From e491cace81024cd361eaaeb7326e463978ff21b0 Mon Sep 17 00:00:00 2001 From: joereyna Date: Wed, 11 Mar 2026 19:14:35 -0700 Subject: [PATCH 01/10] fix: strip SERVER_ROOT_PATH prefix before checking mapped pass-through routes --- .../proxy/pass_through_endpoints/pass_through_endpoints.py | 7 ++++++- 1 file changed, 6 insertions(+), 1 deletion(-) diff --git a/litellm/proxy/pass_through_endpoints/pass_through_endpoints.py b/litellm/proxy/pass_through_endpoints/pass_through_endpoints.py index a06a3aa3daf..1033ba7921a 100644 --- a/litellm/proxy/pass_through_endpoints/pass_through_endpoints.py +++ b/litellm/proxy/pass_through_endpoints/pass_through_endpoints.py @@ -2058,8 +2058,13 @@ class InitPassThroughEndpointHelpers: bool: True if route is a registered pass-through endpoint, False otherwise """ ## CHECK IF MAPPED PASS THROUGH ENDPOINT + # Strip server root path prefix so mapped routes match when SERVER_ROOT_PATH is set + root_path = get_server_root_path() + normalized_route = route + if root_path and root_path != "/" and route.startswith(root_path): + normalized_route = route[len(root_path):] for mapped_route in LiteLLMRoutes.mapped_pass_through_routes.value: - if route.startswith(mapped_route): + if normalized_route.startswith(mapped_route): return True # Fast path: check if any registered route key contains this path From 47e41deab60027c26c6b6b8a6ba4d494f43f3994 Mon Sep 17 00:00:00 2001 From: joereyna Date: Wed, 11 Mar 2026 20:00:25 -0700 Subject: [PATCH 02/10] fix: enforce SERVER_ROOT_PATH prefix guard in mapped pass-through route checks Routes lacking the root prefix can no longer spuriously match mapped pass-through routes (vertex_ai, bedrock, etc.) when SERVER_ROOT_PATH is set. Also applies the same fix to the identical check in user_api_key_auth.py (litellm_user_api_key header extraction). --- litellm/proxy/auth/user_api_key_auth.py | 16 ++++++++++---- .../pass_through_endpoints.py | 21 ++++++++++++------- 2 files changed, 26 insertions(+), 11 deletions(-) diff --git a/litellm/proxy/auth/user_api_key_auth.py b/litellm/proxy/auth/user_api_key_auth.py index c992cfb53e8..40a1e250689 100644 --- a/litellm/proxy/auth/user_api_key_auth.py +++ b/litellm/proxy/auth/user_api_key_auth.py @@ -50,7 +50,7 @@ from litellm.proxy.common_utils.http_parsing_utils import ( _read_request_body, _safe_get_request_headers, populate_request_with_path_params) from litellm.proxy.common_utils.realtime_utils import _realtime_request_body -from litellm.proxy.utils import PrismaClient, ProxyLogging +from litellm.proxy.utils import PrismaClient, ProxyLogging, get_server_root_path from litellm.secret_managers.main import get_secret_bool from litellm.types.services import ServiceTypes @@ -386,9 +386,17 @@ async def check_api_key_for_custom_headers_or_pass_through_endpoints( api_key: str, ) -> Union[UserAPIKeyAuth, str]: is_mapped_pass_through_route: bool = False - for mapped_route in LiteLLMRoutes.mapped_pass_through_routes.value: # type: ignore - if route.startswith(mapped_route): - is_mapped_pass_through_route = True + root_path = get_server_root_path() + if root_path and root_path != "/": + if route.startswith(root_path): + normalized_route = route[len(root_path):] + for mapped_route in LiteLLMRoutes.mapped_pass_through_routes.value: # type: ignore + if normalized_route.startswith(mapped_route): + is_mapped_pass_through_route = True + else: + for mapped_route in LiteLLMRoutes.mapped_pass_through_routes.value: # type: ignore + if route.startswith(mapped_route): + is_mapped_pass_through_route = True if is_mapped_pass_through_route: if request.headers.get("litellm_user_api_key") is not None: api_key = request.headers.get("litellm_user_api_key") or "" diff --git a/litellm/proxy/pass_through_endpoints/pass_through_endpoints.py b/litellm/proxy/pass_through_endpoints/pass_through_endpoints.py index 1033ba7921a..8d6a4c00b71 100644 --- a/litellm/proxy/pass_through_endpoints/pass_through_endpoints.py +++ b/litellm/proxy/pass_through_endpoints/pass_through_endpoints.py @@ -2058,14 +2058,21 @@ class InitPassThroughEndpointHelpers: bool: True if route is a registered pass-through endpoint, False otherwise """ ## CHECK IF MAPPED PASS THROUGH ENDPOINT - # Strip server root path prefix so mapped routes match when SERVER_ROOT_PATH is set + # When SERVER_ROOT_PATH is set, all valid routes carry that prefix. + # Strip it before comparing against mapped routes; if the route does not + # carry the prefix, it cannot be a mapped pass-through route. root_path = get_server_root_path() - normalized_route = route - if root_path and root_path != "/" and route.startswith(root_path): - normalized_route = route[len(root_path):] - for mapped_route in LiteLLMRoutes.mapped_pass_through_routes.value: - if normalized_route.startswith(mapped_route): - return True + if root_path and root_path != "/": + if route.startswith(root_path): + normalized_route = route[len(root_path):] + for mapped_route in LiteLLMRoutes.mapped_pass_through_routes.value: + if normalized_route.startswith(mapped_route): + return True + # Route lacks expected prefix — not a mapped pass-through route + else: + for mapped_route in LiteLLMRoutes.mapped_pass_through_routes.value: + if route.startswith(mapped_route): + return True # Fast path: check if any registered route key contains this path # Keys are in format: "{endpoint_id}:exact:{path}:{methods}" or "{endpoint_id}:subpath:{path}:{methods}" From 791e598ad546639bb7757f176568adb3dabe3bbb Mon Sep 17 00:00:00 2001 From: joereyna Date: Wed, 11 Mar 2026 23:50:34 -0700 Subject: [PATCH 03/10] fix: add break on match and guard empty normalized_route in mapped route checks - Add break after match in user_api_key_auth.py loop to avoid unnecessary iterations over remaining mapped routes - Guard against normalized_route being empty when route == root_path exactly, which would otherwise match every mapped route via startswith("") - Apply same empty-string guard in pass_through_endpoints.py for consistency --- litellm/proxy/auth/user_api_key_auth.py | 9 ++++++--- .../pass_through_endpoints/pass_through_endpoints.py | 9 +++++---- 2 files changed, 11 insertions(+), 7 deletions(-) diff --git a/litellm/proxy/auth/user_api_key_auth.py b/litellm/proxy/auth/user_api_key_auth.py index 40a1e250689..e57adfda05d 100644 --- a/litellm/proxy/auth/user_api_key_auth.py +++ b/litellm/proxy/auth/user_api_key_auth.py @@ -390,13 +390,16 @@ async def check_api_key_for_custom_headers_or_pass_through_endpoints( if root_path and root_path != "/": if route.startswith(root_path): normalized_route = route[len(root_path):] - for mapped_route in LiteLLMRoutes.mapped_pass_through_routes.value: # type: ignore - if normalized_route.startswith(mapped_route): - is_mapped_pass_through_route = True + if normalized_route: # guard against route == root_path exactly + for mapped_route in LiteLLMRoutes.mapped_pass_through_routes.value: # type: ignore + if normalized_route.startswith(mapped_route): + is_mapped_pass_through_route = True + break else: for mapped_route in LiteLLMRoutes.mapped_pass_through_routes.value: # type: ignore if route.startswith(mapped_route): is_mapped_pass_through_route = True + break if is_mapped_pass_through_route: if request.headers.get("litellm_user_api_key") is not None: api_key = request.headers.get("litellm_user_api_key") or "" diff --git a/litellm/proxy/pass_through_endpoints/pass_through_endpoints.py b/litellm/proxy/pass_through_endpoints/pass_through_endpoints.py index 8d6a4c00b71..3c208fc8d30 100644 --- a/litellm/proxy/pass_through_endpoints/pass_through_endpoints.py +++ b/litellm/proxy/pass_through_endpoints/pass_through_endpoints.py @@ -2065,10 +2065,11 @@ class InitPassThroughEndpointHelpers: if root_path and root_path != "/": if route.startswith(root_path): normalized_route = route[len(root_path):] - for mapped_route in LiteLLMRoutes.mapped_pass_through_routes.value: - if normalized_route.startswith(mapped_route): - return True - # Route lacks expected prefix — not a mapped pass-through route + if normalized_route: # guard against route == root_path exactly + for mapped_route in LiteLLMRoutes.mapped_pass_through_routes.value: + if normalized_route.startswith(mapped_route): + return True + # Route lacks expected prefix (or is exactly root_path) — not a mapped pass-through route else: for mapped_route in LiteLLMRoutes.mapped_pass_through_routes.value: if route.startswith(mapped_route): From 938452cc59e13c0978088a2befff143e0562ef57 Mon Sep 17 00:00:00 2001 From: joereyna Date: Thu, 12 Mar 2026 07:55:22 -0700 Subject: [PATCH 04/10] fix: extract normalize_route_for_root_path to deduplicate root-path stripping --- litellm/proxy/auth/user_api_key_auth.py | 16 ++++------------ .../pass_through_endpoints.py | 19 ++++--------------- litellm/proxy/utils.py | 10 ++++++++++ 3 files changed, 18 insertions(+), 27 deletions(-) diff --git a/litellm/proxy/auth/user_api_key_auth.py b/litellm/proxy/auth/user_api_key_auth.py index e57adfda05d..70ed7ad3c8e 100644 --- a/litellm/proxy/auth/user_api_key_auth.py +++ b/litellm/proxy/auth/user_api_key_auth.py @@ -50,7 +50,7 @@ from litellm.proxy.common_utils.http_parsing_utils import ( _read_request_body, _safe_get_request_headers, populate_request_with_path_params) from litellm.proxy.common_utils.realtime_utils import _realtime_request_body -from litellm.proxy.utils import PrismaClient, ProxyLogging, get_server_root_path +from litellm.proxy.utils import PrismaClient, ProxyLogging, normalize_route_for_root_path from litellm.secret_managers.main import get_secret_bool from litellm.types.services import ServiceTypes @@ -386,18 +386,10 @@ async def check_api_key_for_custom_headers_or_pass_through_endpoints( api_key: str, ) -> Union[UserAPIKeyAuth, str]: is_mapped_pass_through_route: bool = False - root_path = get_server_root_path() - if root_path and root_path != "/": - if route.startswith(root_path): - normalized_route = route[len(root_path):] - if normalized_route: # guard against route == root_path exactly - for mapped_route in LiteLLMRoutes.mapped_pass_through_routes.value: # type: ignore - if normalized_route.startswith(mapped_route): - is_mapped_pass_through_route = True - break - else: + normalized_route = normalize_route_for_root_path(route) + if normalized_route is not None: for mapped_route in LiteLLMRoutes.mapped_pass_through_routes.value: # type: ignore - if route.startswith(mapped_route): + if normalized_route.startswith(mapped_route): is_mapped_pass_through_route = True break if is_mapped_pass_through_route: diff --git a/litellm/proxy/pass_through_endpoints/pass_through_endpoints.py b/litellm/proxy/pass_through_endpoints/pass_through_endpoints.py index 3c208fc8d30..d475be5a06a 100644 --- a/litellm/proxy/pass_through_endpoints/pass_through_endpoints.py +++ b/litellm/proxy/pass_through_endpoints/pass_through_endpoints.py @@ -54,7 +54,7 @@ from litellm.proxy.common_utils.http_parsing_utils import ( _read_request_body, _safe_get_request_headers, ) -from litellm.proxy.utils import get_server_root_path +from litellm.proxy.utils import get_server_root_path, normalize_route_for_root_path from litellm.secret_managers.main import get_secret_str from litellm.types.llms.custom_http import httpxSpecialProvider from litellm.types.passthrough_endpoints.pass_through_endpoints import ( @@ -2058,21 +2058,10 @@ class InitPassThroughEndpointHelpers: bool: True if route is a registered pass-through endpoint, False otherwise """ ## CHECK IF MAPPED PASS THROUGH ENDPOINT - # When SERVER_ROOT_PATH is set, all valid routes carry that prefix. - # Strip it before comparing against mapped routes; if the route does not - # carry the prefix, it cannot be a mapped pass-through route. - root_path = get_server_root_path() - if root_path and root_path != "/": - if route.startswith(root_path): - normalized_route = route[len(root_path):] - if normalized_route: # guard against route == root_path exactly - for mapped_route in LiteLLMRoutes.mapped_pass_through_routes.value: - if normalized_route.startswith(mapped_route): - return True - # Route lacks expected prefix (or is exactly root_path) — not a mapped pass-through route - else: + normalized_route = normalize_route_for_root_path(route) + if normalized_route is not None: for mapped_route in LiteLLMRoutes.mapped_pass_through_routes.value: - if route.startswith(mapped_route): + if normalized_route.startswith(mapped_route): return True # Fast path: check if any registered route key contains this path diff --git a/litellm/proxy/utils.py b/litellm/proxy/utils.py index 2f9d27568e3..5a4e6dd8b5f 100644 --- a/litellm/proxy/utils.py +++ b/litellm/proxy/utils.py @@ -5145,6 +5145,16 @@ def get_server_root_path() -> str: return os.getenv("SERVER_ROOT_PATH", "") +def normalize_route_for_root_path(route: str) -> Optional[str]: + """Strip SERVER_ROOT_PATH prefix. Returns de-prefixed route, or None if route is not under root path.""" + root_path = get_server_root_path() + if root_path and root_path != "/": + if route.startswith(root_path + "/"): + return route[len(root_path):] + return None + return route + + def get_prisma_client_or_throw(message: str): from litellm.proxy.proxy_server import prisma_client From 1af7f11dae5e313db1fafb2ccdeae662fbc52f17 Mon Sep 17 00:00:00 2001 From: joereyna Date: Thu, 12 Mar 2026 08:16:00 -0700 Subject: [PATCH 05/10] fix: extract normalize_route_for_root_path to deduplicate root-path stripping; fix mock target --- .../proxy/pass_through_endpoints/test_pass_through_endpoints.py | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/tests/test_litellm/proxy/pass_through_endpoints/test_pass_through_endpoints.py b/tests/test_litellm/proxy/pass_through_endpoints/test_pass_through_endpoints.py index 5af24f96126..50459bf18a6 100644 --- a/tests/test_litellm/proxy/pass_through_endpoints/test_pass_through_endpoints.py +++ b/tests/test_litellm/proxy/pass_through_endpoints/test_pass_through_endpoints.py @@ -2383,7 +2383,7 @@ def test_mapped_pass_through_routes_with_server_root_path(): ) with patch( - "litellm.proxy.pass_through_endpoints.pass_through_endpoints.get_server_root_path" + "litellm.proxy.utils.get_server_root_path" ) as mock_get_root: mock_get_root.return_value = "/litellm" From cf1d330e63454d74d5ff90c6efd8b68f4da49aba Mon Sep 17 00:00:00 2001 From: Sameer Kankute Date: Thu, 12 Mar 2026 22:41:39 +0530 Subject: [PATCH 06/10] Improve doc for WebRTC --- .../realtime_webrtc_http_endpoints/index.md | 27 ++++-------------- docs/my-website/img/ephemeral_token.png | Bin 0 -> 297034 bytes docs/my-website/img/webrtc_flow.png | Bin 0 -> 243361 bytes 3 files changed, 6 insertions(+), 21 deletions(-) create mode 100644 docs/my-website/img/ephemeral_token.png create mode 100644 docs/my-website/img/webrtc_flow.png diff --git a/docs/my-website/blog/realtime_webrtc_http_endpoints/index.md b/docs/my-website/blog/realtime_webrtc_http_endpoints/index.md index 1316b5c7308..3ac300a6f3f 100644 --- a/docs/my-website/blog/realtime_webrtc_http_endpoints/index.md +++ b/docs/my-website/blog/realtime_webrtc_http_endpoints/index.md @@ -22,31 +22,16 @@ hide_table_of_contents: false import WebRTCTester from '@site/src/components/WebRTCTester'; -Connect to the Realtime API via WebRTC from browser/mobile clients. LiteLLM handles auth and key management; audio streams directly to OpenAI/Azure. - -**Providers:** OpenAI · Azure OpenAI - -:::info **WebRTC vs WebSocket** -- **WebSocket** (`/v1/realtime`) — server-to-server -- **WebRTC** (`/v1/realtime/client_secrets` + `/v1/realtime/calls`) — browser/mobile, lower latency -::: +Connect to the Realtime API via WebRTC from browser/mobile clients. LiteLLM handles auth and key management. ## How it works -LiteLLM issues tokens and relays SDP; audio never passes through the proxy. +![WebRTC flow: Browser, LiteLLM Proxy, and OpenAI/Azure](../../img/webrtc_flow.png) + +**Flow of generating ephemeral token** + +![Ephemeral token flow: Browser requests token, LiteLLM gets real token from OpenAI, returns encrypted token](../../img/ephemeral_token.png) -``` -Browser LiteLLM Proxy OpenAI/Azure - | | | - |-- POST /v1/realtime/ | | - | client_secrets -------->|-- POST sessions -------->| - | |<-- { ek_... } -----------| - |<-- { encrypted_token } ---| | - |-- POST /v1/realtime/calls |-- POST calls ----------->| - | [SDP + token] --------->| | - |<-- SDP answer ------------|<-- SDP answer -----------| - |===== audio P2P direct to OpenAI/Azure =============>| -``` ## Proxy Setup diff --git a/docs/my-website/img/ephemeral_token.png b/docs/my-website/img/ephemeral_token.png new file mode 100644 index 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zO^qEoRurQ}vv|7lm@ytKlU|S*|1mmV@Zjf2!q(t37*`BGHqsv?0x(7=m=*=vATCZ? zt4TasmnJnTDre$$-!h%<1~v%x6{K&07EK*7GDYy+u*_ft$M}lSu`Ia+0lJ^1=vacq z9d2B1sIu`w#|Cj}y6zFux50xE;Twy~2CU(T@t-HFvB%e9O{z@ndpx zqj2$od!H^uy`bsgc%LruVYo|N1QyH~n`Rrg2eF^(u%C+W0`qPc$I|y5F+!VO5kgI zo#;a~_iX|VDbays@mQ)kC87wSTKZN4^H{Ez#rM!G+(q_q+|P3NEO9`IwC^OpDjAoW zEk{*gYX7+W;MQ{O0jr@9uXz;Wx`AjY_iceLg&;7(w-?SS&pDr304sg#aIsyW>vnN) zYr;I>I{wsZy~ukVGgdIVBAhEuL4p=dw`^ej1HrAI)^|upjeH+6EC?eEZlfqDpW-4K zEu|eTIyR-AW3&Y5k=@Wf$6Ac_^loSpsPp4WAXvYJYqQiqaf7cvcTxLf{c#wM`IT1T zgr%^-K*vRPj4qSGmOT$FRKW7V$XS4SxC?RJH8dfJHoCH?5qsThGWVV$wkB$a9!?}%hP3?c=C6hs>l_wm5!Z9YHZ=uw}ss}3~E;!-M( z8BNT(^%!f>t=rU$``BXo6N8WY1Q$p^y>%-fq%lNM-5ZOFVk~Hmp&$y79(Uz*7+EkX n Date: Thu, 12 Mar 2026 22:45:36 +0530 Subject: [PATCH 07/10] Improve doc for WebRTC --- .../my-website/blog/realtime_webrtc_http_endpoints/index.md | 6 +++--- docs/my-website/sidebars.js | 1 + 2 files changed, 4 insertions(+), 3 deletions(-) diff --git a/docs/my-website/blog/realtime_webrtc_http_endpoints/index.md b/docs/my-website/blog/realtime_webrtc_http_endpoints/index.md index 3ac300a6f3f..04c3d3c9097 100644 --- a/docs/my-website/blog/realtime_webrtc_http_endpoints/index.md +++ b/docs/my-website/blog/realtime_webrtc_http_endpoints/index.md @@ -57,11 +57,11 @@ litellm --config /path/to/config.yaml ## Client Usage -**1. Get token** — `POST /v1/realtime/client_secrets` with LiteLLM API key and `{ model }`. +**1. Get token** - `POST /v1/realtime/client_secrets` with LiteLLM API key and `{ model }`. -**2. WebRTC handshake** — Create `RTCPeerConnection`, add mic track, create data channel `oai-events`, send SDP offer to `POST /v1/realtime/calls` with `Authorization: Bearer ` and `Content-Type: application/sdp`. +**2. WebRTC handshake** - Create `RTCPeerConnection`, add mic track, create data channel `oai-events`, send SDP offer to `POST /v1/realtime/calls` with `Authorization: Bearer ` and `Content-Type: application/sdp`. -**3. Events** — Use the data channel for `session.update` and other events. +**3. Events** - Use the data channel for `session.update` and other events.

Full code example diff --git a/docs/my-website/sidebars.js b/docs/my-website/sidebars.js index 8383b826f0d..b877eed0dd0 100644 --- a/docs/my-website/sidebars.js +++ b/docs/my-website/sidebars.js @@ -669,6 +669,7 @@ const sidebars = { "rag_ingest", "rag_query", "realtime", + "proxy/realtime_webrtc", "rerank", "response_api", "response_api_compact", From e38edb6190dd8ac67abe01a9cc4e97dcb2876832 Mon Sep 17 00:00:00 2001 From: yuneng-jiang Date: Thu, 12 Mar 2026 10:51:49 -0700 Subject: [PATCH 08/10] fixing ui build --- .../llms/anthropic/files/transformation.py | 307 ++++++++++++++++++ .../components/EntityUsage/EntityUsage.tsx | 2 +- 2 files changed, 308 insertions(+), 1 deletion(-) create mode 100644 litellm/llms/anthropic/files/transformation.py diff --git a/litellm/llms/anthropic/files/transformation.py b/litellm/llms/anthropic/files/transformation.py new file mode 100644 index 00000000000..8e7d9f07b54 --- /dev/null +++ b/litellm/llms/anthropic/files/transformation.py @@ -0,0 +1,307 @@ +""" +Anthropic Files API transformation config. + +Implements BaseFilesConfig for Anthropic's Files API (beta). +Reference: https://docs.anthropic.com/en/docs/build-with-claude/files + +Anthropic Files API endpoints: +- POST /v1/files - Upload a file +- GET /v1/files - List files +- GET /v1/files/{file_id} - Retrieve file metadata +- DELETE /v1/files/{file_id} - Delete a file +- GET /v1/files/{file_id}/content - Download file content +""" + +import calendar +import time +from typing import Any, Dict, List, Optional, Union + +import httpx +from openai.types.file_deleted import FileDeleted + +from litellm.litellm_core_utils.prompt_templates.common_utils import extract_file_data +from litellm.llms.base_llm.chat.transformation import BaseLLMException +from litellm.llms.base_llm.files.transformation import ( + BaseFilesConfig, + LiteLLMLoggingObj, +) +from litellm.types.llms.openai import ( + CreateFileRequest, + FileContentRequest, + HttpxBinaryResponseContent, + OpenAICreateFileRequestOptionalParams, + OpenAIFileObject, +) +from litellm.types.utils import LlmProviders + +from ..common_utils import AnthropicError, AnthropicModelInfo + +ANTHROPIC_FILES_API_BASE = "https://api.anthropic.com" +ANTHROPIC_FILES_BETA_HEADER = "files-api-2025-04-14" + + +class AnthropicFilesConfig(BaseFilesConfig): + """ + Transformation config for Anthropic Files API. + + Anthropic uses: + - x-api-key header for authentication + - anthropic-beta: files-api-2025-04-14 header + - multipart/form-data for file uploads + - purpose="messages" (Anthropic-specific, not for batches/fine-tuning) + """ + + def __init__(self): + pass + + @property + def custom_llm_provider(self) -> LlmProviders: + return LlmProviders.ANTHROPIC + + def get_complete_url( + self, + api_base: Optional[str], + api_key: Optional[str], + model: str, + optional_params: dict, + litellm_params: dict, + stream: Optional[bool] = None, + ) -> str: + api_base = AnthropicModelInfo.get_api_base(api_base) or ANTHROPIC_FILES_API_BASE + return f"{api_base.rstrip('/')}/v1/files" + + def get_error_class( + self, + error_message: str, + status_code: int, + headers: Union[dict, httpx.Headers], + ) -> BaseLLMException: + return AnthropicError( + status_code=status_code, + message=error_message, + headers=headers, + ) + + def validate_environment( + self, + headers: dict, + model: str, + messages: list, + optional_params: dict, + litellm_params: dict, + api_key: Optional[str] = None, + api_base: Optional[str] = None, + ) -> dict: + api_key = AnthropicModelInfo.get_api_key(api_key) + if not api_key: + raise ValueError( + "Anthropic API key is required. Set ANTHROPIC_API_KEY environment variable or pass api_key parameter." + ) + headers.update( + { + "x-api-key": api_key, + "anthropic-version": "2023-06-01", + "anthropic-beta": ANTHROPIC_FILES_BETA_HEADER, + } + ) + return headers + + def get_supported_openai_params( + self, model: str + ) -> List[OpenAICreateFileRequestOptionalParams]: + return ["purpose"] + + def map_openai_params( + self, + non_default_params: dict, + optional_params: dict, + model: str, + drop_params: bool, + ) -> dict: + return optional_params + + def transform_create_file_request( + self, + model: str, + create_file_data: CreateFileRequest, + optional_params: dict, + litellm_params: dict, + ) -> dict: + """ + Transform to multipart form data for Anthropic file upload. + + Anthropic expects: POST /v1/files with multipart form-data + - file: the file content + - purpose: "messages" (defaults to "messages" if not provided) + """ + file_data = create_file_data.get("file") + if file_data is None: + raise ValueError("File data is required") + + extracted = extract_file_data(file_data) + filename = extracted["filename"] or f"file_{int(time.time())}" + content = extracted["content"] + content_type = extracted.get("content_type", "application/octet-stream") + + purpose = create_file_data.get("purpose", "messages") + + return { + "file": (filename, content, content_type), + "purpose": (None, purpose), + } + + def transform_create_file_response( + self, + model: Optional[str], + raw_response: httpx.Response, + logging_obj: LiteLLMLoggingObj, + litellm_params: dict, + ) -> OpenAIFileObject: + """ + Transform Anthropic file response to OpenAI format. + + Anthropic response: + { + "id": "file-xxx", + "type": "file", + "filename": "document.pdf", + "mime_type": "application/pdf", + "size_bytes": 12345, + "created_at": "2025-01-01T00:00:00Z" + } + """ + response_json = raw_response.json() + return self._parse_anthropic_file(response_json) + + def transform_retrieve_file_request( + self, + file_id: str, + optional_params: dict, + litellm_params: dict, + ) -> tuple[str, dict]: + api_base = ( + AnthropicModelInfo.get_api_base(litellm_params.get("api_base")) + or ANTHROPIC_FILES_API_BASE + ) + return f"{api_base.rstrip('/')}/v1/files/{file_id}", {} + + def transform_retrieve_file_response( + self, + raw_response: httpx.Response, + logging_obj: LiteLLMLoggingObj, + litellm_params: dict, + ) -> OpenAIFileObject: + response_json = raw_response.json() + return self._parse_anthropic_file(response_json) + + def transform_delete_file_request( + self, + file_id: str, + optional_params: dict, + litellm_params: dict, + ) -> tuple[str, dict]: + api_base = ( + AnthropicModelInfo.get_api_base(litellm_params.get("api_base")) + or ANTHROPIC_FILES_API_BASE + ) + return f"{api_base.rstrip('/')}/v1/files/{file_id}", {} + + def transform_delete_file_response( + self, + raw_response: httpx.Response, + logging_obj: LiteLLMLoggingObj, + litellm_params: dict, + ) -> FileDeleted: + response_json = raw_response.json() + file_id = response_json.get("id", "") + return FileDeleted( + id=file_id, + deleted=True, + object="file", + ) + + def transform_list_files_request( + self, + purpose: Optional[str], + optional_params: dict, + litellm_params: dict, + ) -> tuple[str, dict]: + api_base = ( + AnthropicModelInfo.get_api_base(litellm_params.get("api_base")) + or ANTHROPIC_FILES_API_BASE + ) + url = f"{api_base.rstrip('/')}/v1/files" + params: Dict[str, Any] = {} + if purpose: + params["purpose"] = purpose + return url, params + + def transform_list_files_response( + self, + raw_response: httpx.Response, + logging_obj: LiteLLMLoggingObj, + litellm_params: dict, + ) -> List[OpenAIFileObject]: + """ + Anthropic list response: + { + "data": [...], + "has_more": false, + "first_id": "...", + "last_id": "..." + } + """ + response_json = raw_response.json() + files_data = response_json.get("data", []) + return [self._parse_anthropic_file(f) for f in files_data] + + def transform_file_content_request( + self, + file_content_request: FileContentRequest, + optional_params: dict, + litellm_params: dict, + ) -> tuple[str, dict]: + file_id = file_content_request.get("file_id") + api_base = ( + AnthropicModelInfo.get_api_base(litellm_params.get("api_base")) + or ANTHROPIC_FILES_API_BASE + ) + return f"{api_base.rstrip('/')}/v1/files/{file_id}/content", {} + + def transform_file_content_response( + self, + raw_response: httpx.Response, + logging_obj: LiteLLMLoggingObj, + litellm_params: dict, + ) -> HttpxBinaryResponseContent: + return HttpxBinaryResponseContent(response=raw_response) + + @staticmethod + def _parse_anthropic_file(file_data: dict) -> OpenAIFileObject: + """Parse Anthropic file object into OpenAI format.""" + created_at_str = file_data.get("created_at", "") + if created_at_str: + try: + created_at = int( + calendar.timegm( + time.strptime( + created_at_str.replace("Z", "+00:00")[:19], + "%Y-%m-%dT%H:%M:%S", + ) + ) + ) + except (ValueError, TypeError): + created_at = int(time.time()) + else: + created_at = int(time.time()) + + return OpenAIFileObject( + id=file_data.get("id", ""), + bytes=file_data.get("size_bytes", file_data.get("bytes", 0)), + created_at=created_at, + filename=file_data.get("filename", ""), + object="file", + purpose=file_data.get("purpose", "messages"), + status="uploaded", + status_details=None, + ) diff --git a/ui/litellm-dashboard/src/components/UsagePage/components/EntityUsage/EntityUsage.tsx b/ui/litellm-dashboard/src/components/UsagePage/components/EntityUsage/EntityUsage.tsx index 3e0343fdf60..5129db0a010 100644 --- a/ui/litellm-dashboard/src/components/UsagePage/components/EntityUsage/EntityUsage.tsx +++ b/ui/litellm-dashboard/src/components/UsagePage/components/EntityUsage/EntityUsage.tsx @@ -465,7 +465,7 @@ const EntityUsage: React.FC = ({ accessToken, entityType, enti Cost {entityType === "agent" ? "Request / Token Consumption" : "Model Activity"} - {entityType === "team" && Agent Activity} + {entityType === "team" ? Agent Activity : null} Key Activity Endpoint Activity From c8ce098b65d9e0d804e162c2a29568eec6cc5f1b Mon Sep 17 00:00:00 2001 From: yuneng-jiang Date: Thu, 12 Mar 2026 11:24:15 -0700 Subject: [PATCH 09/10] fixing tests --- .../components/EntityUsage/EntityUsage.tsx | 6 +++--- .../MCPToolPermissions.test.tsx | 16 +++++++++++----- 2 files changed, 14 insertions(+), 8 deletions(-) diff --git a/ui/litellm-dashboard/src/components/UsagePage/components/EntityUsage/EntityUsage.tsx b/ui/litellm-dashboard/src/components/UsagePage/components/EntityUsage/EntityUsage.tsx index 5129db0a010..92d9c25c6be 100644 --- a/ui/litellm-dashboard/src/components/UsagePage/components/EntityUsage/EntityUsage.tsx +++ b/ui/litellm-dashboard/src/components/UsagePage/components/EntityUsage/EntityUsage.tsx @@ -465,7 +465,7 @@ const EntityUsage: React.FC = ({ accessToken, entityType, enti Cost {entityType === "agent" ? "Request / Token Consumption" : "Model Activity"} - {entityType === "team" ? Agent Activity : null} + {entityType === "team" ? Agent Activity : <>} Key Activity Endpoint Activity @@ -768,11 +768,11 @@ const EntityUsage: React.FC = ({ accessToken, entityType, enti - {entityType === "team" && ( + {entityType === "team" ? ( - )} + ) : <>} diff --git a/ui/litellm-dashboard/src/components/mcp_server_management/MCPToolPermissions.test.tsx b/ui/litellm-dashboard/src/components/mcp_server_management/MCPToolPermissions.test.tsx index 5b8611f4e99..42ecdd6fd9b 100644 --- a/ui/litellm-dashboard/src/components/mcp_server_management/MCPToolPermissions.test.tsx +++ b/ui/litellm-dashboard/src/components/mcp_server_management/MCPToolPermissions.test.tsx @@ -19,7 +19,8 @@ describe("MCPToolPermissions", () => { it("should update tool permissions when user selects a tool", async () => { /** * Tests that clicking a tool checkbox calls onChange with updated permissions. - * This is the core functionality of the component. + * Pre-populates toolPermissions so the auto-populate logic on fetch is skipped, + * and switches to flat view for predictable checkbox ordering. */ const mockOnChange = vi.fn(); const mockTools = [ @@ -43,11 +44,12 @@ describe("MCPToolPermissions", () => { error: false, }); + // Pre-populate with all tools selected so auto-populate doesn't fire renderWithProviders( , ); @@ -61,13 +63,17 @@ describe("MCPToolPermissions", () => { expect(screen.getByText("read_wiki_structure")).toBeInTheDocument(); }); - // Get all checkboxes and click the first one (for read_wiki_structure) + // Switch to Flat List view for predictable checkbox ordering + const flatListOption = screen.getByText("Flat List"); + await userEvent.click(flatListOption); + + // Click the first checkbox to deselect read_wiki_structure const checkboxes = screen.getAllByRole("checkbox"); await userEvent.click(checkboxes[0]); - // Verify onChange was called with correct permissions + // Verify onChange was called with read_wiki_structure removed expect(mockOnChange).toHaveBeenCalledWith({ - [mockServerId]: ["read_wiki_structure"], + [mockServerId]: ["read_wiki_contents", "ask_question"], }); // Verify API calls From d17d20596333c7df6c6d7dbb764a026ce5f2beec Mon Sep 17 00:00:00 2001 From: yuneng-jiang Date: Thu, 12 Mar 2026 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litellm/proxy/_experimental/out/tools/{vector-stores/index.html => vector-stores.html} (85%) rename litellm/proxy/_experimental/out/{usage/index.html => usage.html} (70%) rename litellm/proxy/_experimental/out/{users/index.html => users.html} (74%) rename litellm/proxy/_experimental/out/{virtual-keys/index.html => virtual-keys.html} (73%) diff --git a/litellm/proxy/_experimental/out/404/index.html b/litellm/proxy/_experimental/out/404.html similarity index 96% rename from litellm/proxy/_experimental/out/404/index.html rename to litellm/proxy/_experimental/out/404.html index 583173ce407..9ae6eece580 100644 --- a/litellm/proxy/_experimental/out/404/index.html +++ b/litellm/proxy/_experimental/out/404.html @@ -1 +1 @@ -404: This page could not be found.LiteLLM Dashboard

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extra_body=${e}`}let o=k.length>0?k:[{role:"user",content:S}];t=` -import base64 - -# Helper function to encode images to base64 -def encode_image(image_path): - with open(image_path, "rb") as image_file: - return base64.b64encode(image_file.read()).decode('utf-8') - -# Example with text only -response = client.responses.create( - model="${O}", - input=${JSON.stringify(o,null,4)}${i} -) - -print(response.output_text) - -# Example with image or PDF (uncomment and provide file path to use) -# base64_file = encode_image("path/to/your/file.jpg") # or .pdf -# response_with_file = client.responses.create( -# model="${O}", -# input=[ -# { -# "role": "user", -# "content": [ -# {"type": "input_text", "text": "${j}"}, -# { -# "type": "input_image", -# "image_url": f"data:image/jpeg;base64,{base64_file}", # or data:application/pdf;base64,{base64_file} -# }, -# ], -# } -# ]${i} -# ) -# print(response_with_file.output_text) -`;break}case r.IMAGE:t="azure"===v?` -# NOTE: The Azure SDK does not have a direct equivalent to the multi-modal 'responses.create' method shown for OpenAI. -# This snippet uses 'client.images.generate' and will create a new image based on your prompt. -# It does not use the uploaded image, as 'client.images.generate' does not support image inputs in this context. -import os -import requests -import json -import time -from PIL import Image - -result = client.images.generate( - model="${O}", - prompt="${n}", - n=1 -) - -json_response = json.loads(result.model_dump_json()) - -# Set the directory for the stored image -image_dir = os.path.join(os.curdir, 'images') - -# If the directory doesn't exist, create it -if not os.path.isdir(image_dir): - os.mkdir(image_dir) - -# Initialize the image path -image_filename = f"generated_image_{int(time.time())}.png" -image_path = os.path.join(image_dir, image_filename) - -try: - # Retrieve the generated image - if json_response.get("data") && len(json_response["data"]) > 0 && json_response["data"][0].get("url"): - image_url = json_response["data"][0]["url"] - generated_image = requests.get(image_url).content - with open(image_path, "wb") as image_file: - image_file.write(generated_image) - - print(f"Image saved to {image_path}") - # Display the image - image = Image.open(image_path) - image.show() - else: - print("Could not find image URL in response.") - print("Full response:", json_response) -except Exception as e: - print(f"An error occurred: {e}") - print("Full response:", json_response) -`:` -import base64 -import os -import time -import json -from PIL import Image -import requests - -# Helper function to encode images to base64 -def encode_image(image_path): - with open(image_path, "rb") as image_file: - return base64.b64encode(image_file.read()).decode('utf-8') - -# Helper function to create a file (simplified for this example) -def create_file(image_path): - # In a real implementation, this would upload the file to OpenAI - # For this example, we'll just return a placeholder ID - return f"file_{os.path.basename(image_path).replace('.', '_')}" - -# The prompt entered by the user -prompt = "${j}" - -# Encode images to base64 -base64_image1 = encode_image("body-lotion.png") -base64_image2 = encode_image("soap.png") - -# Create file IDs -file_id1 = create_file("body-lotion.png") -file_id2 = create_file("incense-kit.png") - -response = client.responses.create( - model="${O}", - input=[ - { - "role": "user", - "content": [ - {"type": "input_text", "text": prompt}, - { - "type": "input_image", - "image_url": f"data:image/jpeg;base64,{base64_image1}", - }, - { - "type": "input_image", - "image_url": f"data:image/jpeg;base64,{base64_image2}", - }, - { - "type": "input_image", - "file_id": file_id1, - }, - { - "type": "input_image", - "file_id": file_id2, - } - ], - } - ], - tools=[{"type": "image_generation"}], -) - -# Process the response -image_generation_calls = [ - output - for output in response.output - if output.type == "image_generation_call" -] - -image_data = [output.result for output in image_generation_calls] - -if image_data: - image_base64 = image_data[0] - image_filename = f"edited_image_{int(time.time())}.png" - with open(image_filename, "wb") as f: - f.write(base64.b64decode(image_base64)) - print(f"Image saved to {image_filename}") -else: - # If no image is generated, there might be a text response with an explanation - text_response = [output.text for output in response.output if hasattr(output, 'text')] - 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Model response:") - print("\\n".join(text_response)) - else: - print("No image data found in response.") - print("Full response for debugging:") - print(response) -`;break;case r.IMAGE_EDITS:t="azure"===v?` -import base64 -import os -import time -import json -from PIL import Image -import requests - -# Helper function to encode images to base64 -def encode_image(image_path): - with open(image_path, "rb") as image_file: - return base64.b64encode(image_file.read()).decode('utf-8') - -# The prompt entered by the user -prompt = "${j}" - -# Encode images to base64 -base64_image1 = encode_image("body-lotion.png") -base64_image2 = encode_image("soap.png") - -# Create file IDs -file_id1 = create_file("body-lotion.png") -file_id2 = create_file("incense-kit.png") - -response = client.responses.create( - model="${O}", - input=[ - { - "role": "user", - "content": [ - {"type": "input_text", "text": prompt}, - { - "type": "input_image", - "image_url": f"data:image/jpeg;base64,{base64_image1}", - }, - { - "type": "input_image", - "image_url": f"data:image/jpeg;base64,{base64_image2}", - }, - { - "type": "input_image", - "file_id": file_id1, - }, - { - "type": "input_image", - "file_id": file_id2, - } - ], - } - ], - tools=[{"type": "image_generation"}], -) - -# Process the response -image_generation_calls = [ - output - for output in response.output - if output.type == "image_generation_call" -] - -image_data = [output.result for output in image_generation_calls] - -if image_data: - image_base64 = image_data[0] - image_filename = f"edited_image_{int(time.time())}.png" - with open(image_filename, "wb") as f: - f.write(base64.b64decode(image_base64)) - print(f"Image saved to {image_filename}") -else: - # If no image is generated, there might be a text response with an explanation - text_response = [output.text for output in response.output if hasattr(output, 'text')] - if text_response: - print("No image generated. Model response:") - print("\\n".join(text_response)) - else: - print("No image data found in response.") - print("Full response for debugging:") - print(response) -`:` -import base64 -import os -import time - -# Helper function to encode images to base64 -def encode_image(image_path): - with open(image_path, "rb") as image_file: - return base64.b64encode(image_file.read()).decode('utf-8') - -# Helper function to create a file (simplified for this example) -def create_file(image_path): - # In a real implementation, this would upload the file to OpenAI - # For this example, we'll just return a placeholder ID - return f"file_{os.path.basename(image_path).replace('.', '_')}" - -# The prompt entered by the user -prompt = "${j}" - -# Encode images to base64 -base64_image1 = encode_image("body-lotion.png") -base64_image2 = encode_image("soap.png") - -# Create file IDs -file_id1 = create_file("body-lotion.png") -file_id2 = create_file("incense-kit.png") - -response = client.responses.create( - model="${O}", - input=[ - { - "role": "user", - "content": [ - {"type": "input_text", "text": prompt}, - { - "type": "input_image", - "image_url": f"data:image/jpeg;base64,{base64_image1}", - }, - { - "type": "input_image", - "image_url": f"data:image/jpeg;base64,{base64_image2}", - }, - { - "type": "input_image", - "file_id": file_id1, - }, - { - "type": "input_image", - "file_id": file_id2, - } - ], - } - ], - tools=[{"type": "image_generation"}], -) - -# Process the response -image_generation_calls = [ - output - for output in response.output - if output.type == "image_generation_call" -] - -image_data = [output.result for output in image_generation_calls] - -if image_data: - image_base64 = image_data[0] - image_filename = f"edited_image_{int(time.time())}.png" - with open(image_filename, "wb") as f: - f.write(base64.b64decode(image_base64)) - print(f"Image saved to {image_filename}") -else: - # If no image is generated, there might be a text response with an explanation - text_response = [output.text for output in response.output if hasattr(output, 'text')] - if text_response: - print("No image generated. 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with text only +response = client.chat.completions.create( + model="${O}", + messages=${JSON.stringify(a,null,4)}${r} +) + +print(response) + +# Example with image or PDF (uncomment and provide file path to use) +# base64_file = encode_image("path/to/your/file.jpg") # or .pdf +# response_with_file = client.chat.completions.create( +# model="${O}", +# messages=[ +# { +# "role": "user", +# "content": [ +# { +# "type": "text", +# "text": "${w}" +# }, +# { +# "type": "image_url", +# "image_url": { +# "url": f"data:image/jpeg;base64,{base64_file}" # or data:application/pdf;base64,{base64_file} +# } +# } +# ] +# } +# ]${r} +# ) +# print(response_with_file) +`;break}case o.RESPONSES:{let e=Object.keys(y).length>0,r="";if(e){let e=JSON.stringify({metadata:y},null,2).split("\n").map(e=>" ".repeat(4)+e).join("\n").trim();r=`, + extra_body=${e}`}let a=E.length>0?E:[{role:"user",content:C}];t=` +import base64 + +# Helper function to encode images to base64 +def encode_image(image_path): + with open(image_path, "rb") as image_file: + return base64.b64encode(image_file.read()).decode('utf-8') + +# Example with text only +response = client.responses.create( + model="${O}", + input=${JSON.stringify(a,null,4)}${r} +) + +print(response.output_text) + +# Example with image or PDF (uncomment and provide file path to use) +# base64_file = encode_image("path/to/your/file.jpg") # or .pdf +# response_with_file = client.responses.create( +# model="${O}", +# input=[ +# { +# "role": "user", +# "content": [ +# {"type": "input_text", "text": "${w}"}, +# { +# "type": "input_image", +# "image_url": f"data:image/jpeg;base64,{base64_file}", # or data:application/pdf;base64,{base64_file} +# }, +# ], +# } +# ]${r} +# ) +# print(response_with_file.output_text) +`;break}case o.IMAGE:t="azure"===b?` +# NOTE: The Azure SDK does not have a direct equivalent to the multi-modal 'responses.create' method shown for OpenAI. +# This snippet uses 'client.images.generate' and will create a new image based on your prompt. +# It does not use the uploaded image, as 'client.images.generate' does not support image inputs in this context. +import os +import requests +import json +import time +from PIL import Image + +result = client.images.generate( + model="${O}", + prompt="${n}", + n=1 +) + +json_response = json.loads(result.model_dump_json()) + +# Set the directory for the stored image +image_dir = os.path.join(os.curdir, 'images') + +# If the directory doesn't exist, create it +if not os.path.isdir(image_dir): + os.mkdir(image_dir) + +# Initialize the image path +image_filename = f"generated_image_{int(time.time())}.png" +image_path = os.path.join(image_dir, image_filename) + +try: + # Retrieve the generated image + if json_response.get("data") && len(json_response["data"]) > 0 && json_response["data"][0].get("url"): + image_url = json_response["data"][0]["url"] + generated_image = requests.get(image_url).content + with open(image_path, "wb") as image_file: + image_file.write(generated_image) + + print(f"Image saved to {image_path}") + # Display the image + image = Image.open(image_path) + image.show() + else: + print("Could not find image URL in response.") + print("Full response:", json_response) +except Exception as e: + print(f"An error occurred: {e}") + print("Full response:", json_response) +`:` +import base64 +import os +import time +import json +from PIL import Image +import requests + +# Helper function to encode images to base64 +def encode_image(image_path): + with open(image_path, "rb") as image_file: + return base64.b64encode(image_file.read()).decode('utf-8') + +# Helper function to create a file (simplified for this example) +def create_file(image_path): + # In a real implementation, this would upload the file to OpenAI + # For this example, we'll just return a placeholder ID + return f"file_{os.path.basename(image_path).replace('.', '_')}" + +# The prompt entered by the user +prompt = "${w}" + +# Encode images to base64 +base64_image1 = encode_image("body-lotion.png") +base64_image2 = encode_image("soap.png") + +# Create file IDs +file_id1 = create_file("body-lotion.png") +file_id2 = create_file("incense-kit.png") + +response = client.responses.create( + model="${O}", + input=[ + { + "role": "user", + "content": [ + {"type": "input_text", "text": prompt}, + { + "type": "input_image", + "image_url": f"data:image/jpeg;base64,{base64_image1}", + }, + { + "type": "input_image", + "image_url": f"data:image/jpeg;base64,{base64_image2}", + }, + { + "type": "input_image", + "file_id": file_id1, + }, + { + "type": "input_image", + "file_id": file_id2, + } + ], + } + ], + tools=[{"type": "image_generation"}], +) + +# Process the response +image_generation_calls = [ + output + for output in response.output + if output.type == "image_generation_call" +] + +image_data = [output.result for output in image_generation_calls] + +if image_data: + image_base64 = image_data[0] + image_filename = f"edited_image_{int(time.time())}.png" + with open(image_filename, "wb") as f: + f.write(base64.b64decode(image_base64)) + print(f"Image saved to {image_filename}") +else: + # If no image is generated, there might be a text response with an explanation + text_response = [output.text for output in response.output if hasattr(output, 'text')] + if text_response: + print("No image generated. Model response:") + print("\\n".join(text_response)) + else: + print("No image data found in response.") + print("Full response for debugging:") + print(response) +`;break;case o.IMAGE_EDITS:t="azure"===b?` +import base64 +import os +import time +import json +from PIL import Image +import requests + +# Helper function to encode images to base64 +def encode_image(image_path): + with open(image_path, "rb") as image_file: + return base64.b64encode(image_file.read()).decode('utf-8') + +# The prompt entered by the user +prompt = "${w}" + +# Encode images to base64 +base64_image1 = encode_image("body-lotion.png") +base64_image2 = encode_image("soap.png") + +# Create file IDs +file_id1 = create_file("body-lotion.png") +file_id2 = create_file("incense-kit.png") + +response = client.responses.create( + model="${O}", + input=[ + { + "role": "user", + "content": [ + {"type": "input_text", "text": prompt}, + { + "type": "input_image", + "image_url": f"data:image/jpeg;base64,{base64_image1}", + }, + { + "type": "input_image", + "image_url": f"data:image/jpeg;base64,{base64_image2}", + }, + { + "type": "input_image", + "file_id": file_id1, + }, + { + "type": "input_image", + "file_id": file_id2, + } + ], + } + ], + tools=[{"type": "image_generation"}], +) + +# Process the response +image_generation_calls = [ + output + for output in response.output + if output.type == "image_generation_call" +] + +image_data = [output.result for output in image_generation_calls] + +if image_data: + image_base64 = image_data[0] + image_filename = f"edited_image_{int(time.time())}.png" + with open(image_filename, "wb") as f: + f.write(base64.b64decode(image_base64)) + print(f"Image saved to {image_filename}") +else: + # If no image is generated, there might be a text response with an explanation + text_response = [output.text for output in response.output if hasattr(output, 'text')] + if text_response: + print("No image generated. Model response:") + print("\\n".join(text_response)) + else: + print("No image data found in response.") + print("Full response for debugging:") + print(response) +`:` +import base64 +import os +import time + +# Helper function to encode images to base64 +def encode_image(image_path): + with open(image_path, "rb") as image_file: + return base64.b64encode(image_file.read()).decode('utf-8') + +# Helper function to create a file (simplified for this example) +def create_file(image_path): + # In a real implementation, this would upload the file to OpenAI + # For this example, we'll just return a placeholder ID + return f"file_{os.path.basename(image_path).replace('.', '_')}" + +# The prompt entered by the user +prompt = "${w}" + +# Encode images to base64 +base64_image1 = encode_image("body-lotion.png") +base64_image2 = encode_image("soap.png") + +# Create file IDs +file_id1 = create_file("body-lotion.png") +file_id2 = create_file("incense-kit.png") + +response = client.responses.create( + model="${O}", + input=[ + { + "role": "user", + "content": [ + {"type": "input_text", "text": prompt}, + { + "type": "input_image", + "image_url": f"data:image/jpeg;base64,{base64_image1}", + }, + { + "type": "input_image", + "image_url": f"data:image/jpeg;base64,{base64_image2}", + }, + { + "type": "input_image", + "file_id": file_id1, + }, + { + "type": "input_image", + "file_id": file_id2, + } + ], + } + ], + tools=[{"type": "image_generation"}], +) + +# Process the response +image_generation_calls = [ + output + for output in response.output + if output.type == "image_generation_call" +] + +image_data = [output.result for output in image_generation_calls] + +if image_data: + image_base64 = image_data[0] + image_filename = f"edited_image_{int(time.time())}.png" + with open(image_filename, "wb") as f: + f.write(base64.b64decode(image_base64)) + print(f"Image saved to {image_filename}") +else: + # If no image is generated, there might be a text response with an explanation + text_response = [output.text for output in response.output if hasattr(output, 'text')] + if text_response: + print("No image generated. Model response:") + print("\\n".join(text_response)) + else: + print("No image data found in response.") + print("Full response for debugging:") + print(response) +`;break;case o.EMBEDDINGS:t=` +response = client.embeddings.create( + input="${n||"Your string here"}", + model="${O}", + encoding_format="base64" # or "float" +) + +print(response.data[0].embedding) +`;break;case o.TRANSCRIPTION:t=` +# Open the audio file +audio_file = open("path/to/your/audio/file.mp3", "rb") + +# Make the transcription request +response = client.audio.transcriptions.create( + model="${O}", + file=audio_file${n?`, + prompt="${n.replace(/"/g,'\\"')}"`:""} +) + +print(response.text) +`;break;case o.SPEECH:t=` +# Make the text-to-speech request +response = client.audio.speech.create( + model="${O}", + input="${n||"Your text to convert to speech here"}", + voice="${f}" # Options: alloy, ash, ballad, coral, echo, fable, nova, onyx, sage, shimmer +) + +# Save the audio to a file +output_filename = 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input=[ +# { +# "role": "user", +# "content": [ +# {"type": "input_text", "text": "${N}"}, +# { +# "type": "input_image", +# "image_url": f"data:image/jpeg;base64,{base64_file}", # or data:application/pdf;base64,{base64_file} +# }, +# ], +# } +# ]${a} +# ) +# print(response_with_file.output_text) +`;break}case r.IMAGE:t="azure"===f?` +# NOTE: The Azure SDK does not have a direct equivalent to the multi-modal 'responses.create' method shown for OpenAI. +# This snippet uses 'client.images.generate' and will create a new image based on your prompt. +# It does not use the uploaded image, as 'client.images.generate' does not support image inputs in this context. +import os +import requests +import json +import time +from PIL import Image + +result = client.images.generate( + model="${S}", + prompt="${l}", + n=1 +) + +json_response = json.loads(result.model_dump_json()) + +# Set the directory for the stored image +image_dir = os.path.join(os.curdir, 'images') + +# If the directory doesn't exist, create it +if not os.path.isdir(image_dir): + os.mkdir(image_dir) + +# Initialize the image path +image_filename = f"generated_image_{int(time.time())}.png" +image_path = os.path.join(image_dir, image_filename) + +try: + # Retrieve the generated image + if json_response.get("data") && len(json_response["data"]) > 0 && json_response["data"][0].get("url"): + image_url = json_response["data"][0]["url"] + generated_image = requests.get(image_url).content + with open(image_path, "wb") as image_file: + image_file.write(generated_image) + + print(f"Image saved to {image_path}") + # Display the image + image = Image.open(image_path) + image.show() + else: + print("Could not find image URL in response.") + print("Full response:", json_response) +except Exception as e: + print(f"An error occurred: {e}") + print("Full response:", json_response) +`:` +import base64 +import os +import time +import json +from PIL import Image +import requests + +# Helper function to encode images to base64 +def encode_image(image_path): + with open(image_path, "rb") as image_file: + return base64.b64encode(image_file.read()).decode('utf-8') + +# Helper function to create a file (simplified for this example) +def create_file(image_path): + # In a real implementation, this would upload the file to OpenAI + # For this example, we'll just return a placeholder ID + return f"file_{os.path.basename(image_path).replace('.', '_')}" + +# The prompt entered by the user +prompt = "${N}" + +# Encode images to base64 +base64_image1 = encode_image("body-lotion.png") +base64_image2 = encode_image("soap.png") + +# Create file IDs +file_id1 = create_file("body-lotion.png") +file_id2 = create_file("incense-kit.png") + +response = client.responses.create( + model="${S}", + input=[ + { + "role": "user", + "content": [ + {"type": "input_text", "text": prompt}, + { + "type": "input_image", + "image_url": f"data:image/jpeg;base64,{base64_image1}", + }, + { + "type": "input_image", + "image_url": f"data:image/jpeg;base64,{base64_image2}", + }, + { + "type": "input_image", + "file_id": file_id1, + }, + { + "type": "input_image", + "file_id": file_id2, + } + ], + } + ], + tools=[{"type": "image_generation"}], +) + +# Process the response +image_generation_calls = [ + output + for output in response.output + if output.type == "image_generation_call" +] + +image_data = [output.result for output in image_generation_calls] + +if image_data: + image_base64 = image_data[0] + image_filename = f"edited_image_{int(time.time())}.png" + with open(image_filename, "wb") as f: + f.write(base64.b64decode(image_base64)) + print(f"Image saved to {image_filename}") +else: + # If no image is generated, there might be a text response with an explanation + text_response = [output.text for output in response.output if hasattr(output, 'text')] + if text_response: + print("No image generated. Model response:") + print("\\n".join(text_response)) + else: + print("No image data found in response.") + print("Full response for debugging:") + print(response) +`;break;case r.IMAGE_EDITS:t="azure"===f?` +import base64 +import os +import time +import json +from PIL import Image +import requests + +# Helper function to encode images to base64 +def encode_image(image_path): + with open(image_path, "rb") as image_file: + return base64.b64encode(image_file.read()).decode('utf-8') + +# The prompt entered by the user +prompt = "${N}" + +# Encode images to base64 +base64_image1 = encode_image("body-lotion.png") +base64_image2 = encode_image("soap.png") + +# Create file IDs +file_id1 = create_file("body-lotion.png") +file_id2 = create_file("incense-kit.png") + +response = client.responses.create( + model="${S}", + input=[ + { + "role": "user", + "content": [ + {"type": "input_text", "text": prompt}, + { + "type": "input_image", + "image_url": f"data:image/jpeg;base64,{base64_image1}", + }, + { + "type": "input_image", + "image_url": f"data:image/jpeg;base64,{base64_image2}", + }, + { + "type": "input_image", + "file_id": file_id1, + }, + { + "type": "input_image", + "file_id": file_id2, + } + ], + } + ], + tools=[{"type": "image_generation"}], +) + +# Process the response +image_generation_calls = [ + output + for output in response.output + if output.type == "image_generation_call" +] + +image_data = [output.result for output in image_generation_calls] + +if image_data: + image_base64 = image_data[0] + image_filename = f"edited_image_{int(time.time())}.png" + with open(image_filename, "wb") as f: + f.write(base64.b64decode(image_base64)) + print(f"Image saved to {image_filename}") +else: + # If no image is generated, there might be a text response with an explanation + text_response = [output.text for output in response.output if hasattr(output, 'text')] + if text_response: + print("No image generated. Model response:") + print("\\n".join(text_response)) + else: + print("No image data found in response.") + print("Full response for debugging:") + print(response) +`:` +import base64 +import os +import time + +# Helper function to encode images to base64 +def encode_image(image_path): + with open(image_path, "rb") as image_file: + return base64.b64encode(image_file.read()).decode('utf-8') + +# Helper function to create a file (simplified for this example) +def create_file(image_path): + # In a real implementation, this would upload the file to OpenAI + # For this example, we'll just return a placeholder ID + return f"file_{os.path.basename(image_path).replace('.', '_')}" + +# The prompt entered by the user +prompt = "${N}" + +# Encode images to base64 +base64_image1 = encode_image("body-lotion.png") +base64_image2 = encode_image("soap.png") + +# Create file IDs +file_id1 = create_file("body-lotion.png") +file_id2 = create_file("incense-kit.png") + +response = client.responses.create( + model="${S}", + input=[ + { + "role": "user", + "content": [ + {"type": "input_text", "text": prompt}, + { + "type": "input_image", + "image_url": f"data:image/jpeg;base64,{base64_image1}", + }, + { + "type": "input_image", + "image_url": f"data:image/jpeg;base64,{base64_image2}", + }, + { + "type": "input_image", + "file_id": file_id1, + }, + { + "type": "input_image", + "file_id": file_id2, + } + ], + } + ], + tools=[{"type": "image_generation"}], +) + +# Process the response +image_generation_calls = [ + output + for output in response.output + if output.type == "image_generation_call" +] + +image_data = [output.result for output in image_generation_calls] + +if image_data: + image_base64 = image_data[0] + image_filename = f"edited_image_{int(time.time())}.png" + with open(image_filename, "wb") as f: + f.write(base64.b64decode(image_base64)) + print(f"Image saved to {image_filename}") +else: + # If no image is generated, there might be a text response with an explanation + text_response = [output.text for output in response.output if hasattr(output, 'text')] + if text_response: + print("No image generated. Model response:") + print("\\n".join(text_response)) + else: + print("No image data found in response.") + print("Full response for debugging:") + print(response) +`;break;case r.EMBEDDINGS:t=` +response = client.embeddings.create( + input="${l||"Your string here"}", + model="${S}", + encoding_format="base64" # or "float" +) + +print(response.data[0].embedding) +`;break;case r.TRANSCRIPTION:t=` +# Open the audio file +audio_file = open("path/to/your/audio/file.mp3", "rb") + +# Make the transcription request +response = client.audio.transcriptions.create( + model="${S}", + file=audio_file${l?`, + prompt="${l.replace(/"/g,'\\"')}"`:""} +) + +print(response.text) +`;break;case r.SPEECH:t=` +# Make the text-to-speech request +response = client.audio.speech.create( + model="${S}", + input="${l||"Your text to convert to speech here"}", + voice="${x}" # Options: alloy, ash, ballad, coral, echo, fable, nova, onyx, sage, shimmer +) + +# Save the audio to a file +output_filename = 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'Bearer dummy-token-for-extended-card' + } + _extended_card = await resolver.get_agent_card( + relative_card_path=EXTENDED_AGENT_CARD_PATH, + http_kwargs={'headers': auth_headers_dict}, + ) + final_agent_card_to_use = ( + _extended_card # Update to use the extended card + ) + except Exception as e_extended: + logger.warning( + f'Failed to fetch extended agent card: {e_extended}. Will proceed with public card.', + exc_info=True, + )`})}),(0,t.jsx)("div",{className:"mt-2 text-right",children:(0,t.jsx)("button",{onClick:()=>{eP(`from a2a.client import A2ACardResolver, A2AClient +from a2a.types import ( + AgentCard, + MessageSendParams, + SendMessageRequest, + SendStreamingMessageRequest, +) +from a2a.utils.constants import ( + AGENT_CARD_WELL_KNOWN_PATH, + EXTENDED_AGENT_CARD_PATH, +) + +base_url = '${eT.url}' + +resolver = A2ACardResolver( + httpx_client=httpx_client, + base_url=base_url, + # agent_card_path uses default, extended_agent_card_path also uses default +) + +# Fetch Public Agent Card and Initialize Client +final_agent_card_to_use: AgentCard | None = None +_public_card = ( + await resolver.get_agent_card() +) # Fetches from default public path - \`/agents/{agent_id}/\` +final_agent_card_to_use = _public_card + +if _public_card.supports_authenticated_extended_card: + try: + auth_headers_dict = { + 'Authorization': 'Bearer dummy-token-for-extended-card' + } + _extended_card = await resolver.get_agent_card( + relative_card_path=EXTENDED_AGENT_CARD_PATH, + http_kwargs={'headers': auth_headers_dict}, + ) + final_agent_card_to_use = ( + _extended_card # Update to use the extended card + ) + except Exception as e_extended: + logger.warning( + f'Failed to fetch extended agent card: {e_extended}. 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z-50",children:[(0,t.jsxs)("button",{className:"flex items-center w-full px-4 py-2 text-sm text-gray-700 hover:bg-gray-50 transition-colors",onClick:()=>{(e=>{let t=window.open("","_blank");if(!t)return alert("Please allow popups to export PDF");let s=e.entries.filter(e=>null!==e.result),a=s.length,l=` + + + + Multi-Model Cost Estimate Report + + + +

LLM Cost Estimate Report

+

${a} model${1!==a?"s":""} configured

+ +
+

Combined Totals

+
+
+
Total Per Request
+
${tM(e.totals.cost_per_request)}
+
+
+
Total Daily
+
${tM(e.totals.daily_cost)}
+
+
+
Total Monthly
+
${tM(e.totals.monthly_cost)}
+
+
+ ${e.totals.margin_per_request>0?` +
+
+
Margin/Request
+
${tM(e.totals.margin_per_request)}
+
+
+
Daily Margin
+
${tM(e.totals.daily_margin)}
+
+
+
Monthly Margin
+
${tM(e.totals.monthly_margin)}
+
+
+ `:""} +
+ +

Model Breakdown

+ ${s.map(e=>{let t;return t=e.result,` +
+

${t.model} ${t.provider?`(${t.provider})`:""}

+ +
+

Input Tokens per Request: ${tD(t.input_tokens)}

+

Output Tokens per Request: ${tD(t.output_tokens)}

+ ${t.num_requests_per_day?`

Requests per Day: ${tD(t.num_requests_per_day)}

`:""} + ${t.num_requests_per_month?`

Requests per Month: ${tD(t.num_requests_per_month)}

`:""} +
+ + + + + + ${null!==t.daily_cost?"":""} + ${null!==t.monthly_cost?"":""} + + + + + ${null!==t.daily_cost?``:""} + ${null!==t.monthly_cost?``:""} + + + + + ${null!==t.daily_cost?``:""} + ${null!==t.monthly_cost?``:""} + + + + + ${null!==t.daily_cost?``:""} + ${null!==t.monthly_cost?``:""} + + + + + ${null!==t.daily_cost?``:""} + ${null!==t.monthly_cost?``:""} + +
Cost TypePer RequestDailyMonthly
Input Cost${tM(t.input_cost_per_request)}${tM(t.daily_input_cost)}${tM(t.monthly_input_cost)}
Output Cost${tM(t.output_cost_per_request)}${tM(t.daily_output_cost)}${tM(t.monthly_output_cost)}
Margin/Fee${tM(t.margin_cost_per_request)}${tM(t.daily_margin_cost)}${tM(t.monthly_margin_cost)}
Total${tM(t.cost_per_request)}${tM(t.daily_cost)}${tM(t.monthly_cost)}
+
+ `}).join("")} + +
+

Generated by LiteLLM Pricing Calculator on ${new Date().toLocaleString()}

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openai - -client = openai.OpenAI( - api_key="${v||"YOUR_LITELLM_API_KEY"}", - base_url="${j}" -)`;switch(h){case r.CHAT:{let e=Object.keys(C).length>0,a="";if(e){let e=JSON.stringify({metadata:C},null,2).split("\n").map(e=>" ".repeat(4)+e).join("\n").trim();a=`, - extra_body=${e}`}let s=T.length>0?T:[{role:"user",content:y}];t=` -import base64 - -# Helper function to encode images to base64 -def encode_image(image_path): - with open(image_path, "rb") as image_file: - return base64.b64encode(image_file.read()).decode('utf-8') - -# Example with text only -response = client.chat.completions.create( - model="${S}", - messages=${JSON.stringify(s,null,4)}${a} -) - -print(response) - -# Example with image or PDF (uncomment and provide file path to use) -# base64_file = encode_image("path/to/your/file.jpg") # or .pdf -# response_with_file = client.chat.completions.create( -# model="${S}", -# messages=[ -# { -# "role": "user", -# "content": [ -# { -# "type": "text", -# "text": "${N}" -# }, -# { -# "type": "image_url", -# "image_url": { -# "url": f"data:image/jpeg;base64,{base64_file}" # or data:application/pdf;base64,{base64_file} -# } -# } -# ] -# } -# ]${a} -# ) -# print(response_with_file) -`;break}case r.RESPONSES:{let e=Object.keys(C).length>0,a="";if(e){let e=JSON.stringify({metadata:C},null,2).split("\n").map(e=>" ".repeat(4)+e).join("\n").trim();a=`, - extra_body=${e}`}let s=T.length>0?T:[{role:"user",content:y}];t=` -import base64 - -# Helper function to encode images to base64 -def encode_image(image_path): - with open(image_path, "rb") as image_file: - return base64.b64encode(image_file.read()).decode('utf-8') - -# Example with text only -response = client.responses.create( - model="${S}", - input=${JSON.stringify(s,null,4)}${a} -) - -print(response.output_text) - -# Example with image or PDF (uncomment and provide file path to use) -# base64_file = encode_image("path/to/your/file.jpg") # or .pdf -# response_with_file = client.responses.create( -# model="${S}", -# input=[ -# { -# "role": "user", -# "content": [ -# {"type": "input_text", "text": "${N}"}, -# { -# "type": "input_image", -# "image_url": f"data:image/jpeg;base64,{base64_file}", # or data:application/pdf;base64,{base64_file} -# }, -# ], -# } -# ]${a} -# ) -# print(response_with_file.output_text) -`;break}case r.IMAGE:t="azure"===f?` -# NOTE: The Azure SDK does not have a direct equivalent to the multi-modal 'responses.create' method shown for OpenAI. -# This snippet uses 'client.images.generate' and will create a new image based on your prompt. -# It does not use the uploaded image, as 'client.images.generate' does not support image inputs in this context. -import os -import requests -import json -import time -from PIL import Image - -result = client.images.generate( - model="${S}", - prompt="${l}", - n=1 -) - -json_response = json.loads(result.model_dump_json()) - -# Set the directory for the stored image -image_dir = os.path.join(os.curdir, 'images') - -# If the directory doesn't exist, create it -if not os.path.isdir(image_dir): - os.mkdir(image_dir) - -# Initialize the image path -image_filename = f"generated_image_{int(time.time())}.png" -image_path = os.path.join(image_dir, image_filename) - -try: - # Retrieve the generated image - if json_response.get("data") && len(json_response["data"]) > 0 && json_response["data"][0].get("url"): - image_url = json_response["data"][0]["url"] - generated_image = requests.get(image_url).content - with open(image_path, "wb") as image_file: - image_file.write(generated_image) - - print(f"Image saved to {image_path}") - # Display the image - image = Image.open(image_path) - image.show() - else: - print("Could not find image URL in response.") - print("Full response:", json_response) -except Exception as e: - print(f"An error occurred: {e}") - print("Full response:", json_response) -`:` -import base64 -import os -import time -import json -from PIL import Image -import requests - -# Helper function to encode images to base64 -def encode_image(image_path): - with open(image_path, "rb") as image_file: - return base64.b64encode(image_file.read()).decode('utf-8') - -# Helper function to create a file (simplified for this example) -def create_file(image_path): - # In a real implementation, this would upload the file to OpenAI - # For this example, we'll just return a placeholder ID - return f"file_{os.path.basename(image_path).replace('.', '_')}" - -# The prompt entered by the user -prompt = "${N}" - -# Encode images to base64 -base64_image1 = encode_image("body-lotion.png") -base64_image2 = encode_image("soap.png") - -# Create file IDs -file_id1 = create_file("body-lotion.png") -file_id2 = create_file("incense-kit.png") - -response = client.responses.create( - model="${S}", - input=[ - { - "role": "user", - "content": [ - {"type": "input_text", "text": prompt}, - { - "type": "input_image", - "image_url": f"data:image/jpeg;base64,{base64_image1}", - }, - { - "type": "input_image", - "image_url": f"data:image/jpeg;base64,{base64_image2}", - }, - { - "type": "input_image", - "file_id": file_id1, - }, - { - "type": "input_image", - "file_id": file_id2, - } - ], - } - ], - tools=[{"type": "image_generation"}], -) - -# Process the response -image_generation_calls = [ - output - for output in response.output - if output.type == "image_generation_call" -] - -image_data = [output.result for output in image_generation_calls] - -if image_data: - image_base64 = image_data[0] - image_filename = f"edited_image_{int(time.time())}.png" - with open(image_filename, "wb") as f: - f.write(base64.b64decode(image_base64)) - print(f"Image saved to {image_filename}") -else: - # If no image is generated, there might be a text response with an explanation - text_response = [output.text for output in response.output if hasattr(output, 'text')] - if text_response: - print("No image generated. Model response:") - print("\\n".join(text_response)) - else: - print("No image data found in response.") - print("Full response for debugging:") - print(response) -`;break;case r.IMAGE_EDITS:t="azure"===f?` -import base64 -import os -import time -import json -from PIL import Image -import requests - -# Helper function to encode images to base64 -def encode_image(image_path): - with open(image_path, "rb") as image_file: - return base64.b64encode(image_file.read()).decode('utf-8') - -# The prompt entered by the user -prompt = "${N}" - -# Encode images to base64 -base64_image1 = encode_image("body-lotion.png") -base64_image2 = encode_image("soap.png") - -# Create file IDs -file_id1 = create_file("body-lotion.png") -file_id2 = create_file("incense-kit.png") - -response = client.responses.create( - model="${S}", - input=[ - { - "role": "user", - "content": [ - {"type": "input_text", "text": prompt}, - { - "type": "input_image", - "image_url": f"data:image/jpeg;base64,{base64_image1}", - }, - { - "type": "input_image", - "image_url": f"data:image/jpeg;base64,{base64_image2}", - }, - { - "type": "input_image", - "file_id": file_id1, - }, - { - "type": "input_image", - "file_id": file_id2, - } - ], - } - ], - tools=[{"type": "image_generation"}], -) - -# Process the response -image_generation_calls = [ - output - for output in response.output - if output.type == "image_generation_call" -] - -image_data = [output.result for output in image_generation_calls] - -if image_data: - image_base64 = image_data[0] - image_filename = f"edited_image_{int(time.time())}.png" - with open(image_filename, "wb") as f: - f.write(base64.b64decode(image_base64)) - print(f"Image saved to {image_filename}") -else: - # If no image is generated, there might be a text response with an explanation - text_response = [output.text for output in response.output if hasattr(output, 'text')] - if text_response: - print("No image generated. Model response:") - print("\\n".join(text_response)) - else: - print("No image data found in response.") - print("Full response for debugging:") - print(response) -`:` -import base64 -import os -import time - -# Helper function to encode images to base64 -def encode_image(image_path): - with open(image_path, "rb") as image_file: - return base64.b64encode(image_file.read()).decode('utf-8') - -# Helper function to create a file (simplified for this example) -def create_file(image_path): - # In a real implementation, this would upload the file to OpenAI - # For this example, we'll just return a placeholder ID - return f"file_{os.path.basename(image_path).replace('.', '_')}" - -# The prompt entered by the user -prompt = "${N}" - -# Encode images to base64 -base64_image1 = encode_image("body-lotion.png") -base64_image2 = encode_image("soap.png") - -# Create file IDs -file_id1 = create_file("body-lotion.png") -file_id2 = create_file("incense-kit.png") - -response = client.responses.create( - model="${S}", - input=[ - { - "role": "user", - "content": [ - {"type": "input_text", "text": prompt}, - { - "type": "input_image", - "image_url": f"data:image/jpeg;base64,{base64_image1}", - }, - { - "type": "input_image", - "image_url": f"data:image/jpeg;base64,{base64_image2}", - }, - { - "type": "input_image", - "file_id": file_id1, - }, - { - "type": "input_image", - "file_id": file_id2, - } - ], - } - ], - tools=[{"type": "image_generation"}], -) - -# Process the response -image_generation_calls = [ - output - for output in response.output - if output.type == "image_generation_call" -] - -image_data = [output.result for output in image_generation_calls] - -if image_data: - image_base64 = image_data[0] - image_filename = f"edited_image_{int(time.time())}.png" - with open(image_filename, "wb") as f: - f.write(base64.b64decode(image_base64)) - print(f"Image saved to {image_filename}") -else: - # If no image is generated, there might be a text response with an explanation - text_response = [output.text for output in response.output if hasattr(output, 'text')] - if text_response: - print("No image generated. 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openai + +client = openai.OpenAI( + api_key="${w||"YOUR_LITELLM_API_KEY"}", + base_url="${x}" +)`;switch(h){case n.CHAT:{let e=Object.keys(C).length>0,a="";if(e){let e=JSON.stringify({metadata:C},null,2).split("\n").map(e=>" ".repeat(4)+e).join("\n").trim();a=`, + extra_body=${e}`}let i=j.length>0?j:[{role:"user",content:E}];t=` +import base64 + +# Helper function to encode images to base64 +def encode_image(image_path): + with open(image_path, "rb") as image_file: + return base64.b64encode(image_file.read()).decode('utf-8') + +# Example with text only +response = client.chat.completions.create( + model="${k}", + messages=${JSON.stringify(i,null,4)}${a} +) + +print(response) + +# Example with image or PDF (uncomment and provide file path to use) +# base64_file = encode_image("path/to/your/file.jpg") # or .pdf +# response_with_file = client.chat.completions.create( +# model="${k}", +# messages=[ +# { +# "role": "user", +# "content": [ +# { +# "type": "text", +# "text": "${$}" +# }, +# { +# "type": "image_url", +# "image_url": { +# "url": f"data:image/jpeg;base64,{base64_file}" # or data:application/pdf;base64,{base64_file} +# } +# } +# ] +# } +# ]${a} +# ) +# print(response_with_file) +`;break}case n.RESPONSES:{let e=Object.keys(C).length>0,a="";if(e){let e=JSON.stringify({metadata:C},null,2).split("\n").map(e=>" ".repeat(4)+e).join("\n").trim();a=`, + extra_body=${e}`}let i=j.length>0?j:[{role:"user",content:E}];t=` +import base64 + +# Helper function to encode images to base64 +def encode_image(image_path): + with open(image_path, "rb") as image_file: + return base64.b64encode(image_file.read()).decode('utf-8') + +# Example with text only +response = client.responses.create( + model="${k}", + input=${JSON.stringify(i,null,4)}${a} +) + +print(response.output_text) + +# Example with image or PDF (uncomment and provide file path to use) +# base64_file = encode_image("path/to/your/file.jpg") # or .pdf +# response_with_file = client.responses.create( +# model="${k}", +# input=[ +# { +# "role": "user", +# "content": [ +# {"type": "input_text", "text": "${$}"}, +# { +# "type": "input_image", +# "image_url": f"data:image/jpeg;base64,{base64_file}", # or data:application/pdf;base64,{base64_file} +# }, +# ], +# } +# ]${a} +# ) +# print(response_with_file.output_text) +`;break}case n.IMAGE:t="azure"===b?` +# NOTE: The Azure SDK does not have a direct equivalent to the multi-modal 'responses.create' method shown for OpenAI. +# This snippet uses 'client.images.generate' and will create a new image based on your prompt. +# It does not use the uploaded image, as 'client.images.generate' does not support image inputs in this context. +import os +import requests +import json +import time +from PIL import Image + +result = client.images.generate( + model="${k}", + prompt="${o}", + n=1 +) + +json_response = json.loads(result.model_dump_json()) + +# Set the directory for the stored image +image_dir = os.path.join(os.curdir, 'images') + +# If the directory doesn't exist, create it +if not os.path.isdir(image_dir): + os.mkdir(image_dir) + +# Initialize the image path +image_filename = f"generated_image_{int(time.time())}.png" +image_path = os.path.join(image_dir, image_filename) + +try: + # Retrieve the generated image + if json_response.get("data") && len(json_response["data"]) > 0 && json_response["data"][0].get("url"): + image_url = json_response["data"][0]["url"] + generated_image = requests.get(image_url).content + with open(image_path, "wb") as image_file: + image_file.write(generated_image) + + print(f"Image saved to {image_path}") + # Display the image + image = Image.open(image_path) + image.show() + else: + print("Could not find image URL in response.") + print("Full response:", json_response) +except Exception as e: + print(f"An error occurred: {e}") + print("Full response:", json_response) +`:` +import base64 +import os +import time +import json +from PIL import Image +import requests + +# Helper function to encode images to base64 +def encode_image(image_path): + with open(image_path, "rb") as image_file: + return base64.b64encode(image_file.read()).decode('utf-8') + +# Helper function to create a file (simplified for this example) +def create_file(image_path): + # In a real implementation, this would upload the file to OpenAI + # For this example, we'll just return a placeholder ID + return f"file_{os.path.basename(image_path).replace('.', '_')}" + +# The prompt entered by the user +prompt = "${$}" + +# Encode images to base64 +base64_image1 = encode_image("body-lotion.png") +base64_image2 = encode_image("soap.png") + +# Create file IDs +file_id1 = create_file("body-lotion.png") +file_id2 = create_file("incense-kit.png") + +response = client.responses.create( + model="${k}", + input=[ + { + "role": "user", + "content": [ + {"type": "input_text", "text": prompt}, + { + "type": "input_image", + "image_url": f"data:image/jpeg;base64,{base64_image1}", + }, + { + "type": "input_image", + "image_url": f"data:image/jpeg;base64,{base64_image2}", + }, + { + "type": "input_image", + "file_id": file_id1, + }, + { + "type": "input_image", + "file_id": file_id2, + } + ], + } + ], + tools=[{"type": "image_generation"}], +) + +# Process the response +image_generation_calls = [ + output + for output in response.output + if output.type == "image_generation_call" +] + +image_data = [output.result for output in image_generation_calls] + +if image_data: + image_base64 = image_data[0] + image_filename = f"edited_image_{int(time.time())}.png" + with open(image_filename, "wb") as f: + f.write(base64.b64decode(image_base64)) + print(f"Image saved to {image_filename}") +else: + # If no image is generated, there might be a text response with an explanation + text_response = [output.text for output in response.output if hasattr(output, 'text')] + if text_response: + print("No image generated. Model response:") + print("\\n".join(text_response)) + else: + print("No image data found in response.") + print("Full response for debugging:") + print(response) +`;break;case n.IMAGE_EDITS:t="azure"===b?` +import base64 +import os +import time +import json +from PIL import Image +import requests + +# Helper function to encode images to base64 +def encode_image(image_path): + with open(image_path, "rb") as image_file: + return base64.b64encode(image_file.read()).decode('utf-8') + +# The prompt entered by the user +prompt = "${$}" + +# Encode images to base64 +base64_image1 = encode_image("body-lotion.png") +base64_image2 = encode_image("soap.png") + +# Create file IDs +file_id1 = create_file("body-lotion.png") +file_id2 = create_file("incense-kit.png") + +response = client.responses.create( + model="${k}", + input=[ + { + "role": "user", + "content": [ + {"type": "input_text", "text": prompt}, + { + "type": "input_image", + "image_url": f"data:image/jpeg;base64,{base64_image1}", + }, + { + "type": "input_image", + "image_url": f"data:image/jpeg;base64,{base64_image2}", + }, + { + "type": "input_image", + "file_id": file_id1, + }, + { + "type": "input_image", + "file_id": file_id2, + } + ], + } + ], + tools=[{"type": "image_generation"}], +) + +# Process the response +image_generation_calls = [ + output + for output in response.output + if output.type == "image_generation_call" +] + +image_data = [output.result for output in image_generation_calls] + +if image_data: + image_base64 = image_data[0] + image_filename = f"edited_image_{int(time.time())}.png" + with open(image_filename, "wb") as f: + f.write(base64.b64decode(image_base64)) + print(f"Image saved to {image_filename}") +else: + # If no image is generated, there might be a text response with an explanation + text_response = [output.text for output in response.output if hasattr(output, 'text')] + if text_response: + print("No image generated. Model response:") + print("\\n".join(text_response)) + else: + print("No image data found in response.") + print("Full response for debugging:") + print(response) +`:` +import base64 +import os +import time + +# Helper function to encode images to base64 +def encode_image(image_path): + with open(image_path, "rb") as image_file: + return base64.b64encode(image_file.read()).decode('utf-8') + +# Helper function to create a file (simplified for this example) +def create_file(image_path): + # In a real implementation, this would upload the file to OpenAI + # For this example, we'll just return a placeholder ID + return f"file_{os.path.basename(image_path).replace('.', '_')}" + +# The prompt entered by the user +prompt = "${$}" + +# Encode images to base64 +base64_image1 = encode_image("body-lotion.png") +base64_image2 = encode_image("soap.png") + +# Create file IDs +file_id1 = create_file("body-lotion.png") +file_id2 = create_file("incense-kit.png") + +response = client.responses.create( + model="${k}", + input=[ + { + "role": "user", + "content": [ + {"type": "input_text", "text": prompt}, + { + "type": "input_image", + "image_url": f"data:image/jpeg;base64,{base64_image1}", + }, + { + "type": "input_image", + "image_url": f"data:image/jpeg;base64,{base64_image2}", + }, + { + "type": "input_image", + "file_id": file_id1, + }, + { + "type": "input_image", + "file_id": file_id2, + } + ], + } + ], + tools=[{"type": "image_generation"}], +) + +# Process the response +image_generation_calls = [ + output + for output in response.output + if output.type == "image_generation_call" +] + +image_data = [output.result for output in image_generation_calls] + +if image_data: + image_base64 = image_data[0] + image_filename = f"edited_image_{int(time.time())}.png" + with open(image_filename, "wb") as f: + f.write(base64.b64decode(image_base64)) + print(f"Image saved to {image_filename}") +else: + # If no image is generated, there might be a text response with an explanation + text_response = [output.text for output in response.output if hasattr(output, 'text')] + if text_response: + print("No image generated. Model response:") + print("\\n".join(text_response)) + else: + print("No image data found in response.") + print("Full response for debugging:") + print(response) +`;break;case n.EMBEDDINGS:t=` +response = client.embeddings.create( + input="${o||"Your string here"}", + model="${k}", + encoding_format="base64" # or "float" +) + +print(response.data[0].embedding) +`;break;case n.TRANSCRIPTION:t=` +# Open the audio file +audio_file = open("path/to/your/audio/file.mp3", "rb") + +# Make the transcription request +response = client.audio.transcriptions.create( + model="${k}", + file=audio_file${o?`, + prompt="${o.replace(/"/g,'\\"')}"`:""} +) + +print(response.text) +`;break;case n.SPEECH:t=` +# Make the text-to-speech request +response = client.audio.speech.create( + model="${k}", + input="${o||"Your text to convert to speech here"}", + voice="${f}" # Options: alloy, ash, ballad, coral, echo, fable, nova, onyx, sage, shimmer +) + +# Save the audio to a file +output_filename = 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r={image_generation:"image",video_generation:"video",chat:"chat",responses:"responses",image_edits:"image_edits",anthropic_messages:"anthropic_messages",audio_speech:"speech",audio_transcription:"transcription",embedding:"embeddings"};e.s(["EndpointType",()=>s,"getEndpointType",0,e=>{if(console.log("getEndpointType:",e),Object.values(a).includes(e)){let t=r[e];return console.log("endpointType:",t),t}return"chat"}],785913),e.s(["generateCodeSnippet",0,e=>{let t,{apiKeySource:i,accessToken:a,apiKey:r,inputMessage:n,chatHistory:o,selectedTags:l,selectedVectorStores:c,selectedGuardrails:d,selectedPolicies:m,selectedMCPServers:p,mcpServers:u,mcpServerToolRestrictions:g,selectedVoice:f,endpointType:h,selectedModel:_,selectedSdk:x,proxySettings:b}=e,v="session"===i?a:r,y=window.location.origin,j=b?.LITELLM_UI_API_DOC_BASE_URL;j&&j.trim()?y=j:b?.PROXY_BASE_URL&&(y=b.PROXY_BASE_URL);let w=n||"Your prompt here",N=w.replace(/\\/g,"\\\\").replace(/"/g,'\\"').replace(/\n/g,"\\n"),E=o.filter(e=>!e.isImage).map(({role:e,content:t})=>({role:e,content:t})),k={};l.length>0&&(k.tags=l),c.length>0&&(k.vector_stores=c),d.length>0&&(k.guardrails=d),m.length>0&&(k.policies=m);let I=_||"your-model-name",T="azure"===x?`import openai + +client = openai.AzureOpenAI( + api_key="${v||"YOUR_LITELLM_API_KEY"}", + azure_endpoint="${y}", + api_version="2024-02-01" +)`:`import openai + +client = openai.OpenAI( + api_key="${v||"YOUR_LITELLM_API_KEY"}", + base_url="${y}" +)`;switch(h){case s.CHAT:{let e=Object.keys(k).length>0,i="";if(e){let e=JSON.stringify({metadata:k},null,2).split("\n").map(e=>" ".repeat(4)+e).join("\n").trim();i=`, + extra_body=${e}`}let a=E.length>0?E:[{role:"user",content:w}];t=` +import base64 + +# Helper function to encode images to base64 +def encode_image(image_path): + with open(image_path, "rb") as image_file: + return base64.b64encode(image_file.read()).decode('utf-8') + +# Example with text only +response = client.chat.completions.create( + model="${I}", + messages=${JSON.stringify(a,null,4)}${i} +) + +print(response) + +# Example with image or PDF (uncomment and provide file path to use) +# base64_file = encode_image("path/to/your/file.jpg") # or .pdf +# response_with_file = client.chat.completions.create( +# model="${I}", +# messages=[ +# { +# "role": "user", +# "content": [ +# { +# "type": "text", +# "text": "${N}" +# }, +# { +# "type": "image_url", +# "image_url": { +# "url": f"data:image/jpeg;base64,{base64_file}" # or data:application/pdf;base64,{base64_file} +# } +# } +# ] +# } +# ]${i} +# ) +# print(response_with_file) +`;break}case s.RESPONSES:{let e=Object.keys(k).length>0,i="";if(e){let e=JSON.stringify({metadata:k},null,2).split("\n").map(e=>" ".repeat(4)+e).join("\n").trim();i=`, + extra_body=${e}`}let a=E.length>0?E:[{role:"user",content:w}];t=` +import base64 + +# Helper function to encode images to base64 +def encode_image(image_path): + with open(image_path, "rb") as image_file: + return base64.b64encode(image_file.read()).decode('utf-8') + +# Example with text only +response = client.responses.create( + model="${I}", + input=${JSON.stringify(a,null,4)}${i} +) + +print(response.output_text) + +# Example with image or PDF (uncomment and provide file path to use) +# base64_file = encode_image("path/to/your/file.jpg") # or .pdf +# response_with_file = client.responses.create( +# model="${I}", +# input=[ +# { +# "role": "user", +# "content": [ +# {"type": "input_text", "text": "${N}"}, +# { +# "type": "input_image", +# "image_url": f"data:image/jpeg;base64,{base64_file}", # or data:application/pdf;base64,{base64_file} +# }, +# ], +# } +# ]${i} +# ) +# print(response_with_file.output_text) +`;break}case s.IMAGE:t="azure"===x?` +# NOTE: The Azure SDK does not have a direct equivalent to the multi-modal 'responses.create' method shown for OpenAI. +# This snippet uses 'client.images.generate' and will create a new image based on your prompt. +# It does not use the uploaded image, as 'client.images.generate' does not support image inputs in this context. +import os +import requests +import json +import time +from PIL import Image + +result = client.images.generate( + model="${I}", + prompt="${n}", + n=1 +) + +json_response = json.loads(result.model_dump_json()) + +# Set the directory for the stored image +image_dir = os.path.join(os.curdir, 'images') + +# If the directory doesn't exist, create it +if not os.path.isdir(image_dir): + os.mkdir(image_dir) + +# Initialize the image path +image_filename = f"generated_image_{int(time.time())}.png" +image_path = os.path.join(image_dir, image_filename) + +try: + # Retrieve the generated image + if json_response.get("data") && len(json_response["data"]) > 0 && json_response["data"][0].get("url"): + image_url = json_response["data"][0]["url"] + generated_image = requests.get(image_url).content + with open(image_path, "wb") as image_file: + image_file.write(generated_image) + + print(f"Image saved to {image_path}") + # Display the image + image = Image.open(image_path) + image.show() + else: + print("Could not find image URL in response.") + print("Full response:", json_response) +except Exception as e: + print(f"An error occurred: {e}") + print("Full response:", json_response) +`:` +import base64 +import os +import time +import json +from PIL import Image +import requests + +# Helper function to encode images to base64 +def encode_image(image_path): + with open(image_path, "rb") as image_file: + return base64.b64encode(image_file.read()).decode('utf-8') + +# Helper function to create a file (simplified for this example) +def create_file(image_path): + # In a real implementation, this would upload the file to OpenAI + # For this example, we'll just return a placeholder ID + return f"file_{os.path.basename(image_path).replace('.', '_')}" + +# The prompt entered by the user +prompt = "${N}" + +# Encode images to base64 +base64_image1 = encode_image("body-lotion.png") +base64_image2 = encode_image("soap.png") + +# Create file IDs +file_id1 = create_file("body-lotion.png") +file_id2 = create_file("incense-kit.png") + +response = client.responses.create( + model="${I}", + input=[ + { + "role": "user", + "content": [ + {"type": "input_text", "text": prompt}, + { + "type": "input_image", + "image_url": f"data:image/jpeg;base64,{base64_image1}", + }, + { + "type": "input_image", + "image_url": f"data:image/jpeg;base64,{base64_image2}", + }, + { + "type": "input_image", + "file_id": file_id1, + }, + { + "type": "input_image", + "file_id": file_id2, + } + ], + } + ], + tools=[{"type": "image_generation"}], +) + +# Process the response +image_generation_calls = [ + output + for output in response.output + if output.type == "image_generation_call" +] + +image_data = [output.result for output in image_generation_calls] + +if image_data: + image_base64 = image_data[0] + image_filename = f"edited_image_{int(time.time())}.png" + with open(image_filename, "wb") as f: + f.write(base64.b64decode(image_base64)) + print(f"Image saved to {image_filename}") +else: + # If no image is generated, there might be a text response with an explanation + text_response = [output.text for output in response.output if hasattr(output, 'text')] + if text_response: + print("No image generated. Model response:") + print("\\n".join(text_response)) + else: + print("No image data found in response.") + print("Full response for debugging:") + print(response) +`;break;case s.IMAGE_EDITS:t="azure"===x?` +import base64 +import os +import time +import json +from PIL import Image +import requests + +# Helper function to encode images to base64 +def encode_image(image_path): + with open(image_path, "rb") as image_file: + return base64.b64encode(image_file.read()).decode('utf-8') + +# The prompt entered by the user +prompt = "${N}" + +# Encode images to base64 +base64_image1 = encode_image("body-lotion.png") +base64_image2 = encode_image("soap.png") + +# Create file IDs +file_id1 = create_file("body-lotion.png") +file_id2 = create_file("incense-kit.png") + +response = client.responses.create( + model="${I}", + input=[ + { + "role": "user", + "content": [ + {"type": "input_text", "text": prompt}, + { + "type": "input_image", + "image_url": f"data:image/jpeg;base64,{base64_image1}", + }, + { + "type": "input_image", + "image_url": f"data:image/jpeg;base64,{base64_image2}", + }, + { + "type": "input_image", + "file_id": file_id1, + }, + { + "type": "input_image", + "file_id": file_id2, + } + ], + } + ], + tools=[{"type": "image_generation"}], +) + +# Process the response +image_generation_calls = [ + output + for output in response.output + if output.type == "image_generation_call" +] + +image_data = [output.result for output in image_generation_calls] + +if image_data: + image_base64 = image_data[0] + image_filename = f"edited_image_{int(time.time())}.png" + with open(image_filename, "wb") as f: + f.write(base64.b64decode(image_base64)) + print(f"Image saved to {image_filename}") +else: + # If no image is generated, there might be a text response with an explanation + text_response = [output.text for output in response.output if hasattr(output, 'text')] + if text_response: + print("No image generated. Model response:") + print("\\n".join(text_response)) + else: + print("No image data found in response.") + print("Full response for debugging:") + print(response) +`:` +import base64 +import os +import time + +# Helper function to encode images to base64 +def encode_image(image_path): + with open(image_path, "rb") as image_file: + return base64.b64encode(image_file.read()).decode('utf-8') + +# Helper function to create a file (simplified for this example) +def create_file(image_path): + # In a real implementation, this would upload the file to OpenAI + # For this example, we'll just return a placeholder ID + return f"file_{os.path.basename(image_path).replace('.', '_')}" + +# The prompt entered by the user +prompt = "${N}" + +# Encode images to base64 +base64_image1 = encode_image("body-lotion.png") +base64_image2 = encode_image("soap.png") + +# Create file IDs +file_id1 = create_file("body-lotion.png") +file_id2 = create_file("incense-kit.png") + +response = client.responses.create( + model="${I}", + input=[ + { + "role": "user", + "content": [ + {"type": "input_text", "text": prompt}, + { + "type": "input_image", + "image_url": f"data:image/jpeg;base64,{base64_image1}", + }, + { + "type": "input_image", + "image_url": f"data:image/jpeg;base64,{base64_image2}", + }, + { + "type": "input_image", + "file_id": file_id1, + }, + { + "type": "input_image", + "file_id": file_id2, + } + ], + } + ], + tools=[{"type": "image_generation"}], +) + +# Process the response +image_generation_calls = [ + output + for output in response.output + if output.type == "image_generation_call" +] + +image_data = [output.result for output in image_generation_calls] + +if image_data: + image_base64 = image_data[0] + image_filename = f"edited_image_{int(time.time())}.png" + with open(image_filename, "wb") as f: + f.write(base64.b64decode(image_base64)) + print(f"Image saved to {image_filename}") +else: + # If no image is generated, there might be a text response with an explanation + text_response = [output.text for output in response.output if hasattr(output, 'text')] + if text_response: + print("No image generated. Model response:") + print("\\n".join(text_response)) + else: + print("No image data found in response.") + print("Full response for debugging:") + print(response) +`;break;case s.EMBEDDINGS:t=` +response = client.embeddings.create( + input="${n||"Your string here"}", + model="${I}", + encoding_format="base64" # or "float" +) + +print(response.data[0].embedding) +`;break;case s.TRANSCRIPTION:t=` +# Open the audio file +audio_file = open("path/to/your/audio/file.mp3", "rb") + +# Make the transcription request +response = client.audio.transcriptions.create( + model="${I}", + file=audio_file${n?`, + prompt="${n.replace(/"/g,'\\"')}"`:""} +) + +print(response.text) +`;break;case s.SPEECH:t=` +# Make the text-to-speech request +response = client.audio.speech.create( + model="${I}", + input="${n||"Your text to convert to speech here"}", + voice="${f}" # Options: alloy, ash, ballad, coral, echo, fable, nova, onyx, sage, shimmer +) + +# Save the audio to a file +output_filename = 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