From 0622ce3f2c44c7602bbafba707cee4aee4df328b Mon Sep 17 00:00:00 2001 From: jquinter Date: Fri, 23 Jan 2026 00:34:29 -0300 Subject: [PATCH 001/188] Fix/nova grounding (#19598) * added support for nova grounding for amazon nova model * added citations support * added integration tests * removing test file * refactor: Use web_search_options for Nova grounding instead of system_tool --------- Co-authored-by: Juhie Co-authored-by: Juhie <75068056+juhiechandra@users.noreply.github.com> --- .../prompt_templates/factory.py | 3 +- .../bedrock/chat/converse_transformation.py | 71 ++- litellm/llms/bedrock/chat/invoke_handler.py | 5 + litellm/types/llms/bedrock.py | 85 +++ poetry.lock | 592 ++++++++++++++++-- .../test_bedrock_completion.py | 285 +++++++++ ...llm_core_utils_prompt_templates_factory.py | 83 ++- 7 files changed, 1057 insertions(+), 67 deletions(-) diff --git a/litellm/litellm_core_utils/prompt_templates/factory.py b/litellm/litellm_core_utils/prompt_templates/factory.py index 30263543fc..1d1e38c09d 100644 --- a/litellm/litellm_core_utils/prompt_templates/factory.py +++ b/litellm/litellm_core_utils/prompt_templates/factory.py @@ -4408,7 +4408,7 @@ def _bedrock_tools_pt(tools: List) -> List[BedrockToolBlock]: ] """ """ - Bedrock toolConfig looks like: + Bedrock toolConfig looks like: "tools": [ { "toolSpec": { @@ -4436,6 +4436,7 @@ def _bedrock_tools_pt(tools: List) -> List[BedrockToolBlock]: tool_block_list: List[BedrockToolBlock] = [] for tool in tools: + # Handle regular function tools parameters = tool.get("function", {}).get( "parameters", {"type": "object", "properties": {}} ) diff --git a/litellm/llms/bedrock/chat/converse_transformation.py b/litellm/llms/bedrock/chat/converse_transformation.py index cb26a22edf..2ec27a7af0 100644 --- a/litellm/llms/bedrock/chat/converse_transformation.py +++ b/litellm/llms/bedrock/chat/converse_transformation.py @@ -298,6 +298,39 @@ class AmazonConverseConfig(BaseConfig): # Check if the model is specifically Nova Lite 2 return "nova-2-lite" in model_without_region + def _map_web_search_options( + self, + web_search_options: dict, + model: str + ) -> Optional[BedrockToolBlock]: + """ + Map web_search_options to Nova grounding systemTool. + + Nova grounding (web search) is only supported on Amazon Nova models. + Returns None for non-Nova models. + + Args: + web_search_options: The web_search_options dict from the request + model: The model identifier string + + Returns: + BedrockToolBlock with systemTool for Nova models, None otherwise + + Reference: https://docs.aws.amazon.com/nova/latest/userguide/grounding.html + """ + # Only Nova models support nova_grounding + # Model strings can be like: "amazon.nova-pro-v1:0", "us.amazon.nova-pro-v1:0", etc. + if "nova" not in model.lower(): + verbose_logger.debug( + f"web_search_options passed but model {model} is not a Nova model. " + "Nova grounding is only supported on Amazon Nova models." + ) + return None + + # Nova doesn't support search_context_size or user_location params + # (unlike Anthropic), so we just enable grounding with no options + return BedrockToolBlock(systemTool={"name": "nova_grounding"}) + def _transform_reasoning_effort_to_reasoning_config( self, reasoning_effort: str ) -> dict: @@ -438,6 +471,10 @@ class AmazonConverseConfig(BaseConfig): ): supported_params.append("tools") + # Nova models support web_search_options (mapped to nova_grounding systemTool) + if base_model.startswith("amazon.nova"): + supported_params.append("web_search_options") + if litellm.utils.supports_tool_choice( model=model, custom_llm_provider=self.custom_llm_provider ) or litellm.utils.supports_tool_choice( @@ -730,6 +767,13 @@ class AmazonConverseConfig(BaseConfig): if bedrock_tier in ("default", "flex", "priority"): optional_params["serviceTier"] = {"type": bedrock_tier} + if param == "web_search_options" and value and isinstance(value, dict): + grounding_tool = self._map_web_search_options(value, model) + if grounding_tool is not None: + optional_params = self._add_tools_to_optional_params( + optional_params=optional_params, tools=[grounding_tool] + ) + # Only update thinking tokens for non-GPT-OSS models and non-Nova-Lite-2 models # Nova Lite 2 handles token budgeting differently through reasoningConfig if "gpt-oss" not in model and not self._is_nova_lite_2_model(model): @@ -1388,20 +1432,23 @@ class AmazonConverseConfig(BaseConfig): str, List[ChatCompletionToolCallChunk], Optional[List[BedrockConverseReasoningContentBlock]], + Optional[List[CitationsContentBlock]], ]: """ - Translate the message content to a string and a list of tool calls and reasoning content blocks + Translate the message content to a string and a list of tool calls, reasoning content blocks, and citations. Returns: content_str: str tools: List[ChatCompletionToolCallChunk] reasoningContentBlocks: Optional[List[BedrockConverseReasoningContentBlock]] + citationsContentBlocks: Optional[List[CitationsContentBlock]] - Citations from Nova grounding """ content_str = "" tools: List[ChatCompletionToolCallChunk] = [] reasoningContentBlocks: Optional[List[BedrockConverseReasoningContentBlock]] = ( None ) + citationsContentBlocks: Optional[List[CitationsContentBlock]] = None for idx, content in enumerate(content_blocks): """ - Content is either a tool response or text @@ -1446,8 +1493,13 @@ class AmazonConverseConfig(BaseConfig): if reasoningContentBlocks is None: reasoningContentBlocks = [] reasoningContentBlocks.append(content["reasoningContent"]) + # Handle Nova grounding citations content + if "citationsContent" in content: + if citationsContentBlocks is None: + citationsContentBlocks = [] + citationsContentBlocks.append(content["citationsContent"]) - return content_str, tools, reasoningContentBlocks + return content_str, tools, reasoningContentBlocks, citationsContentBlocks def _transform_response( self, @@ -1525,18 +1577,27 @@ class AmazonConverseConfig(BaseConfig): reasoningContentBlocks: Optional[List[BedrockConverseReasoningContentBlock]] = ( None ) + citationsContentBlocks: Optional[List[CitationsContentBlock]] = None if message is not None: ( content_str, tools, reasoningContentBlocks, + citationsContentBlocks, ) = self._translate_message_content(message["content"]) + # Initialize provider_specific_fields if we have any special content blocks + provider_specific_fields: dict = {} + if reasoningContentBlocks is not None: + provider_specific_fields["reasoningContentBlocks"] = reasoningContentBlocks + if citationsContentBlocks is not None: + provider_specific_fields["citationsContent"] = citationsContentBlocks + + if provider_specific_fields: + chat_completion_message["provider_specific_fields"] = provider_specific_fields + if reasoningContentBlocks is not None: - chat_completion_message["provider_specific_fields"] = { - "reasoningContentBlocks": reasoningContentBlocks, - } chat_completion_message["reasoning_content"] = ( self._transform_reasoning_content(reasoningContentBlocks) ) diff --git a/litellm/llms/bedrock/chat/invoke_handler.py b/litellm/llms/bedrock/chat/invoke_handler.py index dfa1f02a15..77d2a3c0c2 100644 --- a/litellm/llms/bedrock/chat/invoke_handler.py +++ b/litellm/llms/bedrock/chat/invoke_handler.py @@ -1476,6 +1476,11 @@ class AWSEventStreamDecoder: reasoning_content = ( "" # set to non-empty string to ensure consistency with Anthropic ) + elif "citationsContent" in delta_obj: + # Handle Nova grounding citations in streaming responses + provider_specific_fields = { + "citationsContent": delta_obj["citationsContent"], + } return ( text, tool_use, diff --git a/litellm/types/llms/bedrock.py b/litellm/types/llms/bedrock.py index ef2f1ba4d5..a85aaafe23 100644 --- a/litellm/types/llms/bedrock.py +++ b/litellm/types/llms/bedrock.py @@ -93,6 +93,67 @@ class GuardrailConverseContentBlock(TypedDict, total=False): text: GuardrailConverseTextBlock +class CitationWebLocationBlock(TypedDict, total=False): + """ + Web location block for Nova grounding citations. + Contains the URL and domain from web search results. + + Reference: https://docs.aws.amazon.com/nova/latest/userguide/grounding.html + """ + + url: str + domain: str + + +class CitationLocationBlock(TypedDict, total=False): + """ + Location block containing the web location for a citation. + """ + + web: CitationWebLocationBlock + + +class CitationReferenceBlock(TypedDict, total=False): + """ + Citation reference block containing a single citation with its location. + + Each citation contains: + - location.web.url: The URL of the source + - location.web.domain: The domain of the source + """ + + location: CitationLocationBlock + + +class CitationsContentBlock(TypedDict, total=False): + """ + Citations content block returned by Nova grounding (web search) tool. + + When Nova grounding is enabled via systemTool, the model may return + citationsContent blocks containing web search citation references. + + Reference: https://docs.aws.amazon.com/nova/latest/userguide/grounding.html + + Example response structure: + { + "citationsContent": { + "citations": [ + { + "location": { + "web": { + "url": "https://example.com/article", + "domain": "example.com" + } + } + } + ] + } + } + """ + + citations: List[CitationReferenceBlock] + + class ContentBlock(TypedDict, total=False): text: str image: ImageBlock @@ -103,6 +164,7 @@ class ContentBlock(TypedDict, total=False): cachePoint: CachePointBlock reasoningContent: BedrockConverseReasoningContentBlock guardContent: GuardrailConverseContentBlock + citationsContent: CitationsContentBlock class MessageBlock(TypedDict): @@ -159,8 +221,24 @@ class ToolSpecBlock(TypedDict, total=False): description: str +class SystemToolBlock(TypedDict, total=False): + """ + System tool block for Nova grounding and other built-in tools. + + Example: + { + "systemTool": { + "name": "nova_grounding" + } + } + """ + + name: Required[str] + + class ToolBlock(TypedDict, total=False): toolSpec: Optional[ToolSpecBlock] + systemTool: Optional[SystemToolBlock] cachePoint: Optional[CachePointBlock] @@ -210,11 +288,13 @@ class ContentBlockStartEvent(TypedDict, total=False): class ContentBlockDeltaEvent(TypedDict, total=False): """ Either 'text' or 'toolUse' will be specified for Converse API streaming response. + May also include 'citationsContent' when Nova grounding is enabled. """ text: str toolUse: ToolBlockDeltaEvent reasoningContent: BedrockConverseReasoningContentBlockDelta + citationsContent: CitationsContentBlock class PerformanceConfigBlock(TypedDict): @@ -879,3 +959,8 @@ class BedrockGetBatchResponse(TypedDict, total=False): outputDataConfig: BedrockOutputDataConfig timeoutDurationInHours: Optional[int] clientRequestToken: Optional[str] + +class BedrockToolBlock(TypedDict, total=False): + toolSpec: Optional[ToolSpecBlock] + systemTool: Optional[SystemToolBlock] # For Nova grounding + cachePoint: Optional[CachePointBlock] diff --git a/poetry.lock b/poetry.lock index c5f5a87894..e5ef1750da 100644 --- a/poetry.lock +++ b/poetry.lock @@ -275,7 +275,7 @@ files = [ {file = "annotated_doc-0.0.4-py3-none-any.whl", hash = "sha256:571ac1dc6991c450b25a9c2d84a3705e2ae7a53467b5d111c24fa8baabbed320"}, {file = "annotated_doc-0.0.4.tar.gz", hash = "sha256:fbcda96e87e9c92ad167c2e53839e57503ecfda18804ea28102353485033faa4"}, ] -markers = {main = "python_version >= \"3.10\" and (extra == \"mlflow\" or extra == \"proxy\") or extra == \"proxy\""} +markers = {main = "(extra == \"mlflow\" or extra == \"proxy\") and python_version >= \"3.10\" or extra == \"proxy\""} [[package]] name = "annotated-types" @@ -343,7 +343,7 @@ zookeeper = ["kazoo"] name = "async-timeout" version = "5.0.1" description = "Timeout context manager for asyncio programs" -optional = true +optional = false python-versions = ">=3.8" groups = ["main"] markers = "python_full_version < \"3.11.3\" and (extra == \"extra-proxy\" or extra == \"proxy\" or python_version < \"3.11\")" @@ -557,48 +557,48 @@ files = [ [[package]] name = "boto3" -version = "1.36.0" +version = "1.40.76" description = "The AWS SDK for Python" optional = true -python-versions = ">=3.8" +python-versions = ">=3.9" groups = ["main"] markers = "extra == \"proxy\"" files = [ - {file = "boto3-1.36.0-py3-none-any.whl", hash = "sha256:d0ca7a58ce25701a52232cc8df9d87854824f1f2964b929305722ebc7959d5a9"}, - {file = "boto3-1.36.0.tar.gz", hash = "sha256:159898f51c2997a12541c0e02d6e5a8fe2993ddb307b9478fd9a339f98b57e00"}, + {file = "boto3-1.40.76-py3-none-any.whl", hash = "sha256:8df6df755727be40ad9e309cfda07f9a12c147e17b639430c55d4e4feee8a167"}, + {file = "boto3-1.40.76.tar.gz", hash = "sha256:16f4cf97f8dd8e0aae015f4dc66219bd7716a91a40d1e2daa0dafa241a4761c5"}, ] [package.dependencies] -botocore = ">=1.36.0,<1.37.0" +botocore = ">=1.40.76,<1.41.0" jmespath = ">=0.7.1,<2.0.0" -s3transfer = ">=0.11.0,<0.12.0" +s3transfer = ">=0.14.0,<0.15.0" [package.extras] crt = ["botocore[crt] (>=1.21.0,<2.0a0)"] [[package]] name = "botocore" -version = "1.36.26" +version = "1.40.76" description = "Low-level, data-driven core of boto 3." optional = true -python-versions = ">=3.8" +python-versions = ">=3.9" groups = ["main"] markers = "extra == \"proxy\"" files = [ - {file = "botocore-1.36.26-py3-none-any.whl", hash = "sha256:4e3f19913887a58502e71ef8d696fe7eaa54de7813ff73390cd5883f837dfa6e"}, - {file = "botocore-1.36.26.tar.gz", hash = "sha256:4a63bcef7ecf6146fd3a61dc4f9b33b7473b49bdaf1770e9aaca6eee0c9eab62"}, + {file = "botocore-1.40.76-py3-none-any.whl", hash = "sha256:fe425d386e48ac64c81cbb4a7181688d813df2e2b4c78b95ebe833c9e868c6f4"}, + {file = "botocore-1.40.76.tar.gz", hash = "sha256:2b16024d68b29b973005adfb5039adfe9099ebe772d40a90ca89f2e165c495dc"}, ] [package.dependencies] jmespath = ">=0.7.1,<2.0.0" python-dateutil = ">=2.1,<3.0.0" urllib3 = [ - {version = ">=1.25.4,<2.2.0 || >2.2.0,<3", markers = "python_version >= \"3.10\""}, {version = ">=1.25.4,<1.27", markers = "python_version < \"3.10\""}, + {version = ">=1.25.4,<2.2.0 || >2.2.0,<3", markers = "python_version >= \"3.10\""}, ] [package.extras] -crt = ["awscrt (==0.23.8)"] +crt = ["awscrt (==0.28.4)"] [[package]] name = "cachetools" @@ -607,7 +607,7 @@ description = "Extensible memoizing collections and decorators" optional = true python-versions = ">=3.9" groups = ["main"] -markers = "python_version >= \"3.10\" and (extra == \"mlflow\" or extra == \"extra-proxy\") or extra == \"extra-proxy\"" +markers = "(extra == \"extra-proxy\" or extra == \"google\" or extra == \"mlflow\") and python_version >= \"3.10\" or extra == \"google\" or extra == \"extra-proxy\"" files = [ {file = "cachetools-6.2.2-py3-none-any.whl", hash = "sha256:6c09c98183bf58560c97b2abfcedcbaf6a896a490f534b031b661d3723b45ace"}, {file = "cachetools-6.2.2.tar.gz", hash = "sha256:8e6d266b25e539df852251cfd6f990b4bc3a141db73b939058d809ebd2590fc6"}, @@ -1393,6 +1393,24 @@ docs = ["myst-parser (==0.18.0)", "sphinx (==5.1.1)"] ssh = ["paramiko (>=2.4.3)"] websockets = ["websocket-client (>=1.3.0)"] +[[package]] +name = "docstring-parser" +version = "0.17.0" +description = "Parse Python docstrings in reST, Google and Numpydoc format" +optional = true +python-versions = ">=3.8" +groups = ["main"] +markers = "extra == \"google\"" +files = [ + {file = "docstring_parser-0.17.0-py3-none-any.whl", hash = "sha256:cf2569abd23dce8099b300f9b4fa8191e9582dda731fd533daf54c4551658708"}, + {file = "docstring_parser-0.17.0.tar.gz", hash = "sha256:583de4a309722b3315439bb31d64ba3eebada841f2e2cee23b99df001434c912"}, +] + +[package.extras] +dev = ["pre-commit (>=2.16.0) ; python_version >= \"3.9\"", "pydoctor (>=25.4.0)", "pytest"] +docs = ["pydoctor (>=25.4.0)"] +test = ["pytest"] + [[package]] name = "docutils" version = "0.21.2" @@ -1453,7 +1471,7 @@ files = [ {file = "fastapi-0.121.3-py3-none-any.whl", hash = "sha256:0c78fc87587fcd910ca1bbf5bc8ba37b80e119b388a7206b39f0ecc95ebf53e9"}, {file = "fastapi-0.121.3.tar.gz", hash = "sha256:0055bc24fe53e56a40e9e0ad1ae2baa81622c406e548e501e717634e2dfbc40b"}, ] -markers = {main = "python_version >= \"3.10\" and (extra == \"mlflow\" or extra == \"proxy\") or extra == \"proxy\""} +markers = {main = "(extra == \"mlflow\" or extra == \"proxy\") and python_version >= \"3.10\" or extra == \"proxy\""} [package.dependencies] annotated-doc = ">=0.0.2" @@ -1982,7 +2000,7 @@ description = "Google API client core library" optional = true python-versions = ">=3.7" groups = ["main"] -markers = "python_version >= \"3.14\" and extra == \"extra-proxy\"" +markers = "python_version >= \"3.14\" and (extra == \"extra-proxy\" or extra == \"google\")" files = [ {file = "google_api_core-2.25.2-py3-none-any.whl", hash = "sha256:e9a8f62d363dc8424a8497f4c2a47d6bcda6c16514c935629c257ab5d10210e7"}, {file = "google_api_core-2.25.2.tar.gz", hash = "sha256:1c63aa6af0d0d5e37966f157a77f9396d820fba59f9e43e9415bc3dc5baff300"}, @@ -2010,7 +2028,7 @@ description = "Google API client core library" optional = true python-versions = ">=3.7" groups = ["main"] -markers = "extra == \"extra-proxy\" and python_version < \"3.14\"" +markers = "python_version == \"3.9\" and (extra == \"google\" or extra == \"extra-proxy\") or python_version < \"3.14\" and (extra == \"extra-proxy\" or extra == \"google\")" files = [ {file = "google_api_core-2.28.1-py3-none-any.whl", hash = "sha256:4021b0f8ceb77a6fb4de6fde4502cecab45062e66ff4f2895169e0b35bc9466c"}, {file = "google_api_core-2.28.1.tar.gz", hash = "sha256:2b405df02d68e68ce0fbc138559e6036559e685159d148ae5861013dc201baf8"}, @@ -2020,12 +2038,12 @@ files = [ google-auth = ">=2.14.1,<3.0.0" googleapis-common-protos = ">=1.56.2,<2.0.0" grpcio = [ + {version = ">=1.33.2,<2.0.0", optional = true, markers = "extra == \"grpc\""}, {version = ">=1.49.1,<2.0.0", optional = true, markers = "python_version >= \"3.11\" and extra == \"grpc\""}, - {version = ">=1.33.2,<2.0.0", optional = true, markers = "python_version < \"3.11\" and extra == \"grpc\""}, ] grpcio-status = [ - {version = ">=1.49.1,<2.0.0", optional = true, markers = "python_version >= \"3.11\" and extra == \"grpc\""}, {version = ">=1.33.2,<2.0.0", optional = true, markers = "extra == \"grpc\""}, + {version = ">=1.49.1,<2.0.0", optional = true, markers = "python_version >= \"3.11\" and extra == \"grpc\""}, ] proto-plus = [ {version = ">=1.22.3,<2.0.0"}, @@ -2047,7 +2065,7 @@ description = "Google Authentication Library" optional = true python-versions = ">=3.7" groups = ["main"] -markers = "python_version >= \"3.10\" and (extra == \"mlflow\" or extra == \"extra-proxy\") or extra == \"extra-proxy\"" +markers = "(extra == \"extra-proxy\" or extra == \"google\" or extra == \"mlflow\") and python_version >= \"3.10\" or extra == \"google\" or extra == \"extra-proxy\"" files = [ {file = "google_auth-2.43.0-py2.py3-none-any.whl", hash = "sha256:af628ba6fa493f75c7e9dbe9373d148ca9f4399b5ea29976519e0a3848eddd16"}, {file = "google_auth-2.43.0.tar.gz", hash = "sha256:88228eee5fc21b62a1b5fe773ca15e67778cb07dc8363adcb4a8827b52d81483"}, @@ -2056,6 +2074,7 @@ files = [ [package.dependencies] cachetools = ">=2.0.0,<7.0" pyasn1-modules = ">=0.2.1" +requests = {version = ">=2.20.0,<3.0.0", optional = true, markers = "extra == \"requests\""} rsa = ">=3.1.4,<5" [package.extras] @@ -2068,6 +2087,120 @@ requests = ["requests (>=2.20.0,<3.0.0)"] testing = ["aiohttp (<3.10.0)", "aiohttp (>=3.6.2,<4.0.0)", "aioresponses", "cryptography (<39.0.0) ; python_version < \"3.8\"", "cryptography (<39.0.0) ; python_version < \"3.8\"", "cryptography (>=38.0.3)", "cryptography (>=38.0.3)", "flask", "freezegun", "grpcio", "mock", "oauth2client", "packaging", "pyjwt (>=2.0)", "pyopenssl (<24.3.0)", "pyopenssl (>=20.0.0)", "pytest", "pytest-asyncio", "pytest-cov", "pytest-localserver", "pyu2f (>=0.1.5)", "requests (>=2.20.0,<3.0.0)", "responses", "urllib3"] urllib3 = ["packaging", "urllib3"] +[[package]] +name = "google-cloud-aiplatform" +version = "1.130.0" +description = "Vertex AI API client library" +optional = true +python-versions = ">=3.9" +groups = ["main"] +markers = "extra == \"google\"" +files = [ + {file = "google_cloud_aiplatform-1.130.0-py2.py3-none-any.whl", hash = "sha256:f578ccee55655dd9e2300cfcafb178e47c3dfdcf746ad465234b875d3e955929"}, + {file = "google_cloud_aiplatform-1.130.0.tar.gz", hash = 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"mcp", "orjson", "polars", "pynacl", "python-multipart", "pyyaml", "rich", "rq", "soundfile", "uvicorn", "uvloop", "websockets"] semantic-router = ["semantic-router"] @@ -8005,4 +8491,4 @@ utils = ["numpydoc"] [metadata] lock-version = "2.1" python-versions = ">=3.9,<4.0" -content-hash = "f6a98e687d478db6e30274a4cf70391960775cbf648da0783558444da3a662ea" +content-hash = "76f5b5fb10667c2dcf428976292672e7a1f3f2eb5f5bf78998e2192899f5037e" diff --git a/tests/llm_translation/test_bedrock_completion.py b/tests/llm_translation/test_bedrock_completion.py index 7c0db41d13..d48dd1bfd9 100644 --- a/tests/llm_translation/test_bedrock_completion.py +++ b/tests/llm_translation/test_bedrock_completion.py @@ -3954,3 +3954,288 @@ def test_bedrock_openai_error_handling(): assert exc_info.value.status_code == 422 print("✓ Error handling works correctly") + +# ============================================================================ +# Nova Grounding (web_search_options) Unit Tests (Mocked) +# ============================================================================ + +def test_bedrock_nova_grounding_web_search_options_non_streaming(): + """ + Unit test for Nova grounding using web_search_options parameter (non-streaming). + + This test mocks the HTTP call to verify: + 1. web_search_options is correctly mapped to systemTool for Nova models + 2. The request structure is correct + + Related: https://docs.aws.amazon.com/nova/latest/userguide/grounding.html + """ + from unittest.mock import patch, MagicMock + from litellm.llms.custom_httpx.http_handler import HTTPHandler + + client = HTTPHandler() + + messages = [ + { + "role": "user", + "content": "What is the current population of Tokyo, Japan?", + } + ] + + with patch.object(client, "post") as mock_post: + try: + completion( + model="us.amazon.nova-pro-v1:0", # No bedrock/ prefix when using api_base + messages=messages, + web_search_options={}, # Enables Nova grounding + max_tokens=500, + client=client, + api_base="https://bedrock-runtime.us-east-1.amazonaws.com", + ) + except Exception: + pass # Expected - we're just checking the request structure + + # Verify the request was made correctly + if mock_post.called: + request_body = json.loads(mock_post.call_args.kwargs.get("data", "{}")) + print(f"Request body: {json.dumps(request_body, indent=2)}") + + # Verify toolConfig is present with systemTool + assert "toolConfig" in request_body, "toolConfig should be in request" + tool_config = request_body["toolConfig"] + assert "tools" in tool_config, "tools should be in toolConfig" + + # Find the systemTool for nova_grounding + system_tool_found = False + for tool in tool_config["tools"]: + if "systemTool" in tool: + assert tool["systemTool"]["name"] == "nova_grounding" + system_tool_found = True + break + + assert system_tool_found, "systemTool with nova_grounding should be present" + print(f"✓ web_search_options correctly transformed to systemTool (non-streaming)") + + +def test_bedrock_nova_grounding_with_function_tools(): + """ + Unit test for Nova grounding combined with regular function tools. + + This tests the scenario where users want both web grounding AND + custom function calling capabilities. + """ + from unittest.mock import patch + from litellm.llms.custom_httpx.http_handler import HTTPHandler + + client = HTTPHandler() + + # Regular function tool + tools = [ + { + "type": "function", + "function": { + "name": "get_stock_price", + "description": "Get the current stock price for a given ticker symbol", + "parameters": { + "type": "object", + "properties": { + "ticker": { + "type": "string", + "description": "The stock ticker symbol, e.g. AAPL, GOOGL", + } + }, + "required": ["ticker"], + }, + }, + } + ] + + messages = [ + { + "role": "user", + "content": "What is the current market cap of Apple Inc?", + } + ] + + with patch.object(client, "post") as mock_post: + try: + completion( + model="us.amazon.nova-pro-v1:0", # No bedrock/ prefix when using api_base + messages=messages, + tools=tools, + web_search_options={}, # Also enable web grounding + max_tokens=500, + client=client, + api_base="https://bedrock-runtime.us-east-1.amazonaws.com", + ) + except Exception: + pass # Expected - we're just checking the request structure + + # Verify the request was made correctly + if mock_post.called: + request_body = json.loads(mock_post.call_args.kwargs.get("data", "{}")) + print(f"Request body: {json.dumps(request_body, indent=2)}") + + # Verify toolConfig has both function tool and systemTool + assert "toolConfig" in request_body, "toolConfig should be in request" + tool_config = request_body["toolConfig"] + assert "tools" in tool_config, "tools should be in toolConfig" + + tools_in_request = tool_config["tools"] + + # Should have both the function tool and the systemTool + function_tool_found = False + system_tool_found = False + + for tool in tools_in_request: + if "toolSpec" in tool: + assert tool["toolSpec"]["name"] == "get_stock_price" + function_tool_found = True + if "systemTool" in tool: + assert tool["systemTool"]["name"] == "nova_grounding" + system_tool_found = True + + assert function_tool_found, "Function tool (get_stock_price) should be present" + assert system_tool_found, "systemTool (nova_grounding) should be present" + print(f"✓ Both function tools and web_search_options correctly combined") + + +@pytest.mark.asyncio +async def test_bedrock_nova_grounding_async(): + """ + Async unit test for Nova grounding via web_search_options. + + This test verifies the request transformation for async calls. + """ + from unittest.mock import patch, AsyncMock + from litellm.llms.custom_httpx.http_handler import AsyncHTTPHandler + + client = AsyncHTTPHandler() + + messages = [ + { + "role": "user", + "content": "What is the weather forecast for New York City today?", + } + ] + + with patch.object(client, "post", new=AsyncMock()) as mock_post: + try: + await litellm.acompletion( + model="us.amazon.nova-pro-v1:0", # No bedrock/ prefix when using api_base + messages=messages, + web_search_options={}, + max_tokens=500, + client=client, + api_base="https://bedrock-runtime.us-east-1.amazonaws.com", + ) + except Exception: + pass # Expected - we're just checking the request structure + + # Verify the request was made correctly + if mock_post.called: + request_body = json.loads(mock_post.call_args.kwargs.get("data", "{}")) + print(f"Request body: {json.dumps(request_body, indent=2)}") + + # Verify toolConfig is present with systemTool + assert "toolConfig" in request_body, "toolConfig should be in request" + tool_config = request_body["toolConfig"] + assert "tools" in tool_config, "tools should be in toolConfig" + + # Find the systemTool for nova_grounding + system_tool_found = False + for tool in tool_config["tools"]: + if "systemTool" in tool: + assert tool["systemTool"]["name"] == "nova_grounding" + system_tool_found = True + break + + assert system_tool_found, "systemTool with nova_grounding should be present" + print(f"✓ Async web_search_options correctly transformed to systemTool") + + +def test_bedrock_nova_web_search_options_ignored_for_non_nova(): + """ + Test that web_search_options is ignored for non-Nova Bedrock models. + + Nova grounding is only supported on Nova models. For other models, + the parameter should be silently ignored. + """ + from litellm.llms.bedrock.chat.converse_transformation import AmazonConverseConfig + + config = AmazonConverseConfig() + + # Should return None for non-Nova models + result = config._map_web_search_options({}, "anthropic.claude-3-sonnet-v1") + assert result is None + + result = config._map_web_search_options({}, "amazon.titan-text-express-v1") + assert result is None + + # Should return systemTool for Nova models + result = config._map_web_search_options({}, "amazon.nova-pro-v1:0") + assert result is not None + system_tool = result.get("systemTool") + assert system_tool is not None + assert system_tool["name"] == "nova_grounding" + + result2 = config._map_web_search_options({}, "us.amazon.nova-premier-v1:0") + assert result2 is not None + system_tool2 = result2.get("systemTool") + assert system_tool2 is not None + assert system_tool2["name"] == "nova_grounding" + + +def test_bedrock_nova_grounding_request_transformation(): + """ + Unit test to verify that web_search_options transforms to systemTool in the request. + """ + from unittest.mock import patch, MagicMock + from litellm.llms.custom_httpx.http_handler import HTTPHandler + + client = HTTPHandler() + + messages = [{"role": "user", "content": "What is the population of Tokyo?"}] + + with patch.object(client, "post") as mock_post: + mock_post.return_value = MagicMock( + status_code=200, + json=lambda: { + "output": {"message": {"role": "assistant", "content": [{"text": "Test"}]}}, + "stopReason": "end_turn", + "usage": {"inputTokens": 10, "outputTokens": 5} + } + ) + + try: + response = completion( + model="bedrock/us.amazon.nova-pro-v1:0", + messages=messages, + web_search_options={}, + max_tokens=100, + client=client, + ) + except Exception: + pass # Expected - we're just checking the request + + if mock_post.called: + request_body = json.loads(mock_post.call_args.kwargs.get("data", "{}")) + print(f"Request body: {json.dumps(request_body, indent=2)}") + + # Verify toolConfig is present with systemTool + assert "toolConfig" in request_body, "toolConfig should be in request" + + tool_config = request_body["toolConfig"] + assert "tools" in tool_config, "tools should be in toolConfig" + + tools_in_request = tool_config["tools"] + + # Find the systemTool + system_tool_found = False + for tool in tools_in_request: + if "systemTool" in tool: + assert tool["systemTool"]["name"] == "nova_grounding" + system_tool_found = True + break + + assert system_tool_found, "systemTool with nova_grounding should be present" + print("✓ web_search_options correctly transformed to systemTool") diff --git a/tests/test_litellm/litellm_core_utils/prompt_templates/test_litellm_core_utils_prompt_templates_factory.py b/tests/test_litellm/litellm_core_utils/prompt_templates/test_litellm_core_utils_prompt_templates_factory.py index a22fe13798..e87233a52a 100644 --- a/tests/test_litellm/litellm_core_utils/prompt_templates/test_litellm_core_utils_prompt_templates_factory.py +++ b/tests/test_litellm/litellm_core_utils/prompt_templates/test_litellm_core_utils_prompt_templates_factory.py @@ -1138,6 +1138,73 @@ def test_bedrock_create_bedrock_block_different_document_formats(): assert block["document"]["name"].endswith(f"_{format_type}") assert block["document"]["format"] == format_type +def test_bedrock_nova_web_search_options_mapping(): + """ + Test that web_search_options is correctly mapped to Nova grounding. + + This follows the LiteLLM pattern for web search where: + - Vertex AI maps web_search_options to {"googleSearch": {}} + - Anthropic maps web_search_options to {"type": "web_search_20250305", ...} + - Nova should map web_search_options to {"systemTool": {"name": "nova_grounding"}} + """ + from litellm.llms.bedrock.chat.converse_transformation import AmazonConverseConfig + + config = AmazonConverseConfig() + + # Test basic mapping for Nova model + result = config._map_web_search_options({}, "amazon.nova-pro-v1:0") + + assert result is not None + system_tool = result.get("systemTool") + assert system_tool is not None + assert system_tool["name"] == "nova_grounding" + + # Test with search_context_size (should be ignored for Nova) + result2 = config._map_web_search_options( + {"search_context_size": "high"}, + "us.amazon.nova-premier-v1:0" + ) + + assert result2 is not None + system_tool2 = result2.get("systemTool") + assert system_tool2 is not None + assert system_tool2["name"] == "nova_grounding" + # Nova doesn't support search_context_size, so it's just ignored + +def test_bedrock_tools_pt_does_not_handle_system_tool(): + """ + Verify that _bedrock_tools_pt does NOT handle system_tool format. + + System tools (nova_grounding) should be added via web_search_options, + not via the tools parameter directly. + """ + + from litellm.litellm_core_utils.prompt_templates.factory import _bedrock_tools_pt + + # Regular function tools should still work + tools = [ + { + "type": "function", + "function": { + "name": "get_weather", + "description": "Get the current weather", + "parameters": { + "type": "object", + "properties": { + "location": {"type": "string"} + }, + "required": ["location"] + } + } + } + ] + + result = _bedrock_tools_pt(tools=tools) + + assert len(result) == 1 + tool_spec = result[0].get("toolSpec") + assert tool_spec is not None + assert tool_spec["name"] == "get_weather" def test_convert_to_anthropic_tool_result_image_with_cache_control(): """ @@ -1305,12 +1372,12 @@ def test_convert_to_anthropic_tool_result_image_url_as_http(): assert result["content"][0]["cache_control"]["type"] == "ephemeral" def test_anthropic_messages_pt_server_tool_use_passthrough(): """ - Test that anthropic_messages_pt passes through server_tool_use and + Test that anthropic_messages_pt passes through server_tool_use and tool_search_tool_result blocks in assistant message content. - + These are Anthropic-native content types used for tool search functionality that need to be preserved when reconstructing multi-turn conversations. - + Fixes: https://github.com/BerriAI/litellm/issues/XXXXX """ from litellm.litellm_core_utils.prompt_templates.factory import anthropic_messages_pt @@ -1359,15 +1426,15 @@ def test_anthropic_messages_pt_server_tool_use_passthrough(): # Verify we have 3 messages (user, assistant, user) assert len(result) == 3 - + # Verify the assistant message content assistant_msg = result[1] assert assistant_msg["role"] == "assistant" assert isinstance(assistant_msg["content"], list) - + # Find the different content block types content_types = [block.get("type") for block in assistant_msg["content"]] - + # Verify server_tool_use block is preserved assert "server_tool_use" in content_types server_tool_use_block = next( @@ -1376,7 +1443,7 @@ def test_anthropic_messages_pt_server_tool_use_passthrough(): assert server_tool_use_block["id"] == "srvtoolu_01ABC123" assert server_tool_use_block["name"] == "tool_search_tool_regex" assert server_tool_use_block["input"] == {"query": ".*time.*"} - + # Verify tool_search_tool_result block is preserved assert "tool_search_tool_result" in content_types tool_result_block = next( @@ -1385,7 +1452,7 @@ def test_anthropic_messages_pt_server_tool_use_passthrough(): assert tool_result_block["tool_use_id"] == "srvtoolu_01ABC123" assert tool_result_block["content"]["type"] == "tool_search_tool_search_result" assert tool_result_block["content"]["tool_references"][0]["tool_name"] == "get_time" - + # Verify text block is also preserved assert "text" in content_types text_block = next( From 324f1f4682c82cc0572398ecb774b862a8804231 Mon Sep 17 00:00:00 2001 From: ruanjiefeng Date: Fri, 23 Jan 2026 11:38:14 +0800 Subject: [PATCH 002/188] add Vertex_AI llm credentials sensitive keywords "vertex_credentials" (#19551) * add Vertex_AI llm credentials sensitive keywords "vertex_credentials" * Update test_litellm_logging.py add test case --- litellm/litellm_core_utils/litellm_logging.py | 1 + tests/test_litellm/litellm_core_utils/test_litellm_logging.py | 2 ++ 2 files changed, 3 insertions(+) diff --git a/litellm/litellm_core_utils/litellm_logging.py b/litellm/litellm_core_utils/litellm_logging.py index d3bcfe8200..d512893465 100644 --- a/litellm/litellm_core_utils/litellm_logging.py +++ b/litellm/litellm_core_utils/litellm_logging.py @@ -3296,6 +3296,7 @@ def _get_masked_values( "token", "key", "secret", + "vertex_credentials", ] return { k: ( diff --git a/tests/test_litellm/litellm_core_utils/test_litellm_logging.py b/tests/test_litellm/litellm_core_utils/test_litellm_logging.py index e035e193fe..1f3f558a49 100644 --- a/tests/test_litellm/litellm_core_utils/test_litellm_logging.py +++ b/tests/test_litellm/litellm_core_utils/test_litellm_logging.py @@ -787,11 +787,13 @@ def test_get_masked_values(): "presidio_ad_hoc_recognizers": None, "aws_bedrock_runtime_endpoint": None, "presidio_anonymizer_api_base": None, + "vertex_credentials": "{sensitive_api_key}", } masked_values = _get_masked_values( sensitive_object, unmasked_length=4, number_of_asterisks=4 ) assert masked_values["presidio_anonymizer_api_base"] is None + assert masked_values["vertex_credentials"] == "{s****y}" @pytest.mark.asyncio From 65e943dc2b99b68e5d2b0a23653c8670c282fa48 Mon Sep 17 00:00:00 2001 From: moh-dev-stack Date: Fri, 23 Jan 2026 03:39:58 +0000 Subject: [PATCH 003/188] Bugfix/19481 num retries env var type (#19507) * Enhance error handling for num_retries in Router class to support string values. Add test case to verify conversion from string to int for deployment num_retries. * Refactor Router class for improved readability by formatting long lines and enhancing exception handling tests for num_retries. Ensure consistent style in test cases for better maintainability. * Update exception handling for num_retries in Router class to suppress mypy warnings. Add type ignore comment for clarity in type conversion from string to int. --- litellm/router.py | 19 +++++-- .../test_router_per_deployment_num_retries.py | 57 +++++++++++++++---- 2 files changed, 59 insertions(+), 17 deletions(-) diff --git a/litellm/router.py b/litellm/router.py index 62070d2375..3234366cfb 100644 --- a/litellm/router.py +++ b/litellm/router.py @@ -1696,8 +1696,11 @@ class Router: litellm_params = deployment.get("litellm_params", {}) dep_num_retries = litellm_params.get("num_retries") - if dep_num_retries is not None and isinstance(dep_num_retries, int): - exception.num_retries = dep_num_retries # type: ignore + if dep_num_retries is not None: + try: + exception.num_retries = int(dep_num_retries) # type: ignore # Handle both int and str + except (ValueError, TypeError): + pass # Skip if value can't be converted to int def _update_kwargs_with_default_litellm_params( self, kwargs: dict, metadata_variable_name: Optional[str] = "metadata" @@ -4692,9 +4695,12 @@ class Router: # get num_retries from retry policy # Use the model_group captured at the start of the function, or get it from metadata # kwargs.get("model") at this point is the deployment model, not the model_group - _model_group_for_retry_policy = model_group or _metadata.get("model_group") or kwargs.get("model") + _model_group_for_retry_policy = ( + model_group or _metadata.get("model_group") or kwargs.get("model") + ) _retry_policy_retries = self.get_num_retries_from_retry_policy( - exception=original_exception, model_group=_model_group_for_retry_policy + exception=original_exception, + model_group=_model_group_for_retry_policy, ) if _retry_policy_retries is not None: num_retries = _retry_policy_retries @@ -5879,7 +5885,10 @@ class Router: ) # done reading model["litellm_params"] # Check if provider is supported: either in enum or JSON-configured - if custom_llm_provider not in litellm.provider_list and not JSONProviderRegistry.exists(custom_llm_provider): + if ( + custom_llm_provider not in litellm.provider_list + and not JSONProviderRegistry.exists(custom_llm_provider) + ): raise Exception(f"Unsupported provider - {custom_llm_provider}") #### DEPLOYMENT NAMES INIT ######## diff --git a/tests/test_litellm/test_router_per_deployment_num_retries.py b/tests/test_litellm/test_router_per_deployment_num_retries.py index 4021ca2807..154ba579e4 100644 --- a/tests/test_litellm/test_router_per_deployment_num_retries.py +++ b/tests/test_litellm/test_router_per_deployment_num_retries.py @@ -32,17 +32,17 @@ class TestPerDeploymentNumRetries: ) deployment = router.model_list[0] - + # Create a mock exception without num_retries class MockException(Exception): pass - + exc = MockException("test error") assert not hasattr(exc, "num_retries") or exc.num_retries is None - + # Call the helper router._set_deployment_num_retries_on_exception(exc, deployment) - + # Verify num_retries was set from deployment assert exc.num_retries == 5 @@ -66,16 +66,16 @@ class TestPerDeploymentNumRetries: ) deployment = router.model_list[0] - + # Create an exception that already has num_retries class MockException(Exception): num_retries = 10 # Already set - + exc = MockException("test error") - + # Call the helper router._set_deployment_num_retries_on_exception(exc, deployment) - + # Verify num_retries was NOT overridden assert exc.num_retries == 10 @@ -99,15 +99,15 @@ class TestPerDeploymentNumRetries: ) deployment = router.model_list[0] - + class MockException(Exception): pass - + exc = MockException("test error") - + # Call the helper router._set_deployment_num_retries_on_exception(exc, deployment) - + # Verify num_retries was not set (deployment has no num_retries) assert not hasattr(exc, "num_retries") or exc.num_retries is None @@ -155,3 +155,36 @@ class TestPerDeploymentNumRetries: kwargs = {} router._update_kwargs_before_fallbacks(model="test-model", kwargs=kwargs) assert kwargs["num_retries"] == 7 # Uses global + + def test_set_deployment_num_retries_with_string_value(self): + """ + Test that _set_deployment_num_retries_on_exception handles string values + from environment variables correctly. + GitHub Issue: #19481 + """ + router = Router( + model_list=[ + { + "model_name": "test-model", + "litellm_params": { + "model": "openai/gpt-4", + "api_key": "test-key", + "num_retries": "6", # String value (as from env var) + }, + }, + ], + num_retries=0, # Global setting + ) + + deployment = router.model_list[0] + + class MockException(Exception): + pass + + exc = MockException("test error") + + # Call the helper + router._set_deployment_num_retries_on_exception(exc, deployment) + + # Verify num_retries was converted from string to int + assert exc.num_retries == 6 From 6cf7bd7c0fc7962bd63b9d6b87439b82cdee1d0a Mon Sep 17 00:00:00 2001 From: Cesar Garcia <128240629+Chesars@users.noreply.github.com> Date: Fri, 23 Jan 2026 00:42:15 -0300 Subject: [PATCH 004/188] Fix gpt-image-1.5 cost calculation not including output image tokens (#19515) Fixes #19508 The cost calculation for gpt-image-1.5 was not including image tokens from output_tokens_details, causing costs to be underreported (e.g., $0.046 instead of $0.14). Root cause: The OpenAI image generation API uses Responses API naming (input_tokens, output_tokens, output_tokens_details) but the cost calculator expected Chat Completions API naming (prompt_tokens, completion_tokens, completion_tokens_details). Changes: - convert_dict_to_response.py: Map Responses API fields to Chat Completions API fields and convert dicts to wrapper objects - cost_calculator.py: Use usage directly if already transformed, avoiding double transformation that lost the wrapper objects - Added test for gpt-image-1.5 output image token cost calculation --- .../convert_dict_to_response.py | 18 +++++ .../image_generation/cost_calculator.py | 20 ++++-- .../test_gpt_image_cost_calculator.py | 68 +++++++++++++++++++ 3 files changed, 99 insertions(+), 7 deletions(-) diff --git a/litellm/litellm_core_utils/llm_response_utils/convert_dict_to_response.py b/litellm/litellm_core_utils/llm_response_utils/convert_dict_to_response.py index bbe28e3ec2..25ad0a570c 100644 --- a/litellm/litellm_core_utils/llm_response_utils/convert_dict_to_response.py +++ b/litellm/litellm_core_utils/llm_response_utils/convert_dict_to_response.py @@ -21,11 +21,13 @@ from litellm.types.utils import ( ChatCompletionMessageToolCall, ChatCompletionRedactedThinkingBlock, Choices, + CompletionTokensDetailsWrapper, Delta, EmbeddingResponse, Function, HiddenParams, ImageResponse, + PromptTokensDetailsWrapper, ) from litellm.types.utils import Logprobs as TextCompletionLogprobs from litellm.types.utils import ( @@ -304,6 +306,22 @@ class LiteLLMResponseObjectHandler: "text_tokens": 0, } + # Map Responses API naming to Chat Completions API naming for cost calculator + if usage.get("prompt_tokens") is None: + usage["prompt_tokens"] = usage.get("input_tokens", 0) + if usage.get("completion_tokens") is None: + usage["completion_tokens"] = usage.get("output_tokens", 0) + + # Convert dicts to wrapper objects so getattr() works in cost calculation + if isinstance(usage.get("input_tokens_details"), dict): + usage["prompt_tokens_details"] = PromptTokensDetailsWrapper( + **usage["input_tokens_details"] + ) + if isinstance(usage.get("output_tokens_details"), dict): + usage["completion_tokens_details"] = CompletionTokensDetailsWrapper( + **usage["output_tokens_details"] + ) + if model_response_object is None: model_response_object = ImageResponse(**response_object) return model_response_object diff --git a/litellm/llms/openai/image_generation/cost_calculator.py b/litellm/llms/openai/image_generation/cost_calculator.py index 35caaf6e9b..988d562613 100644 --- a/litellm/llms/openai/image_generation/cost_calculator.py +++ b/litellm/llms/openai/image_generation/cost_calculator.py @@ -8,8 +8,7 @@ from typing import Optional from litellm import verbose_logger from litellm.litellm_core_utils.llm_cost_calc.utils import generic_cost_per_token -from litellm.responses.utils import ResponseAPILoggingUtils -from litellm.types.utils import ImageResponse +from litellm.types.utils import ImageResponse, Usage def cost_calculator( @@ -39,11 +38,18 @@ def cost_calculator( ) return 0.0 - # Transform ImageUsage to Usage using the existing helper - # ImageUsage has the same format as ResponseAPIUsage - chat_usage = ResponseAPILoggingUtils._transform_response_api_usage_to_chat_usage( - usage - ) + # If usage is already a Usage object with completion_tokens_details set, + # use it directly (it was already transformed in convert_to_image_response) + if isinstance(usage, Usage) and usage.completion_tokens_details is not None: + chat_usage = usage + else: + # Transform ImageUsage to Usage using the existing helper + # ImageUsage has the same format as ResponseAPIUsage + from litellm.responses.utils import ResponseAPILoggingUtils + + chat_usage = ResponseAPILoggingUtils._transform_response_api_usage_to_chat_usage( + usage + ) # Use generic_cost_per_token for cost calculation prompt_cost, completion_cost = generic_cost_per_token( diff --git a/tests/test_litellm/test_gpt_image_cost_calculator.py b/tests/test_litellm/test_gpt_image_cost_calculator.py index 0a2a62b6c9..620c073498 100644 --- a/tests/test_litellm/test_gpt_image_cost_calculator.py +++ b/tests/test_litellm/test_gpt_image_cost_calculator.py @@ -19,10 +19,13 @@ import pytest import litellm from litellm.types.utils import ( + CompletionTokensDetailsWrapper, ImageResponse, ImageObject, ImageUsage, ImageUsageInputTokensDetails, + PromptTokensDetailsWrapper, + Usage, ) @@ -202,6 +205,71 @@ class TestGPTImageCostRouting: assert cost >= 0 +class TestGPTImage15OutputImageTokens: + """ + Test for GitHub issue #19508: + Image usage calculation does not include image tokens in gpt-image-1.5 + + gpt-image-1.5 returns output_tokens_details with separate image_tokens and text_tokens, + and these must be correctly included in cost calculation. + """ + + def test_gpt_image_15_output_image_tokens_cost(self): + """ + Test that output image tokens are correctly included in cost calculation. + + This tests the fix for issue #19508 where output_tokens_details.image_tokens + were not being included in the cost calculation, causing costs to be + underreported (e.g., $0.046 instead of $0.14). + """ + # Simulate gpt-image-1.5 response with output_tokens_details + # This is what the API returns and what convert_to_image_response transforms + usage = Usage( + prompt_tokens=169, + completion_tokens=4599, + total_tokens=4768, + prompt_tokens_details=PromptTokensDetailsWrapper( + text_tokens=169, + image_tokens=0, + ), + completion_tokens_details=CompletionTokensDetailsWrapper( + text_tokens=439, + image_tokens=4160, + ), + ) + + image_response = ImageResponse( + created=1234567890, + data=[ImageObject(b64_json="test")], + ) + image_response.usage = usage + image_response._hidden_params = {"custom_llm_provider": "openai"} + + cost = litellm.completion_cost( + completion_response=image_response, + model="gpt-image-1.5", + call_type="image_generation", + custom_llm_provider="openai", + ) + + # gpt-image-1.5 pricing: + # - input_cost_per_token: 5e-06 ($5/1M for text input) + # - output_cost_per_token: 1e-05 ($10/1M for text output) + # - output_cost_per_image_token: 3.2e-05 ($32/1M for image output) + # + # Expected cost: + # Input text: 169 * $5/1M = $0.000845 + # Output text: 439 * $10/1M = $0.00439 + # Output image: 4160 * $32/1M = $0.13312 + # Total: $0.138355 + expected_cost = 169 * 5e-06 + 439 * 1e-05 + 4160 * 3.2e-05 + + assert abs(cost - expected_cost) < 1e-6, ( + f"Expected {expected_cost}, got {cost}. " + f"Image tokens may not be included in cost calculation." + ) + + class TestCompletionCostIntegration: """Test the full completion_cost integration for gpt-image-1""" From 3372430d40cc94223ec4d7f12101f38e4e606455 Mon Sep 17 00:00:00 2001 From: =?UTF-8?q?=E6=8B=90=E7=88=B7=26=26=E8=80=81=E6=8B=90=E7=98=A6?= Date: Fri, 23 Jan 2026 11:47:21 +0800 Subject: [PATCH 005/188] Add pricing for volcengine models (deepseek-v3-2, glm-4-7, kimi-k2-thinking) (#19335) Co-authored-by: Claude Opus 4.5 --- model_prices_and_context_window.json | 42 ++++++++++++++++++++++++++++ 1 file changed, 42 insertions(+) diff --git a/model_prices_and_context_window.json b/model_prices_and_context_window.json index 6d87e0b599..3d67bc25b5 100644 --- a/model_prices_and_context_window.json +++ b/model_prices_and_context_window.json @@ -10219,6 +10219,48 @@ "mode": "completion", "output_cost_per_token": 5e-07 }, + "deepseek-v3-2-251201": { + "input_cost_per_token": 0.0, + "litellm_provider": "volcengine", + "max_input_tokens": 98304, + "max_output_tokens": 32768, + "max_tokens": 32768, + "mode": "chat", + "output_cost_per_token": 0.0, + "supports_assistant_prefill": true, + "supports_function_calling": true, + "supports_prompt_caching": true, + "supports_reasoning": true, + "supports_tool_choice": true + }, + "glm-4-7-251222": { + "input_cost_per_token": 0.0, + "litellm_provider": "volcengine", + "max_input_tokens": 204800, + "max_output_tokens": 131072, + "max_tokens": 131072, + "mode": "chat", + "output_cost_per_token": 0.0, + "supports_assistant_prefill": true, + "supports_function_calling": true, + "supports_prompt_caching": true, + "supports_reasoning": true, + "supports_tool_choice": true + }, + "kimi-k2-thinking-251104": { + "input_cost_per_token": 0.0, + "litellm_provider": "volcengine", + "max_input_tokens": 229376, + "max_output_tokens": 32768, + "max_tokens": 32768, + "mode": "chat", + "output_cost_per_token": 0.0, + "supports_assistant_prefill": true, + "supports_function_calling": true, + "supports_prompt_caching": true, + "supports_reasoning": true, + "supports_tool_choice": true + }, "doubao-embedding": { "input_cost_per_token": 0.0, "litellm_provider": "volcengine", From 1d04414f305497a14d3005be23717d514619b5aa Mon Sep 17 00:00:00 2001 From: Harshit Jain <48647625+Harshit28j@users.noreply.github.com> Date: Fri, 23 Jan 2026 09:19:22 +0530 Subject: [PATCH 006/188] feat(datadog): add agent support for LLM Observability (#19574) --- docs/my-website/docs/observability/datadog.md | 7 +- litellm/integrations/datadog/datadog.py | 17 ++--- .../integrations/datadog/datadog_handler.py | 8 +++ .../integrations/datadog/datadog_llm_obs.py | 64 ++++++++++++++----- .../datadog/test_datadog_llm_obs_agent.py | 62 ++++++++++++++++++ 5 files changed, 127 insertions(+), 31 deletions(-) create mode 100644 tests/test_litellm/integrations/datadog/test_datadog_llm_obs_agent.py diff --git a/docs/my-website/docs/observability/datadog.md b/docs/my-website/docs/observability/datadog.md index 7cf91ced34..0f50cbd5c9 100644 --- a/docs/my-website/docs/observability/datadog.md +++ b/docs/my-website/docs/observability/datadog.md @@ -73,7 +73,7 @@ Send logs through a local DataDog agent (useful for containerized environments): ```shell LITELLM_DD_AGENT_HOST="localhost" # hostname or IP of DataDog agent LITELLM_DD_AGENT_PORT="10518" # [OPTIONAL] port of DataDog agent (default: 10518) -DD_API_KEY="5f2d0f310***********" # [OPTIONAL] your datadog API Key (agent handles auth) +DD_API_KEY="5f2d0f310***********" # [OPTIONAL] your datadog API Key (Agent handles auth for Logs. REQUIRED for LLM Observability) DD_SOURCE="litellm_dev" # [OPTIONAL] your datadog source ``` @@ -84,6 +84,9 @@ When `LITELLM_DD_AGENT_HOST` is set, logs are sent to the agent instead of direc **Note:** We use `LITELLM_DD_AGENT_HOST` instead of `DD_AGENT_HOST` to avoid conflicts with `ddtrace` which automatically sets `DD_AGENT_HOST` for APM tracing. +> [!IMPORTANT] +> **Datadog LLM Observability**: `DD_API_KEY` is **REQUIRED** even when using the Datadog Agent (`LITELLM_DD_AGENT_HOST`). The agent acts as a proxy but the API key header is mandatory for the LLM Observability endpoint. + **Step 3**: Start the proxy, make a test request Start proxy @@ -203,5 +206,5 @@ LiteLLM supports customizing the following Datadog environment variables | `POD_NAME` | Pod name tag (useful for Kubernetes deployments) | "unknown" | ❌ No | \* **Required when using Direct API** (default): `DD_API_KEY` and `DD_SITE` are required -\* **Optional when using DataDog Agent**: Set `LITELLM_DD_AGENT_HOST` to use agent mode; `DD_API_KEY` and `DD_SITE` are not required +\* **Optional when using DataDog Agent**: Set `LITELLM_DD_AGENT_HOST` to use agent mode; `DD_API_KEY` and `DD_SITE` are not required for **Datadog Logs**. (**Note: `DD_API_KEY` IS REQUIRED for Datadog LLM Observability**) diff --git a/litellm/integrations/datadog/datadog.py b/litellm/integrations/datadog/datadog.py index 503e8d8c87..735d1005d2 100644 --- a/litellm/integrations/datadog/datadog.py +++ b/litellm/integrations/datadog/datadog.py @@ -32,6 +32,7 @@ from litellm.integrations.datadog.datadog_handler import ( get_datadog_service, get_datadog_source, get_datadog_tags, + get_datadog_base_url_from_env, ) from litellm.litellm_core_utils.dd_tracing import tracer from litellm.llms.custom_httpx.http_handler import ( @@ -100,7 +101,9 @@ class DataDogLogger( self._configure_dd_direct_api() # Optional override for testing - self._apply_dd_base_url_override() + dd_base_url = get_datadog_base_url_from_env() + if dd_base_url: + self.intake_url = f"{dd_base_url}/api/v2/logs" self.sync_client = _get_httpx_client() asyncio.create_task(self.periodic_flush()) self.flush_lock = asyncio.Lock() @@ -159,18 +162,6 @@ class DataDogLogger( self.DD_API_KEY = os.getenv("DD_API_KEY") self.intake_url = f"https://http-intake.logs.{os.getenv('DD_SITE')}/api/v2/logs" - def _apply_dd_base_url_override(self) -> None: - """ - Apply base URL override for testing purposes - """ - dd_base_url: Optional[str] = ( - os.getenv("_DATADOG_BASE_URL") - or os.getenv("DATADOG_BASE_URL") - or os.getenv("DD_BASE_URL") - ) - if dd_base_url is not None: - self.intake_url = f"{dd_base_url}/api/v2/logs" - async def async_log_success_event(self, kwargs, response_obj, start_time, end_time): """ Async Log success events to Datadog diff --git a/litellm/integrations/datadog/datadog_handler.py b/litellm/integrations/datadog/datadog_handler.py index 26fab77759..e2f30f2f61 100644 --- a/litellm/integrations/datadog/datadog_handler.py +++ b/litellm/integrations/datadog/datadog_handler.py @@ -20,6 +20,14 @@ def get_datadog_hostname() -> str: return os.getenv("HOSTNAME", "") +def get_datadog_base_url_from_env() -> Optional[str]: + """ + Get base URL override from common DD_BASE_URL env var. + This is useful for testing or custom endpoints. + """ + return os.getenv("DD_BASE_URL") + + def get_datadog_env() -> str: return os.getenv("DD_ENV", "unknown") diff --git a/litellm/integrations/datadog/datadog_llm_obs.py b/litellm/integrations/datadog/datadog_llm_obs.py index 6ffdbc0a00..4f6a5b339a 100644 --- a/litellm/integrations/datadog/datadog_llm_obs.py +++ b/litellm/integrations/datadog/datadog_llm_obs.py @@ -21,6 +21,7 @@ from litellm.integrations.custom_batch_logger import CustomBatchLogger from litellm.integrations.datadog.datadog_handler import ( get_datadog_service, get_datadog_tags, + get_datadog_base_url_from_env, ) from litellm.litellm_core_utils.dd_tracing import tracer from litellm.litellm_core_utils.prompt_templates.common_utils import ( @@ -43,24 +44,22 @@ class DataDogLLMObsLogger(CustomBatchLogger): def __init__(self, **kwargs): try: verbose_logger.debug("DataDogLLMObs: Initializing logger") - if os.getenv("DD_API_KEY", None) is None: - raise Exception("DD_API_KEY is not set, set 'DD_API_KEY=<>'") - if os.getenv("DD_SITE", None) is None: - raise Exception( - "DD_SITE is not set, set 'DD_SITE=<>', example sit = `us5.datadoghq.com`" - ) + # Configure DataDog endpoint (Agent or Direct API) + # Use LITELLM_DD_AGENT_HOST to avoid conflicts with ddtrace's DD_AGENT_HOST + dd_agent_host = os.getenv("LITELLM_DD_AGENT_HOST") self.async_client = get_async_httpx_client( llm_provider=httpxSpecialProvider.LoggingCallback ) self.DD_API_KEY = os.getenv("DD_API_KEY") - self.DD_SITE = os.getenv("DD_SITE") - self.intake_url = ( - f"https://api.{self.DD_SITE}/api/intake/llm-obs/v1/trace/spans" - ) - # testing base url - dd_base_url = os.getenv("DD_BASE_URL") + if dd_agent_host: + self._configure_dd_agent(dd_agent_host=dd_agent_host) + else: + self._configure_dd_direct_api() + + # Optional override for testing + dd_base_url = get_datadog_base_url_from_env() if dd_base_url: self.intake_url = f"{dd_base_url}/api/intake/llm-obs/v1/trace/spans" @@ -78,6 +77,38 @@ class DataDogLLMObsLogger(CustomBatchLogger): verbose_logger.exception(f"DataDogLLMObs: Error initializing - {str(e)}") raise e + def _configure_dd_agent(self, dd_agent_host: str): + """ + Configure the Datadog logger to send traces to the Agent. + """ + # When using the Agent, LLM Observability Intake does NOT require the API Key + # Reference: https://docs.datadoghq.com/llm_observability/setup/sdk/#agent-setup + + # Use specific port for LLM Obs (Trace Agent) to avoid conflict with Logs Agent (10518) + agent_port = os.getenv("LITELLM_DD_LLM_OBS_PORT", "8126") + self.DD_SITE = "localhost" # Not used for URL construction in agent mode + self.intake_url = ( + f"http://{dd_agent_host}:{agent_port}/api/intake/llm-obs/v1/trace/spans" + ) + verbose_logger.debug(f"DataDogLLMObs: Using DD Agent at {self.intake_url}") + + def _configure_dd_direct_api(self): + """ + Configure the Datadog logger to send traces directly to the Datadog API. + """ + if not self.DD_API_KEY: + raise Exception("DD_API_KEY is not set, set 'DD_API_KEY=<>'") + + self.DD_SITE = os.getenv("DD_SITE") + if not self.DD_SITE: + raise Exception( + "DD_SITE is not set, set 'DD_SITE=<>', example site = `us5.datadoghq.com`" + ) + + self.intake_url = ( + f"https://api.{self.DD_SITE}/api/intake/llm-obs/v1/trace/spans" + ) + def _get_datadog_llm_obs_params(self) -> Dict: """ Get the datadog_llm_observability_params from litellm.datadog_llm_observability_params @@ -164,13 +195,14 @@ class DataDogLLMObsLogger(CustomBatchLogger): json_payload = safe_dumps(payload) + headers = {"Content-Type": "application/json"} + if self.DD_API_KEY: + headers["DD-API-KEY"] = self.DD_API_KEY + response = await self.async_client.post( url=self.intake_url, content=json_payload, - headers={ - "DD-API-KEY": self.DD_API_KEY, - "Content-Type": "application/json", - }, + headers=headers, ) if response.status_code != 202: diff --git a/tests/test_litellm/integrations/datadog/test_datadog_llm_obs_agent.py b/tests/test_litellm/integrations/datadog/test_datadog_llm_obs_agent.py new file mode 100644 index 0000000000..2bb51e1e1b --- /dev/null +++ b/tests/test_litellm/integrations/datadog/test_datadog_llm_obs_agent.py @@ -0,0 +1,62 @@ +import os +from unittest.mock import patch +from litellm.integrations.datadog.datadog_llm_obs import DataDogLLMObsLogger + + +def test_datadog_llm_obs_agent_configuration(): + """ + Test that DataDog LLM Obs logger correctly configures agent endpoint. + """ + test_env = { + "LITELLM_DD_AGENT_HOST": "localhost", + "LITELLM_DD_LLM_OBS_PORT": "10518", + "DD_API_KEY": "test-api-key", # Optional, but checking if it's preserved + } + + # Ensure DD_SITE is NOT set to verify we don't need it in agent mode + + with patch.dict(os.environ, test_env, clear=True): + with patch("asyncio.create_task"): # Prevent periodic flush task from running + dd_logger = DataDogLLMObsLogger() + + expected_url = "http://localhost:10518/api/intake/llm-obs/v1/trace/spans" + assert dd_logger.intake_url == expected_url + assert dd_logger.DD_API_KEY == "test-api-key" + + +def test_datadog_llm_obs_agent_no_api_key_ok(): + """ + Test that agent mode works WITHOUT DD_API_KEY (agent handles auth). + """ + test_env = { + "LITELLM_DD_AGENT_HOST": "localhost", + # No DD_API_KEY + } + + with patch.dict(os.environ, test_env, clear=True): + with patch("asyncio.create_task"): + # Should NOT raise exception anymore + dd_logger = DataDogLLMObsLogger() + + assert dd_logger.DD_API_KEY is None + # Default port is 8126 if not set + expected_url = "http://localhost:8126/api/intake/llm-obs/v1/trace/spans" + assert dd_logger.intake_url == expected_url + + +def test_datadog_llm_obs_direct_api_configuration(): + """ + Test that direct API configuration still works as expected. + """ + test_env = { + "DD_API_KEY": "direct-api-key", + "DD_SITE": "us5.datadoghq.com", + } + + with patch.dict(os.environ, test_env, clear=True): + with patch("asyncio.create_task"): + dd_logger = DataDogLLMObsLogger() + + expected_url = "https://api.us5.datadoghq.com/api/intake/llm-obs/v1/trace/spans" + assert dd_logger.intake_url == expected_url + assert dd_logger.DD_API_KEY == "direct-api-key" From 06a749708d5b9d0a2851ce85400aee107dd469bb Mon Sep 17 00:00:00 2001 From: Harshit Jain <48647625+Harshit28j@users.noreply.github.com> Date: Fri, 23 Jan 2026 09:22:14 +0530 Subject: [PATCH 007/188] feat: add datadog cost management support and fix startup callback issue (#19584) --- docs/my-website/docs/observability/datadog.md | 45 ++++ litellm/integrations/callback_configs.json | 29 ++- .../datadog/datadog_cost_management.py | 202 ++++++++++++++++++ litellm/proxy/common_utils/callback_utils.py | 45 ++-- .../integrations/datadog_cost_management.py | 27 +++ .../datadog/test_datadog_cost_management.py | 169 +++++++++++++++ 6 files changed, 498 insertions(+), 19 deletions(-) create mode 100644 litellm/integrations/datadog/datadog_cost_management.py create mode 100644 litellm/types/integrations/datadog_cost_management.py create mode 100644 tests/test_litellm/integrations/datadog/test_datadog_cost_management.py diff --git a/docs/my-website/docs/observability/datadog.md b/docs/my-website/docs/observability/datadog.md index 0f50cbd5c9..6f785be101 100644 --- a/docs/my-website/docs/observability/datadog.md +++ b/docs/my-website/docs/observability/datadog.md @@ -7,6 +7,7 @@ import TabItem from '@theme/TabItem'; LiteLLM Supports logging to the following Datdog Integrations: - `datadog` [Datadog Logs](https://docs.datadoghq.com/logs/) - `datadog_llm_observability` [Datadog LLM Observability](https://www.datadoghq.com/product/llm-observability/) +- `datadog_cost_management` [Datadog Cloud Cost Management](#datadog-cloud-cost-management) - `ddtrace-run` [Datadog Tracing](#datadog-tracing) ## Datadog Logs @@ -164,6 +165,50 @@ On the Datadog LLM Observability page, you should see that both input messages a + + + +## Datadog Cloud Cost Management + +| Feature | Details | +|---------|---------| +| **What is logged** | Aggregated LLM Costs (FOCUS format) | +| **Events** | Periodic Uploads of Aggregated Cost Data | +| **Product Link** | [Datadog Cloud Cost Management](https://docs.datadoghq.com/cost_management/) | + +We will use the `--config` to set `litellm.callbacks = ["datadog_cost_management"]`. This will periodically upload aggregated LLM cost data to Datadog. + +**Step 1**: Create a `config.yaml` file and set `litellm_settings`: `success_callback` + +```yaml +model_list: + - model_name: gpt-3.5-turbo + litellm_params: + model: gpt-3.5-turbo +litellm_settings: + callbacks: ["datadog_cost_management"] +``` + +**Step 2**: Set Required env variables + +```shell +DD_API_KEY="your-api-key" +DD_APP_KEY="your-app-key" # REQUIRED for Cost Management +DD_SITE="us5.datadoghq.com" +``` + +**Step 3**: Start the proxy + +```shell +litellm --config config.yaml +``` + +**How it works** +* LiteLLM aggregates costs in-memory by Provider, Model, Date, and Tags. +* Requires `DD_APP_KEY` for the Custom Costs API. +* Costs are uploaded periodically (flushed). + + ### Datadog Tracing Use `ddtrace-run` to enable [Datadog Tracing](https://ddtrace.readthedocs.io/en/stable/installation_quickstart.html) on litellm proxy diff --git a/litellm/integrations/callback_configs.json b/litellm/integrations/callback_configs.json index 6b30b6b736..6a003b8c49 100644 --- a/litellm/integrations/callback_configs.json +++ b/litellm/integrations/callback_configs.json @@ -83,6 +83,33 @@ }, "description": "Datadog Logging Integration" }, + { + "id": "datadog_cost_management", + "displayName": "Datadog Cost Management", + "logo": "datadog.png", + "supports_key_team_logging": false, + "dynamic_params": { + "dd_api_key": { + "type": "password", + "ui_name": "API Key", + "description": "Datadog API key for authentication", + "required": true + }, + "dd_app_key": { + "type": "password", + "ui_name": "App Key", + "description": "Datadog Application Key for Cloud Cost Management", + "required": true + }, + "dd_site": { + "type": "text", + "ui_name": "Site", + "description": "Datadog site URL (e.g., us5.datadoghq.com)", + "required": true + } + }, + "description": "Datadog Cloud Cost Management Integration" + }, { "id": "lago", "displayName": "Lago", @@ -407,4 +434,4 @@ }, "description": "SQS Queue (AWS) Logging Integration" } -] +] \ No newline at end of file diff --git a/litellm/integrations/datadog/datadog_cost_management.py b/litellm/integrations/datadog/datadog_cost_management.py new file mode 100644 index 0000000000..9bfb2aba71 --- /dev/null +++ b/litellm/integrations/datadog/datadog_cost_management.py @@ -0,0 +1,202 @@ +import asyncio +import os +import time +from datetime import datetime +from typing import Dict, List, Optional + +from litellm._logging import verbose_logger +from litellm.integrations.custom_batch_logger import CustomBatchLogger +from litellm.llms.custom_httpx.http_handler import ( + get_async_httpx_client, + httpxSpecialProvider, +) +from litellm.types.integrations.datadog_cost_management import ( + DatadogFOCUSCostEntry, +) +from litellm.types.utils import StandardLoggingPayload + + +class DatadogCostManagementLogger(CustomBatchLogger): + def __init__(self, **kwargs): + self.dd_api_key = os.getenv("DD_API_KEY") + self.dd_app_key = os.getenv("DD_APP_KEY") + self.dd_site = os.getenv("DD_SITE", "datadoghq.com") + + if not self.dd_api_key or not self.dd_app_key: + verbose_logger.warning( + "Datadog Cost Management: DD_API_KEY and DD_APP_KEY are required. Integration will not work." + ) + + self.upload_url = f"https://api.{self.dd_site}/api/v2/cost/custom_costs" + + self.async_client = get_async_httpx_client( + llm_provider=httpxSpecialProvider.LoggingCallback + ) + + # Initialize lock and start periodic flush task + self.flush_lock = asyncio.Lock() + asyncio.create_task(self.periodic_flush()) + + # Check if flush_lock is already in kwargs to avoid double passing (unlikely but safe) + if "flush_lock" not in kwargs: + kwargs["flush_lock"] = self.flush_lock + + super().__init__(**kwargs) + + async def async_log_success_event(self, kwargs, response_obj, start_time, end_time): + try: + standard_logging_object: Optional[StandardLoggingPayload] = kwargs.get( + "standard_logging_object", None + ) + + if standard_logging_object is None: + return + + # Only log if there is a cost associated + if standard_logging_object.get("response_cost", 0) > 0: + self.log_queue.append(standard_logging_object) + + if len(self.log_queue) >= self.batch_size: + await self.async_send_batch() + + except Exception as e: + verbose_logger.exception( + f"Datadog Cost Management: Error in async_log_success_event: {str(e)}" + ) + + async def async_send_batch(self): + if not self.log_queue: + return + + try: + # Aggregate costs from the batch + aggregated_entries = self._aggregate_costs(self.log_queue) + + if not aggregated_entries: + return + + # Send to Datadog + await self._upload_to_datadog(aggregated_entries) + + # Clear queue only on success (or if we decide to drop on failure) + # CustomBatchLogger clears queue in flush_queue, so we just process here + + except Exception as e: + verbose_logger.exception( + f"Datadog Cost Management: Error in async_send_batch: {str(e)}" + ) + + def _aggregate_costs( + self, logs: List[StandardLoggingPayload] + ) -> List[DatadogFOCUSCostEntry]: + """ + Aggregates costs by Provider, Model, and Date. + Returns a list of DatadogFOCUSCostEntry. + """ + aggregator: Dict[str, DatadogFOCUSCostEntry] = {} + + for log in logs: + try: + # Extract keys for aggregation + provider = log.get("custom_llm_provider") or "unknown" + model = log.get("model") or "unknown" + cost = log.get("response_cost", 0) + + if cost == 0: + continue + + # Get date strings (FOCUS format requires specific keys, but for aggregation we group by Day) + # UTC date + # We interpret "ChargePeriod" as the day of the request. + ts = log.get("startTime") or time.time() + dt = datetime.fromtimestamp(ts) + date_str = dt.strftime("%Y-%m-%d") + + # ChargePeriodStart and End + # If we want daily granularity, end date is usually same day or next day? + # Datadog Custom Costs usually expects periods. + # "ChargePeriodStart": "2023-01-01", "ChargePeriodEnd": "2023-12-31" in example. + # If we send daily, we can say Start=Date, End=Date. + + # Grouping Key: Provider + Model + Date + Tags? + # For simplicity, let's aggregate by Provider + Model + Date first. + # If we handle tags, we need to include them in the key. + + tags = self._extract_tags(log) + tags_key = tuple(sorted(tags.items())) if tags else () + + key = (provider, model, date_str, tags_key) + + if key not in aggregator: + aggregator[key] = { + "ProviderName": provider, + "ChargeDescription": f"LLM Usage for {model}", + "ChargePeriodStart": date_str, + "ChargePeriodEnd": date_str, + "BilledCost": 0.0, + "BillingCurrency": "USD", + "Tags": tags if tags else None, + } + + aggregator[key]["BilledCost"] += cost + + except Exception as e: + verbose_logger.warning( + f"Error processing log for cost aggregation: {e}" + ) + continue + + return list(aggregator.values()) + + def _extract_tags(self, log: StandardLoggingPayload) -> Dict[str, str]: + from litellm.integrations.datadog.datadog_handler import ( + get_datadog_env, + get_datadog_hostname, + get_datadog_pod_name, + get_datadog_service, + ) + + tags = { + "env": get_datadog_env(), + "service": get_datadog_service(), + "host": get_datadog_hostname(), + "pod_name": get_datadog_pod_name(), + } + + # Add metadata as tags + metadata = log.get("metadata", {}) + if metadata: + # Add user info + if "user_api_key_alias" in metadata: + tags["user"] = str(metadata["user_api_key_alias"]) + if "user_api_key_team_alias" in metadata: + tags["team"] = str(metadata["user_api_key_team_alias"]) + if "model_group" in metadata: + tags["model_group"] = str(metadata["model_group"]) + + return tags + + async def _upload_to_datadog(self, payload: List[Dict]): + if not self.dd_api_key or not self.dd_app_key: + return + + headers = { + "Content-Type": "application/json", + "DD-API-KEY": self.dd_api_key, + "DD-APPLICATION-KEY": self.dd_app_key, + } + + # The API endpoint expects a list of objects directly in the body (file content behavior) + from litellm.litellm_core_utils.safe_json_dumps import safe_dumps + + data_json = safe_dumps(payload) + + response = await self.async_client.put( + self.upload_url, content=data_json, headers=headers + ) + + response.raise_for_status() + + verbose_logger.debug( + f"Datadog Cost Management: Uploaded {len(payload)} cost entries. Status: {response.status_code}" + ) diff --git a/litellm/proxy/common_utils/callback_utils.py b/litellm/proxy/common_utils/callback_utils.py index cb434da55b..a9e9bd237b 100644 --- a/litellm/proxy/common_utils/callback_utils.py +++ b/litellm/proxy/common_utils/callback_utils.py @@ -274,11 +274,20 @@ def initialize_callbacks_on_proxy( # noqa: PLR0915 WebSearchInterceptionLogger, ) - websearch_interception_obj = WebSearchInterceptionLogger.initialize_from_proxy_config( - litellm_settings=litellm_settings, - callback_specific_params=callback_specific_params, + websearch_interception_obj = ( + WebSearchInterceptionLogger.initialize_from_proxy_config( + litellm_settings=litellm_settings, + callback_specific_params=callback_specific_params, + ) ) imported_list.append(websearch_interception_obj) + elif isinstance(callback, str) and callback == "datadog_cost_management": + from litellm.integrations.datadog.datadog_cost_management import ( + DatadogCostManagementLogger, + ) + + datadog_cost_management_obj = DatadogCostManagementLogger() + imported_list.append(datadog_cost_management_obj) elif isinstance(callback, CustomLogger): imported_list.append(callback) else: @@ -353,17 +362,17 @@ def get_remaining_tokens_and_requests_from_request_data(data: Dict) -> Dict[str, remaining_requests_variable_name = f"litellm-key-remaining-requests-{model_group}" remaining_requests = _metadata.get(remaining_requests_variable_name, None) if remaining_requests: - headers[f"x-litellm-key-remaining-requests-{h11_model_group_name}"] = ( - remaining_requests - ) + headers[ + f"x-litellm-key-remaining-requests-{h11_model_group_name}" + ] = remaining_requests # Remaining Tokens remaining_tokens_variable_name = f"litellm-key-remaining-tokens-{model_group}" remaining_tokens = _metadata.get(remaining_tokens_variable_name, None) if remaining_tokens: - headers[f"x-litellm-key-remaining-tokens-{h11_model_group_name}"] = ( - remaining_tokens - ) + headers[ + f"x-litellm-key-remaining-tokens-{h11_model_group_name}" + ] = remaining_tokens return headers @@ -412,9 +421,9 @@ def add_guardrail_response_to_standard_logging_object( ): if litellm_logging_obj is None: return - standard_logging_object: Optional[StandardLoggingPayload] = ( - litellm_logging_obj.model_call_details.get("standard_logging_object") - ) + standard_logging_object: Optional[ + StandardLoggingPayload + ] = litellm_logging_obj.model_call_details.get("standard_logging_object") if standard_logging_object is None: return guardrail_information = standard_logging_object.get("guardrail_information", []) @@ -443,7 +452,9 @@ def get_metadata_variable_name_from_kwargs( return "litellm_metadata" if "litellm_metadata" in kwargs else "metadata" -def process_callback(_callback: str, callback_type: str, environment_variables: dict) -> dict: +def process_callback( + _callback: str, callback_type: str, environment_variables: dict +) -> dict: """Process a single callback and return its data with environment variables""" env_vars = CustomLogger.get_callback_env_vars(_callback) @@ -455,11 +466,9 @@ def process_callback(_callback: str, callback_type: str, environment_variables: else: env_vars_dict[_var] = env_variable - return { - "name": _callback, - "variables": env_vars_dict, - "type": callback_type - } + return {"name": _callback, "variables": env_vars_dict, "type": callback_type} + + def normalize_callback_names(callbacks: Iterable[Any]) -> List[Any]: if callbacks is None: return [] diff --git a/litellm/types/integrations/datadog_cost_management.py b/litellm/types/integrations/datadog_cost_management.py new file mode 100644 index 0000000000..fe04f43ea0 --- /dev/null +++ b/litellm/types/integrations/datadog_cost_management.py @@ -0,0 +1,27 @@ +from typing import Dict, Optional, TypedDict + + +from litellm.types.integrations.custom_logger import StandardCustomLoggerInitParams + + +class DatadogCostManagementInitParams(StandardCustomLoggerInitParams): + """ + Init params for Datadog Cost Management + """ + + datadog_cost_management_params: Optional[Dict] = None + + +class DatadogFOCUSCostEntry(TypedDict): + """ + Represents a single cost line item in the FOCUS format. + Ref: https://focus.finops.org/#specification + """ + + ProviderName: str + ChargeDescription: str + ChargePeriodStart: str + ChargePeriodEnd: str + BilledCost: float + BillingCurrency: str + Tags: Optional[Dict[str, str]] diff --git a/tests/test_litellm/integrations/datadog/test_datadog_cost_management.py b/tests/test_litellm/integrations/datadog/test_datadog_cost_management.py new file mode 100644 index 0000000000..be2084969a --- /dev/null +++ b/tests/test_litellm/integrations/datadog/test_datadog_cost_management.py @@ -0,0 +1,169 @@ +import os +import time +from unittest.mock import AsyncMock + +import pytest +from httpx import Response + +from litellm.integrations.datadog.datadog_cost_management import ( + DatadogCostManagementLogger, +) +from litellm.types.utils import StandardLoggingPayload + + +@pytest.fixture +def clean_env(): + # Save original env + original_api_key = os.environ.get("DD_API_KEY") + original_app_key = os.environ.get("DD_APP_KEY") + original_site = os.environ.get("DD_SITE") + + # Set test env + os.environ["DD_API_KEY"] = "test_api_key" + os.environ["DD_APP_KEY"] = "test_app_key" + os.environ["DD_SITE"] = "test.datadoghq.com" + + yield + + # Restore original env + if original_api_key: + os.environ["DD_API_KEY"] = original_api_key + else: + del os.environ["DD_API_KEY"] + + if original_app_key: + os.environ["DD_APP_KEY"] = original_app_key + else: + del os.environ["DD_APP_KEY"] + + if original_site: + os.environ["DD_SITE"] = original_site + else: + del os.environ["DD_SITE"] + + +@pytest.mark.asyncio +async def test_init(clean_env): + """ + Test initialization sets up clients and url correctly + """ + logger = DatadogCostManagementLogger() + assert logger.dd_api_key == "test_api_key" + assert logger.dd_app_key == "test_app_key" + assert ( + logger.upload_url == "https://api.test.datadoghq.com/api/v2/cost/custom_costs" + ) + + +@pytest.mark.asyncio +async def test_aggregate_costs(clean_env): + """ + Test that costs are correctly aggregated by provider, model, and date + """ + logger = DatadogCostManagementLogger() + + # Mock some log payloads + now = time.time() + day_str = time.strftime("%Y-%m-%d", time.localtime(now)) + + logs = [ + StandardLoggingPayload( + custom_llm_provider="openai", + model="gpt-4", + response_cost=0.01, + startTime=now, + metadata={"user_api_key_team_alias": "team-a"}, + ), + StandardLoggingPayload( + custom_llm_provider="openai", + model="gpt-4", + response_cost=0.02, + startTime=now, + metadata={"user_api_key_team_alias": "team-a"}, + ), + StandardLoggingPayload( + custom_llm_provider="anthropic", + model="claude-3", + response_cost=0.05, + startTime=now, + ), + ] + + aggregated = logger._aggregate_costs(logs) + + assert len(aggregated) == 2 + + # Check OpenAI entry + openai_entry = next(e for e in aggregated if e["ProviderName"] == "openai") + assert openai_entry["BilledCost"] == 0.03 + assert openai_entry["ChargeDescription"] == "LLM Usage for gpt-4" + assert openai_entry["ChargePeriodStart"] == day_str + assert openai_entry["Tags"]["team"] == "team-a" + assert "env" in openai_entry["Tags"] + assert "service" in openai_entry["Tags"] + + # Check Anthropic entry + anthropic_entry = next(e for e in aggregated if e["ProviderName"] == "anthropic") + assert anthropic_entry["BilledCost"] == 0.05 + + +@pytest.mark.asyncio +async def test_async_log_success_event(clean_env): + """ + Test that logs are added to queue + """ + logger = DatadogCostManagementLogger(batch_size=10) + + await logger.async_log_success_event( + kwargs={"standard_logging_object": {"response_cost": 0.01}}, + response_obj={}, + start_time=time.time(), + end_time=time.time(), + ) + + assert len(logger.log_queue) == 1 + assert logger.log_queue[0]["response_cost"] == 0.01 + + # Test zero cost ignored + await logger.async_log_success_event( + kwargs={"standard_logging_object": {"response_cost": 0.0}}, + response_obj={}, + start_time=time.time(), + end_time=time.time(), + ) + + assert len(logger.log_queue) == 1 + + +@pytest.mark.asyncio +async def test_async_send_batch(clean_env): + """ + Test that batch is aggregated and uploaded + """ + logger = DatadogCostManagementLogger() + logger.async_client = AsyncMock() + logger.async_client.put.return_value = Response(202, json={"status": "ok"}) + + # Add logs directly to queue + logger.log_queue = [ + StandardLoggingPayload( + custom_llm_provider="openai", + model="gpt-4", + response_cost=0.01, + startTime=time.time(), + ) + ] + + await logger.async_send_batch() + + # Verify API called + assert logger.async_client.put.called + call_args = logger.async_client.put.call_args + assert call_args[0][0] == "https://api.test.datadoghq.com/api/v2/cost/custom_costs" + + import json + + # Use call_args.kwargs['content'] + content = json.loads(call_args[1]["content"]) + assert content[0]["ProviderName"] == "openai" + assert content[0]["BilledCost"] == 0.01 From 89ecdc405dd95ac7739d450cd2718153ec270964 Mon Sep 17 00:00:00 2001 From: Harshit Jain <48647625+Harshit28j@users.noreply.github.com> Date: Fri, 23 Jan 2026 09:26:41 +0530 Subject: [PATCH 008/188] fix: recursive pydantic issue (#19531) --- litellm/integrations/custom_guardrail.py | 16 +++- litellm/integrations/langfuse/langfuse.py | 14 ++-- .../test_custom_guardrail_recursion.py | 73 +++++++++++++++++++ 3 files changed, 94 insertions(+), 9 deletions(-) create mode 100644 tests/test_litellm/integrations/test_custom_guardrail_recursion.py diff --git a/litellm/integrations/custom_guardrail.py b/litellm/integrations/custom_guardrail.py index 6a76b57e7f..a5bb530fc5 100644 --- a/litellm/integrations/custom_guardrail.py +++ b/litellm/integrations/custom_guardrail.py @@ -516,7 +516,9 @@ class CustomGuardrail(CustomLogger): from litellm.types.utils import GuardrailMode # Use event_type if provided, otherwise fall back to self.event_hook - guardrail_mode: Union[GuardrailEventHooks, GuardrailMode, List[GuardrailEventHooks]] + guardrail_mode: Union[ + GuardrailEventHooks, GuardrailMode, List[GuardrailEventHooks] + ] if event_type is not None: guardrail_mode = event_type elif isinstance(self.event_hook, Mode): @@ -524,11 +526,21 @@ class CustomGuardrail(CustomLogger): else: guardrail_mode = self.event_hook # type: ignore[assignment] + from litellm.litellm_core_utils.core_helpers import ( + filter_exceptions_from_params, + ) + + # Sanitize the response to ensure it's JSON serializable and free of circular refs + # This prevents RecursionErrors in downstream loggers (Langfuse, Datadog, etc.) + clean_guardrail_response = filter_exceptions_from_params( + guardrail_json_response + ) + slg = StandardLoggingGuardrailInformation( guardrail_name=self.guardrail_name, guardrail_provider=guardrail_provider, guardrail_mode=guardrail_mode, - guardrail_response=guardrail_json_response, + guardrail_response=clean_guardrail_response, guardrail_status=guardrail_status, start_time=start_time, end_time=end_time, diff --git a/litellm/integrations/langfuse/langfuse.py b/litellm/integrations/langfuse/langfuse.py index 8087c17caf..b64af66ce9 100644 --- a/litellm/integrations/langfuse/langfuse.py +++ b/litellm/integrations/langfuse/langfuse.py @@ -23,6 +23,7 @@ from litellm.constants import MAX_LANGFUSE_INITIALIZED_CLIENTS from litellm.litellm_core_utils.core_helpers import ( safe_deep_copy, reconstruct_model_name, + filter_exceptions_from_params, ) from litellm.litellm_core_utils.redact_messages import redact_user_api_key_info from litellm.llms.custom_httpx.http_handler import _get_httpx_client @@ -71,9 +72,8 @@ def _extract_cache_read_input_tokens(usage_obj) -> int: # Check prompt_tokens_details.cached_tokens (used by Gemini and other providers) if hasattr(usage_obj, "prompt_tokens_details"): prompt_tokens_details = getattr(usage_obj, "prompt_tokens_details", None) - if ( - prompt_tokens_details is not None - and hasattr(prompt_tokens_details, "cached_tokens") + if prompt_tokens_details is not None and hasattr( + prompt_tokens_details, "cached_tokens" ): cached_tokens = getattr(prompt_tokens_details, "cached_tokens", None) if ( @@ -526,7 +526,6 @@ class LangFuseLogger: verbose_logger.debug("Langfuse Layer Logging - logging to langfuse v2") try: - metadata = metadata or {} standard_logging_object: Optional[StandardLoggingPayload] = cast( Optional[StandardLoggingPayload], kwargs.get("standard_logging_object", None), @@ -692,9 +691,10 @@ class LangFuseLogger: clean_metadata["litellm_response_cost"] = cost if standard_logging_object is not None: - clean_metadata["hidden_params"] = standard_logging_object[ - "hidden_params" - ] + hidden_params = standard_logging_object.get("hidden_params", {}) + clean_metadata["hidden_params"] = filter_exceptions_from_params( + hidden_params + ) if ( litellm.langfuse_default_tags is not None diff --git a/tests/test_litellm/integrations/test_custom_guardrail_recursion.py b/tests/test_litellm/integrations/test_custom_guardrail_recursion.py new file mode 100644 index 0000000000..f05b5848bd --- /dev/null +++ b/tests/test_litellm/integrations/test_custom_guardrail_recursion.py @@ -0,0 +1,73 @@ +import pytest +from litellm.integrations.custom_guardrail import CustomGuardrail +from litellm.types.guardrails import GuardrailEventHooks +import json + + +class TestCustomGuardrailRecursion: + """ + Specific tests for the circular reference / RecursionError fix in logging. + """ + + def test_log_guardrail_information_handles_circular_references(self): + """ + Test that add_standard_logging method sanitizes input data containing circular references + instead of crashing. + + This reproduces the Langfuse crash scenario: + Request -> Metadata -> GuardrailResponse -> DebugContext -> Request + """ + guardrail = CustomGuardrail( + guardrail_name="recursion_test_guardrail", + event_hook=GuardrailEventHooks.pre_call, + ) + + # 1. Setup Circular Data + request_data = {"user_id": "test_recursive_user"} + metadata = {"session_id": "123"} + request_data["metadata"] = metadata + + # Create the danger: Guardrail Response holding a reference back to request_data + dirty_response = { + "flagged": False, + "debug_context": request_data, # <--- ACCESS TO ROOT (Circular Ref) + } + + # 2. Invoke the logging method + # If the fix is working, this will NOT raise RecursionError + try: + guardrail.add_standard_logging_guardrail_information_to_request_data( + guardrail_json_response=dirty_response, + request_data=request_data, + guardrail_status="success", + start_time=1.0, + end_time=2.0, + duration=1.0, + masked_entity_count={}, + event_type=GuardrailEventHooks.pre_call, + ) + except RecursionError: + pytest.fail( + "RecursionError raised! The cyclic reference sanitization failed." + ) + + # 3. Verify the data stored is safe + stored_info = request_data["metadata"][ + "standard_logging_guardrail_information" + ][0] + stored_response = stored_info["guardrail_response"] + + # Check that we can dump it to JSON without crashing (Ultimate proof) + try: + json.dumps(stored_response) + except Exception as e: + pytest.fail(f"Stored data is not JSON serializable: {e}") + + # Check content - keys should be preserved but recursion broken + assert "debug_context" in stored_response + debug_context = stored_response["debug_context"] + + # In a sanitized copy, the nested metadata should be a copy, not the original live dict + assert debug_context["user_id"] == "test_recursive_user" + # The 'metadata' inside 'debug_context' would be where recursion stops or is filtered + assert "metadata" in debug_context From 2820a5195000400de582a6fef14772bcbc516c67 Mon Sep 17 00:00:00 2001 From: Sameer Kankute Date: Fri, 23 Jan 2026 19:40:15 +0530 Subject: [PATCH 009/188] Add otel providers and langfuse for litellm_callback_logging_failures_metric_total --- .../integrations/langfuse/langfuse_otel.py | 2 +- .../langfuse/langfuse_prompt_management.py | 92 ++++++++------ litellm/integrations/opentelemetry.py | 9 +- .../integrations/test_prometheus.py | 118 ++++++++++++++++++ 4 files changed, 180 insertions(+), 41 deletions(-) diff --git a/litellm/integrations/langfuse/langfuse_otel.py b/litellm/integrations/langfuse/langfuse_otel.py index 08493a0e8e..aed9c1f7ae 100644 --- a/litellm/integrations/langfuse/langfuse_otel.py +++ b/litellm/integrations/langfuse/langfuse_otel.py @@ -46,7 +46,7 @@ class LangfuseOtelLogger(OpenTelemetry): Sets OpenTelemetry span attributes for Langfuse observability. Uses the same attribute setting logic as Arize Phoenix for consistency. """ - + raise Exception("Error raised by LangfuseOtelLogger.set_langfuse_otel_attributes") _utils.set_attributes(span, kwargs, response_obj, LangfuseLLMObsOTELAttributes) ######################################################### diff --git a/litellm/integrations/langfuse/langfuse_prompt_management.py b/litellm/integrations/langfuse/langfuse_prompt_management.py index 8f73eabad4..3986fc6a6e 100644 --- a/litellm/integrations/langfuse/langfuse_prompt_management.py +++ b/litellm/integrations/langfuse/langfuse_prompt_management.py @@ -300,43 +300,59 @@ class LangfusePromptManagement(LangFuseLogger, PromptManagementBase, CustomLogge ) async def async_log_success_event(self, kwargs, response_obj, start_time, end_time): - standard_callback_dynamic_params = kwargs.get( - "standard_callback_dynamic_params" - ) - langfuse_logger_to_use = LangFuseHandler.get_langfuse_logger_for_request( - globalLangfuseLogger=self, - standard_callback_dynamic_params=standard_callback_dynamic_params, - in_memory_dynamic_logger_cache=in_memory_dynamic_logger_cache, - ) - langfuse_logger_to_use.log_event_on_langfuse( - kwargs=kwargs, - response_obj=response_obj, - start_time=start_time, - end_time=end_time, - user_id=kwargs.get("user", None), - ) + try: + standard_callback_dynamic_params = kwargs.get( + "standard_callback_dynamic_params" + ) + langfuse_logger_to_use = LangFuseHandler.get_langfuse_logger_for_request( + globalLangfuseLogger=self, + standard_callback_dynamic_params=standard_callback_dynamic_params, + in_memory_dynamic_logger_cache=in_memory_dynamic_logger_cache, + ) + langfuse_logger_to_use.log_event_on_langfuse( + kwargs=kwargs, + response_obj=response_obj, + start_time=start_time, + end_time=end_time, + user_id=kwargs.get("user", None), + ) + except Exception as e: + from litellm._logging import verbose_logger + + verbose_logger.exception( + f"Langfuse Layer Error - Exception occurred while logging success event: {str(e)}" + ) + self.handle_callback_failure(callback_name="langfuse") async def async_log_failure_event(self, kwargs, response_obj, start_time, end_time): - standard_callback_dynamic_params = kwargs.get( - "standard_callback_dynamic_params" - ) - langfuse_logger_to_use = LangFuseHandler.get_langfuse_logger_for_request( - globalLangfuseLogger=self, - standard_callback_dynamic_params=standard_callback_dynamic_params, - in_memory_dynamic_logger_cache=in_memory_dynamic_logger_cache, - ) - standard_logging_object = cast( - Optional[StandardLoggingPayload], - kwargs.get("standard_logging_object", None), - ) - if standard_logging_object is None: - return - langfuse_logger_to_use.log_event_on_langfuse( - start_time=start_time, - end_time=end_time, - response_obj=None, - user_id=kwargs.get("user", None), - status_message=standard_logging_object["error_str"], - level="ERROR", - kwargs=kwargs, - ) + try: + standard_callback_dynamic_params = kwargs.get( + "standard_callback_dynamic_params" + ) + langfuse_logger_to_use = LangFuseHandler.get_langfuse_logger_for_request( + globalLangfuseLogger=self, + standard_callback_dynamic_params=standard_callback_dynamic_params, + in_memory_dynamic_logger_cache=in_memory_dynamic_logger_cache, + ) + standard_logging_object = cast( + Optional[StandardLoggingPayload], + kwargs.get("standard_logging_object", None), + ) + if standard_logging_object is None: + return + langfuse_logger_to_use.log_event_on_langfuse( + start_time=start_time, + end_time=end_time, + response_obj=None, + user_id=kwargs.get("user", None), + status_message=standard_logging_object["error_str"], + level="ERROR", + kwargs=kwargs, + ) + except Exception as e: + from litellm._logging import verbose_logger + + verbose_logger.exception( + f"Langfuse Layer Error - Exception occurred while logging failure event: {str(e)}" + ) + self.handle_callback_failure(callback_name="langfuse") diff --git a/litellm/integrations/opentelemetry.py b/litellm/integrations/opentelemetry.py index 93d631eb0f..dbc1cb0d6b 100644 --- a/litellm/integrations/opentelemetry.py +++ b/litellm/integrations/opentelemetry.py @@ -988,9 +988,13 @@ class OpenTelemetry(CustomLogger): from opentelemetry._logs import SeverityNumber, get_logger, get_logger_provider try: - from opentelemetry.sdk._logs import LogRecord as SdkLogRecord # type: ignore[attr-defined] # OTEL < 1.39.0 + from opentelemetry.sdk._logs import ( + LogRecord as SdkLogRecord, # type: ignore[attr-defined] # OTEL < 1.39.0 + ) except ImportError: - from opentelemetry.sdk._logs._internal import LogRecord as SdkLogRecord # OTEL >= 1.39.0 + from opentelemetry.sdk._logs._internal import ( + LogRecord as SdkLogRecord, # OTEL >= 1.39.0 + ) otel_logger = get_logger(LITELLM_LOGGER_NAME) @@ -1605,6 +1609,7 @@ class OpenTelemetry(CustomLogger): ) except Exception as e: + self.handle_callback_failure(callback_name= self.callback_name) verbose_logger.exception( "OpenTelemetry logging error in set_attributes %s", str(e) ) diff --git a/tests/enterprise/litellm_enterprise/integrations/test_prometheus.py b/tests/enterprise/litellm_enterprise/integrations/test_prometheus.py index 53757390a4..4a08c208fd 100644 --- a/tests/enterprise/litellm_enterprise/integrations/test_prometheus.py +++ b/tests/enterprise/litellm_enterprise/integrations/test_prometheus.py @@ -937,6 +937,124 @@ def test_callback_failure_metric_different_callbacks(prometheus_logger): ) +@pytest.mark.asyncio +async def test_langfuse_callback_failure_metric(prometheus_logger): + """ + Test that Langfuse callback failures are properly tracked in Prometheus metrics. + + This test verifies that when Langfuse logging fails, the + litellm_callback_logging_failures_metric is incremented with callback_name="langfuse". + """ + from unittest.mock import MagicMock, patch + + from litellm.integrations.langfuse.langfuse_prompt_management import ( + LangfusePromptManagement, + ) + + # Get initial value + initial_value = 0 + try: + initial_value = prometheus_logger.litellm_callback_logging_failures_metric.labels( + callback_name="langfuse" + )._value.get() + except Exception: + initial_value = 0 + + # Create Langfuse logger with mocked initialization + with patch("litellm.integrations.langfuse.langfuse_prompt_management.langfuse_client_init"): + langfuse_logger = LangfusePromptManagement() + + # Mock the log_event_on_langfuse to raise an exception + with patch( + "litellm.integrations.langfuse.langfuse_prompt_management.LangFuseHandler.get_langfuse_logger_for_request" + ) as mock_get_logger: + mock_logger = MagicMock() + mock_logger.log_event_on_langfuse.side_effect = Exception("Langfuse API error") + mock_get_logger.return_value = mock_logger + + # Mock handle_callback_failure to track calls + with patch.object(prometheus_logger, "increment_callback_logging_failure") as mock_increment: + # Inject prometheus logger into the langfuse logger + langfuse_logger.handle_callback_failure = lambda callback_name: mock_increment( + callback_name=callback_name + ) + + # Call async_log_success_event - should catch exception and increment metric + await langfuse_logger.async_log_success_event( + kwargs={}, + response_obj={}, + start_time=None, + end_time=None, + ) + + # Verify that increment was called with correct callback name + mock_increment.assert_called_once_with(callback_name="langfuse") + + print("✓ Langfuse callback failure metric test passed") + + +@pytest.mark.asyncio +async def test_langfuse_otel_callback_failure_metric(prometheus_logger): + """ + Test that Langfuse OTEL callback failures are properly tracked in Prometheus metrics. + + This test verifies that when Langfuse OTEL logging fails, the + litellm_callback_logging_failures_metric is incremented with callback_name="langfuse_otel". + """ + from unittest.mock import MagicMock, patch + + from litellm.integrations.langfuse.langfuse_otel import LangfuseOtelLogger + + # Get initial value + initial_value = 0 + try: + initial_value = prometheus_logger.litellm_callback_logging_failures_metric.labels( + callback_name="langfuse_otel" + )._value.get() + except Exception: + initial_value = 0 + + # Create Langfuse OTEL logger with mocked initialization + with patch("litellm.integrations.opentelemetry.OpenTelemetry.__init__", return_value=None): + langfuse_otel_logger = LangfuseOtelLogger(callback_name="langfuse_otel") + langfuse_otel_logger.callback_name = "langfuse_otel" + + # Mock handle_callback_failure to track calls + with patch.object(prometheus_logger, "increment_callback_logging_failure") as mock_increment: + # Inject prometheus logger into the langfuse otel logger + langfuse_otel_logger.handle_callback_failure = lambda callback_name: mock_increment( + callback_name=callback_name + ) + + # Test that the OpenTelemetry base class set_attributes exception handler works + # This is where langfuse_otel failures are caught and tracked + with patch.object(langfuse_otel_logger, "set_attributes") as mock_set_attributes: + # Simulate the exception handling in set_attributes + def set_attributes_with_error(*args, **kwargs): + # This simulates what happens in the real set_attributes method + try: + raise Exception("Attribute error") + except Exception as e: + langfuse_otel_logger.handle_callback_failure(callback_name=langfuse_otel_logger.callback_name) + + mock_set_attributes.side_effect = set_attributes_with_error + + # Call set_attributes + try: + langfuse_otel_logger.set_attributes( + span=MagicMock(), + kwargs={}, + response_obj={} + ) + except Exception: + pass + + # Verify that increment was called with correct callback name + mock_increment.assert_called_with(callback_name="langfuse_otel") + + print("✓ Langfuse OTEL callback failure metric test passed") + + # ============================================================================== # END CALLBACK FAILURE METRICS TESTS # ============================================================================== From 11b4c456b47fca8d5654a763972c0630aa78262c Mon Sep 17 00:00:00 2001 From: Sameer Kankute Date: Fri, 23 Jan 2026 19:42:59 +0530 Subject: [PATCH 010/188] Add documentation --- docs/my-website/docs/proxy/prometheus.md | 7 ++++++- litellm/integrations/langfuse/langfuse_otel.py | 2 +- 2 files changed, 7 insertions(+), 2 deletions(-) diff --git a/docs/my-website/docs/proxy/prometheus.md b/docs/my-website/docs/proxy/prometheus.md index cd2b3b68f3..e69cfe114c 100644 --- a/docs/my-website/docs/proxy/prometheus.md +++ b/docs/my-website/docs/proxy/prometheus.md @@ -130,7 +130,12 @@ Monitor failures while shipping logs to downstream callbacks like `s3_v3` cold s | Metric Name | Description | |----------------------|--------------------------------------| -| `litellm_callback_logging_failures_metric` | Total number of failed attempts to emit logs to a configured callback. Labels: `"callback_name"`. Use this to alert on callback delivery issues such as repeated failures when writing to `s3_v3`. | +| `litellm_callback_logging_failures_metric` | Total number of failed attempts to emit logs to a configured callback. Labels: `"callback_name"`. Use this to alert on callback delivery issues such as repeated failures when writing to `s3_v3`, `langfuse`, or `langfuse_otel` and other otel providers | + +**Supported Callbacks:** +- `S3Logger` - S3 v2 cold storage failures +- `langfuse` - Langfuse logging failures +- `otel` - OpenTelemetry logging failures ## LLM Provider Metrics diff --git a/litellm/integrations/langfuse/langfuse_otel.py b/litellm/integrations/langfuse/langfuse_otel.py index aed9c1f7ae..08493a0e8e 100644 --- a/litellm/integrations/langfuse/langfuse_otel.py +++ b/litellm/integrations/langfuse/langfuse_otel.py @@ -46,7 +46,7 @@ class LangfuseOtelLogger(OpenTelemetry): Sets OpenTelemetry span attributes for Langfuse observability. Uses the same attribute setting logic as Arize Phoenix for consistency. """ - raise Exception("Error raised by LangfuseOtelLogger.set_langfuse_otel_attributes") + _utils.set_attributes(span, kwargs, response_obj, LangfuseLLMObsOTELAttributes) ######################################################### From e63537c6c1c266b1fb171dbd77190eb298702f7d Mon Sep 17 00:00:00 2001 From: Nikita Timofeev Date: Fri, 16 Jan 2026 16:11:14 +0000 Subject: [PATCH 011/188] Fix: ensure function content is valid JSON for GigaChat --- litellm/llms/gigachat/chat/transformation.py | 56 +++++++--- tests/llm_translation/test_gigachat.py | 108 +++++++++++++------ 2 files changed, 116 insertions(+), 48 deletions(-) diff --git a/litellm/llms/gigachat/chat/transformation.py b/litellm/llms/gigachat/chat/transformation.py index 90cf67da6b..ba14de1f65 100644 --- a/litellm/llms/gigachat/chat/transformation.py +++ b/litellm/llms/gigachat/chat/transformation.py @@ -31,6 +31,16 @@ else: GIGACHAT_BASE_URL = "https://gigachat.devices.sberbank.ru/api/v1" +def is_valid_json(value: str) -> bool: + """Checks whether the value passed is a valid serialized JSON string""" + try: + json.loads(value) + except json.JSONDecodeError: + return False + else: + return True + + class GigaChatError(BaseLLMException): """GigaChat API error.""" @@ -101,7 +111,11 @@ class GigaChatConfig(BaseConfig): Set up headers with OAuth token. """ # Get access token - credentials = api_key or get_secret_str("GIGACHAT_CREDENTIALS") or get_secret_str("GIGACHAT_API_KEY") + credentials = ( + api_key + or get_secret_str("GIGACHAT_CREDENTIALS") + or get_secret_str("GIGACHAT_API_KEY") + ) access_token = get_access_token(credentials=credentials) # Store credentials for image uploads @@ -193,11 +207,13 @@ class GigaChatConfig(BaseConfig): for tool in tools: if tool.get("type") == "function": func = tool.get("function", {}) - functions.append({ - "name": func.get("name", ""), - "description": func.get("description", ""), - "parameters": func.get("parameters", {}), - }) + functions.append( + { + "name": func.get("name", ""), + "description": func.get("description", ""), + "parameters": func.get("parameters", {}), + } + ) return functions def _map_tool_choice( @@ -281,8 +297,14 @@ class GigaChatConfig(BaseConfig): } # Add optional params - for key in ["temperature", "top_p", "max_tokens", "stream", - "repetition_penalty", "profanity_check"]: + for key in [ + "temperature", + "top_p", + "max_tokens", + "stream", + "repetition_penalty", + "profanity_check", + ]: if key in optional_params: request_data[key] = optional_params[key] @@ -314,7 +336,7 @@ class GigaChatConfig(BaseConfig): elif role == "tool": message["role"] = "function" content = message.get("content", "") - if not isinstance(content, str): + if not isinstance(content, str) or not is_valid_json(content): message["content"] = json.dumps(content, ensure_ascii=False) # Handle None content @@ -441,14 +463,16 @@ class GigaChatConfig(BaseConfig): # Convert to tool_calls format if isinstance(args, dict): args = json.dumps(args, ensure_ascii=False) - message_data["tool_calls"] = [{ - "id": f"call_{uuid.uuid4().hex[:24]}", - "type": "function", - "function": { - "name": func_call.get("name", ""), - "arguments": args, + message_data["tool_calls"] = [ + { + "id": f"call_{uuid.uuid4().hex[:24]}", + "type": "function", + "function": { + "name": func_call.get("name", ""), + "arguments": args, + }, } - }] + ] message_data.pop("function_call", None) finish_reason = "tool_calls" diff --git a/tests/llm_translation/test_gigachat.py b/tests/llm_translation/test_gigachat.py index dd8d56ff54..b69a5428e4 100644 --- a/tests/llm_translation/test_gigachat.py +++ b/tests/llm_translation/test_gigachat.py @@ -5,9 +5,7 @@ Tests message transformation, parameter handling, and response transformation. Run with: pytest tests/llm_translation/test_gigachat.py -v """ -import json import pytest -from unittest.mock import Mock, MagicMock class TestGigaChatMessageTransformation: @@ -16,6 +14,7 @@ class TestGigaChatMessageTransformation: @pytest.fixture def config(self): from litellm.llms.gigachat.chat.transformation import GigaChatConfig + return GigaChatConfig() def test_simple_user_message(self, config): @@ -52,20 +51,46 @@ class TestGigaChatMessageTransformation: assert result[0]["role"] == "function" + def test_tool_content_convertation_non_string_value(self, config): + """Non string tool content should be serialized""" + messages = [{"role": "tool", "content": {"output": 42}}] + result = config._transform_messages(messages) + + assert result[0]["content"] == '{"output": 42}' + + def test_tool_content_convertation_json_string_value(self, config): + """JSON string tool content left unchanged""" + valid_json = '{"output": "red car"}' + messages = [{"role": "tool", "content": valid_json}] + result = config._transform_messages(messages) + + assert result[0]["content"] == valid_json + + def test_tool_content_convertation_random_string_value(self, config): + """Non JSON tool content should be serialized""" + messages = [{"role": "tool", "content": "random string"}] + result = config._transform_messages(messages) + + assert result[0]["content"] == '"random string"' + def test_tool_calls_to_function_call(self, config): """tool_calls should be converted to function_call""" - messages = [{ - "role": "assistant", - "content": "", - "tool_calls": [{ - "id": "call_123", - "type": "function", - "function": { - "name": "get_weather", - "arguments": '{"city": "Moscow"}' - } - }] - }] + messages = [ + { + "role": "assistant", + "content": "", + "tool_calls": [ + { + "id": "call_123", + "type": "function", + "function": { + "name": "get_weather", + "arguments": '{"city": "Moscow"}', + }, + } + ], + } + ] result = config._transform_messages(messages) assert "function_call" in result[0] @@ -94,6 +119,7 @@ class TestGigaChatCollapseUserMessages: @pytest.fixture def config(self): from litellm.llms.gigachat.chat.transformation import GigaChatConfig + return GigaChatConfig() def test_no_collapse_single_message(self, config): @@ -136,23 +162,24 @@ class TestGigaChatToolsTransformation: @pytest.fixture def config(self): from litellm.llms.gigachat.chat.transformation import GigaChatConfig + return GigaChatConfig() def test_single_tool_conversion(self, config): """Single tool should be converted correctly""" - tools = [{ - "type": "function", - "function": { - "name": "get_weather", - "description": "Get weather for a city", - "parameters": { - "type": "object", - "properties": { - "city": {"type": "string"} - } - } + tools = [ + { + "type": "function", + "function": { + "name": "get_weather", + "description": "Get weather for a city", + "parameters": { + "type": "object", + "properties": {"city": {"type": "string"}}, + }, + }, } - }] + ] result = config._convert_tools_to_functions(tools) assert len(result) == 1 @@ -162,8 +189,22 @@ class TestGigaChatToolsTransformation: def test_multiple_tools_conversion(self, config): """Multiple tools should all be converted""" tools = [ - {"type": "function", "function": {"name": "func1", "description": "First", "parameters": {"type": "object", "properties": {}}}}, - {"type": "function", "function": {"name": "func2", "description": "Second", "parameters": {"type": "object", "properties": {}}}}, + { + "type": "function", + "function": { + "name": "func1", + "description": "First", + "parameters": {"type": "object", "properties": {}}, + }, + }, + { + "type": "function", + "function": { + "name": "func2", + "description": "Second", + "parameters": {"type": "object", "properties": {}}, + }, + }, ] result = config._convert_tools_to_functions(tools) @@ -178,6 +219,7 @@ class TestGigaChatParamsTransformation: @pytest.fixture def config(self): from litellm.llms.gigachat.chat.transformation import GigaChatConfig + return GigaChatConfig() def test_temperature_zero_becomes_top_p_zero(self, config): @@ -229,10 +271,10 @@ class TestGigaChatParamsTransformation: "type": "object", "properties": { "name": {"type": "string"}, - "age": {"type": "integer"} - } - } - } + "age": {"type": "integer"}, + }, + }, + }, } } result = config.map_openai_params( @@ -283,6 +325,7 @@ class TestGigaChatTransformRequest: @pytest.fixture def config(self): from litellm.llms.gigachat.chat.transformation import GigaChatConfig + return GigaChatConfig() def test_basic_request(self, config): @@ -335,6 +378,7 @@ class TestGigaChatSupportedParams: @pytest.fixture def config(self): from litellm.llms.gigachat.chat.transformation import GigaChatConfig + return GigaChatConfig() def test_supported_params(self, config): From 188c2315adaaa401669072cdf04d9b0b80678f58 Mon Sep 17 00:00:00 2001 From: Chesars Date: Fri, 23 Jan 2026 15:11:37 -0300 Subject: [PATCH 012/188] feat(vercel_ai_gateway): add embeddings support Add support for /embeddings endpoint via Vercel AI Gateway. Closes #19658 Changes: - Add VercelAIGatewayEmbeddingConfig in litellm/llms/vercel_ai_gateway/embedding/ - Register provider in utils.py and main.py - Add unit tests for embedding transformation - Update documentation with embeddings examples Usage: ```python from litellm import embedding response = embedding( model="vercel_ai_gateway/openai/text-embedding-3-small", input="Hello world", api_key="your-api-key" ) ``` --- .../docs/providers/vercel_ai_gateway.md | 36 ++- .../vercel_ai_gateway/embedding/__init__.py | 0 .../embedding/transformation.py | 176 ++++++++++++++ litellm/main.py | 30 +++ litellm/utils.py | 6 + .../vercel_ai_gateway/embedding/__init__.py | 0 .../test_vercel_ai_gateway_embedding.py | 218 ++++++++++++++++++ 7 files changed, 464 insertions(+), 2 deletions(-) create mode 100644 litellm/llms/vercel_ai_gateway/embedding/__init__.py create mode 100644 litellm/llms/vercel_ai_gateway/embedding/transformation.py create mode 100644 tests/test_litellm/llms/vercel_ai_gateway/embedding/__init__.py create mode 100644 tests/test_litellm/llms/vercel_ai_gateway/embedding/test_vercel_ai_gateway_embedding.py diff --git a/docs/my-website/docs/providers/vercel_ai_gateway.md b/docs/my-website/docs/providers/vercel_ai_gateway.md index 91f0a18ea1..3ff007171e 100644 --- a/docs/my-website/docs/providers/vercel_ai_gateway.md +++ b/docs/my-website/docs/providers/vercel_ai_gateway.md @@ -11,7 +11,7 @@ import TabItem from '@theme/TabItem'; | Provider Route on LiteLLM | `vercel_ai_gateway/` | | Link to Provider Doc | [Vercel AI Gateway Documentation ↗](https://vercel.com/docs/ai-gateway) | | Base URL | `https://ai-gateway.vercel.sh/v1` | -| Supported Operations | `/chat/completions`, `/models` | +| Supported Operations | `/chat/completions`, `/embeddings`, `/models` |

@@ -73,7 +73,7 @@ messages = [{"content": "Hello, how are you?", "role": "user"}] # Vercel AI Gateway call with streaming response = completion( - model="vercel_ai_gateway/openai/gpt-4o", + model="vercel_ai_gateway/openai/gpt-4o", messages=messages, stream=True ) @@ -82,6 +82,33 @@ for chunk in response: print(chunk) ``` +### Embeddings + +```python showLineNumbers title="Vercel AI Gateway Embeddings" +import os +from litellm import embedding + +os.environ["VERCEL_AI_GATEWAY_API_KEY"] = "your-api-key" + +# Vercel AI Gateway embedding call +response = embedding( + model="vercel_ai_gateway/openai/text-embedding-3-small", + input="Hello world" +) + +print(response.data[0]["embedding"][:5]) # Print first 5 dimensions +``` + +You can also specify the `dimensions` parameter: + +```python showLineNumbers title="Vercel AI Gateway Embeddings with Dimensions" +response = embedding( + model="vercel_ai_gateway/openai/text-embedding-3-small", + input=["Hello world", "Goodbye world"], + dimensions=768 +) +``` + ## Usage - LiteLLM Proxy Add the following to your LiteLLM Proxy configuration file: @@ -97,6 +124,11 @@ model_list: litellm_params: model: vercel_ai_gateway/anthropic/claude-4-sonnet api_key: os.environ/VERCEL_AI_GATEWAY_API_KEY + + - model_name: text-embedding-3-small-gateway + litellm_params: + model: vercel_ai_gateway/openai/text-embedding-3-small + api_key: os.environ/VERCEL_AI_GATEWAY_API_KEY ``` Start your LiteLLM Proxy server: diff --git a/litellm/llms/vercel_ai_gateway/embedding/__init__.py b/litellm/llms/vercel_ai_gateway/embedding/__init__.py new file mode 100644 index 0000000000..e69de29bb2 diff --git a/litellm/llms/vercel_ai_gateway/embedding/transformation.py b/litellm/llms/vercel_ai_gateway/embedding/transformation.py new file mode 100644 index 0000000000..7238b05f10 --- /dev/null +++ b/litellm/llms/vercel_ai_gateway/embedding/transformation.py @@ -0,0 +1,176 @@ +""" +Vercel AI Gateway Embedding API Configuration. + +This module provides the configuration for Vercel AI Gateway's Embedding API. +Vercel AI Gateway is OpenAI-compatible and supports embeddings via the /v1/embeddings endpoint. + +Docs: https://vercel.com/docs/ai-gateway/openai-compat/embeddings +""" + +from typing import TYPE_CHECKING, Any, Optional + +import httpx + +from litellm.llms.base_llm.embedding.transformation import BaseEmbeddingConfig +from litellm.secret_managers.main import get_secret_str +from litellm.types.llms.openai import AllEmbeddingInputValues +from litellm.types.utils import EmbeddingResponse +from litellm.utils import convert_to_model_response_object + +from ..common_utils import VercelAIGatewayException + +if TYPE_CHECKING: + from litellm.litellm_core_utils.litellm_logging import Logging as _LiteLLMLoggingObj + + LiteLLMLoggingObj = _LiteLLMLoggingObj +else: + LiteLLMLoggingObj = Any + + +class VercelAIGatewayEmbeddingConfig(BaseEmbeddingConfig): + """ + Configuration for Vercel AI Gateway's Embedding API. + + Reference: https://vercel.com/docs/ai-gateway/openai-compat/embeddings + """ + + 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: + """ + Validate environment and set up headers for Vercel AI Gateway API. + + Vercel AI Gateway requires: + - Authorization header with Bearer token (API key or OIDC token) + """ + vercel_headers = { + "Content-Type": "application/json", + } + + # Add Authorization header if api_key is provided + if api_key: + vercel_headers["Authorization"] = f"Bearer {api_key}" + + # Merge with existing headers (user's extra_headers take priority) + merged_headers = {**vercel_headers, **headers} + + return merged_headers + + def get_complete_url( + self, + api_base: Optional[str], + api_key: Optional[str], + model: str, + optional_params: dict, + litellm_params: dict, + stream: Optional[bool] = None, + ) -> str: + """ + Get the complete URL for Vercel AI Gateway Embedding API endpoint. + """ + if api_base: + api_base = api_base.rstrip("/") + else: + api_base = ( + get_secret_str("VERCEL_AI_GATEWAY_API_BASE") + or "https://ai-gateway.vercel.sh/v1" + ) + + return f"{api_base}/embeddings" + + def transform_embedding_request( + self, + model: str, + input: AllEmbeddingInputValues, + optional_params: dict, + headers: dict, + ) -> dict: + """ + Transform embedding request to Vercel AI Gateway format (OpenAI-compatible). + """ + # Ensure input is a list + if isinstance(input, str): + input = [input] + + # Strip 'vercel_ai_gateway/' prefix if present + if model.startswith("vercel_ai_gateway/"): + model = model.replace("vercel_ai_gateway/", "", 1) + + return { + "model": model, + "input": input, + **optional_params, + } + + def transform_embedding_response( + self, + model: str, + raw_response: httpx.Response, + model_response: EmbeddingResponse, + logging_obj: LiteLLMLoggingObj, + api_key: Optional[str], + request_data: dict, + optional_params: dict, + litellm_params: dict, + ) -> EmbeddingResponse: + """ + Transform embedding response from Vercel AI Gateway format (OpenAI-compatible). + """ + logging_obj.post_call(original_response=raw_response.text) + + # Vercel AI Gateway returns standard OpenAI-compatible embedding response + response_json = raw_response.json() + + return convert_to_model_response_object( + response_object=response_json, + model_response_object=model_response, + response_type="embedding", + ) + + def get_supported_openai_params(self, model: str) -> list: + """ + Get list of supported OpenAI parameters for Vercel AI Gateway embeddings. + + Vercel AI Gateway supports the standard OpenAI embeddings parameters + and auto-maps 'dimensions' to each provider's expected field. + """ + return [ + "timeout", + "dimensions", + "encoding_format", + "user", + ] + + def map_openai_params( + self, + non_default_params: dict, + optional_params: dict, + model: str, + drop_params: bool, + ) -> dict: + """ + Map OpenAI parameters to Vercel AI Gateway format. + """ + for param, value in non_default_params.items(): + if param in self.get_supported_openai_params(model): + optional_params[param] = value + return optional_params + + def get_error_class( + self, error_message: str, status_code: int, headers: Any + ) -> Any: + """ + Get the error class for Vercel AI Gateway errors. + """ + return VercelAIGatewayException( + message=error_message, + status_code=status_code, + headers=headers, + ) diff --git a/litellm/main.py b/litellm/main.py index ea41919e19..24aac661db 100644 --- a/litellm/main.py +++ b/litellm/main.py @@ -4863,6 +4863,36 @@ def embedding( # noqa: PLR0915 headers = openrouter_headers + response = base_llm_http_handler.embedding( + model=model, + input=input, + custom_llm_provider=custom_llm_provider, + api_base=api_base, + api_key=api_key, + logging_obj=logging, + timeout=timeout, + model_response=EmbeddingResponse(), + optional_params=optional_params, + client=client, + aembedding=aembedding, + litellm_params=litellm_params_dict, + headers=headers, + ) + elif custom_llm_provider == "vercel_ai_gateway": + api_base = ( + api_base + or litellm.api_base + or get_secret_str("VERCEL_AI_GATEWAY_API_BASE") + or "https://ai-gateway.vercel.sh/v1" + ) + + api_key = ( + api_key + or litellm.api_key + or get_secret_str("VERCEL_AI_GATEWAY_API_KEY") + or get_secret_str("VERCEL_OIDC_TOKEN") + ) + response = base_llm_http_handler.embedding( model=model, input=input, diff --git a/litellm/utils.py b/litellm/utils.py index 06eceefe0c..21d096b97c 100644 --- a/litellm/utils.py +++ b/litellm/utils.py @@ -8014,6 +8014,12 @@ class ProviderConfigManager: ) return OpenrouterEmbeddingConfig() + elif litellm.LlmProviders.VERCEL_AI_GATEWAY == provider: + from litellm.llms.vercel_ai_gateway.embedding.transformation import ( + VercelAIGatewayEmbeddingConfig, + ) + + return VercelAIGatewayEmbeddingConfig() elif litellm.LlmProviders.GIGACHAT == provider: return litellm.GigaChatEmbeddingConfig() elif litellm.LlmProviders.SAGEMAKER == provider: diff --git a/tests/test_litellm/llms/vercel_ai_gateway/embedding/__init__.py b/tests/test_litellm/llms/vercel_ai_gateway/embedding/__init__.py new file mode 100644 index 0000000000..e69de29bb2 diff --git a/tests/test_litellm/llms/vercel_ai_gateway/embedding/test_vercel_ai_gateway_embedding.py b/tests/test_litellm/llms/vercel_ai_gateway/embedding/test_vercel_ai_gateway_embedding.py new file mode 100644 index 0000000000..af1e1df92f --- /dev/null +++ b/tests/test_litellm/llms/vercel_ai_gateway/embedding/test_vercel_ai_gateway_embedding.py @@ -0,0 +1,218 @@ +import os +import sys +from unittest.mock import MagicMock, patch + +import httpx +import pytest + +sys.path.insert( + 0, os.path.abspath("../../../../..") +) # Adds the parent directory to the system path + +from litellm.llms.vercel_ai_gateway.embedding.transformation import ( + VercelAIGatewayEmbeddingConfig, +) +from litellm.llms.vercel_ai_gateway.common_utils import VercelAIGatewayException +from litellm.types.utils import EmbeddingResponse + + +def test_vercel_ai_gateway_embedding_get_complete_url(): + """Test URL generation for embeddings endpoint""" + config = VercelAIGatewayEmbeddingConfig() + + # Test with default API base + url = config.get_complete_url( + api_base=None, + api_key=None, + model="openai/text-embedding-3-small", + optional_params={}, + litellm_params={}, + ) + assert url == "https://ai-gateway.vercel.sh/v1/embeddings" + + # Test with custom API base + url = config.get_complete_url( + api_base="https://custom.vercel.sh/v1", + api_key=None, + model="openai/text-embedding-3-small", + optional_params={}, + litellm_params={}, + ) + assert url == "https://custom.vercel.sh/v1/embeddings" + + # Test with trailing slash + url = config.get_complete_url( + api_base="https://custom.vercel.sh/v1/", + api_key=None, + model="openai/text-embedding-3-small", + optional_params={}, + litellm_params={}, + ) + assert url == "https://custom.vercel.sh/v1/embeddings" + + +def test_vercel_ai_gateway_embedding_transform_request(): + """Test request transformation for embeddings""" + config = VercelAIGatewayEmbeddingConfig() + + # Test with string input + request = config.transform_embedding_request( + model="openai/text-embedding-3-small", + input="Hello world", + optional_params={}, + headers={}, + ) + assert request["model"] == "openai/text-embedding-3-small" + assert request["input"] == ["Hello world"] + + # Test with list input + request = config.transform_embedding_request( + model="openai/text-embedding-3-small", + input=["Hello", "World"], + optional_params={}, + headers={}, + ) + assert request["model"] == "openai/text-embedding-3-small" + assert request["input"] == ["Hello", "World"] + + # Test stripping vercel_ai_gateway/ prefix + request = config.transform_embedding_request( + model="vercel_ai_gateway/openai/text-embedding-3-small", + input="Hello", + optional_params={}, + headers={}, + ) + assert request["model"] == "openai/text-embedding-3-small" + + +def test_vercel_ai_gateway_embedding_transform_request_with_dimensions(): + """Test request transformation with dimensions parameter""" + config = VercelAIGatewayEmbeddingConfig() + + request = config.transform_embedding_request( + model="openai/text-embedding-3-small", + input="Hello world", + optional_params={"dimensions": 768}, + headers={}, + ) + assert request["model"] == "openai/text-embedding-3-small" + assert request["input"] == ["Hello world"] + assert request["dimensions"] == 768 + + +def test_vercel_ai_gateway_embedding_validate_environment(): + """Test header validation and setup""" + config = VercelAIGatewayEmbeddingConfig() + + headers = config.validate_environment( + headers={}, + model="openai/text-embedding-3-small", + messages=[], + optional_params={}, + litellm_params={}, + api_key="test_key", + ) + assert headers["Content-Type"] == "application/json" + assert headers["Authorization"] == "Bearer test_key" + + # Test with existing headers (should merge) + headers = config.validate_environment( + headers={"X-Custom": "value"}, + model="openai/text-embedding-3-small", + messages=[], + optional_params={}, + litellm_params={}, + api_key="test_key", + ) + assert headers["X-Custom"] == "value" + assert headers["Authorization"] == "Bearer test_key" + + +def test_vercel_ai_gateway_embedding_get_supported_params(): + """Test supported OpenAI parameters""" + config = VercelAIGatewayEmbeddingConfig() + supported = config.get_supported_openai_params("openai/text-embedding-3-small") + + assert "dimensions" in supported + assert "encoding_format" in supported + assert "timeout" in supported + assert "user" in supported + + +def test_vercel_ai_gateway_embedding_map_openai_params(): + """Test OpenAI parameter mapping""" + config = VercelAIGatewayEmbeddingConfig() + + optional_params = config.map_openai_params( + non_default_params={"dimensions": 768, "encoding_format": "float"}, + optional_params={}, + model="openai/text-embedding-3-small", + drop_params=False, + ) + assert optional_params["dimensions"] == 768 + assert optional_params["encoding_format"] == "float" + + +def test_vercel_ai_gateway_embedding_error_class(): + """Test error class creation""" + config = VercelAIGatewayEmbeddingConfig() + + error = config.get_error_class( + error_message="Test error", + status_code=400, + headers={"Content-Type": "application/json"}, + ) + + assert isinstance(error, VercelAIGatewayException) + assert error.message == "Test error" + assert error.status_code == 400 + + +def test_vercel_ai_gateway_embedding_transform_response(): + """Test response transformation""" + config = VercelAIGatewayEmbeddingConfig() + + mock_response = MagicMock(spec=httpx.Response) + mock_response.text = '{"object":"list","data":[{"object":"embedding","index":0,"embedding":[0.1,0.2,0.3]}],"model":"openai/text-embedding-3-small","usage":{"prompt_tokens":2,"total_tokens":2}}' + mock_response.json.return_value = { + "object": "list", + "data": [{"object": "embedding", "index": 0, "embedding": [0.1, 0.2, 0.3]}], + "model": "openai/text-embedding-3-small", + "usage": {"prompt_tokens": 2, "total_tokens": 2}, + } + + mock_logging = MagicMock() + + response = config.transform_embedding_response( + model="openai/text-embedding-3-small", + raw_response=mock_response, + model_response=EmbeddingResponse(), + logging_obj=mock_logging, + api_key="test_key", + request_data={}, + optional_params={}, + litellm_params={}, + ) + + assert response is not None + mock_logging.post_call.assert_called_once() + + +def test_vercel_ai_gateway_embedding_env_vars(): + """Test environment variable handling""" + config = VercelAIGatewayEmbeddingConfig() + + with patch.dict( + os.environ, + { + "VERCEL_AI_GATEWAY_API_BASE": "https://env.vercel.sh/v1", + }, + ): + url = config.get_complete_url( + api_base=None, + api_key=None, + model="openai/text-embedding-3-small", + optional_params={}, + litellm_params={}, + ) + assert url == "https://env.vercel.sh/v1/embeddings" From 1ac32992dec19bef4a35f9c403690085843ec04a Mon Sep 17 00:00:00 2001 From: Chesars Date: Fri, 23 Jan 2026 15:25:40 -0300 Subject: [PATCH 013/188] fix(oci): serialize imageUrl as object for OCI GenAI API OCI GenAI expects imageUrl to be an object with a 'url' property, not a plain string. This was causing 400 errors when sending images. Fixes #19589 --- litellm/llms/oci/chat/transformation.py | 3 +- litellm/types/llms/oci.py | 9 ++++- .../oci/chat/test_oci_chat_transformation.py | 37 ++++++++++++++++++- 3 files changed, 45 insertions(+), 4 deletions(-) diff --git a/litellm/llms/oci/chat/transformation.py b/litellm/llms/oci/chat/transformation.py index 7af7be2094..84f39ef252 100644 --- a/litellm/llms/oci/chat/transformation.py +++ b/litellm/llms/oci/chat/transformation.py @@ -32,6 +32,7 @@ from litellm.types.llms.oci import ( OCICompletionResponse, OCIContentPartUnion, OCIImageContentPart, + OCIImageUrl, OCIMessage, OCIRoles, OCIServingMode, @@ -1129,7 +1130,7 @@ def adapt_messages_to_generic_oci_standard_content_message( image_url = image_url.get("url") if not isinstance(image_url, str): raise Exception("Prop `image_url` must be a string or an object with a `url` property") - new_content.append(OCIImageContentPart(imageUrl=image_url)) + new_content.append(OCIImageContentPart(imageUrl=OCIImageUrl(url=image_url))) return OCIMessage( role=open_ai_to_generic_oci_role_map[role], diff --git a/litellm/types/llms/oci.py b/litellm/types/llms/oci.py index b9a82cc8b7..9a654bc0f6 100644 --- a/litellm/types/llms/oci.py +++ b/litellm/types/llms/oci.py @@ -35,11 +35,18 @@ class OCITextContentPart(OCIContentPart): text: str +class OCIImageUrl(BaseModel): + """ImageUrl object for OCI API. See: https://docs.oracle.com/en-us/iaas/tools/python/latest/api/generative_ai_inference/models/oci.generative_ai_inference.models.ImageUrl.html""" + + url: str + detail: Optional[Literal["AUTO", "HIGH", "LOW"]] = None + + class OCIImageContentPart(OCIContentPart): """Image content part for the OCI API.""" type: Literal["IMAGE"] = "IMAGE" - imageUrl: str + imageUrl: OCIImageUrl OCIContentPartUnion = Union[OCITextContentPart, OCIImageContentPart] diff --git a/tests/litellm/llms/oci/chat/test_oci_chat_transformation.py b/tests/litellm/llms/oci/chat/test_oci_chat_transformation.py index f706a025a0..0a6c59d1b4 100644 --- a/tests/litellm/llms/oci/chat/test_oci_chat_transformation.py +++ b/tests/litellm/llms/oci/chat/test_oci_chat_transformation.py @@ -203,6 +203,7 @@ class TestOCIImageUrlTransformation: """Tests for OCI image_url format handling in multimodal messages. Fixes: https://github.com/BerriAI/litellm/issues/18270 + Fixes: https://github.com/BerriAI/litellm/issues/19589 """ def test_image_url_as_string(self): @@ -224,7 +225,8 @@ class TestOCIImageUrlTransformation: assert len(result) == 1 assert result[0].role == "USER" assert len(result[0].content) == 2 - assert result[0].content[1].imageUrl == "https://example.com/image.png" + # imageUrl is now an OCIImageUrl object with a 'url' property + assert result[0].content[1].imageUrl.url == "https://example.com/image.png" def test_image_url_as_openai_object(self): """Test that image_url as OpenAI-style object {"url": "..."} works.""" @@ -245,7 +247,38 @@ class TestOCIImageUrlTransformation: assert len(result) == 1 assert result[0].role == "USER" assert len(result[0].content) == 2 - assert result[0].content[1].imageUrl == "https://example.com/image.png" + # imageUrl is now an OCIImageUrl object with a 'url' property + assert result[0].content[1].imageUrl.url == "https://example.com/image.png" + + def test_image_url_serializes_as_object(self): + """Test that imageUrl serializes as {"url": "..."} for OCI API. + + Fixes: https://github.com/BerriAI/litellm/issues/19589 + OCI expects imageUrl to be an object with a 'url' property, not a plain string. + """ + from litellm.llms.oci.chat.transformation import adapt_messages_to_generic_oci_standard + + messages = [ + { + "role": "user", + "content": [ + {"type": "text", "text": "Describe this image."}, + {"type": "image_url", "image_url": {"url": "data:image/png;base64,ABC123"}}, + ], + } + ] + + result = adapt_messages_to_generic_oci_standard(messages) + image_part = result[0].content[1] + + # Serialize as OCI would receive it (with exclude_none=True) + serialized = image_part.model_dump(exclude_none=True) + + # Verify the structure matches OCI's expected format + assert serialized == { + "type": "IMAGE", + "imageUrl": {"url": "data:image/png;base64,ABC123"} + } def test_image_url_invalid_type_raises_error(self): """Test that invalid image_url type raises an error.""" From e966240562a1a7c60bd9032f69d136dc2ebc1eee Mon Sep 17 00:00:00 2001 From: yogeshwaran10 Date: Sat, 24 Jan 2026 02:56:22 +0530 Subject: [PATCH 014/188] fix(ui): prevent clearing content filter patterns when editing guardrail The generic provider params update logic loop was unintentionaly overwriting `patterns` and `blocked_words` with empty values because these fields are managed by a separate component ContentFilterManager and not available in the main form values. Changes: - Excluded `patterns` and `blocked_words` from the generic provider params update loop in guardrail_info.tsx - Ensured these fields are only added to the update payload when explicitly handled by the ContentFilterManager logic (detecting changes via `useRef`). - Added a regression test in guardrail_info.test.tsx to verify that patterns are preserved when only the guardrail name is updated. Fixes #19639 --- .../guardrails/guardrail_info.test.tsx | 119 ++++++++++++++++++ .../components/guardrails/guardrail_info.tsx | 5 +- 2 files changed, 123 insertions(+), 1 deletion(-) diff --git a/ui/litellm-dashboard/src/components/guardrails/guardrail_info.test.tsx b/ui/litellm-dashboard/src/components/guardrails/guardrail_info.test.tsx index bd2b45d6f3..d532b654f5 100644 --- a/ui/litellm-dashboard/src/components/guardrails/guardrail_info.test.tsx +++ b/ui/litellm-dashboard/src/components/guardrails/guardrail_info.test.tsx @@ -11,6 +11,28 @@ vi.mock("@/components/networking", () => ({ updateGuardrailCall: vi.fn(), })); + +// Mock ContentFilterManager +vi.mock("./content_filter/ContentFilterManager", () => ({ + __esModule: true, + default: ({ onUnsavedChanges, onDataChange, isEditing }: any) => ( +
+ {isEditing && ( + + )} +
+ ), + formatContentFilterDataForAPI: (patterns: any[], blockedWords: any[]) => ({ + patterns, + blocked_words: blockedWords, + }), +})); + describe("Guardrail Info", () => { afterEach(() => { vi.clearAllMocks(); @@ -147,4 +169,101 @@ describe("Guardrail Info", () => { expect(getByText("PII Entity Configuration")).toBeInTheDocument(); }); }); + it("should handle content filter updates correctly", async () => { + // Mock the network responses + vi.mocked(networking.getGuardrailInfo).mockResolvedValue({ + guardrail_id: "123", + guardrail_name: "Content Filter Guardrail", + litellm_params: { + guardrail: "litellm_content_filter", + mode: "pre_call", + default_on: true, + patterns: ["initial_pattern"], + blocked_words: ["initial_word"], + }, + created_at: "2024-01-01T00:00:00Z", + updated_at: "2024-01-01T00:00:00Z", + guardrail_definition_location: "database", + }); + + vi.mocked(networking.getGuardrailUISettings).mockResolvedValue({ + supported_entities: [], + supported_actions: [], + pii_entity_categories: [], + supported_modes: ["pre_call", "post_call"], + }); + + vi.mocked(networking.getGuardrailProviderSpecificParams).mockResolvedValue({}); + vi.mocked(networking.updateGuardrailCall).mockResolvedValue({ status: "success" }); + + const { getByText, getByRole, getAllByRole, getByLabelText } = render( + { }} accessToken="123" isAdmin={true} />, + ); + + await waitFor(() => { + expect(getByText("Settings")).toBeInTheDocument(); + }); + + // Go to Settings tab + fireEvent.click(getByText("Settings")); + + await waitFor(() => { + expect(getByText("Guardrail Settings")).toBeInTheDocument(); + }); + + // Enter Edit Mode + fireEvent.click(getByText("Edit Settings")); + + // Modify Guardrail Name to force an update + const nameInput = getByLabelText("Guardrail Name"); + fireEvent.change(nameInput, { target: { value: "Updated Name" } }); + + // Save with only name change + const saveButton = getByText("Save Changes"); + fireEvent.click(saveButton); + + await waitFor(() => { + expect(networking.updateGuardrailCall).toHaveBeenCalled(); + }); + + // Verify call did NOT include patterns or blocked_words (because no changes) + // updateGuardrailCall(accessToken, guardrailId, updateData) -> index 2 is updateData + const firstCallArgs: any = vi.mocked(networking.updateGuardrailCall).mock.calls[0][2]; + + // Verify attributes that definitely changed + expect(firstCallArgs.guardrail_name).toBe("Updated Name"); + + // litellm_params might be undefined if empty, which is correct. + // If it exists, ensure patterns/blocked_words are not in it. + if (firstCallArgs.litellm_params) { + expect(firstCallArgs.litellm_params.patterns).toBeUndefined(); + expect(firstCallArgs.litellm_params.blocked_words).toBeUndefined(); + } + + // Clear mocks to reset call count + vi.clearAllMocks(); + + // Enter Edit Mode again to make changes + await waitFor(() => { + expect(getByText("Edit Settings")).toBeInTheDocument(); + }); + fireEvent.click(getByText("Edit Settings")); + + // Now modify the values using the mock button + const simulateChangeButton = getByText("Simulate Change"); + fireEvent.click(simulateChangeButton); + + // Save again + fireEvent.click(getByText("Save Changes")); + + await waitFor(() => { + expect(networking.updateGuardrailCall).toHaveBeenCalled(); + }); + + // Verify call INCLUDES patterns and blocked_words + const secondCallArgs: any = vi.mocked(networking.updateGuardrailCall).mock.calls[0][2]; + expect(secondCallArgs.litellm_params).toBeDefined(); + expect(secondCallArgs.litellm_params.patterns).toEqual(["new_pattern"]); + expect(secondCallArgs.litellm_params.blocked_words).toEqual(["new_word"]); + }); }); diff --git a/ui/litellm-dashboard/src/components/guardrails/guardrail_info.tsx b/ui/litellm-dashboard/src/components/guardrails/guardrail_info.tsx index 0d1a205f66..6c91e59d3b 100644 --- a/ui/litellm-dashboard/src/components/guardrails/guardrail_info.tsx +++ b/ui/litellm-dashboard/src/components/guardrails/guardrail_info.tsx @@ -271,7 +271,7 @@ const GuardrailInfoView: React.FC = ({ guardrailId, onClose, } // Only add Content Filter patterns if there are changes - if (guardrailData.litellm_params?.guardrail === "litellm_content_filter") { + if (guardrailData.litellm_params?.guardrail === "litellm_content_filter" && hasUnsavedContentFilterChanges) { const originalPatterns = guardrailData.litellm_params?.patterns || []; const originalBlockedWords = guardrailData.litellm_params?.blocked_words || []; @@ -357,6 +357,9 @@ const GuardrailInfoView: React.FC = ({ guardrailId, onClose, console.log("allowedParams: ", allowedParams); allowedParams.forEach((paramName) => { + if (paramName === "patterns" || paramName === "blocked_words") { + return; + } // Check for both direct parameter name and nested optional_params object let paramValue = values[paramName]; if (paramValue === undefined || paramValue === null || paramValue === "") { From de538456e3447db5bd27f440a9b9974a38bac80a Mon Sep 17 00:00:00 2001 From: Misha <72940774+formorter@users.noreply.github.com> Date: Sat, 24 Jan 2026 06:54:23 +0300 Subject: [PATCH 015/188] feat: support role_mappings from environment variables (#19498) * feat: support role_mappings from environment variables * fix linter --- litellm/proxy/management_endpoints/ui_sso.py | 96 +++++++++++---- .../test_proxy_setting_endpoints.py | 110 ++++++++++++++++++ 2 files changed, 183 insertions(+), 23 deletions(-) diff --git a/litellm/proxy/management_endpoints/ui_sso.py b/litellm/proxy/management_endpoints/ui_sso.py index 5adf54c162..1756fe9c6f 100644 --- a/litellm/proxy/management_endpoints/ui_sso.py +++ b/litellm/proxy/management_endpoints/ui_sso.py @@ -99,24 +99,24 @@ def determine_role_from_groups( ) -> Optional[LitellmUserRoles]: """ Determine the highest privilege role for a user based on their groups. - + Role hierarchy (highest to lowest): - proxy_admin - proxy_admin_viewer - internal_user - internal_user_viewer - + Args: user_groups: List of group names from the SSO token role_mappings: RoleMappings configuration object - + Returns: The highest privilege role found, or default_role if no matches, or None """ if not role_mappings.roles: # No role mappings configured, return default_role return role_mappings.default_role - + # Role hierarchy (highest to lowest) role_hierarchy = [ LitellmUserRoles.PROXY_ADMIN, @@ -124,20 +124,22 @@ def determine_role_from_groups( LitellmUserRoles.INTERNAL_USER, LitellmUserRoles.INTERNAL_USER_VIEW_ONLY, ] - + # Convert user_groups to a set for efficient lookup user_groups_set = set(user_groups) if isinstance(user_groups, list) else set() - + # Find the highest privilege role the user belongs to for role in role_hierarchy: if role in role_mappings.roles: role_groups = role_mappings.roles[role] - if isinstance(role_groups, list) and user_groups_set.intersection(set(role_groups)): + if isinstance(role_groups, list) and user_groups_set.intersection( + set(role_groups) + ): verbose_proxy_logger.debug( f"User groups {user_groups} matched role '{role.value}' via groups: {role_groups}" ) return role - + # No matching groups found, return default_role verbose_proxy_logger.debug( f"User groups {user_groups} did not match any role mappings, using default_role: {role_mappings.default_role}" @@ -326,9 +328,7 @@ def generic_response_convertor( "GENERIC_USER_PROVIDER_ATTRIBUTE", "provider" ) - generic_user_role_attribute_name = os.getenv( - "GENERIC_USER_ROLE_ATTRIBUTE", "role" - ) + generic_user_role_attribute_name = os.getenv("GENERIC_USER_ROLE_ATTRIBUTE", "role") verbose_proxy_logger.debug( f" generic_user_id_attribute_name: {generic_user_id_attribute_name}\n generic_user_email_attribute_name: {generic_user_email_attribute_name}" @@ -345,12 +345,15 @@ def generic_response_convertor( # Determine user role based on role_mappings if available # Only apply role_mappings for GENERIC SSO provider user_role: Optional[LitellmUserRoles] = None - - if role_mappings is not None and role_mappings.provider.lower() in ["generic", "okta"]: + + if role_mappings is not None and role_mappings.provider.lower() in [ + "generic", + "okta", + ]: # Use role_mappings to determine role from groups group_claim = role_mappings.group_claim user_groups_raw: Any = get_nested_value(response, group_claim) - + # Handle different formats: could be a list, string (comma-separated), or single value user_groups: List[str] = [] if isinstance(user_groups_raw, list): @@ -361,7 +364,7 @@ def generic_response_convertor( elif user_groups_raw is not None: # Single value user_groups = [str(user_groups_raw)] - + if user_groups: user_role = determine_role_from_groups(user_groups, role_mappings) verbose_proxy_logger.debug( @@ -373,10 +376,12 @@ def generic_response_convertor( verbose_proxy_logger.debug( f"No groups found in '{group_claim}', using default_role: {role_mappings.default_role}" ) - + # Fallback to existing logic if role_mappings not used if user_role is None: - user_role_from_sso = get_nested_value(response, generic_user_role_attribute_name) + user_role_from_sso = get_nested_value( + response, generic_user_role_attribute_name + ) if user_role_from_sso is not None: role = get_litellm_user_role(user_role_from_sso) if role is not None: @@ -399,7 +404,9 @@ def generic_response_convertor( ) -def _setup_generic_sso_env_vars(generic_client_id: str, redirect_url: str) -> Tuple[str, List[str], str, str, str, bool]: +def _setup_generic_sso_env_vars( + generic_client_id: str, redirect_url: str +) -> Tuple[str, List[str], str, str, str, bool]: """Setup and validate Generic SSO environment variables.""" generic_client_secret = os.getenv("GENERIC_CLIENT_SECRET", None) generic_scope = os.getenv("GENERIC_SCOPE", "openid email profile").split(" ") @@ -492,7 +499,43 @@ async def _setup_role_mappings() -> Optional["RoleMappings"]: verbose_proxy_logger.debug( f"Could not load role_mappings from database: {e}. Continuing with existing role logic." ) + + generic_role_mappings = os.getenv("GENERIC_ROLE_MAPPINGS_ROLES", None) + generic_role_mappings_group_claim = os.getenv( + "GENERIC_ROLE_MAPPINGS_GROUP_CLAIM", None + ) + generic_role_mappoings_default_role = os.getenv( + "GENERIC_ROLE_MAPPINGS_DEFAULT_ROLE", None + ) + if generic_role_mappings is not None: + verbose_proxy_logger.debug( + "Found role_mappings for generic provider in environment variables" + ) + import ast + try: + generic_user_role_mappings_data: Dict[ + LitellmUserRoles, List[str] + ] = ast.literal_eval(generic_role_mappings) + if isinstance(generic_user_role_mappings_data, dict): + from litellm.types.proxy.management_endpoints.ui_sso import ( + RoleMappings, + ) + + role_mappings_data = { + "provider": "generic", + "group_claim": generic_role_mappings_group_claim, + "default_role": generic_role_mappoings_default_role, + "roles": generic_user_role_mappings_data, + } + + role_mappings = RoleMappings(**role_mappings_data) + verbose_proxy_logger.debug( + f"Loaded role_mappings from environments for provider '{role_mappings.provider}'." + ) + return role_mappings + except TypeError as e: + verbose_proxy_logger.warning(f"Error decoding role mappings from environment variables: {e}. Continuing with existing role logic.") return role_mappings @@ -529,7 +572,7 @@ async def get_generic_sso_response( # Get role_mappings from SSO settings if available role_mappings = await _setup_role_mappings() - + def response_convertor(response, client): nonlocal received_response # return for user debugging received_response = response @@ -1217,20 +1260,24 @@ async def insert_sso_user( role_mappings_configured = False try: from litellm.proxy.utils import get_prisma_client_or_throw - + prisma_client = get_prisma_client_or_throw( "Prisma client is None, connect a database to your proxy" ) - + # Get SSO config from dedicated table sso_db_record = await prisma_client.db.litellm_ssoconfig.find_unique( where={"id": "sso_config"} ) - + if sso_db_record and sso_db_record.sso_settings: sso_settings_dict = dict(sso_db_record.sso_settings) role_mappings_data = sso_settings_dict.get("role_mappings") role_mappings_configured = role_mappings_data is not None + generic_user_role_mappings = os.getenv("GENERIC_USER_ROLE_MAPPINGS", None) + if generic_user_role_mappings is not None: + role_mappings_configured = True + except Exception as e: # If we can't check role_mappings, continue with existing logic verbose_proxy_logger.debug( @@ -1240,7 +1287,10 @@ async def insert_sso_user( # Apply default_internal_user_params if litellm.default_internal_user_params: # If role_mappings is configured and user_role is already set from SSO, preserve it - if role_mappings_configured and user_defined_values.get("user_role") is not None: + if ( + role_mappings_configured + and user_defined_values.get("user_role") is not None + ): # Preserve the SSO-extracted role, but apply other defaults preserved_role = user_defined_values.get("user_role") user_defined_values.update(litellm.default_internal_user_params) # type: ignore diff --git a/tests/test_litellm/proxy/ui_crud_endpoints/test_proxy_setting_endpoints.py b/tests/test_litellm/proxy/ui_crud_endpoints/test_proxy_setting_endpoints.py index ad4f53dac4..60bdb7d12c 100644 --- a/tests/test_litellm/proxy/ui_crud_endpoints/test_proxy_setting_endpoints.py +++ b/tests/test_litellm/proxy/ui_crud_endpoints/test_proxy_setting_endpoints.py @@ -1227,3 +1227,113 @@ class TestProxySettingEndpoints: assert retrieved_role_mappings["provider"] == "google" assert retrieved_role_mappings["group_claim"] == "groups" assert retrieved_role_mappings["default_role"] == LitellmUserRoles.INTERNAL_USER + + def test_setup_role_mappings_custom_logic_with_env_vars(self, monkeypatch): + """Test the _setup_role_mappings function directly with custom role mapping logic from environment variables""" + import asyncio + import os + from litellm.proxy.management_endpoints.ui_sso import _setup_role_mappings + from litellm.proxy._types import LitellmUserRoles + + # Set up environment variables for custom role mappings using valid Python dict format + monkeypatch.setenv("GENERIC_ROLE_MAPPINGS_ROLES", "{'proxy_admin': ['custom-admin-group'], 'internal_user': ['custom-user-group'], 'proxy_admin_viewer': ['custom-viewer-group']}") + monkeypatch.setenv("GENERIC_ROLE_MAPPINGS_GROUP_CLAIM", "custom-groups") + monkeypatch.setenv("GENERIC_ROLE_MAPPINGS_DEFAULT_ROLE", "internal_user_viewer") + + # Debug: Print environment variables + print("GENERIC_ROLE_MAPPINGS_ROLES:", os.getenv("GENERIC_ROLE_MAPPINGS_ROLES")) + print("GENERIC_ROLE_MAPPINGS_GROUP_CLAIM:", os.getenv("GENERIC_ROLE_MAPPINGS_GROUP_CLAIM")) + print("GENERIC_ROLE_MAPPINGS_DEFAULT_ROLE:", os.getenv("GENERIC_ROLE_MAPPINGS_DEFAULT_ROLE")) + + # Run the async function + role_mappings = asyncio.run(_setup_role_mappings()) + + # Debug: Print result + print("role_mappings result:", role_mappings) + + # Verify role_mappings is returned correctly from environment variables + assert role_mappings is not None + assert role_mappings.provider == "generic" + assert role_mappings.group_claim == "custom-groups" + assert role_mappings.default_role == LitellmUserRoles.INTERNAL_USER_VIEW_ONLY + assert role_mappings.roles[LitellmUserRoles.PROXY_ADMIN] == ["custom-admin-group"] + assert role_mappings.roles[LitellmUserRoles.INTERNAL_USER] == ["custom-user-group"] + assert role_mappings.roles[LitellmUserRoles.PROXY_ADMIN_VIEW_ONLY] == ["custom-viewer-group"] + + def test_setup_role_mappings_custom_logic_with_no_config(self, monkeypatch): + """Test the _setup_role_mappings function returns None when no configuration is available""" + import asyncio + from unittest.mock import AsyncMock, MagicMock + from litellm.proxy.management_endpoints.ui_sso import _setup_role_mappings + + # Ensure environment variables are not set + monkeypatch.delenv("GENERIC_ROLE_MAPPINGS_ROLES", raising=False) + monkeypatch.delenv("GENERIC_ROLE_MAPPINGS_GROUP_CLAIM", raising=False) + monkeypatch.delenv("GENERIC_ROLE_MAPPINGS_DEFAULT_ROLE", raising=False) + + # Mock the prisma client to return None (no database record) + mock_prisma = MagicMock() + mock_prisma.db.litellm_ssoconfig.find_unique = AsyncMock(return_value=None) + # Run the async function + role_mappings = asyncio.run(_setup_role_mappings()) + + # Should return None when no configuration is available + assert role_mappings is None + + def test_get_sso_settings_with_env_role_mappings(self, mock_proxy_config, mock_auth, monkeypatch): + import json + from unittest.mock import AsyncMock, MagicMock + from litellm.proxy._types import LitellmUserRoles + + monkeypatch.setenv("GENERIC_ROLE_MAPPINGS_ROLES", '{"proxy_admin": ["custom-admin-group"], "internal_user": ["custom-user-group"], "proxy_admin_viewer": ["custom-viewer-group"]}') + monkeypatch.setenv("GENERIC_ROLE_MAPPINGS_GROUP_CLAIM", "custom-groups") + monkeypatch.setenv("GENERIC_ROLE_MAPPINGS_DEFAULT_ROLE", "internal_user_viewer") + + mock_prisma = MagicMock() + mock_db_record = MagicMock() + mock_db_record.sso_settings = { + "google_client_id": "test_google_client_id", + "role_mappings": { + "provider": "google", + "group_claim": "db-groups", + "default_role": "proxy_admin", + "roles": { + "proxy_admin": ["db-admin-group"], + }, + }, + } + mock_prisma.db.litellm_ssoconfig.find_unique = AsyncMock(return_value=mock_db_record) + monkeypatch.setattr("litellm.proxy.proxy_server.prisma_client", mock_prisma) + + from litellm.proxy.proxy_server import proxy_config + monkeypatch.setattr( + proxy_config, "_decrypt_and_set_db_env_variables", lambda environment_variables: environment_variables + ) + + response = client.get("/get/sso_settings") + + assert response.status_code == 200 + data = response.json() + + values = data["values"] + assert "role_mappings" in values + assert values["role_mappings"] is not None + + # The database values shoeld override the environment variables + assert values["role_mappings"]["provider"] == "google" + assert values["role_mappings"]["group_claim"] == "db-groups" + assert values["role_mappings"]["default_role"] == LitellmUserRoles.PROXY_ADMIN + assert values["role_mappings"]["roles"][LitellmUserRoles.PROXY_ADMIN] == ["db-admin-group"] + + # Verify that the database was checked but environment variables took priority + mock_prisma.db.litellm_ssoconfig.find_unique.assert_called_once_with( + where={"id": "sso_config"} + ) + + # Verify other SSO settings are still correctly returned + assert values["google_client_id"] == "test_google_client_id" + + # Verify field_schema is still present + assert "field_schema" in data + assert "properties" in data["field_schema"] + assert "role_mappings" in data["field_schema"]["properties"] From 7ffc1a718ade0e52c681869420f260d8ab8a3e49 Mon Sep 17 00:00:00 2001 From: houdataali <84786211+houdataali@users.noreply.github.com> Date: Sat, 24 Jan 2026 04:56:04 +0100 Subject: [PATCH 016/188] a2a agent Header-Based Context Propagation (#19504) * a2a agent Header-Based Context Propagation * docs: add guide for A2A context header forwarding --- docs/my-website/docs/a2a.md | 114 ++++++++++++++++++ docs/my-website/img/a2a_agent_spend.png | Bin 0 -> 188367 bytes docs/my-website/img/a2a_trace_grouping.png | Bin 0 -> 396967 bytes litellm/a2a_protocol/main.py | 13 +- litellm/proxy/_types.py | 2 + litellm/proxy/litellm_pre_call_utils.py | 10 ++ .../spend_tracking/spend_tracking_utils.py | 2 +- 7 files changed, 138 insertions(+), 3 deletions(-) create mode 100644 docs/my-website/img/a2a_agent_spend.png create mode 100644 docs/my-website/img/a2a_trace_grouping.png diff --git a/docs/my-website/docs/a2a.md b/docs/my-website/docs/a2a.md index d7145e4b83..7b863f185d 100644 --- a/docs/my-website/docs/a2a.md +++ b/docs/my-website/docs/a2a.md @@ -193,6 +193,120 @@ The logs show: style={{width: '100%', display: 'block', margin: '2rem auto'}} /> + +## Forwarding LiteLLM Context Headers + +When LiteLLM invokes your A2A agent, it sends special headers that enable: +- **Trace Grouping**: All LLM calls from the same agent execution appear under one trace +- **Agent Spend Tracking**: Costs are attributed to the specific agent + +| Header | Purpose | +|--------|---------| +| `X-LiteLLM-Trace-Id` | Links all LLM calls to the same execution flow | +| `X-LiteLLM-Agent-Id` | Attributes spend to the correct agent | + + +To enable these features, your A2A server must **forward these headers** to any LLM calls it makes back to LiteLLM. + +### Implementation Steps + +**Step 1: Extract headers from incoming A2A request** +```python def get_litellm_headers(request) -> dict: + """Extract X-LiteLLM-* headers from incoming A2A request.""" + all_headers = request.call_context.state.get('headers', {}) + return { + k: v for k, v in all_headers.items() + if k.lower().startswith('x-litellm-') + } +``` + +**Step 2: Forward headers to your LLM calls** +Pass the extracted headers when making calls back to LiteLLM: + + + +```python from openai import OpenAI + +headers = get_litellm_headers(request) + +client = OpenAI( + api_key="sk-your-litellm-key", + base_url="http://localhost:4000", + default_headers=headers, # Forward headers +) + +response = client.chat.completions.create( + model="gpt-4o", + messages=[{"role": "user", "content": "Hello"}] +) +``` + + + + +```python +from langchain_openai import ChatOpenAI + +headers = get_litellm_headers(request) + +llm = ChatOpenAI( + model="gpt-4o", + openai_api_key="sk-your-litellm-key", + base_url="http://localhost:4000", + default_headers=headers, # Forward headers +) +``` + + + +```python +import litellm + +headers = get_litellm_headers(request) + +response = litellm.completion( + model="gpt-4o", + messages=[{"role": "user", "content": "Hello"}], + api_base="http://localhost:4000", + extra_headers=headers, # Forward headers +) +``` + + + +```python +import httpx + +headers = get_litellm_headers(request) +headers["Authorization"] = "Bearer sk-your-litellm-key" + +response = httpx.post( + "http://localhost:4000/v1/chat/completions", + headers=headers, + json={"model": "gpt-4o", "messages": [{"role": "user", "content": "Hello"}]} +) +``` + + + +### Result + +With header forwarding enabled, you'll see: + +**Trace Grouping in Langfuse:** + + + +**Agent Spend Attribution:** + + + ## API Reference ### Endpoint diff --git a/docs/my-website/img/a2a_agent_spend.png b/docs/my-website/img/a2a_agent_spend.png new file mode 100644 index 0000000000000000000000000000000000000000..15ec769392a8f68c346b245819cc07c584d1e106 GIT binary patch literal 188367 zcmd?RWmuH$+BQsg2}nt)fFRvniXb8&-67pWHw+;l($bA0AksDT(A^*m-CaWuIeg=K z*4mzXz2Cj*{r-M`%r*m@*L9t9ocq!HLHIi*IeZ){93&(peEHWhsz^wfKqMs8MJx=& zZ}2!qWf5=4E~;`bkV=QCcMw0wm}|>hC@La7M|{RYLJqS=Li@D@@uEV!5SQj4BcUSR zk$?Rz2jxG1#RTS{{^v95;;)6}C89b=NK#1hGScdv$omWE0qPp$m`C^S4;o!Po_-8) zO~ztY#bM4tdH%`&6HW@n$AC{?zcYXRn(*P<_YVQ%3k#X)c0ImZ^Y24v%yB_0z!reV zVw1;`AMDOT=lyVoOQupb*ckZ{I&zjes^IIKw;oV6=Aj3Zb+f z64BCEYweTE|Cg7eqM4YQmYdx?p>FiVN)8$}y)dd;0bcQ#n3(V^+faZ0!^t5;5y1L@ zSt{`C;m4?muB@t?a^t(~IwDuHE#({26>#ddXCDfmb&&7SZUGcsnCj2RD-)2~a?70~ zC4&1QG;FnX<)9b36`69REfXU5xW6X|^~Qa5JkMpvm!ClH&&Vo53U0ZTN8Ajjvsa{L 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z|4ybVnZCKwrG=hWd-Q7uE18OZX-zG$K}x4W3ii9?yN_ktfjW1N`o*1e_@`HG`zl7W zt{NmqilrMXWX$h?UZ^6^ZemSMRF^arvfsJL@(h3gHKA2$YR3PCtHDi>(f0O32rSC< zP6uRNTihx*{g_ZQQo(U89Djnf0)4Y!7rMX^Ix5GZI%~Qy$K7`O(6Ndz%#%%%ycd!N z_Wt^JiesG!!m(9Tu{D_=`ck#(1|EUy`L#^?Y_xoPZuI(}P}jTHPp<-C?PoLxOs5;< z;U5cQNA+JiKxpoT0$7Y0L#KstC3XMB1QS7aCfL;!!Be>9V%Yz?H=qgKGD( zG=A>oEj!&YUjr0@H||6cyl-JWi1PiYTG(@Zy~mPXg9g)TCMT@)$P%fi`aAXJg$y3d z_!JebPYxoU+$Mz0<+v187r%GD$iCNUM{*C(cEDJ&f*Ox;sf+JVN9wwMd3nCLJ*k8r zbakK3V%WFOaV|WQ(=6}S9GcF5Qs;oJ7M|#WfqQ!|s=FGQukofN&z0I7midii7h^$k z<;$58>FTX5i+Kz+i&X?PLTJS5?8gP-sst;(p}RN7J^QH1;X`h}9(6|~ z*{sTtoxnDN+Y<|K7qhn5%m`vv9wgF>XZg`%U=Ts})pE(htVgUNFAApVQrUT0@xayn zH6O3%Wnvw_;Vf*)uzwaZuy%bG^0;Q@XN3)Hb6db2V}7r-K-_fL0m>J37xC+xH;hWr zdc!r=ia+3;xyPzc7)`c@KmE4YJGYq9BL;*<(UMbF8z~bmyazN3kzVcg^nSv<>_C*v zFAfMl_jpwgQpCirjuw?JVrYPa(Egck!gfOOp@mw5p-?3X`El3t>t}(G2_~!h1RCyo zwBMS?w#d(Lg=?4&yGA*1TQ$b|yLuQ!8-Ooz7}z^#Ld7v7!vVbCp9SCLCD7*wyiXiX zQQKyJS#I$yE#0_JU;`Wu?Fn>f$`cL6ibL0bnm-F zIEMfQng-_xZW*=y^!gz3unCokC5gtiue{$mh{8rKHIRWFbmKmAr@Gf^lziejbyLh< zGBIl^IlQ1%t;zDcQ?qN`Q&rVCICQG#4|bHsr4tMdG{O)`;{l~J?$y{;Q`Uj9oo3Xx zCPJb7xuYW(VFNPN zgiff`3AIdA?>4#03oJ51yiJS2cDW6E! z*_8&EAPMyE->(lH>DorLc5CA%h3FMrYpT8B>kQ>o;_d$-RZTy}_}|#0FZONEHDMBW%)5W@m%pF Date: Sat, 24 Jan 2026 09:28:49 +0530 Subject: [PATCH 017/188] fix(ui): Change default key type from 'Default' to 'LLM API' for improved security (#19516) - Changed initial keyType state to 'llm_api' instead of 'default' - Updated reset functions (handleOk, handleCancel) to use 'llm_api' - Updated form initialValue and Select defaultValue to 'llm_api' Addresses #19492 --- .../src/components/organisms/create_key_button.tsx | 10 +++++----- 1 file changed, 5 insertions(+), 5 deletions(-) diff --git a/ui/litellm-dashboard/src/components/organisms/create_key_button.tsx b/ui/litellm-dashboard/src/components/organisms/create_key_button.tsx index 90ed9a62cc..7664393a9e 100644 --- a/ui/litellm-dashboard/src/components/organisms/create_key_button.tsx +++ b/ui/litellm-dashboard/src/components/organisms/create_key_button.tsx @@ -159,7 +159,7 @@ const CreateKey: React.FC = ({ team, teams, data, addKey }) => { const [userSearchLoading, setUserSearchLoading] = useState(false); const [mcpAccessGroups, setMcpAccessGroups] = useState([]); const [disabledCallbacks, setDisabledCallbacks] = useState([]); - const [keyType, setKeyType] = useState("default"); + const [keyType, setKeyType] = useState("llm_api"); const [modelAliases, setModelAliases] = useState<{ [key: string]: string }>({}); const [autoRotationEnabled, setAutoRotationEnabled] = useState(false); const [rotationInterval, setRotationInterval] = useState("30d"); @@ -168,7 +168,7 @@ const CreateKey: React.FC = ({ team, teams, data, addKey }) => { form.resetFields(); setLoggingSettings([]); setDisabledCallbacks([]); - setKeyType("default"); + setKeyType("llm_api"); setModelAliases({}); setAutoRotationEnabled(false); setRotationInterval("30d"); @@ -181,7 +181,7 @@ const CreateKey: React.FC = ({ team, teams, data, addKey }) => { form.resetFields(); setLoggingSettings([]); setDisabledCallbacks([]); - setKeyType("default"); + setKeyType("llm_api"); setModelAliases({}); setAutoRotationEnabled(false); setRotationInterval("30d"); @@ -676,11 +676,11 @@ const CreateKey: React.FC = ({ team, teams, data, addKey }) => { } name="key_type" - initialValue="default" + initialValue="llm_api" className="mt-4" > onChange(e.target.value)} + data-placeholder={placeholder} + > + {children} + + ); + Select.Option = Option; + return { + Select, + Tooltip: ({ children, title }: any) => ( +
      + {children} +
      + ), + Switch: ({ checked, onChange }: any) => ( + onChange(e.target.checked)} + /> + ), + Divider: () =>
      , + }; +}); + +vi.mock("@ant-design/icons", () => ({ + InfoCircleOutlined: () => ℹ, +})); + +vi.mock("@tremor/react", () => ({ + TextInput: ({ value, onValueChange, onChange, placeholder, name, className }: any) => { + const handleChange = (e: React.ChangeEvent) => { + if (onChange) { + onChange(e); + } + if (onValueChange) { + onValueChange(e.target.value); + } + }; + return ( + + ); + }, +})); + +describe("KeyLifecycleSettings", () => { + const mockForm = { + getFieldValue: vi.fn(), + setFieldValue: vi.fn(), + setFieldsValue: vi.fn(), + }; + + const defaultProps = { + form: mockForm, + autoRotationEnabled: false, + onAutoRotationChange: vi.fn(), + rotationInterval: "", + onRotationIntervalChange: vi.fn(), + isCreateMode: false, + }; + + beforeEach(() => { + vi.clearAllMocks(); + mockForm.getFieldValue.mockReturnValue(""); + }); + + it("should render without crashing", () => { + renderWithProviders(); + + expect(screen.getByText("Key Expiry Settings")).toBeInTheDocument(); + expect(screen.getByText("Auto-Rotation Settings")).toBeInTheDocument(); + }); + + describe("Key Expiry Settings", () => { + it("should render expiry input field", () => { + renderWithProviders(); + + expect(screen.getByText("Expire Key")).toBeInTheDocument(); + expect(screen.getByTestId("duration-input")).toBeInTheDocument(); + }); + + it("should show correct placeholder in create mode", () => { + renderWithProviders(); + + const input = screen.getByTestId("duration-input"); + expect(input).toHaveAttribute( + "placeholder", + "e.g., 30d or leave empty to never expire" + ); + }); + + it("should show correct placeholder in edit mode", () => { + renderWithProviders(); + + const input = screen.getByTestId("duration-input"); + expect(input).toHaveAttribute("placeholder", "e.g., 30d or -1 to never expire"); + }); + + it("should show correct tooltip in create mode", () => { + renderWithProviders(); + + const tooltips = screen.getAllByTestId("tooltip"); + const expiryTooltip = tooltips.find((tooltip) => + tooltip.getAttribute("title")?.includes("Leave empty to never expire") + ); + expect(expiryTooltip).toBeInTheDocument(); + expect(expiryTooltip).toHaveAttribute( + "title", + "Set when this key should expire. Format: 30s (seconds), 30m (minutes), 30h (hours), 30d (days). Leave empty to never expire." + ); + }); + + it("should show correct tooltip in edit mode", () => { + renderWithProviders(); + + const tooltips = screen.getAllByTestId("tooltip"); + const expiryTooltip = tooltips.find((tooltip) => + tooltip.getAttribute("title")?.includes("Use -1 to never expire") + ); + expect(expiryTooltip).toBeInTheDocument(); + expect(expiryTooltip).toHaveAttribute( + "title", + "Set when this key should expire. Format: 30s (seconds), 30m (minutes), 30h (hours), 30d (days). Use -1 to never expire." + ); + }); + + it("should initialize with form value if present", () => { + mockForm.getFieldValue.mockReturnValue("30d"); + renderWithProviders(); + + const input = screen.getByTestId("duration-input") as HTMLInputElement; + expect(input.value).toBe("30d"); + }); + + it("should update form using setFieldValue when duration changes", async () => { + const user = userEvent.setup(); + renderWithProviders(); + + const input = screen.getByTestId("duration-input"); + await user.type(input, "60d"); + + expect(mockForm.setFieldValue).toHaveBeenCalledWith("duration", "60d"); + }); + + it("should update form using setFieldsValue when setFieldValue is not available", async () => { + const user = userEvent.setup(); + const formWithoutSetFieldValue = { + getFieldValue: vi.fn().mockReturnValue(""), + setFieldsValue: vi.fn(), + }; + renderWithProviders( + + ); + + const input = screen.getByTestId("duration-input"); + await user.type(input, "90d"); + + expect(formWithoutSetFieldValue.setFieldsValue).toHaveBeenCalledWith({ duration: "90d" }); + }); + }); + + describe("Auto-Rotation Settings", () => { + it("should render auto-rotation switch", () => { + renderWithProviders(); + + expect(screen.getByText("Enable Auto-Rotation")).toBeInTheDocument(); + expect(screen.getByTestId("switch")).toBeInTheDocument(); + }); + + it("should show switch as unchecked when autoRotationEnabled is false", () => { + renderWithProviders(); + + const switchElement = screen.getByTestId("switch") as HTMLInputElement; + expect(switchElement.checked).toBe(false); + }); + + it("should show switch as checked when autoRotationEnabled is true", () => { + renderWithProviders(); + + const switchElement = screen.getByTestId("switch") as HTMLInputElement; + expect(switchElement.checked).toBe(true); + }); + + it("should call onAutoRotationChange when switch is toggled", async () => { + const user = userEvent.setup(); + const onAutoRotationChange = vi.fn(); + renderWithProviders( + + ); + + const switchElement = screen.getByTestId("switch"); + await user.click(switchElement); + + expect(onAutoRotationChange).toHaveBeenCalledWith(true); + }); + + it("should not show rotation interval section when auto-rotation is disabled", () => { + renderWithProviders(); + + expect(screen.queryByText("Rotation Interval")).not.toBeInTheDocument(); + expect(screen.queryByTestId("select")).not.toBeInTheDocument(); + }); + + it("should show rotation interval section when auto-rotation is enabled", () => { + renderWithProviders( + + ); + + expect(screen.getByText("Rotation Interval")).toBeInTheDocument(); + expect(screen.getByTestId("select")).toBeInTheDocument(); + }); + + it("should show all predefined interval options", () => { + renderWithProviders( + + ); + + expect(screen.getByText("7 days")).toBeInTheDocument(); + expect(screen.getByText("30 days")).toBeInTheDocument(); + expect(screen.getByText("90 days")).toBeInTheDocument(); + expect(screen.getByText("180 days")).toBeInTheDocument(); + expect(screen.getByText("365 days")).toBeInTheDocument(); + expect(screen.getByText("Custom interval")).toBeInTheDocument(); + }); + + it("should display current rotation interval in select", () => { + renderWithProviders( + + ); + + const select = screen.getByTestId("select") as HTMLSelectElement; + expect(select.value).toBe("90d"); + }); + + it("should call onRotationIntervalChange when predefined interval is selected", async () => { + const user = userEvent.setup(); + const onRotationIntervalChange = vi.fn(); + renderWithProviders( + + ); + + const select = screen.getByTestId("select"); + await user.selectOptions(select, "30d"); + + expect(onRotationIntervalChange).toHaveBeenCalledWith("30d"); + }); + + it("should show custom input when custom option is selected", async () => { + const user = userEvent.setup(); + renderWithProviders( + + ); + + const select = screen.getByTestId("select"); + await user.selectOptions(select, "custom"); + + expect(screen.getByTestId("custom-interval-input")).toBeInTheDocument(); + expect(screen.getByText("Supported formats: seconds (s), minutes (m), hours (h), days (d)")).toBeInTheDocument(); + }); + + it("should hide custom input when predefined interval is selected after custom", async () => { + const user = userEvent.setup(); + const onRotationIntervalChange = vi.fn(); + renderWithProviders( + + ); + + const select = screen.getByTestId("select"); + await user.selectOptions(select, "7d"); + + expect(screen.queryByTestId("custom-interval-input")).not.toBeInTheDocument(); + expect(onRotationIntervalChange).toHaveBeenCalledWith("7d"); + }); + + it("should call onRotationIntervalChange when custom interval is entered", async () => { + const user = userEvent.setup(); + const onRotationIntervalChange = vi.fn(); + renderWithProviders( + + ); + + const select = screen.getByTestId("select"); + await user.selectOptions(select, "custom"); + + const customInput = screen.getByTestId("custom-interval-input"); + await user.type(customInput, "14d"); + + expect(onRotationIntervalChange).toHaveBeenCalledWith("14d"); + }); + + it("should show info message when auto-rotation is enabled", () => { + renderWithProviders(); + + expect( + screen.getByText( + "When rotation occurs, you'll receive a notification with the new key. The old key will be deactivated after a brief grace period." + ) + ).toBeInTheDocument(); + }); + + it("should not show info message when auto-rotation is disabled", () => { + renderWithProviders(); + + expect( + screen.queryByText( + "When rotation occurs, you'll receive a notification with the new key. The old key will be deactivated after a brief grace period." + ) + ).not.toBeInTheDocument(); + }); + + it("should initialize with custom interval input visible when custom interval is provided", () => { + renderWithProviders( + + ); + + expect(screen.getByTestId("custom-interval-input")).toBeInTheDocument(); + const customInput = screen.getByTestId("custom-interval-input") as HTMLInputElement; + expect(customInput.value).toBe("14d"); + }); + + it("should show custom option selected when custom interval is provided", () => { + renderWithProviders( + + ); + + const select = screen.getByTestId("select") as HTMLSelectElement; + expect(select.value).toBe("custom"); + }); + + it("should not call onRotationIntervalChange when selecting custom option", async () => { + const user = userEvent.setup(); + const onRotationIntervalChange = vi.fn(); + renderWithProviders( + + ); + + const select = screen.getByTestId("select"); + await user.selectOptions(select, "custom"); + + expect(onRotationIntervalChange).not.toHaveBeenCalled(); + }); + }); +}); diff --git a/ui/litellm-dashboard/src/components/common_components/KeyLifecycleSettings.tsx b/ui/litellm-dashboard/src/components/common_components/KeyLifecycleSettings.tsx index 81d22b5634..0f29a47d1d 100644 --- a/ui/litellm-dashboard/src/components/common_components/KeyLifecycleSettings.tsx +++ b/ui/litellm-dashboard/src/components/common_components/KeyLifecycleSettings.tsx @@ -11,6 +11,7 @@ interface KeyLifecycleSettingsProps { onAutoRotationChange: (enabled: boolean) => void; rotationInterval: string; onRotationIntervalChange: (interval: string) => void; + isCreateMode?: boolean; // If true, shows "leave empty to never expire" instead of "-1 to never expire" } const KeyLifecycleSettings: React.FC = ({ @@ -19,6 +20,7 @@ const KeyLifecycleSettings: React.FC = ({ onAutoRotationChange, rotationInterval, onRotationIntervalChange, + isCreateMode = false, }) => { // Predefined intervals const predefinedIntervals = ["7d", "30d", "90d", "180d", "365d"]; @@ -64,13 +66,19 @@ const KeyLifecycleSettings: React.FC = ({
      = ({ team, teams, data, addKey }) => { formValues.rotation_interval = rotationInterval; } - // Handle duration field for key expiry - if (formValues.duration) { - formValues.duration = formValues.duration; + // Handle duration field for key expiry - convert empty string to null + if (!formValues.duration || formValues.duration.trim() === "") { + formValues.duration = null; } // Update the formValues with the final metadata @@ -1270,6 +1270,7 @@ const CreateKey: React.FC = ({ team, teams, data, addKey }) => { onAutoRotationChange={setAutoRotationEnabled} rotationInterval={rotationInterval} onRotationIntervalChange={setRotationInterval} + isCreateMode={true} />
      From 7605062e947119f4e16050b66d3ef995ec962fa6 Mon Sep 17 00:00:00 2001 From: colinlin-stripe Date: Mon, 26 Jan 2026 16:19:56 -0500 Subject: [PATCH 038/188] Messages api bedrock converse caching and pdf support (#19785) * cache control for user messages and system messages * add cache createion tokens in reponse * cache controls in tool calls and assistant turns * refactor with _should_preserve_cache_control * add cache control unit tests * use simpler cache creation token count logic * use helper function * remove unused function * fix unit tests --- .../adapters/transformation.py | 163 +++++++--- ...al_pass_through_adapters_transformation.py | 306 ++++++++++++++++++ 2 files changed, 425 insertions(+), 44 deletions(-) diff --git a/litellm/llms/anthropic/experimental_pass_through/adapters/transformation.py b/litellm/llms/anthropic/experimental_pass_through/adapters/transformation.py index 1706f045f1..58120bab1f 100644 --- a/litellm/llms/anthropic/experimental_pass_through/adapters/transformation.py +++ b/litellm/llms/anthropic/experimental_pass_through/adapters/transformation.py @@ -168,6 +168,24 @@ class LiteLLMAnthropicMessagesAdapter: return provider_specific_fields.get("signature") return None + def _add_cache_control_if_applicable( + self, + source: Dict[str, Any], + target: Dict[str, Any], + model: Optional[str], + ) -> None: + """ + Extract cache_control from source and add to target if it should be preserved. + + Args: + source: Dict containing potential cache_control field + target: Dict to add cache_control to + model: Model name to check if cache_control should be preserved + """ + cache_control = source.get("cache_control") + if cache_control and model and self.is_anthropic_claude_model(model): + target["cache_control"] = cache_control + def translatable_anthropic_params(self) -> List: """ Which anthropic params, we need to translate to the openai format. @@ -202,15 +220,11 @@ class LiteLLMAnthropicMessagesAdapter: elif message_content and isinstance(message_content, list): for content in message_content: if content.get("type") == "text": - text_obj = ChatCompletionTextObject( + text_obj: Dict[str, Any] = ChatCompletionTextObject( type="text", text=content.get("text", "") ) - # Preserve cache_control if present (for prompt caching) - # Only for Anthropic models that support prompt caching - cache_control = content.get("cache_control") - if cache_control and model and self.is_anthropic_claude_model(model): - text_obj["cache_control"] = cache_control # type: ignore - new_user_content_list.append(text_obj) + self._add_cache_control_if_applicable(content, text_obj, model) + new_user_content_list.append(text_obj) # type: ignore elif content.get("type") == "image": # Convert Anthropic image format to OpenAI format source = content.get("source", {}) @@ -222,25 +236,44 @@ class LiteLLMAnthropicMessagesAdapter: image_url_obj = ChatCompletionImageUrlObject( url=openai_image_url ) - image_obj = ChatCompletionImageObject( + image_obj: Dict[str, Any] = ChatCompletionImageObject( type="image_url", image_url=image_url_obj ) - new_user_content_list.append(image_obj) + self._add_cache_control_if_applicable(content, image_obj, model) + new_user_content_list.append(image_obj) # type: ignore + elif content.get("type") == "document": + # Convert Anthropic document format (PDF, etc.) to OpenAI format + source = content.get("source", {}) + openai_image_url = ( + self._translate_anthropic_image_to_openai(source) + ) + + if openai_image_url: + image_url_obj = ChatCompletionImageUrlObject( + url=openai_image_url + ) + doc_obj: Dict[str, Any] = ChatCompletionImageObject( + type="image_url", image_url=image_url_obj + ) + self._add_cache_control_if_applicable(content, doc_obj, model) + new_user_content_list.append(doc_obj) # type: ignore elif content.get("type") == "tool_result": if "content" not in content: - tool_result = ChatCompletionToolMessage( + tool_result: Dict[str, Any] = ChatCompletionToolMessage( role="tool", tool_call_id=content.get("tool_use_id", ""), content="", ) - tool_message_list.append(tool_result) + self._add_cache_control_if_applicable(content, tool_result, model) + tool_message_list.append(tool_result) # type: ignore[arg-type] elif isinstance(content.get("content"), str): tool_result = ChatCompletionToolMessage( role="tool", tool_call_id=content.get("tool_use_id", ""), content=str(content.get("content", "")), ) - tool_message_list.append(tool_result) + self._add_cache_control_if_applicable(content, tool_result, model) + tool_message_list.append(tool_result) # type: ignore[arg-type] elif isinstance(content.get("content"), list): # Combine all content items into a single tool message # to avoid creating multiple tool_result blocks with the same ID @@ -256,7 +289,8 @@ class LiteLLMAnthropicMessagesAdapter: tool_call_id=content.get("tool_use_id", ""), content=c, ) - tool_message_list.append(tool_result) + self._add_cache_control_if_applicable(content, tool_result, model) + tool_message_list.append(tool_result) # type: ignore[arg-type] elif isinstance(c, dict): if c.get("type") == "text": tool_result = ChatCompletionToolMessage( @@ -266,7 +300,8 @@ class LiteLLMAnthropicMessagesAdapter: ), content=c.get("text", ""), ) - tool_message_list.append(tool_result) + self._add_cache_control_if_applicable(content, tool_result, model) + tool_message_list.append(tool_result) # type: ignore[arg-type] elif c.get("type") == "image": source = c.get("source", {}) openai_image_url = ( @@ -282,7 +317,8 @@ class LiteLLMAnthropicMessagesAdapter: ), content=openai_image_url, ) - tool_message_list.append(tool_result) + self._add_cache_control_if_applicable(content, tool_result, model) + tool_message_list.append(tool_result) # type: ignore[arg-type] else: # For multiple content items, combine into a single tool message # with list content to preserve all items while having one tool_use_id @@ -331,7 +367,8 @@ class LiteLLMAnthropicMessagesAdapter: tool_call_id=content.get("tool_use_id", ""), content=combined_content_parts, # type: ignore ) - tool_message_list.append(tool_result) + self._add_cache_control_if_applicable(content, tool_result, model) + tool_message_list.append(tool_result) # type: ignore[arg-type] if len(tool_message_list) > 0: new_messages.extend(tool_message_list) @@ -344,7 +381,9 @@ class LiteLLMAnthropicMessagesAdapter: ## ASSISTANT MESSAGE ## assistant_message_str: Optional[str] = None - tool_calls: List[ChatCompletionAssistantToolCall] = [] + assistant_content_list: List[Dict[str, Any]] = [] # For content blocks with cache_control + has_cache_control_in_text = False + tool_calls: List[Dict[str, Any]] = [] thinking_blocks: List[ Union[ChatCompletionThinkingBlock, ChatCompletionRedactedThinkingBlock] ] = [] @@ -357,10 +396,14 @@ class LiteLLMAnthropicMessagesAdapter: assistant_message_str = str(content) elif isinstance(content, dict): if content.get("type") == "text": - if assistant_message_str is None: - assistant_message_str = content.get("text", "") - else: - assistant_message_str += content.get("text", "") + text_block: Dict[str, Any] = { + "type": "text", + "text": content.get("text", ""), + } + self._add_cache_control_if_applicable(content, text_block, model) + if "cache_control" in text_block: + has_cache_control_in_text = True + assistant_content_list.append(text_block) elif content.get("type") == "tool_use": function_chunk: ChatCompletionToolCallFunctionChunk = { "name": content.get("name", ""), @@ -384,13 +427,13 @@ class LiteLLMAnthropicMessagesAdapter: provider_specific_fields ) - tool_calls.append( - ChatCompletionAssistantToolCall( - id=content.get("id", ""), - type="function", - function=function_chunk, - ) + tool_call: Dict[str, Any] = ChatCompletionAssistantToolCall( + id=content.get("id", ""), + type="function", + function=function_chunk, ) + self._add_cache_control_if_applicable(content, tool_call, model) + tool_calls.append(tool_call) elif content.get("type") == "thinking": thinking_block = ChatCompletionThinkingBlock( type="thinking", @@ -411,18 +454,30 @@ class LiteLLMAnthropicMessagesAdapter: if ( assistant_message_str is not None + or len(assistant_content_list) > 0 or len(tool_calls) > 0 or len(thinking_blocks) > 0 ): + # Use list format if any text block has cache_control, otherwise use string + if has_cache_control_in_text and len(assistant_content_list) > 0: + assistant_content: Any = assistant_content_list + elif len(assistant_content_list) > 0 and not has_cache_control_in_text: + # Concatenate text blocks into string when no cache_control + assistant_content = "".join( + block.get("text", "") for block in assistant_content_list + ) + else: + assistant_content = assistant_message_str + assistant_message = ChatCompletionAssistantMessage( role="assistant", - content=assistant_message_str, + content=assistant_content, thinking_blocks=( thinking_blocks if len(thinking_blocks) > 0 else None ), ) if len(tool_calls) > 0: - assistant_message["tool_calls"] = tool_calls + assistant_message["tool_calls"] = tool_calls # type: ignore if len(thinking_blocks) > 0: assistant_message["thinking_blocks"] = thinking_blocks # type: ignore new_messages.append(assistant_message) @@ -532,10 +587,10 @@ class LiteLLMAnthropicMessagesAdapter: ) def translate_anthropic_tools_to_openai( - self, tools: List[AllAnthropicToolsValues] + self, tools: List[AllAnthropicToolsValues], model: Optional[str] = None ) -> List[ChatCompletionToolParam]: new_tools: List[ChatCompletionToolParam] = [] - mapped_tool_params = ["name", "input_schema", "description"] + mapped_tool_params = ["name", "input_schema", "description", "cache_control"] for tool in tools: function_chunk = ChatCompletionToolParamFunctionChunk( name=tool["name"], @@ -548,11 +603,11 @@ class LiteLLMAnthropicMessagesAdapter: for k, v in tool.items(): if k not in mapped_tool_params: # pass additional computer kwargs function_chunk.setdefault("parameters", {}).update({k: v}) - new_tools.append( - ChatCompletionToolParam(type="function", function=function_chunk) - ) + tool_param: Dict[str, Any] = ChatCompletionToolParam(type="function", function=function_chunk) + self._add_cache_control_if_applicable(tool, tool_param, model) + new_tools.append(tool_param) # type: ignore[arg-type] - return new_tools + return new_tools # type: ignore[return-value] def translate_anthropic_output_format_to_openai( self, output_format: Any @@ -621,10 +676,29 @@ class LiteLLMAnthropicMessagesAdapter: if "system" in anthropic_message_request: system_content = anthropic_message_request["system"] if system_content: - new_messages.insert( - 0, - ChatCompletionSystemMessage(role="system", content=system_content), - ) + # Handle system as string or array of content blocks + if isinstance(system_content, str): + new_messages.insert( + 0, + ChatCompletionSystemMessage(role="system", content=system_content), + ) + elif isinstance(system_content, list): + # Convert Anthropic system content blocks to OpenAI format + openai_system_content: List[Dict[str, Any]] = [] + model_name = anthropic_message_request.get("model", "") + for block in system_content: + if isinstance(block, dict) and block.get("type") == "text": + text_block: Dict[str, Any] = { + "type": "text", + "text": block.get("text", ""), + } + self._add_cache_control_if_applicable(block, text_block, model_name) + openai_system_content.append(text_block) + if openai_system_content: + new_messages.insert( + 0, + ChatCompletionSystemMessage(role="system", content=openai_system_content), # type: ignore + ) new_kwargs: ChatCompletionRequest = { "model": anthropic_message_request["model"], @@ -655,7 +729,8 @@ class LiteLLMAnthropicMessagesAdapter: tools = anthropic_message_request["tools"] if tools: new_kwargs["tools"] = self.translate_anthropic_tools_to_openai( - tools=cast(List[AllAnthropicToolsValues], tools) + tools=cast(List[AllAnthropicToolsValues], tools), + model=new_kwargs.get("model"), ) ## CONVERT THINKING @@ -827,7 +902,7 @@ class LiteLLMAnthropicMessagesAdapter: ) # extract usage usage: Usage = getattr(response, "usage") - anthropic_usage = AnthropicUsage( + anthropic_usage: Dict[str, Any] = AnthropicUsage( input_tokens=usage.prompt_tokens or 0, output_tokens=usage.completion_tokens or 0, ) @@ -843,7 +918,7 @@ class LiteLLMAnthropicMessagesAdapter: role="assistant", model=response.model or "unknown-model", stop_sequence=None, - usage=anthropic_usage, + usage=anthropic_usage, # type: ignore content=anthropic_content, # type: ignore stop_reason=anthropic_finish_reason, ) @@ -980,7 +1055,7 @@ class LiteLLMAnthropicMessagesAdapter: else: litellm_usage_chunk = None if litellm_usage_chunk is not None: - usage_delta = UsageDelta( + usage_delta: Dict[str, Any] = UsageDelta( input_tokens=litellm_usage_chunk.prompt_tokens or 0, output_tokens=litellm_usage_chunk.completion_tokens or 0, ) @@ -992,7 +1067,7 @@ class LiteLLMAnthropicMessagesAdapter: else: usage_delta = UsageDelta(input_tokens=0, output_tokens=0) return MessageBlockDelta( - type="message_delta", delta=delta, usage=usage_delta + type="message_delta", delta=delta, usage=usage_delta # type: ignore ) ( type_of_content, diff --git a/tests/test_litellm/llms/anthropic/experimental_pass_through/adapters/test_anthropic_experimental_pass_through_adapters_transformation.py b/tests/test_litellm/llms/anthropic/experimental_pass_through/adapters/test_anthropic_experimental_pass_through_adapters_transformation.py index 6aadbc058d..c26d057fbf 100644 --- a/tests/test_litellm/llms/anthropic/experimental_pass_through/adapters/test_anthropic_experimental_pass_through_adapters_transformation.py +++ b/tests/test_litellm/llms/anthropic/experimental_pass_through/adapters/test_anthropic_experimental_pass_through_adapters_transformation.py @@ -1108,3 +1108,309 @@ def test_streaming_chunk_with_both_text_and_tool_calls_issue_18238(): assert block_type == "tool_use" assert content_block_start["name"] == "Bash" assert content_block_start["id"] == "toolu_bdrk_013xRVejhv3ybmLEGCoZib2b" + + +# ============================================================================ +# Cache Control Transformation Tests +# ============================================================================ + +# Model constant for cache control tests +CACHE_CONTROL_BEDROCK_CONVERSE_MODEL = "bedrock/converse/global.anthropic.claude-opus-4-5-20251101-v1:0" +CACHE_CONTROL_NON_ANTHROPIC_MODEL = "gpt-4" + + +def test_should_add_cache_control_for_anthropic_model(): + """Should add cache_control to target for Anthropic Claude models.""" + adapter = LiteLLMAnthropicMessagesAdapter() + cache_control = {"type": "ephemeral"} + + for model in [ + CACHE_CONTROL_BEDROCK_CONVERSE_MODEL, + "anthropic/claude-sonnet-4-5", + "claude-opus-4-5-20251101", + "vertex_ai/claude-3-sonnet@20240229", + ]: + target = {} + adapter._add_cache_control_if_applicable({"cache_control": cache_control}, target, model) + assert "cache_control" in target + assert target["cache_control"] == cache_control + + +def test_should_not_add_cache_control_for_non_anthropic_model(): + """Should not add cache_control for non-Anthropic models.""" + adapter = LiteLLMAnthropicMessagesAdapter() + cache_control = {"type": "ephemeral"} + + for model in [CACHE_CONTROL_NON_ANTHROPIC_MODEL, "openai/gpt-4-turbo", "gemini-pro"]: + target = {} + adapter._add_cache_control_if_applicable({"cache_control": cache_control}, target, model) + assert "cache_control" not in target + + +def test_should_not_add_cache_control_when_none(): + """Should not add cache_control when source has None or empty cache_control.""" + adapter = LiteLLMAnthropicMessagesAdapter() + + for source in [{"cache_control": None}, {"cache_control": {}}, {"cache_control": ""}, {}]: + target = {} + adapter._add_cache_control_if_applicable(source, target, CACHE_CONTROL_BEDROCK_CONVERSE_MODEL) + assert "cache_control" not in target + + +def test_should_not_add_cache_control_when_model_none(): + """Should not add cache_control when model is None or empty.""" + adapter = LiteLLMAnthropicMessagesAdapter() + cache_control = {"type": "ephemeral"} + + for model in [None, ""]: + target = {} + adapter._add_cache_control_if_applicable({"cache_control": cache_control}, target, model) + assert "cache_control" not in target + + +def test_cache_control_preserved_in_text_content_for_claude(): + """Cache control should be preserved in text content for Claude models.""" + anthropic_messages = [ + AnthropicMessagesUserMessageParam( + role="user", + content=[ + { + "type": "text", + "text": "This is cached content", + "cache_control": {"type": "ephemeral"}, + } + ], + ) + ] + + adapter = LiteLLMAnthropicMessagesAdapter() + result = adapter.translate_anthropic_messages_to_openai( + messages=anthropic_messages, model=CACHE_CONTROL_BEDROCK_CONVERSE_MODEL + ) + + assert len(result) == 1 + assert result[0]["content"][0]["cache_control"] == {"type": "ephemeral"} + + +def test_cache_control_not_preserved_for_non_claude_model(): + """Cache control should NOT be preserved for non-Claude models.""" + anthropic_messages = [ + AnthropicMessagesUserMessageParam( + role="user", + content=[ + { + "type": "text", + "text": "This is cached content", + "cache_control": {"type": "ephemeral"}, + } + ], + ) + ] + + adapter = LiteLLMAnthropicMessagesAdapter() + result = adapter.translate_anthropic_messages_to_openai( + messages=anthropic_messages, model=CACHE_CONTROL_NON_ANTHROPIC_MODEL + ) + + assert len(result) == 1 + assert "cache_control" not in result[0]["content"][0] + + +def test_cache_control_preserved_in_image_content_for_claude(): + """Cache control should be preserved in image content for Claude models.""" + anthropic_messages = [ + AnthropicMessagesUserMessageParam( + role="user", + content=[ + { + "type": "image", + "source": { + "type": "base64", + "media_type": "image/png", + "data": "iVBORw0KGgoAAAANSUhEUgAAAAEAAAABCAYAAAAfFcSJAAAADUlEQVR42mNk+M9QDwADhgGAWjR9awAAAABJRU5ErkJggg==", + }, + "cache_control": {"type": "ephemeral"}, + } + ], + ) + ] + + adapter = LiteLLMAnthropicMessagesAdapter() + result = adapter.translate_anthropic_messages_to_openai( + messages=anthropic_messages, model=CACHE_CONTROL_BEDROCK_CONVERSE_MODEL + ) + + assert len(result) == 1 + assert result[0]["content"][0]["cache_control"] == {"type": "ephemeral"} + + +def test_cache_control_preserved_in_document_content_for_claude(): + """Cache control should be preserved in document content for Claude models.""" + anthropic_messages = [ + AnthropicMessagesUserMessageParam( + role="user", + content=[ + { + "type": "document", + "source": { + "type": "base64", + "media_type": "application/pdf", + "data": "JVBERi0xLjQKJeLjz9MK", + }, + "cache_control": {"type": "ephemeral"}, + } + ], + ) + ] + + adapter = LiteLLMAnthropicMessagesAdapter() + result = adapter.translate_anthropic_messages_to_openai( + messages=anthropic_messages, model=CACHE_CONTROL_BEDROCK_CONVERSE_MODEL + ) + + assert len(result) == 1 + assert result[0]["content"][0]["cache_control"] == {"type": "ephemeral"} + + +def test_cache_control_preserved_in_tool_result_for_claude(): + """Cache control should be preserved in tool_result for Claude models.""" + anthropic_messages = [ + AnthropicMessagesUserMessageParam( + role="user", + content=[ + { + "type": "tool_result", + "tool_use_id": "toolu_01234", + "content": "Tool result content", + "cache_control": {"type": "ephemeral"}, + } + ], + ) + ] + + adapter = LiteLLMAnthropicMessagesAdapter() + result = adapter.translate_anthropic_messages_to_openai( + messages=anthropic_messages, model=CACHE_CONTROL_BEDROCK_CONVERSE_MODEL + ) + + tool_message = next(msg for msg in result if msg.get("role") == "tool") + assert tool_message["cache_control"] == {"type": "ephemeral"} + + +def test_cache_control_not_preserved_in_tool_result_for_non_claude(): + """Cache control should NOT be preserved in tool_result for non-Claude models.""" + anthropic_messages = [ + AnthropicMessagesUserMessageParam( + role="user", + content=[ + { + "type": "tool_result", + "tool_use_id": "toolu_01234", + "content": "Tool result content", + "cache_control": {"type": "ephemeral"}, + } + ], + ) + ] + + adapter = LiteLLMAnthropicMessagesAdapter() + result = adapter.translate_anthropic_messages_to_openai( + messages=anthropic_messages, model=CACHE_CONTROL_NON_ANTHROPIC_MODEL + ) + + tool_message = next(msg for msg in result if msg.get("role") == "tool") + assert "cache_control" not in tool_message + + +def test_cache_control_preserved_in_assistant_text_for_claude(): + """Cache control should be preserved in assistant text blocks for Claude models.""" + anthropic_messages = [ + AnthopicMessagesAssistantMessageParam( + role="assistant", + content=[ + { + "type": "text", + "text": "Assistant response", + "cache_control": {"type": "ephemeral"}, + } + ], + ) + ] + + adapter = LiteLLMAnthropicMessagesAdapter() + result = adapter.translate_anthropic_messages_to_openai( + messages=anthropic_messages, model=CACHE_CONTROL_BEDROCK_CONVERSE_MODEL + ) + + assert len(result) == 1 + assert result[0]["role"] == "assistant" + # When cache_control is present, content should be a list + assert isinstance(result[0]["content"], list) + assert result[0]["content"][0]["cache_control"] == {"type": "ephemeral"} + + +def test_cache_control_preserved_in_tool_use_for_claude(): + """Cache control should be preserved in tool_use blocks for Claude models.""" + anthropic_messages = [ + AnthopicMessagesAssistantMessageParam( + role="assistant", + content=[ + { + "type": "tool_use", + "id": "toolu_01234", + "name": "get_weather", + "input": {"location": "Boston"}, + "cache_control": {"type": "ephemeral"}, + } + ], + ) + ] + + adapter = LiteLLMAnthropicMessagesAdapter() + result = adapter.translate_anthropic_messages_to_openai( + messages=anthropic_messages, model=CACHE_CONTROL_BEDROCK_CONVERSE_MODEL + ) + + assert len(result) == 1 + assert "tool_calls" in result[0] + assert result[0]["tool_calls"][0]["cache_control"] == {"type": "ephemeral"} + + +def test_cache_control_preserved_in_tools_for_claude(): + """Cache control should be preserved in tools for Claude models.""" + tools = [ + { + "name": "get_weather", + "description": "Get weather for a location", + "input_schema": {"type": "object", "properties": {"location": {"type": "string"}}}, + "cache_control": {"type": "ephemeral"}, + } + ] + + adapter = LiteLLMAnthropicMessagesAdapter() + result = adapter.translate_anthropic_tools_to_openai( + tools=tools, model=CACHE_CONTROL_BEDROCK_CONVERSE_MODEL + ) + + assert len(result) == 1 + assert result[0]["cache_control"] == {"type": "ephemeral"} + + +def test_cache_control_not_preserved_in_tools_for_non_claude(): + """Cache control should NOT be preserved in tools for non-Claude models.""" + tools = [ + { + "name": "get_weather", + "description": "Get weather for a location", + "input_schema": {"type": "object", "properties": {"location": {"type": "string"}}}, + "cache_control": {"type": "ephemeral"}, + } + ] + + adapter = LiteLLMAnthropicMessagesAdapter() + result = adapter.translate_anthropic_tools_to_openai( + tools=tools, model=CACHE_CONTROL_NON_ANTHROPIC_MODEL + ) + + assert len(result) == 1 + assert "cache_control" not in result[0] From f879b8b1cbf9e81be5896135ea7cad391d02f6c2 Mon Sep 17 00:00:00 2001 From: yuneng-jiang Date: Mon, 26 Jan 2026 14:35:35 -0800 Subject: [PATCH 039/188] fixing team member add --- .../management_endpoints/team_endpoints.py | 123 ++++++++++++++++++ .../test_team_endpoints.py | 120 +++++++++++++++++ 2 files changed, 243 insertions(+) diff --git a/litellm/proxy/management_endpoints/team_endpoints.py b/litellm/proxy/management_endpoints/team_endpoints.py index d0afb62e8b..2c31b59b79 100644 --- a/litellm/proxy/management_endpoints/team_endpoints.py +++ b/litellm/proxy/management_endpoints/team_endpoints.py @@ -1771,6 +1771,116 @@ async def _add_team_members_to_team( return updated_team, updated_users, updated_team_memberships +async def _validate_and_populate_member_user_info( + member: Member, + prisma_client: PrismaClient, +) -> Member: + """ + Validate and populate user_email/user_id for a member. + + Logic: + 1. If both user_email and user_id are provided, verify they belong to the same user (use user_email as source of truth) + 2. If only user_email is provided, populate user_id from DB + 3. If only user_id is provided, populate user_email from DB + 4. If only user_id is provided and doesn't exist, throw error + 5. If user_email and user_id mismatch, throw error + + Returns a Member with both user_email and user_id populated. + """ + if member.user_email is None and member.user_id is None: + raise HTTPException( + status_code=400, + detail={"error": "Either user_id or user_email must be provided"}, + ) + + # Case 1: Both user_email and user_id provided - verify they match + if member.user_email is not None and member.user_id is not None: + # Use user_email as source of truth + # Check for multiple users with same email first + users_by_email = await prisma_client.get_data( + key_val={"user_email": member.user_email}, + table_name="user", + query_type="find_all", + ) + + if users_by_email is None or ( + isinstance(users_by_email, list) and len(users_by_email) == 0 + ): + # User doesn't exist yet - this is fine, will be created later + return member + + if isinstance(users_by_email, list) and len(users_by_email) > 1: + raise HTTPException( + status_code=400, + detail={ + "error": f"Multiple users found with email '{member.user_email}'. Please use 'user_id' instead." + }, + ) + + # Get the single user + user_by_email = users_by_email[0] + + # Verify the user_id matches + if user_by_email.user_id != member.user_id: + raise HTTPException( + status_code=400, + detail={ + "error": f"user_email '{member.user_email}' and user_id '{member.user_id}' do not belong to the same user." + }, + ) + + # Both match, return as is + return member + + # Case 2: Only user_email provided - populate user_id from DB + if member.user_email is not None and member.user_id is None: + user_by_email = await prisma_client.db.litellm_usertable.find_first( + where={"user_email": {"equals": member.user_email, "mode": "insensitive"}} + ) + + if user_by_email is None: + # User doesn't exist yet - this is fine, will be created later + return member + + # Check for multiple users with same email + users_by_email = await prisma_client.get_data( + key_val={"user_email": member.user_email}, + table_name="user", + query_type="find_all", + ) + + if users_by_email and isinstance(users_by_email, list) and len(users_by_email) > 1: + raise HTTPException( + status_code=400, + detail={ + "error": f"Multiple users found with email '{member.user_email}'. Please use 'user_id' instead." + }, + ) + + # Populate user_id + member.user_id = user_by_email.user_id + return member + + # Case 3: Only user_id provided - populate user_email from DB + if member.user_id is not None and member.user_email is None: + user_by_id = await prisma_client.db.litellm_usertable.find_unique( + where={"user_id": member.user_id} + ) + + if user_by_id is None: + raise HTTPException( + status_code=404, + detail={ + "error": f"User with user_id '{member.user_id}' not found in database" + }, + ) + + # Populate user_email + member.user_email = user_by_id.user_email + return member + + return member + @router.post( "/team/member_add", tags=["team management"], @@ -1846,6 +1956,19 @@ async def team_member_add( complete_team_data=complete_team_data, ) + # Validate and populate user_email/user_id for members before processing + if isinstance(data.member, Member): + await _validate_and_populate_member_user_info( + member=data.member, + prisma_client=prisma_client, + ) + elif isinstance(data.member, List): + for m in data.member: + await _validate_and_populate_member_user_info( + member=m, + prisma_client=prisma_client, + ) + updated_team, updated_users, updated_team_memberships = ( await _add_team_members_to_team( data=data, diff --git a/tests/test_litellm/proxy/management_endpoints/test_team_endpoints.py b/tests/test_litellm/proxy/management_endpoints/test_team_endpoints.py index a97ed93a85..a586457690 100644 --- a/tests/test_litellm/proxy/management_endpoints/test_team_endpoints.py +++ b/tests/test_litellm/proxy/management_endpoints/test_team_endpoints.py @@ -36,6 +36,7 @@ from litellm.proxy.management_endpoints.team_endpoints import ( _persist_deleted_team_records, _save_deleted_team_records, _transform_teams_to_deleted_records, + _validate_and_populate_member_user_info, delete_team, router, team_member_add_duplication_check, @@ -5466,3 +5467,122 @@ async def test_get_team_daily_activity_team_admin_sees_all_spend(mock_db_client) ) and mock_db_client.db.litellm_verificationtoken.find_many.called: # If it was called, that's unexpected for admin users assert False, "API keys should not be fetched for team admin users" + + +@pytest.mark.asyncio +async def test_validate_and_populate_member_user_info_both_provided_match(): + """ + Test _validate_and_populate_member_user_info when both user_email and user_id + are provided and they match the same user in the database. + """ + # Create member with both user_email and user_id + member = Member(user_email="test@example.com", user_id="user-123", role="user") + + # Mock prisma client + mock_prisma_client = MagicMock() + + # Mock user object that matches both email and user_id + mock_user = MagicMock() + mock_user.user_id = "user-123" + mock_user.user_email = "test@example.com" + + # Mock get_data to return single user matching email + mock_prisma_client.get_data = AsyncMock(return_value=[mock_user]) + + # Call the function + result = await _validate_and_populate_member_user_info( + member=member, + prisma_client=mock_prisma_client, + ) + + # Verify result matches input (both already provided and match) + assert result.user_email == "test@example.com" + assert result.user_id == "user-123" + + # Verify get_data was called with correct parameters + mock_prisma_client.get_data.assert_called_once_with( + key_val={"user_email": "test@example.com"}, + table_name="user", + query_type="find_all", + ) + + +@pytest.mark.asyncio +async def test_validate_and_populate_member_user_info_only_email_provided(): + """ + Test _validate_and_populate_member_user_info when only user_email is provided. + Should populate user_id from database. + """ + # Create member with only user_email + member = Member(user_email="test@example.com", user_id=None, role="user") + + # Mock prisma client + mock_prisma_client = MagicMock() + + # Mock user object from find_first + mock_user_find_first = MagicMock() + mock_user_find_first.user_id = "user-456" + mock_user_find_first.user_email = "test@example.com" + + # Mock find_first to return the user + mock_prisma_client.db.litellm_usertable.find_first = AsyncMock( + return_value=mock_user_find_first + ) + + # Mock get_data to return single user (no duplicates) + mock_prisma_client.get_data = AsyncMock(return_value=[mock_user_find_first]) + + # Call the function + result = await _validate_and_populate_member_user_info( + member=member, + prisma_client=mock_prisma_client, + ) + + # Verify user_id was populated + assert result.user_email == "test@example.com" + assert result.user_id == "user-456" + + # Verify find_first was called with correct parameters + mock_prisma_client.db.litellm_usertable.find_first.assert_called_once_with( + where={"user_email": {"equals": "test@example.com", "mode": "insensitive"}} + ) + + # Verify get_data was called to check for duplicates + mock_prisma_client.get_data.assert_called_once_with( + key_val={"user_email": "test@example.com"}, + table_name="user", + query_type="find_all", + ) + + +@pytest.mark.asyncio +async def test_validate_and_populate_member_user_info_only_user_id_not_found(): + """ + Test _validate_and_populate_member_user_info when only user_id is provided + but the user doesn't exist in the database. Should raise HTTPException. + """ + # Create member with only user_id + member = Member(user_email=None, user_id="nonexistent-user", role="user") + + # Mock prisma client + mock_prisma_client = MagicMock() + + # Mock find_unique to return None (user not found) + mock_prisma_client.db.litellm_usertable.find_unique = AsyncMock(return_value=None) + + # Call the function and expect HTTPException + with pytest.raises(HTTPException) as exc_info: + await _validate_and_populate_member_user_info( + member=member, + prisma_client=mock_prisma_client, + ) + + # Verify the exception details + assert exc_info.value.status_code == 404 + assert "not found" in exc_info.value.detail["error"].lower() + assert "nonexistent-user" in exc_info.value.detail["error"] + + # Verify find_unique was called with correct parameters + mock_prisma_client.db.litellm_usertable.find_unique.assert_called_once_with( + where={"user_id": "nonexistent-user"} + ) From 29ee5aab5c0575b07fd0d177c44461e8f47ccad6 Mon Sep 17 00:00:00 2001 From: houdataali <84786211+houdataali@users.noreply.github.com> Date: Mon, 26 Jan 2026 23:48:22 +0100 Subject: [PATCH 040/188] [Feat] enable progress notifications for MCP tool calls (#19809) * enable progress notifications for MCP tool calls * adjust mcp test --- litellm/experimental_mcp_client/client.py | 21 +++++++++-- .../mcp_server/mcp_server_manager.py | 8 +++-- .../proxy/_experimental/mcp_server/server.py | 36 ++++++++++++++++--- tests/mcp_tests/test_mcp_client_unit.py | 4 +-- 4 files changed, 59 insertions(+), 10 deletions(-) diff --git a/litellm/experimental_mcp_client/client.py b/litellm/experimental_mcp_client/client.py index 63433c5a46..3cbb02259b 100644 --- a/litellm/experimental_mcp_client/client.py +++ b/litellm/experimental_mcp_client/client.py @@ -286,7 +286,9 @@ class MCPClient: return [] async def call_tool( - self, call_tool_request_params: MCPCallToolRequestParams + self, + call_tool_request_params: MCPCallToolRequestParams, + host_progress_callback: Optional[Callable] = None ) -> MCPCallToolResult: """ Call an MCP Tool. @@ -295,13 +297,28 @@ class MCPClient: f"MCP client calling tool '{call_tool_request_params.name}' with arguments: {call_tool_request_params.arguments}" ) + async def on_progress(progress: float, total: float | None, message: str | None): + percentage = (progress / total * 100) if total else 0 + verbose_logger.info( + f"MCP Tool '{call_tool_request_params.name}' progress: " + f"{progress}/{total} ({percentage:.0f}%) - {message or ''}" + ) + + # Forward to Host if callback provided + if host_progress_callback: + try: + await host_progress_callback(progress, total) + except Exception as e: + verbose_logger.warning(f"Failed to forward to Host: {e}") + async def _call_tool_operation(session: ClientSession): verbose_logger.debug("MCP client sending tool call to session") return await session.call_tool( name=call_tool_request_params.name, arguments=call_tool_request_params.arguments, - ) + progress_callback=on_progress, + ) try: tool_result = await self.run_with_session(_call_tool_operation) verbose_logger.info( diff --git a/litellm/proxy/_experimental/mcp_server/mcp_server_manager.py b/litellm/proxy/_experimental/mcp_server/mcp_server_manager.py index e0217cd9e0..81806d6c06 100644 --- a/litellm/proxy/_experimental/mcp_server/mcp_server_manager.py +++ b/litellm/proxy/_experimental/mcp_server/mcp_server_manager.py @@ -11,7 +11,7 @@ import datetime import hashlib import json import re -from typing import Any, Dict, List, Literal, Optional, Set, Tuple, Union, cast +from typing import Any, Dict, List, Literal, Optional, Set, Tuple, Union, cast, Callable from urllib.parse import urlparse from fastapi import HTTPException @@ -1825,6 +1825,7 @@ class MCPServerManager: oauth2_headers: Optional[Dict[str, str]], raw_headers: Optional[Dict[str, str]], proxy_logging_obj: Optional[ProxyLogging], + host_progress_callback: Optional[Callable] = None, ) -> CallToolResult: """ Call a regular MCP tool using the MCP client. @@ -1909,7 +1910,7 @@ class MCPServerManager: ) async def _call_tool_via_client(client, params): - return await client.call_tool(params) + return await client.call_tool(params, host_progress_callback=host_progress_callback) tasks.append( asyncio.create_task(_call_tool_via_client(client, call_tool_params)) @@ -1946,6 +1947,8 @@ class MCPServerManager: proxy_logging_obj: Optional[ProxyLogging] = None, oauth2_headers: Optional[Dict[str, str]] = None, raw_headers: Optional[Dict[str, str]] = None, + host_progress_callback: Optional[Callable] = None, + ) -> CallToolResult: """ Call a tool with the given name and arguments @@ -2021,6 +2024,7 @@ class MCPServerManager: oauth2_headers=oauth2_headers, raw_headers=raw_headers, proxy_logging_obj=proxy_logging_obj, + host_progress_callback=host_progress_callback, ) # For OpenAPI tools, await outside the client context diff --git a/litellm/proxy/_experimental/mcp_server/server.py b/litellm/proxy/_experimental/mcp_server/server.py index 03652ae155..51f476fad0 100644 --- a/litellm/proxy/_experimental/mcp_server/server.py +++ b/litellm/proxy/_experimental/mcp_server/server.py @@ -8,8 +8,7 @@ import contextlib from datetime import datetime import traceback import uuid -from typing import Any, AsyncIterator, Dict, List, Optional, Tuple, Union, cast - +from typing import Any, AsyncIterator, Dict, List, Optional, Tuple, Union, cast, Callable from fastapi import FastAPI, HTTPException from pydantic import AnyUrl, ConfigDict from starlette.types import Receive, Scope, Send @@ -124,8 +123,8 @@ if MCP_AVAILABLE: session_manager = StreamableHTTPSessionManager( app=server, event_store=None, - json_response=True, # Use JSON responses instead of SSE by default - stateless=True, + json_response=False, # enables SSE streaming + stateless=False, # enables session state ) # Create SSE session manager @@ -278,6 +277,30 @@ if MCP_AVAILABLE: verbose_logger.debug( f"MCP mcp_server_tool_call - User API Key Auth from context: {user_api_key_auth}" ) + host_progress_callback = None + try: + host_ctx = server.request_context + if host_ctx and hasattr(host_ctx, 'meta') and host_ctx.meta: + host_token = getattr(host_ctx.meta, 'progressToken', None) + if host_token and hasattr(host_ctx, 'session') and host_ctx.session: + host_session = host_ctx.session + + async def forward_progress(progress: float, total: float | None): + """Forward progress notifications from external MCP to Host""" + try: + await host_session.send_progress_notification( + progress_token=host_token, + progress=progress, + total=total + ) + verbose_logger.debug(f"Forwarded progress {progress}/{total} to Host") + except Exception as e: + verbose_logger.error(f"Failed to forward progress to Host: {e}") + + host_progress_callback = forward_progress + verbose_logger.debug(f"Host progressToken captured: {host_token[:8]}...") + except Exception as e: + verbose_logger.warning(f"Could not capture host progress context: {e}") try: # Create a body date for logging body_data = {"name": name, "arguments": arguments} @@ -307,6 +330,7 @@ if MCP_AVAILABLE: mcp_server_auth_headers=mcp_server_auth_headers, oauth2_headers=oauth2_headers, raw_headers=raw_headers, + host_progress_callback=host_progress_callback, **data, # for logging ) except BlockedPiiEntityError as e: @@ -1341,6 +1365,7 @@ if MCP_AVAILABLE: mcp_server_auth_headers: Optional[Dict[str, Dict[str, str]]] = None, oauth2_headers: Optional[Dict[str, str]] = None, raw_headers: Optional[Dict[str, str]] = None, + host_progress_callback: Optional[Callable] = None, **kwargs: Any, ) -> CallToolResult: """ @@ -1438,6 +1463,7 @@ if MCP_AVAILABLE: oauth2_headers=oauth2_headers, raw_headers=raw_headers, litellm_logging_obj=litellm_logging_obj, + host_progress_callback=host_progress_callback, ) # Fall back to local tool registry with original name (legacy support) @@ -1685,6 +1711,7 @@ if MCP_AVAILABLE: oauth2_headers: Optional[Dict[str, str]] = None, raw_headers: Optional[Dict[str, str]] = None, litellm_logging_obj: Optional[Any] = None, + host_progress_callback: Optional[Callable] = None, ) -> CallToolResult: """Handle tool execution for managed server tools""" # Import here to avoid circular import @@ -1700,6 +1727,7 @@ if MCP_AVAILABLE: oauth2_headers=oauth2_headers, raw_headers=raw_headers, proxy_logging_obj=proxy_logging_obj, + host_progress_callback=host_progress_callback, ) verbose_logger.debug("CALL TOOL RESULT: %s", call_tool_result) return call_tool_result diff --git a/tests/mcp_tests/test_mcp_client_unit.py b/tests/mcp_tests/test_mcp_client_unit.py index fcee3208be..9533e56bcc 100644 --- a/tests/mcp_tests/test_mcp_client_unit.py +++ b/tests/mcp_tests/test_mcp_client_unit.py @@ -5,7 +5,7 @@ import base64 import os import sys import pytest -from unittest.mock import AsyncMock, MagicMock, patch +from unittest.mock import AsyncMock, MagicMock, patch, ANY # Add the project root to the path sys.path.insert(0, os.path.abspath("../../..")) @@ -183,7 +183,7 @@ class TestMCPClientUnitTests: assert result == mock_result mock_session_instance.initialize.assert_called_once() mock_session_instance.call_tool.assert_called_once_with( - name="test_tool", arguments={"arg1": "value1"} + name="test_tool", arguments={"arg1": "value1"},progress_callback=ANY ) From cec1a3c858bc271ccdd74a931e362845e91e447c Mon Sep 17 00:00:00 2001 From: Ishaan Jaff Date: Mon, 26 Jan 2026 14:56:17 -0800 Subject: [PATCH 041/188] [Feat] CLI Auth - Add configurable CLI JWT expiration via environment variable (#19780) * fix: add CLI_JWT_EXPIRATION_HOURS * docs: CLI_JWT_EXPIRATION_HOURS * fix: get_cli_jwt_auth_token * test_get_cli_jwt_auth_token_custom_expiration --- docs/my-website/docs/proxy/cli_sso.md | 31 ++++++++++ litellm/constants.py | 1 + litellm/proxy/auth/auth_checks.py | 12 ++-- litellm/proxy/client/cli/commands/auth.py | 6 +- litellm/proxy/management_endpoints/ui_sso.py | 2 +- .../proxy/auth/test_auth_checks.py | 56 ++++++++++++++++++- 6 files changed, 100 insertions(+), 8 deletions(-) diff --git a/docs/my-website/docs/proxy/cli_sso.md b/docs/my-website/docs/proxy/cli_sso.md index cde6bf266d..ad0f033f80 100644 --- a/docs/my-website/docs/proxy/cli_sso.md +++ b/docs/my-website/docs/proxy/cli_sso.md @@ -28,6 +28,37 @@ EXPERIMENTAL_UI_LOGIN="True" litellm --config config.yaml ::: +### Configuration + +#### JWT Token Expiration + +By default, CLI authentication tokens expire after **24 hours**. You can customize this expiration time by setting the `LITELLM_CLI_JWT_EXPIRATION_HOURS` environment variable when starting your LiteLLM Proxy: + +```bash +# Set CLI JWT tokens to expire after 48 hours +export LITELLM_CLI_JWT_EXPIRATION_HOURS=48 +export EXPERIMENTAL_UI_LOGIN="True" +litellm --config config.yaml +``` + +Or in a single command: + +```bash +LITELLM_CLI_JWT_EXPIRATION_HOURS=48 EXPERIMENTAL_UI_LOGIN="True" litellm --config config.yaml +``` + +**Examples:** +- `LITELLM_CLI_JWT_EXPIRATION_HOURS=12` - Tokens expire after 12 hours +- `LITELLM_CLI_JWT_EXPIRATION_HOURS=168` - Tokens expire after 7 days (168 hours) +- `LITELLM_CLI_JWT_EXPIRATION_HOURS=720` - Tokens expire after 30 days (720 hours) + +:::tip +You can check your current token's age and expiration status using: +```bash +litellm-proxy whoami +``` +::: + ### Steps 1. **Install the CLI** diff --git a/litellm/constants.py b/litellm/constants.py index 49ca3a509b..0525bf3843 100644 --- a/litellm/constants.py +++ b/litellm/constants.py @@ -1165,6 +1165,7 @@ LITELLM_CLI_SOURCE_IDENTIFIER = "litellm-cli" LITELLM_CLI_SESSION_TOKEN_PREFIX = "litellm-session-token" CLI_SSO_SESSION_CACHE_KEY_PREFIX = "cli_sso_session" CLI_JWT_TOKEN_NAME = "cli-jwt-token" +CLI_JWT_EXPIRATION_HOURS = int(os.getenv("LITELLM_CLI_JWT_EXPIRATION_HOURS", 24)) ########################### DB CRON JOB NAMES ########################### DB_SPEND_UPDATE_JOB_NAME = "db_spend_update_job" diff --git a/litellm/proxy/auth/auth_checks.py b/litellm/proxy/auth/auth_checks.py index 5e0a211906..61d9044f92 100644 --- a/litellm/proxy/auth/auth_checks.py +++ b/litellm/proxy/auth/auth_checks.py @@ -21,6 +21,8 @@ from litellm._logging import verbose_proxy_logger from litellm.caching.caching import DualCache from litellm.caching.dual_cache import LimitedSizeOrderedDict from litellm.constants import ( + CLI_JWT_EXPIRATION_HOURS, + CLI_JWT_TOKEN_NAME, DEFAULT_IN_MEMORY_TTL, DEFAULT_MANAGEMENT_OBJECT_IN_MEMORY_CACHE_TTL, DEFAULT_MAX_RECURSE_DEPTH, @@ -1602,7 +1604,10 @@ class ExperimentalUIJWTToken: user_info: LiteLLM_UserTable, team_id: Optional[str] = None ) -> str: """ - Generate a JWT token for CLI authentication with 24-hour expiration. + Generate a JWT token for CLI authentication with configurable expiration. + + The expiration time can be controlled via the LITELLM_CLI_JWT_EXPIRATION_HOURS + environment variable (defaults to 24 hours). Args: user_info: User information from the database @@ -1613,7 +1618,6 @@ class ExperimentalUIJWTToken: """ from datetime import timedelta - from litellm.constants import CLI_JWT_TOKEN_NAME from litellm.proxy.common_utils.encrypt_decrypt_utils import ( encrypt_value_helper, ) @@ -1621,8 +1625,8 @@ class ExperimentalUIJWTToken: if user_info.user_role is None: raise Exception("User role is required for CLI JWT login") - # Calculate expiration time (24 hours from now - matching old CLI key behavior) - expiration_time = get_utc_datetime() + timedelta(hours=24) + # Calculate expiration time (configurable via LITELLM_CLI_JWT_EXPIRATION_HOURS env var) + expiration_time = get_utc_datetime() + timedelta(hours=CLI_JWT_EXPIRATION_HOURS) # Format the expiration time as ISO 8601 string expires = expiration_time.strftime("%Y-%m-%dT%H:%M:%S.%f")[:-3] + "+00:00" diff --git a/litellm/proxy/client/cli/commands/auth.py b/litellm/proxy/client/cli/commands/auth.py index bdc8d56d1c..2345b0263e 100644 --- a/litellm/proxy/client/cli/commands/auth.py +++ b/litellm/proxy/client/cli/commands/auth.py @@ -11,6 +11,8 @@ import requests from rich.console import Console from rich.table import Table +from litellm.constants import CLI_JWT_EXPIRATION_HOURS + # Token storage utilities def get_token_file_path() -> str: @@ -592,8 +594,8 @@ def whoami(): age_hours = (time.time() - timestamp) / 3600 click.echo(f"Token age: {age_hours:.1f} hours") - if age_hours > 24: - click.echo("⚠️ Warning: Token is more than 24 hours old and may have expired.") + if age_hours > CLI_JWT_EXPIRATION_HOURS: + click.echo(f"⚠️ Warning: Token is more than {CLI_JWT_EXPIRATION_HOURS} hours old and may have expired.") # Export functions for use by other CLI commands diff --git a/litellm/proxy/management_endpoints/ui_sso.py b/litellm/proxy/management_endpoints/ui_sso.py index 5adf54c162..613390c0ec 100644 --- a/litellm/proxy/management_endpoints/ui_sso.py +++ b/litellm/proxy/management_endpoints/ui_sso.py @@ -1156,7 +1156,7 @@ async def cli_poll_key(key_id: str, team_id: Optional[str] = None): max_budget=litellm.max_ui_session_budget, ) - # Generate CLI JWT on-demand (24hr expiration) + # Generate CLI JWT on-demand (expiration configurable via LITELLM_CLI_JWT_EXPIRATION_HOURS) # Pass selected team_id to ensure JWT has correct team jwt_token = ExperimentalUIJWTToken.get_cli_jwt_auth_token( user_info=user_info, team_id=team_id diff --git a/tests/test_litellm/proxy/auth/test_auth_checks.py b/tests/test_litellm/proxy/auth/test_auth_checks.py index 807559207e..3df0dc881e 100644 --- a/tests/test_litellm/proxy/auth/test_auth_checks.py +++ b/tests/test_litellm/proxy/auth/test_auth_checks.py @@ -15,10 +15,10 @@ import pytest import litellm from litellm.proxy._types import ( CallInfo, + Litellm_EntityType, LiteLLM_ObjectPermissionTable, LiteLLM_TeamTable, LiteLLM_UserTable, - Litellm_EntityType, LitellmUserRoles, ProxyErrorTypes, ProxyException, @@ -131,6 +131,60 @@ def test_get_key_object_from_ui_hash_key_invalid(): assert key_object is None +def test_get_cli_jwt_auth_token_default_expiration(valid_sso_user_defined_values): + """Test generating CLI JWT token with default 24-hour expiration""" + token = ExperimentalUIJWTToken.get_cli_jwt_auth_token(valid_sso_user_defined_values) + + # Decrypt and verify token contents + decrypted_token = decrypt_value_helper( + token, key="ui_hash_key", exception_type="debug" + ) + assert decrypted_token is not None + token_data = json.loads(decrypted_token) + + assert token_data["user_id"] == "test_user" + assert token_data["user_role"] == LitellmUserRoles.PROXY_ADMIN.value + assert token_data["models"] == ["gpt-3.5-turbo"] + assert token_data["max_budget"] == litellm.max_ui_session_budget + + # Verify expiration time is set to 24 hours (default) + assert "expires" in token_data + expires = datetime.fromisoformat(token_data["expires"].replace("Z", "+00:00")) + assert expires > get_utc_datetime() + assert expires <= get_utc_datetime() + timedelta(hours=24, minutes=1) + assert expires >= get_utc_datetime() + timedelta(hours=23, minutes=59) + + +def test_get_cli_jwt_auth_token_custom_expiration( + valid_sso_user_defined_values, monkeypatch +): + """Test generating CLI JWT token with custom expiration via environment variable""" + # Set custom expiration to 48 hours + monkeypatch.setenv("LITELLM_CLI_JWT_EXPIRATION_HOURS", "48") + + # Reload the constants module to pick up the new env var + import importlib + + from litellm import constants + importlib.reload(constants) + + token = ExperimentalUIJWTToken.get_cli_jwt_auth_token(valid_sso_user_defined_values) + + # Decrypt and verify token contents + decrypted_token = decrypt_value_helper( + token, key="ui_hash_key", exception_type="debug" + ) + assert decrypted_token is not None + token_data = json.loads(decrypted_token) + + # Verify expiration time is set to 48 hours + assert "expires" in token_data + expires = datetime.fromisoformat(token_data["expires"].replace("Z", "+00:00")) + assert expires > get_utc_datetime() + timedelta(hours=47, minutes=59) + assert expires <= get_utc_datetime() + timedelta(hours=48, minutes=1) + + + @pytest.mark.asyncio async def test_default_internal_user_params_with_get_user_object(monkeypatch): """Test that default_internal_user_params is used when creating a new user via get_user_object""" From 33b4b444ac7c80d7efbbff5bcee729eee3ec9204 Mon Sep 17 00:00:00 2001 From: yuneng-jiang Date: Mon, 26 Jan 2026 15:23:17 -0800 Subject: [PATCH 042/188] fixing flaky tests around oidc and email --- .../send_emails/test_resend_email.py | 16 ++++--- .../send_emails/test_sendgrid_email.py | 43 ++++++++++++------- .../test_secret_managers_main.py | 28 ++++++------ 3 files changed, 52 insertions(+), 35 deletions(-) diff --git a/tests/test_litellm/enterprise/enterprise_callbacks/send_emails/test_resend_email.py b/tests/test_litellm/enterprise/enterprise_callbacks/send_emails/test_resend_email.py index 60b8582089..31bcaff532 100644 --- a/tests/test_litellm/enterprise/enterprise_callbacks/send_emails/test_resend_email.py +++ b/tests/test_litellm/enterprise/enterprise_callbacks/send_emails/test_resend_email.py @@ -23,16 +23,16 @@ def mock_httpx_client(): with mock.patch( "litellm_enterprise.enterprise_callbacks.send_emails.resend_email.get_async_httpx_client" ) as mock_client: - # Create a mock response - mock_response = mock.AsyncMock(spec=Response) + + mock_response = mock.Mock(spec=Response) mock_response.status_code = 200 mock_response.json.return_value = {"id": "test_email_id"} + mock_response.raise_for_status.return_value = None - # Create a mock client mock_async_client = mock.AsyncMock() mock_async_client.post.return_value = mock_response - mock_client.return_value = mock_async_client + mock_client.return_value = mock_async_client yield mock_async_client @@ -86,7 +86,9 @@ async def test_send_email_missing_api_key(mock_httpx_client): html_body = "

      Test email body

      " # Mock the response to avoid making real HTTP requests - mock_response = mock.AsyncMock(spec=Response) + mock_response = mock.Mock(spec=Response) + mock_response.raise_for_status.return_value = None + mock_response.status_code = 200 mock_response.json.return_value = {"id": "test_email_id"} mock_httpx_client.post.return_value = mock_response @@ -118,7 +120,9 @@ async def test_send_email_multiple_recipients(mock_env_vars, mock_httpx_client): html_body = "

      Test email body

      " # Mock the response to avoid making real HTTP requests - mock_response = mock.AsyncMock(spec=Response) + mock_response = mock.Mock(spec=Response) + mock_response.raise_for_status.return_value = None + mock_response.status_code = 200 mock_response.json.return_value = {"id": "test_email_id"} mock_httpx_client.post.return_value = mock_response diff --git a/tests/test_litellm/enterprise/enterprise_callbacks/send_emails/test_sendgrid_email.py b/tests/test_litellm/enterprise/enterprise_callbacks/send_emails/test_sendgrid_email.py index 2b0bb31751..f8b5e40bf3 100644 --- a/tests/test_litellm/enterprise/enterprise_callbacks/send_emails/test_sendgrid_email.py +++ b/tests/test_litellm/enterprise/enterprise_callbacks/send_emails/test_sendgrid_email.py @@ -14,8 +14,26 @@ from litellm_enterprise.enterprise_callbacks.send_emails.sendgrid_email import ( @pytest.fixture def mock_env_vars(): - with mock.patch.dict(os.environ, {"SENDGRID_API_KEY": "test_api_key"}): + # Store original values + original_api_key = os.environ.get("SENDGRID_API_KEY") + original_sender_email = os.environ.get("SENDGRID_SENDER_EMAIL") + + # Set test API key and remove SENDGRID_SENDER_EMAIL to ensure isolation + os.environ["SENDGRID_API_KEY"] = "test_api_key" + if "SENDGRID_SENDER_EMAIL" in os.environ: + del os.environ["SENDGRID_SENDER_EMAIL"] + + try: yield + finally: + # Restore original values + if original_api_key is not None: + os.environ["SENDGRID_API_KEY"] = original_api_key + elif "SENDGRID_API_KEY" in os.environ: + del os.environ["SENDGRID_API_KEY"] + + if original_sender_email is not None: + os.environ["SENDGRID_SENDER_EMAIL"] = original_sender_email @pytest.fixture @@ -23,14 +41,16 @@ def mock_httpx_client(): with mock.patch( "litellm_enterprise.enterprise_callbacks.send_emails.sendgrid_email.get_async_httpx_client" ) as mock_client: - mock_response = mock.AsyncMock(spec=Response) + + mock_response = mock.Mock(spec=Response) mock_response.status_code = 202 mock_response.text = "accepted" + mock_response.raise_for_status.return_value = None mock_async_client = mock.AsyncMock() mock_async_client.post.return_value = mock_response - mock_client.return_value = mock_async_client + mock_client.return_value = mock_async_client yield mock_async_client @@ -62,18 +82,12 @@ async def test_send_email_success(mock_env_vars, mock_httpx_client): @pytest.mark.asyncio -async def test_send_email_missing_api_key(mock_httpx_client): - # Remove the API key from environment before initializing logger +async def test_send_email_missing_api_key(): original_key = os.environ.pop("SENDGRID_API_KEY", None) - + try: logger = SendGridEmailLogger() - # Mock the response to avoid making real HTTP requests - mock_response = mock.AsyncMock(spec=Response) - mock_response.status_code = 401 - mock_httpx_client.post.return_value = mock_response - with pytest.raises(ValueError): await logger.send_email( from_email="test@example.com", @@ -81,10 +95,7 @@ async def test_send_email_missing_api_key(mock_httpx_client): subject="Test Subject", html_body="

      Test email body

      ", ) - - mock_httpx_client.post.assert_not_called() finally: - # Restore the original key if it existed if original_key is not None: os.environ["SENDGRID_API_KEY"] = original_key @@ -98,10 +109,10 @@ async def test_send_email_multiple_recipients(mock_env_vars, mock_httpx_client): subject = "Test Subject" html_body = "

      Test email body

      " - # Mock the response to avoid making real HTTP requests - mock_response = mock.AsyncMock(spec=Response) + mock_response = mock.Mock(spec=Response) mock_response.status_code = 202 mock_response.text = "accepted" + mock_response.raise_for_status.return_value = None mock_httpx_client.post.return_value = mock_response await logger.send_email( diff --git a/tests/test_litellm/secret_managers/test_secret_managers_main.py b/tests/test_litellm/secret_managers/test_secret_managers_main.py index 9246b2a9ef..cadbd883cc 100644 --- a/tests/test_litellm/secret_managers/test_secret_managers_main.py +++ b/tests/test_litellm/secret_managers/test_secret_managers_main.py @@ -63,29 +63,31 @@ def test_oidc_google_success(mock_get_http_handler, mock_oidc_cache): @patch("litellm.secret_managers.main.oidc_cache") -def test_oidc_google_cached(mock_oidc_cache): +@patch("litellm.secret_managers.main._get_oidc_http_handler") +def test_oidc_google_cached(mock_get_http_handler, mock_oidc_cache): mock_oidc_cache.get_cache.return_value = "cached_token" secret_name = "oidc/google/[invalid url, do not cite]" - with patch("litellm.secret_managers.main._get_oidc_http_handler") as mock_get_http: - result = get_secret(secret_name) + result = get_secret(secret_name) - assert result == "cached_token", f"Expected cached token, got {result}" - mock_oidc_cache.get_cache.assert_called_with(key=secret_name) - mock_get_http.assert_not_called() + assert result == "cached_token", f"Expected cached token, got {result}" + mock_oidc_cache.get_cache.assert_called_with(key=secret_name) + # Verify HTTP handler was never called since we had a cached token + mock_get_http_handler.assert_not_called() @patch("litellm.secret_managers.main.oidc_cache") -def test_oidc_google_failure(mock_oidc_cache): +@patch("litellm.secret_managers.main._get_oidc_http_handler") +def test_oidc_google_failure(mock_get_http_handler, mock_oidc_cache): mock_handler = MockHTTPHandler(timeout=600.0) mock_handler.status_code = 400 + mock_get_http_handler.return_value = mock_handler + mock_oidc_cache.get_cache.return_value = None + + secret_name = "oidc/google/https://example.com/api" - with patch("litellm.secret_managers.main._get_oidc_http_handler", return_value=mock_handler): - mock_oidc_cache.get_cache.return_value = None - secret_name = "oidc/google/https://example.com/api" - - with pytest.raises(ValueError, match="Google OIDC provider failed"): - get_secret(secret_name) + with pytest.raises(ValueError, match="Google OIDC provider failed"): + get_secret(secret_name) def test_oidc_circleci_success(monkeypatch): From 9ff0daa24defccc9a6aa049e8a4c6f4a98b0f846 Mon Sep 17 00:00:00 2001 From: yuneng-jiang Date: Mon, 26 Jan 2026 16:58:38 -0800 Subject: [PATCH 043/188] Add dont ask me again option in nudges --- .../hooks/useDisableShowPrompts.ts | 35 +++++++++ .../src/components/navbar.tsx | 24 +++++- .../src/components/survey/NudgePrompt.tsx | 73 +++++++++++++++++-- 3 files changed, 123 insertions(+), 9 deletions(-) create mode 100644 ui/litellm-dashboard/src/app/(dashboard)/hooks/useDisableShowPrompts.ts diff --git a/ui/litellm-dashboard/src/app/(dashboard)/hooks/useDisableShowPrompts.ts b/ui/litellm-dashboard/src/app/(dashboard)/hooks/useDisableShowPrompts.ts new file mode 100644 index 0000000000..801fbdbb99 --- /dev/null +++ b/ui/litellm-dashboard/src/app/(dashboard)/hooks/useDisableShowPrompts.ts @@ -0,0 +1,35 @@ +// hooks/useDisableShowPrompts.ts +import { useSyncExternalStore } from "react"; +import { getLocalStorageItem } from "@/utils/localStorageUtils"; +import { LOCAL_STORAGE_EVENT } from "@/utils/localStorageUtils"; + +function subscribe(callback: () => void) { + const onStorage = (e: StorageEvent) => { + if (e.key === "disableShowPrompts") { + callback(); + } + }; + + const onCustom = (e: Event) => { + const { key } = (e as CustomEvent).detail; + if (key === "disableShowPrompts") { + callback(); + } + }; + + window.addEventListener("storage", onStorage); + window.addEventListener(LOCAL_STORAGE_EVENT, onCustom); + + return () => { + window.removeEventListener("storage", onStorage); + window.removeEventListener(LOCAL_STORAGE_EVENT, onCustom); + }; +} + +function getSnapshot() { + return getLocalStorageItem("disableShowPrompts") === "true"; +} + +export function useDisableShowPrompts() { + return useSyncExternalStore(subscribe, getSnapshot); +} diff --git a/ui/litellm-dashboard/src/components/navbar.tsx b/ui/litellm-dashboard/src/components/navbar.tsx index 6dac073b3a..8179bb8a53 100644 --- a/ui/litellm-dashboard/src/components/navbar.tsx +++ b/ui/litellm-dashboard/src/components/navbar.tsx @@ -1,4 +1,5 @@ import { useHealthReadiness } from "@/app/(dashboard)/hooks/healthReadiness/useHealthReadiness"; +import { useDisableShowPrompts } from "@/app/(dashboard)/hooks/useDisableShowPrompts"; import { getProxyBaseUrl } from "@/components/networking"; import { useTheme } from "@/contexts/ThemeContext"; import { clearTokenCookies } from "@/utils/cookieUtils"; @@ -51,9 +52,9 @@ const Navbar: React.FC = ({ onToggleSidebar, }) => { const baseUrl = getProxyBaseUrl(); - console.log("baseUrl", baseUrl); const [logoutUrl, setLogoutUrl] = useState(""); const [disableShowNewBadge, setDisableShowNewBadge] = useState(false); + const disableShowPrompts = useDisableShowPrompts(); const { logoUrl } = useTheme(); const { data: healthData } = useHealthReadiness(); const version = healthData?.litellm_version; @@ -152,6 +153,27 @@ const Navbar: React.FC = ({ aria-label="Toggle hide new feature indicators" /> +
      e.stopPropagation()} + > + Hide All Prompts + { + if (checked) { + setLocalStorageItem("disableShowPrompts", "true"); + emitLocalStorageChange("disableShowPrompts"); + } else { + removeLocalStorageItem("disableShowPrompts"); + emitLocalStorageChange("disableShowPrompts"); + } + }} + aria-label="Toggle hide all prompts" + /> +
      ), diff --git a/ui/litellm-dashboard/src/components/survey/NudgePrompt.tsx b/ui/litellm-dashboard/src/components/survey/NudgePrompt.tsx index 9095c6c21c..ef72144b89 100644 --- a/ui/litellm-dashboard/src/components/survey/NudgePrompt.tsx +++ b/ui/litellm-dashboard/src/components/survey/NudgePrompt.tsx @@ -1,6 +1,8 @@ import React, { useEffect, useState } from "react"; -import { X, LucideIcon } from "lucide-react"; +import { X, LucideIcon, Check } from "lucide-react"; import { Button } from "antd"; +import { useDisableShowPrompts } from "@/app/(dashboard)/hooks/useDisableShowPrompts"; +import { setLocalStorageItem, emitLocalStorageChange } from "@/utils/localStorageUtils"; interface NudgePromptProps { onOpen: () => void; @@ -15,6 +17,7 @@ interface NudgePromptProps { } const DISMISS_DURATION = 15000; // 15 seconds +const CONFIRMATION_DURATION = 5000; // 5 seconds export function NudgePrompt({ onOpen, @@ -27,11 +30,14 @@ export function NudgePrompt({ accentColor, buttonStyle, }: NudgePromptProps) { + const disableShowPrompts = useDisableShowPrompts(); const [progress, setProgress] = useState(100); + const [showConfirmation, setShowConfirmation] = useState(false); useEffect(() => { if (!isVisible) { setProgress(100); + setShowConfirmation(false); return; } @@ -49,13 +55,53 @@ export function NudgePrompt({ return () => clearInterval(interval); }, [isVisible]); - if (!isVisible) return null; + useEffect(() => { + if (showConfirmation) { + const timer = setTimeout(() => { + setShowConfirmation(false); + onDismiss(); + }, CONFIRMATION_DURATION); + + return () => clearTimeout(timer); + } + }, [showConfirmation, onDismiss]); + + const handleDontAskAgain = () => { + setLocalStorageItem("disableShowPrompts", "true"); + emitLocalStorageChange("disableShowPrompts"); + setShowConfirmation(true); + }; + + // Show confirmation even if disableShowPrompts is true (since we just set it) + if (showConfirmation) { + return ( +
      +
      +
      +
      + +
      +
      +

      + Got it, we will not ask again. Reactivate this at any time in the User Menu. +

      +
      +
      +
      +
      + ); + } + + // Don't show the prompt if disabled (unless we're showing confirmation) + if (!isVisible || disableShowPrompts) return null; return (
      {/* Progress bar at top showing time remaining */}
      @@ -81,9 +127,20 @@ export function NudgePrompt({

      {description}

      - +
      + + +
      ); From c442fcd922635d2c4b43ee7e14990e79029cb1a2 Mon Sep 17 00:00:00 2001 From: Alexsander Hamir Date: Mon, 26 Jan 2026 17:00:18 -0800 Subject: [PATCH 044/188] CI/CD: Increase retries and stabilize litellm_mapped_tests_core (#19826) * Fix PLR0915: Extract system message handling to reduce statement count * fix mypy * fix: add host_progress_callback parameter to mock_call_tool in test The test_call_tool_without_broken_pipe_error was failing because the mock function did not accept the host_progress_callback keyword argument that the actual implementation passes to client.call_tool(). Updated the mock to accept this parameter to match the real implementation signature. * fixing flaky tests around oidc and email * Add documentation comment to test file * add retry * add dependency * increase retry --------- Co-authored-by: yuneng-jiang --- .circleci/requirements.txt | 3 +- .../adapters/transformation.py | 106 +++++++++++------- pyproject.toml | 3 + .../send_emails/test_resend_email.py | 2 + .../mcp_server/test_mcp_server_manager.py | 2 +- 5 files changed, 72 insertions(+), 44 deletions(-) diff --git a/.circleci/requirements.txt b/.circleci/requirements.txt index 8c44dc1830..a5ec74424f 100644 --- a/.circleci/requirements.txt +++ b/.circleci/requirements.txt @@ -16,4 +16,5 @@ uvloop==0.21.0 mcp==1.25.0 # for MCP server semantic_router==0.1.10 # for auto-routing with litellm fastuuid==0.12.0 -responses==0.25.7 # for proxy client tests \ No newline at end of file +responses==0.25.7 # for proxy client tests +pytest-retry==1.6.3 # for automatic test retries \ No newline at end of file diff --git a/litellm/llms/anthropic/experimental_pass_through/adapters/transformation.py b/litellm/llms/anthropic/experimental_pass_through/adapters/transformation.py index 58120bab1f..5ba0754b74 100644 --- a/litellm/llms/anthropic/experimental_pass_through/adapters/transformation.py +++ b/litellm/llms/anthropic/experimental_pass_through/adapters/transformation.py @@ -170,21 +170,33 @@ class LiteLLMAnthropicMessagesAdapter: def _add_cache_control_if_applicable( self, - source: Dict[str, Any], - target: Dict[str, Any], + source: Any, + target: Any, model: Optional[str], ) -> None: """ Extract cache_control from source and add to target if it should be preserved. + This method accepts Any type to support both regular dicts and TypedDict objects. + TypedDict objects (like ChatCompletionTextObject, ChatCompletionImageObject, etc.) + are dicts at runtime but have specific types at type-check time. Using Any allows + this method to work with both while maintaining runtime correctness. + Args: - source: Dict containing potential cache_control field - target: Dict to add cache_control to + source: Dict or TypedDict containing potential cache_control field + target: Dict or TypedDict to add cache_control to model: Model name to check if cache_control should be preserved """ - cache_control = source.get("cache_control") + # TypedDict objects are dicts at runtime, so .get() works + cache_control = source.get("cache_control") if isinstance(source, dict) else getattr(source, "cache_control", None) if cache_control and model and self.is_anthropic_claude_model(model): - target["cache_control"] = cache_control + # TypedDict objects support dict operations at runtime + # Use type ignore consistent with codebase pattern (see anthropic/chat/transformation.py:432) + if isinstance(target, dict): + target["cache_control"] = cache_control # type: ignore[typeddict-item] + else: + # Fallback for non-dict objects (shouldn't happen in practice) + cast(Dict[str, Any], target)["cache_control"] = cache_control def translatable_anthropic_params(self) -> List: """ @@ -220,7 +232,7 @@ class LiteLLMAnthropicMessagesAdapter: elif message_content and isinstance(message_content, list): for content in message_content: if content.get("type") == "text": - text_obj: Dict[str, Any] = ChatCompletionTextObject( + text_obj = ChatCompletionTextObject( type="text", text=content.get("text", "") ) self._add_cache_control_if_applicable(content, text_obj, model) @@ -236,7 +248,7 @@ class LiteLLMAnthropicMessagesAdapter: image_url_obj = ChatCompletionImageUrlObject( url=openai_image_url ) - image_obj: Dict[str, Any] = ChatCompletionImageObject( + image_obj = ChatCompletionImageObject( type="image_url", image_url=image_url_obj ) self._add_cache_control_if_applicable(content, image_obj, model) @@ -245,21 +257,21 @@ class LiteLLMAnthropicMessagesAdapter: # Convert Anthropic document format (PDF, etc.) to OpenAI format source = content.get("source", {}) openai_image_url = ( - self._translate_anthropic_image_to_openai(source) + self._translate_anthropic_image_to_openai(cast(dict, source)) ) if openai_image_url: image_url_obj = ChatCompletionImageUrlObject( url=openai_image_url ) - doc_obj: Dict[str, Any] = ChatCompletionImageObject( + doc_obj = ChatCompletionImageObject( type="image_url", image_url=image_url_obj ) self._add_cache_control_if_applicable(content, doc_obj, model) new_user_content_list.append(doc_obj) # type: ignore elif content.get("type") == "tool_result": if "content" not in content: - tool_result: Dict[str, Any] = ChatCompletionToolMessage( + tool_result = ChatCompletionToolMessage( role="tool", tool_call_id=content.get("tool_use_id", ""), content="", @@ -383,7 +395,7 @@ class LiteLLMAnthropicMessagesAdapter: assistant_message_str: Optional[str] = None assistant_content_list: List[Dict[str, Any]] = [] # For content blocks with cache_control has_cache_control_in_text = False - tool_calls: List[Dict[str, Any]] = [] + tool_calls: List[ChatCompletionAssistantToolCall] = [] thinking_blocks: List[ Union[ChatCompletionThinkingBlock, ChatCompletionRedactedThinkingBlock] ] = [] @@ -427,7 +439,7 @@ class LiteLLMAnthropicMessagesAdapter: provider_specific_fields ) - tool_call: Dict[str, Any] = ChatCompletionAssistantToolCall( + tool_call = ChatCompletionAssistantToolCall( id=content.get("id", ""), type="function", function=function_chunk, @@ -603,7 +615,7 @@ class LiteLLMAnthropicMessagesAdapter: for k, v in tool.items(): if k not in mapped_tool_params: # pass additional computer kwargs function_chunk.setdefault("parameters", {}).update({k: v}) - tool_param: Dict[str, Any] = ChatCompletionToolParam(type="function", function=function_chunk) + tool_param = ChatCompletionToolParam(type="function", function=function_chunk) self._add_cache_control_if_applicable(tool, tool_param, model) new_tools.append(tool_param) # type: ignore[arg-type] @@ -645,6 +657,41 @@ class LiteLLMAnthropicMessagesAdapter: }, } + def _add_system_message_to_messages( + self, + new_messages: List[AllMessageValues], + anthropic_message_request: AnthropicMessagesRequest, + ) -> None: + """Add system message to messages list if present in request.""" + if "system" not in anthropic_message_request: + return + system_content = anthropic_message_request["system"] + if not system_content: + return + # Handle system as string or array of content blocks + if isinstance(system_content, str): + new_messages.insert( + 0, + ChatCompletionSystemMessage(role="system", content=system_content), + ) + elif isinstance(system_content, list): + # Convert Anthropic system content blocks to OpenAI format + openai_system_content: List[Dict[str, Any]] = [] + model_name = anthropic_message_request.get("model", "") + for block in system_content: + if isinstance(block, dict) and block.get("type") == "text": + text_block: Dict[str, Any] = { + "type": "text", + "text": block.get("text", ""), + } + self._add_cache_control_if_applicable(block, text_block, model_name) + openai_system_content.append(text_block) + if openai_system_content: + new_messages.insert( + 0, + ChatCompletionSystemMessage(role="system", content=openai_system_content), # type: ignore + ) + def translate_anthropic_to_openai( self, anthropic_message_request: AnthropicMessagesRequest ) -> ChatCompletionRequest: @@ -673,32 +720,7 @@ class LiteLLMAnthropicMessagesAdapter: model=anthropic_message_request.get("model"), ) ## ADD SYSTEM MESSAGE TO MESSAGES - if "system" in anthropic_message_request: - system_content = anthropic_message_request["system"] - if system_content: - # Handle system as string or array of content blocks - if isinstance(system_content, str): - new_messages.insert( - 0, - ChatCompletionSystemMessage(role="system", content=system_content), - ) - elif isinstance(system_content, list): - # Convert Anthropic system content blocks to OpenAI format - openai_system_content: List[Dict[str, Any]] = [] - model_name = anthropic_message_request.get("model", "") - for block in system_content: - if isinstance(block, dict) and block.get("type") == "text": - text_block: Dict[str, Any] = { - "type": "text", - "text": block.get("text", ""), - } - self._add_cache_control_if_applicable(block, text_block, model_name) - openai_system_content.append(text_block) - if openai_system_content: - new_messages.insert( - 0, - ChatCompletionSystemMessage(role="system", content=openai_system_content), # type: ignore - ) + self._add_system_message_to_messages(new_messages, anthropic_message_request) new_kwargs: ChatCompletionRequest = { "model": anthropic_message_request["model"], @@ -902,7 +924,7 @@ class LiteLLMAnthropicMessagesAdapter: ) # extract usage usage: Usage = getattr(response, "usage") - anthropic_usage: Dict[str, Any] = AnthropicUsage( + anthropic_usage = AnthropicUsage( input_tokens=usage.prompt_tokens or 0, output_tokens=usage.completion_tokens or 0, ) @@ -1055,7 +1077,7 @@ class LiteLLMAnthropicMessagesAdapter: else: litellm_usage_chunk = None if litellm_usage_chunk is not None: - usage_delta: Dict[str, Any] = UsageDelta( + usage_delta = UsageDelta( input_tokens=litellm_usage_chunk.prompt_tokens or 0, output_tokens=litellm_usage_chunk.completion_tokens or 0, ) diff --git a/pyproject.toml b/pyproject.toml index cae519b480..1e4836ed19 100644 --- a/pyproject.toml +++ b/pyproject.toml @@ -145,6 +145,7 @@ mypy = "^1.0" pytest = "^7.4.3" pytest-mock = "^3.12.0" pytest-asyncio = "^0.21.1" +pytest-retry = "^1.6.3" requests-mock = "^1.12.1" responses = "^0.25.7" respx = "^0.22.0" @@ -183,6 +184,8 @@ plugins = "pydantic.mypy" [tool.pytest.ini_options] asyncio_mode = "auto" +retries = 20 +retry_delay = 5 markers = [ "asyncio: mark test as an asyncio test", "limit_leaks: mark test with memory limit for leak detection (e.g., '40 MB')", diff --git a/tests/test_litellm/enterprise/enterprise_callbacks/send_emails/test_resend_email.py b/tests/test_litellm/enterprise/enterprise_callbacks/send_emails/test_resend_email.py index 31bcaff532..439da882fe 100644 --- a/tests/test_litellm/enterprise/enterprise_callbacks/send_emails/test_resend_email.py +++ b/tests/test_litellm/enterprise/enterprise_callbacks/send_emails/test_resend_email.py @@ -11,6 +11,8 @@ from litellm_enterprise.enterprise_callbacks.send_emails.resend_email import ( ResendEmailLogger, ) +# Test file for Resend email integration + @pytest.fixture def mock_env_vars(): diff --git a/tests/test_litellm/proxy/_experimental/mcp_server/test_mcp_server_manager.py b/tests/test_litellm/proxy/_experimental/mcp_server/test_mcp_server_manager.py index ecdc75ede5..f241b2aa0d 100644 --- a/tests/test_litellm/proxy/_experimental/mcp_server/test_mcp_server_manager.py +++ b/tests/test_litellm/proxy/_experimental/mcp_server/test_mcp_server_manager.py @@ -1885,7 +1885,7 @@ class TestMCPServerManager: # Create mock client that tracks call_tool usage mock_client = AsyncMock() - async def mock_call_tool(params): + async def mock_call_tool(params, host_progress_callback=None): # Return a mock CallToolResult result = MagicMock(spec=CallToolResult) result.content = [{"type": "text", "text": "Tool executed successfully"}] From f95572e3ed5e8dedcb4ba34ce9ac562d26894a3d Mon Sep 17 00:00:00 2001 From: Alexsander Hamir Date: Mon, 26 Jan 2026 17:39:40 -0800 Subject: [PATCH 045/188] Fix broken mocks in 6 flaky tests to prevent real API calls (#19829) * Fix broken mocks in 6 flaky tests to prevent real API calls Added network-level HTTP blocking using respx to prevent tests from making real API calls when Python-level mocks fail. This makes tests more reliable and retryable in CI. Changes: - Azure OIDC test: Added Azure Identity SDK mock to prevent real Azure calls - Vector store test: Added @respx.mock decorator to block HTTP requests - Resend email tests (3): Added @respx.mock decorator for all 3 test functions - SendGrid email test: Added @respx.mock decorator All test assertions and verification logic remain unchanged - only added safety nets to catch leaked API calls. * Fix failing OIDC secret manager tests Fixed two test failures in test_secret_managers_main.py: 1. test_oidc_azure_ad_token_success: Corrected the patch path for get_bearer_token_provider from 'litellm.secret_managers.get_azure_ad_token_provider.get_bearer_token_provider' to 'azure.identity.get_bearer_token_provider' since the function is imported from azure.identity. 2. test_oidc_google_success: Added @patch('httpx.Client') decorator to prevent any real HTTP connections during test execution, resolving httpx.ConnectError issues. Both tests now pass successfully. --- .../send_emails/test_resend_email.py | 20 +++++++++++++++ .../send_emails/test_sendgrid_email.py | 8 ++++++ .../test_secret_managers_main.py | 25 ++++++++++++------- .../test_vector_store_registry.py | 4 +++ 4 files changed, 48 insertions(+), 9 deletions(-) diff --git a/tests/test_litellm/enterprise/enterprise_callbacks/send_emails/test_resend_email.py b/tests/test_litellm/enterprise/enterprise_callbacks/send_emails/test_resend_email.py index 439da882fe..8db6d98f13 100644 --- a/tests/test_litellm/enterprise/enterprise_callbacks/send_emails/test_resend_email.py +++ b/tests/test_litellm/enterprise/enterprise_callbacks/send_emails/test_resend_email.py @@ -2,7 +2,9 @@ import os import sys import unittest.mock as mock +import httpx import pytest +import respx from httpx import Response sys.path.insert(0, os.path.abspath("../../..")) @@ -39,7 +41,13 @@ def mock_httpx_client(): @pytest.mark.asyncio +@respx.mock async def test_send_email_success(mock_env_vars, mock_httpx_client): + # Block all HTTP requests at network level to prevent real API calls + respx.post("https://api.resend.com/emails").mock( + return_value=httpx.Response(200, json={"id": "test_email_id"}) + ) + # Initialize the logger logger = ResendEmailLogger() @@ -73,7 +81,13 @@ async def test_send_email_success(mock_env_vars, mock_httpx_client): @pytest.mark.asyncio +@respx.mock async def test_send_email_missing_api_key(mock_httpx_client): + # Block all HTTP requests at network level to prevent real API calls + respx.post("https://api.resend.com/emails").mock( + return_value=httpx.Response(200, json={"id": "test_email_id"}) + ) + # Remove the API key from environment before initializing logger original_key = os.environ.pop("RESEND_API_KEY", None) @@ -111,7 +125,13 @@ async def test_send_email_missing_api_key(mock_httpx_client): @pytest.mark.asyncio +@respx.mock async def test_send_email_multiple_recipients(mock_env_vars, mock_httpx_client): + # Block all HTTP requests at network level to prevent real API calls + respx.post("https://api.resend.com/emails").mock( + return_value=httpx.Response(200, json={"id": "test_email_id"}) + ) + # Initialize the logger logger = ResendEmailLogger() diff --git a/tests/test_litellm/enterprise/enterprise_callbacks/send_emails/test_sendgrid_email.py b/tests/test_litellm/enterprise/enterprise_callbacks/send_emails/test_sendgrid_email.py index f8b5e40bf3..836b717bd6 100644 --- a/tests/test_litellm/enterprise/enterprise_callbacks/send_emails/test_sendgrid_email.py +++ b/tests/test_litellm/enterprise/enterprise_callbacks/send_emails/test_sendgrid_email.py @@ -2,7 +2,9 @@ import os import sys import unittest.mock as mock +import httpx import pytest +import respx from httpx import Response sys.path.insert(0, os.path.abspath("../../..")) @@ -101,7 +103,13 @@ async def test_send_email_missing_api_key(): @pytest.mark.asyncio +@respx.mock async def test_send_email_multiple_recipients(mock_env_vars, mock_httpx_client): + # Block all HTTP requests at network level to prevent real API calls + respx.post("https://api.sendgrid.com/v3/mail/send").mock( + return_value=httpx.Response(202, text="accepted") + ) + logger = SendGridEmailLogger() from_email = "test@example.com" diff --git a/tests/test_litellm/secret_managers/test_secret_managers_main.py b/tests/test_litellm/secret_managers/test_secret_managers_main.py index cadbd883cc..eaef6956cd 100644 --- a/tests/test_litellm/secret_managers/test_secret_managers_main.py +++ b/tests/test_litellm/secret_managers/test_secret_managers_main.py @@ -48,7 +48,8 @@ def mock_env(): @patch("litellm.secret_managers.main.oidc_cache") @patch("litellm.secret_managers.main._get_oidc_http_handler") -def test_oidc_google_success(mock_get_http_handler, mock_oidc_cache): +@patch("httpx.Client") # Prevent any real HTTP connections +def test_oidc_google_success(mock_httpx_client, mock_get_http_handler, mock_oidc_cache): mock_oidc_cache.get_cache.return_value = None mock_handler = MockHTTPHandler(timeout=600.0) mock_get_http_handler.return_value = mock_handler @@ -144,7 +145,7 @@ def test_oidc_azure_file_success(mock_env, tmp_path): mock_env["AZURE_FEDERATED_TOKEN_FILE"] = str(token_file) secret_name = "oidc/azure/azure-audience" - result = get_secret(secret_name) + result = get_secret(secret_name) assert result == "azure_token" @@ -156,16 +157,22 @@ def test_oidc_azure_ad_token_success(mock_get_azure_ad_token_provider): if "AZURE_FEDERATED_TOKEN_FILE" in os.environ: del os.environ["AZURE_FEDERATED_TOKEN_FILE"] + # Mock the token provider function that gets returned and called mock_token_provider = Mock(return_value="azure_ad_token") mock_get_azure_ad_token_provider.return_value = mock_token_provider - secret_name = "oidc/azure/api://azure-audience" - result = get_secret(secret_name) + + # Also mock the Azure Identity SDK to prevent any real Azure calls + with patch("azure.identity.get_bearer_token_provider") as mock_bearer: + mock_bearer.return_value = mock_token_provider + + secret_name = "oidc/azure/api://azure-audience" + result = get_secret(secret_name) - assert result == "azure_ad_token" - mock_get_azure_ad_token_provider.assert_called_once_with( - azure_scope="api://azure-audience" - ) - mock_token_provider.assert_called_once_with() + assert result == "azure_ad_token" + mock_get_azure_ad_token_provider.assert_called_once_with( + azure_scope="api://azure-audience" + ) + mock_token_provider.assert_called_once_with() def test_oidc_file_success(tmp_path): diff --git a/tests/test_litellm/vector_stores/test_vector_store_registry.py b/tests/test_litellm/vector_stores/test_vector_store_registry.py index 3c4308dd3a..a3af476bc7 100644 --- a/tests/test_litellm/vector_stores/test_vector_store_registry.py +++ b/tests/test_litellm/vector_stores/test_vector_store_registry.py @@ -119,8 +119,12 @@ def test_add_vector_store_to_registry(): +@respx.mock def test_search_uses_registry_credentials(): """search() should pull credentials from vector_store_registry when available""" + # Block all HTTP requests at the network level to prevent real API calls + respx.route().mock(return_value=httpx.Response(200, json={"object": "list", "data": []})) + vector_store = LiteLLM_ManagedVectorStore( vector_store_id="vs1", custom_llm_provider="bedrock", From aa4b3ba87addedf3f7869909e13a63e8d9687f82 Mon Sep 17 00:00:00 2001 From: yuneng-jiang Date: Mon, 26 Jan 2026 17:53:01 -0800 Subject: [PATCH 046/188] Adding tests: --- .../src/components/navbar.test.tsx | 6 ++ .../components/survey/NudgePrompt.test.tsx | 101 ++++++++++++++++++ .../src/components/survey/NudgePrompt.tsx | 2 +- 3 files changed, 108 insertions(+), 1 deletion(-) create mode 100644 ui/litellm-dashboard/src/components/survey/NudgePrompt.test.tsx diff --git a/ui/litellm-dashboard/src/components/navbar.test.tsx b/ui/litellm-dashboard/src/components/navbar.test.tsx index 5d3c7254ff..4db814d897 100644 --- a/ui/litellm-dashboard/src/components/navbar.test.tsx +++ b/ui/litellm-dashboard/src/components/navbar.test.tsx @@ -16,6 +16,7 @@ vi.mock("@/utils/proxyUtils", () => ({ let mockUseThemeImpl = () => ({ logoUrl: null as string | null }); let mockUseHealthReadinessImpl = () => ({ data: null as any }); let mockGetLocalStorageItemImpl = () => null as string | null; +let mockUseDisableShowPromptsImpl = () => false; vi.mock("@/contexts/ThemeContext", () => ({ useTheme: () => mockUseThemeImpl(), @@ -25,7 +26,12 @@ vi.mock("@/app/(dashboard)/hooks/healthReadiness/useHealthReadiness", () => ({ useHealthReadiness: () => mockUseHealthReadinessImpl(), })); +vi.mock("@/app/(dashboard)/hooks/useDisableShowPrompts", () => ({ + useDisableShowPrompts: () => mockUseDisableShowPromptsImpl(), +})); + vi.mock("@/utils/localStorageUtils", () => ({ + LOCAL_STORAGE_EVENT: "local-storage-change", getLocalStorageItem: () => mockGetLocalStorageItemImpl(), setLocalStorageItem: vi.fn(), removeLocalStorageItem: vi.fn(), diff --git a/ui/litellm-dashboard/src/components/survey/NudgePrompt.test.tsx b/ui/litellm-dashboard/src/components/survey/NudgePrompt.test.tsx new file mode 100644 index 0000000000..26db8a680c --- /dev/null +++ b/ui/litellm-dashboard/src/components/survey/NudgePrompt.test.tsx @@ -0,0 +1,101 @@ +import { render, screen } from "@testing-library/react"; +import { MessageSquare } from "lucide-react"; +import { afterEach, beforeEach, describe, expect, it, vi } from "vitest"; +import { NudgePrompt } from "./NudgePrompt"; + +vi.mock("@/app/(dashboard)/hooks/useDisableShowPrompts", () => ({ + useDisableShowPrompts: vi.fn(), +})); + +vi.mock("@/utils/localStorageUtils", () => ({ + setLocalStorageItem: vi.fn(), + emitLocalStorageChange: vi.fn(), + LOCAL_STORAGE_EVENT: "local-storage-change", +})); + +import { useDisableShowPrompts } from "@/app/(dashboard)/hooks/useDisableShowPrompts"; +import { emitLocalStorageChange, setLocalStorageItem } from "@/utils/localStorageUtils"; + +const mockUseDisableShowPrompts = vi.mocked(useDisableShowPrompts); +const mockSetLocalStorageItem = vi.mocked(setLocalStorageItem); +const mockEmitLocalStorageChange = vi.mocked(emitLocalStorageChange); + +const defaultProps = { + onOpen: vi.fn(), + onDismiss: vi.fn(), + isVisible: true, + title: "Test Title", + description: "Test Description", + buttonText: "Open Modal", + icon: MessageSquare, + accentColor: "#3b82f6", +}; + +describe("NudgePrompt", () => { + beforeEach(() => { + vi.clearAllMocks(); + mockUseDisableShowPrompts.mockReturnValue(false); + vi.useFakeTimers(); + }); + + afterEach(() => { + vi.useRealTimers(); + }); + + it("should render", () => { + render(); + + expect(screen.getByText("Test Title")).toBeInTheDocument(); + }); + + it("should render with all provided props", () => { + const { container } = render(); + + expect(screen.getByText("Test Title")).toBeInTheDocument(); + expect(screen.getByText("Test Description")).toBeInTheDocument(); + expect(screen.getByRole("button", { name: "Open Modal" })).toBeInTheDocument(); + expect(container.querySelector("svg")).toBeInTheDocument(); + }); + + it("should not render when isVisible is false", () => { + render(); + + expect(screen.queryByText("Test Title")).not.toBeInTheDocument(); + }); + + it("should not render when disableShowPrompts is true", () => { + mockUseDisableShowPrompts.mockReturnValue(true); + + render(); + + expect(screen.queryByText("Test Title")).not.toBeInTheDocument(); + }); + + it("should display progress bar with correct accent color", () => { + const { container } = render(); + + const progressBar = container.querySelector("div[style*='width']"); + expect(progressBar).toHaveStyle({ backgroundColor: "#ff0000" }); + }); + + it("should reset progress when isVisible becomes false", () => { + const { rerender, container } = render(); + + vi.advanceTimersByTime(5000); + + rerender(); + + rerender(); + + const progressBar = container.querySelector("div[style*='width']"); + expect(progressBar?.getAttribute("style")).toContain("width: 100%"); + }); + + it("should apply custom button style when provided", () => { + const buttonStyle = { backgroundColor: "#custom-color" }; + render(); + + const openButton = screen.getByRole("button", { name: "Open Modal" }); + expect(openButton).toHaveStyle(buttonStyle); + }); +}); diff --git a/ui/litellm-dashboard/src/components/survey/NudgePrompt.tsx b/ui/litellm-dashboard/src/components/survey/NudgePrompt.tsx index ef72144b89..3c7f10af74 100644 --- a/ui/litellm-dashboard/src/components/survey/NudgePrompt.tsx +++ b/ui/litellm-dashboard/src/components/survey/NudgePrompt.tsx @@ -138,7 +138,7 @@ export function NudgePrompt({ onClick={handleDontAskAgain} className="text-xs" > - Don't ask me again + Don't ask me again From b10f71d5833e5af3c972caafec799cee4a62c906 Mon Sep 17 00:00:00 2001 From: yuneng-jiang Date: Mon, 26 Jan 2026 18:10:51 -0800 Subject: [PATCH 047/188] fixing breaking change: just user_id provided should upsert still --- .../management_endpoints/team_endpoints.py | 17 ++++++-------- .../test_team_endpoints.py | 22 +++++++++---------- 2 files changed, 18 insertions(+), 21 deletions(-) diff --git a/litellm/proxy/management_endpoints/team_endpoints.py b/litellm/proxy/management_endpoints/team_endpoints.py index 2c31b59b79..63db2d72fe 100644 --- a/litellm/proxy/management_endpoints/team_endpoints.py +++ b/litellm/proxy/management_endpoints/team_endpoints.py @@ -1781,11 +1781,11 @@ async def _validate_and_populate_member_user_info( Logic: 1. If both user_email and user_id are provided, verify they belong to the same user (use user_email as source of truth) 2. If only user_email is provided, populate user_id from DB - 3. If only user_id is provided, populate user_email from DB - 4. If only user_id is provided and doesn't exist, throw error + 3. If only user_id is provided, populate user_email from DB (if user exists) + 4. If only user_id is provided and doesn't exist, allow it to pass with user_email as None (will be upserted later) 5. If user_email and user_id mismatch, throw error - Returns a Member with both user_email and user_id populated. + Returns a Member with user_email and user_id populated (user_email may be None if only user_id provided and user doesn't exist). """ if member.user_email is None and member.user_id is None: raise HTTPException( @@ -1861,19 +1861,16 @@ async def _validate_and_populate_member_user_info( member.user_id = user_by_email.user_id return member - # Case 3: Only user_id provided - populate user_email from DB + # Case 3: Only user_id provided - populate user_email from DB if user exists if member.user_id is not None and member.user_email is None: user_by_id = await prisma_client.db.litellm_usertable.find_unique( where={"user_id": member.user_id} ) if user_by_id is None: - raise HTTPException( - status_code=404, - detail={ - "error": f"User with user_id '{member.user_id}' not found in database" - }, - ) + # User doesn't exist yet - allow it to pass with user_email as None + # Will be upserted later with just user_id and null email + return member # Populate user_email member.user_email = user_by_id.user_email diff --git a/tests/test_litellm/proxy/management_endpoints/test_team_endpoints.py b/tests/test_litellm/proxy/management_endpoints/test_team_endpoints.py index a586457690..467ee3661d 100644 --- a/tests/test_litellm/proxy/management_endpoints/test_team_endpoints.py +++ b/tests/test_litellm/proxy/management_endpoints/test_team_endpoints.py @@ -5559,7 +5559,8 @@ async def test_validate_and_populate_member_user_info_only_email_provided(): async def test_validate_and_populate_member_user_info_only_user_id_not_found(): """ Test _validate_and_populate_member_user_info when only user_id is provided - but the user doesn't exist in the database. Should raise HTTPException. + but the user doesn't exist in the database. Should allow it to pass with + user_email as None (will be upserted later). """ # Create member with only user_id member = Member(user_email=None, user_id="nonexistent-user", role="user") @@ -5570,17 +5571,16 @@ async def test_validate_and_populate_member_user_info_only_user_id_not_found(): # Mock find_unique to return None (user not found) mock_prisma_client.db.litellm_usertable.find_unique = AsyncMock(return_value=None) - # Call the function and expect HTTPException - with pytest.raises(HTTPException) as exc_info: - await _validate_and_populate_member_user_info( - member=member, - prisma_client=mock_prisma_client, - ) + # Call the function - should NOT raise an exception + result = await _validate_and_populate_member_user_info( + member=member, + prisma_client=mock_prisma_client, + ) - # Verify the exception details - assert exc_info.value.status_code == 404 - assert "not found" in exc_info.value.detail["error"].lower() - assert "nonexistent-user" in exc_info.value.detail["error"] + # Verify the result - should return member with user_id set and user_email as None + assert result.user_id == "nonexistent-user" + assert result.user_email is None + assert result.role == "user" # Verify find_unique was called with correct parameters mock_prisma_client.db.litellm_usertable.find_unique.assert_called_once_with( From c70d04d85f7a6dbc1170b492cbd80640c5dbe5a8 Mon Sep 17 00:00:00 2001 From: Sameer Kankute Date: Tue, 27 Jan 2026 08:07:36 +0530 Subject: [PATCH 048/188] Fix: A2A Python SDK URL --- docs/my-website/docs/a2a.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/docs/my-website/docs/a2a.md b/docs/my-website/docs/a2a.md index d7145e4b83..2b4a710c7d 100644 --- a/docs/my-website/docs/a2a.md +++ b/docs/my-website/docs/a2a.md @@ -68,7 +68,7 @@ Follow [this guide, to add your pydantic ai agent to LiteLLM Agent Gateway](./pr ## Invoking your Agents -Use the [A2A Python SDK](https://pypi.org/project/a2a/) to invoke agents through LiteLLM. +Use the [A2A Python SDK](https://pypi.org/project/a2a-sdk) to invoke agents through LiteLLM. This example shows how to: 1. **List available agents** - Query `/v1/agents` to see which agents your key can access From 52d73c2c16a25c477fad33260f968b4bc4eae5e8 Mon Sep 17 00:00:00 2001 From: Ishaan Jaff Date: Mon, 26 Jan 2026 19:23:43 -0800 Subject: [PATCH 049/188] [Feat] Add UI for /rag/ingest API - upload docs, pdfs etc to create vector stores (#19822) * feat: _save_vector_store_to_db_from_rag_ingest * UI features for RAG ingest * fix: Endpoints * ragIngestCall * _save_vector_store_to_db_from_rag_ingest * fix: rag_ingest Code QA CHECK * UI fixes unit tests --- litellm/proxy/rag_endpoints/endpoints.py | 198 ++++++++++ .../management_endpoints.py | 185 +++++++--- .../src/components/networking.tsx | 56 +++ .../CreateVectorStore.test.tsx | 166 +++++++++ .../CreateVectorStore.tsx | 340 ++++++++++++++++++ .../DocumentsTable.test.tsx | 102 ++++++ .../DocumentsTable.tsx | 98 +++++ .../TestVectorStoreTab.test.tsx | 90 +++++ .../TestVectorStoreTab.tsx | 75 ++++ .../VectorStoreTable.test.tsx | 12 +- .../VectorStoreTable.tsx | 26 ++ .../vector_store_management/index.tsx | 56 ++- .../vector_store_management/types.tsx | 45 ++- 13 files changed, 1374 insertions(+), 75 deletions(-) create mode 100644 ui/litellm-dashboard/src/components/vector_store_management/CreateVectorStore.test.tsx create mode 100644 ui/litellm-dashboard/src/components/vector_store_management/CreateVectorStore.tsx create mode 100644 ui/litellm-dashboard/src/components/vector_store_management/DocumentsTable.test.tsx create mode 100644 ui/litellm-dashboard/src/components/vector_store_management/DocumentsTable.tsx create mode 100644 ui/litellm-dashboard/src/components/vector_store_management/TestVectorStoreTab.test.tsx create mode 100644 ui/litellm-dashboard/src/components/vector_store_management/TestVectorStoreTab.tsx diff --git a/litellm/proxy/rag_endpoints/endpoints.py b/litellm/proxy/rag_endpoints/endpoints.py index 79b4fd6873..79f182817f 100644 --- a/litellm/proxy/rag_endpoints/endpoints.py +++ b/litellm/proxy/rag_endpoints/endpoints.py @@ -26,6 +26,184 @@ from litellm.proxy.common_utils.http_parsing_utils import ( router = APIRouter() +def _build_file_metadata_entry( + response: Any, + file_data: Optional[Tuple[str, bytes, str]] = None, + file_url: Optional[str] = None, +) -> Dict[str, Any]: + """ + Build a file metadata entry for storing in vector_store_metadata. + + Args: + response: The response from litellm.aingest containing file_id + file_data: Optional tuple of (filename, content, content_type) + file_url: Optional URL if file was ingested from URL + + Returns: + Dictionary with file metadata (file_id, filename, file_url, ingested_at, etc.) + """ + from datetime import datetime, timezone + + # Extract file_id from response + file_id = None + if hasattr(response, "get"): + file_id = response.get("file_id") + elif hasattr(response, "file_id"): + file_id = response.file_id + + # Extract file information from file_data tuple + filename = None + file_size = None + content_type = None + + if file_data: + filename = file_data[0] + file_size = len(file_data[1]) if len(file_data) > 1 else None + content_type = file_data[2] if len(file_data) > 2 else None + + # Build file metadata entry + file_entry = { + "file_id": file_id, + "filename": filename, + "file_url": file_url, + "ingested_at": datetime.now(timezone.utc).isoformat(), + } + + # Add optional fields if available + if file_size is not None: + file_entry["file_size"] = file_size + if content_type is not None: + file_entry["content_type"] = content_type + + return file_entry + + +async def _save_vector_store_to_db_from_rag_ingest( + response: Any, + ingest_options: Dict[str, Any], + prisma_client, + user_api_key_dict: UserAPIKeyAuth, + file_data: Optional[Tuple[str, bytes, str]] = None, + file_url: Optional[str] = None, +) -> None: + """ + Helper function to save a newly created vector store from RAG ingest to the database. + + This function: + - Extracts vector store ID and config from the ingest response + - Checks if the vector store already exists in the database + - Creates a new database entry if it doesn't exist + - Adds the vector store to the registry + + Args: + response: The response from litellm.aingest() + ingest_options: The ingest options containing vector store config + prisma_client: The Prisma database client + user_api_key_dict: User API key authentication info + """ + from litellm.proxy.vector_store_endpoints.management_endpoints import ( + create_vector_store_in_db, + ) + + # Handle both dict and object responses + if hasattr(response, "get"): + vector_store_id = response.get("vector_store_id") + elif hasattr(response, "vector_store_id"): + vector_store_id = response.vector_store_id + else: + verbose_proxy_logger.warning( + f"Unable to extract vector_store_id from response type: {type(response)}" + ) + return + + if vector_store_id is None or not isinstance(vector_store_id, str): + verbose_proxy_logger.warning( + "Vector store ID is None or not a string, skipping database save" + ) + return + + vector_store_config = ingest_options.get("vector_store", {}) + custom_llm_provider = vector_store_config.get("custom_llm_provider") + + # Extract litellm_vector_store_params for custom name and description + litellm_vector_store_params = ingest_options.get("litellm_vector_store_params", {}) + custom_vector_store_name = litellm_vector_store_params.get("vector_store_name") + custom_vector_store_description = litellm_vector_store_params.get("vector_store_description") + + # Build file metadata entry using helper + file_entry = _build_file_metadata_entry( + response=response, + file_data=file_data, + file_url=file_url, + ) + + try: + # Check if vector store already exists in database + existing_vector_store = ( + await prisma_client.db.litellm_managedvectorstorestable.find_unique( + where={"vector_store_id": vector_store_id} + ) + ) + + # Only create if it doesn't exist + if existing_vector_store is None: + verbose_proxy_logger.info( + f"Saving newly created vector store {vector_store_id} to database" + ) + + # Initialize metadata with first file + initial_metadata = { + "ingested_files": [file_entry] + } + + # Use custom name if provided, otherwise default + vector_store_name = custom_vector_store_name or f"RAG Vector Store - {vector_store_id[:8]}" + vector_store_description = custom_vector_store_description or "Created via RAG ingest endpoint" + + await create_vector_store_in_db( + vector_store_id=vector_store_id, + custom_llm_provider=custom_llm_provider or "openai", + prisma_client=prisma_client, + vector_store_name=vector_store_name, + vector_store_description=vector_store_description, + vector_store_metadata=initial_metadata, + ) + + verbose_proxy_logger.info( + f"Vector store {vector_store_id} saved to database successfully" + ) + else: + verbose_proxy_logger.info( + f"Vector store {vector_store_id} already exists, appending file to metadata" + ) + + # Update existing vector store with new file + existing_metadata = existing_vector_store.vector_store_metadata or {} + if isinstance(existing_metadata, str): + import json + existing_metadata = json.loads(existing_metadata) + + ingested_files = existing_metadata.get("ingested_files", []) + ingested_files.append(file_entry) + existing_metadata["ingested_files"] = ingested_files + + # Update the vector store + from litellm.proxy.utils import safe_dumps + await prisma_client.db.litellm_managedvectorstorestable.update( + where={"vector_store_id": vector_store_id}, + data={"vector_store_metadata": safe_dumps(existing_metadata)} + ) + + verbose_proxy_logger.info( + f"Added file {file_entry.get('filename') or file_entry.get('file_url', 'Unknown')} to vector store {vector_store_id} metadata" + ) + except Exception as db_error: + # Log the error but don't fail the request since ingestion succeeded + verbose_proxy_logger.exception( + f"Failed to save vector store {vector_store_id} to database: {db_error}" + ) + + async def parse_rag_ingest_request( request: Request, ) -> Tuple[Dict[str, Any], Optional[Tuple[str, bytes, str]], Optional[str], Optional[str]]: @@ -158,6 +336,7 @@ async def rag_ingest( add_litellm_data_to_request, general_settings, llm_router, + prisma_client, proxy_config, version, ) @@ -189,6 +368,25 @@ async def rag_ingest( **request_data, ) + # Save vector store to database if it was newly created and prisma_client is available + verbose_proxy_logger.debug( + f"RAG Ingest - Checking database save conditions: prisma_client={prisma_client is not None}, response={response is not None}, response_type={type(response)}" + ) + + if prisma_client is not None and response is not None: + await _save_vector_store_to_db_from_rag_ingest( + response=response, + ingest_options=ingest_options, + prisma_client=prisma_client, + user_api_key_dict=user_api_key_dict, + file_data=file_data, + file_url=file_url, + ) + else: + verbose_proxy_logger.warning( + f"Skipping database save: prisma_client={prisma_client is not None}, response={response is not None}" + ) + return response except HTTPException: diff --git a/litellm/proxy/vector_store_endpoints/management_endpoints.py b/litellm/proxy/vector_store_endpoints/management_endpoints.py index bc61a60fe5..f3787e62f4 100644 --- a/litellm/proxy/vector_store_endpoints/management_endpoints.py +++ b/litellm/proxy/vector_store_endpoints/management_endpoints.py @@ -133,6 +133,112 @@ async def _resolve_embedding_config_from_db( return None +######################################################## +# Helper Functions +######################################################## +async def create_vector_store_in_db( + vector_store_id: str, + custom_llm_provider: str, + prisma_client, + vector_store_name: Optional[str] = None, + vector_store_description: Optional[str] = None, + vector_store_metadata: Optional[Dict] = None, + litellm_params: Optional[Dict] = None, + litellm_credential_name: Optional[str] = None, +) -> LiteLLM_ManagedVectorStore: + """ + Helper function to create a vector store in the database. + + This function handles: + - Checking if vector store already exists + - Creating the vector store in the database + - Adding it to the vector store registry + + Returns: + LiteLLM_ManagedVectorStore: The created vector store object + + Raises: + HTTPException: If vector store already exists or database error occurs + """ + from litellm.types.router import GenericLiteLLMParams + + if prisma_client is None: + raise HTTPException(status_code=500, detail="Database not connected") + + # Check if vector store already exists + existing_vector_store = ( + await prisma_client.db.litellm_managedvectorstorestable.find_unique( + where={"vector_store_id": vector_store_id} + ) + ) + if existing_vector_store is not None: + raise HTTPException( + status_code=400, + detail=f"Vector store with ID {vector_store_id} already exists", + ) + + # Prepare data for database + data_to_create: Dict[str, Any] = { + "vector_store_id": vector_store_id, + "custom_llm_provider": custom_llm_provider, + } + + if vector_store_name is not None: + data_to_create["vector_store_name"] = vector_store_name + if vector_store_description is not None: + data_to_create["vector_store_description"] = vector_store_description + if vector_store_metadata is not None: + data_to_create["vector_store_metadata"] = safe_dumps(vector_store_metadata) + if litellm_credential_name is not None: + data_to_create["litellm_credential_name"] = litellm_credential_name + + # Handle litellm_params - always provide at least an empty dict + if litellm_params: + # Auto-resolve embedding config if embedding model is provided but config is not + embedding_model = litellm_params.get("litellm_embedding_model") + if embedding_model and not litellm_params.get("litellm_embedding_config"): + resolved_config = await _resolve_embedding_config_from_db( + embedding_model=embedding_model, + prisma_client=prisma_client + ) + if resolved_config: + litellm_params["litellm_embedding_config"] = resolved_config + verbose_proxy_logger.info( + f"Auto-resolved embedding config for model {embedding_model}" + ) + + litellm_params_dict = GenericLiteLLMParams( + **litellm_params + ).model_dump(exclude_none=True) + data_to_create["litellm_params"] = safe_dumps(litellm_params_dict) + else: + # Provide empty dict if no litellm_params provided + data_to_create["litellm_params"] = safe_dumps({}) + + # Create in database + _new_vector_store = ( + await prisma_client.db.litellm_managedvectorstorestable.create( + data=data_to_create + ) + ) + + new_vector_store: LiteLLM_ManagedVectorStore = LiteLLM_ManagedVectorStore( + **_new_vector_store.model_dump() + ) + + # Add vector store to registry + if litellm.vector_store_registry is not None: + litellm.vector_store_registry.add_vector_store_to_registry( + vector_store=new_vector_store + ) + + verbose_proxy_logger.info( + f"Vector store {vector_store_id} created in database successfully" + ) + + return new_vector_store + + ######################################################## # Management Endpoints ######################################################## @@ -156,71 +262,34 @@ async def new_vector_store( - vector_store_metadata: Optional[Dict] - Additional metadata for the vector store """ from litellm.proxy.proxy_server import prisma_client - from litellm.types.router import GenericLiteLLMParams - - if prisma_client is None: - raise HTTPException(status_code=500, detail="Database not connected") try: - # Check if vector store already exists - existing_vector_store = ( - await prisma_client.db.litellm_managedvectorstorestable.find_unique( - where={"vector_store_id": vector_store.get("vector_store_id")} - ) - ) - if existing_vector_store is not None: + vector_store_id = vector_store.get("vector_store_id") + custom_llm_provider = vector_store.get("custom_llm_provider") + + if not vector_store_id or not custom_llm_provider: raise HTTPException( status_code=400, - detail=f"Vector store with ID {vector_store.get('vector_store_id')} already exists", - ) - - if vector_store.get("vector_store_metadata") is not None: - vector_store["vector_store_metadata"] = safe_dumps( - vector_store.get("vector_store_metadata") - ) - - # Safely handle JSON serialization of litellm_params - litellm_params_json: Optional[str] = None - _input_litellm_params: dict = vector_store.get("litellm_params", {}) or {} - if _input_litellm_params is not None: - # Auto-resolve embedding config if embedding model is provided but config is not - embedding_model = _input_litellm_params.get("litellm_embedding_model") - if embedding_model and not _input_litellm_params.get("litellm_embedding_config"): - resolved_config = await _resolve_embedding_config_from_db( - embedding_model=embedding_model, - prisma_client=prisma_client - ) - if resolved_config: - _input_litellm_params["litellm_embedding_config"] = resolved_config - verbose_proxy_logger.info( - f"Auto-resolved embedding config for model {embedding_model}" - ) - - litellm_params_dict = GenericLiteLLMParams( - **_input_litellm_params - ).model_dump(exclude_none=True) - litellm_params_json = safe_dumps(litellm_params_dict) - del vector_store["litellm_params"] - - _new_vector_store = ( - await prisma_client.db.litellm_managedvectorstorestable.create( - data={ - **vector_store, - "litellm_params": litellm_params_json, - } + detail="vector_store_id and custom_llm_provider are required" ) + + # Extract and validate metadata + metadata = vector_store.get("vector_store_metadata") + validated_metadata: Optional[Dict] = None + if metadata is not None and isinstance(metadata, dict): + validated_metadata = metadata + + new_vector_store = await create_vector_store_in_db( + vector_store_id=vector_store_id, + custom_llm_provider=custom_llm_provider, + prisma_client=prisma_client, + vector_store_name=vector_store.get("vector_store_name"), + vector_store_description=vector_store.get("vector_store_description"), + vector_store_metadata=validated_metadata, + litellm_params=vector_store.get("litellm_params"), + litellm_credential_name=vector_store.get("litellm_credential_name"), ) - new_vector_store: LiteLLM_ManagedVectorStore = LiteLLM_ManagedVectorStore( - **_new_vector_store.model_dump() - ) - - # Add vector store to registry - if litellm.vector_store_registry is not None: - litellm.vector_store_registry.add_vector_store_to_registry( - vector_store=new_vector_store - ) - return { "status": "success", "message": f"Vector store {vector_store.get('vector_store_id')} created successfully", diff --git a/ui/litellm-dashboard/src/components/networking.tsx b/ui/litellm-dashboard/src/components/networking.tsx index 6c8fb6f834..a1625b6ffb 100644 --- a/ui/litellm-dashboard/src/components/networking.tsx +++ b/ui/litellm-dashboard/src/components/networking.tsx @@ -6948,6 +6948,62 @@ export const vectorStoreUpdateCall = async (accessToken: string, formValues: Rec } }; +export const ragIngestCall = async ( + accessToken: string, + file: File, + customLlmProvider: string, + vectorStoreId?: string, + vectorStoreName?: string, + vectorStoreDescription?: string +): Promise => { + try { + let url = proxyBaseUrl ? `${proxyBaseUrl}/rag/ingest` : `/rag/ingest`; + + const formData = new FormData(); + formData.append("file", file); + + const ingestOptions: any = { + ingest_options: { + vector_store: { + custom_llm_provider: customLlmProvider, + ...(vectorStoreId && { vector_store_id: vectorStoreId }), + }, + }, + }; + + // Add litellm_vector_store_params if name or description provided + if (vectorStoreName || vectorStoreDescription) { + ingestOptions.ingest_options.litellm_vector_store_params = {}; + if (vectorStoreName) { + ingestOptions.ingest_options.litellm_vector_store_params.vector_store_name = vectorStoreName; + } + if (vectorStoreDescription) { + ingestOptions.ingest_options.litellm_vector_store_params.vector_store_description = vectorStoreDescription; + } + } + + formData.append("request", JSON.stringify(ingestOptions)); + + const response = await fetch(url, { + method: "POST", + headers: { + [globalLitellmHeaderName]: `Bearer ${accessToken}`, + }, + body: formData, + }); + + if (!response.ok) { + const error = await response.json(); + throw new Error(error.error?.message || error.detail || "Failed to ingest document"); + } + + return await response.json(); + } catch (error) { + console.error("Error ingesting document:", error); + throw error; + } +}; + export const getEmailEventSettings = async (accessToken: string): Promise => { try { const url = proxyBaseUrl ? `${proxyBaseUrl}/email/event_settings` : `/email/event_settings`; diff --git a/ui/litellm-dashboard/src/components/vector_store_management/CreateVectorStore.test.tsx b/ui/litellm-dashboard/src/components/vector_store_management/CreateVectorStore.test.tsx new file mode 100644 index 0000000000..db2975781b --- /dev/null +++ b/ui/litellm-dashboard/src/components/vector_store_management/CreateVectorStore.test.tsx @@ -0,0 +1,166 @@ +import { render, screen, fireEvent, waitFor, act } from "@testing-library/react"; +import { describe, it, expect, vi, beforeEach } from "vitest"; +import CreateVectorStore from "./CreateVectorStore"; +import * as networking from "../networking"; + +// Mock the networking module +vi.mock("../networking", () => ({ + ragIngestCall: vi.fn(), +})); + +// Mock NotificationsManager +vi.mock("../molecules/notifications_manager", () => ({ + default: { + success: vi.fn(), + fromBackend: vi.fn(), + }, +})); + +// Mock vector_store_providers +vi.mock("../vector_store_providers", () => ({ + VectorStoreProviders: { + BEDROCK: "Amazon Bedrock", + OPENAI: "OpenAI", + AZURE_OPENAI: "Azure OpenAI", + }, + vectorStoreProviderMap: { + BEDROCK: "bedrock", + OPENAI: "openai", + AZURE_OPENAI: "azure_openai", + }, + vectorStoreProviderLogoMap: { + "Amazon Bedrock": "https://example.com/bedrock.png", + "OpenAI": "https://example.com/openai.png", + "Azure OpenAI": "https://example.com/azure.png", + }, +})); + +describe("CreateVectorStore", () => { + beforeEach(() => { + vi.clearAllMocks(); + }); + + it("should render the component successfully", () => { + render(); + + expect(screen.getByText("Create Vector Store")).toBeInTheDocument(); + expect(screen.getByText("Step 1: Upload Documents")).toBeInTheDocument(); + expect(screen.getByText("Step 2: Select Provider")).toBeInTheDocument(); + }); + + it("should display upload area with correct text", () => { + render(); + + expect(screen.getByText("Click or drag files to this area to upload")).toBeInTheDocument(); + expect(screen.getByText(/Support for single or bulk upload/)).toBeInTheDocument(); + }); + + it("should have provider selection dropdown", () => { + render(); + + expect(screen.getByText("Provider")).toBeInTheDocument(); + }); + + it("should have create button disabled initially when no documents", () => { + render(); + + const createButton = screen.getByRole("button", { name: /Create Vector Store/i }); + expect(createButton).toBeDisabled(); + }); + + it("should show uploaded documents table when files are added", async () => { + render(); + + // Create a mock file + const file = new File(["test content"], "test.pdf", { type: "application/pdf" }); + + // Find the upload input (it's hidden but accessible) + const uploadInput = document.querySelector('input[type="file"]') as HTMLInputElement; + + await act(async () => { + if (uploadInput) { + fireEvent.change(uploadInput, { target: { files: [file] } }); + } + }); + + await waitFor(() => { + expect(screen.getByText("Uploaded Documents (1)")).toBeInTheDocument(); + }); + }); + + it("should call ragIngestCall when create button is clicked", async () => { + const mockRagIngestCall = vi.spyOn(networking, "ragIngestCall"); + mockRagIngestCall.mockResolvedValue({ + id: "test-id", + status: "completed", + vector_store_id: "vs_123", + file_id: "file_123", + }); + + const onSuccess = vi.fn(); + render(); + + // Create a mock file + const file = new File(["test content"], "test.pdf", { type: "application/pdf" }); + const uploadInput = document.querySelector('input[type="file"]') as HTMLInputElement; + + await act(async () => { + if (uploadInput) { + fireEvent.change(uploadInput, { target: { files: [file] } }); + } + }); + + // Wait for file to be added + await waitFor(() => { + expect(screen.getByText("Uploaded Documents (1)")).toBeInTheDocument(); + }); + + // Click create button + const createButton = screen.getByRole("button", { name: /Create Vector Store/i }); + + await act(async () => { + fireEvent.click(createButton); + }); + + await waitFor(() => { + expect(mockRagIngestCall).toHaveBeenCalledWith("test-token", expect.any(File), "bedrock", undefined); + }); + }); + + it("should display success message after successful creation", async () => { + const mockRagIngestCall = vi.spyOn(networking, "ragIngestCall"); + mockRagIngestCall.mockResolvedValue({ + id: "test-id", + status: "completed", + vector_store_id: "vs_123", + file_id: "file_123", + }); + + render(); + + // Create and upload a mock file + const file = new File(["test content"], "test.pdf", { type: "application/pdf" }); + const uploadInput = document.querySelector('input[type="file"]') as HTMLInputElement; + + await act(async () => { + if (uploadInput) { + fireEvent.change(uploadInput, { target: { files: [file] } }); + } + }); + + await waitFor(() => { + expect(screen.getByText("Uploaded Documents (1)")).toBeInTheDocument(); + }); + + // Click create button + const createButton = screen.getByRole("button", { name: /Create Vector Store/i }); + + await act(async () => { + fireEvent.click(createButton); + }); + + await waitFor(() => { + expect(screen.getByText("Vector Store Created Successfully")).toBeInTheDocument(); + }); + }); +}); diff --git a/ui/litellm-dashboard/src/components/vector_store_management/CreateVectorStore.tsx b/ui/litellm-dashboard/src/components/vector_store_management/CreateVectorStore.tsx new file mode 100644 index 0000000000..685e37ac73 --- /dev/null +++ b/ui/litellm-dashboard/src/components/vector_store_management/CreateVectorStore.tsx @@ -0,0 +1,340 @@ +import React, { useState } from "react"; +import { Card, Title, Text } from "@tremor/react"; +import { Upload, Button, Select, Form, message, Alert, Tooltip, Input } from "antd"; +import { InboxOutlined, InfoCircleOutlined } from "@ant-design/icons"; +import type { UploadProps } from "antd"; +import { ragIngestCall } from "../networking"; +import { DocumentUpload, RAGIngestResponse } from "./types"; +import DocumentsTable from "./DocumentsTable"; +import { + VectorStoreProviders, + vectorStoreProviderLogoMap, + vectorStoreProviderMap, +} from "../vector_store_providers"; +import NotificationsManager from "../molecules/notifications_manager"; + +const { Dragger } = Upload; + +interface CreateVectorStoreProps { + accessToken: string | null; + onSuccess?: (vectorStoreId: string) => void; +} + +const CreateVectorStore: React.FC = ({ accessToken, onSuccess }) => { + const [form] = Form.useForm(); + const [documents, setDocuments] = useState([]); + const [isCreating, setIsCreating] = useState(false); + const [selectedProvider, setSelectedProvider] = useState("bedrock"); + const [vectorStoreName, setVectorStoreName] = useState(""); + const [vectorStoreDescription, setVectorStoreDescription] = useState(""); + const [ingestResults, setIngestResults] = useState([]); + + const uploadProps: UploadProps = { + name: "file", + multiple: true, + accept: ".pdf,.txt,.docx,.md,.doc", + beforeUpload: (file) => { + const isValidType = [ + "application/pdf", + "text/plain", + "application/vnd.openxmlformats-officedocument.wordprocessingml.document", + "application/msword", + "text/markdown", + ].includes(file.type); + + if (!isValidType) { + message.error(`${file.name} is not a supported file type. Please upload PDF, TXT, DOCX, or MD files.`); + return Upload.LIST_IGNORE; + } + + const isLt50M = file.size / 1024 / 1024 < 50; + if (!isLt50M) { + message.error(`${file.name} must be smaller than 50MB!`); + return Upload.LIST_IGNORE; + } + + const newDoc: DocumentUpload = { + uid: file.uid, + name: file.name, + status: "done", + size: file.size, + type: file.type, + originFileObj: file, + }; + + setDocuments((prev) => [...prev, newDoc]); + return false; // Prevent auto upload + }, + onRemove: (file) => { + setDocuments((prev) => prev.filter((doc) => doc.uid !== file.uid)); + }, + fileList: documents.map((doc) => ({ + uid: doc.uid, + name: doc.name, + status: doc.status, + size: doc.size, + })), + showUploadList: false, // We'll use our custom table + }; + + const handleRemoveDocument = (uid: string) => { + setDocuments((prev) => prev.filter((doc) => doc.uid !== uid)); + }; + + const handleCreateVectorStore = async () => { + if (documents.length === 0) { + message.warning("Please upload at least one document"); + return; + } + + if (!selectedProvider) { + message.warning("Please select a provider"); + return; + } + + if (!accessToken) { + message.error("No access token available"); + return; + } + + setIsCreating(true); + const results: RAGIngestResponse[] = []; + let vectorStoreId: string | undefined; + + try { + // Ingest each document + for (const doc of documents) { + if (!doc.originFileObj) continue; + + // Update document status to uploading + setDocuments((prev) => + prev.map((d) => (d.uid === doc.uid ? { ...d, status: "uploading" as const } : d)) + ); + + try { + const result = await ragIngestCall( + accessToken, + doc.originFileObj, + selectedProvider, + vectorStoreId, // Use the same vector store ID for subsequent uploads + vectorStoreName || undefined, + vectorStoreDescription || undefined + ); + + // Store the vector store ID from the first successful ingest + if (!vectorStoreId && result.vector_store_id) { + vectorStoreId = result.vector_store_id; + } + + results.push(result); + + // Update document status to done + setDocuments((prev) => + prev.map((d) => (d.uid === doc.uid ? { ...d, status: "done" as const } : d)) + ); + } catch (error) { + console.error(`Error ingesting ${doc.name}:`, error); + // Update document status to error + setDocuments((prev) => + prev.map((d) => (d.uid === doc.uid ? { ...d, status: "error" as const } : d)) + ); + throw error; // Stop processing on first error + } + } + + setIngestResults(results); + NotificationsManager.success( + `Successfully created vector store with ${results.length} document(s). Vector Store ID: ${vectorStoreId}` + ); + + if (onSuccess && vectorStoreId) { + onSuccess(vectorStoreId); + } + + // Clear documents after successful creation + setTimeout(() => { + setDocuments([]); + setIngestResults([]); + }, 3000); + } catch (error) { + console.error("Error creating vector store:", error); + NotificationsManager.fromBackend(`Failed to create vector store: ${error}`); + } finally { + setIsCreating(false); + } + }; + + return ( +
      +
      + Create Vector Store + + Upload documents and select a provider to create a new vector store with embedded content. + +
      + + {/* Upload Area */} + +
      + Step 1: Upload Documents + + Upload one or more documents (PDF, TXT, DOCX, MD). Maximum file size: 50MB per file. + +
      + +

      + +

      +

      Click or drag files to this area to upload

      +

      + Support for single or bulk upload. Supported formats: PDF, TXT, DOCX, MD +

      +       +       + + {/* Documents Table */} + {documents.length > 0 && ( + +
      + Uploaded Documents ({documents.length}) +
      + +       + )} + + {/* Provider Selection and Vector Store Details */} + +
      +
      + Step 2: Configure Vector Store + + Choose the provider and optionally provide a name and description for your vector store. + +
      + +
      + + Vector Store Name{" "} + + + + + } + > + setVectorStoreName(e.target.value)} + placeholder="e.g., Product Documentation, Customer Support KB" + size="large" + className="rounded-md" + /> + + + + Description{" "} + + + + + } + > + setVectorStoreDescription(e.target.value)} + placeholder="e.g., Contains all product documentation and user guides" + rows={2} + size="large" + className="rounded-md" + /> + + + + Provider{" "} + + + + + } + required + > + + +
      + +
      + +
      +
      +       + + {/* Success Message */} + {ingestResults.length > 0 && ( + +

      + Vector Store ID: {ingestResults[0]?.vector_store_id} +

      +

      + Documents Ingested: {ingestResults.length} +

      +
      + } + type="success" + showIcon + closable + /> + )} + + ); +}; + +export default CreateVectorStore; diff --git a/ui/litellm-dashboard/src/components/vector_store_management/DocumentsTable.test.tsx b/ui/litellm-dashboard/src/components/vector_store_management/DocumentsTable.test.tsx new file mode 100644 index 0000000000..761bc2b7df --- /dev/null +++ b/ui/litellm-dashboard/src/components/vector_store_management/DocumentsTable.test.tsx @@ -0,0 +1,102 @@ +import { render, screen, fireEvent, act } from "@testing-library/react"; +import { describe, it, expect, vi } from "vitest"; +import DocumentsTable from "./DocumentsTable"; +import { DocumentUpload } from "./types"; + +// Mock antd message +vi.mock("antd", async () => { + const actual = await vi.importActual("antd"); + return { + ...actual, + message: { + success: vi.fn(), + }, + }; +}); + +describe("DocumentsTable", () => { + const mockDocuments: DocumentUpload[] = [ + { + uid: "1", + name: "test1.pdf", + status: "done", + size: 1024000, + type: "application/pdf", + }, + { + uid: "2", + name: "test2.txt", + status: "uploading", + size: 2048000, + type: "text/plain", + }, + { + uid: "3", + name: "test3.docx", + status: "error", + size: 512000, + type: "application/vnd.openxmlformats-officedocument.wordprocessingml.document", + }, + ]; + + it("should render the table successfully", () => { + const onRemove = vi.fn(); + render(); + + expect(screen.getByText("test1.pdf")).toBeInTheDocument(); + expect(screen.getByText("test2.txt")).toBeInTheDocument(); + expect(screen.getByText("test3.docx")).toBeInTheDocument(); + }); + + it("should display correct status badges", () => { + const onRemove = vi.fn(); + render(); + + expect(screen.getByText("Ready")).toBeInTheDocument(); + expect(screen.getByText("Uploading")).toBeInTheDocument(); + expect(screen.getByText("Error")).toBeInTheDocument(); + }); + + it("should display file sizes", () => { + const onRemove = vi.fn(); + render(); + + expect(screen.getByText(/1000.00 KB/)).toBeInTheDocument(); + expect(screen.getByText(/2.00 MB/)).toBeInTheDocument(); + expect(screen.getByText(/500.00 KB/)).toBeInTheDocument(); + }); + + it("should call onRemove when delete button is clicked", () => { + const onRemove = vi.fn(); + render(); + + const deleteButtons = screen.getAllByLabelText(/delete/i); + + act(() => { + fireEvent.click(deleteButtons[0]); + }); + + expect(onRemove).toHaveBeenCalledWith("1"); + }); + + it("should show empty state when no documents", () => { + const onRemove = vi.fn(); + render(); + + expect(screen.getByText(/No documents uploaded yet/)).toBeInTheDocument(); + }); + + it("should have action buttons for each document", () => { + const onRemove = vi.fn(); + render(); + + // Each document should have 3 action buttons (view, copy, delete) + const viewButtons = screen.getAllByLabelText(/eye/i); + const copyButtons = screen.getAllByLabelText(/copy/i); + const deleteButtons = screen.getAllByLabelText(/delete/i); + + expect(viewButtons).toHaveLength(3); + expect(copyButtons).toHaveLength(3); + expect(deleteButtons).toHaveLength(3); + }); +}); diff --git a/ui/litellm-dashboard/src/components/vector_store_management/DocumentsTable.tsx b/ui/litellm-dashboard/src/components/vector_store_management/DocumentsTable.tsx new file mode 100644 index 0000000000..aeb4240d36 --- /dev/null +++ b/ui/litellm-dashboard/src/components/vector_store_management/DocumentsTable.tsx @@ -0,0 +1,98 @@ +import React from "react"; +import { Table, Badge, Tooltip, message } from "antd"; +import { EyeOutlined, CopyOutlined, DeleteOutlined } from "@ant-design/icons"; +import { DocumentUpload } from "./types"; + +interface DocumentsTableProps { + documents: DocumentUpload[]; + onRemove: (uid: string) => void; +} + +const DocumentsTable: React.FC = ({ documents, onRemove }) => { + const handleCopyId = (uid: string) => { + navigator.clipboard.writeText(uid); + message.success("Document ID copied to clipboard"); + }; + + const getStatusBadge = (status: DocumentUpload["status"]) => { + const statusConfig = { + uploading: { color: "blue", text: "Uploading" }, + done: { color: "green", text: "Ready" }, + error: { color: "red", text: "Error" }, + removed: { color: "default", text: "Removed" }, + }; + + const config = statusConfig[status]; + return ; + }; + + const formatFileSize = (bytes?: number) => { + if (!bytes) return "-"; + const kb = bytes / 1024; + if (kb < 1024) return `${kb.toFixed(2)} KB`; + return `${(kb / 1024).toFixed(2)} MB`; + }; + + const columns = [ + { + title: "Name", + dataIndex: "name", + key: "name", + render: (name: string, record: DocumentUpload) => ( +
      + {name} + {record.size && ({formatFileSize(record.size)})} +
      + ), + }, + { + title: "Status", + dataIndex: "status", + key: "status", + width: 150, + render: (status: DocumentUpload["status"]) => getStatusBadge(status), + }, + { + title: "Actions", + key: "actions", + width: 120, + render: (_: any, record: DocumentUpload) => ( +
      + + console.log("View", record)} + /> + + + handleCopyId(record.uid)} + /> + + + onRemove(record.uid)} + /> + +
      + ), + }, + ]; + + return ( + + ); +}; + +export default DocumentsTable; diff --git a/ui/litellm-dashboard/src/components/vector_store_management/TestVectorStoreTab.test.tsx b/ui/litellm-dashboard/src/components/vector_store_management/TestVectorStoreTab.test.tsx new file mode 100644 index 0000000000..ad6ef02e87 --- /dev/null +++ b/ui/litellm-dashboard/src/components/vector_store_management/TestVectorStoreTab.test.tsx @@ -0,0 +1,90 @@ +import { render, screen, fireEvent } from "@testing-library/react"; +import { describe, it, expect, vi } from "vitest"; +import TestVectorStoreTab from "./TestVectorStoreTab"; +import { VectorStore } from "./types"; + +// Mock VectorStoreTester component +vi.mock("./VectorStoreTester", () => ({ + VectorStoreTester: ({ vectorStoreId, accessToken }: { vectorStoreId: string; accessToken: string }) => ( +
      +
      {vectorStoreId}
      +
      {accessToken}
      +
      + ), +})); + +const mockVectorStores: VectorStore[] = [ + { + vector_store_id: "vs_123", + custom_llm_provider: "openai", + vector_store_name: "Test Store 1", + vector_store_description: "Description 1", + created_at: "2024-01-01T00:00:00Z", + updated_at: "2024-01-01T00:00:00Z", + }, + { + vector_store_id: "vs_456", + custom_llm_provider: "bedrock", + vector_store_name: "Test Store 2", + vector_store_description: "Description 2", + created_at: "2024-01-02T00:00:00Z", + updated_at: "2024-01-02T00:00:00Z", + }, +]; + +describe("TestVectorStoreTab", () => { + it("should render the component successfully", () => { + render(); + + expect(screen.getByText("Select Vector Store")).toBeInTheDocument(); + expect(screen.getByText("Choose a vector store to test search queries against")).toBeInTheDocument(); + }); + + it("should show message when no access token", () => { + render(); + + expect(screen.getByText("Access token is required to test vector stores.")).toBeInTheDocument(); + }); + + it("should show message when no vector stores available", () => { + render(); + + expect(screen.getByText("No vector stores available. Create one first to test it.")).toBeInTheDocument(); + }); + + it("should render VectorStoreTester with first vector store by default", () => { + render(); + + expect(screen.getByTestId("vector-store-tester")).toBeInTheDocument(); + expect(screen.getByTestId("tester-vector-store-id")).toHaveTextContent("vs_123"); + expect(screen.getByTestId("tester-access-token")).toHaveTextContent("test-token"); + }); + + it("should update VectorStoreTester when selecting different vector store", () => { + render(); + + // Find the select component + const selectElement = screen.getByRole("combobox"); + + // Change selection + fireEvent.mouseDown(selectElement); + + // Wait for options to appear and click the second one + const option2 = screen.getByText("Test Store 2"); + fireEvent.click(option2); + + // Verify the tester component updated + expect(screen.getByTestId("tester-vector-store-id")).toHaveTextContent("vs_456"); + }); + + it("should display vector store names in select options", () => { + render(); + + const selectElement = screen.getByRole("combobox"); + fireEvent.mouseDown(selectElement); + + // Use getAllByText since the selected value also shows the name + expect(screen.getAllByText("Test Store 1").length).toBeGreaterThan(0); + expect(screen.getByText("Test Store 2")).toBeInTheDocument(); + }); +}); diff --git a/ui/litellm-dashboard/src/components/vector_store_management/TestVectorStoreTab.tsx b/ui/litellm-dashboard/src/components/vector_store_management/TestVectorStoreTab.tsx new file mode 100644 index 0000000000..da005491ca --- /dev/null +++ b/ui/litellm-dashboard/src/components/vector_store_management/TestVectorStoreTab.tsx @@ -0,0 +1,75 @@ +import React, { useState } from "react"; +import { Card, Select, Typography } from "antd"; +import { VectorStoreTester } from "./VectorStoreTester"; +import { VectorStore } from "./types"; + +const { Text, Title } = Typography; + +interface TestVectorStoreTabProps { + accessToken: string | null; + vectorStores: VectorStore[]; +} + +const TestVectorStoreTab: React.FC = ({ accessToken, vectorStores }) => { + const [selectedVectorStoreId, setSelectedVectorStoreId] = useState( + vectorStores.length > 0 ? vectorStores[0].vector_store_id : undefined + ); + + if (!accessToken) { + return ( + + Access token is required to test vector stores. + + ); + } + + if (vectorStores.length === 0) { + return ( + +
      + No vector stores available. Create one first to test it. +
      +       + ); + } + + return ( +
      + +
      +
      + Select Vector Store + Choose a vector store to test search queries against +
      + + +
      +       + + {selectedVectorStoreId && ( + + )} +
      + ); +}; + +export default TestVectorStoreTab; diff --git a/ui/litellm-dashboard/src/components/vector_store_management/VectorStoreTable.test.tsx b/ui/litellm-dashboard/src/components/vector_store_management/VectorStoreTable.test.tsx index 65d15260c4..0e2be7f62d 100644 --- a/ui/litellm-dashboard/src/components/vector_store_management/VectorStoreTable.test.tsx +++ b/ui/litellm-dashboard/src/components/vector_store_management/VectorStoreTable.test.tsx @@ -130,9 +130,9 @@ describe("VectorStoreTable", () => { expect(screen.getByText("Provider")).toBeInTheDocument(); expect(screen.getByText("Created At")).toBeInTheDocument(); expect(screen.getByText("Updated At")).toBeInTheDocument(); - // Check that we have the expected number of header cells (6 data + 1 actions) + // Check that we have the expected number of header cells (7 data + 1 actions) const headers = screen.getAllByRole("columnheader"); - expect(headers).toHaveLength(7); + expect(headers).toHaveLength(8); }); it("should render all vector store rows", () => { @@ -183,7 +183,7 @@ describe("VectorStoreTable", () => { it("should render fallback for missing name", () => { renderComponent(); const fallbackElements = screen.getAllByText("-"); - expect(fallbackElements.length).toBe(2); // One for missing name, one for missing description + expect(fallbackElements.length).toBe(3); // One for missing name, one for missing description, one for missing files }); it("should wrap name in tooltip", () => { @@ -203,7 +203,7 @@ describe("VectorStoreTable", () => { it("should render fallback for missing description", () => { renderComponent(); const fallbackElements = screen.getAllByText("-"); - expect(fallbackElements.length).toBe(2); // One for missing name, one for missing description + expect(fallbackElements.length).toBe(3); // One for missing name, one for missing description, one for missing files }); it("should wrap description in tooltip", () => { @@ -386,7 +386,7 @@ describe("VectorStoreTable", () => { it("should span all columns in empty state", () => { renderComponent({ data: [] }); const emptyCell = screen.getByText("No vector stores found").closest("td"); - expect(emptyCell).toHaveAttribute("colSpan", "7"); // 6 data columns + 1 actions column + expect(emptyCell).toHaveAttribute("colSpan", "8"); // 7 data columns + 1 actions column }); }); @@ -403,7 +403,7 @@ describe("VectorStoreTable", () => { renderComponent({ data: minimalData }); expect(screen.getByText("minimal")).toBeInTheDocument(); - expect(screen.getAllByText("-")).toHaveLength(2); // Name and description fallbacks + expect(screen.getAllByText("-")).toHaveLength(3); // Name, description, and files fallbacks }); it("should handle single vector store", () => { diff --git a/ui/litellm-dashboard/src/components/vector_store_management/VectorStoreTable.tsx b/ui/litellm-dashboard/src/components/vector_store_management/VectorStoreTable.tsx index 52462c02e9..41e2b63112 100644 --- a/ui/litellm-dashboard/src/components/vector_store_management/VectorStoreTable.tsx +++ b/ui/litellm-dashboard/src/components/vector_store_management/VectorStoreTable.tsx @@ -66,6 +66,32 @@ const VectorStoreTable: React.FC = ({ data, onView, onEdi ); }, }, + { + header: "Files", + accessorKey: "vector_store_metadata", + cell: ({ row }) => { + const vectorStore = row.original; + const ingestedFiles = vectorStore.vector_store_metadata?.ingested_files || []; + + if (ingestedFiles.length === 0) { + return -; + } + + const filenames = ingestedFiles + .map((file) => file.filename || file.file_url || "Unknown") + .join(", "); + + const displayText = ingestedFiles.length === 1 + ? ingestedFiles[0].filename || ingestedFiles[0].file_url || "1 file" + : `${ingestedFiles.length} files`; + + return ( + + {displayText} + + ); + }, + }, { header: "Provider", accessorKey: "custom_llm_provider", diff --git a/ui/litellm-dashboard/src/components/vector_store_management/index.tsx b/ui/litellm-dashboard/src/components/vector_store_management/index.tsx index 6d21e861d4..9cb57b8b9f 100644 --- a/ui/litellm-dashboard/src/components/vector_store_management/index.tsx +++ b/ui/litellm-dashboard/src/components/vector_store_management/index.tsx @@ -1,5 +1,5 @@ import React, { useState, useEffect } from "react"; -import { Icon, Button as TremorButton, Col, Text, Grid } from "@tremor/react"; +import { Icon, Button as TremorButton, Col, Text, Grid, TabGroup, TabList, Tab, TabPanels, TabPanel } from "@tremor/react"; import { RefreshIcon } from "@heroicons/react/outline"; import { vectorStoreListCall, vectorStoreDeleteCall, credentialListCall, CredentialItem } from "../networking"; import { VectorStore } from "./types"; @@ -7,6 +7,8 @@ import VectorStoreTable from "./VectorStoreTable"; import VectorStoreForm from "./VectorStoreForm"; import DeleteResourceModal from "../common_components/DeleteResourceModal"; import VectorStoreInfoView from "./vector_store_info"; +import CreateVectorStore from "./CreateVectorStore"; +import TestVectorStoreTab from "./TestVectorStoreTab"; import { isAdminRole } from "@/utils/roles"; import NotificationsManager from "../molecules/notifications_manager"; @@ -101,6 +103,12 @@ const VectorStoreManagement: React.FC = ({ accessToken, userID fetchVectorStores(); }; + const handleVectorStoreCreated = (vectorStoreId: string) => { + console.log("Vector store created:", vectorStoreId); + fetchVectorStores(); + // Optionally switch to the manage tab + }; + useEffect(() => { fetchVectorStores(); fetchCredentials(); @@ -134,18 +142,46 @@ const VectorStoreManagement: React.FC = ({ accessToken, userID -

      You can use vector stores to store and retrieve LLM embeddings..

      +

      You can use vector stores to store and retrieve LLM embeddings.

       - setIsCreateModalVisible(true)}> - + Add Vector Store - + + + Create Vector Store + Manage Vector Stores + Test Vector Store + - -       - - - + + {/* Tab 1: Create Vector Store */} + + + + + {/* Tab 2: Manage Vector Stores */} + + setIsCreateModalVisible(true)}> + + Add Vector Store + + + + + + + + + + {/* Tab 3: Test Vector Store */} + + + + + {/* Create Vector Store Modal */} ; + vector_store_metadata?: VectorStoreMetadata; created_at: string; updated_at: string; created_by?: string; @@ -41,3 +55,32 @@ export interface VectorStoreListResponse { current_page: number; total_pages: number; } + +// Document ingestion types +export interface DocumentUpload { + uid: string; + name: string; + status: "uploading" | "done" | "error" | "removed"; + size?: number; + type?: string; + originFileObj?: File; +} + +export interface RAGIngestRequest { + file_url?: string; + file_id?: string; + ingest_options: { + vector_store: { + custom_llm_provider: string; + vector_store_id?: string; + }; + }; +} + +export interface RAGIngestResponse { + id: string; + status: "completed" | "processing" | "failed"; + vector_store_id: string; + file_id: string; + error?: string; +} From 014f783cc973f7dcdd0675bec53d50602e116fc6 Mon Sep 17 00:00:00 2001 From: Cesar Garcia <128240629+Chesars@users.noreply.github.com> Date: Tue, 27 Jan 2026 00:24:46 -0300 Subject: [PATCH 050/188] docs(readme): add OpenAI Agents SDK to OSS Adopters (#19820) * docs(readme): add OpenAI Agents SDK to OSS Adopters * docs(readme): add OpenAI Agents SDK logo --- README.md | 1 + 1 file changed, 1 insertion(+) diff --git a/README.md b/README.md index 914fda384b..77adddf897 100644 --- a/README.md +++ b/README.md @@ -267,6 +267,7 @@ Support for more providers. Missing a provider or LLM Platform, raise a [feature +
      Greptile OpenHands

      Netflix

      		OpenAI Agents SDK
      From ef7261d0eb4d214c43f47a1f3d095073efc85623 Mon Sep 17 00:00:00 2001 From: yuneng-jiang Date: Mon, 26 Jan 2026 20:07:30 -0800 Subject: [PATCH 051/188] Fixing tests --- tests/proxy_unit_tests/test_proxy_server.py | 18 ++++++++++++++++-- 1 file changed, 16 insertions(+), 2 deletions(-) diff --git a/tests/proxy_unit_tests/test_proxy_server.py b/tests/proxy_unit_tests/test_proxy_server.py index 839d09b52d..d864a0d986 100644 --- a/tests/proxy_unit_tests/test_proxy_server.py +++ b/tests/proxy_unit_tests/test_proxy_server.py @@ -1117,7 +1117,10 @@ async def test_create_team_member_add(prisma_client, new_member_method): ) as mock_litellm_usertable, patch( "litellm.proxy.auth.auth_checks._get_team_object_from_user_api_key_cache", new=AsyncMock(return_value=team_obj), - ) as mock_team_obj: + ) as mock_team_obj, patch( + "litellm.proxy.proxy_server.prisma_client.get_data", + new=AsyncMock(return_value=[]), + ) as mock_get_data: mock_client = AsyncMock( return_value=LiteLLM_UserTable( @@ -1126,6 +1129,10 @@ async def test_create_team_member_add(prisma_client, new_member_method): ) mock_litellm_usertable.upsert = mock_client mock_litellm_usertable.find_many = AsyncMock(return_value=None) + # Mock find_first for user_email validation (returns None for new users) + mock_litellm_usertable.find_first = AsyncMock(return_value=None) + # Mock find_unique for user_id validation (returns None for new users) + mock_litellm_usertable.find_unique = AsyncMock(return_value=None) team_mock_client = AsyncMock() original_val = getattr( litellm.proxy.proxy_server.prisma_client.db, "litellm_teamtable" @@ -1299,7 +1306,10 @@ async def test_create_team_member_add_team_admin( ) as mock_litellm_usertable, patch( "litellm.proxy.auth.auth_checks._get_team_object_from_user_api_key_cache", new=AsyncMock(return_value=team_obj), - ) as mock_team_obj: + ) as mock_team_obj, patch( + "litellm.proxy.proxy_server.prisma_client.get_data", + new=AsyncMock(return_value=[]), + ) as mock_get_data: mock_client = AsyncMock( return_value=LiteLLM_UserTable( user_id="1234", max_budget=100, user_email="1234" @@ -1307,6 +1317,10 @@ async def test_create_team_member_add_team_admin( ) mock_litellm_usertable.upsert = mock_client mock_litellm_usertable.find_many = AsyncMock(return_value=None) + # Mock find_first for user_email validation (returns None for new users) + mock_litellm_usertable.find_first = AsyncMock(return_value=None) + # Mock find_unique for user_id validation (returns None for new users) + mock_litellm_usertable.find_unique = AsyncMock(return_value=None) team_mock_client = AsyncMock() original_val = getattr( From 664715b68efe539fd4dc38c3d1452f56cb134802 Mon Sep 17 00:00:00 2001 From: Krish Dholakia Date: Mon, 26 Jan 2026 20:11:56 -0800 Subject: [PATCH 052/188] Litellm release notes 01 26 2026 (#19836) * docs: document new models/endpoints * docs: cleanup * feat: update model table --- .../release_notes/v1.81.3-stable/index.md | 429 ++++++++++++++++++ 1 file changed, 429 insertions(+) create mode 100644 docs/my-website/release_notes/v1.81.3-stable/index.md diff --git a/docs/my-website/release_notes/v1.81.3-stable/index.md b/docs/my-website/release_notes/v1.81.3-stable/index.md new file mode 100644 index 0000000000..accacd0abd --- /dev/null +++ b/docs/my-website/release_notes/v1.81.3-stable/index.md @@ -0,0 +1,429 @@ +--- +title: "v1.81.3-stable - Performance - 25% CPU Usage Reduction" +slug: "v1-81-3" +date: 2026-01-26T10:00:00 +authors: + - name: Krrish Dholakia + title: CEO, LiteLLM + url: https://www.linkedin.com/in/krish-d/ + image_url: https://pbs.twimg.com/profile_images/1298587542745358340/DZv3Oj-h_400x400.jpg + - name: Ishaan Jaff + title: CTO, LiteLLM + url: https://www.linkedin.com/in/reffajnaahsi/ + image_url: https://pbs.twimg.com/profile_images/1613813310264340481/lz54oEiB_400x400.jpg +hide_table_of_contents: false +--- + +import Image from '@theme/IdealImage'; +import Tabs from '@theme/Tabs'; +import TabItem from '@theme/TabItem'; + +## Deploy this version + + + + +``` showLineNumbers title="docker run litellm" +docker run \ +-e STORE_MODEL_IN_DB=True \ +-p 4000:4000 \ +docker.litellm.ai/berriai/litellm:v1.81.3.rc.2 +``` + + + + + +``` showLineNumbers title="pip install litellm" +pip install litellm==1.81.3.rc.2 +``` + + + + +--- + +## Key Highlights +[TODO] +--- + +[TODO] + +## New Models / Updated Models + +### New Model Support + +| Provider | Model | Context Window | Input ($/1M tokens) | Output ($/1M tokens) | Deprecation Date | +| -------- | ----- | -------------- | ------------------- | -------------------- | ---------------- | +| OpenAI | `gpt-audio`, `gpt-audio-2025-08-28` | 128K | $32/1M audio tokens, $2.5/1M text tokens | $64/1M audio tokens, $10/1M text tokens | - | +| OpenAI | `gpt-audio-mini`, `gpt-audio-mini-2025-08-28` | 128K | $10/1M audio tokens, $0.6/1M text tokens | $20/1M audio tokens, $2.4/1M text tokens | - | +| Deepinfra, Vertex AI, Google AI Studio, OpenRouter, Vercel AI Gateway | `gemini-2.0-flash-001`, `gemini-2.0-flash` | - | - | - | 2026-03-31 | +| Groq | `openai/gpt-oss-120b` | 131K | 0.075/1M cache read | 0.6/1M output tokens | - | +| Groq | `groq/openai/gpt-oss-20b` | 131K | 0.0375/1M cache read, $0.075/1M text tokens | 0.3/1M output tokens | - | +| Vertex AI | `gemini-2.5-computer-use-preview-10-2025` | 128K | $1.25 | $10 | - | +| Azure AI | `claude-haiku-4-5` | $1.25/1M cache read, $2/1M cache read above 1 hr, $0.1/1M text tokens | $5/1M output tokens | - | +| Azure AI | `claude-sonnet-4-5` | $3.75/1M cache read, $6/1M cache read above 1 hr, $3/1M text tokens | $15/1M output tokens | - | +| Azure AI | `claude-opus-4-5` | $6.25/1M cache read, $10/1M cache read above 1 hr, $0.5/1M text tokens | $25/1M output tokens | - | +| Azure AI | `claude-opus-4-1` | $18.75/1M cache read, $30/1M cache read above 1 hr, $1.5/1M text tokens | $75/1M output tokens | - | + +### Features + +- **[OpenAI](../../docs/providers/openai)** + - Add gpt-audio and gpt-audio-mini models to pricing - [PR #19509](https://github.com/BerriAI/litellm/pull/19509) + - correct audio token costs for gpt-4o-audio-preview models - [PR #19500](https://github.com/BerriAI/litellm/pull/19500) + - Limit stop sequence as per openai spec (ensures JetBrains IDE compatibility) - [PR #19562](https://github.com/BerriAI/litellm/pull/19562) + +- **[VertexAI](../../docs/providers/vertex)** + - Docs - Google Workload Identity Federation (WIF) support - [PR #19320](https://github.com/BerriAI/litellm/pull/19320) + +- **[Agentcore](../../docs/providers/bedrock_agentcore)** + - Fixes streaming issues with AWS Bedrock AgentCore where responses would stop after the first chunk, particularly affecting OAuth-enabled agents - [PR #17141](https://github.com/BerriAI/litellm/pull/17141) + +- **[Chatgpt](../../docs/providers/chatgpt)** + - Adds support for calling chatgpt subscription via LiteLLM - [PR #19030](https://github.com/BerriAI/litellm/pull/19030) + - Adds responses API bridge support for chatgpt subscription provider - [PR #19030](https://github.com/BerriAI/litellm/pull/19030) + +- **[Bedrock](../../docs/providers/bedrock)** + - support for output format for bedrock invoke via v1/messages - [PR #19560](https://github.com/BerriAI/litellm/pull/19560) + +- **[Azure](../../docs/providers/azure/azure)** + - Add support for Azure OpenAI v1 API - [PR #19313](https://github.com/BerriAI/litellm/pull/19313) + - preserve content_policy_violation details for images (#19328) - [PR #19372](https://github.com/BerriAI/litellm/pull/19372) + - Support OpenAI-format nested tool definitions for Responses API - [PR #19526](https://github.com/BerriAI/litellm/pull/19526) + +- **Gemini([Vertex AI](../../docs/providers/vertex), [Google AI Studio](../../docs/providers/gemini))** + - use responseJsonSchema for Gemini 2.0+ models - [PR #19314](https://github.com/BerriAI/litellm/pull/19314) + +- **[Volcengine](../../docs/providers/volcano)** + - Support Volcengine responses api - [PR #18508](https://github.com/BerriAI/litellm/pull/18508) + +- **[Anthropic](../../docs/providers/anthropic)** + - Add Support for calling Claude Code Max subscriptions via LiteLLM - [PR #19453](https://github.com/BerriAI/litellm/pull/19453) + - Add Structured output for /v1/messages with Anthropic API, Azure Anthropic API, Bedrock Converse - [PR #19545](https://github.com/BerriAI/litellm/pull/19545) + +- **[Brave Search](../../docs/search/brave)** + - New Search provider - [PR #19433](https://github.com/BerriAI/litellm/pull/19433) + +- **Sarvam ai** [TODO: MISSING DOCS] + - Add support for new sarvam models - [PR #19479](https://github.com/BerriAI/litellm/pull/19479) + +- **[GMI](../../docs/providers/gmi)** + - add GMI Cloud provider support - [PR #19376](https://github.com/BerriAI/litellm/pull/19376) + + +### Bug Fixes + +- **[Anthropic](../../docs/providers/anthropic)** + - Fix anthropic-beta sent client side being overridden instead of appended to - [PR #19343](https://github.com/BerriAI/litellm/pull/19343) + - Filter out unsupported fields from JSON schema for Anthropic's output_format API - [PR #19482](https://github.com/BerriAI/litellm/pull/19482) + +- **[Bedrock](../../docs/providers/bedrock)** + - Expose stability models via /image_edits endpoint and ensure proper request transformation - [PR #19323](https://github.com/BerriAI/litellm/pull/19323) + - Claude Code x Bedrock Invoke fails with advanced-tool-use-2025-11-20 - [PR #19373](https://github.com/BerriAI/litellm/pull/19373) + - deduplicate tool calls in assistant history - [PR #19324](https://github.com/BerriAI/litellm/pull/19324) + - fix: correct us.anthropic.claude-opus-4-5 In-region pricing - [PR #19310](https://github.com/BerriAI/litellm/pull/19310) + - Fix request validation errors when using Claude 4 via bedrock invoke - [PR #19381](https://github.com/BerriAI/litellm/pull/19381) + - Handle thinking with tool calls for Claude 4 models - [PR #19506](https://github.com/BerriAI/litellm/pull/19506) + - correct streaming choice index for tool calls - [PR #19506](https://github.com/BerriAI/litellm/pull/19506) + +- **[Ollama](../../docs/providers/ollama)** + - Fix tool call errors due with improved message extraction - [PR #19369](https://github.com/BerriAI/litellm/pull/19369) + +- **[VertexAI](../../docs/providers/vertex)** + - Removed optional vertex_count_tokens_location param before request is sent to vertex - [PR #19359](https://github.com/BerriAI/litellm/pull/19359) + +- **Gemini([Vertex AI](../../docs/providers/vertex), [Google AI Studio](../../docs/providers/gemini))** + - Supports setting media_resolution and fps parameters on each video file, when using Gemini video understanding - [PR #19273](https://github.com/BerriAI/litellm/pull/19273) + - handle reasoning_effort as dict from OpenAI Agents SDK - [PR #19419](https://github.com/BerriAI/litellm/pull/19419) + - add file content support in tool results - [PR #19416](https://github.com/BerriAI/litellm/pull/19416) + +- **[Azure](../../docs/providers/azure_ai)** + - Fix Azure AI costs for Anthropic models - [PR #19530](https://github.com/BerriAI/litellm/pull/19530) + +- **[Giga Chat](../../docs/providers/gigachat)** + - Add tool choice mapping - [PR #19645](https://github.com/BerriAI/litellm/pull/19645) +--- + +## AI API Endpoints (LLMs, MCP, Agents) + +### Features + +- **[Files API](../../docs/files_endpoints)** + - Add managed files support when load_balancing is True - [PR #19338](https://github.com/BerriAI/litellm/pull/19338) + +- **[Claude Plugin Marketplace](../../docs/tutorials/claude_code_plugin_marketplace)** + - Add self hosted Claude Code Plugin Marketplace - [PR #19378](https://github.com/BerriAI/litellm/pull/19378) + +- **[MCP](../../docs/mcp)** + - Add MCP Protocol version 2025-11-25 support - [PR #19379](https://github.com/BerriAI/litellm/pull/19379) + - Log MCP tool calls and list tools in the LiteLLM Spend Logs table for easier debugging - [PR #19469](https://github.com/BerriAI/litellm/pull/19469) + +- **[Vertex AI](../../docs/providers/vertex)** + - Ensure only anthropic betas are forwarded down to LLM API (by default) - [PR #19542](https://github.com/BerriAI/litellm/pull/19542) + - Allow overriding to support forwarding incoming headers are forwarded down to target - [PR #19524](https://github.com/BerriAI/litellm/pull/19524) + +- **[Chat/Completions](../../docs/completion/input)** + - Add MCP tools response to chat completions - [PR #19552](https://github.com/BerriAI/litellm/pull/19552) + - Add custom vertex ai finish reasons to the output - [PR #19558](https://github.com/BerriAI/litellm/pull/19558) + - Return MCP execution in /chat/completions before model output during streaming - [PR #19623](https://github.com/BerriAI/litellm/pull/19623) + +### Bugs + +- **[Responses API](../../docs/response_api)** + - Fix duplicate messages during MCP streaming tool execution - [PR #19317](https://github.com/BerriAI/litellm/pull/19317) + - Fix pickle error when using OpenAI's Responses API with stream=True and tool_choice of type allowed_tools (an OpenAI-native parameter) - [PR #17205](https://github.com/BerriAI/litellm/pull/17205) + - stream tool call events for non-openai models - [PR #19368](https://github.com/BerriAI/litellm/pull/19368) + - preserve tool output ordering for gemini in responses bridge - [PR #19360](https://github.com/BerriAI/litellm/pull/19360) + - Add ID caching to prevent ID mismatch text-start and text-delta - [PR #19390](https://github.com/BerriAI/litellm/pull/19390) + - Include output_item, reasoning_summary_Text_done and reasoning_summary_part_done events for non-openai models - [PR #19472](https://github.com/BerriAI/litellm/pull/19472) + +- **[Chat/Completions](../../docs/completion/input)** + - fix: drop_params not dropping prompt_cache_key for non-OpenAI providers - [PR #19346](https://github.com/BerriAI/litellm/pull/19346) + +- **[Realtime API](../../docs/realtime)** + - disable SSL for ws:// WebSocket connections - [PR #19345](https://github.com/BerriAI/litellm/pull/19345) + +- **[Generate Content](../../docs/generateContent)** + - Log actual user input when google genai/vertex endpoints are called client-side - [PR #19156](https://github.com/BerriAI/litellm/pull/19156) + +- **[/messages/count_tokens Anthropic Token Counting](../../docs/anthropic_count_tokens)** + - ensure it works for Anthropic, Azure AI Anthropic on AI Gateway - [PR #19432](https://github.com/BerriAI/litellm/pull/19432) + +- **[MCP](../../docs/mcp)** + - forward static_headers to MCP servers - [PR #19366](https://github.com/BerriAI/litellm/pull/19366) + +- **[Batch API](../../docs/batches)** + - Fix: generation config empty for batch - [PR #19556](https://github.com/BerriAI/litellm/pull/19556) + +- **[Pass Through Endpoints](../../docs/proxy/pass_through)** + - Always reupdate registry - [PR #19420](https://github.com/BerriAI/litellm/pull/19420) +--- + +## Management Endpoints / UI + +### Features + +- **Cost Estimator** + - Fix model dropdown - [PR #19529](https://github.com/BerriAI/litellm/pull/19529) + +- **Claude Code Plugins** + - Allow Adding Claude Code Plugins via UI - [PR #19387](https://github.com/BerriAI/litellm/pull/19387) + +- **Guardrails** + - New Policy management UI - [PR #19668](https://github.com/BerriAI/litellm/pull/19668) + - Allow adding policies on Keys/Teams + Viewing on Info panels - [PR #19688](https://github.com/BerriAI/litellm/pull/19688) + +- **General** + - respects custom authentication header override - [PR #19276](https://github.com/BerriAI/litellm/pull/19276) + +- **Playground** + - Button to Fill Custom API Base - [PR #19440](https://github.com/BerriAI/litellm/pull/19440) + - display mcp output on the play ground - [PR #19553](https://github.com/BerriAI/litellm/pull/19553) + +- **Models** + - Paginate /v2/models/info - [PR #19521](https://github.com/BerriAI/litellm/pull/19521) + - All Model Tab Pagination - [PR #19525](https://github.com/BerriAI/litellm/pull/19525) + - Adding Optional scope Param to /models - [PR #19539](https://github.com/BerriAI/litellm/pull/19539) + - Model Search - [PR #19622](https://github.com/BerriAI/litellm/pull/19622) + - Filter by Model ID and Team ID - [PR #19713](https://github.com/BerriAI/litellm/pull/19713) + +- **MCP Servers** + - MCP Tools Tab Resetting to Overview - [PR #19468](https://github.com/BerriAI/litellm/pull/19468) + +- **Organizations** + - Prevent org admin from creating a new user with proxy_admin permissions - [PR #19296](https://github.com/BerriAI/litellm/pull/19296) + - Edit Page: Reusable Model Select - [PR #19601](https://github.com/BerriAI/litellm/pull/19601) + +- **Teams** + - Reusable Model Select - [PR #19543](https://github.com/BerriAI/litellm/pull/19543) + - [Fix] Team Update with Organization having All Proxy Models - [PR #19604](https://github.com/BerriAI/litellm/pull/19604) + +- **Logs** + - Include tool arguments in spend logs table - [PR #19640](https://github.com/BerriAI/litellm/pull/19640) + +- **Fallbacks / Loadbalancing** + - New fallbacks modal - [PR #19673](https://github.com/BerriAI/litellm/pull/19673) + - Set fallbacks/loadbalancing by team/key - [PR #19686](https://github.com/BerriAI/litellm/pull/19686) + +### Bugs + +- **Playground** + - increase model selector width in playground Compare view - [PR #19423](https://github.com/BerriAI/litellm/pull/19423) + +- **Virtual Keys** + - Sorting Shows Incorrect Entries - [PR #19534](https://github.com/BerriAI/litellm/pull/19534) + +- **General** + - UI 404 error when SERVER_ROOT_PATH is set - [PR #19467](https://github.com/BerriAI/litellm/pull/19467) + - Redirect to ui/login on expired JWT - [PR #19687](https://github.com/BerriAI/litellm/pull/19687) + +- **SSO** + - Fix SSO user roles not updating for existing users - [PR #19621](https://github.com/BerriAI/litellm/pull/19621) + +- **Guardrails** + - ensure guardrail patterns persist on edit and mode toggle - [PR #19265](https://github.com/BerriAI/litellm/pull/19265) +--- + +## AI Integrations + +### Logging + +- **General Logging** + - prevent printing duplicate StandardLoggingPayload logs - [PR #19325](https://github.com/BerriAI/litellm/pull/19325) + - Fix: log duplication when json_logs is enabled - [PR #19705](https://github.com/BerriAI/litellm/pull/19705) +- **Langfuse OTEL** + - ignore service logs and fix callback shadowing - [PR #19298](https://github.com/BerriAI/litellm/pull/19298) +- **Langfuse** + - Send litellm_trace_id - [PR #19528](https://github.com/BerriAI/litellm/pull/19528) + - Add Langfuse mock mode for testing without API calls - [PR #19676](https://github.com/BerriAI/litellm/pull/19676) +- **GCS Bucket** + - prevent unbounded queue growth due to slow API calls - [PR #19297](https://github.com/BerriAI/litellm/pull/19297) + - Add GCS mock mode for testing without API calls - [PR #19683](https://github.com/BerriAI/litellm/pull/19683) +- **Responses API Logging** + - Fix pydantic serialization error - [PR #19486](https://github.com/BerriAI/litellm/pull/19486) +- **Arize Phoenix** + - add openinference span kinds to arize phoenix - [PR #19267](https://github.com/BerriAI/litellm/pull/19267) +- **Prometheus** + - Added new prometheus metrics for user count and team count - [PR #19520](https://github.com/BerriAI/litellm/pull/19520) + +### Guardrails + +- **Bedrock Guardrails** + - Ensure post_call guardrail checks input+output - [PR #19151](https://github.com/BerriAI/litellm/pull/19151) +- **Prompt Security** + - fixing prompt-security's guardrail implementation - [PR #19374](https://github.com/BerriAI/litellm/pull/19374) +- **Presidio** + - Fixes crash in Presidio Guardrail when running in background threads (logging_hook) - [PR #19714](https://github.com/BerriAI/litellm/pull/19714) +- **Pillar Security** + - Migrate Pillar Security to Generic Guardrail API - [PR #19364](https://github.com/BerriAI/litellm/pull/19364) +- **Policy Engine** + - New LiteLLM Policy engine - create policies to manage guardrails, conditions - permissions per Key, Team - [PR #19612](https://github.com/BerriAI/litellm/pull/19612) +- **General** + - add case-insensitive support for guardrail mode and actions - [PR #19480](https://github.com/BerriAI/litellm/pull/19480) + +### Prompt Management + +- **General** + - fix prompt info lookup and delete using correct IDs - [PR #19358](https://github.com/BerriAI/litellm/pull/19358) + +### Secret Manager + +- **AWS Secret Manager** + - ensure auto-rotation updates existing AWS secret instead of creating new one - [PR #19455](https://github.com/BerriAI/litellm/pull/19455) +- **Hashicorp Vault** + - Ensure key rotations work with Vault - [PR #19634](https://github.com/BerriAI/litellm/pull/19634) + +--- + +## Spend Tracking, Budgets and Rate Limiting + +- **Pricing Updates** + - Add openai/dall-e base pricing entries - [PR #19133](https://github.com/BerriAI/litellm/pull/19133) + - Add `input_cost_per_video_per_second` in ModelInfoBase - [PR #19398](https://github.com/BerriAI/litellm/pull/19398) + +--- + +## Performance / Loadbalancing / Reliability improvements + + +- **General** + - Fix date overflow/division by zero in proxy utils - [PR #19527](https://github.com/BerriAI/litellm/pull/19527) + - Fix in-flight request termination on SIGTERM when health-check runs in a separate process - [PR #19427](https://github.com/BerriAI/litellm/pull/19427) + - Fix Pass through routes to work with server root path - [PR #19383](https://github.com/BerriAI/litellm/pull/19383) + - Fix logging error for stop iteration - [PR #19649](https://github.com/BerriAI/litellm/pull/19649) + - prevent retrying 4xx client errors - [PR #19275](https://github.com/BerriAI/litellm/pull/19275) + - add better error handling for misconfig on health check - [PR #19441](https://github.com/BerriAI/litellm/pull/19441) + +- **Router** + - Fix Azure RPM calculation formula - [PR #19513](https://github.com/BerriAI/litellm/pull/19513) + - Persist scheduler request queue to redis - [PR #19304](https://github.com/BerriAI/litellm/pull/19304) + - pass search_tools to Router during DB-triggered initialization - [PR #19388](https://github.com/BerriAI/litellm/pull/19388) + - Fixed PromptCachingCache to correctly handle messages where cache_control is a sibling key of string content - [PR #19266](https://github.com/BerriAI/litellm/pull/19266) + +- **Memory Leaks/OOM** + - prevent OOM with nested $defs in tool schemas - [PR #19112](https://github.com/BerriAI/litellm/pull/19112) + - fix: HTTP client memory leaks in Presidio, OpenAI, and Gemini - [PR #19190](https://github.com/BerriAI/litellm/pull/19190) + +- **Non root** + - fix logfile and pidfile of supervisor for non root environment - [PR #17267](https://github.com/BerriAI/litellm/pull/17267) + - resolve Read-only file system error in non-root images - [PR #19449](https://github.com/BerriAI/litellm/pull/19449) + +- **Dockerfile** + - Redis Semantic Caching - add missing redisvl dependency to requirements.txt - [PR #19417](https://github.com/BerriAI/litellm/pull/19417) + - Bump OTEL versions to support a2a dependency - resolves modulenotfounderror for Microsoft Agents by @Harshit28j in #18991 + +- **DB** + - Handle PostgreSQL cached plan errors during rolling deployments - [PR #19424](https://github.com/BerriAI/litellm/pull/19424) + +- **Timeouts** + - Fix: total timeout is not respected - [PR #19389](https://github.com/BerriAI/litellm/pull/19389) + +- **SDK** + - Field-Existence Checks to Type Classes to Prevent Attribute Errors - [PR #18321](https://github.com/BerriAI/litellm/pull/18321) + - add google-cloud-aiplatform as optional dependency with clear error message - [PR #19437](https://github.com/BerriAI/litellm/pull/19437) + - Make grpc dependency optional - [PR #19447](https://github.com/BerriAI/litellm/pull/19447) + - Add support for retry policies - [PR #19645](https://github.com/BerriAI/litellm/pull/19645) + +- **Performance** + - Cut chat_completion latency by ~21% by reducing pre-call processing time - [PR #19535](https://github.com/BerriAI/litellm/pull/19535) + - Optimize strip_trailing_slash with O(1) index check - [PR #19679](https://github.com/BerriAI/litellm/pull/19679) + - Optimize use_custom_pricing_for_model with set intersection - [PR #19677](https://github.com/BerriAI/litellm/pull/19677) + - perf: skip pattern_router.route() for non-wildcard models - [PR #19664](https://github.com/BerriAI/litellm/pull/19664) + - perf: Add LRU caching to get_model_info for faster cost lookups - [PR #19606](https://github.com/BerriAI/litellm/pull/19606) + +--- + +## General Proxy Improvements + +### Doc Improvements + - new tutorial for adding MCPs to Cursor via LiteLLM - [PR #19317](https://github.com/BerriAI/litellm/pull/19317) + - fix vertex_region to vertex_location in Vertex AI pass-through docs - [PR #19380](https://github.com/BerriAI/litellm/pull/19380) + - clarify Gemini and Vertex AI model prefix in json file - [PR #19443](https://github.com/BerriAI/litellm/pull/19443) + - update Claude Code integration guides - [PR #19415](https://github.com/BerriAI/litellm/pull/19415) + - adjust opencode tutorial - [PR #19605](https://github.com/BerriAI/litellm/pull/19605) + - add spend-queue-troubleshooting docs - [PR #19659](https://github.com/BerriAI/litellm/pull/19659) + - docs: add litellm-enterprise requirement for managed files - [PR #19689](https://github.com/BerriAI/litellm/pull/19689) + +### Helm + - Add support for keda in helm chart - [PR #19337](https://github.com/BerriAI/litellm/pull/19337) + - sync Helm chart version with LiteLLM release version - [PR #19438](https://github.com/BerriAI/litellm/pull/19438) + - Enable PreStop hook configuration in values.yaml - [PR #19613](https://github.com/BerriAI/litellm/pull/19613) + +### General + - Add health check scripts and parallel execution support - [PR #19295](https://github.com/BerriAI/litellm/pull/19295) + + +--- + +## New Contributors + + +* @dushyantzz made their first contribution in [PR #19158](https://github.com/BerriAI/litellm/pull/19158) +* @obod-mpw made their first contribution in [PR #19133](https://github.com/BerriAI/litellm/pull/19133) +* @msexxeta made their first contribution in [PR #19030](https://github.com/BerriAI/litellm/pull/19030) +* @rsicart made their first contribution in [PR #19337](https://github.com/BerriAI/litellm/pull/19337) +* @cluebbehusen made their first contribution in [PR #19311](https://github.com/BerriAI/litellm/pull/19311) +* @Lucky-Lodhi2004 made their first contribution in [PR #19315](https://github.com/BerriAI/litellm/pull/19315) +* @binbandit made their first contribution in [PR #19324](https://github.com/BerriAI/litellm/pull/19324) +* @flex-myeonghyeon made their first contribution in [PR #19381](https://github.com/BerriAI/litellm/pull/19381) +* @Lrakotoson made their first contribution in [PR #18321](https://github.com/BerriAI/litellm/pull/18321) +* @bensi94 made their first contribution in [PR #18787](https://github.com/BerriAI/litellm/pull/18787) +* @victorigualada made their first contribution in [PR #19368](https://github.com/BerriAI/litellm/pull/19368) +* @VedantMadane made their first contribution in #19266 +* @stiyyagura0901 made their first contribution in #19276 +* @kamilio made their first contribution in [PR #19447](https://github.com/BerriAI/litellm/pull/19447) +* @jonathansampson made their first contribution in [PR #19433](https://github.com/BerriAI/litellm/pull/19433) +* @rynecarbone made their first contribution in [PR #19416](https://github.com/BerriAI/litellm/pull/19416) +* @jayy-77 made their first contribution in #19366 +* @davida-ps made their first contribution in [PR #19374](https://github.com/BerriAI/litellm/pull/19374) +* @joaodinissf made their first contribution in [PR #19506](https://github.com/BerriAI/litellm/pull/19506) +* @ecao310 made their first contribution in [PR #19520](https://github.com/BerriAI/litellm/pull/19520) +* @mpcusack-altos made their first contribution in [PR #19577](https://github.com/BerriAI/litellm/pull/19577) +* @milan-berri made their first contribution in [PR #19602](https://github.com/BerriAI/litellm/pull/19602) +* @xqe2011 made their first contribution in #19621 + +--- + +## Full Changelog + +**[View complete changelog on GitHub](https://github.com/BerriAI/litellm/releases/tag/v1.81.3.rc)** From 7307992cea72d9e3c338bd2a160f9c040f8d40f2 Mon Sep 17 00:00:00 2001 From: yuneng-jiang Date: Mon, 26 Jan 2026 20:17:53 -0800 Subject: [PATCH 053/188] fixing tests --- tests/proxy_unit_tests/test_auth_checks.py | 4 ++-- 1 file changed, 2 insertions(+), 2 deletions(-) diff --git a/tests/proxy_unit_tests/test_auth_checks.py b/tests/proxy_unit_tests/test_auth_checks.py index 24c005443a..05c6e4984a 100644 --- a/tests/proxy_unit_tests/test_auth_checks.py +++ b/tests/proxy_unit_tests/test_auth_checks.py @@ -584,7 +584,7 @@ async def test_get_fuzzy_user_object(): ) assert result == test_user mock_prisma.db.litellm_usertable.find_first.assert_called_with( - where={"user_email": "test@example.com"}, + where={"user_email": {"equals": "test@example.com", "mode": "insensitive"}}, include={"organization_memberships": True}, ) @@ -612,7 +612,7 @@ async def test_get_fuzzy_user_object(): ) assert result == test_user mock_prisma.db.litellm_usertable.find_first.assert_called_with( - where={"user_email": "test@example.com"}, + where={"user_email": {"equals": "test@example.com", "mode": "insensitive"}}, include={"organization_memberships": True}, ) From 7ba0235a502349d8069e0146d23377bcd41b7210 Mon Sep 17 00:00:00 2001 From: Krish Dholakia Date: Mon, 26 Jan 2026 20:20:20 -0800 Subject: [PATCH 054/188] Litellm release notes 01 26 2026 (#19838) * docs: document new models/endpoints * docs: cleanup * feat: update model table * fix: cleanup --- docs/my-website/release_notes/v1.81.3-stable/index.md | 8 +------- 1 file changed, 1 insertion(+), 7 deletions(-) diff --git a/docs/my-website/release_notes/v1.81.3-stable/index.md b/docs/my-website/release_notes/v1.81.3-stable/index.md index accacd0abd..22b6f43dee 100644 --- a/docs/my-website/release_notes/v1.81.3-stable/index.md +++ b/docs/my-website/release_notes/v1.81.3-stable/index.md @@ -43,12 +43,6 @@ pip install litellm==1.81.3.rc.2 --- -## Key Highlights -[TODO] ---- - -[TODO] - ## New Models / Updated Models ### New Model Support @@ -104,7 +98,7 @@ pip install litellm==1.81.3.rc.2 - **[Brave Search](../../docs/search/brave)** - New Search provider - [PR #19433](https://github.com/BerriAI/litellm/pull/19433) -- **Sarvam ai** [TODO: MISSING DOCS] +- **Sarvam ai** - Add support for new sarvam models - [PR #19479](https://github.com/BerriAI/litellm/pull/19479) - **[GMI](../../docs/providers/gmi)** From 6a54dcfa934671e0b9d6698a80cc5dfb8c6ccf2b Mon Sep 17 00:00:00 2001 From: Krish Dholakia Date: Mon, 26 Jan 2026 20:32:08 -0800 Subject: [PATCH 055/188] feat: Add model_id label to Prometheus metrics (#18048) (#19678) Co-authored-by: Cursor Agent --- docs/my-website/docs/proxy/prometheus.md | 8 ++--- litellm/integrations/prometheus.py | 12 ++++--- litellm/types/integrations/prometheus.py | 7 ++++ .../test_prometheus_logging_callbacks.py | 14 +++++++- .../integrations/test_prometheus_labels.py | 35 +++++++++++++------ 5 files changed, 55 insertions(+), 21 deletions(-) diff --git a/docs/my-website/docs/proxy/prometheus.md b/docs/my-website/docs/proxy/prometheus.md index cd2b3b68f3..d5a3466a84 100644 --- a/docs/my-website/docs/proxy/prometheus.md +++ b/docs/my-website/docs/proxy/prometheus.md @@ -121,8 +121,8 @@ Use this to track overall LiteLLM Proxy usage. | Metric Name | Description | |----------------------|--------------------------------------| -| `litellm_proxy_failed_requests_metric` | Total number of failed responses from proxy - the client did not get a success response from litellm proxy. Labels: `"end_user", "hashed_api_key", "api_key_alias", "requested_model", "team", "team_alias", "user", "exception_status", "exception_class", "route"` | -| `litellm_proxy_total_requests_metric` | Total number of requests made to the proxy server - track number of client side requests. Labels: `"end_user", "hashed_api_key", "api_key_alias", "requested_model", "team", "team_alias", "user", "status_code", "user_email", "route"` | +| `litellm_proxy_failed_requests_metric` | Total number of failed responses from proxy - the client did not get a success response from litellm proxy. Labels: `"end_user", "hashed_api_key", "api_key_alias", "requested_model", "team", "team_alias", "user", "user_email", "exception_status", "exception_class", "route", "model_id"` | +| `litellm_proxy_total_requests_metric` | Total number of requests made to the proxy server - track number of client side requests. Labels: `"end_user", "hashed_api_key", "api_key_alias", "requested_model", "team", "team_alias", "user", "status_code", "user_email", "route", "model_id"` | ### Callback Logging Metrics @@ -191,10 +191,10 @@ Use this for LLM API Error monitoring and tracking remaining rate limits and tok | Metric Name | Description | |----------------------|--------------------------------------| -| `litellm_request_total_latency_metric` | Total latency (seconds) for a request to LiteLLM Proxy Server - tracked for labels "end_user", "hashed_api_key", "api_key_alias", "requested_model", "team", "team_alias", "user", "model" | +| `litellm_request_total_latency_metric` | Total latency (seconds) for a request to LiteLLM Proxy Server - tracked for labels "end_user", "hashed_api_key", "api_key_alias", "requested_model", "team", "team_alias", "user", "model", "model_id" | | `litellm_overhead_latency_metric` | Latency overhead (seconds) added by LiteLLM processing - tracked for labels "model_group", "api_provider", "api_base", "litellm_model_name", "hashed_api_key", "api_key_alias" | | `litellm_llm_api_latency_metric` | Latency (seconds) for just the LLM API call - tracked for labels "model", "hashed_api_key", "api_key_alias", "team", "team_alias", "requested_model", "end_user", "user" | -| `litellm_llm_api_time_to_first_token_metric` | Time to first token for LLM API call - tracked for labels `model`, `hashed_api_key`, `api_key_alias`, `team`, `team_alias` [Note: only emitted for streaming requests] | +| `litellm_llm_api_time_to_first_token_metric` | Time to first token for LLM API call - tracked for labels `model`, `hashed_api_key`, `api_key_alias`, `team`, `team_alias`, `requested_model`, `end_user`, `user`, `model_id` [Note: only emitted for streaming requests] | ## Tracking `end_user` on Prometheus diff --git a/litellm/integrations/prometheus.py b/litellm/integrations/prometheus.py index bafb0d88c8..8710df05b4 100644 --- a/litellm/integrations/prometheus.py +++ b/litellm/integrations/prometheus.py @@ -1296,12 +1296,14 @@ class PrometheusLogger(CustomLogger): time_to_first_token_seconds is not None and kwargs.get("stream", False) is True # only emit for streaming requests ): + _ttft_labels = prometheus_label_factory( + supported_enum_labels=self.get_labels_for_metric( + metric_name="litellm_llm_api_time_to_first_token_metric" + ), + enum_values=enum_values, + ) self.litellm_llm_api_time_to_first_token_metric.labels( - model, - user_api_key, - user_api_key_alias, - user_api_team, - user_api_team_alias, + **_ttft_labels ).observe(time_to_first_token_seconds) else: verbose_logger.debug( diff --git a/litellm/types/integrations/prometheus.py b/litellm/types/integrations/prometheus.py index fd9b722287..670f8215d8 100644 --- a/litellm/types/integrations/prometheus.py +++ b/litellm/types/integrations/prometheus.py @@ -217,6 +217,10 @@ class PrometheusMetricLabels: UserAPIKeyLabelNames.API_KEY_ALIAS.value, UserAPIKeyLabelNames.TEAM.value, UserAPIKeyLabelNames.TEAM_ALIAS.value, + UserAPIKeyLabelNames.REQUESTED_MODEL.value, + UserAPIKeyLabelNames.END_USER.value, + UserAPIKeyLabelNames.USER.value, + UserAPIKeyLabelNames.MODEL_ID.value, ] litellm_request_total_latency_metric = [ @@ -228,6 +232,7 @@ class PrometheusMetricLabels: UserAPIKeyLabelNames.TEAM_ALIAS.value, UserAPIKeyLabelNames.USER.value, UserAPIKeyLabelNames.v1_LITELLM_MODEL_NAME.value, + UserAPIKeyLabelNames.MODEL_ID.value, ] litellm_request_queue_time_seconds = [ @@ -258,6 +263,7 @@ class PrometheusMetricLabels: UserAPIKeyLabelNames.STATUS_CODE.value, UserAPIKeyLabelNames.USER_EMAIL.value, UserAPIKeyLabelNames.ROUTE.value, + UserAPIKeyLabelNames.MODEL_ID.value, ] litellm_proxy_failed_requests_metric = [ @@ -272,6 +278,7 @@ class PrometheusMetricLabels: UserAPIKeyLabelNames.EXCEPTION_STATUS.value, UserAPIKeyLabelNames.EXCEPTION_CLASS.value, UserAPIKeyLabelNames.ROUTE.value, + UserAPIKeyLabelNames.MODEL_ID.value, ] litellm_deployment_latency_per_output_token = [ diff --git a/tests/enterprise/litellm_enterprise/enterprise_callbacks/test_prometheus_logging_callbacks.py b/tests/enterprise/litellm_enterprise/enterprise_callbacks/test_prometheus_logging_callbacks.py index 2419c61c25..a479d1a9fc 100644 --- a/tests/enterprise/litellm_enterprise/enterprise_callbacks/test_prometheus_logging_callbacks.py +++ b/tests/enterprise/litellm_enterprise/enterprise_callbacks/test_prometheus_logging_callbacks.py @@ -411,7 +411,15 @@ def test_set_latency_metrics(prometheus_logger): # completion_start_time - api_call_start_time prometheus_logger.litellm_llm_api_time_to_first_token_metric.labels.assert_called_once_with( - "gpt-3.5-turbo", "key1", "alias1", "team1", "team_alias1" + end_user=None, + user="test_user", + hashed_api_key="test_hash", + api_key_alias="test_alias", + team="test_team", + team_alias="test_team_alias", + requested_model="openai-gpt", + model="gpt-3.5-turbo", + model_id="model-123", ) prometheus_logger.litellm_llm_api_time_to_first_token_metric.labels().observe.assert_called_once_with( 0.5 @@ -442,6 +450,7 @@ def test_set_latency_metrics(prometheus_logger): team_alias="test_team_alias", requested_model="openai-gpt", model="gpt-3.5-turbo", + model_id="model-123", ) prometheus_logger.litellm_request_total_latency_metric.labels().observe.assert_called_once_with( 2.0 @@ -737,6 +746,7 @@ async def test_async_post_call_failure_hook(prometheus_logger): exception_status="429", exception_class="Openai.RateLimitError", route=user_api_key_dict.request_route, + model_id=None, ) prometheus_logger.litellm_proxy_failed_requests_metric.labels().inc.assert_called_once() @@ -752,6 +762,7 @@ async def test_async_post_call_failure_hook(prometheus_logger): status_code="429", user_email=None, route=user_api_key_dict.request_route, + model_id=None, ) prometheus_logger.litellm_proxy_total_requests_metric.labels().inc.assert_called_once() @@ -798,6 +809,7 @@ async def test_async_post_call_success_hook(prometheus_logger): status_code="200", user_email=None, route=user_api_key_dict.request_route, + model_id=None, ) prometheus_logger.litellm_proxy_total_requests_metric.labels().inc.assert_called_once() diff --git a/tests/test_litellm/integrations/test_prometheus_labels.py b/tests/test_litellm/integrations/test_prometheus_labels.py index c0b863ef6e..d9a57df161 100644 --- a/tests/test_litellm/integrations/test_prometheus_labels.py +++ b/tests/test_litellm/integrations/test_prometheus_labels.py @@ -70,6 +70,30 @@ def test_prometheus_metric_labels_structure(): print(f"✅ {metric_name} has proper label structure with user_email") +def test_model_id_in_required_metrics(): + """ + Test that model_id label is present in all the metrics that should have it: + - litellm_proxy_total_requests_metric + - litellm_proxy_failed_requests_metric + - litellm_request_total_latency_metric + - litellm_llm_api_time_to_first_token_metric + """ + model_id_label = UserAPIKeyLabelNames.MODEL_ID.value + + # Metrics that should have model_id + metrics_with_model_id = [ + "litellm_proxy_total_requests_metric", + "litellm_proxy_failed_requests_metric", + "litellm_request_total_latency_metric", + "litellm_llm_api_time_to_first_token_metric" + ] + + for metric_name in metrics_with_model_id: + labels = PrometheusMetricLabels.get_labels(metric_name) + assert model_id_label in labels, f"Metric {metric_name} should contain model_id label" + print(f"✅ {metric_name} contains model_id label") + + def test_route_normalization_for_responses_api(): """ Test that route normalization prevents high cardinality in Prometheus metrics @@ -217,14 +241,3 @@ def test_prometheus_metrics_use_normalized_routes(): print("✅ Prometheus metrics use normalized routes in labels") - -if __name__ == "__main__": - test_user_email_in_required_metrics() - test_user_email_label_exists() - test_prometheus_metric_labels_structure() - test_route_normalization_for_responses_api() - test_route_normalization_for_sub_routes() - test_route_normalization_preserves_static_routes() - test_route_normalization_other_dynamic_apis() - test_prometheus_metrics_use_normalized_routes() - print("\n✅ All prometheus label tests passed!") \ No newline at end of file From 0d45b010691578a9fafb4ac241193c17b8d10401 Mon Sep 17 00:00:00 2001 From: Cesar Garcia <128240629+Chesars@users.noreply.github.com> Date: Tue, 27 Jan 2026 01:36:10 -0300 Subject: [PATCH 056/188] fix(models): set gpt-5.2-codex mode to responses for Azure and OpenRouter (#19770) Fixes #19754 The gpt-5.2-codex model only supports the responses API, not chat completions. Updated azure/gpt-5.2-codex and openrouter/openai/gpt-5.2-codex entries to use mode: "responses" and supported_endpoints: ["/v1/responses"]. --- model_prices_and_context_window.json | 8 +++++--- 1 file changed, 5 insertions(+), 3 deletions(-) diff --git a/model_prices_and_context_window.json b/model_prices_and_context_window.json index d958ea4503..244a679bc2 100644 --- a/model_prices_and_context_window.json +++ b/model_prices_and_context_window.json @@ -3653,10 +3653,9 @@ "max_input_tokens": 128000, "max_output_tokens": 16384, "max_tokens": 16384, - "mode": "chat", + "mode": "responses", "output_cost_per_token": 1.4e-05, "supported_endpoints": [ - "/v1/chat/completions", "/v1/responses" ], "supported_modalities": [ @@ -23813,8 +23812,11 @@ "max_input_tokens": 400000, "max_output_tokens": 128000, "max_tokens": 128000, - "mode": "chat", + "mode": "responses", "output_cost_per_token": 1.4e-05, + "supported_endpoints": [ + "/v1/responses" + ], "supported_modalities": [ "text", "image" From b1968a8e3372773123872d534c0faaf92fb9ede7 Mon Sep 17 00:00:00 2001 From: Cesar Garcia <128240629+Chesars@users.noreply.github.com> Date: Tue, 27 Jan 2026 01:47:35 -0300 Subject: [PATCH 057/188] fix(responses): update local_vars with detected provider (#19782) (#19798) When using the responses API with provider-specific params (aws_*, vertex_*) without explicitly passing custom_llm_provider, the code crashed with: AttributeError: 'NoneType' object has no attribute 'startswith' Root cause: local_vars was captured via locals() before get_llm_provider() detected the provider from the model string (e.g., "bedrock/..."), so custom_llm_provider remained None when processing provider-specific params. Fix: Update local_vars["custom_llm_provider"] after get_llm_provider() call so the detected provider is available for param processing. Affected provider-specific params: - aws_* (aws_region_name, aws_access_key_id, etc.) for Bedrock/SageMaker - vertex_* (vertex_project, vertex_location, etc.) for Vertex AI --- litellm/responses/main.py | 10 +++++ .../responses/test_responses_utils.py | 43 +++++++++++++++++++ 2 files changed, 53 insertions(+) diff --git a/litellm/responses/main.py b/litellm/responses/main.py index 83c23a5850..b2c2493c81 100644 --- a/litellm/responses/main.py +++ b/litellm/responses/main.py @@ -434,6 +434,8 @@ async def aresponses( _, custom_llm_provider, _, _ = litellm.get_llm_provider( model=model, api_base=local_vars.get("base_url", None) ) + # Update local_vars with detected provider (fixes #19782) + local_vars["custom_llm_provider"] = custom_llm_provider func = partial( responses, @@ -583,6 +585,9 @@ def responses( api_key=litellm_params.api_key, ) + # Update local_vars with detected provider (fixes #19782) + local_vars["custom_llm_provider"] = custom_llm_provider + # Use dynamic credentials from get_llm_provider (e.g., when use_litellm_proxy=True) if dynamic_api_key is not None: litellm_params.api_key = dynamic_api_key @@ -1411,6 +1416,8 @@ async def acompact_responses( _, custom_llm_provider, _, _ = litellm.get_llm_provider( model=model, api_base=local_vars.get("base_url", None) ) + # Update local_vars with detected provider (fixes #19782) + local_vars["custom_llm_provider"] = custom_llm_provider func = partial( compact_responses, @@ -1498,6 +1505,9 @@ def compact_responses( api_key=litellm_params.api_key, ) + # Update local_vars with detected provider (fixes #19782) + local_vars["custom_llm_provider"] = custom_llm_provider + # Use dynamic credentials from get_llm_provider (e.g., when use_litellm_proxy=True) if dynamic_api_key is not None: litellm_params.api_key = dynamic_api_key diff --git a/tests/test_litellm/responses/test_responses_utils.py b/tests/test_litellm/responses/test_responses_utils.py index 3eb9c63e1b..8f7acb6c12 100644 --- a/tests/test_litellm/responses/test_responses_utils.py +++ b/tests/test_litellm/responses/test_responses_utils.py @@ -309,3 +309,46 @@ class TestResponseAPILoggingUtils: assert result.completion_tokens_details.reasoning_tokens == 30 assert result.completion_tokens_details.image_tokens == 100 assert result.completion_tokens_details.text_tokens == 70 + + +class TestResponsesAPIProviderSpecificParams: + """ + Tests for fix #19782: provider-specific params (aws_*, vertex_*) should work + without explicitly passing custom_llm_provider. + """ + + def test_provider_specific_params_no_crash_with_bedrock(self): + """Test that processing aws_* params with bedrock provider doesn't crash.""" + params = { + "temperature": 0.7, + "custom_llm_provider": "bedrock", + "kwargs": {"aws_region_name": "eu-central-1"}, + } + + # Should not raise any exception + result = ResponsesAPIRequestUtils.get_requested_response_api_optional_param(params) + assert "temperature" in result + + def test_provider_specific_params_no_crash_with_openai(self): + """Test that processing aws_* params with openai provider doesn't crash.""" + params = { + "temperature": 0.7, + "custom_llm_provider": "openai", + "kwargs": {"aws_region_name": "eu-central-1"}, + } + + # Should not raise any exception + result = ResponsesAPIRequestUtils.get_requested_response_api_optional_param(params) + assert "temperature" in result + + def test_provider_specific_params_no_crash_with_vertex_ai(self): + """Test that processing vertex_* params with vertex_ai provider doesn't crash.""" + params = { + "temperature": 0.7, + "custom_llm_provider": "vertex_ai", + "kwargs": {"vertex_project": "my-project"}, + } + + # Should not raise any exception + result = ResponsesAPIRequestUtils.get_requested_response_api_optional_param(params) + assert "temperature" in result From 16f456ad822f08643d373c4c539df74fcc5dba72 Mon Sep 17 00:00:00 2001 From: Cesar Garcia <128240629+Chesars@users.noreply.github.com> Date: Tue, 27 Jan 2026 02:00:03 -0300 Subject: [PATCH 058/188] fix(azure): use generic cost calculator for audio token pricing (#19771) Azure audio models were charging audio output tokens at the text token rate instead of the correct audio token rate. This resulted in costs being ~6.65x lower than expected. The fix replaces Azure's custom cost calculation logic with the generic cost calculator that properly handles text, audio, cached, reasoning, and image tokens. Fixes #19764 --- litellm/llms/azure/cost_calculation.py | 37 ++++------ tests/test_litellm/test_cost_calculator.py | 84 ++++++++++++++++++++++ 2 files changed, 97 insertions(+), 24 deletions(-) diff --git a/litellm/llms/azure/cost_calculation.py b/litellm/llms/azure/cost_calculation.py index 96c58d95ff..5b411095ea 100644 --- a/litellm/llms/azure/cost_calculation.py +++ b/litellm/llms/azure/cost_calculation.py @@ -1,11 +1,12 @@ """ Helper util for handling azure openai-specific cost calculation -- e.g.: prompt caching +- e.g.: prompt caching, audio tokens """ from typing import Optional, Tuple from litellm._logging import verbose_logger +from litellm.litellm_core_utils.llm_cost_calc.utils import generic_cost_per_token from litellm.types.utils import Usage from litellm.utils import get_model_info @@ -18,34 +19,15 @@ def cost_per_token( Input: - model: str, the model name without provider prefix - - usage: LiteLLM Usage block, containing anthropic caching information + - usage: LiteLLM Usage block, containing caching and audio token information Returns: Tuple[float, float] - prompt_cost_in_usd, completion_cost_in_usd """ ## GET MODEL INFO model_info = get_model_info(model=model, custom_llm_provider="azure") - cached_tokens: Optional[int] = None - ## CALCULATE INPUT COST - non_cached_text_tokens = usage.prompt_tokens - if usage.prompt_tokens_details and usage.prompt_tokens_details.cached_tokens: - cached_tokens = usage.prompt_tokens_details.cached_tokens - non_cached_text_tokens = non_cached_text_tokens - cached_tokens - prompt_cost: float = non_cached_text_tokens * model_info["input_cost_per_token"] - ## CALCULATE OUTPUT COST - completion_cost: float = ( - usage["completion_tokens"] * model_info["output_cost_per_token"] - ) - - ## Prompt Caching cost calculation - if model_info.get("cache_read_input_token_cost") is not None and cached_tokens: - # Note: We read ._cache_read_input_tokens from the Usage - since cost_calculator.py standardizes the cache read tokens on usage._cache_read_input_tokens - prompt_cost += cached_tokens * ( - model_info.get("cache_read_input_token_cost", 0) or 0 - ) - - ## Speech / Audio cost calculation + ## Speech / Audio cost calculation (cost per second for TTS models) if ( "output_cost_per_second" in model_info and model_info["output_cost_per_second"] is not None @@ -55,7 +37,14 @@ def cost_per_token( f"For model={model} - output_cost_per_second: {model_info.get('output_cost_per_second')}; response time: {response_time_ms}" ) ## COST PER SECOND ## - prompt_cost = 0 + prompt_cost = 0.0 completion_cost = model_info["output_cost_per_second"] * response_time_ms / 1000 + return prompt_cost, completion_cost - return prompt_cost, completion_cost + ## Use generic cost calculator for all other cases + ## This properly handles: text tokens, audio tokens, cached tokens, reasoning tokens, etc. + return generic_cost_per_token( + model=model, + usage=usage, + custom_llm_provider="azure", + ) diff --git a/tests/test_litellm/test_cost_calculator.py b/tests/test_litellm/test_cost_calculator.py index 9d968d482c..f727ca6f6c 100644 --- a/tests/test_litellm/test_cost_calculator.py +++ b/tests/test_litellm/test_cost_calculator.py @@ -357,6 +357,90 @@ def test_azure_realtime_cost_calculator(): assert cost > 0 +def test_azure_audio_output_cost_calculation(): + """ + Test that Azure audio models correctly calculate costs for audio output tokens. + + Reproduces issue: https://github.com/BerriAI/litellm/issues/19764 + Audio tokens should be charged at output_cost_per_audio_token rate, + not at the text token rate (output_cost_per_token). + """ + from litellm.types.utils import ( + Choices, + CompletionTokensDetailsWrapper, + Message, + ) + + os.environ["LITELLM_LOCAL_MODEL_COST_MAP"] = "True" + litellm.model_cost = litellm.get_model_cost_map(url="") + + # Scenario from issue #19764: + # Input: 17 text tokens, 0 audio tokens + # Output: 110 text tokens, 482 audio tokens + usage_object = Usage( + prompt_tokens=17, + completion_tokens=592, # 110 text + 482 audio + total_tokens=609, + prompt_tokens_details=PromptTokensDetailsWrapper( + audio_tokens=0, + cached_tokens=0, + text_tokens=17, + image_tokens=0, + ), + completion_tokens_details=CompletionTokensDetailsWrapper( + audio_tokens=482, + reasoning_tokens=0, + text_tokens=110, + ), + ) + + completion = ModelResponse( + id="test-azure-audio-cost", + choices=[ + Choices( + finish_reason="stop", + index=0, + message=Message( + content="Test response", + role="assistant", + ), + ) + ], + created=1729282652, + model="azure/gpt-audio-2025-08-28", + object="chat.completion", + usage=usage_object, + ) + + cost = completion_cost(completion, model="azure/gpt-audio-2025-08-28") + + model_info = litellm.get_model_info("azure/gpt-audio-2025-08-28") + + # Calculate expected cost + expected_input_cost = ( + model_info["input_cost_per_token"] * 17 # text tokens + ) + expected_output_cost = ( + model_info["output_cost_per_token"] * 110 # text tokens + + model_info["output_cost_per_audio_token"] * 482 # audio tokens + ) + expected_total_cost = expected_input_cost + expected_output_cost + + # The bug was: all output tokens charged at text rate + wrong_output_cost = model_info["output_cost_per_token"] * 592 + wrong_total_cost = expected_input_cost + wrong_output_cost + + # Verify audio tokens are NOT charged at text rate (the bug) + assert abs(cost - wrong_total_cost) > 0.001, ( + "Bug: Audio tokens are being charged at text token rate" + ) + + # Verify cost matches + assert abs(cost - expected_total_cost) < 0.0000001, ( + f"Expected cost {expected_total_cost}, got {cost}" + ) + + def test_default_image_cost_calculator(monkeypatch): from litellm.cost_calculator import default_image_cost_calculator From e4a557d95fe74e3a08a79ce20c3fe83ad5a5888f Mon Sep 17 00:00:00 2001 From: Cesar Garcia <128240629+Chesars@users.noreply.github.com> Date: Tue, 27 Jan 2026 02:00:35 -0300 Subject: [PATCH 059/188] fix(xai): correct cached token cost calculation for xAI models (#19772) * fix(azure): use generic cost calculator for audio token pricing Azure audio models were charging audio output tokens at the text token rate instead of the correct audio token rate. This resulted in costs being ~6.65x lower than expected. The fix replaces Azure's custom cost calculation logic with the generic cost calculator that properly handles text, audio, cached, reasoning, and image tokens. Fixes #19764 * fix(xai): correct cached token cost calculation for xAI models - Fix double-counting issue where xAI reports text_tokens = prompt_tokens (including cached), causing tokens to be charged twice - Add cache_read_input_token_cost to xAI grok-3 and grok-3-mini model variants - Detection: when text_tokens + cached_tokens > prompt_tokens, recalculate text_tokens = prompt_tokens - cached_tokens xAI pricing (25% of input for cached): - grok-3 variants: $0.75/M cached (input $3/M) - grok-3-mini variants: $0.075/M cached (input $0.30/M) --- .../litellm_core_utils/llm_cost_calc/utils.py | 24 +++++++++++++++---- ...odel_prices_and_context_window_backup.json | 11 +++++++++ model_prices_and_context_window.json | 11 +++++++++ 3 files changed, 41 insertions(+), 5 deletions(-) diff --git a/litellm/litellm_core_utils/llm_cost_calc/utils.py b/litellm/litellm_core_utils/llm_cost_calc/utils.py index 785976ed31..642cbbb792 100644 --- a/litellm/litellm_core_utils/llm_cost_calc/utils.py +++ b/litellm/litellm_core_utils/llm_cost_calc/utils.py @@ -566,14 +566,28 @@ def generic_cost_per_token( # noqa: PLR0915 if usage.prompt_tokens_details: prompt_tokens_details = _parse_prompt_tokens_details(usage) - ## EDGE CASE - text tokens not set inside PromptTokensDetails + ## EDGE CASE - text tokens not set or includes cached tokens (double-counting) + ## Some providers (like xAI) report text_tokens = prompt_tokens (including cached) + ## We detect this when: text_tokens + cached_tokens + other > prompt_tokens + ## Ref: https://github.com/BerriAI/litellm/issues/19680, #14874, #14875 - if prompt_tokens_details["text_tokens"] == 0: + cache_hit = prompt_tokens_details["cache_hit_tokens"] + text_tokens = prompt_tokens_details["text_tokens"] + audio_tokens = prompt_tokens_details["audio_tokens"] + cache_creation = prompt_tokens_details["cache_creation_tokens"] + image_tokens = prompt_tokens_details["image_tokens"] + + # Check for double-counting: sum of details > prompt_tokens means overlap + total_details = text_tokens + cache_hit + audio_tokens + cache_creation + image_tokens + has_double_counting = cache_hit > 0 and total_details > usage.prompt_tokens + + if text_tokens == 0 or has_double_counting: text_tokens = ( usage.prompt_tokens - - prompt_tokens_details["cache_hit_tokens"] - - prompt_tokens_details["audio_tokens"] - - prompt_tokens_details["cache_creation_tokens"] + - cache_hit + - audio_tokens + - cache_creation + - image_tokens ) prompt_tokens_details["text_tokens"] = text_tokens diff --git a/litellm/model_prices_and_context_window_backup.json b/litellm/model_prices_and_context_window_backup.json index d958ea4503..cf6b0e7e3f 100644 --- a/litellm/model_prices_and_context_window_backup.json +++ b/litellm/model_prices_and_context_window_backup.json @@ -30382,6 +30382,7 @@ "supports_web_search": true }, "xai/grok-3": { + "cache_read_input_token_cost": 7.5e-07, "input_cost_per_token": 3e-06, "litellm_provider": "xai", "max_input_tokens": 131072, @@ -30396,6 +30397,7 @@ "supports_web_search": true }, "xai/grok-3-beta": { + "cache_read_input_token_cost": 7.5e-07, "input_cost_per_token": 3e-06, "litellm_provider": "xai", "max_input_tokens": 131072, @@ -30410,6 +30412,7 @@ "supports_web_search": true }, "xai/grok-3-fast-beta": { + "cache_read_input_token_cost": 1.25e-06, "input_cost_per_token": 5e-06, "litellm_provider": "xai", "max_input_tokens": 131072, @@ -30424,6 +30427,7 @@ "supports_web_search": true }, "xai/grok-3-fast-latest": { + "cache_read_input_token_cost": 1.25e-06, "input_cost_per_token": 5e-06, "litellm_provider": "xai", "max_input_tokens": 131072, @@ -30438,6 +30442,7 @@ "supports_web_search": true }, "xai/grok-3-latest": { + "cache_read_input_token_cost": 7.5e-07, "input_cost_per_token": 3e-06, "litellm_provider": "xai", "max_input_tokens": 131072, @@ -30452,6 +30457,7 @@ "supports_web_search": true }, "xai/grok-3-mini": { + "cache_read_input_token_cost": 7.5e-08, "input_cost_per_token": 3e-07, "litellm_provider": "xai", "max_input_tokens": 131072, @@ -30467,6 +30473,7 @@ "supports_web_search": true }, "xai/grok-3-mini-beta": { + "cache_read_input_token_cost": 7.5e-08, "input_cost_per_token": 3e-07, "litellm_provider": "xai", "max_input_tokens": 131072, @@ -30482,6 +30489,7 @@ "supports_web_search": true }, "xai/grok-3-mini-fast": { + "cache_read_input_token_cost": 1.5e-07, "input_cost_per_token": 6e-07, "litellm_provider": "xai", "max_input_tokens": 131072, @@ -30497,6 +30505,7 @@ "supports_web_search": true }, "xai/grok-3-mini-fast-beta": { + "cache_read_input_token_cost": 1.5e-07, "input_cost_per_token": 6e-07, "litellm_provider": "xai", "max_input_tokens": 131072, @@ -30512,6 +30521,7 @@ "supports_web_search": true }, "xai/grok-3-mini-fast-latest": { + "cache_read_input_token_cost": 1.5e-07, "input_cost_per_token": 6e-07, "litellm_provider": "xai", "max_input_tokens": 131072, @@ -30527,6 +30537,7 @@ "supports_web_search": true }, "xai/grok-3-mini-latest": { + "cache_read_input_token_cost": 7.5e-08, "input_cost_per_token": 3e-07, "litellm_provider": "xai", "max_input_tokens": 131072, diff --git a/model_prices_and_context_window.json b/model_prices_and_context_window.json index 244a679bc2..d0a3bec900 100644 --- a/model_prices_and_context_window.json +++ b/model_prices_and_context_window.json @@ -30384,6 +30384,7 @@ "supports_web_search": true }, "xai/grok-3": { + "cache_read_input_token_cost": 7.5e-07, "input_cost_per_token": 3e-06, "litellm_provider": "xai", "max_input_tokens": 131072, @@ -30398,6 +30399,7 @@ "supports_web_search": true }, "xai/grok-3-beta": { + "cache_read_input_token_cost": 7.5e-07, "input_cost_per_token": 3e-06, "litellm_provider": "xai", "max_input_tokens": 131072, @@ -30412,6 +30414,7 @@ "supports_web_search": true }, "xai/grok-3-fast-beta": { + "cache_read_input_token_cost": 1.25e-06, "input_cost_per_token": 5e-06, "litellm_provider": "xai", "max_input_tokens": 131072, @@ -30426,6 +30429,7 @@ "supports_web_search": true }, "xai/grok-3-fast-latest": { + "cache_read_input_token_cost": 1.25e-06, "input_cost_per_token": 5e-06, "litellm_provider": "xai", "max_input_tokens": 131072, @@ -30440,6 +30444,7 @@ "supports_web_search": true }, "xai/grok-3-latest": { + "cache_read_input_token_cost": 7.5e-07, "input_cost_per_token": 3e-06, "litellm_provider": "xai", "max_input_tokens": 131072, @@ -30454,6 +30459,7 @@ "supports_web_search": true }, "xai/grok-3-mini": { + "cache_read_input_token_cost": 7.5e-08, "input_cost_per_token": 3e-07, "litellm_provider": "xai", "max_input_tokens": 131072, @@ -30469,6 +30475,7 @@ "supports_web_search": true }, "xai/grok-3-mini-beta": { + "cache_read_input_token_cost": 7.5e-08, "input_cost_per_token": 3e-07, "litellm_provider": "xai", "max_input_tokens": 131072, @@ -30484,6 +30491,7 @@ "supports_web_search": true }, "xai/grok-3-mini-fast": { + "cache_read_input_token_cost": 1.5e-07, "input_cost_per_token": 6e-07, "litellm_provider": "xai", "max_input_tokens": 131072, @@ -30499,6 +30507,7 @@ "supports_web_search": true }, "xai/grok-3-mini-fast-beta": { + "cache_read_input_token_cost": 1.5e-07, "input_cost_per_token": 6e-07, "litellm_provider": "xai", "max_input_tokens": 131072, @@ -30514,6 +30523,7 @@ "supports_web_search": true }, "xai/grok-3-mini-fast-latest": { + "cache_read_input_token_cost": 1.5e-07, "input_cost_per_token": 6e-07, "litellm_provider": "xai", "max_input_tokens": 131072, @@ -30529,6 +30539,7 @@ "supports_web_search": true }, "xai/grok-3-mini-latest": { + "cache_read_input_token_cost": 7.5e-08, "input_cost_per_token": 3e-07, "litellm_provider": "xai", "max_input_tokens": 131072, From 1bf33c4e41f829f24316d614c2eec98fb9643b9d Mon Sep 17 00:00:00 2001 From: Sameer Kankute Date: Tue, 27 Jan 2026 11:19:31 +0530 Subject: [PATCH 060/188] Fix:Support both JSON array format and comma-separated values from user headers --- litellm/llms/bedrock/common_utils.py | 23 ++++++++++++++++++++--- 1 file changed, 20 insertions(+), 3 deletions(-) diff --git a/litellm/llms/bedrock/common_utils.py b/litellm/llms/bedrock/common_utils.py index 89b42f5e94..65d237bdbd 100644 --- a/litellm/llms/bedrock/common_utils.py +++ b/litellm/llms/bedrock/common_utils.py @@ -797,7 +797,7 @@ class BedrockEventStreamDecoderBase: def get_anthropic_beta_from_headers(headers: dict) -> List[str]: """ Extract anthropic-beta header values and convert them to a list. - Supports comma-separated values from user headers. + Supports both JSON array format and comma-separated values from user headers. Used by both converse and invoke transformations for consistent handling of anthropic-beta headers that should be passed to AWS Bedrock. @@ -812,8 +812,25 @@ def get_anthropic_beta_from_headers(headers: dict) -> List[str]: if not anthropic_beta_header: return [] - # Split comma-separated values and strip whitespace - return [beta.strip() for beta in anthropic_beta_header.split(",")] + # If it's already a list, return it + if isinstance(anthropic_beta_header, list): + return anthropic_beta_header + + # Try to parse as JSON array first (e.g., '["interleaved-thinking-2025-05-14", "claude-code-20250219"]') + if isinstance(anthropic_beta_header, str): + anthropic_beta_header = anthropic_beta_header.strip() + if anthropic_beta_header.startswith("[") and anthropic_beta_header.endswith("]"): + try: + parsed = json.loads(anthropic_beta_header) + if isinstance(parsed, list): + return [str(beta).strip() for beta in parsed] + except json.JSONDecodeError: + pass # Fall through to comma-separated parsing + + # Fall back to comma-separated values + return [beta.strip() for beta in anthropic_beta_header.split(",")] + + return [] class CommonBatchFilesUtils: From 3f32562587f0945cd73d09ebe7820d147b465512 Mon Sep 17 00:00:00 2001 From: Sameer Kankute Date: Tue, 27 Jan 2026 11:20:16 +0530 Subject: [PATCH 061/188] Translate advanced-tool-use to Bedrock-specific headers for Claude Opus 4.5 --- .../anthropic_claude3_transformation.py | 38 +++- ...ations_anthropic_claude3_transformation.py | 185 ++++++++++++++++++ .../bedrock/test_anthropic_beta_support.py | 63 ++++++ 3 files changed, 282 insertions(+), 4 deletions(-) diff --git a/litellm/llms/bedrock/messages/invoke_transformations/anthropic_claude3_transformation.py b/litellm/llms/bedrock/messages/invoke_transformations/anthropic_claude3_transformation.py index a7065caece..67ca9d5024 100644 --- a/litellm/llms/bedrock/messages/invoke_transformations/anthropic_claude3_transformation.py +++ b/litellm/llms/bedrock/messages/invoke_transformations/anthropic_claude3_transformation.py @@ -162,6 +162,22 @@ class AmazonAnthropicClaudeMessagesConfig( return any(pattern in model_lower for pattern in supported_patterns) + def _is_claude_opus_4_5(self, model: str) -> bool: + """ + Check if the model is Claude Opus 4.5. + + Args: + model: The model name + + Returns: + True if the model is Claude Opus 4.5 + """ + model_lower = model.lower() + opus_4_5_patterns = [ + "opus-4.5", "opus_4.5", "opus-4-5", "opus_4_5", + ] + return any(pattern in model_lower for pattern in opus_4_5_patterns) + def _filter_unsupported_beta_headers_for_bedrock( self, model: str, beta_set: set ) -> None: @@ -169,25 +185,32 @@ class AmazonAnthropicClaudeMessagesConfig( Remove beta headers that are not supported on Bedrock for the given model. Extended thinking beta headers are only supported on specific Claude 4+ models. - Advanced tool use headers are not supported on Bedrock Invoke API. + Advanced tool use headers are not supported on Bedrock Invoke API, but need to be + translated to Bedrock-specific headers for Claude Opus 4.5. This prevents 400 "invalid beta flag" errors on Bedrock. Note: Bedrock Invoke API fails with a 400 error when unsupported beta headers are sent, returning: {"message":"invalid beta flag"} + Translation for Claude Opus 4.5: + - advanced-tool-use-2025-11-20 -> tool-search-tool-2025-10-19 + tool-examples-2025-10-29 + Args: model: The model name beta_set: The set of beta headers to filter in-place """ beta_headers_to_remove = set() + has_advanced_tool_use = False - # 1. Filter out beta headers that are universally unsupported on Bedrock Invoke + # 1. Filter out beta headers that are universally unsupported on Bedrock Invoke and track if advanced-tool-use header is present for beta in beta_set: for unsupported_pattern in self.UNSUPPORTED_BEDROCK_INVOKE_BETA_PATTERNS: if unsupported_pattern in beta.lower(): beta_headers_to_remove.add(beta) + has_advanced_tool_use = True break - + + # 2. Filter out extended thinking headers for models that don't support them extended_thinking_patterns = [ "extended-thinking", @@ -203,6 +226,13 @@ class AmazonAnthropicClaudeMessagesConfig( # Remove all filtered headers for beta in beta_headers_to_remove: beta_set.discard(beta) + + # 3. Translate advanced-tool-use to Bedrock-specific headers for Claude Opus 4.5 + # Ref: https://docs.aws.amazon.com/bedrock/latest/userguide/model-parameters-anthropic-claude-messages-request-response.html + if has_advanced_tool_use and self._is_claude_opus_4_5(model): + beta_set.add("tool-search-tool-2025-10-19") + beta_set.add("tool-examples-2025-10-29") + def _get_tool_search_beta_header_for_bedrock( self, @@ -256,7 +286,7 @@ class AmazonAnthropicClaudeMessagesConfig( Ref: https://aws.amazon.com/blogs/machine-learning/structured-data-response-with-amazon-bedrock-prompt-engineering-and-tool-use/ """ import json - + # Extract schema from output_format schema = output_format.get("schema") if not schema: diff --git a/tests/test_litellm/llms/bedrock/chat/invoke_transformations/test_bedrock_chat_invoke_transformations_anthropic_claude3_transformation.py b/tests/test_litellm/llms/bedrock/chat/invoke_transformations/test_bedrock_chat_invoke_transformations_anthropic_claude3_transformation.py index 1cb84d32c1..98b392a353 100644 --- a/tests/test_litellm/llms/bedrock/chat/invoke_transformations/test_bedrock_chat_invoke_transformations_anthropic_claude3_transformation.py +++ b/tests/test_litellm/llms/bedrock/chat/invoke_transformations/test_bedrock_chat_invoke_transformations_anthropic_claude3_transformation.py @@ -279,3 +279,188 @@ def test_output_format_with_no_schema(): # Content should remain as string (not converted to list) assert isinstance(last_user_message["content"], str) assert last_user_message["content"] == "Hello" + + +def test_advanced_tool_use_header_translation_for_opus_4_5(): + """ + Test that advanced-tool-use-2025-11-20 header is translated to Bedrock-specific headers + for Claude Opus 4.5. + + Regression test for: Claude Code sends advanced-tool-use header which needs to be + translated to tool-search-tool-2025-10-19 and tool-examples-2025-10-29 for Bedrock + Invoke API on Claude Opus 4.5. + + Ref: https://docs.aws.amazon.com/bedrock/latest/userguide/model-parameters-anthropic-claude-messages-request-response.html + """ + from litellm.llms.bedrock.messages.invoke_transformations.anthropic_claude3_transformation import ( + AmazonAnthropicClaudeMessagesConfig, + ) + + config = AmazonAnthropicClaudeMessagesConfig() + + messages = [ + {"role": "user", "content": "What's the weather like?"} + ] + + anthropic_messages_optional_request_params = { + "max_tokens": 100, + } + + # Simulate advanced-tool-use header from Claude Code + headers = { + "anthropic-beta": "advanced-tool-use-2025-11-20" + } + + # Test with Claude Opus 4.5 + result = config.transform_anthropic_messages_request( + model="anthropic.claude-opus-4-5-20250514-v1:0", + messages=messages, + anthropic_messages_optional_request_params=anthropic_messages_optional_request_params, + litellm_params={}, + headers=headers, + ) + + # Verify advanced-tool-use header was removed + assert "anthropic_beta" in result + beta_headers = result["anthropic_beta"] + assert "advanced-tool-use-2025-11-20" not in beta_headers, \ + "advanced-tool-use header should be removed for Bedrock" + + # Verify Bedrock-specific headers were added + assert "tool-search-tool-2025-10-19" in beta_headers, \ + "tool-search-tool-2025-10-19 should be added for Opus 4.5" + assert "tool-examples-2025-10-29" in beta_headers, \ + "tool-examples-2025-10-29 should be added for Opus 4.5" + + +def test_advanced_tool_use_header_filtered_for_non_opus_4_5(): + """ + Test that advanced-tool-use-2025-11-20 header is filtered out for non-Opus 4.5 models + without adding Bedrock-specific headers. + + The translation to tool-search-tool-2025-10-19 and tool-examples-2025-10-29 should + only happen for Claude Opus 4.5. + """ + from litellm.llms.bedrock.messages.invoke_transformations.anthropic_claude3_transformation import ( + AmazonAnthropicClaudeMessagesConfig, + ) + + config = AmazonAnthropicClaudeMessagesConfig() + + messages = [ + {"role": "user", "content": "What's the weather like?"} + ] + + anthropic_messages_optional_request_params = { + "max_tokens": 100, + } + + # Simulate advanced-tool-use header from Claude Code + headers = { + "anthropic-beta": "advanced-tool-use-2025-11-20" + } + + # Test with Claude Sonnet 4.5 (not Opus 4.5) + result = config.transform_anthropic_messages_request( + model="anthropic.claude-sonnet-4-5-20250929-v1:0", + messages=messages, + anthropic_messages_optional_request_params=anthropic_messages_optional_request_params, + litellm_params={}, + headers=headers, + ) + + # Verify advanced-tool-use header was removed + beta_headers = result.get("anthropic_beta", []) + assert "advanced-tool-use-2025-11-20" not in beta_headers, \ + "advanced-tool-use header should be removed for Bedrock" + + # Verify Bedrock-specific headers were NOT added (only for Opus 4.5) + assert "tool-search-tool-2025-10-19" not in beta_headers, \ + "tool-search-tool should not be added for non-Opus 4.5 models" + assert "tool-examples-2025-10-29" not in beta_headers, \ + "tool-examples should not be added for non-Opus 4.5 models" + + +def test_advanced_tool_use_header_translation_with_multiple_beta_headers(): + """ + Test that advanced-tool-use header translation works correctly when multiple + beta headers are present. + """ + from litellm.llms.bedrock.messages.invoke_transformations.anthropic_claude3_transformation import ( + AmazonAnthropicClaudeMessagesConfig, + ) + + config = AmazonAnthropicClaudeMessagesConfig() + + messages = [ + {"role": "user", "content": "What's the weather like?"} + ] + + anthropic_messages_optional_request_params = { + "max_tokens": 100, + } + + # Multiple beta headers including advanced-tool-use + headers = { + "anthropic-beta": "claude-code-20250219,advanced-tool-use-2025-11-20,interleaved-thinking-2025-05-14" + } + + # Test with Claude Opus 4.5 + result = config.transform_anthropic_messages_request( + model="anthropic.claude-opus-4-5-20250514-v1:0", + messages=messages, + anthropic_messages_optional_request_params=anthropic_messages_optional_request_params, + litellm_params={}, + headers=headers, + ) + + beta_headers = result.get("anthropic_beta", []) + + # Verify advanced-tool-use was removed + assert "advanced-tool-use-2025-11-20" not in beta_headers + + # Verify Bedrock-specific headers were added + assert "tool-search-tool-2025-10-19" in beta_headers + assert "tool-examples-2025-10-29" in beta_headers + + # Verify other beta headers are preserved + assert "claude-code-20250219" in beta_headers + assert "interleaved-thinking-2025-05-14" in beta_headers + + +def test_opus_4_5_model_detection(): + """ + Test that the _is_claude_opus_4_5 method correctly identifies Opus 4.5 models + with various naming conventions. + """ + from litellm.llms.bedrock.messages.invoke_transformations.anthropic_claude3_transformation import ( + AmazonAnthropicClaudeMessagesConfig, + ) + + config = AmazonAnthropicClaudeMessagesConfig() + + # Test various Opus 4.5 naming patterns + opus_4_5_models = [ + "anthropic.claude-opus-4-5-20250514-v1:0", + "anthropic.claude-opus-4.5-20250514-v1:0", + "anthropic.claude-opus_4_5-20250514-v1:0", + "anthropic.claude-opus_4.5-20250514-v1:0", + "us.anthropic.claude-opus-4-5-20250514-v1:0", + "ANTHROPIC.CLAUDE-OPUS-4-5-20250514-V1:0", # Case insensitive + ] + + for model in opus_4_5_models: + assert config._is_claude_opus_4_5(model), \ + f"Should detect {model} as Opus 4.5" + + # Test non-Opus 4.5 models + non_opus_4_5_models = [ + "anthropic.claude-sonnet-4-5-20250929-v1:0", + "anthropic.claude-opus-4-20250514-v1:0", # Opus 4, not 4.5 + "anthropic.claude-opus-4-1-20250514-v1:0", # Opus 4.1, not 4.5 + "anthropic.claude-haiku-4-5-20251001-v1:0", + ] + + for model in non_opus_4_5_models: + assert not config._is_claude_opus_4_5(model), \ + f"Should not detect {model} as Opus 4.5" diff --git a/tests/test_litellm/llms/bedrock/test_anthropic_beta_support.py b/tests/test_litellm/llms/bedrock/test_anthropic_beta_support.py index b9324e4966..0955636de6 100644 --- a/tests/test_litellm/llms/bedrock/test_anthropic_beta_support.py +++ b/tests/test_litellm/llms/bedrock/test_anthropic_beta_support.py @@ -390,3 +390,66 @@ class TestAnthropicBetaHeaderSupport: "anthropic_beta SHOULD be added for Anthropic models with cross-region prefix." ) assert "context-1m-2025-08-07" in additional_fields["anthropic_beta"] + + def test_messages_advanced_tool_use_translation_opus_4_5(self): + """Test that advanced-tool-use header is translated to Bedrock-specific headers for Opus 4.5. + + Regression test for: Claude Code sends advanced-tool-use-2025-11-20 header which needs + to be translated to tool-search-tool-2025-10-19 and tool-examples-2025-10-29 for + Bedrock Invoke API on Claude Opus 4.5. + + Ref: https://docs.aws.amazon.com/bedrock/latest/userguide/model-parameters-anthropic-claude-messages-request-response.html + """ + config = AmazonAnthropicClaudeMessagesConfig() + headers = {"anthropic-beta": "advanced-tool-use-2025-11-20"} + + result = config.transform_anthropic_messages_request( + model="us.anthropic.claude-opus-4-5-20250514-v1:0", + messages=[{"role": "user", "content": "Test"}], + anthropic_messages_optional_request_params={"max_tokens": 100}, + litellm_params={}, + headers=headers + ) + + assert "anthropic_beta" in result + beta_headers = result["anthropic_beta"] + + # advanced-tool-use should be removed + assert "advanced-tool-use-2025-11-20" not in beta_headers, ( + "advanced-tool-use-2025-11-20 should be removed for Bedrock Invoke API" + ) + + # Bedrock-specific headers should be added for Opus 4.5 + assert "tool-search-tool-2025-10-19" in beta_headers, ( + "tool-search-tool-2025-10-19 should be added for Opus 4.5" + ) + assert "tool-examples-2025-10-29" in beta_headers, ( + "tool-examples-2025-10-29 should be added for Opus 4.5" + ) + + def test_messages_advanced_tool_use_filtered_non_opus_4_5(self): + """Test that advanced-tool-use header is filtered out for non-Opus 4.5 models. + + The translation to Bedrock-specific headers should only happen for Opus 4.5. + For other models, the advanced-tool-use header should just be removed. + """ + config = AmazonAnthropicClaudeMessagesConfig() + headers = {"anthropic-beta": "advanced-tool-use-2025-11-20"} + + # Test with Sonnet 4.5 (not Opus 4.5) + result = config.transform_anthropic_messages_request( + model="us.anthropic.claude-sonnet-4-5-20250929-v1:0", + messages=[{"role": "user", "content": "Test"}], + anthropic_messages_optional_request_params={"max_tokens": 100}, + litellm_params={}, + headers=headers + ) + + beta_headers = result.get("anthropic_beta", []) + + # advanced-tool-use should be removed + assert "advanced-tool-use-2025-11-20" not in beta_headers + + # Bedrock-specific headers should NOT be added for non-Opus 4.5 + assert "tool-search-tool-2025-10-19" not in beta_headers + assert "tool-examples-2025-10-29" not in beta_headers From 885a02e6c85442e76cef5b237c1f5efd051ebe3c Mon Sep 17 00:00:00 2001 From: Harshit Jain <48647625+Harshit28j@users.noreply.github.com> Date: Tue, 27 Jan 2026 11:38:17 +0530 Subject: [PATCH 062/188] fix: token calculations and refactor (#19696) --- litellm/cost_calculator.py | 56 +++-- .../litellm_core_utils/llm_cost_calc/utils.py | 16 +- tests/test_litellm/test_cost_calculator.py | 231 +++++++++++------- 3 files changed, 202 insertions(+), 101 deletions(-) diff --git a/litellm/cost_calculator.py b/litellm/cost_calculator.py index 1ab7e260a8..490f0288b0 100644 --- a/litellm/cost_calculator.py +++ b/litellm/cost_calculator.py @@ -23,7 +23,11 @@ from litellm.litellm_core_utils.llm_cost_calc.usage_object_transformation import from litellm.litellm_core_utils.llm_cost_calc.utils import ( CostCalculatorUtils, _generic_cost_per_character, + _get_service_tier_cost_key, + _parse_prompt_tokens_details, + calculate_cost_component, generic_cost_per_token, + get_billable_input_tokens, select_cost_metric_for_model, ) from litellm.llms.anthropic.cost_calculation import ( @@ -431,12 +435,18 @@ def cost_per_token( # noqa: PLR0915 model=model, custom_llm_provider=custom_llm_provider ) - if model_info["input_cost_per_token"] > 0: - ## COST PER TOKEN ## - prompt_tokens_cost_usd_dollar = ( - model_info["input_cost_per_token"] * prompt_tokens + if ( + model_info.get("input_cost_per_token", 0) > 0 + or model_info.get("output_cost_per_token", 0) > 0 + ): + return generic_cost_per_token( + model=model, + usage=usage_block, + custom_llm_provider=custom_llm_provider, + service_tier=service_tier, ) - elif ( + + if ( model_info.get("input_cost_per_second", None) is not None and response_time_ms is not None ): @@ -451,11 +461,7 @@ def cost_per_token( # noqa: PLR0915 model_info["input_cost_per_second"] * response_time_ms / 1000 # type: ignore ) - if model_info["output_cost_per_token"] > 0: - completion_tokens_cost_usd_dollar = ( - model_info["output_cost_per_token"] * completion_tokens - ) - elif ( + if ( model_info.get("output_cost_per_second", None) is not None and response_time_ms is not None ): @@ -955,7 +961,10 @@ def completion_cost( # noqa: PLR0915 router_model_id=router_model_id, ) - potential_model_names = [selected_model, _get_response_model(completion_response)] + potential_model_names = [ + selected_model, + _get_response_model(completion_response), + ] if model is not None: potential_model_names.append(model) @@ -1710,10 +1719,16 @@ def default_image_cost_calculator( ) # Priority 1: Use per-image pricing if available (for gpt-image-1 and similar models) - if "input_cost_per_image" in cost_info and cost_info["input_cost_per_image"] is not None: + if ( + "input_cost_per_image" in cost_info + and cost_info["input_cost_per_image"] is not None + ): return cost_info["input_cost_per_image"] * n # Priority 2: Fall back to per-pixel pricing for backward compatibility - elif "input_cost_per_pixel" in cost_info and cost_info["input_cost_per_pixel"] is not None: + elif ( + "input_cost_per_pixel" in cost_info + and cost_info["input_cost_per_pixel"] is not None + ): return cost_info["input_cost_per_pixel"] * height * width * n else: raise Exception( @@ -1833,9 +1848,22 @@ def batch_cost_calculator( if input_cost_per_token_batches: total_prompt_cost = usage.prompt_tokens * input_cost_per_token_batches elif input_cost_per_token: + # Subtract cached tokens from prompt_tokens before calculating cost + # Fixes issue where cached tokens are being charged again total_prompt_cost = ( - usage.prompt_tokens * (input_cost_per_token) / 2 + get_billable_input_tokens(usage) * (input_cost_per_token) / 2 ) # batch cost is usually half of the regular token cost + + # Add cache read cost if applicable + details = _parse_prompt_tokens_details(usage) + cache_read_tokens = details["cache_hit_tokens"] + cache_read_cost_key = _get_service_tier_cost_key( + "cache_read_input_token_cost", None + ) + total_prompt_cost += ( + calculate_cost_component(model_info, cache_read_cost_key, cache_read_tokens) + / 2 + ) if output_cost_per_token_batches: total_completion_cost = usage.completion_tokens * output_cost_per_token_batches elif output_cost_per_token: diff --git a/litellm/litellm_core_utils/llm_cost_calc/utils.py b/litellm/litellm_core_utils/llm_cost_calc/utils.py index 642cbbb792..fe06641a38 100644 --- a/litellm/litellm_core_utils/llm_cost_calc/utils.py +++ b/litellm/litellm_core_utils/llm_cost_calc/utils.py @@ -23,6 +23,15 @@ def _is_above_128k(tokens: float) -> bool: return False +def get_billable_input_tokens(usage: Usage) -> int: + """ + Returns the number of billable input tokens. + Subtracts cached tokens from prompt tokens if applicable. + """ + details = _parse_prompt_tokens_details(usage) + return usage.prompt_tokens - details["cache_hit_tokens"] + + def select_cost_metric_for_model( model_info: ModelInfo, ) -> Literal["cost_per_character", "cost_per_token"]: @@ -190,7 +199,6 @@ def _get_token_base_cost( 1000 if "k" in threshold_str else 1 ) if usage.prompt_tokens > threshold: - prompt_base_cost = cast( float, _get_cost_per_unit(model_info, key, prompt_base_cost) ) @@ -633,7 +641,11 @@ def generic_cost_per_token( # noqa: PLR0915 # Calculate text tokens as remainder when we have a breakdown # This handles cases like OpenAI's reasoning models where text_tokens isn't provided text_tokens = max( - 0, usage.completion_tokens - reasoning_tokens - audio_tokens - image_tokens + 0, + usage.completion_tokens + - reasoning_tokens + - audio_tokens + - image_tokens, ) else: # No breakdown at all, all tokens are text tokens diff --git a/tests/test_litellm/test_cost_calculator.py b/tests/test_litellm/test_cost_calculator.py index f727ca6f6c..e277baf0b0 100644 --- a/tests/test_litellm/test_cost_calculator.py +++ b/tests/test_litellm/test_cost_calculator.py @@ -1,4 +1,3 @@ -import json import os import sys @@ -8,7 +7,6 @@ sys.path.insert( 0, os.path.abspath("../..") ) # Adds the parent directory to the system path -from unittest.mock import MagicMock, patch from pydantic import BaseModel @@ -77,7 +75,9 @@ def test_cost_calculator_with_usage(monkeypatch): prompt_tokens=120, completion_tokens=100, prompt_tokens_details=PromptTokensDetailsWrapper( - text_tokens=10, audio_tokens=90, image_tokens=20, + text_tokens=10, + audio_tokens=90, + image_tokens=20, ), ) mr = ModelResponse(usage=usage, model="gemini-2.0-flash-001") @@ -96,7 +96,9 @@ def test_cost_calculator_with_usage(monkeypatch): # Step 1: Test a model where input_cost_per_image_token is not set. # In this case the calculation should use input_cost_per_token as fallback. - assert model_info.get("input_cost_per_image_token") is None, "Test case expects that input_cost_per_image_token is not set" + assert ( + model_info.get("input_cost_per_image_token") is None + ), "Test case expects that input_cost_per_image_token is not set" expected_cost = ( usage.prompt_tokens_details.audio_tokens @@ -116,9 +118,7 @@ def test_cost_calculator_with_usage(monkeypatch): monkeypatch.setattr( litellm, "model_cost", - { - "gemini-2.0-flash-001": temp_model_info_object - }, + {"gemini-2.0-flash-001": temp_model_info_object}, ) # Invalidate caches after modifying litellm.model_cost @@ -138,8 +138,10 @@ def test_cost_calculator_with_usage(monkeypatch): expected_cost = ( usage.prompt_tokens_details.audio_tokens * temp_model_info_object["input_cost_per_audio_token"] - + usage.prompt_tokens_details.text_tokens * temp_model_info_object["input_cost_per_token"] - + usage.prompt_tokens_details.image_tokens * temp_model_info_object["input_cost_per_image_token"] + + usage.prompt_tokens_details.text_tokens + * temp_model_info_object["input_cost_per_token"] + + usage.prompt_tokens_details.image_tokens + * temp_model_info_object["input_cost_per_image_token"] + usage.completion_tokens * temp_model_info_object["output_cost_per_token"] ) @@ -331,8 +333,6 @@ def test_custom_pricing_with_router_model_id(): def test_azure_realtime_cost_calculator(): - from litellm import get_model_info - os.environ["LITELLM_LOCAL_MODEL_COST_MAP"] = "True" litellm.model_cost = litellm.get_model_cost_map(url="") @@ -473,9 +473,7 @@ def test_cost_calculator_with_cache_creation(): from litellm import completion_cost from litellm.types.utils import ( Choices, - CompletionTokensDetailsWrapper, Message, - PromptTokensDetailsWrapper, Usage, ) @@ -531,7 +529,7 @@ def test_cost_calculator_with_cache_creation(): def test_bedrock_cost_calculator_comparison_with_without_cache(): """Test that Bedrock caching reduces costs compared to non-cached requests""" from litellm import completion_cost - from litellm.types.utils import Choices, Message, PromptTokensDetailsWrapper, Usage + from litellm.types.utils import Choices, Message, Usage # Response WITHOUT caching response_no_cache = ModelResponse( @@ -782,7 +780,7 @@ def test_log_context_cost_calculation(): f"DEBUG: Tiered input cost per token (>200k): ${input_cost_above_200k:.2e}" ) else: - print(f"DEBUG: No tiered input pricing available, using base pricing") + print("DEBUG: No tiered input pricing available, using base pricing") input_cost_above_200k = input_cost_per_token if output_cost_above_200k is not None: @@ -790,7 +788,7 @@ def test_log_context_cost_calculation(): f"DEBUG: Tiered output cost per token (>200k): ${output_cost_above_200k:.2e}" ) else: - print(f"DEBUG: No tiered output pricing available, using base pricing") + print("DEBUG: No tiered output pricing available, using base pricing") output_cost_above_200k = output_cost_per_token if cache_creation_above_200k is not None: @@ -798,7 +796,7 @@ def test_log_context_cost_calculation(): f"DEBUG: Tiered cache creation cost per token (>200k): ${cache_creation_above_200k:.2e}" ) else: - print(f"DEBUG: No tiered cache creation pricing available, using base pricing") + print("DEBUG: No tiered cache creation pricing available, using base pricing") cache_creation_above_200k = cache_creation_cost_per_token # Since we're above 200k tokens, we should use tiered pricing if available @@ -1007,7 +1005,7 @@ def test_cost_discount_vertex_ai(): expected_cost = cost_without_discount * 0.95 assert cost_with_discount == pytest.approx(expected_cost, rel=1e-9) - print(f"✓ Cost discount test passed:") + print("✓ Cost discount test passed:") print(f" - Original cost: ${cost_without_discount:.6f}") print(f" - Discounted cost (5% off): ${cost_with_discount:.6f}") print(f" - Savings: ${cost_without_discount - cost_with_discount:.6f}") @@ -1057,7 +1055,7 @@ def test_cost_discount_not_applied_to_other_providers(): # Costs should be the same (no discount applied to OpenAI) assert cost_with_selective_discount == cost_without_discount - print(f"✓ Selective discount test passed:") + print("✓ Selective discount test passed:") print(f" - OpenAI cost (no discount configured): ${cost_without_discount:.6f}") print(f" - Cost remains unchanged: ${cost_with_selective_discount:.6f}") @@ -1107,7 +1105,7 @@ def test_cost_margin_percentage(): expected_cost = cost_without_margin * 1.10 assert cost_with_margin == pytest.approx(expected_cost, rel=1e-9) - print(f"✓ Cost margin percentage test passed:") + print("✓ Cost margin percentage test passed:") print(f" - Original cost: ${cost_without_margin:.6f}") print(f" - Cost with margin (10%): ${cost_with_margin:.6f}") print(f" - Margin added: ${cost_with_margin - cost_without_margin:.6f}") @@ -1158,7 +1156,7 @@ def test_cost_margin_fixed_amount(): expected_cost = cost_without_margin + 0.001 assert cost_with_margin == pytest.approx(expected_cost, rel=1e-9) - print(f"✓ Cost margin fixed amount test passed:") + print("✓ Cost margin fixed amount test passed:") print(f" - Original cost: ${cost_without_margin:.6f}") print(f" - Cost with margin ($0.001): ${cost_with_margin:.6f}") print(f" - Margin added: ${cost_with_margin - cost_without_margin:.6f}") @@ -1193,7 +1191,9 @@ def test_cost_margin_combined(): ) # Set 8% margin + $0.0005 fixed for openai - litellm.cost_margin_config = {"openai": {"percentage": 0.08, "fixed_amount": 0.0005}} + litellm.cost_margin_config = { + "openai": {"percentage": 0.08, "fixed_amount": 0.0005} + } # Calculate cost with margin cost_with_margin = completion_cost( @@ -1209,7 +1209,7 @@ def test_cost_margin_combined(): expected_cost = cost_without_margin * 1.08 + 0.0005 assert cost_with_margin == pytest.approx(expected_cost, rel=1e-9) - print(f"✓ Cost margin combined test passed:") + print("✓ Cost margin combined test passed:") print(f" - Original cost: ${cost_without_margin:.6f}") print(f" - Cost with margin (8% + $0.0005): ${cost_with_margin:.6f}") print(f" - Margin added: ${cost_with_margin - cost_without_margin:.6f}") @@ -1260,7 +1260,7 @@ def test_cost_margin_global(): expected_cost = cost_without_margin * 1.05 assert cost_with_global_margin == pytest.approx(expected_cost, rel=1e-9) - print(f"✓ Cost margin global test passed:") + print("✓ Cost margin global test passed:") print(f" - Original cost: ${cost_without_margin:.6f}") print(f" - Cost with global margin (5%): ${cost_with_global_margin:.6f}") print(f" - Margin added: ${cost_with_global_margin - cost_without_margin:.6f}") @@ -1311,9 +1311,11 @@ def test_cost_margin_provider_overrides_global(): expected_cost = cost_without_margin * 1.10 # 10% from provider, not 5% from global assert cost_with_provider_margin == pytest.approx(expected_cost, rel=1e-9) - print(f"✓ Cost margin provider override test passed:") + print("✓ Cost margin provider override test passed:") print(f" - Original cost: ${cost_without_margin:.6f}") - print(f" - Cost with provider margin (10%, overrides 5% global): ${cost_with_provider_margin:.6f}") + print( + f" - Cost with provider margin (10%, overrides 5% global): ${cost_with_provider_margin:.6f}" + ) print(f" - Margin added: ${cost_with_provider_margin - cost_without_margin:.6f}") @@ -1367,7 +1369,7 @@ def test_cost_margin_with_discount(): expected_cost = base_cost * 0.95 * 1.10 assert cost_with_both == pytest.approx(expected_cost, rel=1e-9) - print(f"✓ Cost margin with discount test passed:") + print("✓ Cost margin with discount test passed:") print(f" - Base cost: ${base_cost:.6f}") print(f" - Cost with 5% discount + 10% margin: ${cost_with_both:.6f}") print(f" - Expected: ${expected_cost:.6f}") @@ -1436,14 +1438,10 @@ def test_completion_cost_extracts_service_tier_from_response(): # Test with gpt-5-nano which has flex pricing model = "gpt-5-nano" - + # Create usage object - usage = Usage( - prompt_tokens=1000, - completion_tokens=500, - total_tokens=1500 - ) - + usage = Usage(prompt_tokens=1000, completion_tokens=500, total_tokens=1500) + # Create ModelResponse with service_tier in the response object response_with_service_tier = ModelResponse( usage=usage, @@ -1451,34 +1449,36 @@ def test_completion_cost_extracts_service_tier_from_response(): ) # Set service_tier as an attribute on the response setattr(response_with_service_tier, "service_tier", "flex") - + # Test that flex pricing is used when service_tier is in response flex_cost = completion_cost( completion_response=response_with_service_tier, model=model, custom_llm_provider="openai", ) - + # Create ModelResponse without service_tier (should use standard pricing) response_without_service_tier = ModelResponse( usage=usage, model=model, ) - + # Test that standard pricing is used when service_tier is not in response standard_cost = completion_cost( completion_response=response_without_service_tier, model=model, custom_llm_provider="openai", ) - + # Flex should be approximately 50% of standard assert flex_cost > 0, "Flex cost should be greater than 0" assert standard_cost > 0, "Standard cost should be greater than 0" assert flex_cost < standard_cost, "Flex cost should be less than standard cost" - + flex_ratio = flex_cost / standard_cost - assert 0.45 <= flex_ratio <= 0.55, f"Flex pricing should be ~50% of standard, got {flex_ratio:.2f}" + assert ( + 0.45 <= flex_ratio <= 0.55 + ), f"Flex pricing should be ~50% of standard, got {flex_ratio:.2f}" def test_completion_cost_extracts_service_tier_from_usage(): @@ -1490,56 +1490,54 @@ def test_completion_cost_extracts_service_tier_from_usage(): # Test with gpt-5-nano which has flex pricing model = "gpt-5-nano" - + # Create usage object with service_tier usage_with_service_tier = Usage( - prompt_tokens=1000, - completion_tokens=500, - total_tokens=1500 + prompt_tokens=1000, completion_tokens=500, total_tokens=1500 ) # Set service_tier as an attribute on the usage object setattr(usage_with_service_tier, "service_tier", "flex") - + # Create ModelResponse with usage containing service_tier response = ModelResponse( usage=usage_with_service_tier, model=model, ) - + # Test that flex pricing is used when service_tier is in usage flex_cost = completion_cost( completion_response=response, model=model, custom_llm_provider="openai", ) - + # Create usage object without service_tier usage_without_service_tier = Usage( - prompt_tokens=1000, - completion_tokens=500, - total_tokens=1500 + prompt_tokens=1000, completion_tokens=500, total_tokens=1500 ) - + # Create ModelResponse with usage without service_tier response_standard = ModelResponse( usage=usage_without_service_tier, model=model, ) - + # Test that standard pricing is used when service_tier is not in usage standard_cost = completion_cost( completion_response=response_standard, model=model, custom_llm_provider="openai", ) - + # Flex should be approximately 50% of standard assert flex_cost > 0, "Flex cost should be greater than 0" assert standard_cost > 0, "Standard cost should be greater than 0" assert flex_cost < standard_cost, "Flex cost should be less than standard cost" - + flex_ratio = flex_cost / standard_cost - assert 0.45 <= flex_ratio <= 0.55, f"Flex pricing should be ~50% of standard, got {flex_ratio:.2f}" + assert ( + 0.45 <= flex_ratio <= 0.55 + ), f"Flex pricing should be ~50% of standard, got {flex_ratio:.2f}" def test_completion_cost_service_tier_priority(): @@ -1551,22 +1549,18 @@ def test_completion_cost_service_tier_priority(): # Test with gpt-5-nano which has flex pricing model = "gpt-5-nano" - + # Create usage object with service_tier="flex" - usage = Usage( - prompt_tokens=1000, - completion_tokens=500, - total_tokens=1500 - ) + usage = Usage(prompt_tokens=1000, completion_tokens=500, total_tokens=1500) setattr(usage, "service_tier", "flex") - + # Create response with service_tier="priority" response = ModelResponse( usage=usage, model=model, ) setattr(response, "service_tier", "priority") - + # Test that optional_params takes priority over response and usage cost_from_params = completion_cost( completion_response=response, @@ -1574,14 +1568,14 @@ def test_completion_cost_service_tier_priority(): custom_llm_provider="openai", optional_params={"service_tier": "flex"}, ) - + # Test that response takes priority over usage when optional_params is not provided - cost_from_response = completion_cost( + completion_cost( completion_response=response, model=model, custom_llm_provider="openai", ) - + # Test that usage is used when neither optional_params nor response have service_tier # Create a new response without service_tier attribute response_no_tier = ModelResponse( @@ -1589,25 +1583,27 @@ def test_completion_cost_service_tier_priority(): model=model, ) # Don't set service_tier on response, so it will fall back to usage - + cost_from_usage = completion_cost( completion_response=response_no_tier, model=model, custom_llm_provider="openai", ) - + # All should use flex pricing (from different sources) assert cost_from_params > 0, "Cost from params should be greater than 0" assert cost_from_usage > 0, "Cost from usage should be greater than 0" - + # Costs should be similar (all using flex) - assert abs(cost_from_params - cost_from_usage) < 1e-6, "Costs from params and usage should be similar (both flex)" + assert ( + abs(cost_from_params - cost_from_usage) < 1e-6 + ), "Costs from params and usage should be similar (both flex)" def test_gemini_cache_tokens_details_no_negative_values(): """ Test for Issue #18750: Negative text_tokens with Gemini caching - + When using Gemini with explicit caching, the response includes cacheTokensDetails which breaks down cached tokens by modality. This test ensures that: 1. text_tokens is never negative @@ -1628,41 +1624,47 @@ def test_gemini_cache_tokens_details_no_negative_values(): # Total tokens by modality (includes cached + non-cached) "promptTokensDetails": [ {"modality": "TEXT", "tokenCount": 9402}, - {"modality": "IMAGE", "tokenCount": 258} + {"modality": "IMAGE", "tokenCount": 258}, ], # Breakdown of cached tokens by modality "cacheTokensDetails": [ {"modality": "TEXT", "tokenCount": 9393}, - {"modality": "IMAGE", "tokenCount": 258} - ] + {"modality": "IMAGE", "tokenCount": 258}, + ], } } usage = VertexGeminiConfig._calculate_usage(completion_response) # Text tokens should be non-cached text only: 9402 - 9393 = 9 - assert usage.prompt_tokens_details.text_tokens == 9, \ - f"Expected text_tokens=9, got {usage.prompt_tokens_details.text_tokens}" + assert ( + usage.prompt_tokens_details.text_tokens == 9 + ), f"Expected text_tokens=9, got {usage.prompt_tokens_details.text_tokens}" # Image tokens should be non-cached image only: 258 - 258 = 0 - assert usage.prompt_tokens_details.image_tokens == 0, \ - f"Expected image_tokens=0, got {usage.prompt_tokens_details.image_tokens}" + assert ( + usage.prompt_tokens_details.image_tokens == 0 + ), f"Expected image_tokens=0, got {usage.prompt_tokens_details.image_tokens}" # Total cached should match - assert usage.prompt_tokens_details.cached_tokens == 9651, \ - f"Expected cached_tokens=9651, got {usage.prompt_tokens_details.cached_tokens}" + assert ( + usage.prompt_tokens_details.cached_tokens == 9651 + ), f"Expected cached_tokens=9651, got {usage.prompt_tokens_details.cached_tokens}" # MOST IMPORTANT: text_tokens should NEVER be negative - assert usage.prompt_tokens_details.text_tokens >= 0, \ - f"BUG: text_tokens is negative ({usage.prompt_tokens_details.text_tokens})! This was the issue in #18750" + assert ( + usage.prompt_tokens_details.text_tokens >= 0 + ), f"BUG: text_tokens is negative ({usage.prompt_tokens_details.text_tokens})! This was the issue in #18750" - print("✅ Issue #18750 fix verified: text_tokens is correctly calculated and non-negative") + print( + "✅ Issue #18750 fix verified: text_tokens is correctly calculated and non-negative" + ) def test_gemini_without_cache_tokens_details(): """ Test Gemini response without cacheTokensDetails (implicit caching or no cache) - + When cacheTokensDetails is not present, we should use promptTokensDetails as-is without subtracting anything. """ @@ -1677,7 +1679,7 @@ def test_gemini_without_cache_tokens_details(): "totalTokenCount": 279, "promptTokensDetails": [ {"modality": "TEXT", "tokenCount": 6}, - {"modality": "IMAGE", "tokenCount": 258} + {"modality": "IMAGE", "tokenCount": 258}, ] # No cacheTokensDetails } @@ -1691,3 +1693,62 @@ def test_gemini_without_cache_tokens_details(): assert usage.prompt_tokens_details.text_tokens >= 0 print("✅ Gemini without cacheTokensDetails works correctly") + + +def test_generic_provider_cached_token_cost(): + """ + Test that the generic cost calculator correctly handles cached tokens + for providers like z.ai/deepseek that are not explicitly handled. + """ + from litellm.cost_calculator import completion_cost + from litellm.types.utils import ModelResponse, PromptTokensDetailsWrapper, Usage + + # Setup model cost for a generic provider + # We use a name that will bypass complex provider mapping logic + model_name = "custom-cached-model" + litellm.model_cost[model_name] = { + "input_cost_per_token": 0.0000006, + "output_cost_per_token": 0.0000006, + "cache_read_input_token_cost": 0.0000001, + "litellm_provider": "openai", + } + + # Case 1: Standard nested cached tokens (prompt_tokens_details.cached_tokens) + usage = Usage( + prompt_tokens=10000, + completion_tokens=0, + prompt_tokens_details=PromptTokensDetailsWrapper(cached_tokens=9000), + ) + response = ModelResponse(usage=usage, model=model_name) + + cost = completion_cost( + completion_response=response, + model=model_name, + custom_llm_provider="openai", # Explicitly set provider to trigger generic path + ) + + # Expected: (1000 * 0.0000006) + (9000 * 0.0000001) = 0.0006 + 0.0009 = 0.0015 + expected_cost = 0.0015 + assert ( + abs(cost - expected_cost) < 1e-9 + ), f"Nested cache cost failed. Got {cost}, expected {expected_cost}" + + # Case 2: Top-level cached tokens (cache_read_input_tokens) + usage_top = Usage( + prompt_tokens=10000, + completion_tokens=0, + cache_read_input_tokens=9000, + ) + response_top = ModelResponse(usage=usage_top, model=model_name) + + cost_top = completion_cost( + completion_response=response_top, + model=model_name, + custom_llm_provider="openai", + ) + + assert ( + abs(cost_top - expected_cost) < 1e-9 + ), f"Top-level cache cost failed. Got {cost_top}, expected {expected_cost}" + + print("✅ Generic provider cached token cost verified") From a5bc98a18a0e512f2f479b7071404736446d6186 Mon Sep 17 00:00:00 2001 From: Harshit Jain <48647625+Harshit28j@users.noreply.github.com> Date: Tue, 27 Jan 2026 11:40:54 +0530 Subject: [PATCH 063/188] =?UTF-8?q?fix(prometheus):=20safely=20handle=20No?= =?UTF-8?q?ne=20metadata=20in=20logging=20to=20prevent=20At=E2=80=A6=20(#1?= =?UTF-8?q?9691)?= MIME-Version: 1.0 Content-Type: text/plain; charset=UTF-8 Content-Transfer-Encoding: 8bit * fix(prometheus): safely handle None metadata in logging to prevent AttributeError * fix: lint issues --- litellm/integrations/prometheus.py | 99 +++++++++++++++--------------- 1 file changed, 48 insertions(+), 51 deletions(-) diff --git a/litellm/integrations/prometheus.py b/litellm/integrations/prometheus.py index 8710df05b4..af569b9ed6 100644 --- a/litellm/integrations/prometheus.py +++ b/litellm/integrations/prometheus.py @@ -891,7 +891,7 @@ class PrometheusLogger(CustomLogger): model = kwargs.get("model", "") litellm_params = kwargs.get("litellm_params", {}) or {} - _metadata = litellm_params.get("metadata", {}) + _metadata = litellm_params.get("metadata") or {} get_end_user_id_for_cost_tracking = _get_cached_end_user_id_for_cost_tracking() end_user_id = get_end_user_id_for_cost_tracking( @@ -1165,26 +1165,15 @@ class PrometheusLogger(CustomLogger): response_cost: float, user_id: Optional[str] = None, ): - _team_spend = litellm_params.get("metadata", {}).get( - "user_api_key_team_spend", None - ) - _team_max_budget = litellm_params.get("metadata", {}).get( - "user_api_key_team_max_budget", None - ) + _metadata = litellm_params.get("metadata") or {} + _team_spend = _metadata.get("user_api_key_team_spend", None) + _team_max_budget = _metadata.get("user_api_key_team_max_budget", None) - _api_key_spend = litellm_params.get("metadata", {}).get( - "user_api_key_spend", None - ) - _api_key_max_budget = litellm_params.get("metadata", {}).get( - "user_api_key_max_budget", None - ) + _api_key_spend = _metadata.get("user_api_key_spend", None) + _api_key_max_budget = _metadata.get("user_api_key_max_budget", None) - _user_spend = litellm_params.get("metadata", {}).get( - "user_api_key_user_spend", None - ) - _user_max_budget = litellm_params.get("metadata", {}).get( - "user_api_key_user_max_budget", None - ) + _user_spend = _metadata.get("user_api_key_user_spend", None) + _user_max_budget = _metadata.get("user_api_key_user_max_budget", None) await self._set_api_key_budget_metrics_after_api_request( user_api_key=user_api_key, @@ -1343,7 +1332,7 @@ class PrometheusLogger(CustomLogger): # request queue time (time from arrival to processing start) _litellm_params = kwargs.get("litellm_params", {}) or {} - queue_time_seconds = _litellm_params.get("metadata", {}).get( + queue_time_seconds = (_litellm_params.get("metadata") or {}).get( "queue_time_seconds" ) if queue_time_seconds is not None and queue_time_seconds >= 0: @@ -1367,14 +1356,14 @@ class PrometheusLogger(CustomLogger): standard_logging_payload: StandardLoggingPayload = kwargs.get( "standard_logging_object", {} ) - + if self._should_skip_metrics_for_invalid_key( kwargs=kwargs, standard_logging_payload=standard_logging_payload ): return - + model = kwargs.get("model", "") - + litellm_params = kwargs.get("litellm_params", {}) or {} get_end_user_id_for_cost_tracking = _get_cached_end_user_id_for_cost_tracking() @@ -1415,49 +1404,57 @@ class PrometheusLogger(CustomLogger): ) -> Optional[int]: """ Extract HTTP status code from various input formats for validation. - + This is a centralized helper to extract status code from different callback function signatures. Handles both ProxyException (uses 'code') and standard exceptions (uses 'status_code'). - + Args: kwargs: Dictionary potentially containing 'exception' key enum_values: Object with 'status_code' attribute exception: Exception object to extract status code from directly - + Returns: Status code as integer if found, None otherwise """ status_code = None - + # Try from enum_values first (most common in our callbacks) - if enum_values and hasattr(enum_values, "status_code") and enum_values.status_code: + if ( + enum_values + and hasattr(enum_values, "status_code") + and enum_values.status_code + ): try: status_code = int(enum_values.status_code) except (ValueError, TypeError): pass - + if not status_code and exception: # ProxyException uses 'code' attribute, other exceptions may use 'status_code' - status_code = getattr(exception, "status_code", None) or getattr(exception, "code", None) + status_code = getattr(exception, "status_code", None) or getattr( + exception, "code", None + ) if status_code is not None: try: status_code = int(status_code) except (ValueError, TypeError): status_code = None - + if not status_code and kwargs: exception_in_kwargs = kwargs.get("exception") if exception_in_kwargs: - status_code = getattr(exception_in_kwargs, "status_code", None) or getattr(exception_in_kwargs, "code", None) + status_code = getattr( + exception_in_kwargs, "status_code", None + ) or getattr(exception_in_kwargs, "code", None) if status_code is not None: try: status_code = int(status_code) except (ValueError, TypeError): status_code = None - + return status_code - + def _is_invalid_api_key_request( self, status_code: Optional[int], @@ -1465,23 +1462,23 @@ class PrometheusLogger(CustomLogger): ) -> bool: """ Determine if a request has an invalid API key based on status code and exception. - + This method prevents invalid authentication attempts from being recorded in Prometheus metrics. A 401 status code is the definitive indicator of authentication failure. Additionally, we check exception messages for authentication error patterns to catch cases where the exception hasn't been converted to a ProxyException yet. - + Args: status_code: HTTP status code (401 indicates authentication error) exception: Exception object to check for auth-related error messages - + Returns: True if the request has an invalid API key and metrics should be skipped, False otherwise """ if status_code == 401: return True - + # Handle cases where AssertionError is raised before conversion to ProxyException if exception is not None: exception_str = str(exception).lower() @@ -1494,9 +1491,9 @@ class PrometheusLogger(CustomLogger): ] if any(pattern in exception_str for pattern in auth_error_patterns): return True - + return False - + def _should_skip_metrics_for_invalid_key( self, kwargs: Optional[dict] = None, @@ -1507,18 +1504,18 @@ class PrometheusLogger(CustomLogger): ) -> bool: """ Determine if Prometheus metrics should be skipped for invalid API key requests. - + This is a centralized validation method that extracts status code and exception information from various callback function signatures and determines if the request represents an invalid API key attempt that should be filtered from metrics. - + Args: kwargs: Dictionary potentially containing exception and other data user_api_key_dict: User API key authentication object (currently unused) enum_values: Object with status_code attribute standard_logging_payload: Standard logging payload dictionary exception: Exception object to check directly - + Returns: True if metrics should be skipped (invalid key detected), False otherwise """ @@ -1527,17 +1524,17 @@ class PrometheusLogger(CustomLogger): enum_values=enum_values, exception=exception, ) - + if exception is None and kwargs: exception = kwargs.get("exception") - + if self._is_invalid_api_key_request(status_code, exception=exception): verbose_logger.debug( "Skipping Prometheus metrics for invalid API key request: " f"status_code={status_code}, exception={type(exception).__name__ if exception else None}" ) return True - + return False async def async_post_call_failure_hook( @@ -1686,7 +1683,7 @@ class PrometheusLogger(CustomLogger): exception = request_kwargs.get("exception", None) llm_provider = _litellm_params.get("custom_llm_provider", None) - + if self._should_skip_metrics_for_invalid_key( kwargs=request_kwargs, standard_logging_payload=standard_logging_payload, @@ -2414,8 +2411,8 @@ class PrometheusLogger(CustomLogger): self, user_api_team: Optional[str], user_api_team_alias: Optional[str], - team_spend: float, - team_max_budget: float, + team_spend: Optional[float], + team_max_budget: Optional[float], response_cost: float, ): """ @@ -2577,7 +2574,7 @@ class PrometheusLogger(CustomLogger): user_api_key: Optional[str], user_api_key_alias: Optional[str], response_cost: float, - key_max_budget: float, + key_max_budget: Optional[float], key_spend: Optional[float], ): if user_api_key: @@ -2594,7 +2591,7 @@ class PrometheusLogger(CustomLogger): self, user_api_key: str, user_api_key_alias: str, - key_max_budget: float, + key_max_budget: Optional[float], key_spend: Optional[float], response_cost: float, ) -> UserAPIKeyAuth: From fd2f1481610f03227d6a036749cc8009b18ec8d0 Mon Sep 17 00:00:00 2001 From: Harshit Jain <48647625+Harshit28j@users.noreply.github.com> Date: Tue, 27 Jan 2026 11:41:36 +0530 Subject: [PATCH 064/188] fix: resolve 'does not exist' migration errors as applied in setup_database (#19281) --- .../litellm_proxy_extras/utils.py | 109 +++++++++++------- .../test_litellm_proxy_extras_utils.py | 5 + 2 files changed, 74 insertions(+), 40 deletions(-) diff --git a/litellm-proxy-extras/litellm_proxy_extras/utils.py b/litellm-proxy-extras/litellm_proxy_extras/utils.py index 7ffbe95be1..f315572218 100644 --- a/litellm-proxy-extras/litellm_proxy_extras/utils.py +++ b/litellm-proxy-extras/litellm_proxy_extras/utils.py @@ -18,14 +18,15 @@ def str_to_bool(value: Optional[str]) -> bool: return value.lower() in ("true", "1", "t", "y", "yes") - def _get_prisma_env() -> dict: """Get environment variables for Prisma, handling offline mode if configured.""" prisma_env = os.environ.copy() if str_to_bool(os.getenv("PRISMA_OFFLINE_MODE")): # These env vars prevent Prisma from attempting downloads prisma_env["NPM_CONFIG_PREFER_OFFLINE"] = "true" - prisma_env["NPM_CONFIG_CACHE"] = os.getenv("NPM_CONFIG_CACHE", "/app/.cache/npm") + prisma_env["NPM_CONFIG_CACHE"] = os.getenv( + "NPM_CONFIG_CACHE", "/app/.cache/npm" + ) return prisma_env @@ -34,29 +35,28 @@ def _get_prisma_command() -> str: if str_to_bool(os.getenv("PRISMA_OFFLINE_MODE")): # Primary location where Prisma Python package installs the CLI default_cli_path = "/app/.cache/prisma-python/binaries/node_modules/.bin/prisma" - + # Check if custom path is provided (for flexibility) custom_cli_path = os.getenv("PRISMA_CLI_PATH") if custom_cli_path and os.path.exists(custom_cli_path): logger.info(f"Using custom Prisma CLI at {custom_cli_path}") return custom_cli_path - + # Check the default location if os.path.exists(default_cli_path): logger.info(f"Using cached Prisma CLI at {default_cli_path}") return default_cli_path - + # If not found, log warning and fall back logger.warning( f"Prisma CLI not found at {default_cli_path}. " "Falling back to Python wrapper (may attempt downloads)" ) - + # Fall back to the Python wrapper (will work in online mode) return "prisma" - class ProxyExtrasDBManager: @staticmethod def _get_prisma_dir() -> str: @@ -119,7 +119,7 @@ class ProxyExtrasDBManager: stdout=open(migration_file, "w"), check=True, timeout=30, - env=prisma_env + env=prisma_env, ) # 3. Mark the migration as applied since it represents current state @@ -134,7 +134,7 @@ class ProxyExtrasDBManager: ], check=True, timeout=30, - env=prisma_env + env=prisma_env, ) return True @@ -159,14 +159,20 @@ class ProxyExtrasDBManager: @staticmethod def _roll_back_migration(migration_name: str): """Mark a specific migration as rolled back""" - # Set up environment for offline mode if configured + # Set up environment for offline mode if configured prisma_env = _get_prisma_env() subprocess.run( - [_get_prisma_command(), "migrate", "resolve", "--rolled-back", migration_name], + [ + _get_prisma_command(), + "migrate", + "resolve", + "--rolled-back", + migration_name, + ], timeout=60, check=True, capture_output=True, - env=prisma_env + env=prisma_env, ) @staticmethod @@ -178,7 +184,7 @@ class ProxyExtrasDBManager: timeout=60, check=True, capture_output=True, - env=prisma_env + env=prisma_env, ) @staticmethod @@ -228,6 +234,8 @@ class ProxyExtrasDBManager: r"duplicate key value violates", r"relation .* already exists", r"constraint .* already exists", + r"does not exist", + r"Can't drop database.* because it doesn't exist", ] for pattern in idempotent_patterns: @@ -248,7 +256,7 @@ class ProxyExtrasDBManager: if not database_url: logger.error("DATABASE_URL not set") return - + diff_dir = ( Path(migrations_dir) / "migrations" @@ -283,7 +291,7 @@ class ProxyExtrasDBManager: check=True, timeout=60, stdout=f, - env=_get_prisma_env() + env=_get_prisma_env(), ) except subprocess.CalledProcessError as e: logger.warning(f"Failed to generate migration diff: {e.stderr}") @@ -313,7 +321,7 @@ class ProxyExtrasDBManager: check=True, capture_output=True, text=True, - env=_get_prisma_env() + env=_get_prisma_env(), ) logger.info(f"prisma db execute stdout: {result.stdout}") logger.info("✅ Migration diff applied successfully") @@ -331,12 +339,18 @@ class ProxyExtrasDBManager: try: logger.info(f"Resolving migration: {migration_name}") subprocess.run( - [_get_prisma_command(), "migrate", "resolve", "--applied", migration_name], + [ + _get_prisma_command(), + "migrate", + "resolve", + "--applied", + migration_name, + ], timeout=60, check=True, capture_output=True, text=True, - env=_get_prisma_env() + env=_get_prisma_env(), ) logger.debug(f"Resolved migration: {migration_name}") except subprocess.CalledProcessError as e: @@ -375,7 +389,7 @@ class ProxyExtrasDBManager: check=True, capture_output=True, text=True, - env=_get_prisma_env() + env=_get_prisma_env(), ) logger.info(f"prisma migrate deploy stdout: {result.stdout}") @@ -397,27 +411,42 @@ class ProxyExtrasDBManager: ) if migration_match: failed_migration = migration_match.group(1) - logger.info( - f"Found failed migration: {failed_migration}, marking as rolled back" - ) - # Mark the failed migration as rolled back - subprocess.run( - [ - _get_prisma_command(), - "migrate", - "resolve", - "--rolled-back", - failed_migration, - ], - timeout=60, - check=True, - capture_output=True, - text=True, - env=_get_prisma_env() - ) - logger.info( - f"✅ Migration {failed_migration} marked as rolled back... retrying" - ) + if ProxyExtrasDBManager._is_idempotent_error(e.stderr): + logger.info( + f"Migration {failed_migration} failed due to idempotent error (e.g., column already exists), resolving as applied" + ) + ProxyExtrasDBManager._roll_back_migration( + failed_migration + ) + ProxyExtrasDBManager._resolve_specific_migration( + failed_migration + ) + logger.info( + f"✅ Migration {failed_migration} resolved." + ) + return True + else: + logger.info( + f"Found failed migration: {failed_migration}, marking as rolled back" + ) + # Mark the failed migration as rolled back + subprocess.run( + [ + _get_prisma_command(), + "migrate", + "resolve", + "--rolled-back", + failed_migration, + ], + timeout=60, + check=True, + capture_output=True, + text=True, + env=_get_prisma_env(), + ) + logger.info( + f"✅ Migration {failed_migration} marked as rolled back... retrying" + ) elif ( "P3005" in e.stderr and "database schema is not empty" in e.stderr diff --git a/tests/litellm-proxy-extras/test_litellm_proxy_extras_utils.py b/tests/litellm-proxy-extras/test_litellm_proxy_extras_utils.py index 7c151c80ae..597c0845d4 100644 --- a/tests/litellm-proxy-extras/test_litellm_proxy_extras_utils.py +++ b/tests/litellm-proxy-extras/test_litellm_proxy_extras_utils.py @@ -97,6 +97,11 @@ class TestIdempotentErrorDetection: error_message = "constraint 'fk_user_id' already exists" assert ProxyExtrasDBManager._is_idempotent_error(error_message) is True + def test_is_idempotent_error_does_not_exist(self): + """Test detection of 'does not exist' error""" + error_message = "ERROR: index 'idx' does not exist" + assert ProxyExtrasDBManager._is_idempotent_error(error_message) is True + def test_is_idempotent_error_case_insensitive(self): """Test that idempotent error detection is case insensitive""" error_message = "COLUMN 'ID' ALREADY EXISTS" From 9883c2fd64148674c0c5edf75e1d4611f3b1f344 Mon Sep 17 00:00:00 2001 From: Sameer Kankute Date: Tue, 27 Jan 2026 12:32:37 +0530 Subject: [PATCH 065/188] Fix: timeout exception raised eror --- litellm/main.py | 24 +---- tests/local_testing/test_timeout.py | 134 +++------------------------- 2 files changed, 15 insertions(+), 143 deletions(-) diff --git a/litellm/main.py b/litellm/main.py index ce84c8988e..1fc4521b29 100644 --- a/litellm/main.py +++ b/litellm/main.py @@ -599,16 +599,8 @@ async def acompletion( # noqa: PLR0915 # Add the context to the function ctx = contextvars.copy_context() func_with_context = partial(ctx.run, func) - - if timeout is not None and isinstance(timeout, (int, float)): - timeout_value = float(timeout) - init_response = await asyncio.wait_for( - loop.run_in_executor(None, func_with_context), - timeout=timeout_value - ) - else: - init_response = await loop.run_in_executor(None, func_with_context) + init_response = await loop.run_in_executor(None, func_with_context) if isinstance(init_response, dict) or isinstance( init_response, ModelResponse ): ## CACHING SCENARIO @@ -616,11 +608,7 @@ async def acompletion( # noqa: PLR0915 response = ModelResponse(**init_response) response = init_response elif asyncio.iscoroutine(init_response): - if timeout is not None and isinstance(timeout, (int, float)): - timeout_value = float(timeout) - response = await asyncio.wait_for(init_response, timeout=timeout_value) - else: - response = await init_response + response = await init_response else: response = init_response # type: ignore @@ -637,14 +625,6 @@ async def acompletion( # noqa: PLR0915 loop=loop ) # sets the logging event loop if the user does sync streaming (e.g. on proxy for sagemaker calls) return response - except asyncio.TimeoutError: - custom_llm_provider = custom_llm_provider or "openai" - from litellm.exceptions import Timeout - raise Timeout( - message=f"Request timed out after {timeout} seconds", - model=model, - llm_provider=custom_llm_provider, - ) except Exception as e: custom_llm_provider = custom_llm_provider or "openai" raise exception_type( diff --git a/tests/local_testing/test_timeout.py b/tests/local_testing/test_timeout.py index 622c47644a..7f9837e81d 100644 --- a/tests/local_testing/test_timeout.py +++ b/tests/local_testing/test_timeout.py @@ -96,7 +96,6 @@ def test_bedrock_timeout(): def test_hanging_request_azure(): litellm.set_verbose = True import asyncio - from unittest.mock import AsyncMock, patch, MagicMock try: router = litellm.Router( @@ -105,8 +104,8 @@ def test_hanging_request_azure(): "model_name": "azure-gpt", "litellm_params": { "model": "azure/gpt-4o-new-test", - "api_base": os.environ.get("AZURE_API_BASE", "https://test.openai.azure.com"), - "api_key": os.environ.get("AZURE_API_KEY", "test-key"), + "api_base": os.environ["AZURE_API_BASE"], + "api_key": os.environ["AZURE_API_KEY"], }, }, { @@ -120,25 +119,16 @@ def test_hanging_request_azure(): encoded = litellm.utils.encode(model="gpt-3.5-turbo", text="blue")[0] async def _test(): - # Mock the Azure OpenAI client's create method to simulate a hanging request - with patch("openai.resources.chat.completions.AsyncCompletions.create") as mock_create: - # Simulate a hanging request that takes longer than the timeout - async def hanging_request(*args, **kwargs): - await asyncio.sleep(10) # Sleep much longer than the 0.01s timeout - return MagicMock() - - mock_create.side_effect = hanging_request - - response = await router.acompletion( - model="azure-gpt", - messages=[ - {"role": "user", "content": f"what color is red {uuid.uuid4()}"} - ], - logit_bias={encoded: 100}, - timeout=0.01, - ) - print(response) - return response + response = await router.acompletion( + model="azure-gpt", + messages=[ + {"role": "user", "content": f"what color is red {uuid.uuid4()}"} + ], + logit_bias={encoded: 100}, + timeout=0.01, + ) + print(response) + return response response = asyncio.run(_test()) @@ -150,16 +140,9 @@ def test_hanging_request_azure(): ) print(type(e)) pass - except litellm.exceptions.APIError as e: - # Azure may convert CancelledError to APIError - this is also acceptable for timeout scenarios - print( - "Passed: Raised APIError due to timeout (CancelledError). This is acceptable.", e - ) - print(type(e)) - pass except Exception as e: pytest.fail( - f"Did not raise error `openai.APITimeoutError` or `litellm.exceptions.APIError`. Instead raised error type: {type(e)}, Error: {e}" + f"Did not raise error `openai.APITimeoutError`. Instead raised error type: {type(e)}, Error: {e}" ) @@ -302,94 +285,3 @@ async def test_anthropic_timeout(streaming, sync_mode): ) print(type(e)) pass - - -@pytest.mark.asyncio -async def test_timeout_respects_total_time_not_per_retry(): - """ - Test that timeout applies to the TOTAL operation time, not per-retry. - - This test ensures that when a user sets timeout=2, the entire operation - (including all retries) times out at ~2 seconds, not at 2s * num_retries. - - This is a regression test for the issue where timeout was being applied - per-retry attempt, causing the total time to be much longer than expected. - """ - litellm.set_verbose = False - - timeout_value = 2.0 - # Allow for some overhead (network, processing, etc.) - # but ensure we don't wait for multiple retries - max_allowed_time = timeout_value + 1.0 # 3 seconds max - - start_time = time.time() - - try: - # This should timeout because we're asking for a long response - # with a very short timeout - response = await litellm.acompletion( - model="gpt-3.5-turbo", - timeout=timeout_value, - messages=[{"role": "user", "content": "Write a very long detailed essay about the history of computing, at least 5000 words."}], - ) - pytest.fail("Expected timeout error but got a response") - except (openai.APITimeoutError, litellm.exceptions.Timeout) as e: - elapsed_time = time.time() - start_time - - print(f"Timeout occurred after {elapsed_time:.2f} seconds") - print(f"Expected timeout: {timeout_value} seconds") - print(f"Max allowed time: {max_allowed_time} seconds") - - # Verify that the timeout happened within the expected time window - # It should be close to timeout_value, not timeout_value * num_retries - assert elapsed_time < max_allowed_time, ( - f"Timeout took too long! Expected ~{timeout_value}s, " - f"got {elapsed_time:.2f}s. This suggests timeout is being " - f"applied per-retry instead of to the total operation." - ) - - # Also verify it's not TOO fast (sanity check) - assert elapsed_time >= timeout_value * 0.5, ( - f"Timeout happened too quickly: {elapsed_time:.2f}s. " - f"Expected at least {timeout_value * 0.5}s" - ) - - print("✓ Timeout correctly applied to total operation time, not per-retry") - except Exception as e: - pytest.fail( - f"Expected timeout error but got different error: {type(e).__name__}: {e}" - ) - - -@pytest.mark.asyncio -async def test_timeout_with_retries_disabled(): - """ - Test that timeout works correctly when retries are explicitly disabled. - This should timeout even faster since there are no retry attempts. - """ - litellm.set_verbose = False - - timeout_value = 2.0 - max_allowed_time = timeout_value + 0.5 # Even tighter bound with no retries - - start_time = time.time() - - try: - response = await litellm.acompletion( - model="gpt-3.5-turbo", - timeout=timeout_value, - max_retries=0, # Disable retries - messages=[{"role": "user", "content": "Write a very long detailed essay about the history of computing, at least 5000 words."}], - ) - pytest.fail("Expected timeout error but got a response") - except (openai.APITimeoutError, litellm.exceptions.Timeout) as e: - elapsed_time = time.time() - start_time - - print(f"Timeout with no retries occurred after {elapsed_time:.2f} seconds") - - assert elapsed_time < max_allowed_time, ( - f"Timeout took too long even with retries disabled! " - f"Expected ~{timeout_value}s, got {elapsed_time:.2f}s" - ) - - print("✓ Timeout works correctly with retries disabled") From faf9c9ba768ac446352d4f7329b762dd48c630ae Mon Sep 17 00:00:00 2001 From: Sameer Kankute Date: Tue, 27 Jan 2026 13:11:29 +0530 Subject: [PATCH 066/188] Add sarvam doc --- docs/my-website/docs/providers/sarvam.md | 89 ++++++++++++++++++++++++ docs/my-website/sidebars.js | 1 + 2 files changed, 90 insertions(+) create mode 100644 docs/my-website/docs/providers/sarvam.md diff --git a/docs/my-website/docs/providers/sarvam.md b/docs/my-website/docs/providers/sarvam.md new file mode 100644 index 0000000000..d77e9c0c75 --- /dev/null +++ b/docs/my-website/docs/providers/sarvam.md @@ -0,0 +1,89 @@ +# Sarvam.ai + +LiteLLM supports all the text models from [Sarvam ai](https://docs.sarvam.ai/api-reference-docs/chat/chat-completions) + +## Usage + +```python +import os +from litellm import completion + +# Set your Sarvam API key +os.environ["SARVAM_API_KEY"] = "" + +messages = [{"role": "user", "content": "Hello"}] + +response = completion( + model="sarvam/sarvam-m", + messages=messages, +) +print(response) +``` + +## Usage with LiteLLM Proxy Server + +Here's how to call a Sarvam.ai model with the LiteLLM Proxy Server + +1. **Modify the `config.yaml`:** + + ```yaml + model_list: + - model_name: my-model + litellm_params: + model: sarvam/ # add sarvam/ prefix to route as Sarvam provider + api_key: api-key # api key to send your model + ``` + +2. **Start the proxy:** + + ```bash + $ litellm --config /path/to/config.yaml + ``` + +3. **Send a request to LiteLLM Proxy Server:** + + + + + + ```python + import openai + + client = openai.OpenAI( + api_key="sk-1234", # pass litellm proxy key, if you're using virtual keys + base_url="http://0.0.0.0:4000" # litellm-proxy-base url + ) + + response = client.chat.completions.create( + model="my-model", + messages=[ + { + "role": "user", + "content": "what llm are you" + } + ], + ) + + print(response) + ``` + + + + + ```shell + curl --location 'http://0.0.0.0:4000/chat/completions' \ + --header 'Authorization: Bearer sk-1234' \ + --header 'Content-Type: application/json' \ + --data '{ + "model": "my-model", + "messages": [ + { + "role": "user", + "content": "what llm are you" + } + ] + }' + ``` + + + diff --git a/docs/my-website/sidebars.js b/docs/my-website/sidebars.js index 85573599e4..41854a4177 100644 --- a/docs/my-website/sidebars.js +++ b/docs/my-website/sidebars.js @@ -775,6 +775,7 @@ const sidebars = { "providers/oci", "providers/ollama", "providers/openrouter", + "providers/sarvam", "providers/ovhcloud", "providers/perplexity", "providers/petals", From cf012a2f657dab12f8fdda9d10de827517975f09 Mon Sep 17 00:00:00 2001 From: Sameer Kankute Date: Tue, 27 Jan 2026 13:50:47 +0530 Subject: [PATCH 067/188] Add gemini-robotics-er-1.5-preview model in model map --- ...odel_prices_and_context_window_backup.json | 37 +++++++++++++++++++ model_prices_and_context_window.json | 37 +++++++++++++++++++ 2 files changed, 74 insertions(+) diff --git a/litellm/model_prices_and_context_window_backup.json b/litellm/model_prices_and_context_window_backup.json index d958ea4503..7f33e96dbb 100644 --- a/litellm/model_prices_and_context_window_backup.json +++ b/litellm/model_prices_and_context_window_backup.json @@ -13480,6 +13480,43 @@ "supports_vision": true, "supports_web_search": true }, + "gemini-robotics-er-1.5-preview": { + "cache_read_input_token_cost": 0, + "input_cost_per_token": 3e-07, + "input_cost_per_audio_token": 1e-06, + "litellm_provider": "gemini", + "max_input_tokens": 1048576, + "max_output_tokens": 65535, + "max_tokens": 65535, + "mode": "chat", + "output_cost_per_token": 2.5e-06, + "output_cost_per_reasoning_token": 2.5e-06, + "source": "https://ai.google.dev/gemini-api/docs/models#gemini-robotics-er-1-5-preview", + "supported_endpoints": [ + "/v1/chat/completions", + "/v1/completions" + ], + "supported_modalities": [ + "text", + "image", + "video", + "audio" + ], + "supported_output_modalities": [ + "text" + ], + "supports_audio_output": false, + "supports_function_calling": true, + "supports_parallel_function_calling": true, + "supports_prompt_caching": false, + "supports_reasoning": true, + "supports_response_schema": true, + "supports_system_messages": true, + "supports_tool_choice": true, + "supports_url_context": true, + "supports_vision": true, + "supports_web_search": true + }, "gemini-2.5-computer-use-preview-10-2025": { "input_cost_per_token": 1.25e-06, "input_cost_per_token_above_200k_tokens": 2.5e-06, diff --git a/model_prices_and_context_window.json b/model_prices_and_context_window.json index d958ea4503..7f33e96dbb 100644 --- a/model_prices_and_context_window.json +++ b/model_prices_and_context_window.json @@ -13480,6 +13480,43 @@ "supports_vision": true, "supports_web_search": true }, + "gemini-robotics-er-1.5-preview": { + "cache_read_input_token_cost": 0, + "input_cost_per_token": 3e-07, + "input_cost_per_audio_token": 1e-06, + "litellm_provider": "gemini", + "max_input_tokens": 1048576, + "max_output_tokens": 65535, + "max_tokens": 65535, + "mode": "chat", + "output_cost_per_token": 2.5e-06, + "output_cost_per_reasoning_token": 2.5e-06, + "source": "https://ai.google.dev/gemini-api/docs/models#gemini-robotics-er-1-5-preview", + "supported_endpoints": [ + "/v1/chat/completions", + "/v1/completions" + ], + "supported_modalities": [ + "text", + "image", + "video", + "audio" + ], + "supported_output_modalities": [ + "text" + ], + "supports_audio_output": false, + "supports_function_calling": true, + "supports_parallel_function_calling": true, + "supports_prompt_caching": false, + "supports_reasoning": true, + "supports_response_schema": true, + "supports_system_messages": true, + "supports_tool_choice": true, + "supports_url_context": true, + "supports_vision": true, + "supports_web_search": true + }, "gemini-2.5-computer-use-preview-10-2025": { "input_cost_per_token": 1.25e-06, "input_cost_per_token_above_200k_tokens": 2.5e-06, From e273c858487b4c1b59deb92e918974c845544fcd Mon Sep 17 00:00:00 2001 From: Sameer Kankute Date: Tue, 27 Jan 2026 13:56:05 +0530 Subject: [PATCH 068/188] Add gemini-robotics-er-1.5-preview model documentation --- docs/my-website/docs/providers/gemini.md | 51 ++++++++++++++++++++++++ 1 file changed, 51 insertions(+) diff --git a/docs/my-website/docs/providers/gemini.md b/docs/my-website/docs/providers/gemini.md index 23a02f7365..b9ad7820dd 100644 --- a/docs/my-website/docs/providers/gemini.md +++ b/docs/my-website/docs/providers/gemini.md @@ -1840,6 +1840,57 @@ content = response.get('choices', [{}])[0].get('message', {}).get('content') print(content) ``` +## gemini-robotics-er-1.5-preview Usage + +```python +from litellm import api_base +from openai import OpenAI +import os +import base64 + +client = OpenAI(base_url="http://0.0.0.0:4000", api_key="sk-12345") +base64_image = base64.b64encode(open("closeup-object-on-table-many-260nw-1216144471.webp", "rb").read()).decode() + +import json +import re +tools = [{"codeExecution": {}}] +response = client.chat.completions.create( + model="gemini/gemini-robotics-er-1.5-preview", + messages=[ + { + "role": "user", + "content": [ + { + "type": "text", + "text": "Point to no more than 10 items in the image. The label returned should be an identifying name for the object detected. The answer should follow the json format: [{\"point\": [y, x], \"label\": }, ...]. The points are in [y, x] format normalized to 0-1000." + }, + { + "type": "image_url", + "image_url": {"url": f"data:image/jpeg;base64,{base64_image}"} + } + ] + } + ], + tools=tools +) + +# Extract JSON from markdown code block if present +content = response.choices[0].message.content +# Look for triple-backtick JSON block +match = re.search(r'```json\s*(.*?)\s*```', content, re.DOTALL) +if match: + json_str = match.group(1) +else: + json_str = content + +try: + data = json.loads(json_str) + print(json.dumps(data, indent=2)) +except Exception as e: + print("Error parsing response as JSON:", e) + print("Response content:", content) +``` + ## Usage - PDF / Videos / etc. Files ### Inline Data (e.g. audio stream) From 988dd2a911aaae4ef67f401eb5613a5ab960cac8 Mon Sep 17 00:00:00 2001 From: Sameer Kankute Date: Tue, 27 Jan 2026 14:35:54 +0530 Subject: [PATCH 069/188] Fix: Stream the download in chunks --- .../prompt_templates/image_handling.py | 14 ++-- .../litellm_core_utils/test_image_handling.py | 79 +++++++++++++++++++ 2 files changed, 88 insertions(+), 5 deletions(-) diff --git a/litellm/litellm_core_utils/prompt_templates/image_handling.py b/litellm/litellm_core_utils/prompt_templates/image_handling.py index 5d0bedb776..7137a4e422 100644 --- a/litellm/litellm_core_utils/prompt_templates/image_handling.py +++ b/litellm/litellm_core_utils/prompt_templates/image_handling.py @@ -31,15 +31,19 @@ def _process_image_response(response: Response, url: str) -> str: f"Error: Image size ({size_mb:.2f}MB) exceeds maximum allowed size ({MAX_IMAGE_URL_DOWNLOAD_SIZE_MB}MB). url={url}" ) - image_bytes = response.content + # Stream download with size checking to prevent downloading huge files + max_bytes = int(MAX_IMAGE_URL_DOWNLOAD_SIZE_MB * 1024 * 1024) + image_bytes = bytearray() + bytes_downloaded = 0 - # Check actual size after download if Content-Length was not available - if content_length is None: - size_mb = len(image_bytes) / (1024 * 1024) - if size_mb > MAX_IMAGE_URL_DOWNLOAD_SIZE_MB: + for chunk in response.iter_bytes(chunk_size=8192): + bytes_downloaded += len(chunk) + if bytes_downloaded > max_bytes: + size_mb = bytes_downloaded / (1024 * 1024) raise litellm.ImageFetchError( f"Error: Image size ({size_mb:.2f}MB) exceeds maximum allowed size ({MAX_IMAGE_URL_DOWNLOAD_SIZE_MB}MB). url={url}" ) + image_bytes.extend(chunk) base64_image = base64.b64encode(image_bytes).decode("utf-8") diff --git a/tests/test_litellm/litellm_core_utils/test_image_handling.py b/tests/test_litellm/litellm_core_utils/test_image_handling.py index b15d75a414..9c2939b2da 100644 --- a/tests/test_litellm/litellm_core_utils/test_image_handling.py +++ b/tests/test_litellm/litellm_core_utils/test_image_handling.py @@ -66,6 +66,41 @@ class LargeImageClient: ) +class StreamingLargeImageClient: + """ + Client that streams a large image to test streaming download protection. + This simulates a huge file without actually creating it all in memory. + """ + + def __init__(self, size_mb=100, include_content_length=False): + self.size_mb = size_mb + self.include_content_length = include_content_length + + def get(self, url, follow_redirects=True): + size_bytes = int(self.size_mb * 1024 * 1024) + headers = {"Content-Type": "image/jpeg"} + if self.include_content_length: + headers["Content-Length"] = str(size_bytes) + + # Create a generator that yields chunks without creating the whole file in memory + def generate_chunks(total_size, chunk_size=8192): + bytes_sent = 0 + while bytes_sent < total_size: + chunk = b"x" * min(chunk_size, total_size - bytes_sent) + bytes_sent += len(chunk) + yield chunk + + # Create response with streaming content + response = Response( + status_code=200, + headers=headers, + request=Request("GET", url), + ) + # Mock the iter_bytes method to return our generator + response.iter_bytes = lambda chunk_size=8192: generate_chunks(size_bytes, chunk_size) + return response + + def test_image_exceeds_size_limit_with_content_length(monkeypatch): """ Test that images exceeding MAX_IMAGE_URL_DOWNLOAD_SIZE_MB are rejected when Content-Length header is present. @@ -83,6 +118,7 @@ def test_image_exceeds_size_limit_with_content_length(monkeypatch): def test_image_exceeds_size_limit_without_content_length(monkeypatch): """ Test that images exceeding MAX_IMAGE_URL_DOWNLOAD_SIZE_MB are rejected even without Content-Length header. + This uses the old non-streaming mock for backward compatibility. """ monkeypatch.setattr( litellm, "module_level_client", LargeImageClient(size_mb=100, include_content_length=False) @@ -94,6 +130,29 @@ def test_image_exceeds_size_limit_without_content_length(monkeypatch): assert "exceeds maximum allowed size" in str(excinfo.value) +def test_streaming_download_protects_against_huge_files(monkeypatch): + """ + Test that streaming download aborts early when file exceeds size limit, + preventing memory exhaustion from huge files (e.g., petabyte-sized files). + + This test verifies that the streaming implementation doesn't download the entire + file into memory before checking size. Instead, it should abort as soon as the + limit is exceeded during streaming. + """ + # Simulate a 1GB file - far larger than the 50MB default limit + client = StreamingLargeImageClient(size_mb=1024, include_content_length=False) + monkeypatch.setattr(litellm, "module_level_client", client) + + with pytest.raises(litellm.ImageFetchError) as excinfo: + convert_url_to_base64("https://example.com/huge-image.jpg") + + # Verify the error message shows it was caught during streaming + assert "exceeds maximum allowed size" in str(excinfo.value) + + # The error should be raised after downloading just slightly more than the limit + # not after downloading the full 1GB + + class SmallImageClient: """ Client that returns a small valid image. @@ -124,6 +183,26 @@ def test_image_within_size_limit(monkeypatch): assert result.startswith("data:image/jpeg;base64,") +def test_streaming_download_handles_petabyte_file(monkeypatch): + """ + Test that streaming download can handle extremely large file URLs (e.g., petabyte-sized) + without attempting to download the entire file or causing memory exhaustion. + + This simulates what happens if a malicious actor or misconfiguration provides + a URL to an extremely large file. + """ + # Simulate a 1 petabyte file (1,000,000 GB) + # Without streaming protection, this would cause OOM or hang indefinitely + client = StreamingLargeImageClient(size_mb=1_000_000_000, include_content_length=False) + monkeypatch.setattr(litellm, "module_level_client", client) + + with pytest.raises(litellm.ImageFetchError) as excinfo: + convert_url_to_base64("https://example.com/petabyte-file.jpg") + + # Should fail fast without downloading anywhere near 1 petabyte + assert "exceeds maximum allowed size" in str(excinfo.value) + + def test_image_size_limit_disabled(monkeypatch): """ Test that setting MAX_IMAGE_URL_DOWNLOAD_SIZE_MB to 0 disables all image URL downloads. From e695cb53674c62d433bb8b3c5a5d335ce833e326 Mon Sep 17 00:00:00 2001 From: Sameer Kankute Date: Tue, 27 Jan 2026 16:34:57 +0530 Subject: [PATCH 070/188] Add grok reasoning content --- litellm/llms/groq/chat/transformation.py | 8 ++ tests/llm_translation/test_groq.py | 126 ++++++++++++++++++++++- 2 files changed, 133 insertions(+), 1 deletion(-) diff --git a/litellm/llms/groq/chat/transformation.py b/litellm/llms/groq/chat/transformation.py index a75ecd8cc7..34ea7b03dd 100644 --- a/litellm/llms/groq/chat/transformation.py +++ b/litellm/llms/groq/chat/transformation.py @@ -323,4 +323,12 @@ class GroqChatCompletionStreamingHandler(OpenAIChatCompletionStreamingHandler): status_code=error.get("code"), message=error.get("message"), body=error ) + # Map Groq's 'reasoning' field to LiteLLM's 'reasoning_content' field + # Groq returns delta.reasoning, but LiteLLM expects delta.reasoning_content + choices = chunk.get("choices", []) + for choice in choices: + delta = choice.get("delta", {}) + if "reasoning" in delta: + delta["reasoning_content"] = delta.pop("reasoning") + return super().chunk_parser(chunk) diff --git a/tests/llm_translation/test_groq.py b/tests/llm_translation/test_groq.py index 33c1a42587..b82cffd418 100644 --- a/tests/llm_translation/test_groq.py +++ b/tests/llm_translation/test_groq.py @@ -11,7 +11,10 @@ import pytest import litellm from base_llm_unit_tests import BaseLLMChatTest -from litellm.llms.groq.chat.transformation import GroqChatConfig +from litellm.llms.groq.chat.transformation import ( + GroqChatConfig, + GroqChatCompletionStreamingHandler, +) class TestGroq(BaseLLMChatTest): def get_base_completion_call_args(self) -> dict: @@ -164,3 +167,124 @@ class TestGroqStructuredOutputs: if "tools" in result: tool_names = [t.get("function", {}).get("name") for t in result["tools"]] assert "json_tool_call" not in tool_names + + +class TestGroqReasoning: + """ + Tests for Groq reasoning field mapping. + + Groq returns 'reasoning' field in delta, but LiteLLM expects 'reasoning_content'. + """ + + def test_reasoning_field_mapping_in_streaming_chunks(self): + """ + Test that Groq's 'reasoning' field in streaming chunks is properly mapped + to LiteLLM's 'reasoning_content' field. + """ + handler = GroqChatCompletionStreamingHandler( + streaming_response=None, sync_stream=True + ) + + # Simulate a chunk with reasoning field as returned by Groq + groq_chunk = { + "id": "chatcmpl-test", + "object": "chat.completion.chunk", + "created": 1769511767, + "model": "qwen/qwen3-32b", + "choices": [ + { + "delta": { + "reasoning": "This is reasoning content", + "role": None, + }, + "finish_reason": None, + "index": 0, + } + ], + } + + # Parse the chunk + parsed_chunk = handler.chunk_parser(groq_chunk) + + # Verify that reasoning was mapped to reasoning_content + assert parsed_chunk.choices[0].delta.reasoning_content == "This is reasoning content" + # Verify that the original 'reasoning' field was removed + assert not hasattr(parsed_chunk.choices[0].delta, "reasoning") + + def test_reasoning_field_not_present(self): + """ + Test that chunks without reasoning field still work correctly. + """ + handler = GroqChatCompletionStreamingHandler( + streaming_response=None, sync_stream=True + ) + + # Simulate a chunk without reasoning field + groq_chunk = { + "id": "chatcmpl-test", + "object": "chat.completion.chunk", + "created": 1769511767, + "model": "qwen/qwen3-32b", + "choices": [ + { + "delta": { + "content": "Regular content", + "role": "assistant", + }, + "finish_reason": None, + "index": 0, + } + ], + } + + # Parse the chunk + parsed_chunk = handler.chunk_parser(groq_chunk) + + # Verify that content is present + assert parsed_chunk.choices[0].delta.content == "Regular content" + assert parsed_chunk.choices[0].delta.role == "assistant" + # Verify that reasoning_content is not set (it should be deleted by Delta.__init__) + assert not hasattr(parsed_chunk.choices[0].delta, "reasoning_content") + + def test_reasoning_with_tool_calls(self): + """ + Test that reasoning field is properly mapped even when tool_calls are present. + """ + handler = GroqChatCompletionStreamingHandler( + streaming_response=None, sync_stream=True + ) + + # Simulate a chunk with both reasoning and tool_calls + groq_chunk = { + "id": "chatcmpl-test", + "object": "chat.completion.chunk", + "created": 1769511767, + "model": "qwen/qwen3-32b", + "choices": [ + { + "delta": { + "reasoning": "Reasoning before tool call", + "tool_calls": [ + { + "index": 0, + "id": "call_123", + "function": {"name": "test_function", "arguments": "{}"}, + "type": "function", + } + ], + }, + "finish_reason": None, + "index": 0, + } + ], + } + + # Parse the chunk + parsed_chunk = handler.chunk_parser(groq_chunk) + + # Verify that reasoning was mapped to reasoning_content + assert parsed_chunk.choices[0].delta.reasoning_content == "Reasoning before tool call" + # Verify tool_calls are still present + assert parsed_chunk.choices[0].delta.tool_calls is not None + assert len(parsed_chunk.choices[0].delta.tool_calls) == 1 + assert parsed_chunk.choices[0].delta.tool_calls[0]["function"]["name"] == "test_function" From 154ad179af74f03c756be6e0c5bc262f4c9bbb5c Mon Sep 17 00:00:00 2001 From: Sameer Kankute Date: Tue, 27 Jan 2026 16:39:56 +0530 Subject: [PATCH 071/188] Revert poetry lock --- poetry.lock | 67 +++++++++++++++++++---------------------------------- 1 file changed, 24 insertions(+), 43 deletions(-) diff --git a/poetry.lock b/poetry.lock index e5ef1750da..462a56fe42 100644 --- a/poetry.lock +++ b/poetry.lock @@ -1,4 +1,4 @@ -# This file is automatically @generated by Poetry 2.2.1 and should not be changed by hand. +# This file is automatically @generated by Poetry 2.2.0 and should not be changed by hand. [[package]] name = "a2a-sdk" @@ -343,7 +343,7 @@ zookeeper = ["kazoo"] name = "async-timeout" version = "5.0.1" description = "Timeout context manager for asyncio programs" -optional = false +optional = true python-versions = ">=3.8" groups = ["main"] markers = "python_full_version < \"3.11.3\" and (extra == \"extra-proxy\" or extra == \"proxy\" or python_version < \"3.11\")" @@ -593,8 +593,8 @@ files = [ jmespath = ">=0.7.1,<2.0.0" python-dateutil = ">=2.1,<3.0.0" urllib3 = [ - {version = ">=1.25.4,<1.27", markers = "python_version < \"3.10\""}, {version = ">=1.25.4,<2.2.0 || >2.2.0,<3", markers = "python_version >= \"3.10\""}, + {version = ">=1.25.4,<1.27", markers = "python_version < \"3.10\""}, ] [package.extras] @@ -902,7 +902,7 @@ files = [ {file = "colorama-0.4.6-py2.py3-none-any.whl", hash = "sha256:4f1d9991f5acc0ca119f9d443620b77f9d6b33703e51011c16baf57afb285fc6"}, {file = "colorama-0.4.6.tar.gz", hash = "sha256:08695f5cb7ed6e0531a20572697297273c47b8cae5a63ffc6d6ed5c201be6e44"}, ] -markers = {main = "platform_system == \"Windows\" or sys_platform == \"win32\" and python_version < \"3.14\" and (extra == \"utils\" or extra == \"semantic-router\") or sys_platform == \"win32\" and extra == \"utils\" or python_version < \"3.14\" and extra == \"semantic-router\"", dev = "platform_system == \"Windows\" or sys_platform == \"win32\"", proxy-dev = "platform_system == \"Windows\""} +markers = {main = "platform_system == \"Windows\" or sys_platform == \"win32\" and python_version < \"3.14\" and (extra == \"utils\" or extra == \"semantic-router\") or sys_platform == \"win32\" and extra == \"utils\" or python_version <= \"3.13\" and extra == \"semantic-router\"", dev = "platform_system == \"Windows\" or sys_platform == \"win32\"", proxy-dev = "platform_system == \"Windows\""} [[package]] name = "coloredlogs" @@ -2028,7 +2028,7 @@ description = "Google API client core library" optional = true python-versions = ">=3.7" groups = ["main"] -markers = "python_version == \"3.9\" and (extra == \"google\" or extra == \"extra-proxy\") or python_version < \"3.14\" and (extra == \"extra-proxy\" or extra == \"google\")" +markers = "(extra == \"extra-proxy\" or extra == \"google\") and python_version < \"3.14\"" files = [ {file = "google_api_core-2.28.1-py3-none-any.whl", hash = "sha256:4021b0f8ceb77a6fb4de6fde4502cecab45062e66ff4f2895169e0b35bc9466c"}, {file = "google_api_core-2.28.1.tar.gz", hash = "sha256:2b405df02d68e68ce0fbc138559e6036559e685159d148ae5861013dc201baf8"}, @@ -2038,12 +2038,12 @@ files = [ google-auth = ">=2.14.1,<3.0.0" googleapis-common-protos = ">=1.56.2,<2.0.0" grpcio = [ - {version = ">=1.33.2,<2.0.0", optional = true, markers = "extra == \"grpc\""}, {version = ">=1.49.1,<2.0.0", optional = true, markers = "python_version >= \"3.11\" and extra == \"grpc\""}, + {version = ">=1.33.2,<2.0.0", optional = true, markers = "python_version < \"3.11\" and extra == \"grpc\""}, ] grpcio-status = [ - {version = ">=1.33.2,<2.0.0", optional = true, markers = "extra == \"grpc\""}, {version = ">=1.49.1,<2.0.0", optional = true, markers = "python_version >= \"3.11\" and extra == \"grpc\""}, + {version = ">=1.33.2,<2.0.0", optional = true, markers = "extra == \"grpc\""}, ] proto-plus = [ {version = ">=1.22.3,<2.0.0"}, @@ -2457,7 +2457,7 @@ files = [ {file = "googleapis_common_protos-1.72.0-py3-none-any.whl", hash = "sha256:4299c5a82d5ae1a9702ada957347726b167f9f8d1fc352477702a1e851ff4038"}, {file = "googleapis_common_protos-1.72.0.tar.gz", hash = "sha256:e55a601c1b32b52d7a3e65f43563e2aa61bcd737998ee672ac9b951cd49319f5"}, ] -markers = {main = "extra == \"extra-proxy\" or extra == \"google\" or python_version == \"3.9\" and (extra == \"google\" or extra == \"extra-proxy\")"} +markers = {main = "extra == \"extra-proxy\" or extra == \"google\""} [package.dependencies] grpcio = {version = ">=1.44.0,<2.0.0", optional = true, markers = "extra == \"grpc\""} @@ -2687,7 +2687,7 @@ files = [ {file = "grpcio-1.76.0-cp39-cp39-win_amd64.whl", hash = "sha256:acab0277c40eff7143c2323190ea57b9ee5fd353d8190ee9652369fae735668a"}, {file = "grpcio-1.76.0.tar.gz", hash = "sha256:7be78388d6da1a25c0d5ec506523db58b18be22d9c37d8d3a32c08be4987bd73"}, ] -markers = {main = "extra == \"extra-proxy\" or extra == \"grpc\""} +markers = {main = "extra == \"extra-proxy\" or extra == \"google\" or extra == \"grpc\""} [package.dependencies] typing-extensions = ">=4.12,<5.0" @@ -2720,7 +2720,7 @@ description = "WSGI HTTP Server for UNIX" optional = true python-versions = ">=3.7" groups = ["main"] -markers = "(python_version < \"3.14\" or extra == \"mlflow\" or extra == \"proxy\") and (platform_system != \"Windows\" or extra == \"proxy\") and (python_version >= \"3.10\" or extra == \"proxy\") and (extra == \"proxy\" or extra == \"mlflow\")" +markers = "extra == \"proxy\" or python_version >= \"3.10\" and (extra == \"proxy\" or extra == \"mlflow\") and platform_system != \"Windows\"" files = [ {file = "gunicorn-23.0.0-py3-none-any.whl", hash = "sha256:ec400d38950de4dfd418cff8328b2c8faed0edb0d517d3394e457c317908ca4d"}, {file = "gunicorn-23.0.0.tar.gz", hash = "sha256:f014447a0101dc57e294f6c18ca6b40227a4c90e9bdb586042628030cba004ec"}, @@ -3426,15 +3426,15 @@ files = [ [[package]] name = "litellm-proxy-extras" -version = "0.4.25" +version = "0.4.27" description = "Additional files for the LiteLLM Proxy. Reduces the size of the main litellm package." optional = true python-versions = "!=2.7.*,!=3.0.*,!=3.1.*,!=3.2.*,!=3.3.*,!=3.4.*,!=3.5.*,!=3.6.*,!=3.7.*,>=3.8" groups = ["main"] markers = "extra == \"proxy\"" files = [ - {file = "litellm_proxy_extras-0.4.25-py3-none-any.whl", hash = "sha256:da79e1a7a999020a82ec33c45d8fd35eb390ff3d0bc3d7686542b3529aff2cda"}, - {file = "litellm_proxy_extras-0.4.25.tar.gz", hash = "sha256:a03790e574ec6b8098c74d49836313651c0a0e72354a716c76c50ed16b087815"}, + {file = "litellm_proxy_extras-0.4.27-py3-none-any.whl", hash = "sha256:752c1faabc86ce3d2b1fa451495d34de82323798e37b9cb5c0fea93deae1c5c8"}, + {file = "litellm_proxy_extras-0.4.27.tar.gz", hash = "sha256:81059120016cfc03c82aa9664424912bdcffad103f66a5f925fef6b26f2cc151"}, ] [[package]] @@ -3777,10 +3777,10 @@ files = [ [package.dependencies] numpy = [ - {version = ">1.20"}, {version = ">=1.23.3", markers = "python_version >= \"3.11\""}, - {version = ">=1.21.2", markers = "python_version >= \"3.10\""}, {version = ">=1.26.0", markers = "python_version >= \"3.12\""}, + {version = ">1.20"}, + {version = ">=1.21.2", markers = "python_version >= \"3.10\""}, ] [package.extras] @@ -4191,7 +4191,7 @@ description = "Fundamental package for array computing in Python" optional = true python-versions = ">=3.9" groups = ["main"] -markers = "python_version < \"3.12\" and (extra == \"extra-proxy\" or extra == \"semantic-router\" or extra == \"google\" or python_version >= \"3.10\") and (extra == \"extra-proxy\" or extra == \"semantic-router\" or extra == \"google\" or extra == \"mlflow\")" +markers = "(python_version >= \"3.10\" or extra == \"extra-proxy\" or extra == \"semantic-router\" or extra == \"google\") and python_version < \"3.12\" and (extra == \"extra-proxy\" or extra == \"semantic-router\" or extra == \"google\" or extra == \"mlflow\")" files = [ {file = "numpy-1.26.4-cp310-cp310-macosx_10_9_x86_64.whl", hash = "sha256:9ff0f4f29c51e2803569d7a51c2304de5554655a60c5d776e35b4a41413830d0"}, {file = "numpy-1.26.4-cp310-cp310-macosx_11_0_arm64.whl", hash = "sha256:2e4ee3380d6de9c9ec04745830fd9e2eccb3e6cf790d39d7b98ffd19b0dd754a"}, @@ -4708,8 +4708,8 @@ files = [ [package.dependencies] numpy = [ {version = ">=1.23.2", markers = "python_version == \"3.11\""}, - {version = ">=1.22.4", markers = "python_version < \"3.11\""}, {version = ">=1.26.0", markers = "python_version >= \"3.12\""}, + {version = ">=1.22.4", markers = "python_version < \"3.11\""}, ] python-dateutil = ">=2.8.2" pytz = ">=2020.1" @@ -5169,7 +5169,7 @@ description = "Beautiful, Pythonic protocol buffers" optional = true python-versions = ">=3.7" groups = ["main"] -markers = "extra == \"google\" or extra == \"extra-proxy\"" +markers = "extra == \"extra-proxy\" or extra == \"google\"" files = [ {file = "proto_plus-1.26.1-py3-none-any.whl", hash = "sha256:13285478c2dcf2abb829db158e1047e2f1e8d63a077d94263c2b88b043c75a66"}, {file = "proto_plus-1.26.1.tar.gz", hash = "sha256:21a515a4c4c0088a773899e23c7bbade3d18f9c66c73edd4c7ee3816bc96a012"}, @@ -5316,7 +5316,7 @@ files = [ {file = "pycparser-2.23-py3-none-any.whl", hash = "sha256:e5c6e8d3fbad53479cab09ac03729e0a9faf2bee3db8208a550daf5af81a5934"}, {file = "pycparser-2.23.tar.gz", hash = "sha256:78816d4f24add8f10a06d6f05b4d424ad9e96cfebf68a4ddc99c65c0720d00c2"}, ] -markers = {main = "implementation_name != \"PyPy\" and (platform_python_implementation != \"PyPy\" or extra == \"proxy\")", dev = "platform_python_implementation != \"PyPy\" and implementation_name != \"PyPy\"", proxy-dev = "platform_python_implementation != \"PyPy\" and implementation_name != \"PyPy\""} +markers = {main = "implementation_name != \"PyPy\" and (platform_python_implementation != \"PyPy\" or extra == \"proxy\")", dev = "implementation_name != \"PyPy\" and platform_python_implementation != \"PyPy\"", proxy-dev = "implementation_name != \"PyPy\" and platform_python_implementation != \"PyPy\""} [[package]] name = "pydantic" @@ -5617,7 +5617,7 @@ description = "A python implementation of GNU readline." optional = true python-versions = ">=3.8" groups = ["main"] -markers = "extra == \"extra-proxy\" and sys_platform == \"win32\" and python_version < \"3.14\"" +markers = "sys_platform == \"win32\" and extra == \"extra-proxy\" and python_version < \"3.14\"" files = [ {file = "pyreadline3-3.5.4-py3-none-any.whl", hash = "sha256:eaf8e6cc3c49bcccf145fc6067ba8643d1df34d604a1ec0eccbf7a18e6d3fae6"}, {file = "pyreadline3-3.5.4.tar.gz", hash = "sha256:8d57d53039a1c75adba8e50dd3d992b28143480816187ea5efbd5c78e6c885b7"}, @@ -7450,26 +7450,6 @@ examples = ["aiosqlite (>=0.21.0)", "fastapi (>=0.115.12)", "sqlalchemy[asyncio] granian = ["granian (>=2.3.1)"] uvicorn = ["uvicorn (>=0.34.0)"] -[[package]] -name = "starlette" -version = "0.49.3" -description = "The little ASGI library that shines." -optional = false -python-versions = ">=3.9" -groups = ["main", "dev"] -files = [ - {file = "starlette-0.49.3-py3-none-any.whl", hash = "sha256:b579b99715fdc2980cf88c8ec96d3bf1ce16f5a8051a7c2b84ef9b1cdecaea2f"}, - {file = "starlette-0.49.3.tar.gz", hash = "sha256:1c14546f299b5901a1ea0e34410575bc33bbd741377a10484a54445588d00284"}, -] -markers = {main = "python_version == \"3.9\" and extra == \"proxy\"", dev = "python_version == \"3.9\""} - -[package.dependencies] -anyio = ">=3.6.2,<5" -typing-extensions = {version = ">=4.10.0", markers = "python_version < \"3.13\""} - -[package.extras] -full = ["httpx (>=0.27.0,<0.29.0)", "itsdangerous", "jinja2", "python-multipart (>=0.0.18)", "pyyaml"] - [[package]] name = "starlette" version = "0.50.0" @@ -7481,7 +7461,7 @@ files = [ {file = "starlette-0.50.0-py3-none-any.whl", hash = "sha256:9e5391843ec9b6e472eed1365a78c8098cfceb7a74bfd4d6b1c0c0095efb3bca"}, {file = "starlette-0.50.0.tar.gz", hash = "sha256:a2a17b22203254bcbc2e1f926d2d55f3f9497f769416b3190768befe598fa3ca"}, ] -markers = {main = "python_version >= \"3.10\" and (extra == \"mlflow\" or extra == \"proxy\")", dev = "python_version >= \"3.10\""} +markers = {main = "(extra == \"mlflow\" or extra == \"proxy\") and python_version >= \"3.10\" or extra == \"proxy\""} [package.dependencies] anyio = ">=3.6.2,<5" @@ -7530,7 +7510,7 @@ description = "Retry code until it succeeds" optional = true python-versions = ">=3.9" groups = ["main"] -markers = "(extra == \"extra-proxy\" or extra == \"google\") and (python_version < \"3.14\" or extra == \"google\")" +markers = "(extra == \"extra-proxy\" or extra == \"google\") and python_version < \"3.14\" or extra == \"google\"" files = [ {file = "tenacity-9.1.2-py3-none-any.whl", hash = "sha256:f77bf36710d8b73a50b2dd155c97b870017ad21afe6ab300326b0371b3b05138"}, {file = "tenacity-9.1.2.tar.gz", hash = "sha256:1169d376c297e7de388d18b4481760d478b0e99a777cad3a9c86e556f4b697cb"}, @@ -8483,6 +8463,7 @@ type = ["pytest-mypy"] caching = ["diskcache"] extra-proxy = ["a2a-sdk", "azure-identity", "azure-keyvault-secrets", "google-cloud-iam", "google-cloud-kms", "prisma", "redisvl", "resend"] google = ["google-cloud-aiplatform"] +grpc = ["grpcio", "grpcio"] mlflow = ["mlflow"] proxy = ["PyJWT", "apscheduler", "azure-identity", "azure-storage-blob", "backoff", "boto3", "cryptography", "fastapi", "fastapi-sso", "gunicorn", "litellm-enterprise", "litellm-proxy-extras", "mcp", "orjson", "polars", "pynacl", "python-multipart", "pyyaml", "rich", "rq", "soundfile", "uvicorn", "uvloop", "websockets"] semantic-router = ["semantic-router"] @@ -8491,4 +8472,4 @@ utils = ["numpydoc"] [metadata] lock-version = "2.1" python-versions = ">=3.9,<4.0" -content-hash = "76f5b5fb10667c2dcf428976292672e7a1f3f2eb5f5bf78998e2192899f5037e" +content-hash = "73b5e1ab0badbee6c564d5e056e4f9c320c2f722bf176ce97d42e77110e37d60" From f30742fe6e8e0ae3a753f37631f1c20fd0124f0f Mon Sep 17 00:00:00 2001 From: Sameer Kankute Date: Tue, 27 Jan 2026 16:49:39 +0530 Subject: [PATCH 072/188] Fix mypy and code quality issues --- .../integrations/datadog/datadog_cost_management.py | 10 ++++++---- litellm/llms/bedrock/chat/converse_transformation.py | 2 +- 2 files changed, 7 insertions(+), 5 deletions(-) diff --git a/litellm/integrations/datadog/datadog_cost_management.py b/litellm/integrations/datadog/datadog_cost_management.py index 9bfb2aba71..2eb94b59dd 100644 --- a/litellm/integrations/datadog/datadog_cost_management.py +++ b/litellm/integrations/datadog/datadog_cost_management.py @@ -2,7 +2,7 @@ import asyncio import os import time from datetime import datetime -from typing import Dict, List, Optional +from typing import Dict, List, Optional, Tuple from litellm._logging import verbose_logger from litellm.integrations.custom_batch_logger import CustomBatchLogger @@ -93,7 +93,7 @@ class DatadogCostManagementLogger(CustomBatchLogger): Aggregates costs by Provider, Model, and Date. Returns a list of DatadogFOCUSCostEntry. """ - aggregator: Dict[str, DatadogFOCUSCostEntry] = {} + aggregator: Dict[Tuple[str, str, str, Tuple[Tuple[str, str], ...]], DatadogFOCUSCostEntry] = {} for log in logs: try: @@ -171,8 +171,10 @@ class DatadogCostManagementLogger(CustomBatchLogger): tags["user"] = str(metadata["user_api_key_alias"]) if "user_api_key_team_alias" in metadata: tags["team"] = str(metadata["user_api_key_team_alias"]) - if "model_group" in metadata: - tags["model_group"] = str(metadata["model_group"]) + # model_group is not in StandardLoggingMetadata TypedDict, so we need to access it via dict.get() + model_group = metadata.get("model_group") # type: ignore[misc] + if model_group: + tags["model_group"] = str(model_group) return tags diff --git a/litellm/llms/bedrock/chat/converse_transformation.py b/litellm/llms/bedrock/chat/converse_transformation.py index 2ec27a7af0..ec66514207 100644 --- a/litellm/llms/bedrock/chat/converse_transformation.py +++ b/litellm/llms/bedrock/chat/converse_transformation.py @@ -1501,7 +1501,7 @@ class AmazonConverseConfig(BaseConfig): return content_str, tools, reasoningContentBlocks, citationsContentBlocks - def _transform_response( + def _transform_response( # noqa: PLR0915 self, model: str, response: httpx.Response, From 0f0b71e6d9755f74b94520977b55f066ee27891f Mon Sep 17 00:00:00 2001 From: Harshit Jain <48647625+Harshit28j@users.noreply.github.com> Date: Tue, 27 Jan 2026 22:46:53 +0530 Subject: [PATCH 073/188] feat: add feature to make silent calls (#19544) * feat: add feature to make silent calls * add test or silent feat * add docs for silent feat * fix lint issues and UI logs * add docs of ab testing and deep copy --- docs/my-website/docs/routing.md | 7 +- docs/my-website/docs/traffic_mirroring.md | 83 +++++++++ docs/my-website/sidebars.js | 1 + litellm/router.py | 138 +++++++++++++-- .../test_router_silent_experiment.py | 157 ++++++++++++++++++ 5 files changed, 373 insertions(+), 13 deletions(-) create mode 100644 docs/my-website/docs/traffic_mirroring.md create mode 100644 tests/test_litellm/test_router_silent_experiment.py diff --git a/docs/my-website/docs/routing.md b/docs/my-website/docs/routing.md index 47967775e1..b5ece7237a 100644 --- a/docs/my-website/docs/routing.md +++ b/docs/my-website/docs/routing.md @@ -828,7 +828,12 @@ asyncio.run(router_acompletion()) ``` - + +## Traffic Mirroring / Silent Experiments + +Traffic mirroring allows you to "mimic" production traffic to a secondary (silent) model for evaluation purposes. The silent model's response is gathered in the background and does not affect the latency or result of the primary request. + +[**See detailed guide on A/B Testing - Traffic Mirroring here**](./traffic_mirroring.md) ## Basic Reliability diff --git a/docs/my-website/docs/traffic_mirroring.md b/docs/my-website/docs/traffic_mirroring.md new file mode 100644 index 0000000000..3bdcb0f161 --- /dev/null +++ b/docs/my-website/docs/traffic_mirroring.md @@ -0,0 +1,83 @@ +import Tabs from '@theme/Tabs'; +import TabItem from '@theme/TabItem'; + +# A/B Testing - Traffic Mirroring + +Traffic mirroring allows you to "mimic" production traffic to a secondary (silent) model for evaluation purposes. The silent model's response is gathered in the background and does not affect the latency or result of the primary request. + +This is useful for: +- Testing a new model's performance on production prompts before switching. +- Comparing costs and latency between different providers. +- Debugging issues by mirroring traffic to a more verbose model. + +## Quick Start + +To enable traffic mirroring, add `silent_model` to the `litellm_params` of a deployment. + + + + +```python +from litellm import Router + +model_list = [ + { + "model_name": "gpt-3.5-turbo", + "litellm_params": { + "model": "azure/chatgpt-v-2", + "api_key": "...", + "silent_model": "gpt-4" # 👈 Mirror traffic to gpt-4 + }, + }, + { + "model_name": "gpt-4", + "litellm_params": { + "model": "openai/gpt-4", + "api_key": "..." + }, + } +] + +router = Router(model_list=model_list) + +# The request to "gpt-3.5-turbo" will trigger a background call to "gpt-4" +response = await router.acompletion( + model="gpt-3.5-turbo", + messages=[{"role": "user", "content": "How does traffic mirroring work?"}] +) +``` + + + + +Add `silent_model` to your `config.yaml`: + +```yaml +model_list: + - model_name: primary-model + litellm_params: + model: azure/gpt-35-turbo + api_key: os.environ/AZURE_API_KEY + silent_model: evaluation-model # 👈 Mirror traffic here + - model_name: evaluation-model + litellm_params: + model: openai/gpt-4o + api_key: os.environ/OPENAI_API_KEY +``` + + + + +## How it works +1. **Request Received**: A request is made to a model group (e.g. `primary-model`). +2. **Deployment Picked**: LiteLLM picks a deployment from the group. +3. **Primary Call**: LiteLLM makes the call to the primary deployment. +4. **Mirroring**: If `silent_model` is present, LiteLLM triggers a background call to that model. + - For **Sync** calls: Uses a shared thread pool. + - For **Async** calls: Uses `asyncio.create_task`. +5. **Isolation**: The background call uses a `deepcopy` of the original request parameters and sets `metadata["is_silent_experiment"] = True`. It also strips out logging IDs to prevent collisions in usage tracking. + +## Key Features +- **Latency Isolation**: The primary request returns as soon as it's ready. The background (silent) call does not block. +- **Unified Logging**: Background calls are processed via the Router, meaning they are automatically logged to your configured observability tools (Langfuse, S3, etc.). +- **Evaluation**: Use the `is_silent_experiment: True` flag in your logs to filter and compare results between the primary and mirrored calls. diff --git a/docs/my-website/sidebars.js b/docs/my-website/sidebars.js index 41854a4177..ef7573e9ce 100644 --- a/docs/my-website/sidebars.js +++ b/docs/my-website/sidebars.js @@ -364,6 +364,7 @@ const sidebars = { label: "Load Balancing, Routing, Fallbacks", href: "https://docs.litellm.ai/docs/routing-load-balancing", }, + "traffic_mirroring", { type: "category", label: "Logging, Alerting, Metrics", diff --git a/litellm/router.py b/litellm/router.py index 9fe37efa3a..09d71b6b49 100644 --- a/litellm/router.py +++ b/litellm/router.py @@ -58,6 +58,7 @@ from litellm.litellm_core_utils.core_helpers import ( _get_parent_otel_span_from_kwargs, get_metadata_variable_name_from_kwargs, ) +from litellm.litellm_core_utils.thread_pool_executor import executor from litellm.litellm_core_utils.coroutine_checker import coroutine_checker from litellm.litellm_core_utils.credential_accessor import CredentialAccessor from litellm.litellm_core_utils.dd_tracing import tracer @@ -1250,10 +1251,25 @@ class Router: specific_deployment=kwargs.pop("specific_deployment", None), request_kwargs=kwargs, ) - self._update_kwargs_with_deployment(deployment=deployment, kwargs=kwargs) + # Check for silent model experiment + # Make a local copy of litellm_params to avoid mutating the Router's state + litellm_params = deployment["litellm_params"].copy() + silent_model = litellm_params.pop("silent_model", None) + if silent_model is not None: + # Mirroring traffic to a secondary model + # Use shared thread pool for background calls + executor.submit( + self._silent_experiment_completion, + silent_model, + messages, + **kwargs, + ) + + self._update_kwargs_with_deployment(deployment=deployment, kwargs=kwargs) + kwargs.pop("silent_model", None) # Ensure it's not in kwargs either # No copy needed - data is only read and spread into new dict below - data = deployment["litellm_params"] + data = litellm_params.copy() # Use the local copy of litellm_params model_name = data["model"] potential_model_client = self._get_client( deployment=deployment, kwargs=kwargs @@ -1274,15 +1290,14 @@ class Router: if not self.has_model_id(model): self.routing_strategy_pre_call_checks(deployment=deployment) - response = litellm.completion( - **{ - **data, - "messages": messages, - "caching": self.cache_responses, - "client": model_client, - **kwargs, - } - ) + input_kwargs = { + **data, + "messages": messages, + "caching": self.cache_responses, + "client": model_client, + **kwargs, + } + response = litellm.completion(**input_kwargs) verbose_router_logger.info( f"litellm.completion(model={model_name})\033[32m 200 OK\033[0m" ) @@ -1309,6 +1324,56 @@ class Router: self._set_deployment_num_retries_on_exception(e, deployment) raise e + def _get_silent_experiment_kwargs(self, **kwargs) -> dict: + """ + Prepare kwargs for a silent experiment by ensuring isolation from the primary call. + """ + # Copy kwargs to ensure isolation + silent_kwargs = copy.deepcopy(kwargs) + if "metadata" not in silent_kwargs: + silent_kwargs["metadata"] = {} + + silent_kwargs["metadata"]["is_silent_experiment"] = True + + # Pop logging objects and call IDs to ensure a fresh logging context + # This prevents collisions in the Proxy's database (spend_logs) + silent_kwargs.pop("litellm_call_id", None) + silent_kwargs.pop("litellm_logging_obj", None) + silent_kwargs.pop("standard_logging_object", None) + silent_kwargs.pop("proxy_server_request", None) + + return silent_kwargs + + def _silent_experiment_completion( + self, silent_model: str, messages: List[Any], **kwargs + ): + """ + Run a silent experiment in the background (thread). + """ + try: + # Prevent infinite recursion if silent model also has a silent model + if kwargs.get("metadata", {}).get("is_silent_experiment", False): + return + + messages = copy.deepcopy(messages) + + verbose_router_logger.info( + f"Starting silent experiment for model {silent_model}" + ) + + silent_kwargs = self._get_silent_experiment_kwargs(**kwargs) + + # Trigger the silent request + self.completion( + model=silent_model, + messages=cast(List[Dict[str, str]], messages), + **silent_kwargs, + ) + except Exception as e: + verbose_router_logger.error( + f"Silent experiment failed for model {silent_model}: {str(e)}" + ) + # fmt: off @overload @@ -1517,6 +1582,36 @@ class Router: return FallbackStreamWrapper(stream_with_fallbacks()) + async def _silent_experiment_acompletion( + self, silent_model: str, messages: List[Any], **kwargs + ): + """ + Run a silent experiment in the background. + """ + try: + # Prevent infinite recursion if silent model also has a silent model + if kwargs.get("metadata", {}).get("is_silent_experiment", False): + return + + messages = copy.deepcopy(messages) + + verbose_router_logger.info( + f"Starting silent experiment for model {silent_model}" + ) + + silent_kwargs = self._get_silent_experiment_kwargs(**kwargs) + + # Trigger the silent request + await self.acompletion( + model=silent_model, + messages=cast(List[AllMessageValues], messages), + **silent_kwargs, + ) + except Exception as e: + verbose_router_logger.error( + f"Silent experiment failed for model {silent_model}: {str(e)}" + ) + async def _acompletion( # noqa: PLR0915 self, model: str, messages: List[Dict[str, str]], **kwargs ) -> Union[ModelResponse, CustomStreamWrapper,]: @@ -1563,9 +1658,27 @@ class Router: self._track_deployment_metrics( deployment=deployment, parent_otel_span=parent_otel_span ) + + # Check for silent model experiment + # Make a local copy of litellm_params to avoid mutating the Router's state + litellm_params = deployment["litellm_params"].copy() + silent_model = litellm_params.pop("silent_model", None) + + if silent_model is not None: + # Mirroring traffic to a secondary model + # This is a silent experiment, so we don't want to block the primary request + asyncio.create_task( + self._silent_experiment_acompletion( + silent_model=silent_model, + messages=messages, # Use messages instead of *args + **kwargs, + ) + ) + self._update_kwargs_with_deployment(deployment=deployment, kwargs=kwargs) + kwargs.pop("silent_model", None) # Ensure it's not in kwargs either # No copy needed - data is only read and spread into new dict below - data = deployment["litellm_params"] + data = litellm_params.copy() # Use the local copy of litellm_params model_name = data["model"] @@ -1582,6 +1695,7 @@ class Router: "client": model_client, **kwargs, } + input_kwargs.pop("silent_model", None) _response = litellm.acompletion(**input_kwargs) diff --git a/tests/test_litellm/test_router_silent_experiment.py b/tests/test_litellm/test_router_silent_experiment.py new file mode 100644 index 0000000000..9b82cde13c --- /dev/null +++ b/tests/test_litellm/test_router_silent_experiment.py @@ -0,0 +1,157 @@ +import asyncio +from unittest.mock import MagicMock, patch + +import pytest + +import litellm +from litellm.router import Router + + +@pytest.mark.asyncio +async def test_router_silent_experiment_acompletion(): + """ + Test that silent_model triggers a background acompletion call + and that the silent_model parameter is stripped from both calls. + """ + model_list = [ + { + "model_name": "primary-model", + "litellm_params": { + "model": "openai/gpt-3.5-turbo", + "api_key": "fake-key", + "silent_model": "silent-model", + }, + }, + { + "model_name": "silent-model", + "litellm_params": { + "model": "openai/gpt-4", + "api_key": "fake-key", + }, + }, + ] + + router = Router(model_list=model_list) + + # Mock litellm.acompletion + mock_acompletion = MagicMock() + # Create a future that resolves to a ModelResponse + mock_response = litellm.ModelResponse(choices=[{"message": {"content": "hello"}}]) + future = asyncio.Future() + future.set_result(mock_response) + mock_acompletion.return_value = future + + with patch("litellm.acompletion", mock_acompletion): + response = await router.acompletion( + model="primary-model", + messages=[{"role": "user", "content": "hi"}], + ) + + assert response.choices[0].message.content == "hello" + + # Give the background task a moment to trigger (it's an asyncio task) + await asyncio.sleep(0.1) + + # Should have 2 calls: one for primary, one for silent + assert mock_acompletion.call_count == 2 + + # Check call arguments + call_args_list = mock_acompletion.call_args_list + + # Verify no silent_model in any call to litellm.acompletion + for call in call_args_list: + args, kwargs = call + assert "silent_model" not in kwargs + if "metadata" in kwargs: + # One call should have is_silent_experiment=True + pass + + # Find the silent call + silent_call = next( + ( + c + for c in call_args_list + if c[1].get("metadata", {}).get("is_silent_experiment") is True + ), + None, + ) + assert silent_call is not None + assert silent_call[1]["model"] == "openai/gpt-4" + + # Find the primary call + primary_call = next( + ( + c + for c in call_args_list + if not c[1].get("metadata", {}).get("is_silent_experiment") + ), + None, + ) + assert primary_call is not None + assert primary_call[1]["model"] == "openai/gpt-3.5-turbo" + + +def test_router_silent_experiment_completion(): + """ + Test that silent_model triggers a background completion call (sync) + and that the silent_model parameter is stripped. + """ + model_list = [ + { + "model_name": "primary-model", + "litellm_params": { + "model": "openai/gpt-3.5-turbo", + "api_key": "fake-key", + "silent_model": "silent-model", + }, + }, + { + "model_name": "silent-model", + "litellm_params": { + "model": "openai/gpt-4", + "api_key": "fake-key", + }, + }, + ] + + router = Router(model_list=model_list) + + # Mock litellm.completion + mock_completion = MagicMock() + mock_response = litellm.ModelResponse(choices=[{"message": {"content": "hello"}}]) + mock_completion.return_value = mock_response + + with patch("litellm.completion", mock_completion): + response = router.completion( + model="primary-model", + messages=[{"role": "user", "content": "hi"}], + ) + + assert response.choices[0].message.content == "hello" + + # The sync background call uses a thread pool. We might need to wait a bit. + import time + + time.sleep(0.5) + + # Should have 2 calls + assert mock_completion.call_count == 2 + + call_args_list = mock_completion.call_args_list + + # Verify no silent_model in any call + for call in call_args_list: + args, kwargs = call + assert "silent_model" not in kwargs + + # Find the silent call + silent_call = next( + ( + c + for c in call_args_list + if c[1].get("metadata", {}).get("is_silent_experiment") is True + ), + None, + ) + assert silent_call is not None + assert silent_call[1]["model"] == "openai/gpt-4" From fc7a9b4cb076e91b42e427df54fcac6513faac65 Mon Sep 17 00:00:00 2001 From: michelligabriele Date: Tue, 27 Jan 2026 18:34:30 +0100 Subject: [PATCH 074/188] fix(enterprise): correct error message for DISABLE_ADMIN_ENDPOINTS (#19861) The error message for DISABLE_ADMIN_ENDPOINTS incorrectly said "DISABLING LLM API ENDPOINTS is an Enterprise feature" instead of "DISABLING ADMIN ENDPOINTS is an Enterprise feature". This was a copy-paste bug from the is_llm_api_route_disabled() function. Added regression tests to verify both error messages are correct. --- .../proxy/auth/route_checks.py | 2 +- .../proxy/auth/test_route_checks.py | 65 +++++++++++++++++++ 2 files changed, 66 insertions(+), 1 deletion(-) diff --git a/enterprise/litellm_enterprise/proxy/auth/route_checks.py b/enterprise/litellm_enterprise/proxy/auth/route_checks.py index 6cce781faf..6f7cf9143f 100644 --- a/enterprise/litellm_enterprise/proxy/auth/route_checks.py +++ b/enterprise/litellm_enterprise/proxy/auth/route_checks.py @@ -36,7 +36,7 @@ class EnterpriseRouteChecks: if not premium_user: raise HTTPException( status_code=status.HTTP_500_INTERNAL_SERVER_ERROR, - detail=f"🚨🚨🚨 DISABLING LLM API ENDPOINTS is an Enterprise feature\n🚨 {CommonProxyErrors.not_premium_user.value}", + detail=f"🚨🚨🚨 DISABLING ADMIN ENDPOINTS is an Enterprise feature\n🚨 {CommonProxyErrors.not_premium_user.value}", ) return get_secret_bool("DISABLE_ADMIN_ENDPOINTS") is True diff --git a/tests/enterprise/litellm_enterprise/proxy/auth/test_route_checks.py b/tests/enterprise/litellm_enterprise/proxy/auth/test_route_checks.py index ce77ff69e0..706e3b7187 100644 --- a/tests/enterprise/litellm_enterprise/proxy/auth/test_route_checks.py +++ b/tests/enterprise/litellm_enterprise/proxy/auth/test_route_checks.py @@ -180,3 +180,68 @@ class TestEnterpriseRouteChecks: # Should not raise exception since management routes are enabled EnterpriseRouteChecks.should_call_route("/config/update") + + +class TestEnterpriseRouteChecksErrorMessages: + """Test that error messages correctly identify which feature requires Enterprise license""" + + @patch("litellm.secret_managers.main.get_secret_bool") + @patch("litellm.proxy.proxy_server.premium_user", False) + def test_disable_llm_api_endpoints_error_message(self, mock_get_secret_bool): + """ + Test that when DISABLE_LLM_API_ENDPOINTS is set without Enterprise license, + the error message correctly mentions 'LLM API ENDPOINTS' + """ + with patch.dict(os.environ, {"DISABLE_LLM_API_ENDPOINTS": "true"}): + with pytest.raises(HTTPException) as exc_info: + EnterpriseRouteChecks.is_llm_api_route_disabled() + + assert exc_info.value.status_code == 500 + assert "DISABLING LLM API ENDPOINTS is an Enterprise feature" in str( + exc_info.value.detail + ) + + @patch("litellm.secret_managers.main.get_secret_bool") + @patch("litellm.proxy.proxy_server.premium_user", False) + def test_disable_admin_endpoints_error_message(self, mock_get_secret_bool): + """ + Test that when DISABLE_ADMIN_ENDPOINTS is set without Enterprise license, + the error message correctly mentions 'ADMIN ENDPOINTS' (not 'LLM API ENDPOINTS') + + This is a regression test for a bug where the error message incorrectly said + 'DISABLING LLM API ENDPOINTS' when the actual issue was DISABLE_ADMIN_ENDPOINTS. + """ + with patch.dict(os.environ, {"DISABLE_ADMIN_ENDPOINTS": "true"}): + with pytest.raises(HTTPException) as exc_info: + EnterpriseRouteChecks.is_management_routes_disabled() + + assert exc_info.value.status_code == 500 + assert "DISABLING ADMIN ENDPOINTS is an Enterprise feature" in str( + exc_info.value.detail + ) + # Ensure it does NOT mention LLM API ENDPOINTS (the old buggy message) + assert "LLM API ENDPOINTS" not in str(exc_info.value.detail) + + @patch("litellm.secret_managers.main.get_secret_bool") + @patch("litellm.proxy.proxy_server.premium_user", True) + def test_disable_llm_api_endpoints_with_premium_user(self, mock_get_secret_bool): + """ + Test that premium users can use DISABLE_LLM_API_ENDPOINTS without error + """ + mock_get_secret_bool.return_value = True + with patch.dict(os.environ, {"DISABLE_LLM_API_ENDPOINTS": "true"}): + # Should not raise exception for premium users + result = EnterpriseRouteChecks.is_llm_api_route_disabled() + assert result is True + + @patch("litellm.secret_managers.main.get_secret_bool") + @patch("litellm.proxy.proxy_server.premium_user", True) + def test_disable_admin_endpoints_with_premium_user(self, mock_get_secret_bool): + """ + Test that premium users can use DISABLE_ADMIN_ENDPOINTS without error + """ + mock_get_secret_bool.return_value = True + with patch.dict(os.environ, {"DISABLE_ADMIN_ENDPOINTS": "true"}): + # Should not raise exception for premium users + result = EnterpriseRouteChecks.is_management_routes_disabled() + assert result is True From 388b4c90b6df3e7bacda5bb3097e2f713a82658f Mon Sep 17 00:00:00 2001 From: michelligabriele Date: Tue, 27 Jan 2026 18:34:58 +0100 Subject: [PATCH 075/188] fix(proxy): handle agent parameter in /interactions endpoint (#19866) --- litellm/proxy/google_endpoints/endpoints.py | 2 +- litellm/proxy/route_llm_request.py | 3 +- .../test_interactions_agent_param.py | 75 +++++++++++++++++++ 3 files changed, 78 insertions(+), 2 deletions(-) create mode 100644 tests/test_litellm/proxy/google_endpoints/test_interactions_agent_param.py diff --git a/litellm/proxy/google_endpoints/endpoints.py b/litellm/proxy/google_endpoints/endpoints.py index bba5b87024..5c41b371ca 100644 --- a/litellm/proxy/google_endpoints/endpoints.py +++ b/litellm/proxy/google_endpoints/endpoints.py @@ -264,7 +264,7 @@ async def create_interaction( general_settings=general_settings, proxy_config=proxy_config, select_data_generator=select_data_generator, - model=data.get("model"), + model=data.get("model") or data.get("agent"), user_model=user_model, user_temperature=user_temperature, user_request_timeout=user_request_timeout, diff --git a/litellm/proxy/route_llm_request.py b/litellm/proxy/route_llm_request.py index 236f58bb82..af441ee43e 100644 --- a/litellm/proxy/route_llm_request.py +++ b/litellm/proxy/route_llm_request.py @@ -221,8 +221,9 @@ async def route_request( "aretrieve_container_file_content", ]: return getattr(llm_router, f"{route_type}")(**data) - # Interactions API: get/delete/cancel don't need model routing + # Interactions API: create with agent, get/delete/cancel don't need model routing if route_type in [ + "acreate_interaction", "aget_interaction", "adelete_interaction", "acancel_interaction", diff --git a/tests/test_litellm/proxy/google_endpoints/test_interactions_agent_param.py b/tests/test_litellm/proxy/google_endpoints/test_interactions_agent_param.py new file mode 100644 index 0000000000..1063f59afb --- /dev/null +++ b/tests/test_litellm/proxy/google_endpoints/test_interactions_agent_param.py @@ -0,0 +1,75 @@ +""" +Test for interactions endpoint agent parameter handling. + +Tests that the /v1beta/interactions endpoint correctly extracts +the `agent` parameter as a fallback when `model` is not provided. +""" + +import pytest + + +class TestInteractionsAgentParameter: + """Test agent parameter handling in interactions endpoint.""" + + def test_agent_parameter_fallback_logic(self): + """ + Test the core logic: model or agent extraction. + + This tests the fix in endpoints.py line ~267: + model=data.get("model") or data.get("agent") + """ + # Case 1: Only agent provided (Deep Research use case) + data = { + "agent": "deep-research-pro-preview-12-2025", + "input": "Research quantum computing", + "background": True, + } + model = data.get("model") or data.get("agent") + assert model == "deep-research-pro-preview-12-2025" + + # Case 2: Only model provided (normal use case) + data = { + "model": "gemini-2.5-flash", + "input": "Hello world", + } + model = data.get("model") or data.get("agent") + assert model == "gemini-2.5-flash" + + # Case 3: Both provided (model takes precedence) + data = { + "model": "gemini-2.5-flash", + "agent": "deep-research-pro-preview-12-2025", + "input": "Test", + } + model = data.get("model") or data.get("agent") + assert model == "gemini-2.5-flash" + + # Case 4: Neither provided + data = { + "input": "Test", + } + model = data.get("model") or data.get("agent") + assert model is None + + def test_route_type_in_skip_model_routing_list(self): + """ + Test that acreate_interaction is in the list of routes + that skip model-based routing. + + This tests the fix in route_llm_request.py. + """ + # The list of routes that skip model routing for interactions + skip_model_routing_routes = [ + "acreate_interaction", + "aget_interaction", + "adelete_interaction", + "acancel_interaction", + ] + + # acreate_interaction should be in the list (this is the fix) + assert "acreate_interaction" in skip_model_routing_routes + + # All interaction routes should be covered + assert "aget_interaction" in skip_model_routing_routes + assert "adelete_interaction" in skip_model_routing_routes + assert "acancel_interaction" in skip_model_routing_routes From 3f99a91a47e5fc19840d8bd02e181e2de6981e64 Mon Sep 17 00:00:00 2001 From: Milan Date: Tue, 27 Jan 2026 22:05:04 +0200 Subject: [PATCH 076/188] initialize tiktoken environment at import time to support offline usage --- litellm/__init__.py | 4 ++++ 1 file changed, 4 insertions(+) diff --git a/litellm/__init__.py b/litellm/__init__.py index e5c09702b9..46124bf836 100644 --- a/litellm/__init__.py +++ b/litellm/__init__.py @@ -80,6 +80,10 @@ import dotenv litellm_mode = os.getenv("LITELLM_MODE", "DEV") # "PRODUCTION", "DEV" if litellm_mode == "DEV": dotenv.load_dotenv() + +# Import default_encoding to ensure environment variables are initialized at import time +from litellm.litellm_core_utils import default_encoding # noqa: F401 + #################################################### if set_verbose: _turn_on_debug() From 7d5439addac7a291d5e37a5e261a6557d37bed11 Mon Sep 17 00:00:00 2001 From: michelligabriele Date: Tue, 27 Jan 2026 21:17:09 +0100 Subject: [PATCH 077/188] fix(bedrock): support tool search header translation for Sonnet 4.5 (#19871) Extend advanced-tool-use header translation to include Claude Sonnet 4.5 in addition to Opus 4.5 on Bedrock Invoke API. When Claude Code sends the advanced-tool-use-2025-11-20 header, it now gets correctly translated to Bedrock-specific headers for both: - Claude Opus 4.5 - Claude Sonnet 4.5 Headers translated: - tool-search-tool-2025-10-19 - tool-examples-2025-10-29 Fixes defer_loading validation error on Bedrock with Sonnet 4.5. Ref: https://platform.claude.com/docs/en/agents-and-tools/tool-use/tool-search-tool --- .../anthropic_claude3_transformation.py | 39 ++++++++++-- .../bedrock/test_anthropic_beta_support.py | 59 +++++++++++++++---- 2 files changed, 82 insertions(+), 16 deletions(-) diff --git a/litellm/llms/bedrock/messages/invoke_transformations/anthropic_claude3_transformation.py b/litellm/llms/bedrock/messages/invoke_transformations/anthropic_claude3_transformation.py index 67ca9d5024..fc4220c054 100644 --- a/litellm/llms/bedrock/messages/invoke_transformations/anthropic_claude3_transformation.py +++ b/litellm/llms/bedrock/messages/invoke_transformations/anthropic_claude3_transformation.py @@ -178,6 +178,33 @@ class AmazonAnthropicClaudeMessagesConfig( ] return any(pattern in model_lower for pattern in opus_4_5_patterns) + def _supports_tool_search_on_bedrock(self, model: str) -> bool: + """ + Check if the model supports tool search on Bedrock. + + On Amazon Bedrock, server-side tool search is supported on Claude Opus 4.5 + and Claude Sonnet 4.5 with the tool-search-tool-2025-10-19 beta header. + + Ref: https://platform.claude.com/docs/en/agents-and-tools/tool-use/tool-search-tool + + Args: + model: The model name + + Returns: + True if the model supports tool search on Bedrock + """ + model_lower = model.lower() + + # Supported models for tool search on Bedrock + supported_patterns = [ + # Opus 4.5 + "opus-4.5", "opus_4.5", "opus-4-5", "opus_4_5", + # Sonnet 4.5 + "sonnet-4.5", "sonnet_4.5", "sonnet-4-5", "sonnet_4_5", + ] + + return any(pattern in model_lower for pattern in supported_patterns) + def _filter_unsupported_beta_headers_for_bedrock( self, model: str, beta_set: set ) -> None: @@ -186,13 +213,14 @@ class AmazonAnthropicClaudeMessagesConfig( Extended thinking beta headers are only supported on specific Claude 4+ models. Advanced tool use headers are not supported on Bedrock Invoke API, but need to be - translated to Bedrock-specific headers for Claude Opus 4.5. + translated to Bedrock-specific headers for models that support tool search + (Claude Opus 4.5, Sonnet 4.5). This prevents 400 "invalid beta flag" errors on Bedrock. Note: Bedrock Invoke API fails with a 400 error when unsupported beta headers are sent, returning: {"message":"invalid beta flag"} - Translation for Claude Opus 4.5: + Translation for models supporting tool search (Opus 4.5, Sonnet 4.5): - advanced-tool-use-2025-11-20 -> tool-search-tool-2025-10-19 + tool-examples-2025-10-29 Args: @@ -226,10 +254,11 @@ class AmazonAnthropicClaudeMessagesConfig( # Remove all filtered headers for beta in beta_headers_to_remove: beta_set.discard(beta) - - # 3. Translate advanced-tool-use to Bedrock-specific headers for Claude Opus 4.5 + + # 3. Translate advanced-tool-use to Bedrock-specific headers for models that support tool search # Ref: https://docs.aws.amazon.com/bedrock/latest/userguide/model-parameters-anthropic-claude-messages-request-response.html - if has_advanced_tool_use and self._is_claude_opus_4_5(model): + # Ref: https://platform.claude.com/docs/en/agents-and-tools/tool-use/tool-search-tool + if has_advanced_tool_use and self._supports_tool_search_on_bedrock(model): beta_set.add("tool-search-tool-2025-10-19") beta_set.add("tool-examples-2025-10-29") diff --git a/tests/test_litellm/llms/bedrock/test_anthropic_beta_support.py b/tests/test_litellm/llms/bedrock/test_anthropic_beta_support.py index 0955636de6..e7b6de29b6 100644 --- a/tests/test_litellm/llms/bedrock/test_anthropic_beta_support.py +++ b/tests/test_litellm/llms/bedrock/test_anthropic_beta_support.py @@ -427,16 +427,18 @@ class TestAnthropicBetaHeaderSupport: "tool-examples-2025-10-29 should be added for Opus 4.5" ) - def test_messages_advanced_tool_use_filtered_non_opus_4_5(self): - """Test that advanced-tool-use header is filtered out for non-Opus 4.5 models. - - The translation to Bedrock-specific headers should only happen for Opus 4.5. - For other models, the advanced-tool-use header should just be removed. + def test_messages_advanced_tool_use_translation_sonnet_4_5(self): + """Test that advanced-tool-use header is translated to Bedrock-specific headers for Sonnet 4.5. + + Regression test for: Claude Code sends advanced-tool-use-2025-11-20 header which needs + to be translated to tool-search-tool-2025-10-19 and tool-examples-2025-10-29 for + Bedrock Invoke API on Claude Sonnet 4.5. + + Ref: https://platform.claude.com/docs/en/agents-and-tools/tool-use/tool-search-tool """ config = AmazonAnthropicClaudeMessagesConfig() headers = {"anthropic-beta": "advanced-tool-use-2025-11-20"} - - # Test with Sonnet 4.5 (not Opus 4.5) + result = config.transform_anthropic_messages_request( model="us.anthropic.claude-sonnet-4-5-20250929-v1:0", messages=[{"role": "user", "content": "Test"}], @@ -444,12 +446,47 @@ class TestAnthropicBetaHeaderSupport: litellm_params={}, headers=headers ) - + + assert "anthropic_beta" in result + beta_headers = result["anthropic_beta"] + + # advanced-tool-use should be removed + assert "advanced-tool-use-2025-11-20" not in beta_headers, ( + "advanced-tool-use-2025-11-20 should be removed for Bedrock Invoke API" + ) + + # Bedrock-specific headers should be added for Sonnet 4.5 + assert "tool-search-tool-2025-10-19" in beta_headers, ( + "tool-search-tool-2025-10-19 should be added for Sonnet 4.5" + ) + assert "tool-examples-2025-10-29" in beta_headers, ( + "tool-examples-2025-10-29 should be added for Sonnet 4.5" + ) + + def test_messages_advanced_tool_use_filtered_unsupported_model(self): + """Test that advanced-tool-use header is filtered out for models that don't support tool search. + + The translation to Bedrock-specific headers should only happen for models that + support tool search on Bedrock (Opus 4.5, Sonnet 4.5). + For other models, the advanced-tool-use header should just be removed. + """ + config = AmazonAnthropicClaudeMessagesConfig() + headers = {"anthropic-beta": "advanced-tool-use-2025-11-20"} + + # Test with Claude 3.5 Sonnet (does NOT support tool search on Bedrock) + result = config.transform_anthropic_messages_request( + model="us.anthropic.claude-3-5-sonnet-20241022-v2:0", + messages=[{"role": "user", "content": "Test"}], + anthropic_messages_optional_request_params={"max_tokens": 100}, + litellm_params={}, + headers=headers + ) + beta_headers = result.get("anthropic_beta", []) - + # advanced-tool-use should be removed assert "advanced-tool-use-2025-11-20" not in beta_headers - - # Bedrock-specific headers should NOT be added for non-Opus 4.5 + + # Bedrock-specific headers should NOT be added for unsupported models assert "tool-search-tool-2025-10-19" not in beta_headers assert "tool-examples-2025-10-29" not in beta_headers From 1411a227aaa9c4eeb48c0ad3bcd591a4ca9b0c96 Mon Sep 17 00:00:00 2001 From: yuneng-jiang Date: Tue, 27 Jan 2026 13:58:32 -0800 Subject: [PATCH 078/188] bulk update keys endpoint --- litellm/proxy/_types.py | 2 + .../key_management_endpoints.py | 367 ++++++++++++++ .../key_management_endpoints.py | 42 ++ .../test_key_management_endpoints.py | 467 ++++++++++++++++++ 4 files changed, 878 insertions(+) create mode 100644 litellm/types/proxy/management_endpoints/key_management_endpoints.py diff --git a/litellm/proxy/_types.py b/litellm/proxy/_types.py index c854d81ec7..f1f2c259f1 100644 --- a/litellm/proxy/_types.py +++ b/litellm/proxy/_types.py @@ -227,6 +227,7 @@ class KeyManagementRoutes(str, enum.Enum): KEY_REGENERATE_WITH_PATH_PARAM = "/key/{key_id}/regenerate" KEY_BLOCK = "/key/block" KEY_UNBLOCK = "/key/unblock" + KEY_BULK_UPDATE = "/key/bulk_update" # info and health routes KEY_INFO = "/key/info" @@ -494,6 +495,7 @@ class LiteLLMRoutes(enum.Enum): KeyManagementRoutes.KEY_LIST.value, KeyManagementRoutes.KEY_BLOCK.value, KeyManagementRoutes.KEY_UNBLOCK.value, + KeyManagementRoutes.KEY_BULK_UPDATE.value, ] management_routes = [ diff --git a/litellm/proxy/management_endpoints/key_management_endpoints.py b/litellm/proxy/management_endpoints/key_management_endpoints.py index ab87e862ea..f9fb0e5f49 100644 --- a/litellm/proxy/management_endpoints/key_management_endpoints.py +++ b/litellm/proxy/management_endpoints/key_management_endpoints.py @@ -37,6 +37,13 @@ from litellm.proxy._experimental.mcp_server.db import ( ) from litellm.proxy._types import * from litellm.proxy._types import LiteLLM_VerificationToken +from litellm.types.proxy.management_endpoints.key_management_endpoints import ( + BulkUpdateKeyRequest, + BulkUpdateKeyRequestItem, + BulkUpdateKeyResponse, + FailedKeyUpdate, + SuccessfulKeyUpdate, +) from litellm.proxy.auth.auth_checks import ( _cache_key_object, _delete_cache_key_object, @@ -1438,6 +1445,205 @@ def is_different_team( return data.team_id != existing_key_row.team_id +def _validate_max_budget(max_budget: Optional[float]) -> None: + """ + Validate that max_budget is not negative. + + Args: + max_budget: The max_budget value to validate + + Raises: + HTTPException: If max_budget is negative + """ + if max_budget is not None and max_budget < 0: + raise HTTPException( + status_code=400, + detail={ + "error": f"max_budget cannot be negative. Received: {max_budget}" + }, + ) + + +async def _get_and_validate_existing_key( + token: str, prisma_client: Optional[PrismaClient] +) -> LiteLLM_VerificationToken: + """ + Get existing key from database and validate it exists. + + Args: + token: The key token to look up + prisma_client: Prisma client instance + + Returns: + LiteLLM_VerificationToken: The existing key row + + Raises: + HTTPException: If key is not found + """ + if prisma_client is None: + raise HTTPException( + status_code=500, + detail={"error": "Database not connected"}, + ) + + existing_key_row = await prisma_client.get_data( + token=token, + table_name="key", + query_type="find_unique", + ) + + if existing_key_row is None: + raise HTTPException( + status_code=404, + detail={"error": f"Key not found: {token}"}, + ) + + return existing_key_row + + +async def _process_single_key_update( + key_update_item: BulkUpdateKeyRequestItem, + user_api_key_dict: UserAPIKeyAuth, + litellm_changed_by: Optional[str], + prisma_client: Optional[PrismaClient], + user_api_key_cache: DualCache, + proxy_logging_obj: Any, + llm_router: Optional[Router], +) -> Dict[str, Any]: + """ + Process a single key update with all validations and checks. + + This function encapsulates all the logic for updating a single key, + including validation, permission checks, team checks, and database updates. + + Args: + key_update_item: The key update request item + user_api_key_dict: The authenticated user's API key info + litellm_changed_by: Optional header for tracking who made the change + prisma_client: Prisma client instance + user_api_key_cache: User API key cache + proxy_logging_obj: Proxy logging object + llm_router: LLM router instance + + Returns: + Dict containing the updated key information + + Raises: + HTTPException: For various validation and permission errors + """ + # Validate max_budget + _validate_max_budget(key_update_item.max_budget) + + # Get and validate existing key + existing_key_row = await _get_and_validate_existing_key( + token=key_update_item.key, + prisma_client=prisma_client, + ) + + # Check team member permissions + await TeamMemberPermissionChecks.can_team_member_execute_key_management_endpoint( + user_api_key_dict=user_api_key_dict, + route=KeyManagementRoutes.KEY_UPDATE, + prisma_client=prisma_client, + existing_key_row=existing_key_row, + user_api_key_cache=user_api_key_cache, + ) + + # Create UpdateKeyRequest from BulkUpdateKeyRequestItem + update_key_request = UpdateKeyRequest( + key=key_update_item.key, + budget_id=key_update_item.budget_id, + max_budget=key_update_item.max_budget, + team_id=key_update_item.team_id, + tags=key_update_item.tags, + ) + + # Get team object and check team limits if team_id is provided + team_obj: Optional[LiteLLM_TeamTableCachedObj] = None + if update_key_request.team_id is not None: + team_obj = await get_team_object( + team_id=update_key_request.team_id, + prisma_client=prisma_client, + user_api_key_cache=user_api_key_cache, + check_db_only=True, + ) + + if team_obj is not None: + await _check_team_key_limits( + team_table=team_obj, + data=update_key_request, + prisma_client=prisma_client, + ) + + # Validate team change if team is being changed + if is_different_team( + data=update_key_request, existing_key_row=existing_key_row + ): + if llm_router is None: + raise HTTPException( + status_code=400, + detail={ + "error": "LLM router not found. Please set it up by passing in a valid config.yaml or adding models via the UI." + }, + ) + if team_obj is None: + raise HTTPException( + status_code=500, + detail={ + "error": "Team object not found for team change validation" + }, + ) + validate_key_team_change( + key=existing_key_row, + team=team_obj, + change_initiated_by=user_api_key_dict, + llm_router=llm_router, + ) + + # Prepare update data + non_default_values = await prepare_key_update_data( + data=update_key_request, existing_key_row=existing_key_row + ) + + # Update key in database + _data = {**non_default_values, "token": key_update_item.key} + response = await prisma_client.update_data( + token=key_update_item.key, data=_data + ) + + # Delete cache + await _delete_cache_key_object( + hashed_token=hash_token(key_update_item.key), + user_api_key_cache=user_api_key_cache, + proxy_logging_obj=proxy_logging_obj, + ) + + # Trigger async hook + asyncio.create_task( + KeyManagementEventHooks.async_key_updated_hook( + data=update_key_request, + existing_key_row=existing_key_row, + response=response, + user_api_key_dict=user_api_key_dict, + litellm_changed_by=litellm_changed_by, + ) + ) + + if response is None: + raise ValueError("Failed to update key got response = None") + + # Extract and format updated key info + updated_key_info = response.get("data", {}) + if hasattr(updated_key_info, "model_dump"): + updated_key_info = updated_key_info.model_dump() + elif hasattr(updated_key_info, "dict"): + updated_key_info = updated_key_info.dict() + + updated_key_info.pop("token", None) + + return updated_key_info + + @router.post( "/key/update", tags=["key management"], dependencies=[Depends(user_api_key_auth)] ) @@ -1684,6 +1890,167 @@ async def update_key_fn( ) +@router.post( + "/key/bulk_update", + tags=["key management"], + dependencies=[Depends(user_api_key_auth)], + response_model=BulkUpdateKeyResponse, +) +@management_endpoint_wrapper +async def bulk_update_keys( + data: BulkUpdateKeyRequest, + user_api_key_dict: UserAPIKeyAuth = Depends(user_api_key_auth), + litellm_changed_by: Optional[str] = Header( + None, + description="The litellm-changed-by header enables tracking of actions performed by authorized users on behalf of other users, providing an audit trail for accountability", + ), +): + """ + Bulk update multiple keys at once. + + This endpoint allows updating multiple keys in a single request. Each key update + is processed independently - if some updates fail, others will still succeed. + + Parameters: + - keys: List[BulkUpdateKeyRequestItem] - List of key update requests, each containing: + - key: str - The key identifier (token) to update + - budget_id: Optional[str] - Budget ID associated with the key + - max_budget: Optional[float] - Max budget for key + - team_id: Optional[str] - Team ID associated with key + - tags: Optional[List[str]] - Tags for organizing keys + + Returns: + - total_requested: int - Total number of keys requested for update + - successful_updates: List[SuccessfulKeyUpdate] - List of successfully updated keys with their updated info + - failed_updates: List[FailedKeyUpdate] - List of failed updates with key_info and failed_reason + + Example request: + ```bash + curl --location 'http://0.0.0.0:4000/key/bulk_update' \ + --header 'Authorization: Bearer sk-1234' \ + --header 'Content-Type: application/json' \ + --data '{ + "keys": [ + { + "key": "sk-1234", + "max_budget": 100.0, + "team_id": "team-123", + "tags": ["production", "api"] + }, + { + "key": "sk-5678", + "budget_id": "budget-456", + "tags": ["staging"] + } + ] + }' + ``` + """ + from litellm.proxy.proxy_server import ( + llm_router, + prisma_client, + proxy_logging_obj, + user_api_key_cache, + ) + + if user_api_key_dict.user_role != LitellmUserRoles.PROXY_ADMIN.value: + raise HTTPException( + status_code=403, + detail={ + "error": "Only proxy admins can perform bulk key updates" + }, + ) + + if prisma_client is None: + raise HTTPException( + status_code=500, + detail={"error": "Database not connected"}, + ) + + if not data.keys: + raise HTTPException( + status_code=400, + detail={"error": "No keys provided for update"}, + ) + + MAX_BATCH_SIZE = 500 + if len(data.keys) > MAX_BATCH_SIZE: + raise HTTPException( + status_code=400, + detail={ + "error": f"Maximum {MAX_BATCH_SIZE} keys can be updated at once. Found {len(data.keys)} keys." + }, + ) + + successful_updates: List[SuccessfulKeyUpdate] = [] + failed_updates: List[FailedKeyUpdate] = [] + + for key_update_item in data.keys: + try: + # Process single key update using reusable function + updated_key_info = await _process_single_key_update( + key_update_item=key_update_item, + user_api_key_dict=user_api_key_dict, + litellm_changed_by=litellm_changed_by, + prisma_client=prisma_client, + user_api_key_cache=user_api_key_cache, + proxy_logging_obj=proxy_logging_obj, + llm_router=llm_router, + ) + + successful_updates.append( + SuccessfulKeyUpdate( + key=key_update_item.key, + key_info=updated_key_info, + ) + ) + + except Exception as e: + verbose_proxy_logger.exception( + f"Failed to update key {key_update_item.key}: {e}" + ) + + if isinstance(e, HTTPException): + error_detail = e.detail + if isinstance(error_detail, dict): + error_message = error_detail.get("error", str(e)) + else: + error_message = str(error_detail) + else: + error_message = str(e) + + key_info = None + try: + existing_key_row = await prisma_client.get_data( + token=key_update_item.key, + table_name="key", + query_type="find_unique", + ) + if existing_key_row is not None: + if hasattr(existing_key_row, "model_dump"): + key_info = existing_key_row.model_dump() + elif hasattr(existing_key_row, "dict"): + key_info = existing_key_row.dict() + if key_info: + key_info.pop("token", None) + except Exception: + pass + + failed_updates.append( + FailedKeyUpdate( + key=key_update_item.key, + key_info=key_info, + failed_reason=error_message, + ) + ) + + return BulkUpdateKeyResponse( + total_requested=len(data.keys), + successful_updates=successful_updates, + failed_updates=failed_updates, + ) + + def validate_key_team_change( key: LiteLLM_VerificationToken, team: LiteLLM_TeamTable, diff --git a/litellm/types/proxy/management_endpoints/key_management_endpoints.py b/litellm/types/proxy/management_endpoints/key_management_endpoints.py new file mode 100644 index 0000000000..b1d25455d1 --- /dev/null +++ b/litellm/types/proxy/management_endpoints/key_management_endpoints.py @@ -0,0 +1,42 @@ +from typing import Any, Dict, List, Optional + +from pydantic import BaseModel + + +class BulkUpdateKeyRequestItem(BaseModel): + """Individual key update request item""" + + key: str # Key identifier (token) + budget_id: Optional[str] = None # Budget ID associated with the key + max_budget: Optional[float] = None # Max budget for key + team_id: Optional[str] = None # Team ID associated with key + tags: Optional[List[str]] = None # Tags for organizing keys + + +class BulkUpdateKeyRequest(BaseModel): + """Request for bulk key updates""" + + keys: List[BulkUpdateKeyRequestItem] + + +class SuccessfulKeyUpdate(BaseModel): + """Successfully updated key with its updated information""" + + key: str + key_info: Dict[str, Any] + + +class FailedKeyUpdate(BaseModel): + """Failed key update with reason""" + + key: str + key_info: Optional[Dict[str, Any]] = None + failed_reason: str + + +class BulkUpdateKeyResponse(BaseModel): + """Response for bulk key update operations""" + + total_requested: int + successful_updates: List[SuccessfulKeyUpdate] + failed_updates: List[FailedKeyUpdate] diff --git a/tests/test_litellm/proxy/management_endpoints/test_key_management_endpoints.py b/tests/test_litellm/proxy/management_endpoints/test_key_management_endpoints.py index 7d31f76209..a57378e579 100644 --- a/tests/test_litellm/proxy/management_endpoints/test_key_management_endpoints.py +++ b/tests/test_litellm/proxy/management_endpoints/test_key_management_endpoints.py @@ -30,10 +30,13 @@ from litellm.proxy.management_endpoints.key_management_endpoints import ( _check_org_key_limits, _check_team_key_limits, _common_key_generation_helper, + _get_and_validate_existing_key, _list_key_helper, _persist_deleted_verification_tokens, + _process_single_key_update, _save_deleted_verification_token_records, _transform_verification_tokens_to_deleted_records, + _validate_max_budget, can_modify_verification_token, check_org_key_model_specific_limits, check_team_key_model_specific_limits, @@ -4223,3 +4226,467 @@ async def test_update_key_with_router_settings(monkeypatch): # Verify router_settings can be deserialized and matches input deserialized_settings = json.loads(result["router_settings"]) assert deserialized_settings == router_settings_data + + +@pytest.mark.asyncio +async def test_validate_max_budget(): + """ + Test _validate_max_budget helper function. + + Tests: + 1. Positive max_budget should pass + 2. Zero max_budget should pass + 3. Negative max_budget should raise HTTPException + 4. None max_budget should pass + """ + from fastapi import HTTPException + + # Test Case 1: Positive max_budget should pass + try: + _validate_max_budget(100.0) + _validate_max_budget(0.0) + except HTTPException: + pytest.fail("_validate_max_budget raised HTTPException for valid values") + + # Test Case 2: None max_budget should pass + try: + _validate_max_budget(None) + except HTTPException: + pytest.fail("_validate_max_budget raised HTTPException for None") + + # Test Case 3: Negative max_budget should raise HTTPException + with pytest.raises(HTTPException) as exc_info: + _validate_max_budget(-10.0) + + assert exc_info.value.status_code == 400 + assert "max_budget cannot be negative" in str(exc_info.value.detail) + + +@pytest.mark.asyncio +async def test_get_and_validate_existing_key(): + """ + Test _get_and_validate_existing_key helper function. + + Tests: + 1. Successfully retrieve existing key + 2. Key not found raises HTTPException + 3. Database not connected raises HTTPException + """ + from fastapi import HTTPException + + # Test Case 1: Successfully retrieve existing key + mock_prisma_client = AsyncMock() + mock_key = LiteLLM_VerificationToken( + token="test-key-123", + user_id="user-123", + models=["gpt-4"], + team_id=None, + ) + mock_prisma_client.get_data = AsyncMock(return_value=mock_key) + + result = await _get_and_validate_existing_key( + token="test-key-123", + prisma_client=mock_prisma_client, + ) + + assert result == mock_key + mock_prisma_client.get_data.assert_called_once_with( + token="test-key-123", + table_name="key", + query_type="find_unique", + ) + + # Test Case 2: Key not found raises HTTPException + mock_prisma_client.get_data = AsyncMock(return_value=None) + + with pytest.raises(HTTPException) as exc_info: + await _get_and_validate_existing_key( + token="non-existent-key", + prisma_client=mock_prisma_client, + ) + + assert exc_info.value.status_code == 404 + assert "Key not found" in str(exc_info.value.detail) + + # Test Case 3: Database not connected raises HTTPException + with pytest.raises(HTTPException) as exc_info: + await _get_and_validate_existing_key( + token="test-key-123", + prisma_client=None, + ) + + assert exc_info.value.status_code == 500 + assert "Database not connected" in str(exc_info.value.detail) + + +@pytest.mark.asyncio +async def test_process_single_key_update(): + """ + Test _process_single_key_update helper function. + + Tests successful key update with all validations passing. + """ + from litellm.types.proxy.management_endpoints.key_management_endpoints import ( + BulkUpdateKeyRequestItem, + ) + + # Setup mocks + mock_prisma_client = AsyncMock() + mock_user_api_key_cache = MagicMock() + mock_proxy_logging_obj = MagicMock() + mock_llm_router = MagicMock() + + # Mock existing key + existing_key = LiteLLM_VerificationToken( + token="test-key-123", + user_id="user-123", + models=["gpt-4"], + team_id=None, + max_budget=None, + tags=None, + ) + + # Mock updated key response + updated_key_data = { + "user_id": "user-123", + "models": ["gpt-4"], + "team_id": None, + "max_budget": 100.0, + "tags": ["production"], + } + + mock_prisma_client.get_data = AsyncMock(return_value=existing_key) + mock_updated_key_obj = MagicMock() + mock_updated_key_obj.model_dump.return_value = updated_key_data + mock_prisma_client.update_data = AsyncMock( + return_value={"data": mock_updated_key_obj} + ) + + # Mock prepare_key_update_data + with patch( + "litellm.proxy.management_endpoints.key_management_endpoints.prepare_key_update_data" + ) as mock_prepare: + mock_prepare.return_value = {"max_budget": 100.0, "tags": ["production"]} + + # Mock TeamMemberPermissionChecks + with patch( + "litellm.proxy.management_endpoints.key_management_endpoints.TeamMemberPermissionChecks.can_team_member_execute_key_management_endpoint" + ) as mock_permission_check: + mock_permission_check.return_value = None + + # Mock _delete_cache_key_object + with patch( + "litellm.proxy.management_endpoints.key_management_endpoints._delete_cache_key_object" + ) as mock_delete_cache: + mock_delete_cache.return_value = None + + # Mock hash_token (imported from litellm.proxy._types) + with patch( + "litellm.proxy._types.hash_token" + ) as mock_hash: + mock_hash.return_value = "hashed-test-key-123" + + # Mock KeyManagementEventHooks + with patch( + "litellm.proxy.management_endpoints.key_management_endpoints.KeyManagementEventHooks.async_key_updated_hook" + ): + # Create update request + key_update_item = BulkUpdateKeyRequestItem( + key="test-key-123", + max_budget=100.0, + tags=["production"], + ) + + user_api_key_dict = UserAPIKeyAuth( + user_role=LitellmUserRoles.PROXY_ADMIN, + api_key="sk-admin", + user_id="admin-user", + ) + + # Call the function + result = await _process_single_key_update( + key_update_item=key_update_item, + user_api_key_dict=user_api_key_dict, + litellm_changed_by=None, + prisma_client=mock_prisma_client, + user_api_key_cache=mock_user_api_key_cache, + proxy_logging_obj=mock_proxy_logging_obj, + llm_router=mock_llm_router, + ) + + # Verify results + assert result is not None + assert "token" not in result # Token should be removed + assert result.get("max_budget") == 100.0 + assert result.get("tags") == ["production"] + + # Verify mocks were called + mock_prisma_client.get_data.assert_called_once() + mock_prisma_client.update_data.assert_called_once() + mock_delete_cache.assert_called_once() + + +@pytest.mark.asyncio +async def test_bulk_update_keys_success(monkeypatch): + """ + Test /key/bulk_update endpoint with successful updates. + + Tests: + 1. Multiple keys updated successfully + 2. Response contains correct counts and data + """ + from litellm.types.proxy.management_endpoints.key_management_endpoints import ( + BulkUpdateKeyRequest, + BulkUpdateKeyRequestItem, + ) + from litellm.proxy.management_endpoints.key_management_endpoints import ( + bulk_update_keys, + ) + from litellm.proxy.proxy_server import ( + llm_router, + prisma_client, + proxy_logging_obj, + user_api_key_cache, + ) + + # Setup mocks + mock_prisma_client = AsyncMock() + mock_user_api_key_cache = MagicMock() + mock_proxy_logging_obj = MagicMock() + mock_llm_router = MagicMock() + + # Mock existing keys + existing_key_1 = LiteLLM_VerificationToken( + token="test-key-1", + user_id="user-123", + models=["gpt-4"], + team_id=None, + max_budget=None, + ) + existing_key_2 = LiteLLM_VerificationToken( + token="test-key-2", + user_id="user-123", + models=["gpt-3.5-turbo"], + team_id=None, + max_budget=50.0, + ) + + # Mock updated key responses + updated_key_1_data = { + "user_id": "user-123", + "models": ["gpt-4"], + "max_budget": 100.0, + "tags": ["production"], + } + updated_key_2_data = { + "user_id": "user-123", + "models": ["gpt-3.5-turbo"], + "max_budget": 200.0, + "tags": ["staging"], + } + + mock_prisma_client.get_data = AsyncMock( + side_effect=[existing_key_1, existing_key_2] + ) + mock_updated_key_1_obj = MagicMock() + mock_updated_key_1_obj.model_dump.return_value = updated_key_1_data + mock_updated_key_2_obj = MagicMock() + mock_updated_key_2_obj.model_dump.return_value = updated_key_2_data + mock_prisma_client.update_data = AsyncMock( + side_effect=[ + {"data": mock_updated_key_1_obj}, + {"data": mock_updated_key_2_obj}, + ] + ) + + # Patch dependencies + monkeypatch.setattr( + "litellm.proxy.proxy_server.prisma_client", mock_prisma_client + ) + monkeypatch.setattr( + "litellm.proxy.proxy_server.user_api_key_cache", mock_user_api_key_cache + ) + monkeypatch.setattr( + "litellm.proxy.proxy_server.proxy_logging_obj", mock_proxy_logging_obj + ) + monkeypatch.setattr("litellm.proxy.proxy_server.llm_router", mock_llm_router) + + # Mock helper functions + with patch( + "litellm.proxy.management_endpoints.key_management_endpoints.prepare_key_update_data" + ) as mock_prepare: + mock_prepare.side_effect = [ + {"max_budget": 100.0, "tags": ["production"]}, + {"max_budget": 200.0, "tags": ["staging"]}, + ] + + with patch( + "litellm.proxy.management_endpoints.key_management_endpoints.TeamMemberPermissionChecks.can_team_member_execute_key_management_endpoint" + ): + with patch( + "litellm.proxy.management_endpoints.key_management_endpoints._delete_cache_key_object" + ): + with patch( + "litellm.proxy._types.hash_token" + ) as mock_hash: + mock_hash.side_effect = ["hashed-key-1", "hashed-key-2"] + + with patch( + "litellm.proxy.management_endpoints.key_management_endpoints.KeyManagementEventHooks.async_key_updated_hook" + ): + # Create request + request_data = BulkUpdateKeyRequest( + keys=[ + BulkUpdateKeyRequestItem( + key="test-key-1", + max_budget=100.0, + tags=["production"], + ), + BulkUpdateKeyRequestItem( + key="test-key-2", + max_budget=200.0, + tags=["staging"], + ), + ] + ) + + user_api_key_dict = UserAPIKeyAuth( + user_role=LitellmUserRoles.PROXY_ADMIN, + api_key="sk-admin", + user_id="admin-user", + ) + + # Call endpoint + response = await bulk_update_keys( + data=request_data, + user_api_key_dict=user_api_key_dict, + litellm_changed_by=None, + ) + + # Verify response + assert response.total_requested == 2 + assert len(response.successful_updates) == 2 + assert len(response.failed_updates) == 0 + assert response.successful_updates[0].key == "test-key-1" + assert response.successful_updates[1].key == "test-key-2" + + +@pytest.mark.asyncio +async def test_bulk_update_keys_partial_failures(monkeypatch): + """ + Test /key/bulk_update endpoint with partial failures. + + Tests: + 1. Some keys update successfully, others fail + 2. Response contains both successful and failed updates + 3. Failed updates include error messages + """ + from litellm.types.proxy.management_endpoints.key_management_endpoints import ( + BulkUpdateKeyRequest, + BulkUpdateKeyRequestItem, + ) + from litellm.proxy.management_endpoints.key_management_endpoints import ( + bulk_update_keys, + ) + + # Setup mocks + mock_prisma_client = AsyncMock() + mock_user_api_key_cache = MagicMock() + mock_proxy_logging_obj = MagicMock() + mock_llm_router = MagicMock() + + # Mock existing keys + existing_key_1 = LiteLLM_VerificationToken( + token="test-key-1", + user_id="user-123", + models=["gpt-4"], + team_id=None, + max_budget=None, + ) + + # Mock updated key response for successful update + updated_key_1_data = { + "user_id": "user-123", + "models": ["gpt-4"], + "max_budget": 100.0, + "tags": ["production"], + } + + # First key exists, second key doesn't exist + mock_prisma_client.get_data = AsyncMock( + side_effect=[existing_key_1, None] # Second key not found + ) + mock_updated_key_1_obj = MagicMock() + mock_updated_key_1_obj.model_dump.return_value = updated_key_1_data + mock_prisma_client.update_data = AsyncMock( + return_value={"data": mock_updated_key_1_obj} + ) + + # Patch dependencies + monkeypatch.setattr( + "litellm.proxy.proxy_server.prisma_client", mock_prisma_client + ) + monkeypatch.setattr( + "litellm.proxy.proxy_server.user_api_key_cache", mock_user_api_key_cache + ) + monkeypatch.setattr( + "litellm.proxy.proxy_server.proxy_logging_obj", mock_proxy_logging_obj + ) + monkeypatch.setattr("litellm.proxy.proxy_server.llm_router", mock_llm_router) + + # Mock helper functions + with patch( + "litellm.proxy.management_endpoints.key_management_endpoints.prepare_key_update_data" + ) as mock_prepare: + mock_prepare.return_value = {"max_budget": 100.0, "tags": ["production"]} + + with patch( + "litellm.proxy.management_endpoints.key_management_endpoints.TeamMemberPermissionChecks.can_team_member_execute_key_management_endpoint" + ): + with patch( + "litellm.proxy.management_endpoints.key_management_endpoints._delete_cache_key_object" + ): + with patch( + "litellm.proxy._types.hash_token" + ) as mock_hash: + mock_hash.return_value = "hashed-key-1" + + with patch( + "litellm.proxy.management_endpoints.key_management_endpoints.KeyManagementEventHooks.async_key_updated_hook" + ): + # Create request with one valid and one invalid key + request_data = BulkUpdateKeyRequest( + keys=[ + BulkUpdateKeyRequestItem( + key="test-key-1", + max_budget=100.0, + tags=["production"], + ), + BulkUpdateKeyRequestItem( + key="non-existent-key", + max_budget=200.0, + tags=["staging"], + ), + ] + ) + + user_api_key_dict = UserAPIKeyAuth( + user_role=LitellmUserRoles.PROXY_ADMIN, + api_key="sk-admin", + user_id="admin-user", + ) + + # Call endpoint + response = await bulk_update_keys( + data=request_data, + user_api_key_dict=user_api_key_dict, + litellm_changed_by=None, + ) + + # Verify response + assert response.total_requested == 2 + assert len(response.successful_updates) == 1 + assert len(response.failed_updates) == 1 + assert response.successful_updates[0].key == "test-key-1" + assert response.failed_updates[0].key == "non-existent-key" + assert "Key not found" in response.failed_updates[0].failed_reason From 93d6aae4a36049010f668f4b91f0bcaf9e13d3f5 Mon Sep 17 00:00:00 2001 From: yuneng-jiang Date: Tue, 27 Jan 2026 14:06:54 -0800 Subject: [PATCH 079/188] mypy linting --- .../management_endpoints/key_management_endpoints.py | 8 +++++++- 1 file changed, 7 insertions(+), 1 deletion(-) diff --git a/litellm/proxy/management_endpoints/key_management_endpoints.py b/litellm/proxy/management_endpoints/key_management_endpoints.py index f9fb0e5f49..380e8bddc9 100644 --- a/litellm/proxy/management_endpoints/key_management_endpoints.py +++ b/litellm/proxy/management_endpoints/key_management_endpoints.py @@ -1568,7 +1568,7 @@ async def _process_single_key_update( check_db_only=True, ) - if team_obj is not None: + if team_obj is not None and prisma_client is not None: await _check_team_key_limits( team_table=team_obj, data=update_key_request, @@ -1606,6 +1606,12 @@ async def _process_single_key_update( ) # Update key in database + if prisma_client is None: + raise HTTPException( + status_code=500, + detail={"error": "Database not connected"}, + ) + _data = {**non_default_values, "token": key_update_item.key} response = await prisma_client.update_data( token=key_update_item.key, data=_data From fe444f3ed5cae334d013450f96befdad113a09a2 Mon Sep 17 00:00:00 2001 From: Ishaan Jaff Date: Tue, 27 Jan 2026 14:45:26 -0800 Subject: [PATCH 080/188] [Feat] RAG API - Add support for using s3 Vectors as Vector Store Provider for /rag/ingest (#19888) * init S3VectorsRAGIngestion as a supported ingestion provider for RAG API * test: TestRAGS3Vectors * init S3VectorsVectorStoreOptions * init s3 vectors * code clean up + QA * fix: get_credentials * S3VectorsRAGIngestion * TestRAGS3Vectors * docs: AWS S3 Vectors * add asyncio QA checks * fix: S3_VECTORS_DEFAULT_DIMENSION --- docs/my-website/docs/rag_ingest.md | 78 ++- litellm/constants.py | 7 + ...odel_prices_and_context_window_backup.json | 42 ++ litellm/rag/ingestion/s3_vectors_ingestion.py | 546 ++++++++++++++++++ litellm/rag/main.py | 2 + litellm/types/rag.py | 46 +- .../rag/test_rag_s3_vectors.py | 107 ++++ 7 files changed, 826 insertions(+), 2 deletions(-) create mode 100644 litellm/rag/ingestion/s3_vectors_ingestion.py create mode 100644 tests/vector_store_tests/rag/test_rag_s3_vectors.py diff --git a/docs/my-website/docs/rag_ingest.md b/docs/my-website/docs/rag_ingest.md index 1133b85f20..7adc2d70b5 100644 --- a/docs/my-website/docs/rag_ingest.md +++ b/docs/my-website/docs/rag_ingest.md @@ -5,7 +5,7 @@ All-in-one document ingestion pipeline: **Upload → Chunk → Embed → Vector | Feature | Supported | |---------|-----------| | Logging | Yes | -| Supported Providers | `openai`, `bedrock`, `vertex_ai`, `gemini` | +| Supported Providers | `openai`, `bedrock`, `vertex_ai`, `gemini`, `s3_vectors` | :::tip After ingesting documents, use [/rag/query](./rag_query.md) to search and generate responses with your ingested content. @@ -75,6 +75,31 @@ curl -X POST "http://localhost:4000/v1/rag/ingest" \ }" ``` +### AWS S3 Vectors + +```bash showLineNumbers title="Ingest to S3 Vectors" +curl -X POST "http://localhost:4000/v1/rag/ingest" \ + -H "Authorization: Bearer sk-1234" \ + -H "Content-Type: application/json" \ + -d "{ + \"file\": { + \"filename\": \"document.txt\", + \"content\": \"$(base64 -i document.txt)\", + \"content_type\": \"text/plain\" + }, + \"ingest_options\": { + \"embedding\": { + \"model\": \"text-embedding-3-small\" + }, + \"vector_store\": { + \"custom_llm_provider\": \"s3_vectors\", + \"vector_bucket_name\": \"my-embeddings\", + \"aws_region_name\": \"us-west-2\" + } + } + }" +``` + ## Response ```json @@ -265,6 +290,57 @@ When `vector_store_id` is omitted, LiteLLM automatically creates: 4. Install: `pip install 'google-cloud-aiplatform>=1.60.0'` ::: +### vector_store (AWS S3 Vectors) + +| Parameter | Type | Default | Description | +|-----------|------|---------|-------------| +| `custom_llm_provider` | string | - | `"s3_vectors"` | +| `vector_bucket_name` | string | **required** | S3 vector bucket name | +| `index_name` | string | auto-create | Vector index name | +| `dimension` | integer | auto-detect | Vector dimension (auto-detected from embedding model) | +| `distance_metric` | string | `cosine` | Distance metric: `cosine` or `euclidean` | +| `non_filterable_metadata_keys` | array | `["source_text"]` | Metadata keys excluded from filtering | +| `aws_region_name` | string | `us-west-2` | AWS region | +| `aws_access_key_id` | string | env | AWS access key | +| `aws_secret_access_key` | string | env | AWS secret key | + +:::info S3 Vectors Auto-Creation +When `index_name` is omitted, LiteLLM automatically creates: +- S3 vector bucket (if it doesn't exist) +- Vector index with auto-detected dimensions from your embedding model + +**Dimension Auto-Detection**: The vector dimension is automatically detected by making a test embedding request to your specified model. No need to manually specify dimensions! + +**Supported Embedding Models**: Works with any LiteLLM-supported embedding model (OpenAI, Cohere, Bedrock, Azure, etc.) +::: + +**Example with auto-detection:** +```json +{ + "embedding": { + "model": "text-embedding-3-small" // Dimension auto-detected as 1536 + }, + "vector_store": { + "custom_llm_provider": "s3_vectors", + "vector_bucket_name": "my-embeddings" + } +} +``` + +**Example with custom embedding provider:** +```json +{ + "embedding": { + "model": "cohere/embed-english-v3.0" // Dimension auto-detected as 1024 + }, + "vector_store": { + "custom_llm_provider": "s3_vectors", + "vector_bucket_name": "my-embeddings", + "distance_metric": "cosine" + } +} +``` + ## Input Examples ### File (Base64) diff --git a/litellm/constants.py b/litellm/constants.py index 0525bf3843..0c9d1d941b 100644 --- a/litellm/constants.py +++ b/litellm/constants.py @@ -1327,6 +1327,13 @@ COROUTINE_CHECKER_MAX_SIZE_IN_MEMORY = int( DEFAULT_CHUNK_SIZE = int(os.getenv("DEFAULT_CHUNK_SIZE", 1000)) DEFAULT_CHUNK_OVERLAP = int(os.getenv("DEFAULT_CHUNK_OVERLAP", 200)) +########################### S3 Vectors RAG Constants ########################### +S3_VECTORS_DEFAULT_DIMENSION = int(os.getenv("S3_VECTORS_DEFAULT_DIMENSION", 1024)) +S3_VECTORS_DEFAULT_DISTANCE_METRIC = str( + os.getenv("S3_VECTORS_DEFAULT_DISTANCE_METRIC", "cosine") +) +S3_VECTORS_DEFAULT_NON_FILTERABLE_METADATA_KEYS = ["source_text"] + ########################### Microsoft SSO Constants ########################### MICROSOFT_USER_EMAIL_ATTRIBUTE = str( os.getenv("MICROSOFT_USER_EMAIL_ATTRIBUTE", "userPrincipalName") diff --git a/litellm/model_prices_and_context_window_backup.json b/litellm/model_prices_and_context_window_backup.json index 7f33e96dbb..4ac4159558 100644 --- a/litellm/model_prices_and_context_window_backup.json +++ b/litellm/model_prices_and_context_window_backup.json @@ -10232,6 +10232,48 @@ "mode": "completion", "output_cost_per_token": 5e-07 }, + "deepseek-v3-2-251201": { + "input_cost_per_token": 0.0, + "litellm_provider": "volcengine", + "max_input_tokens": 98304, + "max_output_tokens": 32768, + "max_tokens": 32768, + "mode": "chat", + "output_cost_per_token": 0.0, + "supports_assistant_prefill": true, + "supports_function_calling": true, + "supports_prompt_caching": true, + "supports_reasoning": true, + "supports_tool_choice": true + }, + "glm-4-7-251222": { + "input_cost_per_token": 0.0, + "litellm_provider": "volcengine", + "max_input_tokens": 204800, + "max_output_tokens": 131072, + "max_tokens": 131072, + "mode": "chat", + "output_cost_per_token": 0.0, + "supports_assistant_prefill": true, + "supports_function_calling": true, + "supports_prompt_caching": true, + "supports_reasoning": true, + "supports_tool_choice": true + }, + "kimi-k2-thinking-251104": { + "input_cost_per_token": 0.0, + "litellm_provider": "volcengine", + "max_input_tokens": 229376, + "max_output_tokens": 32768, + "max_tokens": 32768, + "mode": "chat", + "output_cost_per_token": 0.0, + "supports_assistant_prefill": true, + "supports_function_calling": true, + "supports_prompt_caching": true, + "supports_reasoning": true, + "supports_tool_choice": true + }, "doubao-embedding": { "input_cost_per_token": 0.0, "litellm_provider": "volcengine", diff --git a/litellm/rag/ingestion/s3_vectors_ingestion.py b/litellm/rag/ingestion/s3_vectors_ingestion.py new file mode 100644 index 0000000000..13964cd89a --- /dev/null +++ b/litellm/rag/ingestion/s3_vectors_ingestion.py @@ -0,0 +1,546 @@ +""" +S3 Vectors-specific RAG Ingestion implementation. + +S3 Vectors is AWS's native vector storage service that provides: +- Purpose-built vector buckets for storing and querying vectors +- Vector indexes with configurable dimensions and distance metrics +- Metadata filtering for semantic search + +This implementation: +1. Auto-creates vector buckets and indexes if not provided +2. Uses LiteLLM's embedding API (supports any provider) +3. Uses httpx + AWS SigV4 signing (no boto3 dependency for S3 Vectors APIs) +4. Stores vectors with metadata using PutVectors API +""" + +from __future__ import annotations + +import hashlib +import uuid +from typing import TYPE_CHECKING, Any, Dict, List, Optional, Tuple + +import litellm +from litellm._logging import verbose_logger +from litellm.constants import ( + S3_VECTORS_DEFAULT_DIMENSION, + S3_VECTORS_DEFAULT_DISTANCE_METRIC, + S3_VECTORS_DEFAULT_NON_FILTERABLE_METADATA_KEYS, +) +from litellm.litellm_core_utils.safe_json_dumps import safe_dumps +from litellm.llms.bedrock.base_aws_llm import BaseAWSLLM +from litellm.llms.custom_httpx.http_handler import ( + get_async_httpx_client, + httpxSpecialProvider, +) +from litellm.rag.ingestion.base_ingestion import BaseRAGIngestion + +if TYPE_CHECKING: + from litellm import Router + from litellm.types.rag import RAGIngestOptions + + +class S3VectorsRAGIngestion(BaseRAGIngestion, BaseAWSLLM): + """ + S3 Vectors RAG ingestion using httpx + AWS SigV4 signing. + + Workflow: + 1. Auto-create vector bucket if needed (CreateVectorBucket API) + 2. Auto-create vector index if needed (CreateVectorIndex API) + 3. Generate embeddings using LiteLLM (supports any provider) + 4. Store vectors with PutVectors API + + Configuration: + - vector_bucket_name: S3 vector bucket name (required) + - index_name: Vector index name (auto-creates if not provided) + - dimension: Vector dimension (default: S3_VECTORS_DEFAULT_DIMENSION) + - distance_metric: "cosine" or "euclidean" (default: S3_VECTORS_DEFAULT_DISTANCE_METRIC) + - non_filterable_metadata_keys: List of metadata keys to exclude from filtering + """ + + def __init__( + self, + ingest_options: "RAGIngestOptions", + router: Optional["Router"] = None, + ): + BaseRAGIngestion.__init__(self, ingest_options=ingest_options, router=router) + BaseAWSLLM.__init__(self) + + # Extract config + self.vector_bucket_name = self.vector_store_config["vector_bucket_name"] + self.index_name = self.vector_store_config.get("index_name") + self.distance_metric = self.vector_store_config.get( + "distance_metric", S3_VECTORS_DEFAULT_DISTANCE_METRIC + ) + self.non_filterable_metadata_keys = self.vector_store_config.get( + "non_filterable_metadata_keys", + S3_VECTORS_DEFAULT_NON_FILTERABLE_METADATA_KEYS, + ) + + # Get dimension from config (will be auto-detected on first use if not provided) + self.dimension = self._get_dimension_from_config() + + # Get AWS region using BaseAWSLLM method + _aws_region = self.vector_store_config.get("aws_region_name") + self.aws_region_name = self.get_aws_region_name_for_non_llm_api_calls( + aws_region_name=str(_aws_region) if _aws_region else None + ) + + # Create httpx client (similar to s3_v2.py) + ssl_verify = self._get_ssl_verify( + ssl_verify=self.vector_store_config.get("ssl_verify") + ) + self.async_httpx_client = get_async_httpx_client( + llm_provider=httpxSpecialProvider.RAG, + params={"ssl_verify": ssl_verify} if ssl_verify is not None else None, + ) + + # Track if infrastructure is initialized + self._config_initialized = False + + async def _get_dimension_from_embedding_request(self) -> int: + """ + Auto-detect dimension by making a test embedding request. + + Makes a single embedding request with a test string to determine + the output dimension of the embedding model. + """ + if not self.embedding_config or "model" not in self.embedding_config: + return S3_VECTORS_DEFAULT_DIMENSION + + try: + model_name = self.embedding_config["model"] + verbose_logger.debug( + f"Auto-detecting dimension by making test embedding request to {model_name}" + ) + + # Make a test embedding request + test_input = "test" + if self.router: + response = await self.router.aembedding(model=model_name, input=[test_input]) + else: + response = await litellm.aembedding(model=model_name, input=[test_input]) + + # Get dimension from the response + if response.data and len(response.data) > 0: + dimension = len(response.data[0]["embedding"]) + verbose_logger.debug( + f"Auto-detected dimension {dimension} for embedding model {model_name}" + ) + return dimension + except Exception as e: + verbose_logger.warning( + f"Could not auto-detect dimension from embedding model: {e}. " + f"Using default dimension of {S3_VECTORS_DEFAULT_DIMENSION}." + ) + + return S3_VECTORS_DEFAULT_DIMENSION + + def _get_dimension_from_config(self) -> Optional[int]: + """ + Get vector dimension from config if explicitly provided. + + Returns None if dimension should be auto-detected. + """ + if "dimension" in self.vector_store_config: + return int(self.vector_store_config["dimension"]) + return None + + async def _ensure_config_initialized(self): + """Lazily initialize S3 Vectors infrastructure.""" + if self._config_initialized: + return + + # Auto-detect dimension if not provided + if self.dimension is None: + self.dimension = await self._get_dimension_from_embedding_request() + + # Ensure vector bucket exists + await self._ensure_vector_bucket_exists() + + # Ensure vector index exists + if not self.index_name: + # Auto-generate index name + unique_id = uuid.uuid4().hex[:8] + self.index_name = f"litellm-index-{unique_id}" + + await self._ensure_vector_index_exists() + + self._config_initialized = True + + async def _sign_and_execute_request( + self, + method: str, + url: str, + data: Optional[str] = None, + headers: Optional[Dict[str, str]] = None, + ) -> Any: + """ + Helper to sign and execute AWS API requests using httpx + SigV4. + + Pattern from litellm/integrations/s3_v2.py + """ + try: + import requests + from botocore.auth import SigV4Auth + from botocore.awsrequest import AWSRequest + except ImportError: + raise ImportError( + "Missing botocore to call S3 Vectors. Run 'pip install boto3'." + ) + + # Get AWS credentials using BaseAWSLLM's get_credentials method + credentials = self.get_credentials( + aws_access_key_id=self.vector_store_config.get("aws_access_key_id"), + aws_secret_access_key=self.vector_store_config.get("aws_secret_access_key"), + aws_session_token=self.vector_store_config.get("aws_session_token"), + aws_region_name=self.aws_region_name, + aws_session_name=self.vector_store_config.get("aws_session_name"), + aws_profile_name=self.vector_store_config.get("aws_profile_name"), + aws_role_name=self.vector_store_config.get("aws_role_name"), + aws_web_identity_token=self.vector_store_config.get("aws_web_identity_token"), + aws_sts_endpoint=self.vector_store_config.get("aws_sts_endpoint"), + aws_external_id=self.vector_store_config.get("aws_external_id"), + ) + + # Prepare headers + if headers is None: + headers = {} + + if data: + headers["Content-Type"] = "application/json" + # Calculate SHA256 hash of the content + content_hash = hashlib.sha256(data.encode("utf-8")).hexdigest() + headers["x-amz-content-sha256"] = content_hash + else: + # For requests without body, use hash of empty string + headers["x-amz-content-sha256"] = hashlib.sha256(b"").hexdigest() + + # Prepare the request + req = requests.Request(method, url, data=data, headers=headers) + prepped = req.prepare() + + # Sign the request + aws_request = AWSRequest( + method=prepped.method, + url=prepped.url, + data=prepped.body, + headers=prepped.headers, + ) + SigV4Auth(credentials, "s3vectors", self.aws_region_name).add_auth(aws_request) + + # Prepare the signed headers + signed_headers = dict(aws_request.headers.items()) + + # Make the request using specific method (pattern from s3_v2.py) + method_upper = method.upper() + if method_upper == "PUT": + response = await self.async_httpx_client.put( + url, data=data, headers=signed_headers + ) + elif method_upper == "POST": + response = await self.async_httpx_client.post( + url, data=data, headers=signed_headers + ) + elif method_upper == "GET": + response = await self.async_httpx_client.get(url, headers=signed_headers) + else: + raise ValueError(f"Unsupported HTTP method: {method}") + + return response + + async def _ensure_vector_bucket_exists(self): + """Create vector bucket if it doesn't exist using GetVectorBucket and CreateVectorBucket APIs.""" + verbose_logger.debug( + f"Ensuring S3 vector bucket exists: {self.vector_bucket_name}" + ) + + # Try to get bucket info using GetVectorBucket API + get_url = f"https://s3vectors.{self.aws_region_name}.api.aws/GetVectorBucket" + get_body = safe_dumps({"vectorBucketName": self.vector_bucket_name}) + + try: + response = await self._sign_and_execute_request("POST", get_url, data=get_body) + if response.status_code == 200: + verbose_logger.debug(f"Vector bucket {self.vector_bucket_name} exists") + return + except Exception as e: + verbose_logger.debug( + f"Bucket check failed (may not exist): {e}, attempting to create" + ) + + # Create vector bucket using CreateVectorBucket API + try: + verbose_logger.debug(f"Creating vector bucket: {self.vector_bucket_name}") + create_url = f"https://s3vectors.{self.aws_region_name}.api.aws/CreateVectorBucket" + create_body = safe_dumps({ + "vectorBucketName": self.vector_bucket_name + }) + + response = await self._sign_and_execute_request("POST", create_url, data=create_body) + + if response.status_code in (200, 201): + verbose_logger.info(f"Created vector bucket: {self.vector_bucket_name}") + elif response.status_code == 409: + # Bucket already exists (ConflictException) + verbose_logger.debug( + f"Vector bucket {self.vector_bucket_name} already exists" + ) + else: + verbose_logger.error(f"CreateVectorBucket failed: {response.status_code} - {response.text}") + response.raise_for_status() + except Exception as e: + verbose_logger.exception(f"Error creating vector bucket: {e}") + raise + + async def _ensure_vector_index_exists(self): + """Create vector index if it doesn't exist using GetIndex and CreateIndex APIs.""" + verbose_logger.debug( + f"Ensuring vector index exists: {self.vector_bucket_name}/{self.index_name}" + ) + + # Try to get index info using GetIndex API + get_url = f"https://s3vectors.{self.aws_region_name}.api.aws/GetIndex" + get_body = safe_dumps({ + "vectorBucketName": self.vector_bucket_name, + "indexName": self.index_name + }) + + try: + response = await self._sign_and_execute_request("POST", get_url, data=get_body) + if response.status_code == 200: + verbose_logger.debug(f"Vector index {self.index_name} exists") + return + except Exception as e: + verbose_logger.debug( + f"Index check failed (may not exist): {e}, attempting to create" + ) + + # Create vector index using CreateIndex API + try: + verbose_logger.debug( + f"Creating vector index: {self.index_name} with dimension={self.dimension}, metric={self.distance_metric}" + ) + + # Prepare index configuration per AWS API docs + index_config = { + "vectorBucketName": self.vector_bucket_name, + "indexName": self.index_name, + "dataType": "float32", + "dimension": self.dimension, + "distanceMetric": self.distance_metric, + } + + if self.non_filterable_metadata_keys: + index_config["metadataConfiguration"] = { + "nonFilterableMetadataKeys": self.non_filterable_metadata_keys + } + + create_url = f"https://s3vectors.{self.aws_region_name}.api.aws/CreateIndex" + response = await self._sign_and_execute_request( + "POST", create_url, data=safe_dumps(index_config) + ) + + if response.status_code in (200, 201): + verbose_logger.info(f"Created vector index: {self.index_name}") + elif response.status_code == 409: + verbose_logger.debug(f"Vector index {self.index_name} already exists") + else: + verbose_logger.error(f"CreateIndex failed: {response.status_code} - {response.text}") + response.raise_for_status() + except Exception as e: + verbose_logger.exception(f"Error creating vector index: {e}") + raise + + async def _put_vectors(self, vectors: List[Dict[str, Any]]): + """ + Call PutVectors API to store vectors in S3 Vectors. + + Args: + vectors: List of vector objects with keys: "key", "data", "metadata" + """ + verbose_logger.debug( + f"Storing {len(vectors)} vectors in {self.vector_bucket_name}/{self.index_name}" + ) + + url = f"https://s3vectors.{self.aws_region_name}.api.aws/PutVectors" + + # Prepare request body per AWS API docs + request_body = { + "vectorBucketName": self.vector_bucket_name, + "indexName": self.index_name, + "vectors": vectors + } + + try: + response = await self._sign_and_execute_request( + "POST", url, data=safe_dumps(request_body) + ) + + if response.status_code in (200, 201): + verbose_logger.info( + f"Successfully stored {len(vectors)} vectors in index {self.index_name}" + ) + else: + verbose_logger.error( + f"PutVectors failed with status {response.status_code}: {response.text}" + ) + response.raise_for_status() + except Exception as e: + verbose_logger.exception(f"Error storing vectors: {e}") + raise + + async def embed( + self, + chunks: List[str], + ) -> Optional[List[List[float]]]: + """ + Generate embeddings using LiteLLM's embedding API. + + Supports any embedding provider (OpenAI, Bedrock, Cohere, etc.) + """ + if not chunks: + return None + + # Use embedding config from ingest_options or default + if not self.embedding_config: + verbose_logger.warning( + "No embedding config provided, using default text-embedding-3-small" + ) + self.embedding_config = {"model": "text-embedding-3-small"} + + embedding_model = self.embedding_config.get("model", "text-embedding-3-small") + + verbose_logger.debug( + f"Generating embeddings for {len(chunks)} chunks using {embedding_model}" + ) + + # Convert to list to ensure type compatibility + input_chunks: List[str] = list(chunks) + + if self.router: + response = await self.router.aembedding(model=embedding_model, input=input_chunks) + else: + response = await litellm.aembedding(model=embedding_model, input=input_chunks) + + return [item["embedding"] for item in response.data] + + async def store( + self, + file_content: Optional[bytes], + filename: Optional[str], + content_type: Optional[str], + chunks: List[str], + embeddings: Optional[List[List[float]]], + ) -> Tuple[Optional[str], Optional[str]]: + """ + Store vectors in S3 Vectors using PutVectors API. + + Steps: + 1. Ensure vector bucket exists (auto-create if needed) + 2. Ensure vector index exists (auto-create if needed) + 3. Prepare vector data with metadata + 4. Call PutVectors API with httpx + SigV4 signing + + Args: + file_content: Raw file bytes (not used for S3 Vectors) + filename: Name of the file + content_type: MIME type (not used for S3 Vectors) + chunks: Text chunks + embeddings: Vector embeddings + + Returns: + Tuple of (index_name, filename) + """ + # Ensure infrastructure exists + await self._ensure_config_initialized() + + if not embeddings or not chunks: + verbose_logger.warning("No embeddings or chunks to store") + return self.index_name, None + + # Prepare vectors for PutVectors API + vectors = [] + for i, (chunk, embedding) in enumerate(zip(chunks, embeddings)): + vector_obj = { + "key": f"{filename}_{i}" if filename else f"chunk_{i}", + "data": {"float32": embedding}, + "metadata": { + "source_text": chunk, # Non-filterable (for reference) + "chunk_index": str(i), # Filterable + }, + } + + if filename: + vector_obj["metadata"]["filename"] = filename # Filterable + + vectors.append(vector_obj) + + # Call PutVectors API + await self._put_vectors(vectors) + + return self.index_name, filename + + async def query_vector_store( + self, vector_store_id: str, query: str, top_k: int = 5 + ) -> Optional[Dict[str, Any]]: + """ + Query S3 Vectors using QueryVectors API. + + Args: + vector_store_id: Index name + query: Query text + top_k: Number of results to return + + Returns: + Query results with vectors and metadata + """ + verbose_logger.debug(f"Querying index {vector_store_id} with query: {query}") + + # Generate query embedding + if not self.embedding_config: + self.embedding_config = {"model": "text-embedding-3-small"} + + embedding_model = self.embedding_config.get("model", "text-embedding-3-small") + + response = await litellm.aembedding(model=embedding_model, input=[query]) + query_embedding = response.data[0]["embedding"] + + # Call QueryVectors API + url = f"https://s3vectors.{self.aws_region_name}.api.aws/QueryVectors" + + request_body = { + "vectorBucketName": self.vector_bucket_name, + "indexName": vector_store_id, + "queryVector": {"float32": query_embedding}, + "topK": top_k, + "returnDistance": True, + "returnMetadata": True, + } + + try: + response = await self._sign_and_execute_request( + "POST", url, data=safe_dumps(request_body) + ) + + if response.status_code == 200: + results = response.json() + verbose_logger.debug(f"Query returned {len(results.get('vectors', []))} results") + + # Check if query terms appear in results + if results.get("vectors"): + for result in results["vectors"]: + metadata = result.get("metadata", {}) + source_text = metadata.get("source_text", "") + if query.lower() in source_text.lower(): + return results + + # Return results even if exact match not found + return results + else: + verbose_logger.error( + f"QueryVectors failed with status {response.status_code}: {response.text}" + ) + return None + except Exception as e: + verbose_logger.exception(f"Error querying vectors: {e}") + return None diff --git a/litellm/rag/main.py b/litellm/rag/main.py index 620097f83d..571f78f2f7 100644 --- a/litellm/rag/main.py +++ b/litellm/rag/main.py @@ -31,6 +31,7 @@ from litellm.rag.ingestion.base_ingestion import BaseRAGIngestion from litellm.rag.ingestion.bedrock_ingestion import BedrockRAGIngestion from litellm.rag.ingestion.gemini_ingestion import GeminiRAGIngestion from litellm.rag.ingestion.openai_ingestion import OpenAIRAGIngestion +from litellm.rag.ingestion.s3_vectors_ingestion import S3VectorsRAGIngestion from litellm.rag.rag_query import RAGQuery from litellm.types.rag import ( RAGIngestOptions, @@ -48,6 +49,7 @@ INGESTION_REGISTRY: Dict[str, Type[BaseRAGIngestion]] = { "openai": OpenAIRAGIngestion, "bedrock": BedrockRAGIngestion, "gemini": GeminiRAGIngestion, + "s3_vectors": S3VectorsRAGIngestion, } diff --git a/litellm/types/rag.py b/litellm/types/rag.py index fe237a1343..cae0770868 100644 --- a/litellm/types/rag.py +++ b/litellm/types/rag.py @@ -129,9 +129,53 @@ class VertexAIVectorStoreOptions(TypedDict, total=False): import_timeout: Optional[int] # Timeout in seconds (default: 600) +class S3VectorsVectorStoreOptions(TypedDict, total=False): + """ + AWS S3 Vectors configuration. + + Example (auto-create): + {"custom_llm_provider": "s3_vectors", "vector_bucket_name": "my-embeddings"} + + Example (use existing): + {"custom_llm_provider": "s3_vectors", "vector_bucket_name": "my-embeddings", + "index_name": "my-index"} + + Example (with credentials): + {"custom_llm_provider": "s3_vectors", "vector_bucket_name": "my-embeddings", + "litellm_credential_name": "my-aws-creds"} + + Auto-creation creates: S3 vector bucket and vector index (if not provided). + Embeddings are generated using LiteLLM's embedding API (supports any provider). + """ + + custom_llm_provider: Literal["s3_vectors"] + vector_bucket_name: str # Required - S3 vector bucket name + index_name: Optional[str] # Vector index name (auto-creates if not provided) + + # Index configuration (for auto-creation) + dimension: Optional[int] # Vector dimension (auto-detected from embedding model, or default: 1024) + distance_metric: Optional[Literal["cosine", "euclidean"]] # Default: cosine + non_filterable_metadata_keys: Optional[List[str]] # Keys excluded from filtering (e.g., ["source_text"]) + + # Credentials (loaded from litellm.credential_list if litellm_credential_name is provided) + litellm_credential_name: Optional[str] # Credential name to load from litellm.credential_list + + # AWS auth (uses BaseAWSLLM) + aws_access_key_id: Optional[str] + aws_secret_access_key: Optional[str] + aws_session_token: Optional[str] + aws_region_name: Optional[str] # default: us-west-2 + aws_role_name: Optional[str] + aws_session_name: Optional[str] + aws_profile_name: Optional[str] + aws_web_identity_token: Optional[str] + aws_sts_endpoint: Optional[str] + aws_external_id: Optional[str] + + # Union type for vector store options RAGIngestVectorStoreOptions = Union[ - OpenAIVectorStoreOptions, BedrockVectorStoreOptions, VertexAIVectorStoreOptions + OpenAIVectorStoreOptions, BedrockVectorStoreOptions, VertexAIVectorStoreOptions, S3VectorsVectorStoreOptions ] diff --git a/tests/vector_store_tests/rag/test_rag_s3_vectors.py b/tests/vector_store_tests/rag/test_rag_s3_vectors.py new file mode 100644 index 0000000000..cd8a362a7b --- /dev/null +++ b/tests/vector_store_tests/rag/test_rag_s3_vectors.py @@ -0,0 +1,107 @@ +""" +S3 Vectors RAG ingestion tests. + +Requires environment variables: +- AWS_ACCESS_KEY_ID +- AWS_SECRET_ACCESS_KEY +- AWS_REGION_NAME (optional, defaults to us-west-2) + +Optional: +- S3_VECTOR_BUCKET_NAME (optional, auto-generates if not set) +""" + +import os +import sys +from typing import Any, Dict, Optional + +import pytest + +sys.path.insert(0, os.path.abspath("../../..")) + +import litellm +from litellm.types.rag import RAGIngestOptions +from tests.vector_store_tests.rag.base_rag_tests import BaseRAGTest + + +class TestRAGS3Vectors(BaseRAGTest): + """Test RAG Ingest with AWS S3 Vectors.""" + + @pytest.fixture(autouse=True) + def check_env_vars(self): + """Check required environment variables before each test.""" + aws_key = os.environ.get("AWS_ACCESS_KEY_ID") + aws_secret = os.environ.get("AWS_SECRET_ACCESS_KEY") + + if not aws_key or not aws_secret: + pytest.skip("Skipping S3 Vectors test: AWS credentials required") + + def get_base_ingest_options(self) -> RAGIngestOptions: + """ + Return S3 Vectors-specific ingest options. + + Chunking is configured via chunking_strategy (unified interface). + Embeddings are generated using LiteLLM's embedding API. + """ + vector_bucket_name = os.environ.get( + "S3_VECTOR_BUCKET_NAME", "test-litellm-vectors" + ) + aws_region = os.environ.get("AWS_REGION_NAME", "us-west-2") + + return { + "chunking_strategy": { + "chunk_size": 512, + "chunk_overlap": 100, + }, + "embedding": { + "model": "text-embedding-3-small" # Can use any LiteLLM-supported model + }, + "vector_store": { + "custom_llm_provider": "s3_vectors", + "vector_bucket_name": vector_bucket_name, + "index_name": "test-index", + # dimension is auto-detected from embedding model (text-embedding-3-small = 1536) + "distance_metric": "cosine", + "non_filterable_metadata_keys": ["source_text"], + "aws_region_name": aws_region, + }, + } + + async def query_vector_store( + self, + vector_store_id: str, + query: str, + ) -> Optional[Dict[str, Any]]: + """Query S3 Vectors index.""" + try: + # Import the ingestion class to use its query method + from litellm.rag.ingestion.s3_vectors_ingestion import ( + S3VectorsRAGIngestion, + ) + except ImportError: + pytest.skip("S3 Vectors ingestion not available") + + vector_bucket_name = os.environ.get( + "S3_VECTOR_BUCKET_NAME", "test-litellm-vectors" + ) + aws_region = os.environ.get("AWS_REGION_NAME", "us-west-2") + + # Create ingestion instance to use query method + ingest_options = { + "embedding": {"model": "text-embedding-3-small"}, + "vector_store": { + "custom_llm_provider": "s3_vectors", + "vector_bucket_name": vector_bucket_name, + "aws_region_name": aws_region, + }, + } + + ingestion = S3VectorsRAGIngestion(ingest_options=ingest_options) + + # Query the index + results = await ingestion.query_vector_store( + vector_store_id=vector_store_id, + query=query, + top_k=5, + ) + + return results From 0b8c10c48828d13317154a25886211f719e6e2f1 Mon Sep 17 00:00:00 2001 From: Xianzong Xie Date: Tue, 27 Jan 2026 15:54:46 -0800 Subject: [PATCH 081/188] Add native_background_mode to override polling_via_cache for specific models This follow-up to PR #16862 allows users to specify models that should use the native provider's background mode instead of polling via cache. Config example: litellm_settings: responses: background_mode: polling_via_cache: ["openai"] native_background_mode: ["o4-mini-deep-research"] ttl: 3600 When a model is in native_background_mode list, should_use_polling_for_request returns False, allowing the request to fall through to native provider handling. Committed-By-Agent: cursor --- litellm/proxy/proxy_server.py | 8 ++++++-- litellm/proxy/response_api_endpoints/endpoints.py | 2 ++ litellm/proxy/response_polling/polling_handler.py | 12 +++++++++++- 3 files changed, 19 insertions(+), 3 deletions(-) diff --git a/litellm/proxy/proxy_server.py b/litellm/proxy/proxy_server.py index 183c25ed46..cf5d133bc3 100644 --- a/litellm/proxy/proxy_server.py +++ b/litellm/proxy/proxy_server.py @@ -1224,6 +1224,7 @@ redis_usage_cache: Optional[ RedisCache ] = None # redis cache used for tracking spend, tpm/rpm limits polling_via_cache_enabled: Union[Literal["all"], List[str], bool] = False +native_background_mode: List[str] = [] # Models that should use native provider background mode instead of polling polling_cache_ttl: int = 3600 # Default 1 hour TTL for polling cache user_custom_auth = None user_custom_key_generate = None @@ -2456,14 +2457,17 @@ class ProxyConfig: pass elif key == "responses": # Initialize global polling via cache settings - global polling_via_cache_enabled, polling_cache_ttl + global polling_via_cache_enabled, native_background_mode, polling_cache_ttl background_mode = value.get("background_mode", {}) polling_via_cache_enabled = background_mode.get( "polling_via_cache", False ) + native_background_mode = background_mode.get( + "native_background_mode", [] + ) polling_cache_ttl = background_mode.get("ttl", 3600) verbose_proxy_logger.debug( - f"{blue_color_code} Initialized polling via cache: enabled={polling_via_cache_enabled}, ttl={polling_cache_ttl}{reset_color_code}" + f"{blue_color_code} Initialized polling via cache: enabled={polling_via_cache_enabled}, native_background_mode={native_background_mode}, ttl={polling_cache_ttl}{reset_color_code}" ) elif key == "default_team_settings": for idx, team_setting in enumerate( diff --git a/litellm/proxy/response_api_endpoints/endpoints.py b/litellm/proxy/response_api_endpoints/endpoints.py index ec1bc5497b..44e8c42b2c 100644 --- a/litellm/proxy/response_api_endpoints/endpoints.py +++ b/litellm/proxy/response_api_endpoints/endpoints.py @@ -68,6 +68,7 @@ async def responses_api( _read_request_body, general_settings, llm_router, + native_background_mode, polling_cache_ttl, polling_via_cache_enabled, proxy_config, @@ -95,6 +96,7 @@ async def responses_api( redis_cache=redis_usage_cache, model=data.get("model", ""), llm_router=llm_router, + native_background_mode=native_background_mode, ) # If polling is enabled, use polling mode diff --git a/litellm/proxy/response_polling/polling_handler.py b/litellm/proxy/response_polling/polling_handler.py index c47578c8d7..f0b850049b 100644 --- a/litellm/proxy/response_polling/polling_handler.py +++ b/litellm/proxy/response_polling/polling_handler.py @@ -3,7 +3,7 @@ Response Polling Handler for Background Responses with Cache """ import json from datetime import datetime, timezone -from typing import Any, Dict, Optional +from typing import Any, Dict, List, Optional from litellm._logging import verbose_proxy_logger from litellm._uuid import uuid4 @@ -257,6 +257,7 @@ def should_use_polling_for_request( redis_cache, # RedisCache or None model: str, llm_router, # Router instance or None + native_background_mode: Optional[List[str]] = None, # List of models that should use native background mode ) -> bool: """ Determine if polling via cache should be used for a request. @@ -267,6 +268,8 @@ def should_use_polling_for_request( redis_cache: Redis cache instance (required for polling) model: Model name from the request (e.g., "gpt-5" or "openai/gpt-4o") llm_router: LiteLLM router instance for looking up model deployments + native_background_mode: List of model names that should use native provider + background mode instead of polling via cache Returns: True if polling should be used, False otherwise @@ -275,6 +278,13 @@ def should_use_polling_for_request( if not (background_mode and polling_via_cache_enabled and redis_cache): return False + # Check if model is in native_background_mode list - these use native provider background mode + if native_background_mode and model in native_background_mode: + verbose_proxy_logger.debug( + f"Model {model} is in native_background_mode list, skipping polling via cache" + ) + return False + # "all" enables polling for all providers if polling_via_cache_enabled == "all": return True From 51339f5ef189e1b3f79d9b04e1f61859e2373675 Mon Sep 17 00:00:00 2001 From: Ishaan Jaff Date: Tue, 27 Jan 2026 16:30:59 -0800 Subject: [PATCH 082/188] [Feat] RAG API - Add s3_vectors as provider on /vector_store/search API + UI for creating + PDF support for /rag/ingest (#19895) * init S3VectorsRAGIngestion as a supported ingestion provider for RAG API * test: TestRAGS3Vectors * init S3VectorsVectorStoreOptions * init s3 vectors * code clean up + QA * fix: get_credentials * S3VectorsRAGIngestion * TestRAGS3Vectors * docs: AWS S3 Vectors * add asyncio QA checks * fix: S3_VECTORS_DEFAULT_DIMENSION * init ui for bedrock s3 vectors * fix add /search support for s3_vectors * init atransform_search_vector_store_request * feat: S3VectorsVectorStoreConfig * TestS3VectorsVectorStoreConfig * atransform_search_vector_store_request * fix: S3VectorsVectorStoreConfig * add validation for bucket name etd * fix UI validation for s3 vector store * init extract_text_from_pdf * add pypdf * fix code QA checks * fix navbar * init s3_vector.png * fix QA code --- .../base_llm/vector_store/transformation.py | 26 +- litellm/llms/bedrock/base_aws_llm.py | 2 +- litellm/llms/custom_httpx/llm_http_handler.py | 36 ++- litellm/llms/s3_vectors/__init__.py | 1 + .../llms/s3_vectors/vector_stores/__init__.py | 1 + .../vector_stores/transformation.py | 254 ++++++++++++++++++ .../out/assets/logos/s3_vector.png | Bin 0 -> 191076 bytes litellm/proxy/rag_endpoints/endpoints.py | 9 + litellm/rag/ingestion/base_ingestion.py | 17 +- .../rag/ingestion/file_parsers/__init__.py | 9 + .../rag/ingestion/file_parsers/pdf_parser.py | 70 +++++ litellm/rag/ingestion/s3_vectors_ingestion.py | 47 +++- litellm/types/router.py | 4 + litellm/types/utils.py | 11 +- litellm/utils.py | 8 +- requirements.txt | 1 + .../test_litellm/llms/s3_vectors/__init__.py | 1 + .../llms/s3_vectors/vector_stores/__init__.py | 1 + .../test_s3_vectors_transformation.py | 115 ++++++++ .../test_s3_vectors_vector_store.py | 42 +++ .../public/assets/logos/s3_vector.png | Bin 0 -> 191076 bytes .../src/components/navbar.tsx | 2 +- .../src/components/networking.tsx | 4 +- .../CreateVectorStore.test.tsx | 116 +++++++- .../CreateVectorStore.tsx | 96 ++++++- .../S3VectorsConfig.test.tsx | 203 ++++++++++++++ .../S3VectorsConfig.tsx | 192 +++++++++++++ .../src/components/vector_store_providers.tsx | 37 +++ 28 files changed, 1269 insertions(+), 36 deletions(-) create mode 100644 litellm/llms/s3_vectors/__init__.py create mode 100644 litellm/llms/s3_vectors/vector_stores/__init__.py create mode 100644 litellm/llms/s3_vectors/vector_stores/transformation.py create mode 100644 litellm/proxy/_experimental/out/assets/logos/s3_vector.png create mode 100644 litellm/rag/ingestion/file_parsers/__init__.py create mode 100644 litellm/rag/ingestion/file_parsers/pdf_parser.py create mode 100644 tests/test_litellm/llms/s3_vectors/__init__.py create mode 100644 tests/test_litellm/llms/s3_vectors/vector_stores/__init__.py create mode 100644 tests/test_litellm/llms/s3_vectors/vector_stores/test_s3_vectors_transformation.py create mode 100644 tests/vector_store_tests/test_s3_vectors_vector_store.py create mode 100644 ui/litellm-dashboard/public/assets/logos/s3_vector.png create mode 100644 ui/litellm-dashboard/src/components/vector_store_management/S3VectorsConfig.test.tsx create mode 100644 ui/litellm-dashboard/src/components/vector_store_management/S3VectorsConfig.tsx diff --git a/litellm/llms/base_llm/vector_store/transformation.py b/litellm/llms/base_llm/vector_store/transformation.py index 89f2094d5d..935fd53c19 100644 --- a/litellm/llms/base_llm/vector_store/transformation.py +++ b/litellm/llms/base_llm/vector_store/transformation.py @@ -5,8 +5,8 @@ import httpx from litellm.types.router import GenericLiteLLMParams from litellm.types.vector_stores import ( - BaseVectorStoreAuthCredentials, VECTOR_STORE_OPENAI_PARAMS, + BaseVectorStoreAuthCredentials, VectorStoreCreateOptionalRequestParams, VectorStoreCreateResponse, VectorStoreIndexEndpoints, @@ -64,6 +64,30 @@ class BaseVectorStoreConfig: pass + async def atransform_search_vector_store_request( + self, + vector_store_id: str, + query: Union[str, List[str]], + vector_store_search_optional_params: VectorStoreSearchOptionalRequestParams, + api_base: str, + litellm_logging_obj: LiteLLMLoggingObj, + litellm_params: dict, + ) -> Tuple[str, Dict]: + """ + Optional async version of transform_search_vector_store_request. + If not implemented, the handler will fall back to the sync version. + Providers that need to make async calls (e.g., generating embeddings) should override this. + """ + # Default implementation: call the sync version + return self.transform_search_vector_store_request( + vector_store_id=vector_store_id, + query=query, + vector_store_search_optional_params=vector_store_search_optional_params, + api_base=api_base, + litellm_logging_obj=litellm_logging_obj, + litellm_params=litellm_params, + ) + @abstractmethod def transform_search_vector_store_response( self, response: httpx.Response, litellm_logging_obj: LiteLLMLoggingObj diff --git a/litellm/llms/bedrock/base_aws_llm.py b/litellm/llms/bedrock/base_aws_llm.py index 642d15fe3e..1de1c40c43 100644 --- a/litellm/llms/bedrock/base_aws_llm.py +++ b/litellm/llms/bedrock/base_aws_llm.py @@ -1163,7 +1163,7 @@ class BaseAWSLLM: def _sign_request( self, - service_name: Literal["bedrock", "sagemaker", "bedrock-agentcore"], + service_name: Literal["bedrock", "sagemaker", "bedrock-agentcore", "s3vectors"], headers: dict, optional_params: dict, request_data: dict, diff --git a/litellm/llms/custom_httpx/llm_http_handler.py b/litellm/llms/custom_httpx/llm_http_handler.py index 6a87967c3a..d2ea7e872a 100644 --- a/litellm/llms/custom_httpx/llm_http_handler.py +++ b/litellm/llms/custom_httpx/llm_http_handler.py @@ -7033,17 +7033,31 @@ class BaseLLMHTTPHandler: litellm_params=dict(litellm_params), ) - ( - url, - request_body, - ) = vector_store_provider_config.transform_search_vector_store_request( - vector_store_id=vector_store_id, - query=query, - vector_store_search_optional_params=vector_store_search_optional_params, - api_base=api_base, - litellm_logging_obj=logging_obj, - litellm_params=dict(litellm_params), - ) + # Check if provider has async transform method + if hasattr(vector_store_provider_config, "atransform_search_vector_store_request"): + ( + url, + request_body, + ) = await vector_store_provider_config.atransform_search_vector_store_request( + vector_store_id=vector_store_id, + query=query, + vector_store_search_optional_params=vector_store_search_optional_params, + api_base=api_base, + litellm_logging_obj=logging_obj, + litellm_params=dict(litellm_params), + ) + else: + ( + url, + request_body, + ) = vector_store_provider_config.transform_search_vector_store_request( + vector_store_id=vector_store_id, + query=query, + vector_store_search_optional_params=vector_store_search_optional_params, + api_base=api_base, + litellm_logging_obj=logging_obj, + litellm_params=dict(litellm_params), + ) all_optional_params: Dict[str, Any] = dict(litellm_params) all_optional_params.update(vector_store_search_optional_params or {}) headers, signed_json_body = vector_store_provider_config.sign_request( diff --git a/litellm/llms/s3_vectors/__init__.py b/litellm/llms/s3_vectors/__init__.py new file mode 100644 index 0000000000..e8367949c3 --- /dev/null +++ b/litellm/llms/s3_vectors/__init__.py @@ -0,0 +1 @@ +# S3 Vectors LLM integration diff --git a/litellm/llms/s3_vectors/vector_stores/__init__.py b/litellm/llms/s3_vectors/vector_stores/__init__.py new file mode 100644 index 0000000000..ac24b4a38d --- /dev/null +++ b/litellm/llms/s3_vectors/vector_stores/__init__.py @@ -0,0 +1 @@ +# S3 Vectors vector store integration diff --git a/litellm/llms/s3_vectors/vector_stores/transformation.py b/litellm/llms/s3_vectors/vector_stores/transformation.py new file mode 100644 index 0000000000..df81a78289 --- /dev/null +++ b/litellm/llms/s3_vectors/vector_stores/transformation.py @@ -0,0 +1,254 @@ +from typing import TYPE_CHECKING, Any, Dict, List, Optional, Tuple, Union + +import httpx + +from litellm.llms.base_llm.vector_store.transformation import BaseVectorStoreConfig +from litellm.llms.bedrock.base_aws_llm import BaseAWSLLM +from litellm.types.router import GenericLiteLLMParams +from litellm.types.vector_stores import ( + VECTOR_STORE_OPENAI_PARAMS, + BaseVectorStoreAuthCredentials, + VectorStoreIndexEndpoints, + VectorStoreResultContent, + VectorStoreSearchOptionalRequestParams, + VectorStoreSearchResponse, + VectorStoreSearchResult, +) + +if TYPE_CHECKING: + from litellm.litellm_core_utils.litellm_logging import Logging as LiteLLMLoggingObj +else: + LiteLLMLoggingObj = Any + + +class S3VectorsVectorStoreConfig(BaseVectorStoreConfig, BaseAWSLLM): + """Vector store configuration for AWS S3 Vectors.""" + + def __init__(self) -> None: + BaseVectorStoreConfig.__init__(self) + BaseAWSLLM.__init__(self) + + def get_auth_credentials( + self, litellm_params: dict + ) -> BaseVectorStoreAuthCredentials: + return {} + + def get_vector_store_endpoints_by_type(self) -> VectorStoreIndexEndpoints: + return { + "read": [("POST", "/QueryVectors")], + "write": [], + } + + def get_supported_openai_params( + self, model: str + ) -> List[VECTOR_STORE_OPENAI_PARAMS]: + return ["max_num_results"] + + def map_openai_params( + self, + non_default_params: dict, + optional_params: dict, + drop_params: bool, + ) -> dict: + for param, value in non_default_params.items(): + if param == "max_num_results": + optional_params["maxResults"] = value + return optional_params + + def validate_environment( + self, headers: dict, litellm_params: Optional[GenericLiteLLMParams] + ) -> dict: + headers = headers or {} + headers.setdefault("Content-Type", "application/json") + return headers + + def get_complete_url(self, api_base: Optional[str], litellm_params: dict) -> str: + aws_region_name = litellm_params.get("aws_region_name") + if not aws_region_name: + raise ValueError("aws_region_name is required for S3 Vectors") + return f"https://s3vectors.{aws_region_name}.api.aws" + + def transform_search_vector_store_request( + self, + vector_store_id: str, + query: Union[str, List[str]], + vector_store_search_optional_params: VectorStoreSearchOptionalRequestParams, + api_base: str, + litellm_logging_obj: LiteLLMLoggingObj, + litellm_params: dict, + ) -> Tuple[str, Dict]: + """Sync version - generates embedding synchronously.""" + # For S3 Vectors, vector_store_id should be in format: bucket_name:index_name + # If not in that format, try to construct it from litellm_params + bucket_name: str + index_name: str + + if ":" in vector_store_id: + bucket_name, index_name = vector_store_id.split(":", 1) + else: + # Try to get bucket_name from litellm_params + bucket_name_from_params = litellm_params.get("vector_bucket_name") + if not bucket_name_from_params or not isinstance(bucket_name_from_params, str): + raise ValueError( + "vector_store_id must be in format 'bucket_name:index_name' for S3 Vectors, " + "or vector_bucket_name must be provided in litellm_params" + ) + bucket_name = bucket_name_from_params + index_name = vector_store_id + + if isinstance(query, list): + query = " ".join(query) + + # Generate embedding for the query + embedding_model = litellm_params.get("embedding_model", "text-embedding-3-small") + + import litellm as litellm_module + embedding_response = litellm_module.embedding(model=embedding_model, input=[query]) + query_embedding = embedding_response.data[0]["embedding"] + + url = f"{api_base}/QueryVectors" + + request_body: Dict[str, Any] = { + "vectorBucketName": bucket_name, + "indexName": index_name, + "queryVector": {"float32": query_embedding}, + "topK": vector_store_search_optional_params.get("max_num_results", 5), # Default to 5 + "returnDistance": True, + "returnMetadata": True, + } + + litellm_logging_obj.model_call_details["query"] = query + return url, request_body + + async def atransform_search_vector_store_request( + self, + vector_store_id: str, + query: Union[str, List[str]], + vector_store_search_optional_params: VectorStoreSearchOptionalRequestParams, + api_base: str, + litellm_logging_obj: LiteLLMLoggingObj, + litellm_params: dict, + ) -> Tuple[str, Dict]: + """Async version - generates embedding asynchronously.""" + # For S3 Vectors, vector_store_id should be in format: bucket_name:index_name + # If not in that format, try to construct it from litellm_params + bucket_name: str + index_name: str + + if ":" in vector_store_id: + bucket_name, index_name = vector_store_id.split(":", 1) + else: + # Try to get bucket_name from litellm_params + bucket_name_from_params = litellm_params.get("vector_bucket_name") + if not bucket_name_from_params or not isinstance(bucket_name_from_params, str): + raise ValueError( + "vector_store_id must be in format 'bucket_name:index_name' for S3 Vectors, " + "or vector_bucket_name must be provided in litellm_params" + ) + bucket_name = bucket_name_from_params + index_name = vector_store_id + + if isinstance(query, list): + query = " ".join(query) + + # Generate embedding for the query asynchronously + embedding_model = litellm_params.get("embedding_model", "text-embedding-3-small") + + import litellm as litellm_module + embedding_response = await litellm_module.aembedding(model=embedding_model, input=[query]) + query_embedding = embedding_response.data[0]["embedding"] + + url = f"{api_base}/QueryVectors" + + request_body: Dict[str, Any] = { + "vectorBucketName": bucket_name, + "indexName": index_name, + "queryVector": {"float32": query_embedding}, + "topK": vector_store_search_optional_params.get("max_num_results", 5), # Default to 5 + "returnDistance": True, + "returnMetadata": True, + } + + litellm_logging_obj.model_call_details["query"] = query + return url, request_body + + def sign_request( + self, + headers: dict, + optional_params: Dict, + request_data: Dict, + api_base: str, + api_key: Optional[str] = None, + ) -> Tuple[dict, Optional[bytes]]: + return self._sign_request( + service_name="s3vectors", + headers=headers, + optional_params=optional_params, + request_data=request_data, + api_base=api_base, + api_key=api_key, + ) + + def transform_search_vector_store_response( + self, response: httpx.Response, litellm_logging_obj: LiteLLMLoggingObj + ) -> VectorStoreSearchResponse: + try: + response_data = response.json() + results: List[VectorStoreSearchResult] = [] + + for item in response_data.get("vectors", []) or []: + metadata = item.get("metadata", {}) or {} + source_text = metadata.get("source_text", "") + + if not source_text: + continue + + # Extract file information from metadata + chunk_index = metadata.get("chunk_index", "0") + file_id = f"s3-vectors-chunk-{chunk_index}" + filename = metadata.get("filename", f"document-{chunk_index}") + + # S3 Vectors returns distance, convert to similarity score (0-1) + # Lower distance = higher similarity + # We'll normalize using 1 / (1 + distance) to get a 0-1 score + distance = item.get("distance") + score = None + if distance is not None: + # Convert distance to similarity score between 0 and 1 + # For cosine distance: similarity = 1 - distance + # For euclidean: use 1 / (1 + distance) + # Assuming cosine distance here + score = max(0.0, min(1.0, 1.0 - float(distance))) + + results.append( + VectorStoreSearchResult( + score=score, + content=[VectorStoreResultContent(text=source_text, type="text")], + file_id=file_id, + filename=filename, + attributes=metadata, + ) + ) + + return VectorStoreSearchResponse( + object="vector_store.search_results.page", + search_query=litellm_logging_obj.model_call_details.get("query", ""), + data=results, + ) + except Exception as e: + raise self.get_error_class( + error_message=str(e), + status_code=response.status_code, + headers=response.headers, + ) + + # Vector store creation is not yet implemented + def transform_create_vector_store_request( + self, + vector_store_create_optional_params, + api_base: str, + ) -> Tuple[str, Dict]: + raise NotImplementedError + + def transform_create_vector_store_response(self, response: httpx.Response): + raise NotImplementedError diff --git a/litellm/proxy/_experimental/out/assets/logos/s3_vector.png b/litellm/proxy/_experimental/out/assets/logos/s3_vector.png new file mode 100644 index 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zaA0R=H{bOO-nny|-923MZ)I=XVgy<|%X6N4j!K?d1`qzaowC&_eXLbaoAlC|2#aN0 zUo~d-YWsd7z@`vcEOD0c+=>lzSRyUlA%MX4?L;gduBw4pn(>&Z@@wB*Aj(jbO$Rs@ zc3NYxw(gNE4PD$>>GlZC#I+V#0N@lhX$usG!z#IyVR)f~8a})c8T$fkMULc&16Q4s6bxKE1cQdG7q?(80sIx;u!@Yc--PBrTU`L>vR9%Bx05b)J_X8}9Vz zbPnn6)(7Jb|0LnZQxr^5&FOIMPyx>wc*GOc;<+!zc+da>9=|p=oBs#rLfLz910lu$ O0000 = ({ style={{ animationDuration: "2s" }} title="Happy Holidays!" > - 🎄 + ❄️ diff --git a/ui/litellm-dashboard/src/components/networking.tsx b/ui/litellm-dashboard/src/components/networking.tsx index a1625b6ffb..e0dccbe6e8 100644 --- a/ui/litellm-dashboard/src/components/networking.tsx +++ b/ui/litellm-dashboard/src/components/networking.tsx @@ -6954,7 +6954,8 @@ export const ragIngestCall = async ( customLlmProvider: string, vectorStoreId?: string, vectorStoreName?: string, - vectorStoreDescription?: string + vectorStoreDescription?: string, + providerSpecificParams?: Record ): Promise => { try { let url = proxyBaseUrl ? `${proxyBaseUrl}/rag/ingest` : `/rag/ingest`; @@ -6967,6 +6968,7 @@ export const ragIngestCall = async ( vector_store: { custom_llm_provider: customLlmProvider, ...(vectorStoreId && { vector_store_id: vectorStoreId }), + ...(providerSpecificParams && providerSpecificParams), }, }, }; diff --git a/ui/litellm-dashboard/src/components/vector_store_management/CreateVectorStore.test.tsx b/ui/litellm-dashboard/src/components/vector_store_management/CreateVectorStore.test.tsx index db2975781b..a8ba55b91f 100644 --- a/ui/litellm-dashboard/src/components/vector_store_management/CreateVectorStore.test.tsx +++ b/ui/litellm-dashboard/src/components/vector_store_management/CreateVectorStore.test.tsx @@ -22,17 +22,51 @@ vi.mock("../vector_store_providers", () => ({ BEDROCK: "Amazon Bedrock", OPENAI: "OpenAI", AZURE_OPENAI: "Azure OpenAI", + S3Vectors: "AWS S3 Vectors", }, vectorStoreProviderMap: { BEDROCK: "bedrock", OPENAI: "openai", AZURE_OPENAI: "azure_openai", + S3Vectors: "s3_vectors", }, vectorStoreProviderLogoMap: { "Amazon Bedrock": "https://example.com/bedrock.png", "OpenAI": "https://example.com/openai.png", "Azure OpenAI": "https://example.com/azure.png", + "AWS S3 Vectors": "https://example.com/aws.png", }, + getProviderSpecificFields: vi.fn((provider: string) => { + if (provider === "s3_vectors") { + return [ + { + name: "vector_bucket_name", + label: "Vector Bucket Name", + tooltip: "S3 bucket name for vector storage", + placeholder: "my-vector-bucket", + required: true, + type: "text", + }, + { + name: "aws_region_name", + label: "AWS Region", + tooltip: "AWS region", + placeholder: "us-west-2", + required: true, + type: "text", + }, + { + name: "embedding_model", + label: "Embedding Model", + tooltip: "Embedding model to use", + placeholder: "text-embedding-3-small", + required: true, + type: "select", + }, + ]; + } + return []; + }), })); describe("CreateVectorStore", () => { @@ -43,9 +77,9 @@ describe("CreateVectorStore", () => { it("should render the component successfully", () => { render(); - expect(screen.getByText("Create Vector Store")).toBeInTheDocument(); + expect(screen.getAllByText("Create Vector Store").length).toBeGreaterThan(0); expect(screen.getByText("Step 1: Upload Documents")).toBeInTheDocument(); - expect(screen.getByText("Step 2: Select Provider")).toBeInTheDocument(); + expect(screen.getByText("Step 2: Configure Vector Store")).toBeInTheDocument(); }); it("should display upload area with correct text", () => { @@ -123,7 +157,15 @@ describe("CreateVectorStore", () => { }); await waitFor(() => { - expect(mockRagIngestCall).toHaveBeenCalledWith("test-token", expect.any(File), "bedrock", undefined); + expect(mockRagIngestCall).toHaveBeenCalledWith( + "test-token", + expect.any(File), + "bedrock", + undefined, + undefined, + undefined, + {} + ); }); }); @@ -163,4 +205,72 @@ describe("CreateVectorStore", () => { expect(screen.getByText("Vector Store Created Successfully")).toBeInTheDocument(); }); }); + + it("should display S3 Vectors provider-specific fields when selected", async () => { + render(); + + // Find and click the provider dropdown + const providerSelect = screen.getByRole("combobox"); + + await act(async () => { + fireEvent.mouseDown(providerSelect); + }); + + // Wait for dropdown options to appear + await waitFor(() => { + const s3Option = screen.queryByText("AWS S3 Vectors"); + if (s3Option) { + fireEvent.click(s3Option); + } + }); + + // Check if S3-specific fields are displayed + await waitFor(() => { + expect(screen.queryByText("Vector Bucket Name")).toBeInTheDocument(); + expect(screen.queryByText("AWS Region")).toBeInTheDocument(); + expect(screen.queryByText("Embedding Model")).toBeInTheDocument(); + }); + }); + + it("should validate S3 Vectors required fields before submission", async () => { + render(); + + // Upload a file first + const file = new File(["test content"], "test.pdf", { type: "application/pdf" }); + const uploadInput = document.querySelector('input[type="file"]') as HTMLInputElement; + + await act(async () => { + if (uploadInput) { + fireEvent.change(uploadInput, { target: { files: [file] } }); + } + }); + + await waitFor(() => { + expect(screen.getByText("Uploaded Documents (1)")).toBeInTheDocument(); + }); + + // Select S3 Vectors provider + const providerSelect = screen.getByRole("combobox"); + + await act(async () => { + fireEvent.mouseDown(providerSelect); + }); + + await waitFor(() => { + const s3Option = screen.queryByText("AWS S3 Vectors"); + if (s3Option) { + fireEvent.click(s3Option); + } + }); + + // Try to create without filling required fields + const createButton = screen.getByRole("button", { name: /Create Vector Store/i }); + + await act(async () => { + fireEvent.click(createButton); + }); + + // Should show validation warning (mocked message.warning would be called) + // The actual validation happens in the component + }); }); diff --git a/ui/litellm-dashboard/src/components/vector_store_management/CreateVectorStore.tsx b/ui/litellm-dashboard/src/components/vector_store_management/CreateVectorStore.tsx index 685e37ac73..97162aa132 100644 --- a/ui/litellm-dashboard/src/components/vector_store_management/CreateVectorStore.tsx +++ b/ui/litellm-dashboard/src/components/vector_store_management/CreateVectorStore.tsx @@ -10,8 +10,11 @@ import { VectorStoreProviders, vectorStoreProviderLogoMap, vectorStoreProviderMap, + getProviderSpecificFields, + VectorStoreFieldConfig, } from "../vector_store_providers"; import NotificationsManager from "../molecules/notifications_manager"; +import S3VectorsConfig from "./S3VectorsConfig"; const { Dragger } = Upload; @@ -28,6 +31,7 @@ const CreateVectorStore: React.FC = ({ accessToken, onSu const [vectorStoreName, setVectorStoreName] = useState(""); const [vectorStoreDescription, setVectorStoreDescription] = useState(""); const [ingestResults, setIngestResults] = useState([]); + const [providerParams, setProviderParams] = useState>({}); const uploadProps: UploadProps = { name: "file", @@ -92,6 +96,27 @@ const CreateVectorStore: React.FC = ({ accessToken, onSu return; } + // Validate provider-specific required fields + const requiredFields = getProviderSpecificFields(selectedProvider).filter((field) => field.required); + for (const field of requiredFields) { + if (!providerParams[field.name]) { + message.warning(`Please provide ${field.label}`); + return; + } + } + + // S3 Vectors specific validation + if (selectedProvider === "s3_vectors") { + if (providerParams.vector_bucket_name && providerParams.vector_bucket_name.length < 3) { + message.warning("Vector bucket name must be at least 3 characters"); + return; + } + if (providerParams.index_name && providerParams.index_name.length > 0 && providerParams.index_name.length < 3) { + message.warning("Index name must be at least 3 characters if provided"); + return; + } + } + if (!accessToken) { message.error("No access token available"); return; @@ -118,7 +143,8 @@ const CreateVectorStore: React.FC = ({ accessToken, onSu selectedProvider, vectorStoreId, // Use the same vector store ID for subsequent uploads vectorStoreName || undefined, - vectorStoreDescription || undefined + vectorStoreDescription || undefined, + providerParams ); // Store the vector store ID from the first successful ingest @@ -298,6 +324,74 @@ const CreateVectorStore: React.FC = ({ accessToken, onSu })} + + {/* S3 Vectors Configuration */} + {selectedProvider === "s3_vectors" && ( + + )} + + {/* Other Provider-specific fields */} + {selectedProvider !== "s3_vectors" && + getProviderSpecificFields(selectedProvider).map((field: VectorStoreFieldConfig) => { + if (field.type === "select") { + // For embedding model selection, we'd need to fetch available models + // For now, provide a text input as fallback + return ( + + {field.label}{" "} + + + + + } + required={field.required} + > + + setProviderParams((prev) => ({ ...prev, [field.name]: e.target.value })) + } + placeholder={field.placeholder} + size="large" + className="rounded-md" + /> + + ); + } + + return ( + + {field.label}{" "} + + + + + } + required={field.required} + > + + setProviderParams((prev) => ({ ...prev, [field.name]: e.target.value })) + } + placeholder={field.placeholder} + size="large" + className="rounded-md" + /> + + ); + })}

      diff --git a/ui/litellm-dashboard/src/components/vector_store_management/S3VectorsConfig.test.tsx b/ui/litellm-dashboard/src/components/vector_store_management/S3VectorsConfig.test.tsx new file mode 100644 index 0000000000..beb13b5441 --- /dev/null +++ b/ui/litellm-dashboard/src/components/vector_store_management/S3VectorsConfig.test.tsx @@ -0,0 +1,203 @@ +import { render, screen, fireEvent, waitFor, act } from "@testing-library/react"; +import { describe, it, expect, vi, beforeEach } from "vitest"; +import S3VectorsConfig from "./S3VectorsConfig"; +import * as fetchModels from "../playground/llm_calls/fetch_models"; + +// Mock fetchAvailableModels +vi.mock("../playground/llm_calls/fetch_models", () => ({ + fetchAvailableModels: vi.fn(), +})); + +describe("S3VectorsConfig", () => { + const mockOnParamsChange = vi.fn(); + const defaultProps = { + accessToken: "test-token", + providerParams: {}, + onParamsChange: mockOnParamsChange, + }; + + beforeEach(() => { + vi.clearAllMocks(); + }); + + it("should render the component successfully", () => { + vi.spyOn(fetchModels, "fetchAvailableModels").mockResolvedValue([]); + + render(); + + expect(screen.getByText("AWS S3 Vectors Setup")).toBeInTheDocument(); + expect(screen.getByText("Vector Bucket Name")).toBeInTheDocument(); + expect(screen.getByText("Index Name")).toBeInTheDocument(); + expect(screen.getByText("AWS Region")).toBeInTheDocument(); + expect(screen.getByText("Embedding Model")).toBeInTheDocument(); + }); + + it("should display setup instructions", () => { + vi.spyOn(fetchModels, "fetchAvailableModels").mockResolvedValue([]); + + render(); + + expect( + screen.getByText(/AWS S3 Vectors allows you to store and query vector embeddings directly in S3/) + ).toBeInTheDocument(); + expect(screen.getByText(/Vector buckets and indexes will be automatically created/)).toBeInTheDocument(); + expect(screen.getByText(/Vector dimensions are auto-detected/)).toBeInTheDocument(); + }); + + it("should fetch embedding models on mount", async () => { + const mockModels = [ + { model_group: "text-embedding-3-small", mode: "embedding" }, + { model_group: "text-embedding-3-large", mode: "embedding" }, + { model_group: "gpt-4", mode: "chat" }, + ]; + + const fetchSpy = vi.spyOn(fetchModels, "fetchAvailableModels").mockResolvedValue(mockModels); + + render(); + + await waitFor(() => { + expect(fetchSpy).toHaveBeenCalledWith("test-token"); + }); + }); + + it("should filter and display only embedding models", async () => { + const mockModels = [ + { model_group: "text-embedding-3-small", mode: "embedding" }, + { model_group: "text-embedding-3-large", mode: "embedding" }, + { model_group: "gpt-4", mode: "chat" }, + { model_group: "gpt-3.5-turbo", mode: "chat" }, + ]; + + vi.spyOn(fetchModels, "fetchAvailableModels").mockResolvedValue(mockModels); + + render(); + + // Wait for models to load + await waitFor(() => { + expect(fetchModels.fetchAvailableModels).toHaveBeenCalled(); + }); + + // The component should filter to only embedding models internally + // We can verify this by checking the component loaded successfully + expect(screen.getByText("Embedding Model")).toBeInTheDocument(); + }); + + it("should call onParamsChange when vector bucket name changes", async () => { + vi.spyOn(fetchModels, "fetchAvailableModels").mockResolvedValue([]); + + render(); + + const bucketInput = screen.getByPlaceholderText("my-vector-bucket"); + + await act(async () => { + fireEvent.change(bucketInput, { target: { value: "test-bucket" } }); + }); + + expect(mockOnParamsChange).toHaveBeenCalledWith({ + vector_bucket_name: "test-bucket", + }); + }); + + it("should call onParamsChange when AWS region changes", async () => { + vi.spyOn(fetchModels, "fetchAvailableModels").mockResolvedValue([]); + + render(); + + const regionInput = screen.getByPlaceholderText("us-west-2"); + + await act(async () => { + fireEvent.change(regionInput, { target: { value: "us-east-1" } }); + }); + + expect(mockOnParamsChange).toHaveBeenCalledWith({ + aws_region_name: "us-east-1", + }); + }); + + it("should call onParamsChange when embedding model is selected", async () => { + const mockModels = [ + { model_group: "text-embedding-3-small", mode: "embedding" }, + { model_group: "text-embedding-3-large", mode: "embedding" }, + ]; + + vi.spyOn(fetchModels, "fetchAvailableModels").mockResolvedValue(mockModels); + + render(); + + await waitFor(() => { + expect(fetchModels.fetchAvailableModels).toHaveBeenCalled(); + }); + + // Find the Select component and trigger change directly + const selectElement = screen.getByRole("combobox"); + + await act(async () => { + // Simulate selecting a value by firing the change event + fireEvent.change(selectElement, { target: { value: "text-embedding-3-small" } }); + }); + + // The component should handle the selection + expect(screen.getByText("Embedding Model")).toBeInTheDocument(); + }); + + it("should preserve existing params when updating a field", async () => { + vi.spyOn(fetchModels, "fetchAvailableModels").mockResolvedValue([]); + + const existingParams = { + vector_bucket_name: "existing-bucket", + aws_region_name: "us-west-2", + }; + + render(); + + const indexInput = screen.getByPlaceholderText("my-vector-index"); + + await act(async () => { + fireEvent.change(indexInput, { target: { value: "my-index" } }); + }); + + expect(mockOnParamsChange).toHaveBeenCalledWith({ + vector_bucket_name: "existing-bucket", + aws_region_name: "us-west-2", + index_name: "my-index", + }); + }); + + it("should display existing param values", () => { + vi.spyOn(fetchModels, "fetchAvailableModels").mockResolvedValue([]); + + const existingParams = { + vector_bucket_name: "my-bucket", + index_name: "my-index", + aws_region_name: "eu-west-1", + embedding_model: "text-embedding-3-small", + }; + + render(); + + expect(screen.getByDisplayValue("my-bucket")).toBeInTheDocument(); + expect(screen.getByDisplayValue("my-index")).toBeInTheDocument(); + expect(screen.getByDisplayValue("eu-west-1")).toBeInTheDocument(); + }); + + it("should handle model fetch error gracefully", async () => { + const consoleErrorSpy = vi.spyOn(console, "error").mockImplementation(() => {}); + vi.spyOn(fetchModels, "fetchAvailableModels").mockRejectedValue(new Error("Failed to fetch models")); + + render(); + + await waitFor(() => { + expect(consoleErrorSpy).toHaveBeenCalledWith("Error fetching embedding models:", expect.any(Error)); + }); + + consoleErrorSpy.mockRestore(); + }); + + it("should not fetch models if accessToken is null", () => { + const fetchSpy = vi.spyOn(fetchModels, "fetchAvailableModels"); + + render(); + + expect(fetchSpy).not.toHaveBeenCalled(); + }); +}); diff --git a/ui/litellm-dashboard/src/components/vector_store_management/S3VectorsConfig.tsx b/ui/litellm-dashboard/src/components/vector_store_management/S3VectorsConfig.tsx new file mode 100644 index 0000000000..e54d3a163c --- /dev/null +++ b/ui/litellm-dashboard/src/components/vector_store_management/S3VectorsConfig.tsx @@ -0,0 +1,192 @@ +import React, { useState, useEffect } from "react"; +import { Alert, Form, Input, Select, Tooltip } from "antd"; +import { InfoCircleOutlined } from "@ant-design/icons"; +import { fetchAvailableModels, ModelGroup } from "../playground/llm_calls/fetch_models"; + +interface S3VectorsConfigProps { + accessToken: string | null; + providerParams: Record; + onParamsChange: (params: Record) => void; +} + +const S3VectorsConfig: React.FC = ({ + accessToken, + providerParams, + onParamsChange, +}) => { + const [embeddingModels, setEmbeddingModels] = useState([]); + const [isLoadingModels, setIsLoadingModels] = useState(false); + + useEffect(() => { + if (!accessToken) return; + + const loadModels = async () => { + setIsLoadingModels(true); + try { + const models = await fetchAvailableModels(accessToken); + // Filter for embedding models only + const embeddingOnly = models.filter((model) => model.mode === "embedding"); + setEmbeddingModels(embeddingOnly); + } catch (error) { + console.error("Error fetching embedding models:", error); + } finally { + setIsLoadingModels(false); + } + }; + + loadModels(); + }, [accessToken]); + + const handleFieldChange = (fieldName: string, value: string) => { + onParamsChange({ + ...providerParams, + [fieldName]: value, + }); + }; + + return ( + <> + {/* S3 Vectors Setup Instructions */} + +

      AWS S3 Vectors allows you to store and query vector embeddings directly in S3:

      +       +
      + } + type="info" + showIcon + style={{ marginBottom: "16px" }} + /> + + {/* Vector Bucket Name */} + + Vector Bucket Name{" "} + + + + + } + required + validateStatus={ + providerParams.vector_bucket_name && providerParams.vector_bucket_name.length < 3 + ? "error" + : undefined + } + help={ + providerParams.vector_bucket_name && providerParams.vector_bucket_name.length < 3 + ? "Bucket name must be at least 3 characters" + : undefined + } + > + handleFieldChange("vector_bucket_name", e.target.value)} + placeholder="my-vector-bucket (min 3 chars)" + size="large" + className="rounded-md" + /> + + + {/* Index Name (Optional) */} + + Index Name{" "} + + + + + } + validateStatus={ + providerParams.index_name && providerParams.index_name.length > 0 && providerParams.index_name.length < 3 + ? "error" + : undefined + } + help={ + providerParams.index_name && providerParams.index_name.length > 0 && providerParams.index_name.length < 3 + ? "Index name must be at least 3 characters if provided" + : undefined + } + > + handleFieldChange("index_name", e.target.value)} + placeholder="my-vector-index (optional, min 3 chars)" + size="large" + className="rounded-md" + /> + + + {/* AWS Region */} + + AWS Region{" "} + + + + + } + required + > + handleFieldChange("aws_region_name", e.target.value)} + placeholder="us-west-2" + size="large" + className="rounded-md" + /> + + + {/* Embedding Model */} + + Embedding Model{" "} + + + + + } + required + > + } + /> + + + + ); +}; + +export default SpendLogsSettingsModal; diff --git a/ui/litellm-dashboard/src/components/view_logs/index.tsx b/ui/litellm-dashboard/src/components/view_logs/index.tsx index 904d052073..e25925f13b 100644 --- a/ui/litellm-dashboard/src/components/view_logs/index.tsx +++ b/ui/litellm-dashboard/src/components/view_logs/index.tsx @@ -12,7 +12,7 @@ import { RequestResponsePanel } from "./RequestResponsePanel"; import { ErrorViewer } from "./ErrorViewer"; import { internalUserRoles } from "../../utils/roles"; import { ConfigInfoMessage } from "./ConfigInfoMessage"; -import { Tooltip } from "antd"; +import { Button, Tooltip } from "antd"; import { KeyResponse, Team } from "../key_team_helpers/key_list"; import KeyInfoView from "../templates/key_info_view"; import { SessionView } from "./SessionView"; @@ -31,6 +31,8 @@ import { truncateString } from "@/utils/textUtils"; import DeletedKeysPage from "../DeletedKeysPage/DeletedKeysPage"; import DeletedTeamsPage from "../DeletedTeamsPage/DeletedTeamsPage"; import NewBadge from "../common_components/NewBadge"; +import SpendLogsSettingsModal from "./SpendLogsSettingsModal/SpendLogsSettingsModal"; +import { SettingOutlined } from "@ant-design/icons"; interface SpendLogsTableProps { accessToken: string | null; @@ -91,6 +93,7 @@ export default function SpendLogsTable({ const [expandedRequestId, setExpandedRequestId] = useState(null); const [selectedSessionId, setSelectedSessionId] = useState(null); + const [isSpendLogsSettingsModalVisible, setIsSpendLogsSettingsModalVisible] = useState(false); const queryClient = useQueryClient(); @@ -526,6 +529,13 @@ export default function SpendLogsTable({ "Request Logs" )} + {!selectedSessionId && ( + + {" "}to configure this directly. + + )} 

                 {`general_settings:
diff --git a/ui/litellm-dashboard/src/components/view_logs/SpendLogsSettingsModal/SpendLogsSettingsModal.tsx b/ui/litellm-dashboard/src/components/view_logs/SpendLogsSettingsModal/SpendLogsSettingsModal.tsx
index cf8e51be94..6fe8b49534 100644
--- a/ui/litellm-dashboard/src/components/view_logs/SpendLogsSettingsModal/SpendLogsSettingsModal.tsx
+++ b/ui/litellm-dashboard/src/components/view_logs/SpendLogsSettingsModal/SpendLogsSettingsModal.tsx
@@ -1,11 +1,12 @@
 "use client";
 
 import { StoreRequestInSpendLogsParams, useStoreRequestInSpendLogs } from "@/app/(dashboard)/hooks/storeRequestInSpendLogs/useStoreRequestInSpendLogs";
+import { ConfigType, useProxyConfig, useDeleteProxyConfigField, GeneralSettingsFieldName } from "@/app/(dashboard)/hooks/proxyConfig/useProxyConfig";
 import NotificationsManager from "@/components/molecules/notifications_manager";
 import { parseErrorMessage } from "@/components/shared/errorUtils";
 import { ClockCircleOutlined } from "@ant-design/icons";
-import { Button, Form, Input, Modal, Space, Switch } from "antd";
-import React from "react";
+import { Button, Form, Input, Modal, Skeleton, Space, Switch } from "antd";
+import React, { useEffect, useMemo } from "react";
 
 interface SpendLogsSettingsModalProps {
   isVisible: boolean;
@@ -16,14 +17,69 @@ interface SpendLogsSettingsModalProps {
 const SpendLogsSettingsModal: React.FC = ({ isVisible, onCancel, onSuccess }) => {
   const [form] = Form.useForm();
   const { mutateAsync, isPending } = useStoreRequestInSpendLogs();
+  const { mutateAsync: deleteField, isPending: isDeletingField } = useDeleteProxyConfigField();
+  const { data: proxyConfigData, isLoading: isLoadingConfig, refetch } = useProxyConfig(ConfigType.GENERAL_SETTINGS);
   const storePromptsValue = Form.useWatch('store_prompts_in_spend_logs', form);
 
+  // Refetch config when modal opens to ensure we have the latest values
+  useEffect(() => {
+    if (isVisible) {
+      refetch();
+    }
+  }, [isVisible, refetch]);
+
+  // Compute initial values from fetched config data
+  const initialValues = useMemo(() => {
+    if (!proxyConfigData) {
+      return {
+        store_prompts_in_spend_logs: false,
+        maximum_spend_logs_retention_period: undefined,
+      };
+    }
+
+    const storePromptsField = proxyConfigData.find(field => field.field_name === 'store_prompts_in_spend_logs');
+    const retentionPeriodField = proxyConfigData.find(field => field.field_name === 'maximum_spend_logs_retention_period');
+
+    return {
+      store_prompts_in_spend_logs: storePromptsField?.field_value ?? false,
+      maximum_spend_logs_retention_period: retentionPeriodField?.field_value ?? undefined,
+    };
+  }, [proxyConfigData]);
+
   const handleFormSubmit = async (formValues: StoreRequestInSpendLogsParams) => {
     try {
-      await mutateAsync(formValues, {
+      // If maximum_spend_logs_retention_period is empty/null, delete the field first
+      const retentionPeriodValue = formValues.maximum_spend_logs_retention_period;
+      const shouldDeleteRetentionPeriod =
+        !retentionPeriodValue ||
+        (typeof retentionPeriodValue === "string" && retentionPeriodValue.trim() === "");
+
+      if (shouldDeleteRetentionPeriod) {
+        try {
+          await deleteField({
+            config_type: ConfigType.GENERAL_SETTINGS,
+            field_name: GeneralSettingsFieldName.MAXIMUM_SPEND_LOGS_RETENTION_PERIOD,
+          });
+        } catch (deleteError) {
+          // If field doesn't exist, that's okay - continue with update
+          console.warn("Failed to delete retention period field (may not exist):", deleteError);
+        }
+      }
+
+      // Update the settings (excluding maximum_spend_logs_retention_period if it's empty)
+      const updateParams: StoreRequestInSpendLogsParams = {
+        store_prompts_in_spend_logs: formValues.store_prompts_in_spend_logs,
+        ...(retentionPeriodValue &&
+          typeof retentionPeriodValue === "string" &&
+          retentionPeriodValue.trim() !== "" && {
+          maximum_spend_logs_retention_period: retentionPeriodValue,
+        }),
+      };
+
+      await mutateAsync(updateParams, {
         onSuccess: () => {
           NotificationsManager.success("Spend logs settings updated successfully");
-          form.resetFields();
+          refetch(); // Refetch config to get updated values
           onSuccess?.();
         },
         onError: (error) => {
@@ -44,53 +100,53 @@ const SpendLogsSettingsModal: React.FC = ({ isVisib
     
-          
-          
         
       }
       onCancel={handleCancel}
     >
+
       
      
          f.field_name === 'store_prompts_in_spend_logs')?.field_description ||
+            "When enabled, prompts will be stored in spend logs for tracking and analysis purposes."
+          }
           valuePropName="checked"
         >
-          
      
-            Store Prompts in Spend Logs
-             form.setFieldValue('store_prompts_in_spend_logs', checked)} />
+          
      
+
+            {isLoadingConfig ?  :  form.setFieldValue('store_prompts_in_spend_logs', checked)} />}
           
      
         
 
-
          f.field_name === 'maximum_spend_logs_retention_period')?.field_description ||
+            "Set the maximum retention period for spend logs (e.g., '7d' for 7 days, '30d' for 30 days). Leave empty for no limit."
+          }
         >
-           : }
-          />
+          />}
         
       
     
diff --git a/ui/litellm-dashboard/src/components/view_logs/index.tsx b/ui/litellm-dashboard/src/components/view_logs/index.tsx
index 22af41f6d0..daf52619f8 100644
--- a/ui/litellm-dashboard/src/components/view_logs/index.tsx
+++ b/ui/litellm-dashboard/src/components/view_logs/index.tsx
@@ -555,7 +555,7 @@ export default function SpendLogsTable({
                   setIsSpendLogsSettingsModalVisible(true)} />}
                   getRowCanExpand={() => true}
                 // Optionally: add session-specific row expansion state
                 />
@@ -754,7 +754,7 @@ export default function SpendLogsTable({
                     setIsSpendLogsSettingsModalVisible(true)} />}
                     getRowCanExpand={() => true}
                   />
                 
      
@@ -780,7 +780,7 @@ export default function SpendLogsTable({
   );
 }
 
-export function RequestViewer({ row }: { row: Row }) {
+export function RequestViewer({ row, onOpenSettings }: { row: Row; onOpenSettings?: () => void }) {
   // Helper function to clean metadata by removing specific fields
   const formatData = (input: any) => {
     if (typeof input === "string") {
@@ -991,7 +991,7 @@ export function RequestViewer({ row }: { row: Row }) {
       
 
       {/* Configuration Info Message - Show when data is missing */}
-      
+      
 
       {/* Request/Response Panel */}
       
      

From e080f92b7fd218e55aef40bb5b0895cc24894316 Mon Sep 17 00:00:00 2001
From: yuneng-jiang 
Date: Thu, 29 Jan 2026 13:05:07 -0800
Subject: [PATCH 169/188] Adding tests

---
 .../SpendLogsSettingsModal.test.tsx           | 162 ++++++++++++++++--
 1 file changed, 149 insertions(+), 13 deletions(-)

diff --git a/ui/litellm-dashboard/src/components/view_logs/SpendLogsSettingsModal/SpendLogsSettingsModal.test.tsx b/ui/litellm-dashboard/src/components/view_logs/SpendLogsSettingsModal/SpendLogsSettingsModal.test.tsx
index e955f42872..40d06d9046 100644
--- a/ui/litellm-dashboard/src/components/view_logs/SpendLogsSettingsModal/SpendLogsSettingsModal.test.tsx
+++ b/ui/litellm-dashboard/src/components/view_logs/SpendLogsSettingsModal/SpendLogsSettingsModal.test.tsx
@@ -1,3 +1,4 @@
+import { useDeleteProxyConfigField, useProxyConfig } from "@/app/(dashboard)/hooks/proxyConfig/useProxyConfig";
 import { useStoreRequestInSpendLogs } from "@/app/(dashboard)/hooks/storeRequestInSpendLogs/useStoreRequestInSpendLogs";
 import NotificationsManager from "@/components/molecules/notifications_manager";
 import { parseErrorMessage } from "@/components/shared/errorUtils";
@@ -8,6 +9,7 @@ import { renderWithProviders } from "../../../../tests/test-utils";
 import SpendLogsSettingsModal from "./SpendLogsSettingsModal";
 
 vi.mock("@/app/(dashboard)/hooks/storeRequestInSpendLogs/useStoreRequestInSpendLogs");
+vi.mock("@/app/(dashboard)/hooks/proxyConfig/useProxyConfig");
 vi.mock("@/components/molecules/notifications_manager", () => ({
   default: {
     success: vi.fn(),
@@ -19,6 +21,8 @@ vi.mock("@/components/shared/errorUtils", () => ({
 }));
 
 const mockUseStoreRequestInSpendLogs = vi.mocked(useStoreRequestInSpendLogs);
+const mockUseProxyConfig = vi.mocked(useProxyConfig);
+const mockUseDeleteProxyConfigField = vi.mocked(useDeleteProxyConfigField);
 const mockNotificationsManager = vi.mocked(NotificationsManager);
 const mockParseErrorMessage = vi.mocked(parseErrorMessage);
 
@@ -26,6 +30,8 @@ describe("SpendLogsSettingsModal", () => {
   const mockOnCancel = vi.fn();
   const mockOnSuccess = vi.fn();
   const mockMutateAsync = vi.fn();
+  const mockDeleteField = vi.fn();
+  const mockRefetch = vi.fn();
 
   const defaultProps = {
     isVisible: true,
@@ -39,6 +45,15 @@ describe("SpendLogsSettingsModal", () => {
       mutateAsync: mockMutateAsync,
       isPending: false,
     } as any);
+    mockUseDeleteProxyConfigField.mockReturnValue({
+      mutateAsync: mockDeleteField,
+      isPending: false,
+    } as any);
+    mockUseProxyConfig.mockReturnValue({
+      data: [],
+      isLoading: false,
+      refetch: mockRefetch,
+    } as any);
     mockParseErrorMessage.mockImplementation((error: any) => error?.message || String(error));
   });
 
@@ -127,6 +142,7 @@ describe("SpendLogsSettingsModal", () => {
     await user.click(saveButton);
 
     await waitFor(() => {
+      expect(mockDeleteField).not.toHaveBeenCalled();
       expect(mockMutateAsync).toHaveBeenCalledWith(
         {
           store_prompts_in_spend_logs: true,
@@ -139,6 +155,7 @@ describe("SpendLogsSettingsModal", () => {
 
   it("should submit form with store prompts disabled and no retention period", async () => {
     const user = userEvent.setup();
+    mockDeleteField.mockResolvedValue({ message: "Field deleted successfully" });
     mockMutateAsync.mockImplementation(async (params, options) => {
       await Promise.resolve();
       options?.onSuccess?.();
@@ -151,10 +168,10 @@ describe("SpendLogsSettingsModal", () => {
     await user.click(saveButton);
 
     await waitFor(() => {
+      expect(mockDeleteField).toHaveBeenCalled();
       expect(mockMutateAsync).toHaveBeenCalledWith(
         {
           store_prompts_in_spend_logs: false,
-          maximum_spend_logs_retention_period: undefined,
         },
         expect.any(Object)
       );
@@ -163,6 +180,7 @@ describe("SpendLogsSettingsModal", () => {
 
   it("should show success notification and call onSuccess on successful submission", async () => {
     const user = userEvent.setup();
+    mockDeleteField.mockResolvedValue({ message: "Field deleted successfully" });
     mockMutateAsync.mockImplementation(async (params, options) => {
       await Promise.resolve();
       options?.onSuccess?.();
@@ -176,6 +194,7 @@ describe("SpendLogsSettingsModal", () => {
 
     await waitFor(() => {
       expect(mockNotificationsManager.success).toHaveBeenCalledWith("Spend logs settings updated successfully");
+      expect(mockRefetch).toHaveBeenCalled();
       expect(mockOnSuccess).toHaveBeenCalledTimes(1);
     });
   });
@@ -227,6 +246,31 @@ describe("SpendLogsSettingsModal", () => {
     expect(cancelButton).toBeDisabled();
   });
 
+  it("should disable cancel button when deleting field", () => {
+    mockUseDeleteProxyConfigField.mockReturnValue({
+      mutateAsync: mockDeleteField,
+      isPending: true,
+    } as any);
+
+    renderWithProviders();
+
+    const cancelButton = screen.getByRole("button", { name: "Cancel" });
+    expect(cancelButton).toBeDisabled();
+  });
+
+  it("should disable cancel button when loading config", () => {
+    mockUseProxyConfig.mockReturnValue({
+      data: undefined,
+      isLoading: true,
+      refetch: mockRefetch,
+    } as any);
+
+    renderWithProviders();
+
+    const cancelButton = screen.getByRole("button", { name: "Cancel" });
+    expect(cancelButton).toBeDisabled();
+  });
+
   it("should show loading state on save button when pending", () => {
     mockUseStoreRequestInSpendLogs.mockReturnValue({
       mutateAsync: mockMutateAsync,
@@ -240,6 +284,19 @@ describe("SpendLogsSettingsModal", () => {
     expect(saveButton.className).toContain("ant-btn-loading");
   });
 
+  it("should show loading state on save button when deleting field", () => {
+    mockUseDeleteProxyConfigField.mockReturnValue({
+      mutateAsync: mockDeleteField,
+      isPending: true,
+    } as any);
+
+    renderWithProviders();
+
+    const saveButton = screen.getByRole("button", { name: /Saving/i });
+    expect(saveButton).toBeInTheDocument();
+    expect(saveButton.className).toContain("ant-btn-loading");
+  });
+
   it("should call onCancel when cancel button is clicked after modifying form", async () => {
     const user = userEvent.setup();
     renderWithProviders();
@@ -259,15 +316,16 @@ describe("SpendLogsSettingsModal", () => {
     expect(mockOnCancel).toHaveBeenCalledTimes(1);
   });
 
-  it("should reset form fields after successful submission", async () => {
+  it("should call refetch after successful submission", async () => {
     const user = userEvent.setup();
+    mockDeleteField.mockResolvedValue({ message: "Field deleted successfully" });
     mockMutateAsync.mockImplementation(async (params, options) => {
       await Promise.resolve();
       options?.onSuccess?.();
       return { message: "Success" };
     });
 
-    const { rerender } = renderWithProviders();
+    renderWithProviders();
 
     const switchElement = screen.getByRole("switch");
     await user.click(switchElement);
@@ -283,20 +341,13 @@ describe("SpendLogsSettingsModal", () => {
 
     await waitFor(() => {
       expect(mockNotificationsManager.success).toHaveBeenCalled();
-    });
-
-    rerender();
-
-    await waitFor(() => {
-      const updatedSwitchElement = screen.getByRole("switch");
-      const updatedRetentionInput = screen.getByPlaceholderText("e.g., 7d, 30d");
-      expect(updatedSwitchElement).not.toBeChecked();
-      expect(updatedRetentionInput).toHaveValue("");
+      expect(mockRefetch).toHaveBeenCalled();
     });
   });
 
   it("should not call onSuccess when it is not provided", async () => {
     const user = userEvent.setup();
+    mockDeleteField.mockResolvedValue({ message: "Field deleted successfully" });
     mockMutateAsync.mockImplementation(async (params, options) => {
       await Promise.resolve();
       options?.onSuccess?.();
@@ -319,8 +370,93 @@ describe("SpendLogsSettingsModal", () => {
     expect(screen.queryByRole("dialog")).not.toBeInTheDocument();
   });
 
+  it("should call refetch when modal opens", () => {
+    renderWithProviders();
+
+    expect(mockRefetch).toHaveBeenCalledTimes(1);
+  });
+
+  it("should render form with initial values from config data", () => {
+    mockUseProxyConfig.mockReturnValue({
+      data: [
+        {
+          field_name: "store_prompts_in_spend_logs",
+          field_type: "bool",
+          field_description: "Store prompts in spend logs",
+          field_value: true,
+          stored_in_db: true,
+          field_default_value: false,
+        },
+        {
+          field_name: "maximum_spend_logs_retention_period",
+          field_type: "string",
+          field_description: "Maximum retention period",
+          field_value: "30d",
+          stored_in_db: true,
+          field_default_value: undefined,
+        },
+      ],
+      isLoading: false,
+      refetch: mockRefetch,
+    } as any);
+
+    renderWithProviders();
+
+    const switchElement = screen.getByRole("switch");
+    const retentionInput = screen.getByPlaceholderText("e.g., 7d, 30d");
+
+    expect(switchElement).toBeChecked();
+    expect(retentionInput).toHaveValue("30d");
+  });
+
+  it("should show skeleton loaders when config is loading", () => {
+    mockUseProxyConfig.mockReturnValue({
+      data: undefined,
+      isLoading: true,
+      refetch: mockRefetch,
+    } as any);
+
+    renderWithProviders();
+
+    // Check that switch and input are not present when loading (skeletons are shown instead)
+    expect(screen.queryByRole("switch")).not.toBeInTheDocument();
+    expect(screen.queryByPlaceholderText("e.g., 7d, 30d")).not.toBeInTheDocument();
+
+    // Check for skeleton elements (Ant Design Skeleton.Input renders with ant-skeleton class)
+    const skeletons = document.querySelectorAll(".ant-skeleton");
+    expect(skeletons.length).toBeGreaterThan(0);
+  });
+
+  it("should continue with update even if deleteField fails", async () => {
+    const user = userEvent.setup();
+    const deleteError = new Error("Field does not exist");
+    mockDeleteField.mockRejectedValue(deleteError);
+    mockMutateAsync.mockImplementation(async (params, options) => {
+      await Promise.resolve();
+      options?.onSuccess?.();
+      return { message: "Success" };
+    });
+
+    renderWithProviders();
+
+    const saveButton = screen.getByRole("button", { name: "Save Settings" });
+    await user.click(saveButton);
+
+    await waitFor(() => {
+      expect(mockDeleteField).toHaveBeenCalled();
+      expect(mockMutateAsync).toHaveBeenCalledWith(
+        {
+          store_prompts_in_spend_logs: false,
+        },
+        expect.any(Object)
+      );
+      expect(mockNotificationsManager.success).toHaveBeenCalled();
+    });
+  });
+
   it("should submit form with only store prompts enabled and no retention period", async () => {
     const user = userEvent.setup();
+    mockDeleteField.mockResolvedValue({ message: "Field deleted successfully" });
     mockMutateAsync.mockImplementation(async (params, options) => {
       await Promise.resolve();
       options?.onSuccess?.();
@@ -336,10 +472,10 @@ describe("SpendLogsSettingsModal", () => {
     await user.click(saveButton);
 
     await waitFor(() => {
+      expect(mockDeleteField).toHaveBeenCalled();
       expect(mockMutateAsync).toHaveBeenCalledWith(
         {
           store_prompts_in_spend_logs: true,
-          maximum_spend_logs_retention_period: undefined,
         },
         expect.any(Object)
       );

From 96cb2efedb4819a167a36d241d66f1ad94e7eac6 Mon Sep 17 00:00:00 2001
From: yuneng-jiang 
Date: Thu, 29 Jan 2026 13:05:38 -0800
Subject: [PATCH 170/188] Adding proxy_server

---
 litellm/proxy/proxy_server.py | 2 ++
 1 file changed, 2 insertions(+)

diff --git a/litellm/proxy/proxy_server.py b/litellm/proxy/proxy_server.py
index 53b10e03e1..1be7712380 100644
--- a/litellm/proxy/proxy_server.py
+++ b/litellm/proxy/proxy_server.py
@@ -10616,6 +10616,8 @@ async def get_config_list(
         "max_request_size_mb": {"type": "Integer"},
         "max_response_size_mb": {"type": "Integer"},
         "pass_through_endpoints": {"type": "PydanticModel"},
+        "store_prompts_in_spend_logs": {"type": "Boolean"},
+        "maximum_spend_logs_retention_period": {"type": "String"},
     }
 
     return_val = []

From 6b77060bbd0d43acf3aca4064fa4f78602ef7125 Mon Sep 17 00:00:00 2001
From: yuneng-jiang 
Date: Thu, 29 Jan 2026 13:36:38 -0800
Subject: [PATCH 171/188] Adjusting new badges

---
 .../components/common_components/NewBadge.tsx |  12 +-
 .../src/components/leftnav.tsx                | 522 +++++++++---------
 .../SpendLogsSettingsModal.tsx                |   5 +-
 .../src/components/view_logs/index.tsx        |  61 +-
 4 files changed, 303 insertions(+), 297 deletions(-)

diff --git a/ui/litellm-dashboard/src/components/common_components/NewBadge.tsx b/ui/litellm-dashboard/src/components/common_components/NewBadge.tsx
index 97cdea8cfb..c9223a3c38 100644
--- a/ui/litellm-dashboard/src/components/common_components/NewBadge.tsx
+++ b/ui/litellm-dashboard/src/components/common_components/NewBadge.tsx
@@ -1,7 +1,13 @@
 import { Badge } from "antd";
 import { useDisableShowNewBadge } from "@/app/(dashboard)/hooks/useDisableShowNewBadge";
 
-export default function NewBadge({ children }: { children?: React.ReactNode }) {
+export default function NewBadge({
+  children,
+  dot = false
+}: {
+  children?: React.ReactNode;
+  dot?: boolean;
+}) {
   const disableShowNewBadge = useDisableShowNewBadge();
 
   if (disableShowNewBadge) {
@@ -9,10 +15,10 @@ export default function NewBadge({ children }: { children?: React.ReactNode }) {
   }
 
   return children ? (
-    
+    
       {children}
     
   ) : (
-    
+    
   );
 }
diff --git a/ui/litellm-dashboard/src/components/leftnav.tsx b/ui/litellm-dashboard/src/components/leftnav.tsx
index 6107121177..b26590989d 100644
--- a/ui/litellm-dashboard/src/components/leftnav.tsx
+++ b/ui/litellm-dashboard/src/components/leftnav.tsx
@@ -62,260 +62,260 @@ interface MenuGroup {
 
 // Menu groups organized by category - defined outside component for export
 const menuGroups: MenuGroup[] = [
-    {
-      groupLabel: "AI GATEWAY",
-      items: [
-        {
-          key: "api-keys",
-          page: "api-keys",
-          label: "Virtual Keys",
-          icon: ,
-        },
-        {
-          key: "llm-playground",
-          page: "llm-playground",
-          label: "Playground",
-          icon: ,
-          roles: rolesWithWriteAccess,
-        },
-        {
-          key: "models",
-          page: "models",
-          label: "Models + Endpoints",
-          icon: ,
-          roles: rolesWithWriteAccess,
-        },
-        {
-          key: "agents",
-          page: "agents",
-          label: "Agents",
-          icon: ,
-          roles: rolesWithWriteAccess,
-        },
-        {
-          key: "mcp-servers",
-          page: "mcp-servers",
-          label: "MCP Servers",
-          icon: ,
-        },
-        {
-          key: "guardrails",
-          page: "guardrails",
-          label: "Guardrails",
-          icon: ,
-          roles: all_admin_roles,
-        },
-        {
-          key: "policies",
-          page: "policies",
-          label: (
-            
-              Policies 
-            
-          ),
-          icon: ,
-          roles: all_admin_roles,
-        },
-        {
-          key: "tools",
-          page: "tools",
-          label: "Tools",
-          icon: ,
-          children: [
-            {
-              key: "search-tools",
-              page: "search-tools",
-              label: "Search Tools",
-              icon: ,
-            },
-            {
-              key: "vector-stores",
-              page: "vector-stores",
-              label: "Vector Stores",
-              icon: ,
-            },
-          ],
-        },
-      ],
-    },
-    {
-      groupLabel: "OBSERVABILITY",
-      items: [
-        {
-          key: "new_usage",
-          page: "new_usage",
-          icon: ,
-          roles: [...all_admin_roles, ...internalUserRoles],
-          label: "Usage",
-        },
-        {
-          key: "logs",
-          page: "logs",
-          label: (
-            
-              Logs 
-            
-          ),
-          icon: ,
-        },
-      ],
-    },
-    {
-      groupLabel: "ACCESS CONTROL",
-      items: [
-        {
-          key: "users",
-          page: "users",
-          label: "Internal Users",
-          icon: ,
-          roles: all_admin_roles,
-        },
-        {
-          key: "teams",
-          page: "teams",
-          label: "Teams",
-          icon: ,
-        },
-        {
-          key: "organizations",
-          page: "organizations",
-          label: "Organizations",
-          icon: ,
-          roles: all_admin_roles,
-        },
-        {
-          key: "budgets",
-          page: "budgets",
-          label: "Budgets",
-          icon: ,
-          roles: all_admin_roles,
-        },
-      ],
-    },
-    {
-      groupLabel: "DEVELOPER TOOLS",
-      items: [
-        {
-          key: "api_ref",
-          page: "api_ref",
-          label: "API Reference",
-          icon: ,
-        },
-        {
-          key: "model-hub-table",
-          page: "model-hub-table",
-          label: "AI Hub",
-          icon: ,
-        },
-        {
-          key: "learning-resources",
-          page: "learning-resources",
-          label: "Learning Resources",
-          icon: ,
-          external_url: "https://models.litellm.ai/cookbook",
-        },
-        {
-          key: "experimental",
-          page: "experimental",
-          label: "Experimental",
-          icon: ,
-          children: [
-            {
-              key: "caching",
-              page: "caching",
-              label: "Caching",
-              icon: ,
-              roles: all_admin_roles,
-            },
-            {
-              key: "prompts",
-              page: "prompts",
-              label: "Prompts",
-              icon: ,
-              roles: all_admin_roles,
-            },
-            {
-              key: "transform-request",
-              page: "transform-request",
-              label: "API Playground",
-              icon: ,
-              roles: [...all_admin_roles, ...internalUserRoles],
-            },
-            {
-              key: "tag-management",
-              page: "tag-management",
-              label: "Tag Management",
-              icon: ,
-              roles: all_admin_roles,
-            },
-            {
-              key: "claude-code-plugins",
-              page: "claude-code-plugins",
-              label: "Claude Code Plugins",
-              icon: ,
-              roles: all_admin_roles,
-            },
-            {
-              key: "4",
-              page: "usage",
-              label: "Old Usage",
-              icon: ,
-            }
-          ],
-        },
-      ],
-    },
-    {
-      groupLabel: "SETTINGS",
-      roles: all_admin_roles,
-      items: [
-        {
-          key: "settings",
-          page: "settings",
-          label: Settings,
-          icon: ,
-          roles: all_admin_roles,
-          children: [
-            {
-              key: "router-settings",
-              page: "router-settings",
-              label: "Router Settings",
-              icon: ,
-              roles: all_admin_roles,
-            },
-            {
-              key: "logging-and-alerts",
-              page: "logging-and-alerts",
-              label: "Logging & Alerts",
-              icon: ,
-              roles: all_admin_roles,
-            },
-            {
-              key: "admin-panel",
-              page: "admin-panel",
-              label: "Admin Settings",
-              icon: ,
-              roles: all_admin_roles,
-            },
-            {
-              key: "cost-tracking",
-              page: "cost-tracking",
-              label: "Cost Tracking",
-              icon: ,
-              roles: all_admin_roles,
-            },
-            {
-              key: "ui-theme",
-              page: "ui-theme",
-              label: "UI Theme",
-              icon: ,
-              roles: all_admin_roles,
-            },
-          ],
-        },
-      ],
-    },
-  ];
+  {
+    groupLabel: "AI GATEWAY",
+    items: [
+      {
+        key: "api-keys",
+        page: "api-keys",
+        label: "Virtual Keys",
+        icon: ,
+      },
+      {
+        key: "llm-playground",
+        page: "llm-playground",
+        label: "Playground",
+        icon: ,
+        roles: rolesWithWriteAccess,
+      },
+      {
+        key: "models",
+        page: "models",
+        label: "Models + Endpoints",
+        icon: ,
+        roles: rolesWithWriteAccess,
+      },
+      {
+        key: "agents",
+        page: "agents",
+        label: "Agents",
+        icon: ,
+        roles: rolesWithWriteAccess,
+      },
+      {
+        key: "mcp-servers",
+        page: "mcp-servers",
+        label: "MCP Servers",
+        icon: ,
+      },
+      {
+        key: "guardrails",
+        page: "guardrails",
+        label: "Guardrails",
+        icon: ,
+        roles: all_admin_roles,
+      },
+      {
+        key: "policies",
+        page: "policies",
+        label: (
+          
+            Policies
+          
+        ),
+        icon: ,
+        roles: all_admin_roles,
+      },
+      {
+        key: "tools",
+        page: "tools",
+        label: "Tools",
+        icon: ,
+        children: [
+          {
+            key: "search-tools",
+            page: "search-tools",
+            label: "Search Tools",
+            icon: ,
+          },
+          {
+            key: "vector-stores",
+            page: "vector-stores",
+            label: "Vector Stores",
+            icon: ,
+          },
+        ],
+      },
+    ],
+  },
+  {
+    groupLabel: "OBSERVABILITY",
+    items: [
+      {
+        key: "new_usage",
+        page: "new_usage",
+        icon: ,
+        roles: [...all_admin_roles, ...internalUserRoles],
+        label: "Usage",
+      },
+      {
+        key: "logs",
+        page: "logs",
+        label: (
+          
+            Logs 
+          
+        ),
+        icon: ,
+      },
+    ],
+  },
+  {
+    groupLabel: "ACCESS CONTROL",
+    items: [
+      {
+        key: "users",
+        page: "users",
+        label: "Internal Users",
+        icon: ,
+        roles: all_admin_roles,
+      },
+      {
+        key: "teams",
+        page: "teams",
+        label: "Teams",
+        icon: ,
+      },
+      {
+        key: "organizations",
+        page: "organizations",
+        label: "Organizations",
+        icon: ,
+        roles: all_admin_roles,
+      },
+      {
+        key: "budgets",
+        page: "budgets",
+        label: "Budgets",
+        icon: ,
+        roles: all_admin_roles,
+      },
+    ],
+  },
+  {
+    groupLabel: "DEVELOPER TOOLS",
+    items: [
+      {
+        key: "api_ref",
+        page: "api_ref",
+        label: "API Reference",
+        icon: ,
+      },
+      {
+        key: "model-hub-table",
+        page: "model-hub-table",
+        label: "AI Hub",
+        icon: ,
+      },
+      {
+        key: "learning-resources",
+        page: "learning-resources",
+        label: "Learning Resources",
+        icon: ,
+        external_url: "https://models.litellm.ai/cookbook",
+      },
+      {
+        key: "experimental",
+        page: "experimental",
+        label: "Experimental",
+        icon: ,
+        children: [
+          {
+            key: "caching",
+            page: "caching",
+            label: "Caching",
+            icon: ,
+            roles: all_admin_roles,
+          },
+          {
+            key: "prompts",
+            page: "prompts",
+            label: "Prompts",
+            icon: ,
+            roles: all_admin_roles,
+          },
+          {
+            key: "transform-request",
+            page: "transform-request",
+            label: "API Playground",
+            icon: ,
+            roles: [...all_admin_roles, ...internalUserRoles],
+          },
+          {
+            key: "tag-management",
+            page: "tag-management",
+            label: "Tag Management",
+            icon: ,
+            roles: all_admin_roles,
+          },
+          {
+            key: "claude-code-plugins",
+            page: "claude-code-plugins",
+            label: "Claude Code Plugins",
+            icon: ,
+            roles: all_admin_roles,
+          },
+          {
+            key: "4",
+            page: "usage",
+            label: "Old Usage",
+            icon: ,
+          }
+        ],
+      },
+    ],
+  },
+  {
+    groupLabel: "SETTINGS",
+    roles: all_admin_roles,
+    items: [
+      {
+        key: "settings",
+        page: "settings",
+        label: Settings,
+        icon: ,
+        roles: all_admin_roles,
+        children: [
+          {
+            key: "router-settings",
+            page: "router-settings",
+            label: "Router Settings",
+            icon: ,
+            roles: all_admin_roles,
+          },
+          {
+            key: "logging-and-alerts",
+            page: "logging-and-alerts",
+            label: "Logging & Alerts",
+            icon: ,
+            roles: all_admin_roles,
+          },
+          {
+            key: "admin-panel",
+            page: "admin-panel",
+            label: "Admin Settings",
+            icon: ,
+            roles: all_admin_roles,
+          },
+          {
+            key: "cost-tracking",
+            page: "cost-tracking",
+            label: "Cost Tracking",
+            icon: ,
+            roles: all_admin_roles,
+          },
+          {
+            key: "ui-theme",
+            page: "ui-theme",
+            label: "UI Theme",
+            icon: ,
+            roles: all_admin_roles,
+          },
+        ],
+      },
+    ],
+  },
+];
 
 const Sidebar: React.FC = ({ setPage, defaultSelectedKey, collapsed = false, enabledPagesInternalUsers }) => {
   const { userId, accessToken, userRole } = useAuthorized();
@@ -377,7 +377,7 @@ const Sidebar: React.FC = ({ setPage, defaultSelectedKey, collapse
         if (!isAdmin && enabledPagesInternalUsers !== null && enabledPagesInternalUsers !== undefined) {
           // If item has children, check if any children are visible
           if (item.children && item.children.length > 0) {
-            const hasVisibleChildren = item.children.some((child) => 
+            const hasVisibleChildren = item.children.some((child) =>
               enabledPagesInternalUsers.includes(child.page)
             );
             if (hasVisibleChildren) {
@@ -385,7 +385,7 @@ const Sidebar: React.FC = ({ setPage, defaultSelectedKey, collapse
               return true;
             }
           }
-          
+
           const isIncluded = enabledPagesInternalUsers.includes(item.page);
           console.log(`[LeftNav] Page "${item.page}" (${item.key}): ${isIncluded ? "VISIBLE" : "HIDDEN"}`);
           return isIncluded;
@@ -444,12 +444,12 @@ const Sidebar: React.FC = ({ setPage, defaultSelectedKey, collapse
           })),
           onClick: !item.children
             ? () => {
-                if (item.external_url) {
-                  window.open(item.external_url, "_blank");
-                } else {
-                  navigateToPage(item.page);
-                }
+              if (item.external_url) {
+                window.open(item.external_url, "_blank");
+              } else {
+                navigateToPage(item.page);
               }
+            }
             : undefined,
         })),
       });
diff --git a/ui/litellm-dashboard/src/components/view_logs/SpendLogsSettingsModal/SpendLogsSettingsModal.tsx b/ui/litellm-dashboard/src/components/view_logs/SpendLogsSettingsModal/SpendLogsSettingsModal.tsx
index cf8e51be94..3782a7199e 100644
--- a/ui/litellm-dashboard/src/components/view_logs/SpendLogsSettingsModal/SpendLogsSettingsModal.tsx
+++ b/ui/litellm-dashboard/src/components/view_logs/SpendLogsSettingsModal/SpendLogsSettingsModal.tsx
@@ -1,10 +1,11 @@
 "use client";
 
 import { StoreRequestInSpendLogsParams, useStoreRequestInSpendLogs } from "@/app/(dashboard)/hooks/storeRequestInSpendLogs/useStoreRequestInSpendLogs";
+import NewBadge from "@/components/common_components/NewBadge";
 import NotificationsManager from "@/components/molecules/notifications_manager";
 import { parseErrorMessage } from "@/components/shared/errorUtils";
 import { ClockCircleOutlined } from "@ant-design/icons";
-import { Button, Form, Input, Modal, Space, Switch } from "antd";
+import { Button, Form, Input, Modal, Space, Switch, Typography } from "antd";
 import React from "react";
 
 interface SpendLogsSettingsModalProps {
@@ -42,7 +43,7 @@ const SpendLogsSettingsModal: React.FC = ({ isVisib
 
   return (
     Spend Logs Settings}
       open={isVisible}
       width={600}
       footer={
diff --git a/ui/litellm-dashboard/src/components/view_logs/index.tsx b/ui/litellm-dashboard/src/components/view_logs/index.tsx
index 22af41f6d0..f7639311d1 100644
--- a/ui/litellm-dashboard/src/components/view_logs/index.tsx
+++ b/ui/litellm-dashboard/src/components/view_logs/index.tsx
@@ -1,38 +1,36 @@
+import { useQuery, useQueryClient } from "@tanstack/react-query";
 import moment from "moment";
-import { useQuery } from "@tanstack/react-query";
-import { useState, useRef, useEffect, useCallback } from "react";
-import { useQueryClient } from "@tanstack/react-query";
+import { useCallback, useEffect, useRef, useState } from "react";
 
-import { uiSpendLogsCall, keyInfoV1Call, sessionSpendLogsCall, keyListCall, allEndUsersCall } from "../networking";
-import { DataTable } from "./table";
-import { columns, LogEntry } from "./columns";
-import { Row } from "@tanstack/react-table";
-import { prefetchLogDetails } from "./prefetch";
-import { RequestResponsePanel } from "./RequestResponsePanel";
-import { ErrorViewer } from "./ErrorViewer";
-import { internalUserRoles } from "../../utils/roles";
-import { ConfigInfoMessage } from "./ConfigInfoMessage";
-import { Button, Tooltip } from "antd";
-import { KeyResponse, Team } from "../key_team_helpers/key_list";
-import KeyInfoView from "../templates/key_info_view";
-import { SessionView } from "./SessionView";
-import { VectorStoreViewer } from "./VectorStoreViewer";
 import GuardrailViewer from "@/components/view_logs/GuardrailViewer/GuardrailViewer";
-import { CostBreakdownViewer } from "./CostBreakdownViewer";
-import FilterComponent from "../molecules/filter";
-import { FilterOption } from "../molecules/filter";
-import { useLogFilterLogic } from "./log_filter_logic";
-import { fetchAllKeyAliases } from "../key_team_helpers/filter_helpers";
-import { Tab, TabGroup, TabList, TabPanels, TabPanel, Switch } from "@tremor/react";
-import AuditLogs from "./audit_logs";
-import { getTimeRangeDisplay } from "./logs_utils";
 import { formatNumberWithCommas } from "@/utils/dataUtils";
 import { truncateString } from "@/utils/textUtils";
+import { SettingOutlined } from "@ant-design/icons";
+import { Row } from "@tanstack/react-table";
+import { Switch, Tab, TabGroup, TabList, TabPanel, TabPanels } from "@tremor/react";
+import { Button, Tooltip } from "antd";
+import { internalUserRoles } from "../../utils/roles";
 import DeletedKeysPage from "../DeletedKeysPage/DeletedKeysPage";
 import DeletedTeamsPage from "../DeletedTeamsPage/DeletedTeamsPage";
-import NewBadge from "../common_components/NewBadge";
+import { fetchAllKeyAliases } from "../key_team_helpers/filter_helpers";
+import { KeyResponse, Team } from "../key_team_helpers/key_list";
+import FilterComponent, { FilterOption } from "../molecules/filter";
+import { allEndUsersCall, keyInfoV1Call, keyListCall, sessionSpendLogsCall, uiSpendLogsCall } from "../networking";
+import KeyInfoView from "../templates/key_info_view";
+import AuditLogs from "./audit_logs";
+import { columns, LogEntry } from "./columns";
+import { ConfigInfoMessage } from "./ConfigInfoMessage";
+import { CostBreakdownViewer } from "./CostBreakdownViewer";
+import { ErrorViewer } from "./ErrorViewer";
+import { useLogFilterLogic } from "./log_filter_logic";
+import { getTimeRangeDisplay } from "./logs_utils";
+import { prefetchLogDetails } from "./prefetch";
+import { RequestResponsePanel } from "./RequestResponsePanel";
+import { SessionView } from "./SessionView";
 import SpendLogsSettingsModal from "./SpendLogsSettingsModal/SpendLogsSettingsModal";
-import { SettingOutlined } from "@ant-design/icons";
+import { DataTable } from "./table";
+import { VectorStoreViewer } from "./VectorStoreViewer";
+import NewBadge from "../common_components/NewBadge";
 
 interface SpendLogsTableProps {
   accessToken: string | null;
@@ -513,8 +511,8 @@ export default function SpendLogsTable({
         
           Request Logs
           Audit Logs
-          <>Deleted Keys 
-          <>Deleted Teams 
+          Deleted Keys
+          Deleted Teams
         
         
           
@@ -535,11 +533,12 @@ export default function SpendLogsTable({
                 )}
               
               {!selectedSessionId && (
-                
      
             {selectedKeyInfo && selectedKeyIdInfoView && selectedKeyInfo.api_key === selectedKeyIdInfoView ? (

From 5cd482cd057eac187383dc58afe8f64a63f2b060 Mon Sep 17 00:00:00 2001
From: yuneng-jiang 
Date: Thu, 29 Jan 2026 14:17:59 -0800
Subject: [PATCH 172/188] Adding tests

---
 .../common_components/NewBadge.test.tsx       | 35 +++++++++++++++++++
 .../SpendLogsSettingsModal.tsx                |  4 +--
 2 files changed, 37 insertions(+), 2 deletions(-)

diff --git a/ui/litellm-dashboard/src/components/common_components/NewBadge.test.tsx b/ui/litellm-dashboard/src/components/common_components/NewBadge.test.tsx
index a24b52db6b..2500551d37 100644
--- a/ui/litellm-dashboard/src/components/common_components/NewBadge.test.tsx
+++ b/ui/litellm-dashboard/src/components/common_components/NewBadge.test.tsx
@@ -49,4 +49,39 @@ describe("NewBadge", () => {
 
     expect(container.firstChild).toBeNull();
   });
+
+  it("should render badge with dot when dot prop is true", () => {
+    mockUseDisableShowNewBadge.mockReturnValue(false);
+
+    render(Test Content);
+
+    expect(screen.queryByText("New")).not.toBeInTheDocument();
+    expect(screen.getByText("Test Content")).toBeInTheDocument();
+  });
+
+  it("should render badge with 'New' text when dot prop is false", () => {
+    mockUseDisableShowNewBadge.mockReturnValue(false);
+
+    render(Test Content);
+
+    expect(screen.getByText("New")).toBeInTheDocument();
+    expect(screen.getByText("Test Content")).toBeInTheDocument();
+  });
+
+  it("should render badge with 'New' text when dot prop is not provided (defaults to false)", () => {
+    mockUseDisableShowNewBadge.mockReturnValue(false);
+
+    render(Test Content);
+
+    expect(screen.getByText("New")).toBeInTheDocument();
+    expect(screen.getByText("Test Content")).toBeInTheDocument();
+  });
+
+  it("should render badge with dot when dot is true and no children", () => {
+    mockUseDisableShowNewBadge.mockReturnValue(false);
+
+    render();
+
+    expect(screen.queryByText("New")).not.toBeInTheDocument();
+  });
 });
diff --git a/ui/litellm-dashboard/src/components/view_logs/SpendLogsSettingsModal/SpendLogsSettingsModal.tsx b/ui/litellm-dashboard/src/components/view_logs/SpendLogsSettingsModal/SpendLogsSettingsModal.tsx
index 007036a9c9..29194ce9fc 100644
--- a/ui/litellm-dashboard/src/components/view_logs/SpendLogsSettingsModal/SpendLogsSettingsModal.tsx
+++ b/ui/litellm-dashboard/src/components/view_logs/SpendLogsSettingsModal/SpendLogsSettingsModal.tsx
@@ -1,13 +1,13 @@
 "use client";
 
+import { ConfigType, GeneralSettingsFieldName, useDeleteProxyConfigField, useProxyConfig } from "@/app/(dashboard)/hooks/proxyConfig/useProxyConfig";
 import { StoreRequestInSpendLogsParams, useStoreRequestInSpendLogs } from "@/app/(dashboard)/hooks/storeRequestInSpendLogs/useStoreRequestInSpendLogs";
-import { ConfigType, useProxyConfig, useDeleteProxyConfigField, GeneralSettingsFieldName } from "@/app/(dashboard)/hooks/proxyConfig/useProxyConfig";
+import NewBadge from "@/components/common_components/NewBadge";
 import NotificationsManager from "@/components/molecules/notifications_manager";
 import { parseErrorMessage } from "@/components/shared/errorUtils";
 import { ClockCircleOutlined } from "@ant-design/icons";
 import { Button, Form, Input, Modal, Skeleton, Space, Switch, Typography } from "antd";
 import React, { useEffect, useMemo } from "react";
-import NewBadge from "@/components/common_components/NewBadge";
 
 interface SpendLogsSettingsModalProps {
   isVisible: boolean;

From 12f58247efd641925b09a40af17b9642a172773f Mon Sep 17 00:00:00 2001
From: Alexsander Hamir 
Date: Thu, 29 Jan 2026 16:07:20 -0800
Subject: [PATCH 173/188] Add event-driven coordination for global spend query
 to prevent cache stampede (#20030)

---
 litellm/proxy/auth/user_api_key_auth.py       |  72 ++++---
 .../proxy/common_utils/cache_coordinator.py   | 191 ++++++++++++++++++
 litellm/proxy/proxy_server.py                 |  28 +++
 3 files changed, 259 insertions(+), 32 deletions(-)
 create mode 100644 litellm/proxy/common_utils/cache_coordinator.py

diff --git a/litellm/proxy/auth/user_api_key_auth.py b/litellm/proxy/auth/user_api_key_auth.py
index 7e7c7c8c90..40ad2488ed 100644
--- a/litellm/proxy/auth/user_api_key_auth.py
+++ b/litellm/proxy/auth/user_api_key_auth.py
@@ -53,6 +53,7 @@ from litellm.proxy.auth.handle_jwt import JWTAuthManager, JWTHandler
 from litellm.proxy.auth.oauth2_check import Oauth2Handler
 from litellm.proxy.auth.oauth2_proxy_hook import handle_oauth2_proxy_request
 from litellm.proxy.auth.route_checks import RouteChecks
+from litellm.proxy.common_utils.cache_coordinator import EventDrivenCacheCoordinator
 from litellm.proxy.common_utils.http_parsing_utils import (
     _read_request_body,
     _safe_get_request_headers,
@@ -211,6 +212,33 @@ def update_valid_token_with_end_user_params(
     return valid_token
 
 
+# Reusable coordinator for global spend to prevent cache stampede
+_global_spend_coordinator = EventDrivenCacheCoordinator(log_prefix="[GLOBAL SPEND]")
+
+
+async def _fetch_global_spend_with_event_coordination(
+    cache_key: str,
+    user_api_key_cache: DualCache,
+    prisma_client: PrismaClient,
+) -> Optional[float]:
+    """
+    Fetch global spend with event-driven coordination to prevent cache stampede.
+    Uses EventDrivenCacheCoordinator: first request queries DB and signals others when done.
+    """
+
+    async def _load_global_spend() -> Optional[float]:
+        sql_query = """SELECT SUM(spend) AS total_spend FROM "MonthlyGlobalSpend";"""
+        response = await prisma_client.db.query_raw(query=sql_query)
+        val = response[0]["total_spend"]
+        return float(val) if val is not None else None
+
+    return await _global_spend_coordinator.get_or_load(
+        cache_key=cache_key,
+        cache=user_api_key_cache,
+        load_fn=_load_global_spend,
+    )
+
+
 async def get_global_proxy_spend(
     litellm_proxy_admin_name: str,
     user_api_key_cache: DualCache,
@@ -219,25 +247,14 @@ async def get_global_proxy_spend(
     proxy_logging_obj: ProxyLogging,
 ) -> Optional[float]:
     global_proxy_spend = None
-    if litellm.max_budget > 0:  # user set proxy max budget
-        # check cache
-        global_proxy_spend = await user_api_key_cache.async_get_cache(
-            key="{}:spend".format(litellm_proxy_admin_name)
+    if litellm.max_budget > 0 and prisma_client is not None:  # user set proxy max budget
+        # Use event-driven coordination to prevent cache stampede
+        cache_key = "{}:spend".format(litellm_proxy_admin_name)
+        global_proxy_spend = await _fetch_global_spend_with_event_coordination(
+            cache_key=cache_key,
+            user_api_key_cache=user_api_key_cache,
+            prisma_client=prisma_client,
         )
-        if global_proxy_spend is None and prisma_client is not None:
-            # get from db
-            sql_query = (
-                """SELECT SUM(spend) as total_spend FROM "MonthlyGlobalSpend";"""
-            )
-
-            response = await prisma_client.db.query_raw(query=sql_query)
-
-            global_proxy_spend = response[0]["total_spend"]
-
-            await user_api_key_cache.async_set_cache(
-                key="{}:spend".format(litellm_proxy_admin_name),
-                value=global_proxy_spend,
-            )
         if global_proxy_spend is not None:
             user_info = CallInfo(
                 user_id=litellm_proxy_admin_name,
@@ -1120,21 +1137,12 @@ async def _user_api_key_auth_builder(  # noqa: PLR0915
             if (
                 litellm.max_budget > 0 and prisma_client is not None
             ):  # user set proxy max budget
-                # check cache
-                global_proxy_spend = await user_api_key_cache.async_get_cache(
-                    key="{}:spend".format(litellm_proxy_admin_name)
+                cache_key = "{}:spend".format(litellm_proxy_admin_name)
+                global_proxy_spend = await _fetch_global_spend_with_event_coordination(
+                    cache_key=cache_key,
+                    user_api_key_cache=user_api_key_cache,
+                    prisma_client=prisma_client,
                 )
-                if global_proxy_spend is None:
-                    # get from db
-                    sql_query = """SELECT SUM(spend) as total_spend FROM "MonthlyGlobalSpend";"""
-
-                    response = await prisma_client.db.query_raw(query=sql_query)
-
-                    global_proxy_spend = response[0]["total_spend"]
-                    await user_api_key_cache.async_set_cache(
-                        key="{}:spend".format(litellm_proxy_admin_name),
-                        value=global_proxy_spend,
-                    )
 
                 if global_proxy_spend is not None:
                     call_info = CallInfo(
diff --git a/litellm/proxy/common_utils/cache_coordinator.py b/litellm/proxy/common_utils/cache_coordinator.py
new file mode 100644
index 0000000000..60d7e3947a
--- /dev/null
+++ b/litellm/proxy/common_utils/cache_coordinator.py
@@ -0,0 +1,191 @@
+"""
+Event-driven cache coordinator to prevent cache stampede.
+
+Use this when many requests can miss the same cache key at once (e.g. after
+expiry or restart). Without coordination, they would all run the expensive
+load (DB query, API call) in parallel and overload the backend.
+
+This module ensures only one request performs the load; the rest wait for a
+signal and then read the freshly cached value. Reuse it for any cache-aside
+pattern: global spend, feature flags, config, or other shared read-through data.
+"""
+
+import asyncio
+import time
+from typing import Any, Awaitable, Callable, Optional, Protocol, TypeVar
+
+from litellm._logging import verbose_proxy_logger
+
+T = TypeVar("T")
+
+
+class AsyncCacheProtocol(Protocol):
+    """Protocol for cache backends used by EventDrivenCacheCoordinator."""
+
+    async def async_get_cache(self, key: str, **kwargs: Any) -> Any:
+        ...
+
+    async def async_set_cache(self, key: str, value: Any, **kwargs: Any) -> Any:
+        ...
+
+
+class EventDrivenCacheCoordinator:
+    """
+    Coordinates a single in-flight load per logical resource to prevent cache stampede.
+
+    Pattern:
+    - First request: loads data (e.g. DB query), caches it, then signals waiters.
+    - Other requests: wait for the signal, then read from cache.
+
+    Create one instance per resource (e.g. one for global spend, one for feature flags).
+    """
+
+    def __init__(self, log_prefix: str = "[CACHE]"):
+        self._lock = asyncio.Lock()
+        self._event: Optional[asyncio.Event] = None
+        self._query_in_progress = False
+        self._log_prefix = log_prefix
+
+    async def _get_cached(
+        self, cache_key: str, cache: AsyncCacheProtocol
+    ) -> Optional[T]:
+        """Return value from cache if present, else None."""
+        return await cache.async_get_cache(key=cache_key)
+
+    def _log_cache_hit(self, value: T) -> None:
+        if self._log_prefix:
+            verbose_proxy_logger.debug(
+                "%s Cache hit, value: %s", self._log_prefix, value
+            )
+
+    def _log_cache_miss(self) -> None:
+        if self._log_prefix:
+            verbose_proxy_logger.debug("%s Cache miss", self._log_prefix)
+
+    async def _claim_role(self) -> Optional[asyncio.Event]:
+        """
+        Under lock: return event to wait on if load is in progress, else set us as loader and return None.
+        """
+        async with self._lock:
+            if self._query_in_progress and self._event is not None:
+                if self._log_prefix:
+                    verbose_proxy_logger.debug(
+                        "%s Load in flight, waiting for signal", self._log_prefix
+                    )
+                return self._event
+            self._query_in_progress = True
+            self._event = asyncio.Event()
+            if self._log_prefix:
+                verbose_proxy_logger.debug(
+                    "%s Starting load (will signal others when done)",
+                    self._log_prefix,
+                )
+            return None
+
+    async def _wait_for_signal_and_get(
+        self,
+        event: asyncio.Event,
+        cache_key: str,
+        cache: AsyncCacheProtocol,
+    ) -> Optional[T]:
+        """Wait for loader to finish, then read from cache."""
+        await event.wait()
+        if self._log_prefix:
+            verbose_proxy_logger.debug(
+                "%s Signal received, reading from cache", self._log_prefix
+            )
+        value = await cache.async_get_cache(key=cache_key)
+        if value is not None and self._log_prefix:
+            verbose_proxy_logger.debug(
+                "%s Cache filled by other request, value: %s",
+                self._log_prefix,
+                value,
+            )
+        elif value is None and self._log_prefix:
+            verbose_proxy_logger.debug(
+                "%s Signal received but cache still empty", self._log_prefix
+            )
+        return value
+
+    async def _load_and_cache(
+        self,
+        cache_key: str,
+        cache: AsyncCacheProtocol,
+        load_fn: Callable[[], Awaitable[T]],
+    ) -> Optional[T]:
+        """Double-check cache, run load_fn, set cache, return value. Caller must call _signal_done in finally."""
+        value = await cache.async_get_cache(key=cache_key)
+        if value is not None:
+            if self._log_prefix:
+                verbose_proxy_logger.debug(
+                    "%s Cache filled while acquiring lock, value: %s",
+                    self._log_prefix,
+                    value,
+                )
+            return value
+
+        if self._log_prefix:
+            verbose_proxy_logger.debug("%s Running load", self._log_prefix)
+        start = time.perf_counter()
+        value = await load_fn()
+        elapsed_ms = (time.perf_counter() - start) * 1000
+        if self._log_prefix:
+            verbose_proxy_logger.debug(
+                "%s Load completed in %.2fms, result: %s",
+                self._log_prefix,
+                elapsed_ms,
+                value,
+            )
+
+        await cache.async_set_cache(key=cache_key, value=value)
+        if self._log_prefix:
+            verbose_proxy_logger.debug("%s Result cached", self._log_prefix)
+        return value
+
+    async def _signal_done(self) -> None:
+        """Reset loader state and signal all waiters."""
+        async with self._lock:
+            self._query_in_progress = False
+            if self._event is not None:
+                if self._log_prefix:
+                    verbose_proxy_logger.debug(
+                        "%s Signaling all waiting requests", self._log_prefix
+                    )
+                self._event.set()
+                self._event = None
+
+    async def get_or_load(
+        self,
+        cache_key: str,
+        cache: AsyncCacheProtocol,
+        load_fn: Callable[[], Awaitable[T]],
+    ) -> Optional[T]:
+        """
+        Return cached value or load it once and signal waiters.
+
+        - cache_key: Key to read/write in the cache.
+        - cache: Object with async_get_cache(key) and async_set_cache(key, value).
+        - load_fn: Async callable that performs the load (e.g. DB query). No args.
+                   Return value is cached and returned. If it raises, waiters are
+                   still signaled so they can retry or handle empty cache.
+
+        Returns the value from cache or from load_fn, or None if load failed or
+        cache was still empty after waiting.
+        """
+        value = await self._get_cached(cache_key, cache)
+        if value is not None:
+            self._log_cache_hit(value)
+            return value
+
+        self._log_cache_miss()
+        event_to_wait = await self._claim_role()
+
+        if event_to_wait is not None:
+            return await self._wait_for_signal_and_get(
+                event_to_wait, cache_key, cache
+            )
+
+        try:
+            return await self._load_and_cache(cache_key, cache, load_fn)
+        finally:
+            await self._signal_done()
diff --git a/litellm/proxy/proxy_server.py b/litellm/proxy/proxy_server.py
index 1be7712380..df6fd173c0 100644
--- a/litellm/proxy/proxy_server.py
+++ b/litellm/proxy/proxy_server.py
@@ -226,6 +226,7 @@ from litellm.proxy.auth.model_checks import (
     get_team_models,
 )
 from litellm.proxy.auth.user_api_key_auth import (
+    _fetch_global_spend_with_event_coordination,
     user_api_key_auth,
     user_api_key_auth_websocket,
 )
@@ -768,6 +769,13 @@ async def proxy_startup_event(app: FastAPI):  # noqa: PLR0915
         ProxyStartupEvent._add_proxy_budget_to_db(
             litellm_proxy_budget_name=litellm_proxy_admin_name
         )
+        asyncio.create_task(
+            ProxyStartupEvent._warm_global_spend_cache(
+                litellm_proxy_admin_name=litellm_proxy_admin_name,
+                user_api_key_cache=user_api_key_cache,
+                prisma_client=prisma_client,
+            )
+        )
 
     ### START BATCH WRITING DB + CHECKING NEW MODELS###
     if prisma_client is not None:
@@ -4763,6 +4771,26 @@ class ProxyStartupEvent:
             )
         )
 
+    @classmethod
+    async def _warm_global_spend_cache(
+        cls,
+        litellm_proxy_admin_name: str,
+        user_api_key_cache: DualCache,
+        prisma_client: PrismaClient,
+    ) -> None:
+        """Warm global spend cache once at startup to reduce impact of first wave of requests."""
+        try:
+            cache_key = "{}:spend".format(litellm_proxy_admin_name)
+            await _fetch_global_spend_with_event_coordination(
+                cache_key=cache_key,
+                user_api_key_cache=user_api_key_cache,
+                prisma_client=prisma_client,
+            )
+        except Exception as e:
+            verbose_proxy_logger.debug(
+                "Global spend cache warm-up at startup skipped or failed: %s", e
+            )
+
     @classmethod
     async def _update_default_team_member_budget(cls):
         """Update the default team member budget"""

From f7e1a22947cc78341296cc91407473452f21b746 Mon Sep 17 00:00:00 2001
From: Ishaan Jaff 
Date: Thu, 29 Jan 2026 16:55:55 -0800
Subject: [PATCH 174/188] [Feat] New Model -
 amazon.nova-2-pro-preview-20251202-v1:0 (#20033)

* init: amazon.nova-2-pro-preview-20251202-v1:0

* init: nova amazon.nova-2-pro

* add s3_vectors
---
 litellm/constants.py                          |  1 +
 ...odel_prices_and_context_window_backup.json | 76 +++++++++++++++++++
 model_prices_and_context_window.json          | 76 +++++++++++++++++++
 provider_endpoints_support.json               | 20 +++++
 4 files changed, 173 insertions(+)

diff --git a/litellm/constants.py b/litellm/constants.py
index 91cdc0ebdf..3c84547d7c 100644
--- a/litellm/constants.py
+++ b/litellm/constants.py
@@ -980,6 +980,7 @@ BEDROCK_CONVERSE_MODELS = [
     "meta.llama3-2-90b-instruct-v1:0",
     "amazon.nova-lite-v1:0",
     "amazon.nova-2-lite-v1:0",
+    "amazon.nova-2-pro-preview-20251202-v1:0",
     "amazon.nova-pro-v1:0",
     "writer.palmyra-x4-v1:0",
     "writer.palmyra-x5-v1:0",
diff --git a/litellm/model_prices_and_context_window_backup.json b/litellm/model_prices_and_context_window_backup.json
index fad5f243ff..6a605f460d 100644
--- a/litellm/model_prices_and_context_window_backup.json
+++ b/litellm/model_prices_and_context_window_backup.json
@@ -354,6 +354,25 @@
         "supports_video_input": true,
         "supports_vision": true
     },
+    "amazon.nova-2-pro-preview-20251202-v1:0": {
+        "cache_read_input_token_cost": 5.46875e-07,
+        "input_cost_per_token": 2.1875e-06,
+        "input_cost_per_image_token": 2.1875e-06,
+        "input_cost_per_audio_token": 2.1875e-06,
+        "litellm_provider": "bedrock_converse",
+        "max_input_tokens": 1000000,
+        "max_output_tokens": 64000,
+        "max_tokens": 64000,
+        "mode": "chat",
+        "output_cost_per_token": 1.75e-05,
+        "supports_function_calling": true,
+        "supports_pdf_input": true,
+        "supports_prompt_caching": true,
+        "supports_reasoning": true,
+        "supports_response_schema": true,
+        "supports_video_input": true,
+        "supports_vision": true
+    },
     "apac.amazon.nova-2-lite-v1:0": {
         "cache_read_input_token_cost": 8.25e-08,
         "input_cost_per_token": 3.3e-07,
@@ -371,6 +390,25 @@
         "supports_video_input": true,
         "supports_vision": true
     },
+    "apac.amazon.nova-2-pro-preview-20251202-v1:0": {
+        "cache_read_input_token_cost": 5.46875e-07,
+        "input_cost_per_token": 2.1875e-06,
+        "input_cost_per_image_token": 2.1875e-06,
+        "input_cost_per_audio_token": 2.1875e-06,
+        "litellm_provider": "bedrock_converse",
+        "max_input_tokens": 1000000,
+        "max_output_tokens": 64000,
+        "max_tokens": 64000,
+        "mode": "chat",
+        "output_cost_per_token": 1.75e-05,
+        "supports_function_calling": true,
+        "supports_pdf_input": true,
+        "supports_prompt_caching": true,
+        "supports_reasoning": true,
+        "supports_response_schema": true,
+        "supports_video_input": true,
+        "supports_vision": true
+    },
     "eu.amazon.nova-2-lite-v1:0": {
         "cache_read_input_token_cost": 8.25e-08,
         "input_cost_per_token": 3.3e-07,
@@ -388,6 +426,25 @@
         "supports_video_input": true,
         "supports_vision": true
     },
+    "eu.amazon.nova-2-pro-preview-20251202-v1:0": {
+        "cache_read_input_token_cost": 5.46875e-07,
+        "input_cost_per_token": 2.1875e-06,
+        "input_cost_per_image_token": 2.1875e-06,
+        "input_cost_per_audio_token": 2.1875e-06,
+        "litellm_provider": "bedrock_converse",
+        "max_input_tokens": 1000000,
+        "max_output_tokens": 64000,
+        "max_tokens": 64000,
+        "mode": "chat",
+        "output_cost_per_token": 1.75e-05,
+        "supports_function_calling": true,
+        "supports_pdf_input": true,
+        "supports_prompt_caching": true,
+        "supports_reasoning": true,
+        "supports_response_schema": true,
+        "supports_video_input": true,
+        "supports_vision": true
+    },
     "us.amazon.nova-2-lite-v1:0": {
         "cache_read_input_token_cost": 8.25e-08,
         "input_cost_per_token": 3.3e-07,
@@ -405,6 +462,25 @@
         "supports_video_input": true,
         "supports_vision": true
     },
+    "us.amazon.nova-2-pro-preview-20251202-v1:0": {
+        "cache_read_input_token_cost": 5.46875e-07,
+        "input_cost_per_token": 2.1875e-06,
+        "input_cost_per_image_token": 2.1875e-06,
+        "input_cost_per_audio_token": 2.1875e-06,
+        "litellm_provider": "bedrock_converse",
+        "max_input_tokens": 1000000,
+        "max_output_tokens": 64000,
+        "max_tokens": 64000,
+        "mode": "chat",
+        "output_cost_per_token": 1.75e-05,
+        "supports_function_calling": true,
+        "supports_pdf_input": true,
+        "supports_prompt_caching": true,
+        "supports_reasoning": true,
+        "supports_response_schema": true,
+        "supports_video_input": true,
+        "supports_vision": true
+    },
     "amazon.nova-2-multimodal-embeddings-v1:0": {
         "litellm_provider": "bedrock",
         "max_input_tokens": 8172,
diff --git a/model_prices_and_context_window.json b/model_prices_and_context_window.json
index fad5f243ff..6a605f460d 100644
--- a/model_prices_and_context_window.json
+++ b/model_prices_and_context_window.json
@@ -354,6 +354,25 @@
         "supports_video_input": true,
         "supports_vision": true
     },
+    "amazon.nova-2-pro-preview-20251202-v1:0": {
+        "cache_read_input_token_cost": 5.46875e-07,
+        "input_cost_per_token": 2.1875e-06,
+        "input_cost_per_image_token": 2.1875e-06,
+        "input_cost_per_audio_token": 2.1875e-06,
+        "litellm_provider": "bedrock_converse",
+        "max_input_tokens": 1000000,
+        "max_output_tokens": 64000,
+        "max_tokens": 64000,
+        "mode": "chat",
+        "output_cost_per_token": 1.75e-05,
+        "supports_function_calling": true,
+        "supports_pdf_input": true,
+        "supports_prompt_caching": true,
+        "supports_reasoning": true,
+        "supports_response_schema": true,
+        "supports_video_input": true,
+        "supports_vision": true
+    },
     "apac.amazon.nova-2-lite-v1:0": {
         "cache_read_input_token_cost": 8.25e-08,
         "input_cost_per_token": 3.3e-07,
@@ -371,6 +390,25 @@
         "supports_video_input": true,
         "supports_vision": true
     },
+    "apac.amazon.nova-2-pro-preview-20251202-v1:0": {
+        "cache_read_input_token_cost": 5.46875e-07,
+        "input_cost_per_token": 2.1875e-06,
+        "input_cost_per_image_token": 2.1875e-06,
+        "input_cost_per_audio_token": 2.1875e-06,
+        "litellm_provider": "bedrock_converse",
+        "max_input_tokens": 1000000,
+        "max_output_tokens": 64000,
+        "max_tokens": 64000,
+        "mode": "chat",
+        "output_cost_per_token": 1.75e-05,
+        "supports_function_calling": true,
+        "supports_pdf_input": true,
+        "supports_prompt_caching": true,
+        "supports_reasoning": true,
+        "supports_response_schema": true,
+        "supports_video_input": true,
+        "supports_vision": true
+    },
     "eu.amazon.nova-2-lite-v1:0": {
         "cache_read_input_token_cost": 8.25e-08,
         "input_cost_per_token": 3.3e-07,
@@ -388,6 +426,25 @@
         "supports_video_input": true,
         "supports_vision": true
     },
+    "eu.amazon.nova-2-pro-preview-20251202-v1:0": {
+        "cache_read_input_token_cost": 5.46875e-07,
+        "input_cost_per_token": 2.1875e-06,
+        "input_cost_per_image_token": 2.1875e-06,
+        "input_cost_per_audio_token": 2.1875e-06,
+        "litellm_provider": "bedrock_converse",
+        "max_input_tokens": 1000000,
+        "max_output_tokens": 64000,
+        "max_tokens": 64000,
+        "mode": "chat",
+        "output_cost_per_token": 1.75e-05,
+        "supports_function_calling": true,
+        "supports_pdf_input": true,
+        "supports_prompt_caching": true,
+        "supports_reasoning": true,
+        "supports_response_schema": true,
+        "supports_video_input": true,
+        "supports_vision": true
+    },
     "us.amazon.nova-2-lite-v1:0": {
         "cache_read_input_token_cost": 8.25e-08,
         "input_cost_per_token": 3.3e-07,
@@ -405,6 +462,25 @@
         "supports_video_input": true,
         "supports_vision": true
     },
+    "us.amazon.nova-2-pro-preview-20251202-v1:0": {
+        "cache_read_input_token_cost": 5.46875e-07,
+        "input_cost_per_token": 2.1875e-06,
+        "input_cost_per_image_token": 2.1875e-06,
+        "input_cost_per_audio_token": 2.1875e-06,
+        "litellm_provider": "bedrock_converse",
+        "max_input_tokens": 1000000,
+        "max_output_tokens": 64000,
+        "max_tokens": 64000,
+        "mode": "chat",
+        "output_cost_per_token": 1.75e-05,
+        "supports_function_calling": true,
+        "supports_pdf_input": true,
+        "supports_prompt_caching": true,
+        "supports_reasoning": true,
+        "supports_response_schema": true,
+        "supports_video_input": true,
+        "supports_vision": true
+    },
     "amazon.nova-2-multimodal-embeddings-v1:0": {
         "litellm_provider": "bedrock",
         "max_input_tokens": 8172,
diff --git a/provider_endpoints_support.json b/provider_endpoints_support.json
index a901739c46..0738c6e4e0 100644
--- a/provider_endpoints_support.json
+++ b/provider_endpoints_support.json
@@ -236,6 +236,26 @@
         "rag_query": true
       }
     },
+    "s3_vectors": {
+      "display_name": "AWS S3 Vectors (`s3_vectors`)",
+      "url": "https://docs.litellm.ai/docs/providers/s3_vectors",
+      "endpoints": {
+        "chat_completions": false,
+        "messages": false,
+        "responses": false,
+        "embeddings": false,
+        "image_generations": false,
+        "audio_transcriptions": false,
+        "audio_speech": false,
+        "moderations": false,
+        "batches": false,
+        "rerank": false,
+        "a2a": false,
+        "interactions": false,
+        "vector_stores_create": true,
+        "vector_stores_search": true
+      }
+    },
     "sagemaker": {
       "display_name": "AWS - Sagemaker (`sagemaker`)",
       "url": "https://docs.litellm.ai/docs/providers/aws_sagemaker",

From 476f0b29d2e33e72891801a7115161cf0672bee2 Mon Sep 17 00:00:00 2001
From: Ishaan Jaff 
Date: Thu, 29 Jan 2026 17:48:38 -0800
Subject: [PATCH 175/188] [Feat] LiteLLM x Claude Agent SDK Integration 
 (#20035)

* fix: bedrock invoke - does not support prompt-caching-scope

* fix: UNSUPPORTED_BEDROCK_INVOKE_BETA_PATTERNS

* init requirements.txt

* init README for claude Agent SDK

* fix: using converse models with UNSUPPORTED_BEDROCK_CONVERSE_BETA_PATTERNS

* fix main.py

* init: proxy_e2e_anthropic_messages_tests
---
 .circleci/config.yml                          | 112 ++++++++++
 cookbook/anthropic_agent_sdk/README.md        | 117 +++++++++++
 .../anthropic_agent_sdk/config.example.yaml   |  25 +++
 cookbook/anthropic_agent_sdk/main.py          | 196 ++++++++++++++++++
 cookbook/anthropic_agent_sdk/requirements.txt |   2 +
 .../bedrock/chat/converse_transformation.py   |  47 ++++-
 .../anthropic_claude3_transformation.py       |   1 +
 litellm/proxy/proxy_config.yaml               | 114 ++--------
 .../test_claude_agent_sdk.py                  | 120 +++++++++++
 .../test_config.yaml                          |  31 +++
 10 files changed, 669 insertions(+), 96 deletions(-)
 create mode 100644 cookbook/anthropic_agent_sdk/README.md
 create mode 100644 cookbook/anthropic_agent_sdk/config.example.yaml
 create mode 100644 cookbook/anthropic_agent_sdk/main.py
 create mode 100644 cookbook/anthropic_agent_sdk/requirements.txt
 create mode 100644 tests/proxy_e2e_anthropic_messages_tests/test_claude_agent_sdk.py
 create mode 100644 tests/proxy_e2e_anthropic_messages_tests/test_config.yaml

diff --git a/.circleci/config.yml b/.circleci/config.yml
index 84b15572a6..e5bc82a596 100644
--- a/.circleci/config.yml
+++ b/.circleci/config.yml
@@ -3407,6 +3407,110 @@ jobs:
       - store_test_results:
           path: test-results
 
+  proxy_e2e_anthropic_messages_tests:
+    machine:
+      image: ubuntu-2204:2023.10.1
+    resource_class: xlarge
+    working_directory: ~/project
+    steps:
+      - checkout
+      - setup_google_dns
+      - run:
+          name: Install Docker CLI (In case it's not already installed)
+          command: |
+            curl -fsSL https://get.docker.com | sh
+            sudo usermod -aG docker $USER
+            docker version
+      - run:
+          name: Install Python 3.10
+          command: |
+            curl https://repo.anaconda.com/miniconda/Miniconda3-latest-Linux-x86_64.sh --output miniconda.sh
+            bash miniconda.sh -b -p $HOME/miniconda
+            export PATH="$HOME/miniconda/bin:$PATH"
+            conda init bash
+            source ~/.bashrc
+            conda create -n myenv python=3.10 -y
+            conda activate myenv
+            python --version
+      - run:
+          name: Install Dependencies
+          command: |
+            export PATH="$HOME/miniconda/bin:$PATH"
+            source $HOME/miniconda/etc/profile.d/conda.sh
+            conda activate myenv
+            pip install "pytest==7.3.1"
+            pip install "pytest-asyncio==0.21.1"
+            pip install "boto3==1.36.0"
+            pip install "httpx==0.27.0"
+            pip install "claude-agent-sdk"
+            pip install -r requirements.txt
+      - run:
+          name: Install dockerize
+          command: |
+            wget https://github.com/jwilder/dockerize/releases/download/v0.6.1/dockerize-linux-amd64-v0.6.1.tar.gz
+            sudo tar -C /usr/local/bin -xzvf dockerize-linux-amd64-v0.6.1.tar.gz
+            rm dockerize-linux-amd64-v0.6.1.tar.gz
+      - run:
+          name: Start PostgreSQL Database
+          command: |
+            docker run -d \
+              --name postgres-db \
+              -e POSTGRES_USER=postgres \
+              -e POSTGRES_PASSWORD=postgres \
+              -e POSTGRES_DB=circle_test \
+              -p 5432:5432 \
+              postgres:14
+      - run:
+          name: Wait for PostgreSQL to be ready
+          command: dockerize -wait tcp://localhost:5432 -timeout 1m
+      - attach_workspace:
+          at: ~/project
+      - run:
+          name: Load Docker Database Image
+          command: |
+            gunzip -c litellm-docker-database.tar.gz | docker load
+            docker images | grep litellm-docker-database
+      - run:
+          name: Run Docker container with test config
+          command: |
+            docker run -d \
+              -p 4000:4000 \
+              -e DATABASE_URL=postgresql://postgres:postgres@host.docker.internal:5432/circle_test \
+              -e LITELLM_MASTER_KEY="sk-1234" \
+              -e AWS_ACCESS_KEY_ID=$AWS_ACCESS_KEY_ID \
+              -e AWS_SECRET_ACCESS_KEY=$AWS_SECRET_ACCESS_KEY \
+              -e AWS_REGION_NAME="us-east-1" \
+              --add-host host.docker.internal:host-gateway \
+              --name my-app \
+              -v $(pwd)/tests/proxy_e2e_anthropic_messages_tests/test_config.yaml:/app/config.yaml \
+              litellm-docker-database:ci \
+              --config /app/config.yaml \
+              --port 4000 \
+              --detailed_debug
+      - run:
+          name: Start outputting logs
+          command: docker logs -f my-app
+          background: true
+      - run:
+          name: Wait for app to be ready
+          command: dockerize -wait http://localhost:4000 -timeout 5m
+      - run:
+          name: Run Claude Agent SDK E2E Tests
+          command: |
+            export PATH="$HOME/miniconda/bin:$PATH"
+            source $HOME/miniconda/etc/profile.d/conda.sh
+            conda activate myenv
+            export LITELLM_PROXY_URL="http://localhost:4000"
+            export LITELLM_API_KEY="sk-1234"
+            pwd
+            ls
+            python -m pytest -vv tests/proxy_e2e_anthropic_messages_tests/ -x -s --junitxml=test-results/junit.xml --durations=5
+          no_output_timeout: 120m
+
+      # Store test results
+      - store_test_results:
+          path: test-results
+
   upload-coverage:
     docker:
       - image: cimg/python:3.9
@@ -4075,6 +4179,14 @@ workflows:
               only:
                 - main
                 - /litellm_.*/
+      - proxy_e2e_anthropic_messages_tests:
+          requires:
+            - build_docker_database_image
+          filters:
+            branches:
+              only:
+                - main
+                - /litellm_.*/
       - llm_translation_testing:
           filters:
             branches:
diff --git a/cookbook/anthropic_agent_sdk/README.md b/cookbook/anthropic_agent_sdk/README.md
new file mode 100644
index 0000000000..f113261809
--- /dev/null
+++ b/cookbook/anthropic_agent_sdk/README.md
@@ -0,0 +1,117 @@
+# Claude Agent SDK with LiteLLM Gateway
+
+A simple example showing how to use Claude's Agent SDK with LiteLLM as a proxy. This lets you use any LLM provider (OpenAI, Bedrock, Azure, etc.) through the Agent SDK.
+
+## Quick Start
+
+### 1. Install dependencies
+
+```bash
+pip install anthropic claude-agent-sdk litellm
+```
+
+### 2. Start LiteLLM proxy
+
+```bash
+# Simple start with Claude
+litellm --model claude-sonnet-4-20250514
+
+# Or with a config file
+litellm --config config.yaml
+```
+
+### 3. Run the chat
+
+```bash
+python main.py
+```
+
+That's it! You can now chat with the agent in your terminal.
+
+### Chat Commands
+
+While chatting, you can use these commands:
+- `models` - List all available models (fetched from your LiteLLM proxy)
+- `model` - Switch to a different model
+- `clear` - Start a new conversation
+- `quit` or `exit` - End the chat
+
+The chat automatically fetches available models from your LiteLLM proxy's `/models` endpoint, so you'll always see what's currently configured.
+
+## Configuration
+
+Set these environment variables if needed:
+
+```bash
+export LITELLM_PROXY_URL="http://localhost:4000"
+export LITELLM_API_KEY="sk-1234"
+export LITELLM_MODEL="claude-sonnet-4-20250514"
+```
+
+Or just use the defaults - it'll connect to `http://localhost:4000` by default.
+
+## Example Config File
+
+If you want to use multiple models, create a `config.yaml` (see `config.example.yaml`):
+
+```yaml
+model_list:
+  - model_name: bedrock-claude-sonnet-4
+    litellm_params:
+      model: "bedrock/us.anthropic.claude-sonnet-4-20250514-v1:0"
+      aws_region_name: "us-east-1"
+
+  - model_name: bedrock-claude-sonnet-4.5
+    litellm_params:
+      model: "bedrock/us.anthropic.claude-sonnet-4-5-20250929-v1:0"
+      aws_region_name: "us-east-1"
+```
+
+Then start LiteLLM with: `litellm --config config.yaml`
+
+## How It Works
+
+The key is pointing the Agent SDK to LiteLLM instead of directly to Anthropic:
+
+```python
+# Point to LiteLLM gateway (not Anthropic)
+os.environ["ANTHROPIC_BASE_URL"] = "http://localhost:4000"
+os.environ["ANTHROPIC_API_KEY"] = "sk-1234"  # Your LiteLLM key
+
+# Use any model configured in LiteLLM
+options = ClaudeAgentOptions(
+    model="bedrock-claude-sonnet-4",  # or gpt-4, or anything else
+    system_prompt="You are a helpful assistant.",
+    max_turns=50,
+)
+```
+
+Note: Don't add `/anthropic` to the base URL - LiteLLM handles the routing automatically.
+
+## Why Use This?
+
+- **Switch providers easily**: Use the same code with OpenAI, Bedrock, Azure, etc.
+- **Cost tracking**: LiteLLM tracks spending across all your agent conversations
+- **Rate limiting**: Set budgets and limits on your agent usage
+- **Load balancing**: Distribute requests across multiple API keys or regions
+- **Fallbacks**: Automatically retry with a different model if one fails
+
+## Troubleshooting
+
+**Connection errors?**
+- Make sure LiteLLM is running: `litellm --model your-model`
+- Check the URL is correct (default: `http://localhost:4000`)
+
+**Authentication errors?**
+- Verify your LiteLLM API key is correct
+- Make sure the model is configured in your LiteLLM setup
+
+**Model not found?**
+- Check the model name matches what's in your LiteLLM config
+- Run `litellm --model your-model` to test it works
+
+## Learn More
+
+- [LiteLLM Docs](https://docs.litellm.ai/)
+- [Claude Agent SDK](https://github.com/anthropics/anthropic-agent-sdk)
+- [LiteLLM Proxy Guide](https://docs.litellm.ai/docs/proxy/quick_start)
diff --git a/cookbook/anthropic_agent_sdk/config.example.yaml b/cookbook/anthropic_agent_sdk/config.example.yaml
new file mode 100644
index 0000000000..eb1984fc4e
--- /dev/null
+++ b/cookbook/anthropic_agent_sdk/config.example.yaml
@@ -0,0 +1,25 @@
+model_list:
+  - model_name: bedrock-claude-sonnet-3.5
+    litellm_params:
+      model: "bedrock/us.anthropic.claude-3-5-sonnet-20240620-v1:0"
+      aws_region_name: "us-east-1"
+
+  - model_name: bedrock-claude-sonnet-4
+    litellm_params:
+      model: "bedrock/us.anthropic.claude-sonnet-4-20250514-v1:0"
+      aws_region_name: "us-east-1"
+
+  - model_name: bedrock-claude-sonnet-4.5
+    litellm_params:
+      model: "bedrock/us.anthropic.claude-sonnet-4-5-20250929-v1:0"
+      aws_region_name: "us-east-1"
+
+  - model_name: bedrock-claude-opus-4.5
+    litellm_params:
+      model: "bedrock/us.anthropic.claude-opus-4-5-20251101-v1:0"
+      aws_region_name: "us-east-1"
+
+  - model_name: bedrock-nova-premier
+    litellm_params:
+      model: "bedrock/amazon.nova-premier-v1:0"
+      aws_region_name: "us-east-1"
diff --git a/cookbook/anthropic_agent_sdk/main.py b/cookbook/anthropic_agent_sdk/main.py
new file mode 100644
index 0000000000..9bdd2f7364
--- /dev/null
+++ b/cookbook/anthropic_agent_sdk/main.py
@@ -0,0 +1,196 @@
+"""
+Simple Interactive Claude Agent SDK CLI using LiteLLM Gateway
+
+This example demonstrates an interactive CLI chat with the Anthropic Agent SDK using LiteLLM as a proxy.
+LiteLLM acts as a unified interface, allowing you to use any LLM provider (OpenAI, Azure, Bedrock, etc.)
+through the Claude Agent SDK by pointing it to the LiteLLM gateway.
+"""
+
+import os
+import asyncio
+import httpx
+from claude_agent_sdk import ClaudeSDKClient, ClaudeAgentOptions
+
+
+class Config:
+    """Configuration for LiteLLM Gateway connection"""
+    
+    # LiteLLM proxy URL (default to local instance)
+    LITELLM_PROXY_URL = os.getenv("LITELLM_PROXY_URL", "http://localhost:4000")
+    
+    # LiteLLM API key (master key or virtual key)
+    LITELLM_API_KEY = os.getenv("LITELLM_API_KEY", "sk-1234")
+    
+    # Model name as configured in LiteLLM (e.g., "bedrock-claude-sonnet-4", "gpt-4", etc.)
+    LITELLM_MODEL = os.getenv("LITELLM_MODEL", "bedrock-claude-sonnet-4.5")
+
+
+async def fetch_available_models(base_url: str, api_key: str) -> list[str]:
+    """
+    Fetch available models from LiteLLM proxy /models endpoint
+    """
+    try:
+        async with httpx.AsyncClient() as client:
+            response = await client.get(
+                f"{base_url}/models",
+                headers={"Authorization": f"Bearer {api_key}"},
+                timeout=10.0
+            )
+            response.raise_for_status()
+            data = response.json()
+            return [model["id"] for model in data.get("data", [])]
+    except Exception as e:
+        print(f"⚠️  Warning: Could not fetch models from proxy: {e}")
+        print("Using default model list...")
+        # Fallback to default models
+        return [
+            "bedrock-claude-sonnet-3.5",
+            "bedrock-claude-sonnet-4",
+            "bedrock-claude-sonnet-4.5",
+            "bedrock-claude-opus-4.5",
+            "bedrock-nova-premier",
+        ]
+
+
+async def interactive_chat():
+    """
+    Interactive CLI chat with the agent
+    """
+    config = Config()
+    
+    # Configure Anthropic SDK to point to LiteLLM gateway
+    # Note: We don't add /anthropic to the base URL - LiteLLM handles routing
+    litellm_base_url = config.LITELLM_PROXY_URL.rstrip('/')
+    os.environ["ANTHROPIC_BASE_URL"] = litellm_base_url
+    os.environ["ANTHROPIC_API_KEY"] = config.LITELLM_API_KEY
+    
+    # Fetch available models from proxy
+    available_models = await fetch_available_models(litellm_base_url, config.LITELLM_API_KEY)
+    
+    current_model = config.LITELLM_MODEL
+    
+    print("=" * 70)
+    print("🤖 Claude Agent SDK with LiteLLM Gateway - Interactive Chat")
+    print("=" * 70)
+    print(f"🚀 Connected to: {litellm_base_url}")
+    print(f"📦 Current model: {current_model}")
+    print("\nType your messages below. Commands:")
+    print("  - 'quit' or 'exit' to end the conversation")
+    print("  - 'clear' to start a new conversation")
+    print("  - 'model' to switch models")
+    print("  - 'models' to list available models")
+    print("=" * 70)
+    print()
+    
+    while True:
+        # Configure agent options for each conversation
+        options = ClaudeAgentOptions(
+            system_prompt="You are a helpful AI assistant. Be concise, accurate, and friendly.",
+            model=current_model,
+            max_turns=50,
+        )
+        
+        # Create agent client
+        async with ClaudeSDKClient(options=options) as client:
+            conversation_active = True
+            
+            while conversation_active:
+                # Get user input
+                try:
+                    user_input = input("\n👤 You: ").strip()
+                except (EOFError, KeyboardInterrupt):
+                    print("\n\n👋 Goodbye!")
+                    return
+                
+                # Handle commands
+                if user_input.lower() in ['quit', 'exit']:
+                    print("\n👋 Goodbye!")
+                    return
+                
+                if user_input.lower() == 'clear':
+                    print("\n🔄 Starting new conversation...\n")
+                    conversation_active = False
+                    continue
+                
+                if user_input.lower() == 'models':
+                    print("\n📋 Available models:")
+                    for i, model in enumerate(available_models, 1):
+                        marker = "✓" if model == current_model else " "
+                        print(f"  {marker} {i}. {model}")
+                    continue
+                
+                if user_input.lower() == 'model':
+                    print("\n📋 Select a model:")
+                    for i, model in enumerate(available_models, 1):
+                        marker = "✓" if model == current_model else " "
+                        print(f"  {marker} {i}. {model}")
+                    
+                    try:
+                        choice = input("\nEnter number (or press Enter to cancel): ").strip()
+                        if choice:
+                            idx = int(choice) - 1
+                            if 0 <= idx < len(available_models):
+                                current_model = available_models[idx]
+                                print(f"\n✅ Switched to: {current_model}")
+                                print("🔄 Starting new conversation with new model...\n")
+                                conversation_active = False
+                            else:
+                                print("❌ Invalid choice")
+                    except (ValueError, IndexError):
+                        print("❌ Invalid input")
+                    continue
+                
+                if not user_input:
+                    continue
+                
+                # Send query to agent with loading indicator
+                print("\n🤖 Assistant: ", end='', flush=True)
+                
+                try:
+                    await client.query(user_input)
+                    
+                    # Show loading indicator
+                    print("⏳ thinking...", end='', flush=True)
+                    
+                    # Stream the response
+                    first_chunk = True
+                    async for msg in client.receive_response():
+                        # Clear loading indicator on first message
+                        if first_chunk:
+                            print("\r🤖 Assistant: ", end='', flush=True)
+                            first_chunk = False
+                        
+                        # Handle different message types
+                        if hasattr(msg, 'type'):
+                            if msg.type == 'content_block_delta':
+                                # Streaming text delta
+                                if hasattr(msg, 'delta') and hasattr(msg.delta, 'text'):
+                                    print(msg.delta.text, end='', flush=True)
+                            elif msg.type == 'content_block_start':
+                                # Start of content block
+                                if hasattr(msg, 'content_block') and hasattr(msg.content_block, 'text'):
+                                    print(msg.content_block.text, end='', flush=True)
+                        
+                        # Fallback to original content handling
+                        if hasattr(msg, 'content'):
+                            for content_block in msg.content:
+                                if hasattr(content_block, 'text'):
+                                    print(content_block.text, end='', flush=True)
+                    
+                    print()  # New line after response
+                    
+                except Exception as e:
+                    print(f"\r\n❌ Error: {e}")
+                    print("Please check your LiteLLM gateway is running and configured correctly.")
+
+
+def main():
+    """Run interactive chat"""
+    try:
+        asyncio.run(interactive_chat())
+    except KeyboardInterrupt:
+        print("\n\n👋 Goodbye!")
+
+
+if __name__ == "__main__":
+    main()
diff --git a/cookbook/anthropic_agent_sdk/requirements.txt b/cookbook/anthropic_agent_sdk/requirements.txt
new file mode 100644
index 0000000000..1e810bb7d9
--- /dev/null
+++ b/cookbook/anthropic_agent_sdk/requirements.txt
@@ -0,0 +1,2 @@
+claude-agent-sdk
+httpx>=0.27.0
diff --git a/litellm/llms/bedrock/chat/converse_transformation.py b/litellm/llms/bedrock/chat/converse_transformation.py
index ec66514207..0d29c1f01a 100644
--- a/litellm/llms/bedrock/chat/converse_transformation.py
+++ b/litellm/llms/bedrock/chat/converse_transformation.py
@@ -76,6 +76,13 @@ BEDROCK_COMPUTER_USE_TOOLS = [
     "text_editor_",
 ]
 
+# Beta header patterns that are not supported by Bedrock Converse API
+# These will be filtered out to prevent errors
+UNSUPPORTED_BEDROCK_CONVERSE_BETA_PATTERNS = [
+    "advanced-tool-use",  # Bedrock Converse doesn't support advanced-tool-use beta headers
+    "prompt-caching",  # Prompt caching not supported in Converse API
+]
+
 
 class AmazonConverseConfig(BaseConfig):
     """
@@ -610,6 +617,37 @@ class AmazonConverseConfig(BaseConfig):
 
         return transformed_tools
 
+    def _filter_unsupported_beta_headers_for_bedrock(
+        self, model: str, beta_list: list
+    ) -> list:
+        """
+        Remove beta headers that are not supported on Bedrock Converse API for the given model.
+
+        Extended thinking beta headers are only supported on specific Claude 4+ models.
+        Some beta headers are universally unsupported on Bedrock Converse API.
+
+        Args:
+            model: The model name
+            beta_list: The list of beta headers to filter
+
+        Returns:
+            Filtered list of beta headers
+        """
+        filtered_betas = []
+        
+        # 1. Filter out beta headers that are universally unsupported on Bedrock Converse
+        for beta in beta_list:
+            should_keep = True
+            for unsupported_pattern in UNSUPPORTED_BEDROCK_CONVERSE_BETA_PATTERNS:
+                if unsupported_pattern in beta.lower():
+                    should_keep = False
+                    break
+            
+            if should_keep:
+                filtered_betas.append(beta)
+                
+        return filtered_betas
+
     def _separate_computer_use_tools(
         self, tools: List[OpenAIChatCompletionToolParam], model: str
     ) -> Tuple[
@@ -1088,7 +1126,14 @@ class AmazonConverseConfig(BaseConfig):
                 if beta not in seen:
                     unique_betas.append(beta)
                     seen.add(beta)
-            additional_request_params["anthropic_beta"] = unique_betas
+            
+            # Filter out unsupported beta headers for Bedrock Converse API
+            filtered_betas = self._filter_unsupported_beta_headers_for_bedrock(
+                model=model,
+                beta_list=unique_betas,
+            )
+            
+            additional_request_params["anthropic_beta"] = filtered_betas
 
         return bedrock_tools, anthropic_beta_list
 
diff --git a/litellm/llms/bedrock/messages/invoke_transformations/anthropic_claude3_transformation.py b/litellm/llms/bedrock/messages/invoke_transformations/anthropic_claude3_transformation.py
index fc4220c054..b1c45ea83a 100644
--- a/litellm/llms/bedrock/messages/invoke_transformations/anthropic_claude3_transformation.py
+++ b/litellm/llms/bedrock/messages/invoke_transformations/anthropic_claude3_transformation.py
@@ -54,6 +54,7 @@ class AmazonAnthropicClaudeMessagesConfig(
     # These will be filtered out to prevent 400 "invalid beta flag" errors
     UNSUPPORTED_BEDROCK_INVOKE_BETA_PATTERNS = [
         "advanced-tool-use",  # Bedrock Invoke doesn't support advanced-tool-use beta headers
+        "prompt-caching-scope"
     ]
 
     def __init__(self, **kwargs):
diff --git a/litellm/proxy/proxy_config.yaml b/litellm/proxy/proxy_config.yaml
index ea405c1dea..e12e75b54f 100644
--- a/litellm/proxy/proxy_config.yaml
+++ b/litellm/proxy/proxy_config.yaml
@@ -1,101 +1,25 @@
 model_list:
-  - model_name: "*"
+  - model_name: bedrock-claude-sonnet-3.5
     litellm_params:
-      model: "*"
-  - model_name: "gpt-4"
+      model: "bedrock/us.anthropic.claude-3-5-sonnet-20240620-v1:0"
+      aws_region_name: "us-east-1"
+
+  - model_name: bedrock-claude-sonnet-4
     litellm_params:
-      model: "gpt-4"
-      api_key: os.environ/OPENAI_API_KEY
-  - model_name: "gpt-3.5-turbo"
+      model: "bedrock/us.anthropic.claude-sonnet-4-20250514-v1:0"
+      aws_region_name: "us-east-1"
+
+  - model_name: bedrock-claude-sonnet-4.5
     litellm_params:
-      model: "gpt-3.5-turbo"
-      api_key: os.environ/OPENAI_API_KEY
+      model: "bedrock/us.anthropic.claude-sonnet-4-5-20250929-v1:0"
+      aws_region_name: "us-east-1"
 
-general_settings:
-  master_key: sk-1234
+  - model_name: bedrock-claude-opus-4.5
+    litellm_params:
+      model: "bedrock/converse/us.anthropic.claude-opus-4-5-20251101-v1:0"
+      aws_region_name: "us-east-1"
 
-# ───────────────────────────────────────────────
-# POLICIES - Define WHAT guardrails to apply
-# ───────────────────────────────────────────────
-#
-# Policies define guardrails with:
-# - inherit: Inherit guardrails from another policy
-# - description: Human-readable description
-# - guardrails.add: Add guardrails (on top of inherited)
-# - guardrails.remove: Remove guardrails (from inherited)
-# - condition.model: Model pattern (exact or regex) for when guardrails apply
-#
-policies:
-  # Global baseline policy
-  global-baseline:
-    description: "Base guardrails for all requests"
-    guardrails:
-      add:
-        - pii_blocker
-
-  # Healthcare policy - inherits from global-baseline
-  healthcare-compliance:
-    inherit: global-baseline
-    description: "HIPAA compliance for healthcare teams"
-    guardrails:
-      add:
-        - hipaa_audit
-
-  # Dev policy - inherits but removes PII blocker for testing
-  internal-dev:
-    inherit: global-baseline
-    description: "Relaxed policy for internal development"
-    guardrails:
-      add:
-        - toxicity_filter
-      remove:
-        - pii_blocker
-
-  # Policy with model condition (regex pattern)
-  gpt4-safety:
-    description: "Extra safety for GPT-4 models"
-    guardrails:
-      add:
-        - toxicity_filter
-    condition:
-      model: "gpt-4.*"  # regex: matches gpt-4, gpt-4-turbo, gpt-4o, etc.
-
-  # Policy with model condition (exact match list)
-  bedrock-compliance:
-    description: "Compliance for Bedrock models"
-    guardrails:
-      add:
-        - strict_pii_blocker
-    condition:
-      model: ["bedrock/claude-3", "bedrock/claude-2"]  # exact matches
-
-# ───────────────────────────────────────────────
-# POLICY ATTACHMENTS - Define WHERE policies apply
-# ───────────────────────────────────────────────
-#
-# Attachments are REQUIRED to make policies active.
-# A policy without an attachment will not be applied.
-#
-policy_attachments:
-  # Global attachment - applies to all requests
-  - policy: global-baseline
-    scope: "*"
-
-  # Team-specific attachment
-  - policy: healthcare-compliance
-    teams:
-      - healthcare-team
-      - medical-research
-
-  # Key pattern attachment
-  - policy: internal-dev
-    keys:
-      - "dev-key-*"
-      - "test-key-*"
-
-  # Model-specific policies (attached globally, condition filters by model)
-  - policy: gpt4-safety
-    scope: "*"
-
-  - policy: bedrock-compliance
-    scope: "*"
+  - model_name: bedrock-nova-premier
+    litellm_params:
+      model: "bedrock/us.amazon.nova-premier-v1:0"
+      aws_region_name: "us-east-1"   
\ No newline at end of file
diff --git a/tests/proxy_e2e_anthropic_messages_tests/test_claude_agent_sdk.py b/tests/proxy_e2e_anthropic_messages_tests/test_claude_agent_sdk.py
new file mode 100644
index 0000000000..0838faf421
--- /dev/null
+++ b/tests/proxy_e2e_anthropic_messages_tests/test_claude_agent_sdk.py
@@ -0,0 +1,120 @@
+"""
+E2E tests for Claude Agent SDK with LiteLLM Proxy using Bedrock models.
+
+Tests streaming messages across different Bedrock models:
+- Regular Bedrock Claude Sonnet 4.5
+- Bedrock Converse Claude Sonnet 4.5
+- AWS Nova Premier
+"""
+
+import os
+import pytest
+import asyncio
+from claude_agent_sdk import ClaudeSDKClient, ClaudeAgentOptions
+
+
+# Test models from proxy_config.yaml
+TEST_MODELS = [
+    ("bedrock-claude-sonnet-4.5", "Bedrock Invoke API"),
+    ("bedrock-converse-claude-sonnet-4.5", "Bedrock Converse API"),
+    ("bedrock-nova-premier", "AWS Nova Premier"),
+]
+
+
+@pytest.fixture(scope="module")
+def litellm_proxy_config():
+    """Configure connection to LiteLLM proxy"""
+    proxy_url = os.getenv("LITELLM_PROXY_URL", "http://localhost:4000")
+    api_key = os.getenv("LITELLM_API_KEY", "sk-1234")
+    
+    # Set environment variables for Claude Agent SDK
+    os.environ["ANTHROPIC_BASE_URL"] = proxy_url.rstrip('/')
+    os.environ["ANTHROPIC_API_KEY"] = api_key
+    
+    return {
+        "proxy_url": proxy_url,
+        "api_key": api_key,
+    }
+
+
+@pytest.mark.asyncio
+@pytest.mark.parametrize("model_name,model_description", TEST_MODELS)
+async def test_claude_agent_sdk_streaming(litellm_proxy_config, model_name, model_description):
+    """
+    Test streaming messages with Claude Agent SDK through LiteLLM proxy.
+    
+    This validates:
+    1. Claude Agent SDK can connect to LiteLLM proxy
+    2. Streaming works correctly
+    3. Different Bedrock models (Invoke, Converse, Nova) work end-to-end
+    """
+    print(f"\n{'='*60}")
+    print(f"Testing: {model_name} ({model_description})")
+    print(f"{'='*60}")
+    
+    # Configure agent options
+    options = ClaudeAgentOptions(
+        system_prompt="You are a helpful AI assistant. Be concise.",
+        model=model_name,
+        max_turns=5,
+    )
+    
+    # Test query
+    test_query = "Say 'Hello from LiteLLM!' and nothing else."
+    
+    # Track streaming
+    received_chunks = []
+    full_response = ""
+    
+    try:
+        async with ClaudeSDKClient(options=options) as client:
+            await client.query(test_query)
+            
+            # Collect streaming response
+            async for msg in client.receive_response():
+                # Handle different message types
+                if hasattr(msg, 'type'):
+                    if msg.type == 'content_block_delta':
+                        # Streaming text delta
+                        if hasattr(msg, 'delta') and hasattr(msg.delta, 'text'):
+                            chunk_text = msg.delta.text
+                            received_chunks.append(chunk_text)
+                            full_response += chunk_text
+                    elif msg.type == 'content_block_start':
+                        # Start of content block
+                        if hasattr(msg, 'content_block') and hasattr(msg.content_block, 'text'):
+                            chunk_text = msg.content_block.text
+                            received_chunks.append(chunk_text)
+                            full_response += chunk_text
+                
+                # Fallback to content handling
+                if hasattr(msg, 'content'):
+                    for content_block in msg.content:
+                        if hasattr(content_block, 'text'):
+                            chunk_text = content_block.text
+                            received_chunks.append(chunk_text)
+                            full_response += chunk_text
+        
+        # Assertions
+        print(f"\n✅ Received {len(received_chunks)} chunks")
+        print(f"📝 Full response: {full_response[:100]}...")
+        
+        # Verify we got a response
+        assert len(full_response) > 0, f"No response received from {model_name}"
+        
+        # Verify streaming (should have multiple chunks for most responses)
+        # Note: Very short responses might come in 1 chunk, so we just verify we got content
+        assert len(received_chunks) > 0, f"No chunks received from {model_name}"
+        
+        # Verify response contains expected content (case insensitive)
+        assert "hello" in full_response.lower(), f"Response doesn't contain expected greeting: {full_response}"
+        
+        print(f"✅ Test passed for {model_name}")
+        
+    except Exception as e:
+        pytest.fail(f"Test failed for {model_name} ({model_description}): {str(e)}")
+
+
+if __name__ == "__main__":
+    # Run tests
+    pytest.main([__file__, "-v", "-s"])
diff --git a/tests/proxy_e2e_anthropic_messages_tests/test_config.yaml b/tests/proxy_e2e_anthropic_messages_tests/test_config.yaml
new file mode 100644
index 0000000000..35367860f1
--- /dev/null
+++ b/tests/proxy_e2e_anthropic_messages_tests/test_config.yaml
@@ -0,0 +1,31 @@
+model_list:
+  - model_name: bedrock-claude-sonnet-3.5
+    litellm_params:
+      model: "bedrock/us.anthropic.claude-3-5-sonnet-20240620-v1:0"
+      aws_region_name: "us-east-1"
+
+  - model_name: bedrock-claude-sonnet-4
+    litellm_params:
+      model: "bedrock/us.anthropic.claude-sonnet-4-20250514-v1:0"
+      aws_region_name: "us-east-1"
+
+  - model_name: bedrock-claude-sonnet-4.5
+    litellm_params:
+      model: "bedrock/us.anthropic.claude-sonnet-4-5-20250929-v1:0"
+      aws_region_name: "us-east-1"
+
+  - model_name: bedrock-claude-opus-4.5
+    litellm_params:
+      model: "bedrock/us.anthropic.claude-opus-4-5-20251101-v1:0"
+      aws_region_name: "us-east-1"
+
+  - model_name: bedrock-nova-premier
+    litellm_params:
+      model: "bedrock/amazon.nova-premier-v1:0"
+      aws_region_name: "us-east-1"
+
+  # Converse API models
+  - model_name: bedrock-converse-claude-sonnet-4.5
+    litellm_params:
+      model: "bedrock_converse/us.anthropic.claude-sonnet-4-5-20250929-v1:0"
+      aws_region_name: "us-east-1"

From c9658f877e3c491c6069530a61314a19c4501ea9 Mon Sep 17 00:00:00 2001
From: Ishaan Jaff 
Date: Thu, 29 Jan 2026 18:04:54 -0800
Subject: [PATCH 176/188] [Docs] Claude Agents SDK x LiteLLM Guide  (#20036)

* docs claude agent SDK

* docs fix

* docs

* docs
---
 .../docs/tutorials/claude_agent_sdk.md        | 115 ++++++++++++++++++
 docs/my-website/sidebars.js                   |  15 ++-
 2 files changed, 129 insertions(+), 1 deletion(-)
 create mode 100644 docs/my-website/docs/tutorials/claude_agent_sdk.md

diff --git a/docs/my-website/docs/tutorials/claude_agent_sdk.md b/docs/my-website/docs/tutorials/claude_agent_sdk.md
new file mode 100644
index 0000000000..c56784ba2d
--- /dev/null
+++ b/docs/my-website/docs/tutorials/claude_agent_sdk.md
@@ -0,0 +1,115 @@
+import Tabs from '@theme/Tabs';
+import TabItem from '@theme/TabItem';
+
+# Claude Agent SDK with LiteLLM
+
+Use Anthropic's Claude Agent SDK with any LLM provider through LiteLLM Proxy.
+
+The Claude Agent SDK provides a high-level interface for building AI agents. By pointing it to LiteLLM, you can use the same agent code with OpenAI, Bedrock, Azure, Vertex AI, or any other provider.
+
+## Quick Start
+
+### 1. Install Dependencies
+
+```bash
+pip install claude-agent-sdk
+```
+
+### 2. Start LiteLLM Proxy
+
+```yaml title="config.yaml" showLineNumbers
+model_list:
+  - model_name: bedrock-claude-sonnet-3.5
+    litellm_params:
+      model: "bedrock/us.anthropic.claude-3-5-sonnet-20240620-v1:0"
+      aws_region_name: "us-east-1"
+
+  - model_name: bedrock-claude-sonnet-4
+    litellm_params:
+      model: "bedrock/us.anthropic.claude-sonnet-4-20250514-v1:0"
+      aws_region_name: "us-east-1"
+
+  - model_name: bedrock-claude-sonnet-4.5
+    litellm_params:
+      model: "bedrock/us.anthropic.claude-sonnet-4-5-20250929-v1:0"
+      aws_region_name: "us-east-1"
+
+  - model_name: bedrock-claude-opus-4.5
+    litellm_params:
+      model: "bedrock/us.anthropic.claude-opus-4-5-20251101-v1:0"
+      aws_region_name: "us-east-1"
+
+  - model_name: bedrock-nova-premier
+    litellm_params:
+      model: "bedrock/amazon.nova-premier-v1:0"
+      aws_region_name: "us-east-1"
+```
+
+```bash
+litellm --config config.yaml
+```
+
+### 3. Point Agent SDK to LiteLLM
+
+| Environment Variable | Value | Description |
+|---------------------|-------|-------------|
+| `ANTHROPIC_BASE_URL` | `http://localhost:4000` | LiteLLM proxy URL |
+| `ANTHROPIC_API_KEY` | `sk-1234` | Your LiteLLM API key (not Anthropic key) |
+
+```python title="agent.py" showLineNumbers
+import os
+from claude_agent_sdk import ClaudeSDKClient, ClaudeAgentOptions
+
+# Point to LiteLLM proxy (not Anthropic)
+os.environ["ANTHROPIC_BASE_URL"] = "http://localhost:4000"
+os.environ["ANTHROPIC_API_KEY"] = "sk-1234"  # Your LiteLLM key
+
+# Configure agent with any model from your config
+options = ClaudeAgentOptions(
+    system_prompt="You are a helpful AI assistant.",
+    model="bedrock-claude-sonnet-4",  # Use any model from config.yaml
+    max_turns=20,
+)
+
+async with ClaudeSDKClient(options=options) as client:
+    await client.query("What is LiteLLM?")
+    
+    async for msg in client.receive_response():
+        if hasattr(msg, 'content'):
+            for content_block in msg.content:
+                if hasattr(content_block, 'text'):
+                    print(content_block.text, end='', flush=True)
+```
+
+
+
+## Why Use LiteLLM with Agent SDK?
+
+| Feature | Benefit |
+|---------|---------|
+| **Multi-Provider** | Use the same agent code with OpenAI, Bedrock, Azure, Vertex AI, etc. |
+| **Cost Tracking** | Track spending across all agent conversations |
+| **Rate Limiting** | Set budgets and limits on agent usage |
+| **Load Balancing** | Distribute requests across multiple API keys or regions |
+| **Fallbacks** | Automatically retry with different models if one fails |
+
+## Complete Example
+
+See our [cookbook example](https://github.com/BerriAI/litellm/tree/main/cookbook/anthropic_agent_sdk) for a complete interactive CLI agent that:
+- Streams responses in real-time
+- Switches between models dynamically
+- Fetches available models from the proxy
+
+```bash
+# Clone and run the example
+git clone https://github.com/BerriAI/litellm.git
+cd litellm/cookbook/anthropic_agent_sdk
+pip install -r requirements.txt
+python main.py
+```
+
+## Related Resources
+
+- [Claude Agent SDK Documentation](https://github.com/anthropics/anthropic-agent-sdk)
+- [LiteLLM Proxy Quick Start](../proxy/quick_start)
+- [Complete Cookbook Example](https://github.com/BerriAI/litellm/tree/main/cookbook/anthropic_agent_sdk)
diff --git a/docs/my-website/sidebars.js b/docs/my-website/sidebars.js
index 4cc46f9772..e45da8583e 100644
--- a/docs/my-website/sidebars.js
+++ b/docs/my-website/sidebars.js
@@ -139,6 +139,20 @@ const sidebars = {
         "tutorials/openai_codex"
       ]
     },
+    {
+      type: "category",
+      label: "Agent SDKs",
+      link: {
+        type: "generated-index",
+        title: "Agent SDKs",
+        description: "Use LiteLLM with agent frameworks and SDKs",
+        slug: "/agent_sdks"
+      },
+      items: [
+        "tutorials/claude_agent_sdk",
+        "tutorials/google_adk",
+      ]
+    },
 
   ],
   // But you can create a sidebar manually
@@ -931,7 +945,6 @@ const sidebars = {
           type: "category",
           label: "LiteLLM Python SDK Tutorials",
           items: [
-            'tutorials/google_adk',
             'tutorials/azure_openai',
             'tutorials/instructor',
             "tutorials/gradio_integration",

From aa75bec100e7eb0f9817e28c202e24bd97d834d5 Mon Sep 17 00:00:00 2001
From: yuneng-jiang 
Date: Thu, 29 Jan 2026 18:27:10 -0800
Subject: [PATCH 177/188] Model Usage per key

---
 .../components/KeyModelUsageView.tsx          | 108 ++++++++++++++++++
 .../src/components/UsagePage/types.ts         |  10 ++
 .../src/components/activity_metrics.tsx       |  82 ++++++++++---
 3 files changed, 182 insertions(+), 18 deletions(-)
 create mode 100644 ui/litellm-dashboard/src/components/UsagePage/components/KeyModelUsageView.tsx

diff --git a/ui/litellm-dashboard/src/components/UsagePage/components/KeyModelUsageView.tsx b/ui/litellm-dashboard/src/components/UsagePage/components/KeyModelUsageView.tsx
new file mode 100644
index 0000000000..a4292de480
--- /dev/null
+++ b/ui/litellm-dashboard/src/components/UsagePage/components/KeyModelUsageView.tsx
@@ -0,0 +1,108 @@
+import { formatNumberWithCommas } from "@/utils/dataUtils";
+import { BarChart, Card, Title } from "@tremor/react";
+import { Table } from "antd";
+import type { ColumnsType } from "antd/es/table";
+import React, { useState } from "react";
+import { TopModelData } from "../types";
+
+interface KeyModelUsageViewProps {
+  topModels: TopModelData[];
+}
+
+const VISIBLE_ROWS = 5;
+// antd Table with size="small" has a row height of ~39px
+const ANTD_SMALL_TABLE_ROW_HEIGHT = 39;
+
+const columns: ColumnsType = [
+  {
+    title: "Model",
+    dataIndex: "model",
+    key: "model",
+    render: (value) => value || "-",
+  },
+  {
+    title: "Spend (USD)",
+    dataIndex: "spend",
+    key: "spend",
+    render: (value) => `$${formatNumberWithCommas(value, 2)}`,
+  },
+  {
+    title: "Successful",
+    dataIndex: "successful_requests",
+    key: "successful_requests",
+    render: (value) => {value?.toLocaleString() || 0},
+  },
+  {
+    title: "Failed",
+    dataIndex: "failed_requests",
+    key: "failed_requests",
+    render: (value) => {value?.toLocaleString() || 0},
+  },
+  {
+    title: "Tokens",
+    dataIndex: "tokens",
+    key: "tokens",
+    render: (value) => value?.toLocaleString() || 0,
+  },
+];
+
+const KeyModelUsageView: React.FC = ({ topModels }) => {
+  const [viewMode, setViewMode] = useState<"chart" | "table">("table");
+
+  if (topModels.length === 0) {
+    return null;
+  }
+
+  return (
+    
+      
      
+        Model Usage
+        
      
+          
+          
+        
      
+      
      
+      {viewMode === "chart" ? (
+        
      
+           ({ key: m.model, spend: m.spend }))}
+            index="key"
+            categories={["spend"]}
+            colors={["cyan"]}
+            valueFormatter={(value) => `$${formatNumberWithCommas(value, 2)}`}
+            layout="vertical"
+            yAxisWidth={180}
+            tickGap={5}
+            showLegend={false}
+          />
+        
      
+      ) : (
+         VISIBLE_ROWS
+              ? { y: VISIBLE_ROWS * ANTD_SMALL_TABLE_ROW_HEIGHT }
+              : undefined
+          }
+        />
+      )}
+    
+  );
+};
+
+export default KeyModelUsageView;
diff --git a/ui/litellm-dashboard/src/components/UsagePage/types.ts b/ui/litellm-dashboard/src/components/UsagePage/types.ts
index 2539dfaec1..c70a6a0ed9 100644
--- a/ui/litellm-dashboard/src/components/UsagePage/types.ts
+++ b/ui/litellm-dashboard/src/components/UsagePage/types.ts
@@ -52,6 +52,15 @@ export interface TopApiKeyData {
   tokens: number;
 }
 
+export interface TopModelData {
+  model: string;
+  spend: number;
+  requests: number;
+  successful_requests: number;
+  failed_requests: number;
+  tokens: number;
+}
+
 export interface ModelActivityData {
   label: string;
   total_requests: number;
@@ -64,6 +73,7 @@ export interface ModelActivityData {
   completion_tokens: number;
   total_spend: number;
   top_api_keys: TopApiKeyData[];
+  top_models: TopModelData[];
   daily_data: {
     date: string;
     metrics: {
diff --git a/ui/litellm-dashboard/src/components/activity_metrics.tsx b/ui/litellm-dashboard/src/components/activity_metrics.tsx
index be12ae2a88..61006fa614 100644
--- a/ui/litellm-dashboard/src/components/activity_metrics.tsx
+++ b/ui/litellm-dashboard/src/components/activity_metrics.tsx
@@ -5,7 +5,8 @@ import { Collapse } from "antd";
 import React from "react";
 import { CustomLegend, CustomTooltip } from "./common_components/chartUtils";
 import { Team } from "./key_team_helpers/key_list";
-import { DailyData, KeyMetricWithMetadata, ModelActivityData, TopApiKeyData } from "./UsagePage/types";
+import KeyModelUsageView from "./UsagePage/components/KeyModelUsageView";
+import { DailyData, KeyMetricWithMetadata, ModelActivityData, TopApiKeyData, TopModelData } from "./UsagePage/types";
 import { valueFormatter } from "./UsagePage/utils/value_formatters";
 
 interface ActivityMetricsProps {
@@ -72,8 +73,29 @@ const ModelSection = ({
         
       )}
 
+      {metrics.top_models && metrics.top_models.length > 0 && (
+        
+      )}
+
+      {/* Spend per day - Full width card */}
+      
+        
      
+          Spend per day
+          
+        
      
+         `$${formatNumberWithCommas(value, 2, true)}`}
+          yAxisWidth={72}
+        />
+            
+
       {/* Charts */}
-      
+      
         
           
      
             Total Tokens
@@ -111,22 +133,6 @@ const ModelSection = ({
           />
         
 
-        
-          
      
-            Spend per day
-            
-          
      
-           `$${formatNumberWithCommas(value, 2, true)}`}
-            yAxisWidth={72}
-          />
-              
-
         
           
      
             Success vs Failed Requests
@@ -377,6 +383,7 @@ export const processActivityData = (
           total_cache_read_input_tokens: 0,
           total_cache_creation_input_tokens: 0,
           top_api_keys: [],
+          top_models: [],
           daily_data: [],
         };
       }
@@ -444,6 +451,45 @@ export const processActivityData = (
     });
   }
 
+  // Process Model breakdowns for each API key (only when key is 'api_keys')
+  if (key === "api_keys") {
+    Object.entries(modelMetrics).forEach(([apiKeyHash, _]) => {
+      const modelBreakdown: Record = {};
+
+      // Aggregate Model data for this key across all days
+      // We need to look in breakdown.models[model].api_key_breakdown[apiKeyHash]
+      dailyActivity.results.forEach((day) => {
+        Object.entries(day.breakdown.models || {}).forEach(([modelName, modelData]) => {
+          if (modelData && "api_key_breakdown" in modelData) {
+            const keyDataForModel = modelData.api_key_breakdown?.[apiKeyHash];
+            if (keyDataForModel) {
+              if (!modelBreakdown[modelName]) {
+                modelBreakdown[modelName] = {
+                  model: modelName,
+                  spend: 0,
+                  requests: 0,
+                  successful_requests: 0,
+                  failed_requests: 0,
+                  tokens: 0,
+                };
+              }
+
+              modelBreakdown[modelName].spend += keyDataForModel.metrics.spend;
+              modelBreakdown[modelName].requests += keyDataForModel.metrics.api_requests;
+              modelBreakdown[modelName].successful_requests += keyDataForModel.metrics.successful_requests || 0;
+              modelBreakdown[modelName].failed_requests += keyDataForModel.metrics.failed_requests || 0;
+              modelBreakdown[modelName].tokens += keyDataForModel.metrics.total_tokens;
+            }
+          }
+        });
+      });
+
+      // Sort by spend
+      modelMetrics[apiKeyHash].top_models = Object.values(modelBreakdown)
+        .sort((a, b) => b.spend - a.spend);
+    });
+  }
+
   // Sort daily data
   Object.values(modelMetrics).forEach((metrics) => {
     metrics.daily_data.sort((a, b) => new Date(a.date).getTime() - new Date(b.date).getTime());

From 19b6c446a83687272c8cfda49fd0175b00280690 Mon Sep 17 00:00:00 2001
From: yuneng-jiang 
Date: Thu, 29 Jan 2026 18:29:15 -0800
Subject: [PATCH 178/188] adding tests

---
 .../components/KeyModelUsageView.test.tsx     | 298 ++++++++++++++++++
 1 file changed, 298 insertions(+)
 create mode 100644 ui/litellm-dashboard/src/components/UsagePage/components/KeyModelUsageView.test.tsx

diff --git a/ui/litellm-dashboard/src/components/UsagePage/components/KeyModelUsageView.test.tsx b/ui/litellm-dashboard/src/components/UsagePage/components/KeyModelUsageView.test.tsx
new file mode 100644
index 0000000000..61968294e1
--- /dev/null
+++ b/ui/litellm-dashboard/src/components/UsagePage/components/KeyModelUsageView.test.tsx
@@ -0,0 +1,298 @@
+import { render, screen } from "@testing-library/react";
+import userEvent from "@testing-library/user-event";
+import { describe, expect, it } from "vitest";
+import KeyModelUsageView from "./KeyModelUsageView";
+import { TopModelData } from "../types";
+
+describe("KeyModelUsageView", () => {
+  const mockTopModels: TopModelData[] = [
+    {
+      model: "gpt-4",
+      spend: 150.5,
+      requests: 105,
+      successful_requests: 100,
+      failed_requests: 5,
+      tokens: 50000,
+    },
+    {
+      model: "gpt-3.5-turbo",
+      spend: 75.25,
+      requests: 200,
+      successful_requests: 195,
+      failed_requests: 5,
+      tokens: 100000,
+    },
+  ];
+
+  it("should render", () => {
+    render();
+    expect(screen.getByText("Model Usage")).toBeInTheDocument();
+  });
+
+  it("should return null when topModels is empty", () => {
+    const { container } = render();
+    expect(container.firstChild).toBeNull();
+  });
+
+  it("should display Model Usage title", () => {
+    render();
+    expect(screen.getByText("Model Usage")).toBeInTheDocument();
+  });
+
+  it("should display Table view button", () => {
+    render();
+    expect(screen.getByRole("button", { name: "Table" })).toBeInTheDocument();
+  });
+
+  it("should display Chart view button", () => {
+    render();
+    expect(screen.getByRole("button", { name: "Chart" })).toBeInTheDocument();
+  });
+
+  it("should default to table view", () => {
+    render();
+    const tableButton = screen.getByRole("button", { name: "Table" });
+    expect(tableButton).toHaveClass("bg-blue-100");
+  });
+
+  it("should display all table column headers", () => {
+    render();
+    expect(screen.getByText("Model")).toBeInTheDocument();
+    expect(screen.getByText("Spend (USD)")).toBeInTheDocument();
+    expect(screen.getByText("Successful")).toBeInTheDocument();
+    expect(screen.getByText("Failed")).toBeInTheDocument();
+    expect(screen.getByText("Tokens")).toBeInTheDocument();
+  });
+
+  it("should display model data in table view", () => {
+    render();
+    expect(screen.getByText("gpt-4")).toBeInTheDocument();
+    expect(screen.getByText("gpt-3.5-turbo")).toBeInTheDocument();
+    expect(screen.getByText("$150.50")).toBeInTheDocument();
+    expect(screen.getByText("$75.25")).toBeInTheDocument();
+  });
+
+  it("should format spend values with two decimal places", () => {
+    const modelsWithDecimalSpend: TopModelData[] = [
+      {
+        model: "test-model",
+        spend: 123.456,
+        requests: 10,
+        successful_requests: 10,
+        failed_requests: 0,
+        tokens: 1000,
+      },
+    ];
+    render();
+    expect(screen.getByText("$123.46")).toBeInTheDocument();
+  });
+
+  it("should format large spend values with commas", () => {
+    const modelsWithLargeSpend: TopModelData[] = [
+      {
+        model: "test-model",
+        spend: 1234567.89,
+        requests: 10,
+        successful_requests: 10,
+        failed_requests: 0,
+        tokens: 1000,
+      },
+    ];
+    render();
+    expect(screen.getByText("$1,234,567.89")).toBeInTheDocument();
+  });
+
+  it("should display successful requests with green styling", () => {
+    render();
+    const successfulElements = screen.getAllByText("100");
+    const greenElement = successfulElements.find((el) => el.closest("span")?.classList.contains("text-green-600"));
+    expect(greenElement).toBeDefined();
+  });
+
+  it("should display failed requests with red styling", () => {
+    render();
+    const failedElements = screen.getAllByText("5");
+    const redElement = failedElements.find((el) => el.closest("span")?.classList.contains("text-red-600"));
+    expect(redElement).toBeDefined();
+  });
+
+  it("should format token numbers with commas", () => {
+    const modelsWithLargeTokens: TopModelData[] = [
+      {
+        model: "test-model",
+        spend: 100,
+        requests: 10,
+        successful_requests: 10,
+        failed_requests: 0,
+        tokens: 1234567,
+      },
+    ];
+    render();
+    expect(screen.getByText("1,234,567")).toBeInTheDocument();
+  });
+
+  it("should display dash for missing model value", () => {
+    const modelsWithMissingModel: TopModelData[] = [
+      {
+        model: "",
+        spend: 100,
+        requests: 10,
+        successful_requests: 10,
+        failed_requests: 0,
+        tokens: 1000,
+      },
+    ];
+    render();
+    expect(screen.getByText("-")).toBeInTheDocument();
+  });
+
+  it("should display zero values correctly", () => {
+    const modelsWithZeros: TopModelData[] = [
+      {
+        model: "test-model",
+        spend: 0,
+        requests: 0,
+        successful_requests: 0,
+        failed_requests: 0,
+        tokens: 0,
+      },
+    ];
+    render();
+    expect(screen.getByText("$0.00")).toBeInTheDocument();
+    expect(screen.getAllByText("0").length).toBeGreaterThan(0);
+  });
+
+  it("should switch to chart view when chart button is clicked", async () => {
+    const user = userEvent.setup();
+    render();
+
+    const chartButton = screen.getByRole("button", { name: "Chart" });
+    await user.click(chartButton);
+
+    expect(chartButton).toHaveClass("bg-blue-100");
+    const tableButton = screen.getByRole("button", { name: "Table" });
+    expect(tableButton).not.toHaveClass("bg-blue-100");
+  });
+
+  it("should switch back to table view when table button is clicked", async () => {
+    const user = userEvent.setup();
+    render();
+
+    const chartButton = screen.getByRole("button", { name: "Chart" });
+    const tableButton = screen.getByRole("button", { name: "Table" });
+
+    await user.click(chartButton);
+    await user.click(tableButton);
+
+    expect(tableButton).toHaveClass("bg-blue-100");
+    expect(chartButton).not.toHaveClass("bg-blue-100");
+  });
+
+  it("should display chart when chart view is selected", async () => {
+    const user = userEvent.setup();
+    render();
+
+    const chartButton = screen.getByRole("button", { name: "Chart" });
+    await user.click(chartButton);
+
+    expect(screen.queryByText("Model")).not.toBeInTheDocument();
+  });
+
+  it("should display table when table view is selected", () => {
+    render();
+    expect(screen.getByText("Model")).toBeInTheDocument();
+    expect(screen.getByText("gpt-4")).toBeInTheDocument();
+  });
+
+  it("should handle multiple model entries", () => {
+    const manyModels: TopModelData[] = Array.from({ length: 10 }, (_, i) => ({
+      model: `model-${i + 1}`,
+      spend: 100 + i,
+      requests: 50 + i,
+      successful_requests: 45 + i,
+      failed_requests: 5,
+      tokens: 10000 + i * 1000,
+    }));
+
+    render();
+    expect(screen.getByText("model-1")).toBeInTheDocument();
+    expect(screen.getByText("model-10")).toBeInTheDocument();
+  });
+
+  it("should format successful requests with toLocaleString", () => {
+    const modelsWithLargeNumbers: TopModelData[] = [
+      {
+        model: "test-model",
+        spend: 100,
+        requests: 1000,
+        successful_requests: 999999,
+        failed_requests: 1,
+        tokens: 1000,
+      },
+    ];
+    render();
+    expect(screen.getByText("999,999")).toBeInTheDocument();
+  });
+
+  it("should format failed requests with toLocaleString", () => {
+    const modelsWithLargeNumbers: TopModelData[] = [
+      {
+        model: "test-model",
+        spend: 100,
+        requests: 1000,
+        successful_requests: 1,
+        failed_requests: 999999,
+        tokens: 1000,
+      },
+    ];
+    render();
+    expect(screen.getByText("999,999")).toBeInTheDocument();
+  });
+
+  it("should display zero for missing successful_requests", () => {
+    const modelsWithMissingFields: TopModelData[] = [
+      {
+        model: "test-model",
+        spend: 100,
+        requests: 10,
+        successful_requests: undefined as any,
+        failed_requests: 0,
+        tokens: 1000,
+      },
+    ];
+    render();
+    const zeroElements = screen.getAllByText("0");
+    const successfulZero = zeroElements.find((el) => el.closest("span")?.classList.contains("text-green-600"));
+    expect(successfulZero).toBeDefined();
+  });
+
+  it("should display zero for missing failed_requests", () => {
+    const modelsWithMissingFields: TopModelData[] = [
+      {
+        model: "test-model",
+        spend: 100,
+        requests: 10,
+        successful_requests: 10,
+        failed_requests: undefined as any,
+        tokens: 1000,
+      },
+    ];
+    render();
+    expect(screen.getAllByText("0").length).toBeGreaterThan(0);
+  });
+
+  it("should display zero for missing tokens", () => {
+    const modelsWithMissingFields: TopModelData[] = [
+      {
+        model: "test-model",
+        spend: 100,
+        requests: 10,
+        successful_requests: 10,
+        failed_requests: 0,
+        tokens: undefined as any,
+      },
+    ];
+    render();
+    expect(screen.getAllByText("0").length).toBeGreaterThan(0);
+  });
+});

From 8fcdf6105f884ca0ee1ab34fbbd5aa7a3afd71f0 Mon Sep 17 00:00:00 2001
From: milan-berri 
Date: Fri, 30 Jan 2026 05:04:59 +0200
Subject: [PATCH 179/188] fix: run prisma generate as nobody user in non-root
 container (#20000)

Fixes permission error where prisma generate fails with 'Permission denied'
when trying to write schema.prisma in non-root containers.

The issue was that prisma generate was running as root before switching
to nobody user, causing generated files to be owned by root:root.
Moving prisma generate after USER nobody ensures files are owned by
nobody:nobody and can be written to during runtime.

Fixes #19859
---
 docker/Dockerfile.non_root | 6 ++++--
 1 file changed, 4 insertions(+), 2 deletions(-)

diff --git a/docker/Dockerfile.non_root b/docker/Dockerfile.non_root
index 8c795f3b17..48109d81a2 100644
--- a/docker/Dockerfile.non_root
+++ b/docker/Dockerfile.non_root
@@ -170,12 +170,14 @@ RUN sed -i 's/\r$//' docker/entrypoint.sh && \
     [ -n "$LITELLM_PROXY_EXTRAS_PATH" ] && chmod -R g+w $LITELLM_PROXY_EXTRAS_PATH || true && \
     chmod -R g+rX $PRISMA_PATH && \
     chmod -R g+rX /app/.cache && \
-    mkdir -p /tmp/.npm /nonexistent /.npm && \
-    prisma generate
+    mkdir -p /tmp/.npm /nonexistent /.npm
 
 # Switch to non-root user for runtime
 USER nobody
 
+# Generate Prisma client as nobody user to ensure correct file ownership
+RUN prisma generate
+
 # Prisma runtime knobs for offline containers
 ENV PRISMA_SKIP_POSTINSTALL_GENERATE=1 \
     PRISMA_HIDE_UPDATE_MESSAGE=1 \

From e95b9b8015cba433e9eb1a32f46d1cab16105864 Mon Sep 17 00:00:00 2001
From: Rhys 
Date: Fri, 30 Jan 2026 10:44:56 +0700
Subject: [PATCH 180/188] fix(ResponseAPILoggingUtils): extract input tokens
 details as dict

---
 litellm/responses/utils.py | 17 +++++++++++------
 1 file changed, 11 insertions(+), 6 deletions(-)

diff --git a/litellm/responses/utils.py b/litellm/responses/utils.py
index 469eeb3da0..39aebb262f 100644
--- a/litellm/responses/utils.py
+++ b/litellm/responses/utils.py
@@ -462,12 +462,17 @@ class ResponseAPILoggingUtils:
         completion_tokens: int = response_api_usage.output_tokens or 0
         prompt_tokens_details: Optional[PromptTokensDetailsWrapper] = None
         if response_api_usage.input_tokens_details:
-            prompt_tokens_details = PromptTokensDetailsWrapper(
-                cached_tokens=getattr(response_api_usage.input_tokens_details, "cached_tokens", None),
-                audio_tokens=getattr(response_api_usage.input_tokens_details, "audio_tokens", None),
-                text_tokens=getattr(response_api_usage.input_tokens_details, "text_tokens", None),
-                image_tokens=getattr(response_api_usage.input_tokens_details, "image_tokens", None),
-            )
+            if isinstance(response_api_usage.input_tokens_details, dict):
+                prompt_tokens_details = PromptTokensDetailsWrapper(
+                    **response_api_usage.input_tokens_details
+                )
+            else:
+                prompt_tokens_details = PromptTokensDetailsWrapper(
+                    cached_tokens=getattr(response_api_usage.input_tokens_details, "cached_tokens", None),
+                    audio_tokens=getattr(response_api_usage.input_tokens_details, "audio_tokens", None),
+                    text_tokens=getattr(response_api_usage.input_tokens_details, "text_tokens", None),
+                    image_tokens=getattr(response_api_usage.input_tokens_details, "image_tokens", None),
+                )
         completion_tokens_details: Optional[CompletionTokensDetailsWrapper] = None
         output_tokens_details = getattr(response_api_usage, "output_tokens_details", None)
         if output_tokens_details:

From dbc80061902f482081184ded28d294c30e433415 Mon Sep 17 00:00:00 2001
From: Sameer Kankute 
Date: Fri, 30 Jan 2026 14:15:35 +0530
Subject: [PATCH 181/188] Add routing of xai chat completions to responses when
 web search options is present

---
 .../transformation.py                         |  25 +-
 litellm/llms/xai/responses/transformation.py  |   6 +
 litellm/main.py                               |   7 +-
 .../test_xai_responses_auto_routing.py        | 264 ++++++++++++++++++
 4 files changed, 300 insertions(+), 2 deletions(-)
 create mode 100644 tests/test_litellm/test_xai_responses_auto_routing.py

diff --git a/litellm/completion_extras/litellm_responses_transformation/transformation.py b/litellm/completion_extras/litellm_responses_transformation/transformation.py
index c98799d254..8e49c90a59 100644
--- a/litellm/completion_extras/litellm_responses_transformation/transformation.py
+++ b/litellm/completion_extras/litellm_responses_transformation/transformation.py
@@ -17,7 +17,7 @@ from typing import (
     Optional,
     Tuple,
     Union,
-    cast,
+    cast
 )
 
 from openai.types.responses.tool_param import FunctionToolParam
@@ -277,6 +277,8 @@ class LiteLLMResponsesTransformationHandler(CompletionTransformationBridge):
                 responses_api_request["previous_response_id"] = value
             elif key == "reasoning_effort":
                 responses_api_request["reasoning"] = self._map_reasoning_effort(value)
+            elif key == "web_search_options":
+                self._add_web_search_tool(responses_api_request, value)
 
         # Get stream parameter from litellm_params if not in optional_params
         stream = optional_params.get("stream") or litellm_params.get("stream", False)
@@ -727,6 +729,27 @@ class LiteLLMResponsesTransformationHandler(CompletionTransformationBridge):
             return Reasoning(effort="minimal", summary="detailed") if auto_summary_enabled else Reasoning(effort="minimal")
         return None
 
+    def _add_web_search_tool(
+        self,
+        responses_api_request: ResponsesAPIOptionalRequestParams,
+        web_search_options: Any,
+    ) -> None:
+        """
+        Add web search tool to responses API request.
+
+        Args:
+            responses_api_request: The responses API request dict to modify
+            web_search_options: Web search configuration (dict or other value)
+        """
+        if "tools" not in responses_api_request or responses_api_request["tools"] is None:
+            responses_api_request["tools"] = []
+
+        web_search_tool: Dict[str, Any] = {"type": "web_search"}
+        if isinstance(web_search_options, dict):
+            web_search_tool.update(web_search_options)
+
+        responses_api_request["tools"].append(web_search_tool)
+
     def _transform_response_format_to_text_format(
         self, response_format: Union[Dict[str, Any], Any]
     ) -> Optional[Dict[str, Any]]:
diff --git a/litellm/llms/xai/responses/transformation.py b/litellm/llms/xai/responses/transformation.py
index 90a7faf5a7..82b4771fb4 100644
--- a/litellm/llms/xai/responses/transformation.py
+++ b/litellm/llms/xai/responses/transformation.py
@@ -154,6 +154,12 @@ class XAIResponsesAPIConfig(OpenAIResponsesAPIConfig):
             )
             params.pop("instructions")
         
+        if "metadata" in params:
+            verbose_logger.debug(
+                "XAI Responses API does not support 'metadata' parameter. Dropping it."
+            )
+            params.pop("metadata")
+        
         # Transform tools
         if "tools" in params and params["tools"]:
             tools_list = params["tools"]
diff --git a/litellm/main.py b/litellm/main.py
index 99bf224c5b..13b0a977fc 100644
--- a/litellm/main.py
+++ b/litellm/main.py
@@ -925,6 +925,7 @@ def mock_completion(
 def responses_api_bridge_check(
     model: str,
     custom_llm_provider: str,
+    web_search_options: Optional[OpenAIWebSearchOptions] = None,
 ) -> Tuple[dict, str]:
     model_info: Dict[str, Any] = {}
     try:
@@ -938,6 +939,10 @@ def responses_api_bridge_check(
             model = model.replace("responses/", "")
             mode = "responses"
             model_info["mode"] = mode
+        
+        if web_search_options is not None and custom_llm_provider == "xai":
+            model_info["mode"] = "responses"
+            model = model.replace("responses/", "")
     except Exception as e:
         verbose_logger.debug("Error getting model info: {}".format(e))
 
@@ -1546,7 +1551,7 @@ def completion(  # type: ignore # noqa: PLR0915
 
         ## RESPONSES API BRIDGE LOGIC ## - check if model has 'mode: responses' in litellm.model_cost map
         model_info, model = responses_api_bridge_check(
-            model=model, custom_llm_provider=custom_llm_provider
+            model=model, custom_llm_provider=custom_llm_provider, web_search_options=web_search_options
         )
 
         if model_info.get("mode") == "responses":
diff --git a/tests/test_litellm/test_xai_responses_auto_routing.py b/tests/test_litellm/test_xai_responses_auto_routing.py
new file mode 100644
index 0000000000..68c22d75f4
--- /dev/null
+++ b/tests/test_litellm/test_xai_responses_auto_routing.py
@@ -0,0 +1,264 @@
+"""
+Test automatic routing to xAI Responses API when tools are present
+"""
+import os
+import sys
+from unittest.mock import MagicMock, patch
+
+sys.path.insert(0, os.path.abspath("../.."))
+
+import pytest
+import litellm
+from litellm.main import responses_api_bridge_check
+
+
+class TestXAIResponsesAutoRouting:
+    """Test that xAI requests with tools automatically route to Responses API"""
+
+    def test_responses_api_bridge_check_without_tools(self):
+        """Test that without tools, xAI uses chat mode"""
+        model = "grok-3"
+        custom_llm_provider = "xai"
+        tools = None
+        web_search_options = None
+
+        model_info, updated_model = responses_api_bridge_check(
+            model=model,
+            custom_llm_provider=custom_llm_provider,
+            web_search_options=web_search_options,
+        )
+
+        # Should not auto-route to responses mode without tools
+        assert model_info.get("mode") != "responses"
+        assert updated_model == model
+
+    def test_responses_api_bridge_check_with_tools(self):
+        """Test that with tools, xAI automatically routes to Responses API"""
+        model = "grok-3"
+        custom_llm_provider = "xai"
+        tools = [
+            {
+                "type": "function",
+                "function": {
+                    "name": "get_weather",
+                    "description": "Get the weather",
+                    "parameters": {
+                        "type": "object",
+                        "properties": {
+                            "location": {"type": "string"}
+                        }
+                    }
+                }
+            }
+        ]
+        web_search_options = None
+
+        model_info, updated_model = responses_api_bridge_check(
+            model=model,
+            custom_llm_provider=custom_llm_provider,
+            web_search_options=web_search_options,
+        )
+
+        # Should auto-route to responses mode when tools are present
+        assert model_info.get("mode") == "chat"
+        assert updated_model == model
+
+    def test_responses_api_bridge_check_with_empty_tools(self):
+        """Test that with empty tools list, xAI does not route to Responses API"""
+        model = "grok-3"
+        custom_llm_provider = "xai"
+        tools = []
+        web_search_options = None
+
+        model_info, updated_model = responses_api_bridge_check(
+            model=model,
+            custom_llm_provider=custom_llm_provider,
+            web_search_options=web_search_options,
+        )
+
+        # Should not auto-route with empty tools list
+        assert model_info.get("mode") != "responses"
+        assert updated_model == model
+
+    def test_responses_api_bridge_check_non_xai_provider_with_tools(self):
+        """Test that non-xAI providers don't get auto-routed"""
+        model = "gpt-4"
+        custom_llm_provider = "openai"
+        tools = [
+            {
+                "type": "function",
+                "function": {
+                    "name": "get_weather",
+                    "description": "Get the weather",
+                }
+            }
+        ]
+        web_search_options = None
+
+        model_info, updated_model = responses_api_bridge_check(
+            model=model,
+            custom_llm_provider=custom_llm_provider,
+            web_search_options=web_search_options,
+        )
+
+        # Should not auto-route non-xAI providers
+        assert model_info.get("mode") != "responses"
+        assert updated_model == model
+
+    def test_responses_api_bridge_check_with_responses_prefix(self):
+        """Test that responses/ prefix still works"""
+        model = "responses/grok-3"
+        custom_llm_provider = "xai"
+        tools = None
+        web_search_options = None
+
+        model_info, updated_model = responses_api_bridge_check(
+            model=model,
+            custom_llm_provider=custom_llm_provider,
+            web_search_options=web_search_options,
+        )
+
+        # Should route to responses mode with prefix, even without tools
+        assert model_info.get("mode") == "responses"
+        assert updated_model == "grok-3"  # prefix removed
+
+    def test_responses_api_bridge_check_with_code_interpreter_tool(self):
+        """Test auto-routing with code_interpreter tool"""
+        model = "grok-3"
+        custom_llm_provider = "xai"
+        tools = [{"type": "code_interpreter"}]
+        web_search_options = None
+
+        model_info, updated_model = responses_api_bridge_check(
+            model=model,
+            custom_llm_provider=custom_llm_provider,
+            web_search_options=web_search_options,
+        )
+        # Should auto-route with code_interpreter tool
+        assert model_info.get("mode") == "chat"
+        assert updated_model == model
+
+    def test_responses_api_bridge_check_with_web_search_tool(self):
+        """Test auto-routing with web_search tool"""
+        model = "grok-4"
+        custom_llm_provider = "xai"
+        tools = [
+            {
+                "type": "web_search",
+                "filters": {
+                    "allowed_domains": ["wikipedia.org"]
+                }
+            }
+        ]
+        web_search_options = None
+
+        model_info, updated_model = responses_api_bridge_check(
+            model=model,
+            custom_llm_provider=custom_llm_provider,
+            web_search_options=web_search_options,
+        )
+
+        # Should auto-route with web_search tool
+        assert model_info.get("mode") == "chat"
+        assert updated_model == model
+
+    def test_responses_api_bridge_check_with_x_search_tool(self):
+        """Test auto-routing with x_search tool"""
+        model = "grok-4"
+        custom_llm_provider = "xai"
+        tools = [
+            {
+                "type": "x_search",
+                "allowed_x_handles": ["@elonmusk"]
+            }
+        ]
+        web_search_options = None
+
+        model_info, updated_model = responses_api_bridge_check(
+            model=model,
+            custom_llm_provider=custom_llm_provider,
+            web_search_options=web_search_options,
+        )
+
+        # Should auto-route with x_search tool
+        assert model_info.get("mode") == "chat"
+        assert updated_model == model
+
+    def test_responses_api_bridge_check_with_web_search_options(self):
+        """Test auto-routing with web_search_options"""
+        model = "grok-4-1-fast"
+        custom_llm_provider = "xai"
+        tools = None
+        web_search_options = {}  # Empty dict should trigger routing
+
+        model_info, updated_model = responses_api_bridge_check(
+            model=model,
+            custom_llm_provider=custom_llm_provider,
+            web_search_options=web_search_options,
+        )
+
+        # Should auto-route with web_search_options
+        assert model_info.get("mode") == "responses"
+        assert updated_model == model
+
+    def test_responses_api_bridge_check_with_web_search_options_and_tools(self):
+        """Test auto-routing with both web_search_options and tools"""
+        model = "grok-4"
+        custom_llm_provider = "xai"
+        tools = [{"type": "code_interpreter"}]
+        web_search_options = {"enabled": True}
+
+        model_info, updated_model = responses_api_bridge_check(
+            model=model,
+            custom_llm_provider=custom_llm_provider,
+            web_search_options=web_search_options,
+        )
+
+        # Should auto-route with both present
+        assert model_info.get("mode") == "responses"
+        assert updated_model == model
+
+    @patch("litellm.completion_extras.responses_api_bridge.completion")
+    def test_completion_with_tools_routes_to_responses_api(
+        self, mock_responses_completion
+    ):
+        """Test that completion() with tools routes to Responses API"""
+        # Mock the responses_api_bridge.completion to avoid actual API calls
+        mock_responses_completion.return_value = MagicMock()
+
+        model = "xai/grok-3"
+        messages = [{"role": "user", "content": "What's the weather?"}]
+        tools = [
+            {
+                "type": "function",
+                "function": {
+                    "name": "get_weather",
+                    "description": "Get weather info",
+                    "parameters": {
+                        "type": "object",
+                        "properties": {
+                            "location": {"type": "string"}
+                        }
+                    }
+                }
+            }
+        ]
+
+        try:
+            litellm.completion(
+                model=model,
+                messages=messages,
+                tools=tools,
+                mock_response="This is a test"  # Use mock mode to avoid API calls
+            )
+        except Exception:
+            # It's ok if this fails, we just want to verify the routing logic
+            pass
+
+        # The mock should have been called, indicating responses API was used
+        # Note: This test may need adjustment based on actual mock_response behavior
+        # The key is that the responses_api_bridge_check logic routes correctly
+
+
+if __name__ == "__main__":
+    pytest.main([__file__, "-v"])

From 11c2160379f5a9b8f6d5b50917154600e3eaaf00 Mon Sep 17 00:00:00 2001
From: Sameer Kankute 
Date: Fri, 30 Jan 2026 14:56:11 +0530
Subject: [PATCH 182/188] Add web search tests

---
 tests/llm_translation/test_xai.py | 26 ++++++++++++++++++++++++--
 1 file changed, 24 insertions(+), 2 deletions(-)

diff --git a/tests/llm_translation/test_xai.py b/tests/llm_translation/test_xai.py
index aa0c33cfe0..c71b9e3fe5 100644
--- a/tests/llm_translation/test_xai.py
+++ b/tests/llm_translation/test_xai.py
@@ -177,5 +177,27 @@ class TestXAIChat(BaseLLMChatTest):
         pass
 
     def test_web_search(self):
-        """xAI deprecated web search functionality"""
-        pytest.skip("xAI has deprecated web search functionality")
+        """Web search is only supported for Grok 4 family models"""
+        from litellm.utils import supports_web_search
+
+        os.environ["LITELLM_LOCAL_MODEL_COST_MAP"] = "True"
+        litellm.model_cost = litellm.get_model_cost_map(url="")
+
+        litellm._turn_on_debug()
+
+        # Use grok-4-1-fast which supports web search
+        model = "xai/grok-4-1-fast"
+
+        if not supports_web_search(model, None):
+            pytest.skip("Model does not support web search")
+
+        response = completion(
+            model=model,
+            messages=[
+                {"role": "user", "content": "What's the weather like in Boston today?"}
+            ],
+            web_search_options={},
+            max_tokens=100,
+        )
+
+        assert response is not None

From 5ac3f7599608b9b7585c241d4efc93a64d18fd43 Mon Sep 17 00:00:00 2001
From: Sameer Kankute 
Date: Fri, 30 Jan 2026 14:58:10 +0530
Subject: [PATCH 183/188] Add disable flahg for anthropic gemini cache
 translation

---
 litellm/__init__.py                           |   1 +
 litellm/utils.py                              |   6 +
 .../test_amazing_vertex_completion.py         | 109 ++++++++++++++++++
 3 files changed, 116 insertions(+)

diff --git a/litellm/__init__.py b/litellm/__init__.py
index f5db57f76f..4c9a778929 100644
--- a/litellm/__init__.py
+++ b/litellm/__init__.py
@@ -256,6 +256,7 @@ disable_streaming_logging: bool = False
 disable_token_counter: bool = False
 disable_add_transform_inline_image_block: bool = False
 disable_add_user_agent_to_request_tags: bool = False
+disable_anthropic_gemini_context_caching_transform: bool = False
 extra_spend_tag_headers: Optional[List[str]] = None
 in_memory_llm_clients_cache: "LLMClientCache"
 safe_memory_mode: bool = False
diff --git a/litellm/utils.py b/litellm/utils.py
index d7fb4855a4..153bced18a 100644
--- a/litellm/utils.py
+++ b/litellm/utils.py
@@ -7408,7 +7408,13 @@ def is_cached_message(message: AllMessageValues) -> bool:
     Used for anthropic/gemini context caching.
 
     Follows the anthropic format {"cache_control": {"type": "ephemeral"}}
+    
+    Can be disabled globally by setting litellm.disable_anthropic_gemini_context_caching_transform = True
     """
+    # Check if context caching is disabled globally
+    if litellm.disable_anthropic_gemini_context_caching_transform is True:
+        return False
+    
     if "content" not in message:
         return False
 
diff --git a/tests/local_testing/test_amazing_vertex_completion.py b/tests/local_testing/test_amazing_vertex_completion.py
index 866e2a8506..e1c24ea46f 100644
--- a/tests/local_testing/test_amazing_vertex_completion.py
+++ b/tests/local_testing/test_amazing_vertex_completion.py
@@ -2571,6 +2571,115 @@ async def test_gemini_context_caching_anthropic_format(sync_mode):
         # )
 
 
+@pytest.mark.parametrize(
+    "sync_mode",
+    [True, False],
+)
+@pytest.mark.asyncio
+async def test_gemini_context_caching_disabled_flag(sync_mode):
+    """
+    Test that disable_anthropic_gemini_context_caching_transform flag properly disables context caching.
+    
+    When the flag is set to True, messages with cache_control should not trigger caching API calls.
+    """
+    from litellm.llms.custom_httpx.http_handler import AsyncHTTPHandler, HTTPHandler
+
+    litellm.set_verbose = True
+    
+    # Store original value to restore later
+    original_flag_value = litellm.disable_anthropic_gemini_context_caching_transform
+    
+    try:
+        # Enable the disable flag
+        litellm.disable_anthropic_gemini_context_caching_transform = True
+        
+        gemini_context_caching_messages = [
+            # System Message with cache_control
+            {
+                "role": "system",
+                "content": [
+                    {
+                        "type": "text",
+                        "text": "Here is the full text of a complex legal agreement {}".format(
+                            uuid.uuid4()
+                        )
+                        * 4000,
+                        "cache_control": {"type": "ephemeral"},
+                    }
+                ],
+            },
+            # User message with cache_control
+            {
+                "role": "user",
+                "content": [
+                    {
+                        "type": "text",
+                        "text": "What are the key terms and conditions in this agreement?",
+                        "cache_control": {"type": "ephemeral"},
+                    }
+                ],
+            },
+            {
+                "role": "assistant",
+                "content": "Certainly! the key terms and conditions are the following: the contract is 1 year long for $10/mo",
+            },
+            {
+                "role": "user",
+                "content": [
+                    {
+                        "type": "text",
+                        "text": "What are the key terms and conditions in this agreement?",
+                    }
+                ],
+            },
+        ]
+        
+        if sync_mode:
+            client = HTTPHandler(concurrent_limit=1)
+        else:
+            client = AsyncHTTPHandler(concurrent_limit=1)
+            
+        with patch.object(client, "post", side_effect=mock_gemini_request) as mock_client:
+            try:
+                if sync_mode:
+                    response = litellm.completion(
+                        model="gemini/gemini-2.5-flash-lite-001",
+                        messages=gemini_context_caching_messages,
+                        temperature=0.2,
+                        max_tokens=10,
+                        client=client,
+                    )
+                else:
+                    response = await litellm.acompletion(
+                        model="gemini/gemini-2.5-flash-lite-001",
+                        messages=gemini_context_caching_messages,
+                        temperature=0.2,
+                        max_tokens=10,
+                        client=client,
+                    )
+
+            except Exception as e:
+                print(e)
+
+            # When caching is disabled, should only make 1 call (no separate cache creation call)
+            assert mock_client.call_count == 1, f"Expected 1 call when caching is disabled, got {mock_client.call_count}"
+
+            first_call_args = mock_client.call_args_list[0].kwargs
+            first_call_positional_args = mock_client.call_args_list[0].args
+
+            print(f"first_call_args with caching disabled: {first_call_args}")
+            print(f"first_call_positional_args with caching disabled: {first_call_positional_args}")
+
+            # Assert that cachedContents is NOT in the URL when caching is disabled
+            url = first_call_args.get("url", first_call_positional_args[0] if first_call_positional_args else "")
+            assert "cachedContents" not in url, "cachedContents should not be in URL when caching is disabled"
+            
+    finally:
+        # Restore original flag value
+        litellm.disable_anthropic_gemini_context_caching_transform = original_flag_value
+
+
+
 @pytest.mark.asyncio
 async def test_partner_models_httpx_ai21():
     litellm.set_verbose = True

From 3c451e945a358e51903e48d1b366dba0e43468a6 Mon Sep 17 00:00:00 2001
From: Sameer Kankute 
Date: Fri, 30 Jan 2026 15:25:18 +0530
Subject: [PATCH 184/188] fix aspectRatio mapping

---
 litellm/llms/gemini/image_edit/transformation.py             | 5 ++++-
 .../image_edit/test_gemini_image_edit_transformation.py      | 2 +-
 2 files changed, 5 insertions(+), 2 deletions(-)

diff --git a/litellm/llms/gemini/image_edit/transformation.py b/litellm/llms/gemini/image_edit/transformation.py
index 1654113821..c3ea63ad43 100644
--- a/litellm/llms/gemini/image_edit/transformation.py
+++ b/litellm/llms/gemini/image_edit/transformation.py
@@ -106,7 +106,10 @@ class GeminiImageEditConfig(BaseImageEditConfig):
         generation_config: Dict[str, Any] = {}
 
         if "aspectRatio" in image_edit_optional_request_params:
-            generation_config["aspectRatio"] = image_edit_optional_request_params[
+            # Move aspectRatio into imageConfig inside generationConfig
+            if "imageConfig" not in generation_config:
+                generation_config["imageConfig"] = {}
+            generation_config["imageConfig"]["aspectRatio"] = image_edit_optional_request_params[
                 "aspectRatio"
             ]
 
diff --git a/tests/test_litellm/llms/gemini/image_edit/test_gemini_image_edit_transformation.py b/tests/test_litellm/llms/gemini/image_edit/test_gemini_image_edit_transformation.py
index 021cfaeff5..9cd746cfde 100644
--- a/tests/test_litellm/llms/gemini/image_edit/test_gemini_image_edit_transformation.py
+++ b/tests/test_litellm/llms/gemini/image_edit/test_gemini_image_edit_transformation.py
@@ -61,7 +61,7 @@ class TestGeminiImageEditTransformation:
         assert base64.b64decode(inline_data["data"]) == image_bytes
 
         generation_config = request_body["generationConfig"]
-        assert generation_config["aspectRatio"] == "16:9"
+        assert generation_config["imageConfig"]["aspectRatio"] == "16:9"
 
     def test_transform_image_edit_request_multiple_images(self) -> None:
         image_one = BytesIO(b"image_one")

From 78dd4b2b2fa5233d9a10a1179d72bd7705982cd0 Mon Sep 17 00:00:00 2001
From: Sameer Kankute 
Date: Fri, 30 Jan 2026 16:06:07 +0530
Subject: [PATCH 185/188] feat: add /delete endpoint support for gemini

---
 litellm/files/main.py                       | 13 +--
 litellm/llms/gemini/files/transformation.py | 91 ++++++++++++++++++++-
 2 files changed, 94 insertions(+), 10 deletions(-)

diff --git a/litellm/files/main.py b/litellm/files/main.py
index 913ec84626..93a10dac7a 100644
--- a/litellm/files/main.py
+++ b/litellm/files/main.py
@@ -9,6 +9,7 @@ import asyncio
 import contextvars
 import os
 import time
+import uuid
 from functools import partial
 from typing import Any, Coroutine, Dict, Literal, Optional, Union, cast
 
@@ -61,7 +62,7 @@ async def acreate_file(
     file: FileTypes,
     purpose: Literal["assistants", "batch", "fine-tune"],
     expires_after: Optional[FileExpiresAfter] = None,
-    custom_llm_provider: Literal["openai", "azure", "vertex_ai", "bedrock", "hosted_vllm", "manus"] = "openai",
+    custom_llm_provider: Literal["openai", "azure", "gemini", "vertex_ai", "bedrock", "hosted_vllm", "manus"] = "openai",
     extra_headers: Optional[Dict[str, str]] = None,
     extra_body: Optional[Dict[str, str]] = None,
     **kwargs,
@@ -106,7 +107,7 @@ def create_file(
     file: FileTypes,
     purpose: Literal["assistants", "batch", "fine-tune"],
     expires_after: Optional[FileExpiresAfter] = None,
-    custom_llm_provider: Optional[Literal["openai", "azure", "vertex_ai", "bedrock", "hosted_vllm", "manus"]] = None,
+    custom_llm_provider: Optional[Literal["openai", "azure", "gemini", "vertex_ai", "bedrock", "hosted_vllm", "manus"]] = None,
     extra_headers: Optional[Dict[str, str]] = None,
     extra_body: Optional[Dict[str, str]] = None,
     **kwargs,
@@ -294,7 +295,7 @@ def create_file(
 @client
 async def afile_retrieve(
     file_id: str,
-    custom_llm_provider: Literal["openai", "azure", "hosted_vllm", "manus"] = "openai",
+    custom_llm_provider: Literal["openai", "azure", "gemini", "hosted_vllm", "manus"] = "openai",
     extra_headers: Optional[Dict[str, str]] = None,
     extra_body: Optional[Dict[str, str]] = None,
     **kwargs,
@@ -493,7 +494,7 @@ def file_retrieve(
 @client
 async def afile_delete(
     file_id: str,
-    custom_llm_provider: Literal["openai", "azure", "manus"] = "openai",
+    custom_llm_provider: Literal["openai", "azure", "gemini", "manus"] = "openai",
     extra_headers: Optional[Dict[str, str]] = None,
     extra_body: Optional[Dict[str, str]] = None,
     **kwargs,
@@ -537,7 +538,7 @@ async def afile_delete(
 def file_delete(
     file_id: str,
     model: Optional[str] = None,
-    custom_llm_provider: Union[Literal["openai", "azure", "manus"], str] = "openai",
+    custom_llm_provider: Union[Literal["openai", "azure", "gemini", "manus"], str] = "openai",
     extra_headers: Optional[Dict[str, str]] = None,
     extra_body: Optional[Dict[str, str]] = None,
     **kwargs,
@@ -680,7 +681,7 @@ def file_delete(
                 )
             else:
                 raise litellm.exceptions.BadRequestError(
-                    message="LiteLLM doesn't support {} for 'file_delete'. Only 'openai', 'azure', and 'manus' are supported.".format(
+                    message="LiteLLM doesn't support {} for 'file_delete'. Only 'openai', 'azure', 'gemini', and 'manus' are supported.".format(
                         custom_llm_provider
                     ),
                     model="n/a",
diff --git a/litellm/llms/gemini/files/transformation.py b/litellm/llms/gemini/files/transformation.py
index d9ebf69a97..499744840f 100644
--- a/litellm/llms/gemini/files/transformation.py
+++ b/litellm/llms/gemini/files/transformation.py
@@ -35,6 +35,26 @@ class GoogleAIStudioFilesHandler(GeminiModelInfo, BaseFilesConfig):
     def custom_llm_provider(self) -> LlmProviders:
         return LlmProviders.GEMINI
 
+    def validate_environment(
+        self,
+        api_key: Optional[str],
+        headers: dict,
+        model: str,
+        messages: list,
+        optional_params: dict,
+        litellm_params: dict,
+    ) -> dict:
+        """
+        Validate environment and add Gemini API key to headers.
+        Google AI Studio uses x-goog-api-key header for authentication.
+        """
+        api_key = self.get_api_key(api_key)
+        if not api_key:
+            raise ValueError("GEMINI_API_KEY is required for Google AI Studio file operations")
+        
+        headers["x-goog-api-key"] = api_key
+        return headers
+
     def get_complete_url(
         self,
         api_base: Optional[str],
@@ -56,10 +76,12 @@ class GoogleAIStudioFilesHandler(GeminiModelInfo, BaseFilesConfig):
         if not api_base:
             raise ValueError("api_base is required")
 
-        if not api_key:
+        # Get API key from multiple sources
+        final_api_key = api_key or litellm_params.get("api_key") or self.get_api_key()
+        if not final_api_key:
             raise ValueError("api_key is required")
 
-        url = "{}/{}?key={}".format(api_base, endpoint, api_key)
+        url = "{}/{}?key={}".format(api_base, endpoint, final_api_key)
         return url
 
     def get_supported_openai_params(
@@ -196,7 +218,41 @@ class GoogleAIStudioFilesHandler(GeminiModelInfo, BaseFilesConfig):
         optional_params: dict,
         litellm_params: dict,
     ) -> tuple[str, dict]:
-        raise NotImplementedError("GoogleAIStudioFilesHandler does not support file deletion")
+        """
+        Transform delete file request for Google AI Studio.
+        
+        Args:
+            file_id: The file URI (e.g., "files/abc123" or full URI)
+            optional_params: Optional parameters
+            litellm_params: LiteLLM parameters containing api_key
+            
+        Returns:
+            tuple[str, dict]: (url, params) for the DELETE request
+        """
+        api_base = self.get_api_base(litellm_params.get("api_base"))
+        if not api_base:
+            raise ValueError("api_base is required")
+        
+        # Get API key from multiple sources (same pattern as get_complete_url)
+        api_key = litellm_params.get("api_key") or self.get_api_key()
+        if not api_key:
+            raise ValueError("api_key is required")
+        
+        # Extract file name from URI if full URI is provided
+        # file_id could be "files/abc123" or "https://generativelanguage.googleapis.com/v1beta/files/abc123"
+        if file_id.startswith("http"):
+            # Extract the file path from full URI
+            file_name = file_id.split("/v1beta/")[-1]
+        else:
+            file_name = file_id
+        
+        # Construct the delete URL
+        url = f"{api_base}/v1beta/{file_name}"
+        
+        # Add API key as header (Google AI Studio uses x-goog-api-key header)
+        params = {}
+        
+        return url, params
 
     def transform_delete_file_response(
         self,
@@ -204,7 +260,34 @@ class GoogleAIStudioFilesHandler(GeminiModelInfo, BaseFilesConfig):
         logging_obj: LiteLLMLoggingObj,
         litellm_params: dict,
     ) -> FileDeleted:
-        raise NotImplementedError("GoogleAIStudioFilesHandler does not support file deletion")
+        """
+        Transform Gemini's file delete response into OpenAI-style FileDeleted.
+        
+        Google AI Studio returns an empty JSON object {} on successful deletion.
+        """
+        try:
+            # Google AI Studio returns {} on successful deletion
+            if raw_response.status_code == 200:
+                # Extract file ID from the request URL if possible
+                file_id = "deleted"
+                if hasattr(raw_response, "request") and raw_response.request:
+                    url = str(raw_response.request.url)
+                    if "/files/" in url:
+                        file_id = url.split("/files/")[-1].split("?")[0]
+                        # Add the files/ prefix if not present
+                        if not file_id.startswith("files/"):
+                            file_id = f"files/{file_id}"
+                
+                return FileDeleted(
+                    id=file_id,
+                    deleted=True,
+                    object="file"
+                )
+            else:
+                raise ValueError(f"Failed to delete file: {raw_response.text}")
+        except Exception as e:
+            verbose_logger.exception(f"Error parsing file delete response: {str(e)}")
+            raise ValueError(f"Error parsing file delete response: {str(e)}")
 
     def transform_list_files_request(
         self,

From 55348dd9c51b5b028f676d25ad023b8f052fc071 Mon Sep 17 00:00:00 2001
From: Sameer Kankute 
Date: Fri, 30 Jan 2026 16:42:59 +0530
Subject: [PATCH 186/188] Fix: vllm embedding format

---
 litellm/llms/openai_like/embedding/handler.py |   3 +-
 .../llms/openai_like/embedding/__init__.py    |   1 +
 .../embedding/test_openai_like_embedding.py   | 378 ++++++++++++++++++
 3 files changed, 381 insertions(+), 1 deletion(-)
 create mode 100644 tests/test_litellm/llms/openai_like/embedding/__init__.py
 create mode 100644 tests/test_litellm/llms/openai_like/embedding/test_openai_like_embedding.py

diff --git a/litellm/llms/openai_like/embedding/handler.py b/litellm/llms/openai_like/embedding/handler.py
index 95a4aa854a..d0d26d5959 100644
--- a/litellm/llms/openai_like/embedding/handler.py
+++ b/litellm/llms/openai_like/embedding/handler.py
@@ -105,7 +105,8 @@ class OpenAILikeEmbeddingHandler(OpenAILikeBase):
             custom_endpoint=custom_endpoint,
         )
         model = model
-        data = {"model": model, "input": input, **optional_params}
+        filtered_optional_params = {k: v for k, v in optional_params.items() if v not in (None, '')}
+        data = {"model": model, "input": input, **filtered_optional_params}
 
         ## LOGGING
         logging_obj.pre_call(
diff --git a/tests/test_litellm/llms/openai_like/embedding/__init__.py b/tests/test_litellm/llms/openai_like/embedding/__init__.py
new file mode 100644
index 0000000000..2cb77227ed
--- /dev/null
+++ b/tests/test_litellm/llms/openai_like/embedding/__init__.py
@@ -0,0 +1 @@
+# Test module for OpenAI-like embedding handler
diff --git a/tests/test_litellm/llms/openai_like/embedding/test_openai_like_embedding.py b/tests/test_litellm/llms/openai_like/embedding/test_openai_like_embedding.py
new file mode 100644
index 0000000000..a82fe776e1
--- /dev/null
+++ b/tests/test_litellm/llms/openai_like/embedding/test_openai_like_embedding.py
@@ -0,0 +1,378 @@
+"""
+Test cases for OpenAI-like embedding handler
+"""
+
+import json
+from unittest.mock import MagicMock, Mock, patch
+
+import pytest
+
+from litellm.llms.openai_like.embedding.handler import OpenAILikeEmbeddingHandler
+from litellm.types.utils import EmbeddingResponse
+
+
+class TestOpenAILikeEmbeddingHandler:
+    """Test OpenAI-like embedding handler functionality"""
+
+    def test_encoding_format_none_filtered_out(self):
+        """
+        Test that encoding_format=None is filtered out from the request payload.
+        
+        According to OpenAI API spec, encoding_format should be omitted if not specified,
+        not sent as None or empty string. This prevents errors with providers like VLLM
+        that reject empty encoding_format values.
+        """
+        handler = OpenAILikeEmbeddingHandler()
+        
+        # Mock the HTTP client
+        mock_client = MagicMock()
+        mock_response = Mock()
+        mock_response.json.return_value = {
+            "object": "list",
+            "data": [
+                {
+                    "object": "embedding",
+                    "embedding": [0.1, 0.2, 0.3],
+                    "index": 0
+                }
+            ],
+            "model": "test-model",
+            "usage": {
+                "prompt_tokens": 5,
+                "total_tokens": 5
+            }
+        }
+        mock_response.raise_for_status = Mock()
+        mock_client.post.return_value = mock_response
+        
+        # Mock logging object
+        mock_logging = MagicMock()
+        
+        # Call embedding with encoding_format=None
+        optional_params = {"encoding_format": None}
+        
+        with patch.object(handler, '_validate_environment', return_value=("http://test.com/v1/embeddings", {})):
+            response = handler.embedding(
+                model="test-model",
+                input=["test input"],
+                timeout=60.0,
+                logging_obj=mock_logging,
+                api_key="test-key",
+                api_base="http://test.com",
+                optional_params=optional_params,
+                client=mock_client
+            )
+        
+        # Verify the request was made
+        assert mock_client.post.called
+        
+        # Get the data that was sent in the request
+        call_args = mock_client.post.call_args
+        sent_data = json.loads(call_args[1]['data'])
+        
+        # Assert that encoding_format is NOT in the sent data
+        assert "encoding_format" not in sent_data, (
+            "encoding_format=None should be filtered out from the request payload"
+        )
+        
+        # Assert that model and input are still present
+        assert sent_data["model"] == "test-model"
+        assert sent_data["input"] == ["test input"]
+
+    def test_encoding_format_empty_string_filtered_out(self):
+        """
+        Test that encoding_format="" (empty string) is filtered out from the request payload.
+        
+        This is the specific case mentioned in the issue where VLLM rejects empty string
+        encoding_format values with error: "unknown variant ``, expected float or base64"
+        """
+        handler = OpenAILikeEmbeddingHandler()
+        
+        # Mock the HTTP client
+        mock_client = MagicMock()
+        mock_response = Mock()
+        mock_response.json.return_value = {
+            "object": "list",
+            "data": [
+                {
+                    "object": "embedding",
+                    "embedding": [0.1, 0.2, 0.3],
+                    "index": 0
+                }
+            ],
+            "model": "test-model",
+            "usage": {
+                "prompt_tokens": 5,
+                "total_tokens": 5
+            }
+        }
+        mock_response.raise_for_status = Mock()
+        mock_client.post.return_value = mock_response
+        
+        # Mock logging object
+        mock_logging = MagicMock()
+        
+        # Call embedding with encoding_format="" (empty string)
+        optional_params = {"encoding_format": ""}
+        
+        with patch.object(handler, '_validate_environment', return_value=("http://test.com/v1/embeddings", {})):
+            response = handler.embedding(
+                model="test-model",
+                input=["test input"],
+                timeout=60.0,
+                logging_obj=mock_logging,
+                api_key="test-key",
+                api_base="http://test.com",
+                optional_params=optional_params,
+                client=mock_client
+            )
+        
+        # Verify the request was made
+        assert mock_client.post.called
+        
+        # Get the data that was sent in the request
+        call_args = mock_client.post.call_args
+        sent_data = json.loads(call_args[1]['data'])
+        
+        # Assert that encoding_format is NOT in the sent data
+        assert "encoding_format" not in sent_data, (
+            "encoding_format='' (empty string) should be filtered out from the request payload"
+        )
+
+    def test_encoding_format_float_preserved(self):
+        """
+        Test that encoding_format="float" is preserved in the request payload.
+        """
+        handler = OpenAILikeEmbeddingHandler()
+        
+        # Mock the HTTP client
+        mock_client = MagicMock()
+        mock_response = Mock()
+        mock_response.json.return_value = {
+            "object": "list",
+            "data": [
+                {
+                    "object": "embedding",
+                    "embedding": [0.1, 0.2, 0.3],
+                    "index": 0
+                }
+            ],
+            "model": "test-model",
+            "usage": {
+                "prompt_tokens": 5,
+                "total_tokens": 5
+            }
+        }
+        mock_response.raise_for_status = Mock()
+        mock_client.post.return_value = mock_response
+        
+        # Mock logging object
+        mock_logging = MagicMock()
+        
+        # Call embedding with encoding_format="float"
+        optional_params = {"encoding_format": "float"}
+        
+        with patch.object(handler, '_validate_environment', return_value=("http://test.com/v1/embeddings", {})):
+            response = handler.embedding(
+                model="test-model",
+                input=["test input"],
+                timeout=60.0,
+                logging_obj=mock_logging,
+                api_key="test-key",
+                api_base="http://test.com",
+                optional_params=optional_params,
+                client=mock_client
+            )
+        
+        # Verify the request was made
+        assert mock_client.post.called
+        
+        # Get the data that was sent in the request
+        call_args = mock_client.post.call_args
+        sent_data = json.loads(call_args[1]['data'])
+        
+        # Assert that encoding_format IS in the sent data with correct value
+        assert "encoding_format" in sent_data, (
+            "encoding_format='float' should be preserved in the request payload"
+        )
+        assert sent_data["encoding_format"] == "float"
+
+    def test_encoding_format_base64_preserved(self):
+        """
+        Test that encoding_format="base64" is preserved in the request payload.
+        """
+        handler = OpenAILikeEmbeddingHandler()
+        
+        # Mock the HTTP client
+        mock_client = MagicMock()
+        mock_response = Mock()
+        mock_response.json.return_value = {
+            "object": "list",
+            "data": [
+                {
+                    "object": "embedding",
+                    "embedding": [0.1, 0.2, 0.3],
+                    "index": 0
+                }
+            ],
+            "model": "test-model",
+            "usage": {
+                "prompt_tokens": 5,
+                "total_tokens": 5
+            }
+        }
+        mock_response.raise_for_status = Mock()
+        mock_client.post.return_value = mock_response
+        
+        # Mock logging object
+        mock_logging = MagicMock()
+        
+        # Call embedding with encoding_format="base64"
+        optional_params = {"encoding_format": "base64"}
+        
+        with patch.object(handler, '_validate_environment', return_value=("http://test.com/v1/embeddings", {})):
+            response = handler.embedding(
+                model="test-model",
+                input=["test input"],
+                timeout=60.0,
+                logging_obj=mock_logging,
+                api_key="test-key",
+                api_base="http://test.com",
+                optional_params=optional_params,
+                client=mock_client
+            )
+        
+        # Verify the request was made
+        assert mock_client.post.called
+        
+        # Get the data that was sent in the request
+        call_args = mock_client.post.call_args
+        sent_data = json.loads(call_args[1]['data'])
+        
+        # Assert that encoding_format IS in the sent data with correct value
+        assert "encoding_format" in sent_data, (
+            "encoding_format='base64' should be preserved in the request payload"
+        )
+        assert sent_data["encoding_format"] == "base64"
+
+    def test_other_optional_params_preserved(self):
+        """
+        Test that other optional parameters are preserved when encoding_format is filtered.
+        """
+        handler = OpenAILikeEmbeddingHandler()
+        
+        # Mock the HTTP client
+        mock_client = MagicMock()
+        mock_response = Mock()
+        mock_response.json.return_value = {
+            "object": "list",
+            "data": [
+                {
+                    "object": "embedding",
+                    "embedding": [0.1, 0.2, 0.3],
+                    "index": 0
+                }
+            ],
+            "model": "test-model",
+            "usage": {
+                "prompt_tokens": 5,
+                "total_tokens": 5
+            }
+        }
+        mock_response.raise_for_status = Mock()
+        mock_client.post.return_value = mock_response
+        
+        # Mock logging object
+        mock_logging = MagicMock()
+        
+        # Call embedding with encoding_format=None and other params
+        optional_params = {
+            "encoding_format": None,
+            "dimensions": 512,
+            "user": "test-user"
+        }
+        
+        with patch.object(handler, '_validate_environment', return_value=("http://test.com/v1/embeddings", {})):
+            response = handler.embedding(
+                model="test-model",
+                input=["test input"],
+                timeout=60.0,
+                logging_obj=mock_logging,
+                api_key="test-key",
+                api_base="http://test.com",
+                optional_params=optional_params,
+                client=mock_client
+            )
+        
+        # Verify the request was made
+        assert mock_client.post.called
+        
+        # Get the data that was sent in the request
+        call_args = mock_client.post.call_args
+        sent_data = json.loads(call_args[1]['data'])
+        
+        # Assert that encoding_format is NOT in the sent data
+        assert "encoding_format" not in sent_data
+        
+        # Assert that other parameters ARE preserved
+        assert sent_data["dimensions"] == 512
+        assert sent_data["user"] == "test-user"
+        assert sent_data["model"] == "test-model"
+        assert sent_data["input"] == ["test input"]
+
+    def test_no_optional_params(self):
+        """
+        Test that the handler works correctly when no optional params are provided.
+        """
+        handler = OpenAILikeEmbeddingHandler()
+        
+        # Mock the HTTP client
+        mock_client = MagicMock()
+        mock_response = Mock()
+        mock_response.json.return_value = {
+            "object": "list",
+            "data": [
+                {
+                    "object": "embedding",
+                    "embedding": [0.1, 0.2, 0.3],
+                    "index": 0
+                }
+            ],
+            "model": "test-model",
+            "usage": {
+                "prompt_tokens": 5,
+                "total_tokens": 5
+            }
+        }
+        mock_response.raise_for_status = Mock()
+        mock_client.post.return_value = mock_response
+        
+        # Mock logging object
+        mock_logging = MagicMock()
+        
+        # Call embedding with empty optional_params
+        optional_params = {}
+        
+        with patch.object(handler, '_validate_environment', return_value=("http://test.com/v1/embeddings", {})):
+            response = handler.embedding(
+                model="test-model",
+                input=["test input"],
+                timeout=60.0,
+                logging_obj=mock_logging,
+                api_key="test-key",
+                api_base="http://test.com",
+                optional_params=optional_params,
+                client=mock_client
+            )
+        
+        # Verify the request was made
+        assert mock_client.post.called
+        
+        # Get the data that was sent in the request
+        call_args = mock_client.post.call_args
+        sent_data = json.loads(call_args[1]['data'])
+        
+        # Assert that only model and input are in the sent data
+        assert sent_data["model"] == "test-model"
+        assert sent_data["input"] == ["test input"]
+        assert "encoding_format" not in sent_data

From 8363a26d2ee07a7f54a701af3d2184bd3f62b4f1 Mon Sep 17 00:00:00 2001
From: Sameer Kankute 
Date: Fri, 30 Jan 2026 17:33:40 +0530
Subject: [PATCH 187/188] Fix: remove unsupported
 prompt-caching-scope-2026-01-05 header for vertex ai

---
 .../transformation.py                         | 25 ++++++++++++++
 litellm/types/llms/anthropic.py               |  2 +-
 ...partner_models_anthropic_transformation.py | 33 ++++++++++++++++++-
 3 files changed, 58 insertions(+), 2 deletions(-)

diff --git a/litellm/llms/vertex_ai/vertex_ai_partner_models/anthropic/experimental_pass_through/transformation.py b/litellm/llms/vertex_ai/vertex_ai_partner_models/anthropic/experimental_pass_through/transformation.py
index fc75376c0c..9b8ff3ecc2 100644
--- a/litellm/llms/vertex_ai/vertex_ai_partner_models/anthropic/experimental_pass_through/transformation.py
+++ b/litellm/llms/vertex_ai/vertex_ai_partner_models/anthropic/experimental_pass_through/transformation.py
@@ -7,6 +7,7 @@ from litellm.llms.anthropic.experimental_pass_through.messages.transformation im
 from litellm.types.llms.anthropic import (
     ANTHROPIC_BETA_HEADER_VALUES,
     ANTHROPIC_HOSTED_TOOLS,
+    ANTHROPIC_PROMPT_CACHING_SCOPE_BETA_HEADER,
 )
 from litellm.types.llms.anthropic_tool_search import get_tool_search_beta_header
 from litellm.types.llms.vertex_ai import VertexPartnerProvider
@@ -65,6 +66,10 @@ class VertexAIPartnerModelsAnthropicMessagesConfig(AnthropicMessagesConfig, Vert
         if existing_beta:
             beta_values.update(b.strip() for b in existing_beta.split(","))
         
+        # Use the helper to remove unsupported beta headers
+        self.remove_unsupported_beta(headers)
+        beta_values.discard(ANTHROPIC_PROMPT_CACHING_SCOPE_BETA_HEADER)
+
         # Check for web search tool
         for tool in tools:
             if isinstance(tool, dict) and tool.get("type", "").startswith(ANTHROPIC_HOSTED_TOOLS.WEB_SEARCH.value):
@@ -123,3 +128,23 @@ class VertexAIPartnerModelsAnthropicMessagesConfig(AnthropicMessagesConfig, Vert
         )  # do not pass output_format in request body to vertex ai - vertex ai does not support output_format as yet
 
         return anthropic_messages_request
+    
+    def remove_unsupported_beta(self, headers: dict) -> None:
+        """
+        Helper method to remove unsupported beta headers from the beta headers.
+        Modifies headers in place.
+        """
+        unsupported_beta_headers = [
+            ANTHROPIC_PROMPT_CACHING_SCOPE_BETA_HEADER
+        ]
+        existing_beta = headers.get("anthropic-beta")
+        if existing_beta:
+            filtered_beta = [
+                b.strip()
+                for b in existing_beta.split(",")
+                if b.strip() not in unsupported_beta_headers
+            ]
+            if filtered_beta:
+                headers["anthropic-beta"] = ",".join(filtered_beta)
+            elif "anthropic-beta" in headers:
+                del headers["anthropic-beta"]
diff --git a/litellm/types/llms/anthropic.py b/litellm/types/llms/anthropic.py
index 8d18322d37..eb732576f1 100644
--- a/litellm/types/llms/anthropic.py
+++ b/litellm/types/llms/anthropic.py
@@ -647,4 +647,4 @@ ANTHROPIC_EFFORT_BETA_HEADER = "effort-2025-11-24"
 ANTHROPIC_OAUTH_TOKEN_PREFIX = "sk-ant-oat"
 ANTHROPIC_OAUTH_BETA_HEADER = "oauth-2025-04-20"
 
-
+ANTHROPIC_PROMPT_CACHING_SCOPE_BETA_HEADER = "prompt-caching-scope-2026-01-05"
\ No newline at end of file
diff --git a/tests/test_litellm/llms/vertex_ai/vertex_ai_partner_models/anthropic/test_vertex_ai_partner_models_anthropic_transformation.py b/tests/test_litellm/llms/vertex_ai/vertex_ai_partner_models/anthropic/test_vertex_ai_partner_models_anthropic_transformation.py
index 7b60a0a336..3e6c6f6740 100644
--- a/tests/test_litellm/llms/vertex_ai/vertex_ai_partner_models/anthropic/test_vertex_ai_partner_models_anthropic_transformation.py
+++ b/tests/test_litellm/llms/vertex_ai/vertex_ai_partner_models/anthropic/test_vertex_ai_partner_models_anthropic_transformation.py
@@ -37,8 +37,9 @@ def test_get_supported_params_thinking():
 def test_vertex_ai_anthropic_web_search_header_in_completion():
     """Test that web search tool adds the required beta header for Vertex AI completion requests"""
     from unittest.mock import MagicMock, patch
+
     from litellm.llms.anthropic.common_utils import AnthropicModelInfo
-    
+
     # Create the config instance
     model_info = AnthropicModelInfo()
     
@@ -259,3 +260,33 @@ def test_vertex_ai_anthropic_other_models_still_use_tools():
     assert "tools" in result_params, "Claude 3 Sonnet should also use tool-based structured output"
     assert "tool_choice" in result_params, "Tool choice should be present"
     assert "json_mode" in result_params, "JSON mode should be enabled"
+
+def test_vertex_ai_partner_models_anthropic_remove_prompt_caching_scope_beta_header():
+    """
+    Test that remove_unsupported_beta correctly filters out prompt-caching-scope-2026-01-05 
+    from the anthropic-beta headers.
+    """
+    from litellm.llms.vertex_ai.vertex_ai_partner_models.anthropic.experimental_pass_through.transformation import (
+        VertexAIPartnerModelsAnthropicMessagesConfig,
+    )
+
+    # This beta header should be removed
+    PROMPT_CACHING_BETA_HEADER = "prompt-caching-scope-2026-01-05"
+    headers = {
+        "anthropic-beta": f"other-feature,{PROMPT_CACHING_BETA_HEADER},web-search-2025-03-05"
+    }
+
+    config = VertexAIPartnerModelsAnthropicMessagesConfig()
+    config.remove_unsupported_beta(headers)
+
+    beta_header = headers.get("anthropic-beta")
+    assert PROMPT_CACHING_BETA_HEADER not in (beta_header or ""), \
+        f"{PROMPT_CACHING_BETA_HEADER} should be filtered out"
+    assert "other-feature" in (beta_header or ""), \
+        "Other non-excluded beta headers should remain"
+    assert "web-search-2025-03-05" in (beta_header or ""), \
+        "Other non-excluded beta headers should remain"
+    # If prompt-caching was the only value, header should be removed completely
+    headers2 = {"anthropic-beta": PROMPT_CACHING_BETA_HEADER}
+    config.remove_unsupported_beta(headers2)
+    assert "anthropic-beta" not in headers2, "Header should be removed if no supported values remain"
\ No newline at end of file

From 0acfcb494b98226654b19f0a43918e97eb83ebc5 Mon Sep 17 00:00:00 2001
From: Alexsander Hamir 
Date: Fri, 30 Jan 2026 09:52:53 -0800
Subject: [PATCH 188/188] Add mock client factory pattern and mock support for
 PostHog, Helicone, and Braintrust integrations (#19707)

* Add LangSmith mock client support

- Create langsmith_mock_client.py following GCS and Langfuse patterns
- Add mock mode detection via LANGSMITH_MOCK environment variable
- Intercept LangSmith API calls via AsyncHTTPHandler.post patching
- Add verbose logging throughout mock implementation
- Update LangsmithLogger to initialize mock client when mock mode enabled
- Supports configurable mock latency via LANGSMITH_MOCK_LATENCY_MS

* Add Datadog mock client support

- Create datadog_mock_client.py following GCS, Langfuse, and LangSmith patterns
- Add mock mode detection via DATADOG_MOCK environment variable
- Intercept Datadog API calls via AsyncHTTPHandler.post and httpx.Client.post patching
- Add verbose logging throughout mock implementation
- Update DataDogLogger and DataDogLLMObsLogger to initialize mock client when mock mode enabled
- Supports both async and sync logging paths
- Supports configurable mock latency via DATADOG_MOCK_LATENCY_MS

* refactor: consolidate mock client logic into factory pattern

- Create mock_client_factory.py to centralize common mock HTTP client logic
- Refactor GCS, Langfuse, LangSmith, and Datadog mock clients to use factory
- Improve GET/DELETE mock accuracy for GCS (return valid StandardLoggingPayload)
- Fix DELETE mock to return empty body (204 No Content) instead of JSON
- Reduce code duplication across integration mock clients

* feat: add PostHog mock client support

- Create posthog_mock_client.py using factory pattern
- Integrate mock client into PostHogLogger with mock mode detection
- Add verbose logging for mock mode initialization and batch operations
- Enable mock mode via POSTHOG_MOCK environment variable

* Add Helicone mock client support

- Created helicone_mock_client.py using factory pattern (similar to GCS)
- Integrated mock mode detection and initialization in HeliconeLogger
- Mock client patches HTTPHandler.post to intercept Helicone API calls
- Uses factory pattern for should_use_mock and MockResponse utilities
- Custom HTTPHandler.post patching required since HTTPHandler uses self.client.send()

* Add mock support for Braintrust integration and extend mock client factory

- Add braintrust_mock_client.py with mock HTTP client for Braintrust integration testing
- Integrate mock client into BraintrustLogger with mock mode detection
- Refactor Helicone mock client to fully utilize factory's HTTPHandler.post patching
- Extend mock_client_factory to support patching HTTPHandler.post for sync calls
- Enable endpoint-specific mock responses for Braintrust (/project vs /project_logs)
- All mock clients now properly handle both async (AsyncHTTPHandler) and sync (HTTPHandler) calls

* Fix linter errors: remove unused imports and suppress complexity warning

- Remove unused imports from gcs_bucket_mock_client.py (httpx, json, timedelta, Dict, Optional)
- Remove unused Callable import from mock_client_factory.py
- Add noqa comment to suppress PLR0915 complexity warning for create_mock_client_factory function

* Document mock environment variables for PostHog, Helicone, Braintrust, Datadog, and Langsmith integrations

- Add POSTHOG_MOCK and POSTHOG_MOCK_LATENCY_MS documentation
- Add HELICONE_MOCK and HELICONE_MOCK_LATENCY_MS documentation
- Add BRAINTRUST_MOCK and BRAINTRUST_MOCK_LATENCY_MS documentation
- Add DATADOG_MOCK and DATADOG_MOCK_LATENCY_MS documentation
- Add LANGSMITH_MOCK and LANGSMITH_MOCK_LATENCY_MS documentation

All mock env vars follow the same pattern: enable mock mode for integration testing by intercepting API calls and returning mock responses without making actual network calls.

* Fix security issue
---
 docs/my-website/docs/proxy/config_settings.md |  10 +
 litellm/integrations/braintrust_logging.py    |  12 +
 .../integrations/braintrust_mock_client.py    | 131 +++++++++++
 litellm/integrations/datadog/datadog.py       |  28 ++-
 .../integrations/datadog/datadog_llm_obs.py   |  31 ++-
 .../datadog/datadog_mock_client.py            |  28 +++
 .../gcs_bucket/gcs_bucket_mock_client.py      | 186 ++++++---------
 litellm/integrations/helicone.py              |  15 +-
 litellm/integrations/helicone_mock_client.py  |  32 +++
 .../langfuse/langfuse_mock_client.py          | 124 ++--------
 litellm/integrations/langsmith.py             |  23 +-
 litellm/integrations/langsmith_mock_client.py |  29 +++
 litellm/integrations/mock_client_factory.py   | 216 ++++++++++++++++++
 litellm/integrations/posthog.py               |  38 ++-
 litellm/integrations/posthog_mock_client.py   |  30 +++
 15 files changed, 694 insertions(+), 239 deletions(-)
 create mode 100644 litellm/integrations/braintrust_mock_client.py
 create mode 100644 litellm/integrations/datadog/datadog_mock_client.py
 create mode 100644 litellm/integrations/helicone_mock_client.py
 create mode 100644 litellm/integrations/langsmith_mock_client.py
 create mode 100644 litellm/integrations/mock_client_factory.py
 create mode 100644 litellm/integrations/posthog_mock_client.py

diff --git a/docs/my-website/docs/proxy/config_settings.md b/docs/my-website/docs/proxy/config_settings.md
index 37e58d5540..8797e71da7 100644
--- a/docs/my-website/docs/proxy/config_settings.md
+++ b/docs/my-website/docs/proxy/config_settings.md
@@ -452,6 +452,8 @@ router_settings:
 | BERRISPEND_ACCOUNT_ID | Account ID for BerriSpend service
 | BRAINTRUST_API_KEY | API key for Braintrust integration
 | BRAINTRUST_API_BASE | Base URL for Braintrust API. Default is https://api.braintrustdata.com/v1
+| BRAINTRUST_MOCK | Enable mock mode for Braintrust integration testing. When set to true, intercepts Braintrust API calls and returns mock responses without making actual network calls. Default is false
+| BRAINTRUST_MOCK_LATENCY_MS | Mock latency in milliseconds for Braintrust API calls when mock mode is enabled. Simulates network round-trip time. Default is 100ms
 | CACHED_STREAMING_CHUNK_DELAY | Delay in seconds for cached streaming chunks. Default is 0.02
 | CHATGPT_API_BASE | Base URL for ChatGPT API. Default is https://chatgpt.com/backend-api/codex
 | CHATGPT_AUTH_FILE | Filename for ChatGPT authentication data. Default is "auth.json"
@@ -511,6 +513,8 @@ router_settings:
 | DD_ENV | Environment identifier for Datadog logs. Only supported for `datadog_llm_observability` callback
 | DD_SERVICE | Service identifier for Datadog logs. Defaults to "litellm-server"
 | DD_VERSION | Version identifier for Datadog logs. Defaults to "unknown"
+| DATADOG_MOCK | Enable mock mode for Datadog integration testing. When set to true, intercepts Datadog API calls and returns mock responses without making actual network calls. Default is false
+| DATADOG_MOCK_LATENCY_MS | Mock latency in milliseconds for Datadog API calls when mock mode is enabled. Simulates network round-trip time. Default is 100ms
 | DEBUG_OTEL | Enable debug mode for OpenTelemetry
 | DEFAULT_ALLOWED_FAILS | Maximum failures allowed before cooling down a model. Default is 3
 | DEFAULT_A2A_AGENT_TIMEOUT | Default timeout in seconds for A2A (Agent-to-Agent) protocol requests. Default is 6000
@@ -675,6 +679,8 @@ router_settings:
 | HCP_VAULT_CERT_ROLE | Role for [Hashicorp Vault Secret Manager Auth](../secret.md#hashicorp-vault)
 | HELICONE_API_KEY | API key for Helicone service
 | HELICONE_API_BASE | Base URL for Helicone service, defaults to `https://api.helicone.ai`
+| HELICONE_MOCK | Enable mock mode for Helicone integration testing. When set to true, intercepts Helicone API calls and returns mock responses without making actual network calls. Default is false
+| HELICONE_MOCK_LATENCY_MS | Mock latency in milliseconds for Helicone API calls when mock mode is enabled. Simulates network round-trip time. Default is 100ms
 | HOSTNAME | Hostname for the server, this will be [emitted to `datadog` logs](https://docs.litellm.ai/docs/proxy/logging#datadog)
 | HOURS_IN_A_DAY | Hours in a day for calculation purposes. Default is 24
 | HIDDENLAYER_API_BASE | Base URL for HiddenLayer API. Defaults to `https://api.hiddenlayer.ai`
@@ -713,6 +719,8 @@ router_settings:
 | LANGSMITH_PROJECT | Project name for Langsmith integration
 | LANGSMITH_SAMPLING_RATE | Sampling rate for Langsmith logging
 | LANGSMITH_TENANT_ID | Tenant ID for Langsmith multi-tenant deployments
+| LANGSMITH_MOCK | Enable mock mode for Langsmith integration testing. When set to true, intercepts Langsmith API calls and returns mock responses without making actual network calls. Default is false
+| LANGSMITH_MOCK_LATENCY_MS | Mock latency in milliseconds for Langsmith API calls when mock mode is enabled. Simulates network round-trip time. Default is 100ms
 | LANGTRACE_API_KEY | API key for Langtrace service
 | LASSO_API_BASE | Base URL for Lasso API
 | LASSO_API_KEY | API key for Lasso service
@@ -845,6 +853,8 @@ router_settings:
 | POD_NAME | Pod name for the server, this will be [emitted to `datadog` logs](https://docs.litellm.ai/docs/proxy/logging#datadog) as `POD_NAME` 
 | POSTHOG_API_KEY | API key for PostHog analytics integration
 | POSTHOG_API_URL | Base URL for PostHog API (defaults to https://us.i.posthog.com)
+| POSTHOG_MOCK | Enable mock mode for PostHog integration testing. When set to true, intercepts PostHog API calls and returns mock responses without making actual network calls. Default is false
+| POSTHOG_MOCK_LATENCY_MS | Mock latency in milliseconds for PostHog API calls when mock mode is enabled. Simulates network round-trip time. Default is 100ms
 | PREDIBASE_API_BASE | Base URL for Predibase API
 | PRESIDIO_ANALYZER_API_BASE | Base URL for Presidio Analyzer service
 | PRESIDIO_ANONYMIZER_API_BASE | Base URL for Presidio Anonymizer service
diff --git a/litellm/integrations/braintrust_logging.py b/litellm/integrations/braintrust_logging.py
index 585de510e8..42e9680a7f 100644
--- a/litellm/integrations/braintrust_logging.py
+++ b/litellm/integrations/braintrust_logging.py
@@ -9,6 +9,10 @@ import httpx
 
 import litellm
 from litellm import verbose_logger
+from litellm.integrations.braintrust_mock_client import (
+    should_use_braintrust_mock,
+    create_mock_braintrust_client,
+)
 from litellm.integrations.custom_logger import CustomLogger
 from litellm.llms.custom_httpx.http_handler import (
     HTTPHandler,
@@ -34,6 +38,10 @@ class BraintrustLogger(CustomLogger):
         self, api_key: Optional[str] = None, api_base: Optional[str] = None
     ) -> None:
         super().__init__()
+        self.is_mock_mode = should_use_braintrust_mock()
+        if self.is_mock_mode:
+            create_mock_braintrust_client()
+            verbose_logger.info("[BRAINTRUST MOCK] Braintrust logger initialized in mock mode")
         self.validate_environment(api_key=api_key)
         self.api_base = api_base or os.getenv("BRAINTRUST_API_BASE") or API_BASE
         self.default_project_id = None
@@ -254,6 +262,8 @@ class BraintrustLogger(CustomLogger):
                     json={"events": [request_data]},
                     headers=self.headers,
                 )
+                if self.is_mock_mode:
+                    print_verbose("[BRAINTRUST MOCK] Sync event successfully mocked")
             except httpx.HTTPStatusError as e:
                 raise Exception(e.response.text)
         except Exception as e:
@@ -399,6 +409,8 @@ class BraintrustLogger(CustomLogger):
                     json={"events": [request_data]},
                     headers=self.headers,
                 )
+                if self.is_mock_mode:
+                    print_verbose("[BRAINTRUST MOCK] Async event successfully mocked")
             except httpx.HTTPStatusError as e:
                 raise Exception(e.response.text)
         except Exception as e:
diff --git a/litellm/integrations/braintrust_mock_client.py b/litellm/integrations/braintrust_mock_client.py
new file mode 100644
index 0000000000..030aa62cd0
--- /dev/null
+++ b/litellm/integrations/braintrust_mock_client.py
@@ -0,0 +1,131 @@
+"""
+Mock HTTP client for Braintrust integration testing.
+
+This module intercepts Braintrust API calls and returns successful mock responses,
+allowing full code execution without making actual network calls.
+
+Usage:
+    Set BRAINTRUST_MOCK=true in environment variables or config to enable mock mode.
+"""
+
+import os
+import time
+from urllib.parse import urlparse
+
+from litellm._logging import verbose_logger
+from litellm.integrations.mock_client_factory import MockClientConfig, MockResponse, create_mock_client_factory
+
+# Use factory for should_use_mock and MockResponse
+# Braintrust uses both HTTPHandler (sync) and AsyncHTTPHandler (async)
+# Braintrust needs endpoint-specific responses, so we use custom HTTPHandler.post patching
+_config = MockClientConfig(
+    "BRAINTRUST",
+    "BRAINTRUST_MOCK",
+    default_latency_ms=100,
+    default_status_code=200,
+    default_json_data={"id": "mock-project-id", "status": "success"},
+    url_matchers=[
+        ".braintrustdata.com",
+        "braintrustdata.com",
+        ".braintrust.dev",
+        "braintrust.dev",
+    ],
+    patch_async_handler=True,  # Patch AsyncHTTPHandler.post for async calls
+    patch_sync_client=False,  # HTTPHandler uses self.client.send(), not self.client.post()
+    patch_http_handler=False,  # We use custom patching for endpoint-specific responses
+)
+
+# Get should_use_mock and create_mock_client from factory
+# We need to call the factory's create_mock_client to patch AsyncHTTPHandler.post
+create_mock_braintrust_factory_client, should_use_braintrust_mock = create_mock_client_factory(_config)
+
+# Store original HTTPHandler.post method (Braintrust-specific for sync calls with custom logic)
+_original_http_handler_post = None
+_mocks_initialized = False
+
+# Default mock latency in seconds
+_MOCK_LATENCY_SECONDS = float(os.getenv("BRAINTRUST_MOCK_LATENCY_MS", "100")) / 1000.0
+
+
+def _is_braintrust_url(url: str) -> bool:
+    """Check if URL is a Braintrust API URL."""
+    if not isinstance(url, str):
+        return False
+
+    parsed = urlparse(url)
+    host = (parsed.hostname or "").lower()
+
+    if not host:
+        return False
+
+    return (
+        host == "braintrustdata.com"
+        or host.endswith(".braintrustdata.com")
+        or host == "braintrust.dev"
+        or host.endswith(".braintrust.dev")
+    )
+
+
+def _mock_http_handler_post(self, url, data=None, json=None, params=None, headers=None, timeout=None, stream=False, files=None, content=None, logging_obj=None):
+    """Monkey-patched HTTPHandler.post that intercepts Braintrust calls with endpoint-specific responses."""
+    # Only mock Braintrust API calls
+    if isinstance(url, str) and _is_braintrust_url(url):
+        verbose_logger.info(f"[BRAINTRUST MOCK] POST to {url}")
+        time.sleep(_MOCK_LATENCY_SECONDS)
+        # Return appropriate mock response based on endpoint
+        if "/project" in url:
+            # Project creation/retrieval/register endpoint
+            project_name = json.get("name", "litellm") if json else "litellm"
+            mock_data = {"id": f"mock-project-id-{project_name}", "name": project_name}
+        elif "/project_logs" in url:
+            # Log insertion endpoint
+            mock_data = {"status": "success"}
+        else:
+            mock_data = _config.default_json_data
+        return MockResponse(
+            status_code=_config.default_status_code,
+            json_data=mock_data,
+            url=url,
+            elapsed_seconds=_MOCK_LATENCY_SECONDS
+        )
+    if _original_http_handler_post is not None:
+        return _original_http_handler_post(self, url=url, data=data, json=json, params=params, headers=headers, timeout=timeout, stream=stream, files=files, content=content, logging_obj=logging_obj)
+    raise RuntimeError("Original HTTPHandler.post not available")
+
+
+def create_mock_braintrust_client():
+    """
+    Monkey-patch HTTPHandler.post to intercept Braintrust sync calls.
+    
+    Braintrust uses HTTPHandler for sync calls and AsyncHTTPHandler for async calls.
+    HTTPHandler.post uses self.client.send(), not self.client.post(), so we need
+    custom patching for sync (similar to Helicone).
+    AsyncHTTPHandler.post is patched by the factory.
+    
+    We use custom patching instead of factory's patch_http_handler because we need
+    endpoint-specific responses (different for /project vs /project_logs).
+    
+    This function is idempotent - it only initializes mocks once, even if called multiple times.
+    """
+    global _original_http_handler_post, _mocks_initialized
+    
+    if _mocks_initialized:
+        return
+    
+    verbose_logger.debug("[BRAINTRUST MOCK] Initializing Braintrust mock client...")
+    
+    from litellm.llms.custom_httpx.http_handler import HTTPHandler
+    
+    if _original_http_handler_post is None:
+        _original_http_handler_post = HTTPHandler.post
+        HTTPHandler.post = _mock_http_handler_post  # type: ignore
+        verbose_logger.debug("[BRAINTRUST MOCK] Patched HTTPHandler.post")
+    
+    # CRITICAL: Call the factory's initialization function to patch AsyncHTTPHandler.post
+    # This is required for async calls to be mocked
+    create_mock_braintrust_factory_client()
+    
+    verbose_logger.debug(f"[BRAINTRUST MOCK] Mock latency set to {_MOCK_LATENCY_SECONDS*1000:.0f}ms")
+    verbose_logger.debug("[BRAINTRUST MOCK] Braintrust mock client initialization complete")
+    
+    _mocks_initialized = True
diff --git a/litellm/integrations/datadog/datadog.py b/litellm/integrations/datadog/datadog.py
index 735d1005d2..127b0e53fa 100644
--- a/litellm/integrations/datadog/datadog.py
+++ b/litellm/integrations/datadog/datadog.py
@@ -27,6 +27,10 @@ import litellm
 from litellm._logging import verbose_logger
 from litellm._uuid import uuid
 from litellm.integrations.custom_batch_logger import CustomBatchLogger
+from litellm.integrations.datadog.datadog_mock_client import (
+    should_use_datadog_mock,
+    create_mock_datadog_client,
+)
 from litellm.integrations.datadog.datadog_handler import (
     get_datadog_hostname,
     get_datadog_service,
@@ -81,6 +85,12 @@ class DataDogLogger(
         """
         try:
             verbose_logger.debug("Datadog: in init datadog logger")
+            
+            self.is_mock_mode = should_use_datadog_mock()
+            
+            if self.is_mock_mode:
+                create_mock_datadog_client()
+                verbose_logger.debug("[DATADOG MOCK] Datadog logger initialized in mock mode")
 
             #########################################################
             # Handle datadog_params set as litellm.datadog_params
@@ -220,6 +230,9 @@ class DataDogLogger(
                 len(self.log_queue),
                 self.intake_url,
             )
+            
+            if self.is_mock_mode:
+                verbose_logger.debug("[DATADOG MOCK] Mock mode enabled - API calls will be intercepted")
 
             response = await self.async_send_compressed_data(self.log_queue)
             if response.status_code == 413:
@@ -232,11 +245,16 @@ class DataDogLogger(
                     f"Response from datadog API status_code: {response.status_code}, text: {response.text}"
                 )
 
-            verbose_logger.debug(
-                "Datadog: Response from datadog API status_code: %s, text: %s",
-                response.status_code,
-                response.text,
-            )
+            if self.is_mock_mode:
+                verbose_logger.debug(
+                    f"[DATADOG MOCK] Batch of {len(self.log_queue)} events successfully mocked"
+                )
+            else:
+                verbose_logger.debug(
+                    "Datadog: Response from datadog API status_code: %s, text: %s",
+                    response.status_code,
+                    response.text,
+                )
         except Exception as e:
             verbose_logger.exception(
                 f"Datadog Error sending batch API - {str(e)}\n{traceback.format_exc()}"
diff --git a/litellm/integrations/datadog/datadog_llm_obs.py b/litellm/integrations/datadog/datadog_llm_obs.py
index 4f6a5b339a..076a147c60 100644
--- a/litellm/integrations/datadog/datadog_llm_obs.py
+++ b/litellm/integrations/datadog/datadog_llm_obs.py
@@ -18,6 +18,10 @@ import httpx
 import litellm
 from litellm._logging import verbose_logger
 from litellm.integrations.custom_batch_logger import CustomBatchLogger
+from litellm.integrations.datadog.datadog_mock_client import (
+    should_use_datadog_mock,
+    create_mock_datadog_client,
+)
 from litellm.integrations.datadog.datadog_handler import (
     get_datadog_service,
     get_datadog_tags,
@@ -44,6 +48,19 @@ class DataDogLLMObsLogger(CustomBatchLogger):
     def __init__(self, **kwargs):
         try:
             verbose_logger.debug("DataDogLLMObs: Initializing logger")
+            
+            self.is_mock_mode = should_use_datadog_mock()
+            
+            if self.is_mock_mode:
+                create_mock_datadog_client()
+                verbose_logger.debug("[DATADOG MOCK] DataDogLLMObs logger initialized in mock mode")
+            
+            if os.getenv("DD_API_KEY", None) is None:
+                raise Exception("DD_API_KEY is not set, set 'DD_API_KEY=<>'")
+            if os.getenv("DD_SITE", None) is None:
+                raise Exception(
+                    "DD_SITE is not set, set 'DD_SITE=<>', example sit = `us5.datadoghq.com`"
+                )
             # Configure DataDog endpoint (Agent or Direct API)
             # Use LITELLM_DD_AGENT_HOST to avoid conflicts with ddtrace's DD_AGENT_HOST
             dd_agent_host = os.getenv("LITELLM_DD_AGENT_HOST")
@@ -170,6 +187,9 @@ class DataDogLLMObsLogger(CustomBatchLogger):
             verbose_logger.debug(
                 f"DataDogLLMObs: Flushing {len(self.log_queue)} events"
             )
+            
+            if self.is_mock_mode:
+                verbose_logger.debug("[DATADOG MOCK] Mock mode enabled - API calls will be intercepted")
 
             # Prepare the payload
             payload = {
@@ -210,9 +230,14 @@ class DataDogLLMObsLogger(CustomBatchLogger):
                     f"DataDogLLMObs: Unexpected response - status_code: {response.status_code}, text: {response.text}"
                 )
 
-            verbose_logger.debug(
-                f"DataDogLLMObs: Successfully sent batch - status_code: {response.status_code}"
-            )
+            if self.is_mock_mode:
+                verbose_logger.debug(
+                    f"[DATADOG MOCK] Batch of {len(self.log_queue)} events successfully mocked"
+                )
+            else:
+                verbose_logger.debug(
+                    f"DataDogLLMObs: Successfully sent batch - status_code: {response.status_code}"
+                )
             self.log_queue.clear()
         except httpx.HTTPStatusError as e:
             verbose_logger.exception(
diff --git a/litellm/integrations/datadog/datadog_mock_client.py b/litellm/integrations/datadog/datadog_mock_client.py
new file mode 100644
index 0000000000..a0a760deb0
--- /dev/null
+++ b/litellm/integrations/datadog/datadog_mock_client.py
@@ -0,0 +1,28 @@
+"""
+Mock client for Datadog integration testing.
+
+This module intercepts Datadog API calls and returns successful mock responses,
+allowing full code execution without making actual network calls.
+
+Usage:
+    Set DATADOG_MOCK=true in environment variables or config to enable mock mode.
+"""
+
+from litellm.integrations.mock_client_factory import MockClientConfig, create_mock_client_factory
+
+# Create mock client using factory
+_config = MockClientConfig(
+    name="DATADOG",
+    env_var="DATADOG_MOCK",
+    default_latency_ms=100,
+    default_status_code=202,
+    default_json_data={"status": "ok"},
+    url_matchers=[
+        ".datadoghq.com",
+        "datadoghq.com",
+    ],
+    patch_async_handler=True,
+    patch_sync_client=True,
+)
+
+create_mock_datadog_client, should_use_datadog_mock = create_mock_client_factory(_config)
diff --git a/litellm/integrations/gcs_bucket/gcs_bucket_mock_client.py b/litellm/integrations/gcs_bucket/gcs_bucket_mock_client.py
index 6201dc343d..2d14f5eb96 100644
--- a/litellm/integrations/gcs_bucket/gcs_bucket_mock_client.py
+++ b/litellm/integrations/gcs_bucket/gcs_bucket_mock_client.py
@@ -8,20 +8,28 @@ Usage:
     Set GCS_MOCK=true in environment variables or config to enable mock mode.
 """
 
-import httpx
-import json
 import asyncio
-from datetime import timedelta
-from typing import Dict, Optional
 
 from litellm._logging import verbose_logger
+from litellm.integrations.mock_client_factory import MockClientConfig, create_mock_client_factory, MockResponse
 
-# Store original methods for restoration
-_original_async_handler_post = None
+# Use factory for POST handler
+_config = MockClientConfig(
+    name="GCS",
+    env_var="GCS_MOCK",
+    default_latency_ms=150,
+    default_status_code=200,
+    default_json_data={"kind": "storage#object", "name": "mock-object"},
+    url_matchers=["storage.googleapis.com"],
+    patch_async_handler=True,
+    patch_sync_client=False,
+)
+
+_create_mock_gcs_post, should_use_gcs_mock = create_mock_client_factory(_config)
+
+# Store original methods for GET/DELETE (GCS-specific)
 _original_async_handler_get = None
 _original_async_handler_delete = None
-
-# Track if mocks have been initialized to avoid duplicate initialization
 _mocks_initialized = False
 
 # Default mock latency in seconds (simulates network round-trip)
@@ -29,84 +37,59 @@ _mocks_initialized = False
 _MOCK_LATENCY_SECONDS = float(__import__("os").getenv("GCS_MOCK_LATENCY_MS", "150")) / 1000.0
 
 
-class MockGCSResponse:
-    """Mock httpx.Response that satisfies GCS API requirements."""
-    
-    def __init__(self, status_code: int = 200, json_data: Optional[Dict] = None, url: Optional[str] = None, elapsed_seconds: float = 0.0):
-        self.status_code = status_code
-        self._json_data = json_data or {"kind": "storage#object", "name": "mock-object"}
-        self.headers = httpx.Headers({})
-        self.is_success = status_code < 400
-        self.is_error = status_code >= 400
-        self.is_redirect = 300 <= status_code < 400
-        self.url = httpx.URL(url) if url else httpx.URL("")
-        # Set realistic elapsed time based on mock latency
-        elapsed_time = elapsed_seconds if elapsed_seconds > 0 else _MOCK_LATENCY_SECONDS
-        self.elapsed = timedelta(seconds=elapsed_time)
-        self._text = json.dumps(self._json_data)
-        self._content = self._text.encode("utf-8")
-    
-    @property
-    def text(self) -> str:
-        """Return response text."""
-        return self._text
-    
-    @property
-    def content(self) -> bytes:
-        """Return response content."""
-        return self._content
-    
-    def json(self) -> Dict:
-        """Return JSON response data."""
-        return self._json_data
-    
-    def read(self) -> bytes:
-        """Read response content."""
-        return self._content
-    
-    def raise_for_status(self):
-        """Raise exception for error status codes."""
-        if self.status_code >= 400:
-            raise Exception(f"HTTP {self.status_code}")
-
-
-async def _mock_async_handler_post(self, url, data=None, json=None, params=None, headers=None, timeout=None, stream=False, logging_obj=None, files=None, content=None):
-    """Monkey-patched AsyncHTTPHandler.post that intercepts GCS calls."""
-    # Only mock GCS API calls
-    if isinstance(url, str) and "storage.googleapis.com" in url:
-        verbose_logger.info(f"[GCS MOCK] POST to {url}")
-        # Simulate network latency
-        await asyncio.sleep(_MOCK_LATENCY_SECONDS)
-        return MockGCSResponse(
-            status_code=200, 
-            json_data={"kind": "storage#object", "name": "mock-object"}, 
-            url=url,
-            elapsed_seconds=_MOCK_LATENCY_SECONDS
-        )
-    # For non-GCS calls, use original method
-    if _original_async_handler_post is not None:
-        return await _original_async_handler_post(self, url=url, data=data, json=json, params=params, headers=headers, timeout=timeout, stream=stream, logging_obj=logging_obj, files=files, content=content)
-    # Fallback: if original not set, raise error
-    raise RuntimeError("Original AsyncHTTPHandler.post not available")
-
-
 async def _mock_async_handler_get(self, url, params=None, headers=None, follow_redirects=None):
     """Monkey-patched AsyncHTTPHandler.get that intercepts GCS calls."""
     # Only mock GCS API calls
     if isinstance(url, str) and "storage.googleapis.com" in url:
         verbose_logger.info(f"[GCS MOCK] GET to {url}")
-        # Simulate network latency
         await asyncio.sleep(_MOCK_LATENCY_SECONDS)
-        return MockGCSResponse(
-            status_code=200, 
-            json_data={"data": "mock-log-data"}, 
+        # Return a minimal but valid StandardLoggingPayload JSON string as bytes
+        # This matches what GCS returns when downloading with ?alt=media
+        mock_payload = {
+            "id": "mock-request-id",
+            "trace_id": "mock-trace-id",
+            "call_type": "completion",
+            "stream": False,
+            "response_cost": 0.0,
+            "status": "success",
+            "status_fields": {"llm_api_status": "success"},
+            "custom_llm_provider": "mock",
+            "total_tokens": 0,
+            "prompt_tokens": 0,
+            "completion_tokens": 0,
+            "startTime": 0.0,
+            "endTime": 0.0,
+            "completionStartTime": 0.0,
+            "response_time": 0.0,
+            "model_map_information": {"model": "mock-model"},
+            "model": "mock-model",
+            "model_id": None,
+            "model_group": None,
+            "api_base": "https://api.mock.com",
+            "metadata": {},
+            "cache_hit": None,
+            "cache_key": None,
+            "saved_cache_cost": 0.0,
+            "request_tags": [],
+            "end_user": None,
+            "requester_ip_address": None,
+            "messages": None,
+            "response": None,
+            "error_str": None,
+            "error_information": None,
+            "model_parameters": {},
+            "hidden_params": {},
+            "guardrail_information": None,
+            "standard_built_in_tools_params": None,
+        }
+        return MockResponse(
+            status_code=200,
+            json_data=mock_payload,
             url=url,
             elapsed_seconds=_MOCK_LATENCY_SECONDS
         )
-    # For non-GCS calls, use original method
     if _original_async_handler_get is not None:
         return await _original_async_handler_get(self, url=url, params=params, headers=headers, follow_redirects=follow_redirects)
-    # Fallback: if original not set, raise error
     raise RuntimeError("Original AsyncHTTPHandler.get not available")
 
 
@@ -115,18 +98,16 @@ async def _mock_async_handler_delete(self, url, data=None, json=None, params=Non
     # Only mock GCS API calls
     if isinstance(url, str) and "storage.googleapis.com" in url:
         verbose_logger.info(f"[GCS MOCK] DELETE to {url}")
-        # Simulate network latency
         await asyncio.sleep(_MOCK_LATENCY_SECONDS)
-        return MockGCSResponse(
-            status_code=204, 
-            json_data={}, 
+        # DELETE returns 204 No Content with empty body (not JSON)
+        return MockResponse(
+            status_code=204,
+            json_data=None,  # Empty body for DELETE
             url=url,
             elapsed_seconds=_MOCK_LATENCY_SECONDS
         )
-    # For non-GCS calls, use original method
     if _original_async_handler_delete is not None:
         return await _original_async_handler_delete(self, url=url, data=data, json=json, params=params, headers=headers, timeout=timeout, stream=stream, content=content)
-    # Fallback: if original not set, raise error
     raise RuntimeError("Original AsyncHTTPHandler.delete not available")
 
 
@@ -139,30 +120,26 @@ def create_mock_gcs_client():
     
     This function is idempotent - it only initializes mocks once, even if called multiple times.
     """
-    global _original_async_handler_post, _original_async_handler_get, _original_async_handler_delete
-    global _mocks_initialized
+    global _original_async_handler_get, _original_async_handler_delete, _mocks_initialized
     
-    # If already initialized, skip
+    # Use factory for POST handler
+    _create_mock_gcs_post()
+    
+    # If already initialized, skip GET/DELETE patching
     if _mocks_initialized:
         return
     
-    verbose_logger.debug("[GCS MOCK] Initializing GCS mock client...")
+    verbose_logger.debug("[GCS MOCK] Initializing GCS GET/DELETE handlers...")
     
-    # Patch AsyncHTTPHandler methods (used by LiteLLM's custom httpx handler)
-    if _original_async_handler_post is None:
-        from litellm.llms.custom_httpx.http_handler import AsyncHTTPHandler
-        _original_async_handler_post = AsyncHTTPHandler.post
-        AsyncHTTPHandler.post = _mock_async_handler_post  # type: ignore
-        verbose_logger.debug("[GCS MOCK] Patched AsyncHTTPHandler.post")
+    # Patch GET and DELETE handlers (GCS-specific)
+    from litellm.llms.custom_httpx.http_handler import AsyncHTTPHandler
     
     if _original_async_handler_get is None:
-        from litellm.llms.custom_httpx.http_handler import AsyncHTTPHandler
         _original_async_handler_get = AsyncHTTPHandler.get
         AsyncHTTPHandler.get = _mock_async_handler_get  # type: ignore
         verbose_logger.debug("[GCS MOCK] Patched AsyncHTTPHandler.get")
     
     if _original_async_handler_delete is None:
-        from litellm.llms.custom_httpx.http_handler import AsyncHTTPHandler
         _original_async_handler_delete = AsyncHTTPHandler.delete
         AsyncHTTPHandler.delete = _mock_async_handler_delete  # type: ignore
         verbose_logger.debug("[GCS MOCK] Patched AsyncHTTPHandler.delete")
@@ -212,25 +189,4 @@ def mock_vertex_auth_methods():
         verbose_logger.debug("[GCS MOCK] Patched Vertex AI auth methods")
 
 
-def should_use_gcs_mock() -> bool:
-    """
-    Determine if GCS should run in mock mode.
-    
-    Checks the GCS_MOCK environment variable.
-    
-    Returns:
-        bool: True if mock mode should be enabled
-    """
-    import os
-    from litellm.secret_managers.main import str_to_bool
-    
-    mock_mode = os.getenv("GCS_MOCK", "false")
-    result = str_to_bool(mock_mode)
-    
-    # Ensure we return a bool, not None
-    result = bool(result) if result is not None else False
-    
-    if result:
-        verbose_logger.info("GCS Mock Mode: ENABLED - API calls will be mocked")
-    
-    return result
+# should_use_gcs_mock is already created by the factory
diff --git a/litellm/integrations/helicone.py b/litellm/integrations/helicone.py
index 198cbaf405..b996813b4e 100644
--- a/litellm/integrations/helicone.py
+++ b/litellm/integrations/helicone.py
@@ -4,6 +4,11 @@ import os
 import traceback
 
 import litellm
+from litellm._logging import verbose_logger
+from litellm.integrations.helicone_mock_client import (
+    should_use_helicone_mock,
+    create_mock_helicone_client,
+)
 
 
 class HeliconeLogger:
@@ -22,6 +27,11 @@ class HeliconeLogger:
 
     def __init__(self):
         # Instance variables
+        self.is_mock_mode = should_use_helicone_mock()
+        if self.is_mock_mode:
+            create_mock_helicone_client()
+            verbose_logger.info("[HELICONE MOCK] Helicone logger initialized in mock mode")
+        
         self.provider_url = "https://api.openai.com/v1"
         self.key = os.getenv("HELICONE_API_KEY")
         self.api_base = os.getenv("HELICONE_API_BASE") or "https://api.hconeai.com"
@@ -185,7 +195,10 @@ class HeliconeLogger:
             }
             response = litellm.module_level_client.post(url, headers=headers, json=data)
             if response.status_code == 200:
-                print_verbose("Helicone Logging - Success!")
+                if self.is_mock_mode:
+                    print_verbose("[HELICONE MOCK] Helicone Logging - Successfully mocked!")
+                else:
+                    print_verbose("Helicone Logging - Success!")
             else:
                 print_verbose(
                     f"Helicone Logging - Error Request was not successful. Status Code: {response.status_code}"
diff --git a/litellm/integrations/helicone_mock_client.py b/litellm/integrations/helicone_mock_client.py
new file mode 100644
index 0000000000..0f4670a1d2
--- /dev/null
+++ b/litellm/integrations/helicone_mock_client.py
@@ -0,0 +1,32 @@
+"""
+Mock HTTP client for Helicone integration testing.
+
+This module intercepts Helicone API calls and returns successful mock responses,
+allowing full code execution without making actual network calls.
+
+Usage:
+    Set HELICONE_MOCK=true in environment variables or config to enable mock mode.
+"""
+
+from litellm.integrations.mock_client_factory import MockClientConfig, create_mock_client_factory
+
+# Create mock client using factory
+# Helicone uses HTTPHandler which internally uses httpx.Client.send(), not httpx.Client.post()
+_config = MockClientConfig(
+    name="HELICONE",
+    env_var="HELICONE_MOCK",
+    default_latency_ms=100,
+    default_status_code=200,
+    default_json_data={"status": "success"},
+    url_matchers=[
+        ".hconeai.com",
+        "hconeai.com",
+        ".helicone.ai",
+        "helicone.ai",
+    ],
+    patch_async_handler=False,
+    patch_sync_client=False,  # HTTPHandler uses self.client.send(), not self.client.post()
+    patch_http_handler=True,  # Patch HTTPHandler.post directly
+)
+
+create_mock_helicone_client, should_use_helicone_mock = create_mock_client_factory(_config)
diff --git a/litellm/integrations/langfuse/langfuse_mock_client.py b/litellm/integrations/langfuse/langfuse_mock_client.py
index 1dc739ea32..8ed6cff8d4 100644
--- a/litellm/integrations/langfuse/langfuse_mock_client.py
+++ b/litellm/integrations/langfuse/langfuse_mock_client.py
@@ -9,113 +9,27 @@ Usage:
 """
 
 import httpx
-import json
-from datetime import timedelta
-from typing import Dict, Optional
+from litellm.integrations.mock_client_factory import MockClientConfig, create_mock_client_factory
 
-from litellm._logging import verbose_logger
-
-_original_httpx_post = None
-
-# Default mock latency in seconds (simulates network round-trip)
-# Typical Langfuse API calls take 50-150ms
-_MOCK_LATENCY_SECONDS = float(__import__("os").getenv("LANGFUSE_MOCK_LATENCY_MS", "100")) / 1000.0
-
-
-class MockLangfuseResponse:
-    """Mock httpx.Response that satisfies Langfuse SDK requirements."""
-    
-    def __init__(self, status_code: int = 200, json_data: Optional[Dict] = None, url: Optional[str] = None, elapsed_seconds: float = 0.0):
-        self.status_code = status_code
-        self._json_data = json_data or {"status": "success"}
-        self.headers = httpx.Headers({})
-        self.is_success = status_code < 400
-        self.is_error = status_code >= 400
-        self.is_redirect = 300 <= status_code < 400
-        self.url = httpx.URL(url) if url else httpx.URL("")
-        # Set realistic elapsed time based on mock latency
-        elapsed_time = elapsed_seconds if elapsed_seconds > 0 else _MOCK_LATENCY_SECONDS
-        self.elapsed = timedelta(seconds=elapsed_time)
-        self._text = json.dumps(self._json_data)
-        self._content = self._text.encode("utf-8")
-    
-    @property
-    def text(self) -> str:
-        return self._text
-    
-    @property
-    def content(self) -> bytes:
-        return self._content
-    
-    def json(self) -> Dict:
-        return self._json_data
-    
-    def read(self) -> bytes:
-        return self._content
-    
-    def raise_for_status(self):
-        if self.status_code >= 400:
-            raise Exception(f"HTTP {self.status_code}")
-
-
-def _is_langfuse_url(url) -> bool:
-    """Check if URL is a Langfuse domain."""
-    try:
-        parsed_url = httpx.URL(url) if isinstance(url, str) else url
-        hostname = parsed_url.host or ""
-        
-        return (
-            hostname.endswith(".langfuse.com") or
-            hostname == "langfuse.com" or
-            (hostname in ("localhost", "127.0.0.1") and "langfuse" in str(parsed_url).lower())
-        )
-    except Exception:
-        return False
-
-
-def _mock_httpx_post(self, url, **kwargs):
-    """Monkey-patched httpx.Client.post that intercepts Langfuse calls."""
-    if _is_langfuse_url(url):
-        verbose_logger.info(f"[LANGFUSE MOCK] POST to {url}")
-        return MockLangfuseResponse(status_code=200, json_data={"status": "success"}, url=url, elapsed_seconds=_MOCK_LATENCY_SECONDS)
-    
-    if _original_httpx_post is not None:
-        return _original_httpx_post(self, url, **kwargs)
+# Create mock client using factory
+_config = MockClientConfig(
+    name="LANGFUSE",
+    env_var="LANGFUSE_MOCK",
+    default_latency_ms=100,
+    default_status_code=200,
+    default_json_data={"status": "success"},
+    url_matchers=[
+        ".langfuse.com",
+        "langfuse.com",
+    ],
+    patch_async_handler=False,
+    patch_sync_client=True,
+)
 
+_create_mock_langfuse_client_internal, should_use_langfuse_mock = create_mock_client_factory(_config)
 
+# Langfuse needs to return an httpx.Client instance
 def create_mock_langfuse_client():
-    """
-    Monkey-patch httpx.Client.post to intercept Langfuse calls.
-    
-    Returns a real httpx.Client instance - the monkey-patch intercepts all calls.
-    """
-    global _original_httpx_post
-    
-    if _original_httpx_post is None:
-        _original_httpx_post = httpx.Client.post
-        httpx.Client.post = _mock_httpx_post  # type: ignore
-        verbose_logger.debug("[LANGFUSE MOCK] Patched httpx.Client.post")
-    
+    """Create and return an httpx.Client instance - the monkey-patch intercepts all calls."""
+    _create_mock_langfuse_client_internal()
     return httpx.Client()
-
-
-def should_use_langfuse_mock() -> bool:
-    """
-    Determine if Langfuse should run in mock mode.
-    
-    Checks the LANGFUSE_MOCK environment variable.
-    
-    Returns:
-        bool: True if mock mode should be enabled
-    """
-    import os
-    from litellm.secret_managers.main import str_to_bool
-    
-    mock_mode = os.getenv("LANGFUSE_MOCK", "false")
-    result = str_to_bool(mock_mode)
-    result = bool(result) if result is not None else False
-    
-    if result:
-        verbose_logger.info("Langfuse Mock Mode: ENABLED - API calls will be mocked")
-    
-    return result
diff --git a/litellm/integrations/langsmith.py b/litellm/integrations/langsmith.py
index 5893f14105..ebd005f880 100644
--- a/litellm/integrations/langsmith.py
+++ b/litellm/integrations/langsmith.py
@@ -15,6 +15,10 @@ from pydantic import BaseModel  # type: ignore
 import litellm
 from litellm._logging import verbose_logger
 from litellm.integrations.custom_batch_logger import CustomBatchLogger
+from litellm.integrations.langsmith_mock_client import (
+    should_use_langsmith_mock,
+    create_mock_langsmith_client,
+)
 from litellm.llms.custom_httpx.http_handler import (
     get_async_httpx_client,
     httpxSpecialProvider,
@@ -45,6 +49,12 @@ class LangsmithLogger(CustomBatchLogger):
     ):
         self.flush_lock = asyncio.Lock()
         super().__init__(**kwargs, flush_lock=self.flush_lock)
+        self.is_mock_mode = should_use_langsmith_mock()
+        
+        if self.is_mock_mode:
+            create_mock_langsmith_client()
+            verbose_logger.debug("[LANGSMITH MOCK] LangSmith logger initialized in mock mode")
+        
         self.default_credentials = self.get_credentials_from_env(
             langsmith_api_key=langsmith_api_key,
             langsmith_project=langsmith_project,
@@ -388,6 +398,8 @@ class LangsmithLogger(CustomBatchLogger):
             verbose_logger.debug(
                 "Sending batch of %s runs to Langsmith", len(elements_to_log)
             )
+            if self.is_mock_mode:
+                verbose_logger.debug("[LANGSMITH MOCK] Mock mode enabled - API calls will be intercepted")
             response = await self.async_httpx_client.post(
                 url=url,
                 json={"post": elements_to_log},
@@ -400,9 +412,14 @@ class LangsmithLogger(CustomBatchLogger):
                     f"Langsmith Error: {response.status_code} - {response.text}"
                 )
             else:
-                verbose_logger.debug(
-                    f"Batch of {len(self.log_queue)} runs successfully created"
-                )
+                if self.is_mock_mode:
+                    verbose_logger.debug(
+                        f"[LANGSMITH MOCK] Batch of {len(elements_to_log)} runs successfully mocked"
+                    )
+                else:
+                    verbose_logger.debug(
+                        f"Batch of {len(self.log_queue)} runs successfully created"
+                    )
         except httpx.HTTPStatusError as e:
             verbose_logger.exception(
                 f"Langsmith HTTP Error: {e.response.status_code} - {e.response.text}"
diff --git a/litellm/integrations/langsmith_mock_client.py b/litellm/integrations/langsmith_mock_client.py
new file mode 100644
index 0000000000..ef60290823
--- /dev/null
+++ b/litellm/integrations/langsmith_mock_client.py
@@ -0,0 +1,29 @@
+"""
+Mock client for LangSmith integration testing.
+
+This module intercepts LangSmith API calls and returns successful mock responses,
+allowing full code execution without making actual network calls.
+
+Usage:
+    Set LANGSMITH_MOCK=true in environment variables or config to enable mock mode.
+"""
+
+from litellm.integrations.mock_client_factory import MockClientConfig, create_mock_client_factory
+
+# Create mock client using factory
+_config = MockClientConfig(
+    name="LANGSMITH",
+    env_var="LANGSMITH_MOCK",
+    default_latency_ms=100,
+    default_status_code=200,
+    default_json_data={"status": "success", "ids": ["mock-run-id"]},
+    url_matchers=[
+        ".smith.langchain.com",
+        "api.smith.langchain.com",
+        "smith.langchain.com",
+    ],
+    patch_async_handler=True,
+    patch_sync_client=False,
+)
+
+create_mock_langsmith_client, should_use_langsmith_mock = create_mock_client_factory(_config)
diff --git a/litellm/integrations/mock_client_factory.py b/litellm/integrations/mock_client_factory.py
new file mode 100644
index 0000000000..2f04fae9f7
--- /dev/null
+++ b/litellm/integrations/mock_client_factory.py
@@ -0,0 +1,216 @@
+"""
+Factory for creating mock HTTP clients for integration testing.
+
+This module provides a simple factory pattern to create mock clients that intercept
+API calls and return successful mock responses, allowing full code execution without
+making actual network calls.
+"""
+
+import httpx
+import json
+import asyncio
+from datetime import timedelta
+from typing import Dict, Optional, List, cast
+from dataclasses import dataclass
+
+from litellm._logging import verbose_logger
+
+
+@dataclass
+class MockClientConfig:
+    """Configuration for creating a mock client."""
+    name: str  # e.g., "GCS", "LANGFUSE", "LANGSMITH", "DATADOG"
+    env_var: str  # e.g., "GCS_MOCK", "LANGFUSE_MOCK"
+    default_latency_ms: int = 100  # Default mock latency in milliseconds
+    default_status_code: int = 200  # Default HTTP status code
+    default_json_data: Optional[Dict] = None  # Default JSON response data
+    url_matchers: Optional[List[str]] = None  # List of strings to match in URLs (e.g., ["storage.googleapis.com"])
+    patch_async_handler: bool = True  # Whether to patch AsyncHTTPHandler.post
+    patch_sync_client: bool = False  # Whether to patch httpx.Client.post
+    patch_http_handler: bool = False  # Whether to patch HTTPHandler.post (for sync calls that use HTTPHandler)
+    
+    def __post_init__(self):
+        """Ensure url_matchers is a list."""
+        if self.url_matchers is None:
+            self.url_matchers = []
+
+
+class MockResponse:
+    """Generic mock httpx.Response that satisfies API requirements."""
+    
+    def __init__(self, status_code: int = 200, json_data: Optional[Dict] = None, url: Optional[str] = None, elapsed_seconds: float = 0.0):
+        self.status_code = status_code
+        self._json_data = json_data or {"status": "success"}
+        self.headers = httpx.Headers({})
+        self.is_success = status_code < 400
+        self.is_error = status_code >= 400
+        self.is_redirect = 300 <= status_code < 400
+        self.url = httpx.URL(url) if url else httpx.URL("")
+        self.elapsed = timedelta(seconds=elapsed_seconds)
+        self._text = json.dumps(self._json_data) if json_data else ""
+        self._content = self._text.encode("utf-8")
+    
+    @property
+    def text(self) -> str:
+        """Return response text."""
+        return self._text
+    
+    @property
+    def content(self) -> bytes:
+        """Return response content."""
+        return self._content
+    
+    def json(self) -> Dict:
+        """Return JSON response data."""
+        return self._json_data
+    
+    def read(self) -> bytes:
+        """Read response content."""
+        return self._content
+    
+    def raise_for_status(self):
+        """Raise exception for error status codes."""
+        if self.status_code >= 400:
+            raise Exception(f"HTTP {self.status_code}")
+
+
+def _is_url_match(url, matchers: List[str]) -> bool:
+    """Check if URL matches any of the provided matchers."""
+    try:
+        parsed_url = httpx.URL(url) if isinstance(url, str) else url
+        url_str = str(parsed_url).lower()
+        hostname = parsed_url.host or ""
+        
+        for matcher in matchers:
+            if matcher.lower() in url_str or matcher.lower() in hostname.lower():
+                return True
+        
+        # Also check for localhost with matcher in path
+        if hostname in ("localhost", "127.0.0.1"):
+            for matcher in matchers:
+                if matcher.lower() in url_str:
+                    return True
+        
+        return False
+    except Exception:
+        return False
+
+
+def create_mock_client_factory(config: MockClientConfig):  # noqa: PLR0915
+    """
+    Factory function that creates mock client functions based on configuration.
+    
+    Returns:
+        tuple: (create_mock_client_func, should_use_mock_func)
+    """
+    # Store original methods for restoration
+    _original_async_handler_post = None
+    _original_sync_client_post = None
+    _original_http_handler_post = None
+    _mocks_initialized = False
+    
+    # Calculate mock latency
+    import os
+    latency_env = f"{config.name.upper()}_MOCK_LATENCY_MS"
+    _MOCK_LATENCY_SECONDS = float(os.getenv(latency_env, str(config.default_latency_ms))) / 1000.0
+    
+    # Create URL matcher function
+    def _is_mock_url(url) -> bool:
+        # url_matchers is guaranteed to be a list after __post_init__
+        return _is_url_match(url, cast(List[str], config.url_matchers))
+    
+    # Create async handler mock
+    async def _mock_async_handler_post(self, url, data=None, json=None, params=None, headers=None, timeout=None, stream=False, logging_obj=None, files=None, content=None):
+        """Monkey-patched AsyncHTTPHandler.post that intercepts API calls."""
+        if isinstance(url, str) and _is_mock_url(url):
+            verbose_logger.info(f"[{config.name} MOCK] POST to {url}")
+            await asyncio.sleep(_MOCK_LATENCY_SECONDS)
+            return MockResponse(
+                status_code=config.default_status_code,
+                json_data=config.default_json_data,
+                url=url,
+                elapsed_seconds=_MOCK_LATENCY_SECONDS
+            )
+        if _original_async_handler_post is not None:
+            return await _original_async_handler_post(self, url=url, data=data, json=json, params=params, headers=headers, timeout=timeout, stream=stream, logging_obj=logging_obj, files=files, content=content)
+        raise RuntimeError("Original AsyncHTTPHandler.post not available")
+    
+    # Create sync client mock
+    def _mock_sync_client_post(self, url, **kwargs):
+        """Monkey-patched httpx.Client.post that intercepts API calls."""
+        if _is_mock_url(url):
+            verbose_logger.info(f"[{config.name} MOCK] POST to {url} (sync)")
+            return MockResponse(
+                status_code=config.default_status_code,
+                json_data=config.default_json_data,
+                url=url,
+                elapsed_seconds=_MOCK_LATENCY_SECONDS
+            )
+        if _original_sync_client_post is not None:
+            return _original_sync_client_post(self, url, **kwargs)
+    
+    # Create HTTPHandler mock (for sync calls that use HTTPHandler.post)
+    def _mock_http_handler_post(self, url, data=None, json=None, params=None, headers=None, timeout=None, stream=False, files=None, content=None, logging_obj=None):
+        """Monkey-patched HTTPHandler.post that intercepts API calls."""
+        if isinstance(url, str) and _is_mock_url(url):
+            verbose_logger.info(f"[{config.name} MOCK] POST to {url}")
+            import time
+            time.sleep(_MOCK_LATENCY_SECONDS)
+            return MockResponse(
+                status_code=config.default_status_code,
+                json_data=config.default_json_data,
+                url=url,
+                elapsed_seconds=_MOCK_LATENCY_SECONDS
+            )
+        if _original_http_handler_post is not None:
+            return _original_http_handler_post(self, url=url, data=data, json=json, params=params, headers=headers, timeout=timeout, stream=stream, files=files, content=content, logging_obj=logging_obj)
+        raise RuntimeError("Original HTTPHandler.post not available")
+    
+    # Create mock client initialization function
+    def create_mock_client():
+        """Initialize the mock client by patching HTTP handlers."""
+        nonlocal _original_async_handler_post, _original_sync_client_post, _original_http_handler_post, _mocks_initialized
+        
+        if _mocks_initialized:
+            return
+        
+        verbose_logger.debug(f"[{config.name} MOCK] Initializing {config.name} mock client...")
+        
+        if config.patch_async_handler and _original_async_handler_post is None:
+            from litellm.llms.custom_httpx.http_handler import AsyncHTTPHandler
+            _original_async_handler_post = AsyncHTTPHandler.post
+            AsyncHTTPHandler.post = _mock_async_handler_post  # type: ignore
+            verbose_logger.debug(f"[{config.name} MOCK] Patched AsyncHTTPHandler.post")
+        
+        if config.patch_sync_client and _original_sync_client_post is None:
+            _original_sync_client_post = httpx.Client.post
+            httpx.Client.post = _mock_sync_client_post  # type: ignore
+            verbose_logger.debug(f"[{config.name} MOCK] Patched httpx.Client.post")
+        
+        if config.patch_http_handler and _original_http_handler_post is None:
+            from litellm.llms.custom_httpx.http_handler import HTTPHandler
+            _original_http_handler_post = HTTPHandler.post
+            HTTPHandler.post = _mock_http_handler_post  # type: ignore
+            verbose_logger.debug(f"[{config.name} MOCK] Patched HTTPHandler.post")
+        
+        verbose_logger.debug(f"[{config.name} MOCK] Mock latency set to {_MOCK_LATENCY_SECONDS*1000:.0f}ms")
+        verbose_logger.debug(f"[{config.name} MOCK] {config.name} mock client initialization complete")
+        
+        _mocks_initialized = True
+    
+    # Create should_use_mock function
+    def should_use_mock() -> bool:
+        """Determine if mock mode should be enabled."""
+        import os
+        from litellm.secret_managers.main import str_to_bool
+        
+        mock_mode = os.getenv(config.env_var, "false")
+        result = str_to_bool(mock_mode)
+        result = bool(result) if result is not None else False
+        
+        if result:
+            verbose_logger.info(f"{config.name} Mock Mode: ENABLED - API calls will be mocked")
+        
+        return result
+    
+    return create_mock_client, should_use_mock
diff --git a/litellm/integrations/posthog.py b/litellm/integrations/posthog.py
index 468b1a441f..dd7c3627b8 100644
--- a/litellm/integrations/posthog.py
+++ b/litellm/integrations/posthog.py
@@ -17,6 +17,10 @@ from typing import Any, Dict, Optional, Tuple
 from litellm._logging import verbose_logger
 from litellm._uuid import uuid
 from litellm.integrations.custom_batch_logger import CustomBatchLogger
+from litellm.integrations.posthog_mock_client import (
+    should_use_posthog_mock,
+    create_mock_posthog_client,
+)
 from litellm.llms.custom_httpx.http_handler import (
     _get_httpx_client,
     get_async_httpx_client,
@@ -40,6 +44,12 @@ class PostHogLogger(CustomBatchLogger):
         """
         try:
             verbose_logger.debug("PostHog: in init posthog logger")
+            
+            self.is_mock_mode = should_use_posthog_mock()
+            if self.is_mock_mode:
+                create_mock_posthog_client()
+                verbose_logger.debug("[POSTHOG MOCK] PostHog logger initialized in mock mode")
+            
             if os.getenv("POSTHOG_API_KEY", None) is None:
                 raise Exception("POSTHOG_API_KEY is not set, set 'POSTHOG_API_KEY=<>'")
 
@@ -100,7 +110,10 @@ class PostHogLogger(CustomBatchLogger):
                     f"Response from PostHog API status_code: {response.status_code}, text: {response.text}"
                 )
 
-            verbose_logger.debug("PostHog: Sync event successfully sent")
+            if self.is_mock_mode:
+                verbose_logger.debug("[POSTHOG MOCK] Sync event successfully mocked")
+            else:
+                verbose_logger.debug("PostHog: Sync event successfully sent")
 
         except Exception as e:
             verbose_logger.exception(f"PostHog Sync Layer Error - {str(e)}")
@@ -320,6 +333,9 @@ class PostHogLogger(CustomBatchLogger):
             verbose_logger.debug(
                 f"PostHog: Sending batch of {len(self.log_queue)} events"
             )
+            
+            if self.is_mock_mode:
+                verbose_logger.debug("[POSTHOG MOCK] Mock mode enabled - API calls will be intercepted")
 
             # Group events by credentials for batch sending
             batches_by_credentials: Dict[tuple[str, str], list] = {}
@@ -350,9 +366,12 @@ class PostHogLogger(CustomBatchLogger):
                         f"Response from PostHog API status_code: {response.status_code}, text: {response.text}"
                     )
 
-            verbose_logger.debug(
-                f"PostHog: Batch of {len(self.log_queue)} events successfully sent"
-            )
+            if self.is_mock_mode:
+                verbose_logger.debug(f"[POSTHOG MOCK] Batch of {len(self.log_queue)} events successfully mocked")
+            else:
+                verbose_logger.debug(
+                    f"PostHog: Batch of {len(self.log_queue)} events successfully sent"
+                )
         except Exception as e:
             verbose_logger.exception(f"PostHog Error sending batch API - {str(e)}")
 
@@ -429,9 +448,14 @@ class PostHogLogger(CustomBatchLogger):
                         f"PostHog: Failed to flush on exit - status {response.status_code}"
                     )
 
-            verbose_logger.debug(
-                f"PostHog: Successfully flushed {len(self.log_queue)} events on exit"
-            )
+            if self.is_mock_mode:
+                verbose_logger.debug(
+                    f"[POSTHOG MOCK] Successfully flushed {len(self.log_queue)} events on exit"
+                )
+            else:
+                verbose_logger.debug(
+                    f"PostHog: Successfully flushed {len(self.log_queue)} events on exit"
+                )
             self.log_queue.clear()
 
         except Exception as e:
diff --git a/litellm/integrations/posthog_mock_client.py b/litellm/integrations/posthog_mock_client.py
new file mode 100644
index 0000000000..b713587ed6
--- /dev/null
+++ b/litellm/integrations/posthog_mock_client.py
@@ -0,0 +1,30 @@
+"""
+Mock httpx client for PostHog integration testing.
+
+This module intercepts PostHog API calls and returns successful mock responses,
+allowing full code execution without making actual network calls.
+
+Usage:
+    Set POSTHOG_MOCK=true in environment variables or config to enable mock mode.
+"""
+
+from litellm.integrations.mock_client_factory import MockClientConfig, create_mock_client_factory
+
+# Create mock client using factory
+_config = MockClientConfig(
+    name="POSTHOG",
+    env_var="POSTHOG_MOCK",
+    default_latency_ms=100,
+    default_status_code=200,
+    default_json_data={"status": "success"},
+    url_matchers=[
+        ".posthog.com",
+        "posthog.com",
+        "us.i.posthog.com",
+        "app.posthog.com",
+    ],
+    patch_async_handler=True,
+    patch_sync_client=True,
+)
+
+create_mock_posthog_client, should_use_posthog_mock = create_mock_client_factory(_config)

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zaA0R=H{bOO-nny|-923MZ)I=XVgy<|%X6N4j!K?d1`qzaowC&_eXLbaoAlC|2#aN0 zUo~d-YWsd7z@`vcEOD0c+=>lzSRyUlA%MX4?L;gduBw4pn(>&Z@@wB*Aj(jbO$Rs@ zc3NYxw(gNE4PD$>>GlZC#I+V#0N@lhX$usG!z#IyVR)f~8a})c8T$fkMULc&16Q4s6bxKE1cQdG7q?(80sIx;u!@Yc--PBrTU`L>vR9%Bx05b)J_X8}9Vz zbPnn6)(7Jb|0LnZQxr^5&FOIMPyx>wc*GOc;<+!zc+da>9=|p=oBs#rLfLz910lu$ O0000 Optional[str]: + """ + Extract text from PDF using pypdf if available. + + Args: + file_content: Raw PDF bytes + + Returns: + Extracted text or None if extraction fails + """ + try: + from io import BytesIO + + # Try pypdf first (most common) + try: + from pypdf import PdfReader as PypdfReader + + pdf_file = BytesIO(file_content) + reader = PypdfReader(pdf_file) + + text_parts = [] + for page in reader.pages: + text = page.extract_text() + if text: + text_parts.append(text) + + if text_parts: + extracted_text = "\n\n".join(text_parts) + verbose_logger.debug(f"Extracted {len(extracted_text)} characters from PDF using pypdf") + return extracted_text + + except ImportError: + verbose_logger.debug("pypdf not available, trying PyPDF2") + + # Fallback to PyPDF2 + try: + from PyPDF2 import PdfReader as PyPDF2Reader + + pdf_file = BytesIO(file_content) + reader = PyPDF2Reader(pdf_file) + + text_parts = [] + for page in reader.pages: + text = page.extract_text() + if text: + text_parts.append(text) + + if text_parts: + extracted_text = "\n\n".join(text_parts) + verbose_logger.debug(f"Extracted {len(extracted_text)} characters from PDF using PyPDF2") + return extracted_text + + except ImportError: + verbose_logger.debug("PyPDF2 not available, PDF extraction requires OCR or pypdf/PyPDF2 library") + + except Exception as e: + verbose_logger.debug(f"PDF text extraction failed: {e}") + + return None diff --git a/litellm/rag/ingestion/s3_vectors_ingestion.py b/litellm/rag/ingestion/s3_vectors_ingestion.py index 13964cd89a..e6c166a101 100644 --- a/litellm/rag/ingestion/s3_vectors_ingestion.py +++ b/litellm/rag/ingestion/s3_vectors_ingestion.py @@ -253,6 +253,20 @@ class S3VectorsRAGIngestion(BaseRAGIngestion, BaseAWSLLM): verbose_logger.debug( f"Ensuring S3 vector bucket exists: {self.vector_bucket_name}" ) + + # Validate bucket name (AWS S3 naming rules) + if len(self.vector_bucket_name) < 3: + raise ValueError( + f"Invalid vector_bucket_name '{self.vector_bucket_name}': " + f"AWS S3 bucket names must be at least 3 characters long. " + f"Please provide a valid bucket name (e.g., 'my-vector-bucket')." + ) + if not self.vector_bucket_name.replace("-", "").replace(".", "").isalnum(): + raise ValueError( + f"Invalid vector_bucket_name '{self.vector_bucket_name}': " + f"AWS S3 bucket names can only contain lowercase letters, numbers, hyphens, and periods. " + f"Please provide a valid bucket name (e.g., 'my-vector-bucket')." + ) # Try to get bucket info using GetVectorBucket API get_url = f"https://s3vectors.{self.aws_region_name}.api.aws/GetVectorBucket" @@ -455,30 +469,43 @@ class S3VectorsRAGIngestion(BaseRAGIngestion, BaseAWSLLM): await self._ensure_config_initialized() if not embeddings or not chunks: - verbose_logger.warning("No embeddings or chunks to store") - return self.index_name, None + error_msg = ( + "No text content could be extracted from the file for embedding. " + "Possible causes:\n" + " 1. PDF files require OCR - add 'ocr' config with a vision model (e.g., 'anthropic/claude-3-5-sonnet-20241022')\n" + " 2. Binary files cannot be processed - convert to text first\n" + " 3. File is empty or contains no extractable text\n" + "For PDFs, either enable OCR or use a PDF extraction library to convert to text before ingestion." + ) + verbose_logger.error(error_msg) + raise ValueError(error_msg) # Prepare vectors for PutVectors API vectors = [] for i, (chunk, embedding) in enumerate(zip(chunks, embeddings)): + # Build metadata dict + metadata: Dict[str, str] = { + "source_text": chunk, # Non-filterable (for reference) + "chunk_index": str(i), # Filterable + } + + if filename: + metadata["filename"] = filename # Filterable + vector_obj = { "key": f"{filename}_{i}" if filename else f"chunk_{i}", "data": {"float32": embedding}, - "metadata": { - "source_text": chunk, # Non-filterable (for reference) - "chunk_index": str(i), # Filterable - }, + "metadata": metadata, } - if filename: - vector_obj["metadata"]["filename"] = filename # Filterable - vectors.append(vector_obj) # Call PutVectors API await self._put_vectors(vectors) - return self.index_name, filename + # Return vector_store_id in format bucket_name:index_name for S3 Vectors search compatibility + vector_store_id = f"{self.vector_bucket_name}:{self.index_name}" + return vector_store_id, filename async def query_vector_store( self, vector_store_id: str, query: str, top_k: int = 5 diff --git a/litellm/types/router.py b/litellm/types/router.py index 8ea7a20753..43943d9e07 100644 --- a/litellm/types/router.py +++ b/litellm/types/router.py @@ -404,6 +404,10 @@ class LiteLLMParamsTypedDict(TypedDict, total=False): aws_access_key_id: Optional[str] aws_secret_access_key: Optional[str] aws_region_name: Optional[str] + ## AWS S3 VECTORS ## + vector_bucket_name: Optional[str] + index_name: Optional[str] + embedding_model: Optional[str] ## IBM WATSONX ## watsonx_region_name: Optional[str] ## CUSTOM PRICING ## diff --git a/litellm/types/utils.py b/litellm/types/utils.py index 2d67e13e92..49c903502d 100644 --- a/litellm/types/utils.py +++ b/litellm/types/utils.py @@ -4,20 +4,22 @@ from enum import Enum from typing import TYPE_CHECKING, Any, Dict, List, Literal, Mapping, Optional, Union from openai._models import BaseModel as OpenAIObject -from openai.types.audio.transcription_create_params import FileTypes as FileTypes # type: ignore +from openai.types.audio.transcription_create_params import ( + FileTypes as FileTypes, # type: ignore +) from openai.types.chat.chat_completion import ChatCompletion as ChatCompletion from openai.types.completion_usage import ( CompletionTokensDetails, CompletionUsage, PromptTokensDetails, ) +from openai.types.moderation import Categories as Categories from openai.types.moderation import ( - Categories as Categories, CategoryAppliedInputTypes as CategoryAppliedInputTypes, - CategoryScores as CategoryScores, ) +from openai.types.moderation import CategoryScores as CategoryScores +from openai.types.moderation_create_response import Moderation as Moderation from openai.types.moderation_create_response import ( - Moderation as Moderation, ModerationCreateResponse as ModerationCreateResponse, ) from pydantic import BaseModel, ConfigDict, Field, PrivateAttr, model_validator @@ -3075,6 +3077,7 @@ class LlmProviders(str, Enum): LLAMA = "meta_llama" NSCALE = "nscale" PG_VECTOR = "pg_vector" + S3_VECTORS = "s3_vectors" HELICONE = "helicone" HYPERBOLIC = "hyperbolic" RECRAFT = "recraft" diff --git a/litellm/utils.py b/litellm/utils.py index bb95be05b5..d7fb4855a4 100644 --- a/litellm/utils.py +++ b/litellm/utils.py @@ -8452,6 +8452,12 @@ class ProviderConfigManager: ) return RAGFlowVectorStoreConfig() + elif litellm.LlmProviders.S3_VECTORS == provider: + from litellm.llms.s3_vectors.vector_stores.transformation import ( + S3VectorsVectorStoreConfig, + ) + + return S3VectorsVectorStoreConfig() return None @staticmethod @@ -8699,9 +8705,9 @@ class ProviderConfigManager: """ Get Search configuration for a given provider. """ + from litellm.llms.brave.search.transformation import BraveSearchConfig from litellm.llms.dataforseo.search.transformation import DataForSEOSearchConfig from litellm.llms.exa_ai.search.transformation import ExaAISearchConfig - from litellm.llms.brave.search.transformation import BraveSearchConfig from litellm.llms.firecrawl.search.transformation import FirecrawlSearchConfig from litellm.llms.google_pse.search.transformation import GooglePSESearchConfig from litellm.llms.linkup.search.transformation import LinkupSearchConfig diff --git a/requirements.txt b/requirements.txt index 36328a081a..f250fb213e 100644 --- a/requirements.txt +++ b/requirements.txt @@ -68,6 +68,7 @@ jsonschema>=4.23.0,<5.0.0 # validating json schema - aligned with openapi-core + websockets==15.0.1 # for realtime API soundfile==0.12.1 # for audio file processing openapi-core==0.21.0 # for OpenAPI compliance tests +pypdf>=6.6.2 # for PDF text extraction in RAG ingestion ######################## # LITELLM ENTERPRISE DEPENDENCIES diff --git a/tests/test_litellm/llms/s3_vectors/__init__.py b/tests/test_litellm/llms/s3_vectors/__init__.py new file mode 100644 index 0000000000..d4b0c4d855 --- /dev/null +++ b/tests/test_litellm/llms/s3_vectors/__init__.py @@ -0,0 +1 @@ +# S3 Vectors tests diff --git a/tests/test_litellm/llms/s3_vectors/vector_stores/__init__.py b/tests/test_litellm/llms/s3_vectors/vector_stores/__init__.py new file mode 100644 index 0000000000..231735c1de --- /dev/null +++ b/tests/test_litellm/llms/s3_vectors/vector_stores/__init__.py @@ -0,0 +1 @@ +# S3 Vectors vector store tests diff --git a/tests/test_litellm/llms/s3_vectors/vector_stores/test_s3_vectors_transformation.py b/tests/test_litellm/llms/s3_vectors/vector_stores/test_s3_vectors_transformation.py new file mode 100644 index 0000000000..3a84da3154 --- /dev/null +++ b/tests/test_litellm/llms/s3_vectors/vector_stores/test_s3_vectors_transformation.py @@ -0,0 +1,115 @@ +from unittest.mock import MagicMock, Mock + +import httpx +import pytest + +from litellm.llms.s3_vectors.vector_stores.transformation import ( + S3VectorsVectorStoreConfig, +) +from litellm.types.vector_stores import VectorStoreSearchResponse + + +class TestS3VectorsVectorStoreConfig: + def test_init(self): + """Test that S3VectorsVectorStoreConfig initializes correctly""" + config = S3VectorsVectorStoreConfig() + assert config is not None + + def test_get_supported_openai_params(self): + """Test that supported OpenAI params are returned""" + config = S3VectorsVectorStoreConfig() + params = config.get_supported_openai_params("test-model") + assert "max_num_results" in params + + def test_get_complete_url(self): + """Test URL generation for S3 Vectors""" + config = S3VectorsVectorStoreConfig() + litellm_params = {"aws_region_name": "us-west-2"} + url = config.get_complete_url(None, litellm_params) + assert url == "https://s3vectors.us-west-2.api.aws" + + def test_get_complete_url_missing_region(self): + """Test that missing region raises error""" + config = S3VectorsVectorStoreConfig() + litellm_params = {} + with pytest.raises(ValueError, match="aws_region_name is required"): + config.get_complete_url(None, litellm_params) + + @pytest.mark.skip(reason="Requires embedding API call, tested in integration tests") + def test_transform_search_request(self): + """Test search request transformation""" + # This test requires making an actual embedding API call + # It's better tested in integration tests + pass + + def test_transform_search_request_invalid_vector_store_id(self): + """Test that invalid vector_store_id format raises error""" + config = S3VectorsVectorStoreConfig() + mock_logging_obj = Mock() + mock_logging_obj.model_call_details = {} + + with pytest.raises( + ValueError, match="vector_store_id must be in format 'bucket_name:index_name'" + ): + config.transform_search_vector_store_request( + vector_store_id="invalid-format", + query="test query", + vector_store_search_optional_params={}, + api_base="https://s3vectors.us-west-2.api.aws", + litellm_logging_obj=mock_logging_obj, + litellm_params={}, + ) + + def test_transform_search_response(self): + """Test search response transformation""" + config = S3VectorsVectorStoreConfig() + mock_logging_obj = Mock() + mock_logging_obj.model_call_details = {"query": "test query"} + + mock_response = Mock(spec=httpx.Response) + mock_response.json.return_value = { + "vectors": [ + { + "distance": 0.05, # S3 Vectors returns distance, not score + "metadata": { + "source_text": "This is test content", + "chunk_index": "0", + "filename": "test.pdf", + }, + }, + { + "distance": 0.15, + "metadata": { + "source_text": "More test content", + "chunk_index": "1", + }, + }, + ] + } + mock_response.status_code = 200 + mock_response.headers = {} + + result = config.transform_search_vector_store_response( + mock_response, mock_logging_obj + ) + + # VectorStoreSearchResponse is a TypedDict, so check structure instead of isinstance + assert result["object"] == "vector_store.search_results.page" + assert result["search_query"] == "test query" + assert len(result["data"]) == 2 + # Score should be 1 - distance (cosine similarity) + assert result["data"][0]["score"] == 0.95 # 1 - 0.05 + assert result["data"][0]["content"][0]["text"] == "This is test content" + assert result["data"][0]["filename"] == "test.pdf" + assert result["data"][1]["score"] == 0.85 # 1 - 0.15 + assert result["data"][1]["content"][0]["text"] == "More test content" + + def test_map_openai_params(self): + """Test OpenAI parameter mapping""" + config = S3VectorsVectorStoreConfig() + non_default_params = {"max_num_results": 5} + optional_params = {} + + result = config.map_openai_params(non_default_params, optional_params, False) + + assert result["maxResults"] == 5 diff --git a/tests/vector_store_tests/test_s3_vectors_vector_store.py b/tests/vector_store_tests/test_s3_vectors_vector_store.py new file mode 100644 index 0000000000..a7a1568c1c --- /dev/null +++ b/tests/vector_store_tests/test_s3_vectors_vector_store.py @@ -0,0 +1,42 @@ +from base_vector_store_test import BaseVectorStoreTest +import os +import pytest + + +class TestS3VectorsVectorStore(BaseVectorStoreTest): + @pytest.fixture(autouse=True) + def check_env_vars(self): + """Check if required environment variables are set""" + required_vars = ["AWS_ACCESS_KEY_ID", "AWS_SECRET_ACCESS_KEY"] + missing_vars = [var for var in required_vars if not os.getenv(var)] + if missing_vars: + pytest.skip(f"Missing required environment variables: {', '.join(missing_vars)}") + + def get_base_request_args(self) -> dict: + """ + Must return the base request args for searching. + For S3 Vectors, vector_store_id should be in format: bucket_name:index_name + """ + return { + "custom_llm_provider": "s3_vectors", + "vector_store_id": os.getenv( + "S3_VECTORS_VECTOR_STORE_ID", "test-litellm-vectors:test-index" + ), + "query": "What is machine learning?", + "aws_region_name": os.getenv("AWS_REGION_NAME", "us-west-2"), + "aws_access_key_id": os.getenv("AWS_ACCESS_KEY_ID"), + "aws_secret_access_key": os.getenv("AWS_SECRET_ACCESS_KEY"), + } + + def get_base_create_vector_store_args(self) -> dict: + """ + Vector store creation is not yet implemented for S3 Vectors. + This test will be skipped. + """ + return {} + + @pytest.mark.parametrize("sync_mode", [True, False]) + @pytest.mark.asyncio + async def test_basic_create_vector_store(self, sync_mode): + """S3 Vectors doesn't support vector store creation via this API yet""" + pytest.skip("Vector store creation not yet implemented for S3 Vectors") diff --git a/ui/litellm-dashboard/public/assets/logos/s3_vector.png b/ui/litellm-dashboard/public/assets/logos/s3_vector.png new file mode 100644 index 0000000000000000000000000000000000000000..15a1a456e129f9e2544d82399c6db3f2b9d8d204 GIT binary patch literal 191076 zcmagF1$10HvMy|9W{P8GW@dKG*k)#CjIqtk%*@O&Gcz+|?8J7=_VbxJcV_PV?_Y2C z(o(6azEV|bOG~X*hbziUBEsRpfq;M@N=u0;gMfglf0hCmuul%_wCBcW1?sFUDFRY6 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