; isPending: boolean; isError: boolean; refetch: Mock; }' is not assignable to parameter of type 'UseQueryResult'.","category":1,"code":2345,"next":[{"messageText":"Type '{ data: ComplexityScorerDefaults; isPending: boolean; isError: boolean; refetch: Mock; }' is not assignable to type 'QueryObserverRefetchErrorResult | QueryObserverSuccessResult | QueryObserverPlaceholderResult<...>'.","category":1,"code":2322,"next":[{"messageText":"Type '{ data: ComplexityScorerDefaults; isPending: boolean; isError: boolean; refetch: Mock; }' is missing the following properties from type 'QueryObserverPlaceholderResult': error, isLoading, isLoadingError, isRefetchError, and 18 more.","category":1,"code":2740,"canonicalHead":{"code":2322,"messageText":"Type '{ data: ComplexityScorerDefaults; isPending: boolean; isError: boolean; refetch: Mock; }' is not assignable to type 'QueryObserverPlaceholderResult'."}}]}]}},{"start":11180,"length":28,"code":2345,"category":1,"messageText":{"messageText":"Argument of type '{ data: ComplexityScorerDefaults; isPending: boolean; isError: boolean; refetch: Mock; }' is not assignable to parameter of type 'UseQueryResult'.","category":1,"code":2345,"next":[{"messageText":"Type '{ data: ComplexityScorerDefaults; isPending: boolean; isError: boolean; refetch: Mock; }' is not assignable to type 'QueryObserverRefetchErrorResult | QueryObserverSuccessResult | QueryObserverPlaceholderResult<...>'.","category":1,"code":2322,"next":[{"messageText":"Type '{ data: ComplexityScorerDefaults; isPending: boolean; isError: boolean; refetch: Mock; }' is missing the following properties from type 'QueryObserverPlaceholderResult': error, isLoading, isLoadingError, isRefetchError, and 18 more.","category":1,"code":2740,"canonicalHead":{"code":2322,"messageText":"Type '{ data: ComplexityScorerDefaults; isPending: boolean; isError: boolean; refetch: Mock; }' is not assignable to type 'QueryObserverPlaceholderResult'."}}]}]}}]],[3862,[{"start":670,"length":8,"messageText":"Cannot find name 'describe'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":716,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":995,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":1089,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":1162,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":1222,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":1294,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":1454,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":1549,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":1753,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":1842,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":2056,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304}]],[3864,[{"start":2791,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":5175,"length":8,"messageText":"Cannot find name 'describe'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":5214,"length":10,"messageText":"Cannot find name 'beforeEach'.","category":1,"code":2304},{"start":5831,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":5951,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":6116,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":6355,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":6471,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":6561,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":6872,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":6961,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":7052,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":7185,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":7265,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":7479,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":7548,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":7893,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":8489,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":8548,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":8955,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":9452,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":9618,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":9711,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":9778,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":10272,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":10460,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":10544,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":10641,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":11328,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":11420,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":11510,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":12247,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":12306,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":12509,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":13010,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":13103,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":13170,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":13594,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":13807,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":13866,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":14218,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":14915,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":14974,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":15139,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":15751,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":15810,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":15966,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":16392,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":16629,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":16688,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":16847,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":17478,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":17537,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":17821,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":18064,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":18185,"length":8,"messageText":"Cannot find name 'describe'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":18222,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":18593,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":18681,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":19959,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":20106,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":20147,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":20208,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":20266,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":20413,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":20530,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":20601,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":21407,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":21666,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":21758,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":21864,"length":8,"messageText":"Cannot find name 'describe'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":21905,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":22367,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":22427,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":22775,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":22872,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":23093,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":23284,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":23344,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":23444,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":23848,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":24186,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":24312,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":24398,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":24703,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":25025,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":25122,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":25433,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":25650,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":25748,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":26067,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":26242,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":26599,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":27132,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":27193,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":27512,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":28056,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":28117,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":28891,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":29352,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":30027,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":30195,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":30240,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":30296,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":30371,"length":8,"messageText":"Cannot find name 'describe'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":31051,"length":10,"messageText":"Cannot find name 'beforeEach'.","category":1,"code":2304},{"start":31202,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":31595,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":31918,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":32108,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":32179,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":32514,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":32856,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":33024,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":33069,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":33116,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":33191,"length":8,"messageText":"Cannot find name 'describe'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":33234,"length":10,"messageText":"Cannot find name 'beforeEach'.","category":1,"code":2304},{"start":33335,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":33793,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":33854,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":34019,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":34699,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":34760,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":34937,"length":8,"messageText":"Cannot find name 'describe'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":35734,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":36114,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":36204,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":36307,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":36717,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":36856,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":37138,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":37199,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":37653,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":38067,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":38263,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":38388,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":38592,"length":6,"messageText":"Parameter '_label' implicitly has an 'any' type.","category":1,"code":7006},{"start":38600,"length":9,"messageText":"Parameter 'modelName' implicitly has an 'any' type.","category":1,"code":7006},{"start":38950,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":39037,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":39124,"length":8,"messageText":"Cannot find name 'describe'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":39677,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? 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Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":5957,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":6026,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304}]],[2047,[{"start":613,"length":10,"code":2739,"category":1,"messageText":"Type '{ tiers: { SIMPLE: string[]; MEDIUM: string[]; COMPLEX: string[]; REASONING: string[]; }; tierLabels: undefined; classifierType: \"heuristic\"; classifierLlmConfig: undefined; classifierContextWindowSize: undefined; ... 16 more ...; returnRawModelName: false; }' is missing the following properties from type 'BuildComplexityRouterConfigParams': defaultModel, planModeMinTier, classificationExamples, heuristicFirstMaxTier, classificationMode","canonicalHead":{"code":2322,"messageText":"Type '{ tiers: { SIMPLE: string[]; MEDIUM: string[]; COMPLEX: string[]; REASONING: string[]; }; tierLabels: undefined; classifierType: \"heuristic\"; classifierLlmConfig: undefined; classifierContextWindowSize: undefined; ... 16 more ...; returnRawModelName: false; }' is not assignable to type 'BuildComplexityRouterConfigParams'."}},{"start":1362,"length":8,"messageText":"Cannot find name 'describe'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":1412,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":1879,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":1922,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":2185,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":2250,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":2318,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":2428,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":2537,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":2701,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":2765,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":2989,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":3082,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":3273,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":3330,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":3576,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":3669,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":3929,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":3977,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":4076,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":4478,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":4554,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":4850,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":4913,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":5321,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":5378,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":5436,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":5503,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":5564,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":6011,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":6070,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":6138,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":6549,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":6616,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":6689,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":7035,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":7102,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":7175,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":7566,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":7630,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":8085,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":8342,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":8405,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":8472,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":8892,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":8949,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":9023,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":9075,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":9521,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":9583,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":9635,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":9692,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":9797,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":9859,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":9919,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":10639,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":10839,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":11199,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":11244,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":11297,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":11355,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":11414,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":11568,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":11631,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":11752,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":11863,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":11945,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":12063,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":12189,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":12309,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":12396,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":12536,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":12737,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":12790,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":13001,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":13055,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":13210,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":13268,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":13614,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":13654,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":13728,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":13781,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":13836,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":14217,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":14257,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":14319,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":14384,"length":8,"messageText":"Cannot find name 'describe'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":14427,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":14491,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":14575,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":14648,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":14816,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":14904,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":15092,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":15228,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":15401,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":15468,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":15596,"length":8,"messageText":"Cannot find name 'describe'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":15718,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":15801,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":15951,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":16016,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":16186,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":16274,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":16445,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":16528,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":16686,"length":8,"messageText":"Cannot find name 'describe'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":16733,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":16798,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":17065,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":17158,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":17408,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":17482,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":17667,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":17856,"length":6,"messageText":"Parameter '_label' implicitly has an 'any' type.","category":1,"code":7006},{"start":17864,"length":8,"messageText":"Parameter 'keywords' implicitly has an 'any' type.","category":1,"code":7006},{"start":17883,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":18136,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":18211,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":18225,"length":24,"messageText":"Expected 2 arguments, but got 1.","category":1,"code":2554,"relatedInformation":[{"file":"./src/components/add_model/build_complexity_router_config.ts","start":11634,"length":24,"messageText":"An argument for 'rows' was not provided.","category":3,"code":6210}]},{"start":18570,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":18659,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":18814,"length":8,"messageText":"Cannot find name 'describe'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":19058,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":19240,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":19319,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":19545,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":19625,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":19884,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":19968,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":20094,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":20180,"length":8,"messageText":"Cannot find name 'describe'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":20415,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":20824,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":20922,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":21005,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":21335,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":21416,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":21488,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":21639,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":21796,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":21882,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":21981,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":22222,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":22299,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":22448,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":22534,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":22777,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":22934,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":23301,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":23392,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":23787,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":23873,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":23986,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":24430,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":24528,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":24650,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":24747,"length":5,"messageText":"Parameter 'extra' implicitly has an 'any' type.","category":1,"code":7006},{"start":24874,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":24973,"length":8,"messageText":"Cannot find name 'describe'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":25007,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":25086,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":25172,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":25468,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":25521,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":25753,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":25833,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":25931,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":26139,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":26194,"length":8,"messageText":"Cannot find name 'describe'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":26235,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":26281,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":26340,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":26492,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":26552,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":26641,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":26735,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":26834,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":26928,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":27007,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":27098,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":27170,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":27262,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":27353,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":27425,"length":8,"messageText":"Cannot find name 'describe'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":27465,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":27536,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":27599,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":27641,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":27765,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":27935,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":28014,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":28064,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":28136,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":28206,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":28262,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":28327,"length":8,"messageText":"Cannot find name 'describe'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":28808,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":28951,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":29009,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":29074,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":29111,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":29200,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":29303,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":29411,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":29516,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":29625,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":29790,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":29960,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":30120,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":30182,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":30258,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":30431,"length":8,"messageText":"Cannot find name 'describe'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":30476,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":30668,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":30734,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":30872,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":30932,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":31123,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":31191,"length":8,"messageText":"Cannot find name 'describe'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":31331,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":31381,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":31492,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":31548,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":31658,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":31759,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":31882,"length":8,"messageText":"Cannot find name 'describe'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":31950,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":32032,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":32131,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":32382,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":32423,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":32584,"length":8,"messageText":"Cannot find name 'describe'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":32630,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":32716,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":32803,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":32879,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":32969,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":33065,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":33218,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":33548,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":33728,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":33781,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":33934,"length":8,"messageText":"Cannot find name 'describe'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":34151,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":34340,"length":25,"messageText":"Parameter 'supportedReasoningEfforts' implicitly has an 'any' type.","category":1,"code":7006},{"start":34367,"length":13,"messageText":"Parameter 'expectedError' implicitly has an 'any' type.","category":1,"code":7006},{"start":34577,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":34626,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":34663,"length":8,"messageText":"Cannot find name 'describe'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":34768,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":34830,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":34940,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":35018,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":35196,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":35301,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":35481,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":35586,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":35733,"length":8,"messageText":"Cannot find name 'describe'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":36126,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":36245,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":36305,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":36370,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":36552,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":36646,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":36705,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":36768,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":36835,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":37127,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":37201,"length":8,"messageText":"Cannot find name 'describe'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":37487,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":37595,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":37684,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":37807,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":37972,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":38023,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":38117,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":38184,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":38582,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":38654,"length":8,"messageText":"Cannot find name 'describe'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":38696,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":38830,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":38893,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":38999,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":39151,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":39253,"length":8,"messageText":"Cannot find name 'describe'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":39983,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":40130,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":40227,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":40418,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":40473,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":40585,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":40670,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":40767,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":40847,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":40943,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":41167,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":41272,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":41377,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":41649,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":41726,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":41871,"length":14,"messageText":"Parameter 'classifierType' implicitly has an 'any' type.","category":1,"code":7006},{"start":42061,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":42137,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":42604,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":42714,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":43028,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":43104,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":43470,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":43618,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":43834,"length":5,"messageText":"Parameter '_name' implicitly has an 'any' type.","category":1,"code":7006},{"start":43841,"length":3,"messageText":"Parameter 'key' implicitly has an 'any' type.","category":1,"code":7006},{"start":44691,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":44810,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":44866,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":45088,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":45156,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":45210,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":45411,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":45471,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":45571,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":45666,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":45765,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":45860,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":45955,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":46061,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":46162,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":46369,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":46532,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":46722,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":46791,"length":8,"messageText":"Cannot find name 'describe'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":46834,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":46950,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":47035,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":47721,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":47957,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":48073,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":48393,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":48480,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":48847,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":48902,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":48977,"length":8,"messageText":"Cannot find name 'describe'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":49044,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":49260,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":49327,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":49393,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":49474,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":49787,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":49843,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":49895,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":49962,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":50166,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":50222,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":50288,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":50371,"length":8,"messageText":"Cannot find name 'describe'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":50409,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":50526,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":50631,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":50749,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":50873,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":50943,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":51142,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":51246,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":51303,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":51380,"length":8,"messageText":"Cannot find name 'describe'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":51566,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":51780,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":51854,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":52297,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":52371,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":52620,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304}]],[2048,[{"start":196,"length":8,"messageText":"Cannot find name 'describe'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":238,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":501,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":595,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":679,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":786,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":890,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":976,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":1134,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":1208,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":1349,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":1425,"length":8,"messageText":"Cannot find name 'describe'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":1463,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":1587,"length":12,"messageText":"Parameter 'systemPrompt' implicitly has an 'any' type.","category":1,"code":7006},{"start":1601,"length":8,"messageText":"Parameter 'expected' implicitly has an 'any' type.","category":1,"code":7006},{"start":1620,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":1707,"length":8,"messageText":"Cannot find name 'describe'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":1746,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":1823,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":1920,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":2040,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":2116,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304}]],[2089,[{"start":11595,"length":6,"code":2345,"category":1,"messageText":{"messageText":"Argument of type '{ session_affinity_ttl_seconds: number; tiers: { SIMPLE: string[]; MEDIUM: never[]; COMPLEX: never[]; REASONING: never[]; }; classifier_type: string; keyword_tier_rules: { keywords: string[]; tier: string; }[]; ... 4 more ...; some_future_backend_key: { ...; }; }' is not assignable to parameter of type 'StoredComplexityRouterConfig'.","category":1,"code":2345,"next":[{"messageText":"Types of property 'classifier_type' are incompatible.","category":1,"code":2326,"next":[{"messageText":"Type 'string' is not assignable to type 'ClassifierType | undefined'.","category":1,"code":2322}]}]}},{"start":13641,"length":6,"code":2345,"category":1,"messageText":{"messageText":"Argument of type '{ modality_routing: boolean; 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Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":2392,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":2586,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":2656,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":2844,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":2916,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":3012,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":3051,"length":15,"messageText":"Spread types may only be created from object types.","category":1,"code":2698},{"start":3147,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":3184,"length":12,"code":2559,"category":1,"messageText":"Type 'string' has no properties in common with type 'StoredComplexityRouterConfig'."},{"start":3244,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":3460,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":3570,"length":15,"messageText":"Spread types may only be created from object types.","category":1,"code":2698},{"start":3683,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":3739,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":3840,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":3886,"length":15,"messageText":"Spread types may only be created from object types.","category":1,"code":2698},{"start":3985,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":4022,"length":12,"code":2559,"category":1,"messageText":"Type 'string' has no properties in common with type 'StoredComplexityRouterConfig'."},{"start":4087,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":4313,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":4428,"length":15,"messageText":"Spread types may only be created from object types.","category":1,"code":2698},{"start":4551,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":4612,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":4830,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":4895,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? 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Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":3690,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":4031,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":4159,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":4484,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":4533,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":4878,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":4940,"length":8,"messageText":"Cannot find name 'describe'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":4977,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":5400,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":5476,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":6141,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":6218,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":6485,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":6532,"length":8,"messageText":"Cannot find name 'describe'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":6573,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":6639,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":6703,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":6766,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":6823,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":6888,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":7012,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":7166,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":7255,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":7313,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":7379,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":7452,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":7497,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":7552,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":7599,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":7663,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":7736,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":7807,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":7880,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":7925,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":8020,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":8403,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":8481,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":8933,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":9013,"length":2,"messageText":"Cannot find name 'it'. 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Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":10661,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":10731,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":10785,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":11070,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":11113,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":11970,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":12047,"length":2,"messageText":"Cannot find name 'it'. 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Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":3521,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":3674,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":3768,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":3861,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":3998,"length":8,"messageText":"Cannot find name 'describe'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":4041,"length":10,"messageText":"Cannot find name 'beforeEach'.","category":1,"code":2304},{"start":4130,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? 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Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":2528,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304}]],[3833,[{"start":792,"length":8,"messageText":"Cannot find name 'describe'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":835,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":1063,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":1122,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":1226,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":1306,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":1527,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":1712,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":1913,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":2009,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":2261,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":2311,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":2510,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":2560,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":2731,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304}]],[3843,[{"start":780,"length":8,"messageText":"Cannot find name 'describe'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":813,"length":10,"messageText":"Cannot find name 'beforeEach'.","category":1,"code":2304},{"start":891,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":1067,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":1117,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":1321,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":1371,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":1570,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":1620,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":1789,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":1848,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":1981,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":2053,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":2107,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":2176,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":2342,"length":8,"messageText":"Parameter 'severity' implicitly has an 'any' type.","category":1,"code":7006},{"start":2352,"length":9,"messageText":"Parameter 'iconClass' implicitly has an 'any' type.","category":1,"code":7006},{"start":2505,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":2584,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":2857,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":3006,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":3063,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":3512,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":3571,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":3661,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":4075,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304}]],[3880,[{"start":2005,"length":27,"code":2769,"category":1,"messageText":{"messageText":"No overload matches this call.","category":1,"code":2769,"next":[{"messageText":"Overload 1 of 2, '(id: Matcher, options?: SelectorMatcherOptions | undefined): HTMLElement', gave the following error.","category":1,"code":2772,"next":[{"messageText":"Argument of type 'string | null' is not assignable to parameter of type 'Matcher'.","category":1,"code":2345,"next":[{"messageText":"Type 'null' is not assignable to type 'Matcher'.","category":1,"code":2322}]}]},{"messageText":"Overload 2 of 2, '(id: Matcher, options?: SelectorMatcherOptions | undefined): HTMLElement', gave the following error.","category":1,"code":2772,"next":[{"messageText":"Argument of type 'string | null' is not assignable to parameter of type 'Matcher'.","category":1,"code":2345,"next":[{"messageText":"Type 'null' is not assignable to type 'Matcher'.","category":1,"code":2322}]}]}]},"relatedInformation":[]},{"start":2084,"length":26,"code":2769,"category":1,"messageText":{"messageText":"No overload matches this call.","category":1,"code":2769,"next":[{"messageText":"Overload 1 of 2, '(id: Matcher, options?: SelectorMatcherOptions | undefined): HTMLElement', gave the following error.","category":1,"code":2772,"next":[{"messageText":"Argument of type 'string | null' is not assignable to parameter of type 'Matcher'.","category":1,"code":2345,"next":[{"messageText":"Type 'null' is not assignable to type 'Matcher'.","category":1,"code":2322}]}]},{"messageText":"Overload 2 of 2, '(id: Matcher, options?: SelectorMatcherOptions | undefined): HTMLElement', gave the following error.","category":1,"code":2772,"next":[{"messageText":"Argument of type 'string | null' is not assignable to parameter of type 'Matcher'.","category":1,"code":2345,"next":[{"messageText":"Type 'null' is not assignable to type 'Matcher'.","category":1,"code":2322}]}]}]},"relatedInformation":[]}]],[3888,[{"start":162,"length":8,"messageText":"Cannot find name 'describe'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":205,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":319,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":384,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":517,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":602,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":751,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304}]],[3889,[{"start":119,"length":8,"messageText":"Cannot find name 'describe'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":155,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":397,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":451,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":699,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":788,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":880,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":1165,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":1233,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":1492,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":1560,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":1820,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304}]],[3890,[{"start":211,"length":8,"messageText":"Cannot find name 'describe'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":252,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":384,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":454,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":615,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":698,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":788,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":875,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":1063,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":1159,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":1503,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":1570,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":1738,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304}]],[3891,[{"start":877,"length":8,"messageText":"Cannot find name 'describe'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":917,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":1015,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":1106,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":1371,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":1444,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":1769,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":1848,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":2010,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":2082,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":2521,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":2584,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":2872,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":2940,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":3009,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":3082,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":3483,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":3633,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":3667,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":3766,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":4264,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":4439,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":4498,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":4989,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":5022,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304}]],[3892,[{"start":144,"length":8,"messageText":"Cannot find name 'describe'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":177,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":286,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":359,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":488,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":554,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":618,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":732,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":793,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":961,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":1031,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":1172,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":1248,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":1396,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":1468,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":1599,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304}]],[3898,[{"start":236,"length":8,"messageText":"Cannot find name 'describe'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":276,"length":10,"messageText":"Cannot find name 'beforeEach'.","category":1,"code":2304},{"start":330,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":583,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":735,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":802,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":859,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":931,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":1173,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":1267,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":1590,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":1754,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":1854,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":2168,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":2268,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":2981,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304}]],[3925,[{"start":1201,"length":8,"messageText":"Cannot find name 'describe'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":1242,"length":10,"messageText":"Cannot find name 'beforeEach'.","category":1,"code":2304},{"start":1294,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":1434,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":1517,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":1627,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":1810,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":1875,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":1963,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":2273,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":2391,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":2426,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":2681,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":2876,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":2924,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":3198,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":3285,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":3314,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":3448,"length":8,"messageText":"Parameter 'severity' implicitly has an 'any' type.","category":1,"code":7006},{"start":3458,"length":5,"messageText":"Parameter 'label' implicitly has an 'any' type.","category":1,"code":7006},{"start":3609,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304}]],[3933,[{"start":5200,"length":36,"messageText":"Object is possibly 'null'.","category":1,"code":2531}]],[3935,[{"start":208,"length":8,"messageText":"Cannot find name 'describe'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":242,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":313,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":387,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":451,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":525,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":605,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":681,"length":8,"messageText":"Cannot find name 'describe'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":716,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":864,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":932,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":1101,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":1167,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":1339,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":1423,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":1485,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":1663,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":1726,"length":8,"messageText":"Cannot find name 'describe'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":1772,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? 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Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":2186,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":2268,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":2372,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":2435,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":2539,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":3054,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":3159,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":3589,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":3689,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304}]],[3944,[{"start":837,"length":10,"messageText":"Cannot find name 'beforeEach'.","category":1,"code":2304},{"start":1657,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":1766,"length":8,"messageText":"Cannot find name 'describe'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":1811,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":2092,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":2179,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":2275,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":2634,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":2723,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":3113,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":3206,"length":2,"messageText":"Cannot find name 'it'. 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Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":4375,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":4449,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":4642,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":4701,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":5015,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":5192,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":5251,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":5400,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304}]],[3945,[{"start":1408,"length":8,"messageText":"Cannot find name 'describe'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":1453,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":1553,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":1641,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? 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Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":2980,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":3046,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":3117,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":3188,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":3259,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":3580,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":3618,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":3673,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":3718,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":3924,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":4009,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":4090,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":4467,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":4582,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":5320,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":5383,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":5802,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":5847,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":6204,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":6280,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":6356,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":6458,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":6535,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":7105,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":7175,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":7245,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":7339,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":7430,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":7505,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":7602,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":8188,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":8233,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":8290,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":8377,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":8839,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":8914,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":9002,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":9526,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":9609,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":10227,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":10339,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":10883,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":10960,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":11056,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":11516,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":11616,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":11900,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":11988,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":12565,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":12610,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":12705,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":12988,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":13067,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":13164,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":13729,"length":5,"messageText":"Parameter 'label' implicitly has an 'any' type.","category":1,"code":7006},{"start":13736,"length":11,"messageText":"Parameter 'replacement' implicitly has an 'any' type.","category":1,"code":7006},{"start":13749,"length":8,"messageText":"Parameter 'expected' implicitly has an 'any' type.","category":1,"code":7006},{"start":14281,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":14316,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":14428,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":14510,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":15129,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":15170,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":15380,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":15464,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":15810,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":15867,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":15931,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":16652,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":16732,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":17485,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":17587,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":17813,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":17889,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":17984,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":18393,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":18475,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":18599,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":18687,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":19160,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":19287,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":19325,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":19404,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":20092,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":20216,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":20742,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":20803,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":20950,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":21018,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":21303,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":21382,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":21457,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":21541,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":21821,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":21890,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":21968,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":22546,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":22613,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":22642,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":23087,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":23172,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":23254,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":23388,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":23474,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":23943,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":24032,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":24496,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":24591,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":24910,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":24994,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":25068,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":25439,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":25512,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":25587,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":25739,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":25835,"length":8,"messageText":"Cannot find name 'describe'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":26078,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":26360,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":26456,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":26829,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":26867,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":26944,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":27541,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":27666,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":27969,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":28057,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":28745,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":28825,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":29313,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":29407,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":29886,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":29924,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":29997,"length":8,"messageText":"Cannot find name 'describe'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":30245,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":30516,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":30596,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":30689,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":30781,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":31178,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":31325,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":31738,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":31888,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":32296,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":32379,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":32477,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":32838,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":33002,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":33040,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":33117,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":33567,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":33669,"length":8,"messageText":"Cannot find name 'describe'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":34220,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":34616,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":34698,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":34793,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":35371,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":35416,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":35465,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":35547,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":35784,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":35857,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":36463,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":36589,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":36634,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":36683,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":36762,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":37118,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":37211,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":37701,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":37746,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":37803,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":37893,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":38263,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":38355,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":38456,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":38601,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":38704,"length":8,"messageText":"Cannot find name 'describe'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":38939,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":39117,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":39181,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":39244,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":39315,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":39394,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":39566,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":39653,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":39748,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":40033,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":40117,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":40436,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":40474,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":40547,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":40711,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":40810,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":40951,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":41043,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":41284,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":41343,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":41406,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":41768,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":41885,"length":8,"messageText":"Cannot find name 'describe'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":41945,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":42340,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":42408,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":42501,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":42754,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":43050,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":43418,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":43512,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":43562,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":44018,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":44090,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":44181,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":44503,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":44617,"length":8,"messageText":"Cannot find name 'describe'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":44677,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":44930,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":45045,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":45162,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":45543,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":45640,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":45907,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":46031,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":46389,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":46502,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":46573,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":46677,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":47108,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":47224,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":47327,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":47743,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":47847,"length":8,"messageText":"Cannot find name 'describe'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":48002,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":48173,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":48283,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":48608,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":48725,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":49059,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":49097,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":49168,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":49616,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":49654,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":49719,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":49991,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":50062,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":50622,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":50743,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":51226,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":51350,"length":8,"messageText":"Cannot find name 'describe'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":51552,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":51844,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":51931,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":52339,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":52457,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":52518,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":52996,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":53083,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":53177,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":53459,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":53576,"length":8,"messageText":"Cannot find name 'describe'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":53648,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":53911,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":53965,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":54356,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":54407,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":54850,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":55011,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":55567,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":55668,"length":8,"messageText":"Cannot find name 'describe'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":56214,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":56482,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":56561,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":56733,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":57069,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":57238,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":57698,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":57756,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":58198,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":58349,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":58465,"length":6,"messageText":"Parameter 'action' implicitly has an 'any' type.","category":1,"code":7006},{"start":58919,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":58975,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":59193,"length":5,"messageText":"Parameter 'model' implicitly has an 'any' type.","category":1,"code":7006},{"start":59200,"length":6,"messageText":"Parameter 'effort' implicitly has an 'any' type.","category":1,"code":7006},{"start":59208,"length":5,"messageText":"Parameter 'label' implicitly has an 'any' type.","category":1,"code":7006},{"start":59215,"length":7,"messageText":"Parameter 'warning' implicitly has an 'any' type.","category":1,"code":7006},{"start":59367,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":59507,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":59571,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":59678,"length":5,"messageText":"Parameter 'model' implicitly has an 'any' type.","category":1,"code":7006},{"start":59802,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":59950,"length":8,"messageText":"Cannot find name 'describe'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":60019,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":60173,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":60457,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":60763,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":60917,"length":8,"messageText":"Cannot find name 'describe'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":60989,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":61374,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":61448,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":61881,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":62183,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":62591,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":62906,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":63185,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":63332,"length":8,"messageText":"Cannot find name 'describe'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":63738,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":64338,"length":6,"messageText":"Parameter '_label' implicitly has an 'any' type.","category":1,"code":7006},{"start":64346,"length":5,"messageText":"Parameter 'value' implicitly has an 'any' type.","category":1,"code":7006},{"start":64398,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":64482,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":64845,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":64937,"length":8,"messageText":"Cannot find name 'describe'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":65991,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":66137,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":66232,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":66455,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":66604,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":66964,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":67088,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":67264,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":67348,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":67444,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":67699,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":67756,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":67813,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":68094,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":68251,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":68308,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":68447,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":68519,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":68569,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":68785,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":68977,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":69074,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":69153,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":69442,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":69526,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":69648,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":69919,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":69997,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":70113,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":70549,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":70650,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":71037,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":71115,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":71233,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":71310,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":71435,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":71531,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":71824,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":71911,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":72476,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":72592,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":73177,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":73299,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":73895,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":73960,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":74178,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":74275,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":74386,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":74463,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":74933,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":75001,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":75046,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":75192,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":75500,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":75601,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":75691,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":75817,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":76249,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":76345,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":76435,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":76556,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":77078,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":77170,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":77271,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":77467,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":77558,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":77682,"length":8,"messageText":"Cannot find name 'describe'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":78289,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":78568,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":78606,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":78728,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":78815,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":79163,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":79454,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":79644,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":80140,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":80175,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":80278,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":80468,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":80723,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304}]],[3946,[{"start":10172,"length":28,"code":2345,"category":1,"messageText":{"messageText":"Argument of type '{ data: ComplexityScorerDefaults; isPending: boolean; isError: boolean; refetch: Mock; }' is not assignable to parameter of type 'UseQueryResult'.","category":1,"code":2345,"next":[{"messageText":"Type '{ data: ComplexityScorerDefaults; isPending: boolean; isError: boolean; refetch: Mock; }' is not assignable to type 'QueryObserverRefetchErrorResult | QueryObserverSuccessResult | QueryObserverPlaceholderResult<...>'.","category":1,"code":2322,"next":[{"messageText":"Type '{ data: ComplexityScorerDefaults; isPending: boolean; isError: boolean; refetch: Mock; }' is missing the following properties from type 'QueryObserverPlaceholderResult': error, isLoading, isLoadingError, isRefetchError, and 18 more.","category":1,"code":2740,"canonicalHead":{"code":2322,"messageText":"Type '{ data: ComplexityScorerDefaults; isPending: boolean; isError: boolean; refetch: Mock; }' is not assignable to type 'QueryObserverPlaceholderResult'."}}]}]}},{"start":11331,"length":28,"code":2345,"category":1,"messageText":{"messageText":"Argument of type '{ data: ComplexityScorerDefaults; isPending: boolean; isError: boolean; refetch: Mock; }' is not assignable to parameter of type 'UseQueryResult'.","category":1,"code":2345,"next":[{"messageText":"Type '{ data: ComplexityScorerDefaults; isPending: boolean; isError: boolean; refetch: Mock; }' is not assignable to type 'QueryObserverRefetchErrorResult | QueryObserverSuccessResult | QueryObserverPlaceholderResult<...>'.","category":1,"code":2322,"next":[{"messageText":"Type '{ data: ComplexityScorerDefaults; isPending: boolean; isError: boolean; refetch: Mock; }' is missing the following properties from type 'QueryObserverPlaceholderResult': error, isLoading, isLoadingError, isRefetchError, and 18 more.","category":1,"code":2740,"canonicalHead":{"code":2322,"messageText":"Type '{ data: ComplexityScorerDefaults; isPending: boolean; isError: boolean; refetch: Mock; }' is not assignable to type 'QueryObserverPlaceholderResult'."}}]}]}}]],[3947,[{"start":1213,"length":10,"messageText":"Cannot find name 'beforeEach'.","category":1,"code":2304},{"start":1412,"length":8,"messageText":"Cannot find name 'describe'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":1478,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":1878,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":2020,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":2305,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":2574,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":2996,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":3076,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":3207,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":3717,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":3910,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":4162,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":4286,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":4544,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":4630,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":4727,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":5116,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":5238,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":5478,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":5600,"length":8,"messageText":"Cannot find name 'describe'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":5817,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":6317,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":6562,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":6708,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":6776,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":6866,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":7042,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":7129,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":7231,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":7331,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":7640,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":7722,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":8356,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":8618,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":8663,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":8736,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":8982,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":9239,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":9341,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":9448,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":9710,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":9883,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":10017,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":10109,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":10204,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":10624,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":10809,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":11251,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304}]],[3949,[{"start":670,"length":8,"messageText":"Cannot find name 'describe'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":716,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":995,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":1089,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":1162,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":1222,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":1294,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":1454,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":1549,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":1753,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":1842,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":2056,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304}]],[3950,[{"start":450,"length":5,"code":2322,"category":1,"messageText":{"messageText":"Type '{ SIMPLE: string; MEDIUM: string; COMPLEX: string; REASONING: string; }' is not assignable to type 'ComplexityTiers'.","category":1,"code":2322,"next":[{"messageText":"Types of property 'SIMPLE' are incompatible.","category":1,"code":2326,"next":[{"messageText":"Type 'string' is not assignable to type 'string[]'.","category":1,"code":2322,"canonicalHead":{"code":2322,"messageText":"Type '{ SIMPLE: string; MEDIUM: string; COMPLEX: string; REASONING: string; }' is not assignable to type 'ComplexityTiers'."}}]}]},"relatedInformation":[{"file":"./src/components/add_model/complexityrouterconfig.tsx","start":14750,"length":5,"messageText":"The expected type comes from property 'tiers' which is declared here on type 'ComplexityRouterConfigValue'","category":3,"code":6500}]},{"start":833,"length":8,"messageText":"Cannot find name 'describe'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":884,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":974,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":1098,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":1205,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":1331,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":1389,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":1460,"length":8,"messageText":"Cannot find name 'describe'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":1504,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":1589,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":1629,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":1724,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":1894,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":1939,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":2113,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":2415,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":2460,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":2655,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":3021,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":3066,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":3177,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":3520,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":3558,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":3625,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":3894,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":3932,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":4009,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":4133,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":4196,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":4276,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":4450,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":4545,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":4747,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":4845,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":4883,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304}]],[3952,[{"start":3331,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":3861,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":6669,"length":8,"messageText":"Cannot find name 'describe'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":6708,"length":10,"messageText":"Cannot find name 'beforeEach'.","category":1,"code":2304},{"start":7325,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":7445,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":7610,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":7698,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":8039,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":8117,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":8214,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":8985,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":9032,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":9086,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":9795,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":10087,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":10266,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":10549,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":10665,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":10755,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":11066,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":11155,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":11246,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":11379,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":11459,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":11673,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":11742,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":12087,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":12683,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":12742,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":12857,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":13419,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":13477,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":13544,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":14178,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":14378,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":14463,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":14526,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":14595,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":15088,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":15444,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":15941,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":16107,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":16200,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":16267,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":16761,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":16949,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":17033,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":17130,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":17917,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":18019,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":18109,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":18796,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":18888,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":18978,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":19715,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":19774,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":19977,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":20478,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":20571,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":20824,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":21467,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":21560,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":21627,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":22064,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":22260,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":22319,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":22476,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":23025,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":23191,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":23250,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":23423,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":24161,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":24325,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":24400,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":24480,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":25331,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":25390,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":25561,"length":8,"messageText":"Cannot find name 'describe'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":25604,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":26053,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":26199,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":26278,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":26362,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":27089,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":27235,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":27306,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":27382,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":28080,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":28284,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":28430,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":28501,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":28776,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":29473,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":29532,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":29697,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":30557,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":30616,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":30813,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":31424,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":31483,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":31649,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":32097,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":32286,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":32345,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":32503,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":32929,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":33166,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":33225,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":33384,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":34015,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":34074,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":34234,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":34696,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":34755,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":34948,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":35735,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":35794,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":36109,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":36352,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":36530,"length":8,"messageText":"Cannot find name 'describe'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":36567,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":36938,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":37026,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":38304,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":38451,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":38492,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":38553,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":38611,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":38758,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":38875,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":38946,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":39752,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":40011,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":40103,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":40209,"length":8,"messageText":"Cannot find name 'describe'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":40250,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":40712,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":40772,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":41120,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":41217,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":41438,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":41629,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":41689,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":41789,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":42193,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":42531,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":42657,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":42743,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":43048,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":43370,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":43467,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":43778,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":43995,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":44093,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":44412,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":44587,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":44944,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":45477,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":45538,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":46240,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":46701,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":47376,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":47544,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":47589,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":47645,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":47716,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":48260,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":48321,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":48628,"length":8,"messageText":"Cannot find name 'describe'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":49308,"length":10,"messageText":"Cannot find name 'beforeEach'.","category":1,"code":2304},{"start":49459,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":49852,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":50175,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":50365,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":50436,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":50771,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":51113,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":51281,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":51326,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":51373,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":51448,"length":8,"messageText":"Cannot find name 'describe'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":51491,"length":10,"messageText":"Cannot find name 'beforeEach'.","category":1,"code":2304},{"start":51592,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":52050,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":52111,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":52276,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":52956,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":53017,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":53194,"length":8,"messageText":"Cannot find name 'describe'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":53991,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":54371,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":54461,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":54564,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? 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\ No newline at end of file diff --git a/uv.lock b/uv.lock index 23a44e7dd86..0fe787645a2 100644 --- a/uv.lock +++ b/uv.lock @@ -10,7 +10,7 @@ resolution-markers = [ ] [options] -exclude-newer = "2026-09-05T20:24:07.535116Z" +exclude-newer = "2026-09-06T00:40:30.433549Z" exclude-newer-span = "P3D" [manifest] @@ -4767,7 +4767,7 @@ proxy-dev = [ [[package]] name = "litellm-enterprise" -version = "0.1.65" +version = "0.1.66" source = { editable = "enterprise" } [[package]]