diff --git a/.circleci/config.yml b/.circleci/config.yml index 32983c92e27..3139bd3cb26 100644 --- a/.circleci/config.yml +++ b/.circleci/config.yml @@ -158,6 +158,8 @@ jobs: CHOCOLATEY_CONFIRM_ALL: "true" - run: name: Install Dependencies + environment: + UV_HTTP_TIMEOUT: "300" command: | $installer = Join-Path $env:TEMP "uv-install.ps1" Invoke-WebRequest -Uri https://astral.sh/uv/0.10.9/install.ps1 -OutFile $installer diff --git a/litellm/__init__.py b/litellm/__init__.py index 1e8f8613fba..d8d48b5865f 100644 --- a/litellm/__init__.py +++ b/litellm/__init__.py @@ -225,6 +225,10 @@ use_chat_completions_url_for_anthropic_messages: bool = bool( route_all_chat_openai_to_responses: bool = ( os.getenv("LITELLM_ROUTE_ALL_CHAT_OPENAI_TO_RESPONSES", "false").lower() == "true" ) # When True, routes all OpenAI /chat/completions requests through the Responses API bridge +use_legacy_interactions_schema: bool = ( + os.getenv("LITELLM_USE_LEGACY_INTERACTIONS_SCHEMA", "false").lower() == "true" +) # When True, sends Api-Revision: 2026-05-07 to Google so responses use the legacy `outputs` +# schema instead of the new `steps` schema. Remove this flag after June 8, 2026. retry = True ### AUTH ### api_key: Optional[str] = None diff --git a/litellm/interactions/litellm_responses_transformation/streaming_iterator.py b/litellm/interactions/litellm_responses_transformation/streaming_iterator.py index 567e9b523e8..4a3eb63084e 100644 --- a/litellm/interactions/litellm_responses_transformation/streaming_iterator.py +++ b/litellm/interactions/litellm_responses_transformation/streaming_iterator.py @@ -2,7 +2,17 @@ Streaming iterator for transforming Responses API stream to Interactions API stream. """ -from typing import Any, AsyncIterator, Dict, Iterator, List, Optional, cast +from collections import deque +from typing import ( + Any, + AsyncIterator, + Deque, + Dict, + Iterator, + List, + Optional, + cast, +) from litellm.responses.streaming_iterator import ( BaseResponsesAPIStreamingIterator, @@ -15,7 +25,6 @@ from litellm.types.interactions import ( InteractionsAPIStreamingResponse, ) from litellm.types.llms.openai import ( - ContentPartAddedEvent, OutputTextDeltaEvent, ResponseCompletedEvent, ResponseCreatedEvent, @@ -30,7 +39,13 @@ class LiteLLMResponsesInteractionsStreamingIterator: This class handles both sync and async iteration, transforming Responses API streaming events (output.text.delta, response.completed, etc.) to Interactions - API streaming events (content.delta, interaction.complete, etc.). + API streaming events. + + Schema selection: + - New schema (default, use_legacy_interactions_schema=False): + interaction.created -> step.start -> step.delta ... -> step.stop -> interaction.completed + - Legacy schema (use_legacy_interactions_schema=True, remove after June 8 2026): + interaction.start -> content.start -> content.delta ... -> content.stop -> interaction.complete """ def __init__( @@ -42,6 +57,8 @@ class LiteLLMResponsesInteractionsStreamingIterator: custom_llm_provider: Optional[str] = None, litellm_metadata: Optional[Dict[str, Any]] = None, ): + import litellm + self.model = model self.responses_stream_iterator = litellm_custom_stream_wrapper self.request_input = request_input @@ -52,100 +69,156 @@ class LiteLLMResponsesInteractionsStreamingIterator: self.collected_text = "" self.sent_interaction_start = False self.sent_content_start = False - self._pending_events: List[InteractionsAPIStreamingResponse] = [] + # Capture the schema flag once at construction time so all events + # emitted by this stream use a consistent schema, even if the global + # flag is mutated mid-stream (e.g. by a config reload). + self._use_legacy: bool = litellm.use_legacy_interactions_schema + # Buffer of events that have been derived from upstream chunks but not + # yet returned to the caller. A single Responses API chunk may expand + # into multiple Interactions API events (e.g. the first text delta + # produces interaction.created + step.start + step.delta), and the + # terminal sequence on stream end may also span multiple events + # (step.stop + interaction.completed). + self._pending_events: Deque[InteractionsAPIStreamingResponse] = deque() + # Tracks whether we've already emitted a terminal completion event so + # the StopIteration fallback path doesn't double-emit. + self._sent_completion_event = False + # ID resolved from the first upstream chunk (item_id on a text delta or + # response.id on response.created). Persisted so the EOF terminal + # events stay correlated with the start events delivered earlier. + self._interaction_id: Optional[str] = None - def _transform_responses_chunk_to_interactions_chunk( - self, - responses_chunk: ResponsesAPIStreamingResponse, - ) -> Optional[InteractionsAPIStreamingResponse]: + # ------------------------------------------------------------------ + # Event builders + # ------------------------------------------------------------------ + + def _build_interaction_start_event( + self, interaction_id: str + ) -> InteractionsAPIStreamingResponse: + event_type = "interaction.start" if self._use_legacy else "interaction.created" + return InteractionsAPIStreamingResponse( + event_type=event_type, + id=interaction_id, + object="interaction", + status="in_progress", + model=self.model, + ) + + def _build_content_start_event( + self, interaction_id: str + ) -> InteractionsAPIStreamingResponse: + if self._use_legacy: + return InteractionsAPIStreamingResponse( + event_type="content.start", + id=interaction_id, + object="content", + delta={"type": "text", "text": ""}, + ) + return InteractionsAPIStreamingResponse( + event_type="step.start", + index=0, + step={"type": "model_output", "content": []}, + ) + + def _build_text_delta_event( + self, interaction_id: str, delta_text: str + ) -> InteractionsAPIStreamingResponse: + if self._use_legacy: + return InteractionsAPIStreamingResponse( + event_type="content.delta", + id=interaction_id, + object="content", + delta={"type": "text", "text": delta_text}, + ) + return InteractionsAPIStreamingResponse( + event_type="step.delta", + index=0, + delta={"type": "text", "text": delta_text}, + ) + + def _build_content_stop_event( + self, interaction_id: Optional[str] + ) -> InteractionsAPIStreamingResponse: + if self._use_legacy: + return InteractionsAPIStreamingResponse( + event_type="content.stop", + id=interaction_id, + object="content", + delta={"type": "text", "text": self.collected_text}, + ) + return InteractionsAPIStreamingResponse( + event_type="step.stop", + index=0, + ) + + def _build_completion_event( + self, response_id: str + ) -> InteractionsAPIStreamingResponse: + if self._use_legacy: + return InteractionsAPIStreamingResponse( + event_type="interaction.complete", + id=response_id, + object="interaction", + status="completed", + model=self.model, + outputs=[{"type": "text", "text": self.collected_text}], + ) + return InteractionsAPIStreamingResponse( + event_type="interaction.completed", + id=response_id, + object="interaction", + status="completed", + model=self.model, + steps=[ + { + "type": "model_output", + "content": [{"type": "text", "text": self.collected_text}], + } + ], + ) + + # ------------------------------------------------------------------ + # Per-chunk transform (returns a list of events to enqueue) + # ------------------------------------------------------------------ + + def _events_for_chunk( + self, responses_chunk: ResponsesAPIStreamingResponse + ) -> List[InteractionsAPIStreamingResponse]: """ - Transform a Responses API streaming chunk to an Interactions API streaming chunk. + Translate a single upstream Responses API chunk into the list of + Interactions API events it should produce. - Responses API events: - - output.text.delta -> content.delta - - response.completed -> interaction.complete - - Interactions API events: - - interaction.start - - content.start - - content.delta - - content.stop - - interaction.complete + Returning a list (rather than a single event) lets a chunk emit any + synthetic start events that haven't been sent yet *together with* the + actual delta event, so we never silently drop the chunk's payload. """ if not responses_chunk: - return None + return [] - # Handle OutputTextDeltaEvent -> content.delta + # Text delta: emit any missing start events, then the delta itself. if isinstance(responses_chunk, OutputTextDeltaEvent): delta_text = ( responses_chunk.delta if isinstance(responses_chunk.delta, str) else "" ) self.collected_text += delta_text - - # Fallback: emit interaction.start, and queue content.start carrying this - # delta so the first token is preserved in the stream. - if not self.sent_interaction_start: - self.sent_interaction_start = True - self.sent_content_start = True - self._pending_events.append( - InteractionsAPIStreamingResponse( - event_type="content.start", - id=getattr(responses_chunk, "item_id", None), - object="content", - delta={"type": "text", "text": delta_text}, - ) - ) - return InteractionsAPIStreamingResponse( - event_type="interaction.start", - id=getattr(responses_chunk, "item_id", None) - or f"interaction_{id(self)}", - object="interaction", - status="in_progress", - model=self.model, - ) - - # Fallback: emit content.start if ContentPartAddedEvent never arrived - if not self.sent_content_start: - self.sent_content_start = True - return InteractionsAPIStreamingResponse( - event_type="content.start", - id=getattr(responses_chunk, "item_id", None), - object="content", - delta={"type": "text", "text": delta_text}, - ) - - # Normal path: emit content.delta with type field - return InteractionsAPIStreamingResponse( - event_type="content.delta", - id=getattr(responses_chunk, "item_id", None), - object="content", - delta={"type": "text", "text": delta_text}, + interaction_id = ( + getattr(responses_chunk, "item_id", None) or f"interaction_{id(self)}" ) + if self._interaction_id is None: + self._interaction_id = interaction_id - # Handle ContentPartAddedEvent -> content.start (arrives before text deltas) - if isinstance(responses_chunk, ContentPartAddedEvent): - # Fallback: emit interaction.start if ResponseCreatedEvent never arrived + events: List[InteractionsAPIStreamingResponse] = [] if not self.sent_interaction_start: self.sent_interaction_start = True - return InteractionsAPIStreamingResponse( - event_type="interaction.start", - id=getattr(responses_chunk, "item_id", None) - or f"interaction_{id(self)}", - object="interaction", - status="in_progress", - model=self.model, - ) + events.append(self._build_interaction_start_event(interaction_id)) if not self.sent_content_start: self.sent_content_start = True - return InteractionsAPIStreamingResponse( - event_type="content.start", - id=getattr(responses_chunk, "item_id", None), - object="content", - delta={"type": "text", "text": ""}, - ) - return None + events.append(self._build_content_start_event(interaction_id)) + events.append(self._build_text_delta_event(interaction_id, delta_text)) + return events - # Handle ResponseCreatedEvent or ResponseInProgressEvent -> interaction.start + # Response created / in-progress: synthesize interaction start if we + # haven't already sent one. if isinstance(responses_chunk, (ResponseCreatedEvent, ResponseInProgressEvent)): if not self.sent_interaction_start: self.sent_interaction_start = True @@ -153,177 +226,136 @@ class LiteLLMResponsesInteractionsStreamingIterator: getattr(responses_chunk.response, "id", None) if hasattr(responses_chunk, "response") else None - ) - return InteractionsAPIStreamingResponse( - event_type="interaction.start", - id=response_id or f"interaction_{id(self)}", - object="interaction", - status="in_progress", - model=self.model, - ) + ) or f"interaction_{id(self)}" + if self._interaction_id is None: + self._interaction_id = response_id + return [self._build_interaction_start_event(response_id)] + return [] - # Handle ResponseCompletedEvent -> interaction.complete + # Response completed: emit step.stop (if content was started) followed + # by the terminal completion event. Prefer the interaction id already + # established by earlier events so consumers can correlate the start + # and completion events by id (response.id may differ from the item_id + # used to derive the initial id when the stream starts directly with a + # text delta). if isinstance(responses_chunk, ResponseCompletedEvent): self.finished = True response = responses_chunk.response - - # Send content.stop first if content was started - if self.sent_content_start: - # Note: We'll send this in the iterator, not here - pass - - # Send interaction.complete - return InteractionsAPIStreamingResponse( - event_type="interaction.complete", - id=getattr(response, "id", None) or f"interaction_{id(self)}", - object="interaction", - status="completed", - model=self.model, - outputs=[ - { - "type": "text", - "text": self.collected_text, - } - ], + response_id = ( + self._interaction_id + or getattr(response, "id", None) + or f"interaction_{id(self)}" ) - # For other event types, return None (skip) - return None + terminal: List[InteractionsAPIStreamingResponse] = [] + if self.sent_content_start: + terminal.append(self._build_content_stop_event(response_id)) + terminal.append(self._build_completion_event(response_id)) + self._sent_completion_event = True + return terminal + + return [] + + def _build_terminal_events_on_eof( + self, + ) -> List[InteractionsAPIStreamingResponse]: + """ + Build the events to flush when the upstream stream ends without a + ResponseCompletedEvent. Ensures consumers always observe a terminal + interaction.completed/interaction.complete carrying the full text. + """ + if self._sent_completion_event: + return [] + + fallback_id = self._interaction_id or f"interaction_{id(self)}" + terminal: List[InteractionsAPIStreamingResponse] = [] + if self.sent_content_start: + terminal.append(self._build_content_stop_event(fallback_id)) + if self.sent_interaction_start or self.collected_text: + terminal.append(self._build_completion_event(fallback_id)) + self._sent_completion_event = True + return terminal + + # ------------------------------------------------------------------ + # Iteration + # ------------------------------------------------------------------ def __iter__(self) -> Iterator[InteractionsAPIStreamingResponse]: - """Sync iterator implementation.""" return self def __next__(self) -> InteractionsAPIStreamingResponse: - """Get next chunk in sync mode.""" + if self._pending_events: + return self._pending_events.popleft() + if self.finished: raise StopIteration - # Check if we have a pending interaction.complete to send - if hasattr(self, "_pending_interaction_complete"): - pending: InteractionsAPIStreamingResponse = getattr( - self, "_pending_interaction_complete" - ) - delattr(self, "_pending_interaction_complete") - return pending - - # Drain events queued from a prior chunk (e.g. content.start emitted alongside - # the interaction.start fallback for the first OutputTextDeltaEvent). - if self._pending_events: - return self._pending_events.pop(0) - # Use a loop instead of recursion to avoid stack overflow sync_iterator = cast( SyncResponsesAPIStreamingIterator, self.responses_stream_iterator ) while True: try: - # Get next chunk from responses API stream chunk = next(sync_iterator) - - # Transform chunk (chunk is already a ResponsesAPIStreamingResponse) - transformed = self._transform_responses_chunk_to_interactions_chunk( - chunk - ) - - if transformed: - # If we finished and content was started, send content.stop before interaction.complete - if ( - self.finished - and self.sent_content_start - and transformed.event_type == "interaction.complete" - ): - # Send content.stop first - content_stop = InteractionsAPIStreamingResponse( - event_type="content.stop", - id=transformed.id, - object="content", - delta={"type": "text", "text": self.collected_text}, - ) - # Store the interaction.complete to send next - self._pending_interaction_complete = transformed - return content_stop - return transformed - - # If no transformation, continue to next chunk (loop continues) - except StopIteration: self.finished = True + self._pending_events.extend(self._build_terminal_events_on_eof()) + if self._pending_events: + return self._pending_events.popleft() + raise - # Send final events if needed - if self.sent_content_start: - return InteractionsAPIStreamingResponse( - event_type="content.stop", - object="content", - delta={"type": "text", "text": self.collected_text}, - ) - - raise StopIteration + events = self._events_for_chunk(chunk) + if events: + self._pending_events.extend(events) + return self._pending_events.popleft() def __aiter__(self) -> AsyncIterator[InteractionsAPIStreamingResponse]: - """Async iterator implementation.""" return self async def __anext__(self) -> InteractionsAPIStreamingResponse: - """Get next chunk in async mode.""" + if self._pending_events: + return self._pending_events.popleft() + if self.finished: raise StopAsyncIteration - # Check if we have a pending interaction.complete to send - if hasattr(self, "_pending_interaction_complete"): - pending: InteractionsAPIStreamingResponse = getattr( - self, "_pending_interaction_complete" - ) - delattr(self, "_pending_interaction_complete") - return pending - - # Drain events queued from a prior chunk (e.g. content.start emitted alongside - # the interaction.start fallback for the first OutputTextDeltaEvent). - if self._pending_events: - return self._pending_events.pop(0) - # Use a loop instead of recursion to avoid stack overflow async_iterator = cast( ResponsesAPIStreamingIterator, self.responses_stream_iterator ) while True: try: - # Get next chunk from responses API stream chunk = await async_iterator.__anext__() - - # Transform chunk (chunk is already a ResponsesAPIStreamingResponse) - transformed = self._transform_responses_chunk_to_interactions_chunk( - chunk - ) - - if transformed: - # If we finished and content was started, send content.stop before interaction.complete - if ( - self.finished - and self.sent_content_start - and transformed.event_type == "interaction.complete" - ): - # Send content.stop first - content_stop = InteractionsAPIStreamingResponse( - event_type="content.stop", - id=transformed.id, - object="content", - delta={"type": "text", "text": self.collected_text}, - ) - # Store the interaction.complete to send next - self._pending_interaction_complete = transformed - return content_stop - return transformed - - # If no transformation, continue to next chunk (loop continues) - except StopAsyncIteration: self.finished = True + self._pending_events.extend(self._build_terminal_events_on_eof()) + if self._pending_events: + return self._pending_events.popleft() + raise - # Send final events if needed - if self.sent_content_start: - return InteractionsAPIStreamingResponse( - event_type="content.stop", - object="content", - delta={"type": "text", "text": self.collected_text}, - ) + events = self._events_for_chunk(chunk) + if events: + self._pending_events.extend(events) + return self._pending_events.popleft() - raise StopAsyncIteration + # ------------------------------------------------------------------ + # Backwards-compatible single-chunk transform (used by tests and any + # external callers that drove the iterator chunk-by-chunk pre-fix). + # ------------------------------------------------------------------ + + def _transform_responses_chunk_to_interactions_chunk( + self, + responses_chunk: ResponsesAPIStreamingResponse, + ) -> Optional[InteractionsAPIStreamingResponse]: + """ + Compatibility shim: returns the *first* event produced for this chunk + and queues any remaining events on ``self._pending_events`` so they + are surfaced on subsequent calls/iterations. + + Prefer ``_events_for_chunk`` in new code. + """ + events = self._events_for_chunk(responses_chunk) + if not events: + return None + first = events[0] + if len(events) > 1: + self._pending_events.extend(events[1:]) + return first diff --git a/litellm/interactions/litellm_responses_transformation/transformation.py b/litellm/interactions/litellm_responses_transformation/transformation.py index 100300af7b5..173d4ca8764 100644 --- a/litellm/interactions/litellm_responses_transformation/transformation.py +++ b/litellm/interactions/litellm_responses_transformation/transformation.py @@ -226,29 +226,37 @@ class LiteLLMResponsesInteractionsConfig: - Map status - Extract usage """ - # Extract text from outputs - outputs = [] + # Extract text from outputs and build both `outputs` (legacy) and `steps` (new schema). + outputs: List[Dict[str, Any]] = [] + steps: List[Dict[str, Any]] = [] if hasattr(responses_response, "output") and responses_response.output: for output_item in responses_response.output: # Use getattr with None default to safely access content content = getattr(output_item, "content", None) if content is not None: content_items = content if isinstance(content, list) else [content] + model_output_contents: List[Dict[str, Any]] = [] for content_item in content_items: # Check if content_item has text attribute text = getattr(content_item, "text", None) if text is not None: - outputs.append( - { - "type": "text", - "text": text, - } - ) + # Use independent dict instances so mutations to one + # of `outputs` / `steps` don't leak into the other. + outputs.append({"type": "text", "text": text}) + model_output_contents.append({"type": "text", "text": text}) elif ( isinstance(content_item, dict) and content_item.get("type") == "text" ): - outputs.append(content_item) + outputs.append({**content_item}) + model_output_contents.append({**content_item}) + if model_output_contents: + steps.append( + { + "type": "model_output", + "content": model_output_contents, + } + ) # Convert created_at to ISO string created_at = getattr(responses_response, "created_at", None) @@ -270,12 +278,14 @@ class LiteLLMResponsesInteractionsConfig: else: interactions_status = status - # Build interactions response + # Build interactions response — populate both `outputs` (legacy schema) and + # `steps` (new schema) so callers work regardless of which schema they expect. interactions_response_dict: Dict[str, Any] = { "id": getattr(responses_response, "id", ""), "object": "interaction", "status": interactions_status, "outputs": outputs, + "steps": steps, "model": model or getattr(responses_response, "model", ""), "created": created, } diff --git a/litellm/interactions/streaming_iterator.py b/litellm/interactions/streaming_iterator.py index a5a7f9e06e5..561686a3e1b 100644 --- a/litellm/interactions/streaming_iterator.py +++ b/litellm/interactions/streaming_iterator.py @@ -101,10 +101,14 @@ class BaseInteractionsAPIStreamingIterator: ) ) - # Store the completed response (check for status=completed) - if ( - streaming_response - and getattr(streaming_response, "status", None) == "completed" + # Store the completed response. + # Legacy schema signals completion via status="completed". + # New schema (Api-Revision: 2026-05-20) uses event_type="interaction.completed". + # Remove the legacy check after June 8, 2026. + if streaming_response and ( + getattr(streaming_response, "status", None) == "completed" + or getattr(streaming_response, "event_type", None) + == "interaction.completed" ): self.completed_response = streaming_response self._handle_logging_completed_response() diff --git a/litellm/litellm_core_utils/prompt_templates/factory.py b/litellm/litellm_core_utils/prompt_templates/factory.py index d6c011990c1..a29f5005570 100644 --- a/litellm/litellm_core_utils/prompt_templates/factory.py +++ b/litellm/litellm_core_utils/prompt_templates/factory.py @@ -1344,6 +1344,7 @@ def _get_dummy_thought_signature() -> str: def convert_to_gemini_tool_call_invoke( message: ChatCompletionAssistantMessage, model: Optional[str] = None, + custom_llm_provider: Optional[str] = None, ) -> List[VertexPartType]: """ OpenAI tool invokes: @@ -1394,7 +1395,10 @@ def convert_to_gemini_tool_call_invoke( ) forward_tool_call_id = bool( - model and VertexGeminiConfig._is_gemini_3_or_newer(model) + model + and VertexGeminiConfig._forward_gemini_function_call_id( + model, custom_llm_provider + ) ) if tool_calls is not None: @@ -1475,6 +1479,7 @@ def convert_to_gemini_tool_call_result( # noqa: PLR0915 message: Union[ChatCompletionToolMessage, ChatCompletionFunctionMessage], last_message_with_tool_calls: Optional[dict], model: Optional[str] = None, + custom_llm_provider: Optional[str] = None, ) -> Union[VertexPartType, List[VertexPartType]]: """ OpenAI message with a tool result looks like: @@ -1616,14 +1621,16 @@ def convert_to_gemini_tool_call_result( # noqa: PLR0915 name = tool.get("function", {}).get("name", "") # Echo the OpenAI tool_call_id on functionResponse (strip thought-signature suffix). - # Only Gemini 3+ accepts (and returns) an `id` on function_response parts; - # older Gemini models reject the field with a 400. + # Only Google AI Studio Gemini 3+ accepts `id` on function_response parts. + # Vertex AI and older Gemini models reject the field with HTTP 400. from litellm.llms.vertex_ai.gemini.vertex_and_google_ai_studio_gemini import ( VertexGeminiConfig, ) gemini_call_id: Optional[str] = None - if model and VertexGeminiConfig._is_gemini_3_or_newer(model): + if model and VertexGeminiConfig._forward_gemini_function_call_id( + model, custom_llm_provider + ): raw_tool_call_id = message.get("tool_call_id") if raw_tool_call_id and isinstance(raw_tool_call_id, str): stripped_id = raw_tool_call_id.split(THOUGHT_SIGNATURE_SEPARATOR, 1)[0] diff --git a/litellm/llms/azure/containers/transformation.py b/litellm/llms/azure/containers/transformation.py index 586b2e379a0..cd897511585 100644 --- a/litellm/llms/azure/containers/transformation.py +++ b/litellm/llms/azure/containers/transformation.py @@ -1,9 +1,16 @@ from typing import Optional +from urllib.parse import parse_qs, urlparse, urlunparse from litellm.llms.azure.common_utils import BaseAzureLLM from litellm.llms.openai.containers.transformation import OpenAIContainerConfig from litellm.types.router import GenericLiteLLMParams +# Endpoint-specific path suffixes that may appear in a deployment's api_base +# (e.g. the responses endpoint URL is stored as api_base for Azure models). +# Strip these before building the containers URL so we always start from the +# resource root (https://resource.cognitiveservices.azure.com). +_AZURE_ENDPOINT_PATHS = ("/openai/responses",) + class AzureContainerConfig(OpenAIContainerConfig): """ @@ -27,6 +34,27 @@ class AzureContainerConfig(OpenAIContainerConfig): litellm_params=GenericLiteLLMParams(api_key=api_key), ) + @staticmethod + def _normalize_api_base(api_base: Optional[str]) -> Optional[str]: + """Strip endpoint-specific path suffixes from api_base to get the resource root.""" + if not api_base: + return api_base + parsed = urlparse(api_base) + path = parsed.path.rstrip("/") + for ep in _AZURE_ENDPOINT_PATHS: + if path.endswith(ep): + return urlunparse( + (parsed.scheme, parsed.netloc, path[: -len(ep)], "", "", "") + ) + return api_base + + @staticmethod + def _extract_api_version(api_base: Optional[str]) -> Optional[str]: + """Return the api-version query param from api_base if present.""" + if not api_base: + return None + return parse_qs(urlparse(api_base).query).get("api-version", [None])[0] + def get_complete_url( self, api_base: Optional[str], @@ -39,10 +67,19 @@ class AzureContainerConfig(OpenAIContainerConfig): {endpoint}/openai/v1/containers when api_version is 'v1', 'latest', or 'preview'; otherwise: {endpoint}/openai/containers + + The deployment's api_base may be the responses endpoint URL + (e.g. .../openai/responses?api-version=2025-04-01-preview). We + prefer the api-version embedded there over the deployment's + api_version field, which may point to an older chat API version. """ + effective_params = dict(litellm_params) + api_version_from_base = self._extract_api_version(api_base) + if api_version_from_base: + effective_params["api_version"] = api_version_from_base return BaseAzureLLM._get_base_azure_url( - api_base=api_base, - litellm_params=litellm_params, + api_base=self._normalize_api_base(api_base), + litellm_params=effective_params, route="/openai/containers", default_api_version="v1", ) diff --git a/litellm/llms/custom_httpx/container_handler.py b/litellm/llms/custom_httpx/container_handler.py index 599cd705ebf..501390d840b 100644 --- a/litellm/llms/custom_httpx/container_handler.py +++ b/litellm/llms/custom_httpx/container_handler.py @@ -257,14 +257,19 @@ class GenericContainerHandler: returns_binary = endpoint_config.get("returns_binary", False) is_multipart = endpoint_config.get("is_multipart", False) + # An empty dict passed as `params` to httpx strips any existing query + # string from the URL (e.g. ?api-version=...). Use None instead so + # httpx leaves the URL's own query string intact. + effective_params = query_params or None + try: if method == "GET": response = http_client.get( - url=url, headers=headers, params=query_params + url=url, headers=headers, params=effective_params ) elif method == "DELETE": response = http_client.delete( - url=url, headers=headers, params=query_params + url=url, headers=headers, params=effective_params ) elif method == "POST": if is_multipart and "file" in kwargs: @@ -272,11 +277,11 @@ class GenericContainerHandler: kwargs["file"], headers ) response = http_client.post( - url=url, headers=headers, params=query_params, files=files + url=url, headers=headers, params=effective_params, files=files ) else: response = http_client.post( - url=url, headers=headers, params=query_params + url=url, headers=headers, params=effective_params ) else: raise ValueError(f"Unsupported HTTP method: {method}") @@ -376,14 +381,19 @@ class GenericContainerHandler: returns_binary = endpoint_config.get("returns_binary", False) is_multipart = endpoint_config.get("is_multipart", False) + # An empty dict passed as `params` to httpx strips any existing query + # string from the URL (e.g. ?api-version=...). Use None instead so + # httpx leaves the URL's own query string intact. + effective_params = query_params or None + try: if method == "GET": response = await http_client.get( - url=url, headers=headers, params=query_params + url=url, headers=headers, params=effective_params ) elif method == "DELETE": response = await http_client.delete( - url=url, headers=headers, params=query_params + url=url, headers=headers, params=effective_params ) elif method == "POST": if is_multipart and "file" in kwargs: @@ -391,11 +401,11 @@ class GenericContainerHandler: kwargs["file"], headers ) response = await http_client.post( - url=url, headers=headers, params=query_params, files=files + url=url, headers=headers, params=effective_params, files=files ) else: response = await http_client.post( - url=url, headers=headers, params=query_params + url=url, headers=headers, params=effective_params ) else: raise ValueError(f"Unsupported HTTP method: {method}") diff --git a/litellm/llms/custom_httpx/llm_http_handler.py b/litellm/llms/custom_httpx/llm_http_handler.py index 2ff63cc2d7f..d2af0a3dd52 100644 --- a/litellm/llms/custom_httpx/llm_http_handler.py +++ b/litellm/llms/custom_httpx/llm_http_handler.py @@ -7834,7 +7834,7 @@ class BaseLLMHTTPHandler: response = sync_httpx_client.get( url=url, headers=headers, - params=params, + params=params or None, ) return container_provider_config.transform_container_list_response( @@ -7911,7 +7911,7 @@ class BaseLLMHTTPHandler: response = await async_httpx_client.get( url=url, headers=headers, - params=params, + params=params or None, ) return container_provider_config.transform_container_list_response( @@ -8001,7 +8001,7 @@ class BaseLLMHTTPHandler: response = sync_httpx_client.get( url=url, headers=headers, - params=params, + params=params or None, ) return container_provider_config.transform_container_retrieve_response( @@ -8078,7 +8078,7 @@ class BaseLLMHTTPHandler: response = await async_httpx_client.get( url=url, headers=headers, - params=params, + params=params or None, ) return container_provider_config.transform_container_retrieve_response( @@ -8168,7 +8168,7 @@ class BaseLLMHTTPHandler: response = sync_httpx_client.delete( url=url, headers=headers, - params=params, + params=params or None, ) return container_provider_config.transform_container_delete_response( @@ -8245,7 +8245,7 @@ class BaseLLMHTTPHandler: response = await async_httpx_client.delete( url=url, headers=headers, - params=params, + params=params or None, ) return container_provider_config.transform_container_delete_response( @@ -8341,7 +8341,7 @@ class BaseLLMHTTPHandler: response = sync_httpx_client.get( url=url, headers=headers, - params=params, + params=params or None, ) return container_provider_config.transform_container_file_list_response( @@ -8420,7 +8420,7 @@ class BaseLLMHTTPHandler: response = await async_httpx_client.get( url=url, headers=headers, - params=params, + params=params or None, ) return container_provider_config.transform_container_file_list_response( @@ -8508,7 +8508,7 @@ class BaseLLMHTTPHandler: response = sync_httpx_client.get( url=url, headers=headers, - params=params, + params=params or None, ) return container_provider_config.transform_container_file_content_response( @@ -8584,7 +8584,7 @@ class BaseLLMHTTPHandler: response = await async_httpx_client.get( url=url, headers=headers, - params=params, + params=params or None, ) return container_provider_config.transform_container_file_content_response( diff --git a/litellm/llms/gemini/chat/transformation.py b/litellm/llms/gemini/chat/transformation.py index 16e17dcc876..b69b7e1913e 100644 --- a/litellm/llms/gemini/chat/transformation.py +++ b/litellm/llms/gemini/chat/transformation.py @@ -164,5 +164,8 @@ class GoogleAIStudioGeminiConfig(VertexGeminiConfig): # If conversion fails, leave as is and let the API handle it pass return _gemini_convert_messages_with_history( - messages=messages, model=model, litellm_params=litellm_params + messages=messages, + model=model, + litellm_params=litellm_params, + custom_llm_provider="gemini", ) diff --git a/litellm/llms/gemini/interactions/transformation.py b/litellm/llms/gemini/interactions/transformation.py index 73435c8db6a..b18b6a28ce4 100644 --- a/litellm/llms/gemini/interactions/transformation.py +++ b/litellm/llms/gemini/interactions/transformation.py @@ -6,13 +6,18 @@ Per OpenAPI spec (https://ai.google.dev/static/api/interactions.openapi.json): - Get: GET https://generativelanguage.googleapis.com/{api_version}/interactions/{interaction_id} - Delete: DELETE https://generativelanguage.googleapis.com/{api_version}/interactions/{interaction_id} -This is a thin wrapper - no transformation needed since we follow the spec directly. +Schema versioning: +- Default (Api-Revision: 2026-05-20): new `steps` schema. +- Legacy (Api-Revision: 2026-05-07): old `outputs` schema, controlled via + litellm.use_legacy_interactions_schema = True. Remove flag after June 8, 2026. """ from typing import TYPE_CHECKING, Any, Dict, List, Optional, Tuple import httpx +import litellm + from litellm._logging import verbose_logger from litellm.litellm_core_utils.core_helpers import process_response_headers from litellm.litellm_core_utils.url_utils import encode_url_path_segment @@ -84,6 +89,15 @@ class GoogleAIStudioInteractionsConfig(BaseInteractionsAPIConfig): api_key = GeminiModelInfo.get_api_key(litellm_params.get("api_key")) if api_key: headers["x-goog-api-key"] = api_key + + # Inject the Api-Revision header to select the response schema. + # Default to the new `steps` schema unless the operator has opted out. + # Remove this conditional after June 8, 2026 and always use 2026-05-20. + if litellm.use_legacy_interactions_schema: + headers["Api-Revision"] = "2026-05-07" + else: + headers["Api-Revision"] = "2026-05-20" + return headers def get_complete_url( @@ -119,8 +133,19 @@ class GoogleAIStudioInteractionsConfig(BaseInteractionsAPIConfig): headers: dict, ) -> Dict: """ - Build request body per OpenAPI spec - minimal transformation. + Build request body per OpenAPI spec. + + When on the new schema (use_legacy_interactions_schema=False, the default): + - ``response_mime_type`` is folded into ``response_format`` and stripped from + the body (the field was removed in Api-Revision 2026-05-20). + - ``generation_config.image_config`` is moved to a ``response_format`` entry + with ``"type": "image"`` (also removed from generation_config in 2026-05-20). + + When on the legacy schema (use_legacy_interactions_schema=True): + - All fields are forwarded as-is. """ + use_legacy: bool = litellm.use_legacy_interactions_schema + request_body: Dict[str, Any] = {} # Model or Agent (one required) @@ -135,24 +160,81 @@ class GoogleAIStudioInteractionsConfig(BaseInteractionsAPIConfig): if input is not None: request_body["input"] = input - # Pass through optional params directly (they match the spec) + # Pass through optional params — legacy schema keeps all fields as-is. optional_keys = [ "tools", "system_instruction", - "generation_config", "stream", "store", "background", "environment", "response_modalities", - "response_format", - "response_mime_type", "previous_interaction_id", ] for key in optional_keys: if optional_params.get(key) is not None: request_body[key] = optional_params[key] + if use_legacy: + # Legacy schema: forward response_mime_type and response_format as-is. + for key in ("response_format", "response_mime_type", "generation_config"): + if optional_params.get(key) is not None: + request_body[key] = optional_params[key] + else: + # New schema (Api-Revision: 2026-05-20): + # response_mime_type is removed — fold it into response_format. + response_format = optional_params.get("response_format") + response_mime_type = optional_params.get("response_mime_type") + + if ( + response_mime_type + and not isinstance(response_format, list) + and ( + not isinstance(response_format, dict) + or "mime_type" not in response_format + ) + ): + # Wrap the legacy schema into the new polymorphic format. + new_rf: Dict[str, Any] = { + "type": "text", + "mime_type": response_mime_type, + } + if response_format is not None: + new_rf["schema"] = response_format + response_format = new_rf + + if response_format is not None: + request_body["response_format"] = response_format + + # image_config moves out of generation_config into response_format. + generation_config: Optional[Dict[str, Any]] = optional_params.get( + "generation_config" + ) + if generation_config is not None: + image_config = None + if isinstance(generation_config, dict): + generation_config = dict( + generation_config + ) # avoid mutating the caller's dict + image_config = generation_config.pop("image_config", None) + if not generation_config: + generation_config = None + + if generation_config is not None: + request_body["generation_config"] = generation_config + + if image_config is not None: + # Move image_config to response_format with type=image. + image_rf: Dict[str, Any] = {"type": "image", **image_config} + existing_rf = request_body.get("response_format") + if existing_rf is None: + request_body["response_format"] = image_rf + elif isinstance(existing_rf, list): + request_body["response_format"] = [*existing_rf, image_rf] + else: + # Convert single entry to array for multimodal output. + request_body["response_format"] = [existing_rf, image_rf] + return request_body def transform_response( diff --git a/litellm/llms/vertex_ai/context_caching/transformation.py b/litellm/llms/vertex_ai/context_caching/transformation.py index 950edbeb478..3d532113ba0 100644 --- a/litellm/llms/vertex_ai/context_caching/transformation.py +++ b/litellm/llms/vertex_ai/context_caching/transformation.py @@ -174,7 +174,9 @@ def transform_openai_messages_to_gemini_context_caching( ) transformed_messages = _gemini_convert_messages_with_history( - messages=new_messages, model=model + messages=new_messages, + model=model, + custom_llm_provider=custom_llm_provider, ) model_name = "models/{}".format(model) diff --git a/litellm/llms/vertex_ai/gemini/transformation.py b/litellm/llms/vertex_ai/gemini/transformation.py index ea57339e35f..2995edd1e07 100644 --- a/litellm/llms/vertex_ai/gemini/transformation.py +++ b/litellm/llms/vertex_ai/gemini/transformation.py @@ -682,6 +682,7 @@ def _gemini_convert_messages_with_history( # noqa: PLR0915 messages: List[AllMessageValues], model: Optional[str] = None, litellm_params: Optional[dict] = None, + custom_llm_provider: Optional[str] = None, ) -> List[ContentType]: """ Converts given messages from OpenAI format to Gemini format @@ -983,7 +984,9 @@ def _gemini_convert_messages_with_history( # noqa: PLR0915 or assistant_msg.get("function_call") is not None ): # support assistant tool invoke conversion gemini_tool_call_parts = convert_to_gemini_tool_call_invoke( - assistant_msg, model=model + assistant_msg, + model=model, + custom_llm_provider=custom_llm_provider, ) ## check if gemini_tool_call already exists in assistant_content for gemini_tool_call_part in gemini_tool_call_parts: @@ -1045,6 +1048,7 @@ def _gemini_convert_messages_with_history( # noqa: PLR0915 messages[msg_i], # type: ignore last_message_with_tool_calls, # type: ignore model=model, + custom_llm_provider=custom_llm_provider, ) msg_i += 1 # Handle both single part and list of parts (for Computer Use with images) diff --git a/litellm/llms/vertex_ai/gemini/vertex_and_google_ai_studio_gemini.py b/litellm/llms/vertex_ai/gemini/vertex_and_google_ai_studio_gemini.py index e99f69fcd3e..189ac7a7f6a 100644 --- a/litellm/llms/vertex_ai/gemini/vertex_and_google_ai_studio_gemini.py +++ b/litellm/llms/vertex_ai/gemini/vertex_and_google_ai_studio_gemini.py @@ -289,6 +289,20 @@ class VertexGeminiConfig(VertexAIBaseConfig, BaseConfig): return True return False + @staticmethod + def _forward_gemini_function_call_id( + model: str, custom_llm_provider: Optional[str] = None + ) -> bool: + """ + Whether to include `id` on function_call / function_response parts. + + Gemini 3+ on Google AI Studio accepts (and returns) `id` for strict + tool-call matching. Vertex AI rejects the field with HTTP 400. + """ + if custom_llm_provider != "gemini": + return False + return VertexGeminiConfig._is_gemini_3_or_newer(model) + def _supports_penalty_parameters(self, model: str) -> bool: # Gemini 3 models do not support penalty parameters if VertexGeminiConfig._is_gemini_3_or_newer(model): @@ -2649,7 +2663,10 @@ class VertexGeminiConfig(VertexAIBaseConfig, BaseConfig): litellm_params: Optional[dict] = None, ) -> List[ContentType]: return _gemini_convert_messages_with_history( - messages=messages, model=model, litellm_params=litellm_params + messages=messages, + model=model, + litellm_params=litellm_params, + custom_llm_provider="vertex_ai", ) def get_error_class( diff --git a/litellm/model_prices_and_context_window_backup.json b/litellm/model_prices_and_context_window_backup.json index 6d7c3eeb0b8..9ba337da0a5 100644 --- a/litellm/model_prices_and_context_window_backup.json +++ b/litellm/model_prices_and_context_window_backup.json @@ -1448,6 +1448,35 @@ "supports_native_structured_output": true, "supports_minimal_reasoning_effort": true }, + "jp.anthropic.claude-sonnet-4-6": { + "cache_creation_input_token_cost": 4.125e-06, + "cache_read_input_token_cost": 3.3e-07, + "input_cost_per_token": 3.3e-06, + "litellm_provider": "bedrock_converse", + "max_input_tokens": 1000000, + "max_output_tokens": 64000, + "max_tokens": 64000, + "mode": "chat", + "output_cost_per_token": 1.65e-05, + "search_context_cost_per_query": { + "search_context_size_high": 0.01, + "search_context_size_low": 0.01, + "search_context_size_medium": 0.01 + }, + "supports_assistant_prefill": true, + "supports_computer_use": true, + "supports_function_calling": true, + "supports_pdf_input": true, + "supports_prompt_caching": true, + "supports_reasoning": true, + "supports_response_schema": true, + "supports_max_reasoning_effort": true, + "supports_tool_choice": true, + "supports_vision": true, + "tool_use_system_prompt_tokens": 346, + "supports_native_structured_output": true, + "supports_minimal_reasoning_effort": true + }, "anthropic.claude-sonnet-4-20250514-v1:0": { "cache_creation_input_token_cost": 3.75e-06, "cache_read_input_token_cost": 3e-07, @@ -9602,6 +9631,7 @@ "search_context_size_low": 0.01, "search_context_size_medium": 0.01 }, + "supports_adaptive_thinking": true, "supports_assistant_prefill": true, "supports_computer_use": true, "supports_function_calling": true, @@ -9795,6 +9825,7 @@ "search_context_size_low": 0.01, "search_context_size_medium": 0.01 }, + "supports_adaptive_thinking": true, "supports_assistant_prefill": false, "supports_computer_use": true, "supports_function_calling": true, @@ -9828,6 +9859,7 @@ "search_context_size_low": 0.01, "search_context_size_medium": 0.01 }, + "supports_adaptive_thinking": true, "supports_assistant_prefill": false, "supports_computer_use": true, "supports_function_calling": true, @@ -9861,6 +9893,7 @@ "search_context_size_low": 0.01, "search_context_size_medium": 0.01 }, + "supports_adaptive_thinking": true, "supports_assistant_prefill": false, "supports_computer_use": true, "supports_function_calling": true, @@ -9895,6 +9928,7 @@ "search_context_size_low": 0.01, "search_context_size_medium": 0.01 }, + "supports_adaptive_thinking": true, "supports_assistant_prefill": false, "supports_computer_use": true, "supports_function_calling": true, @@ -14883,7 +14917,65 @@ "mode": "chat", "output_cost_per_reasoning_token": 1.5e-06, "output_cost_per_token": 1.5e-06, - "source": "https://ai.google.dev/gemini-api/docs/models", + "source": "https://cloud.google.com/vertex-ai/generative-ai/pricing#gemini-models", + "supported_endpoints": [ + "/v1/chat/completions", + "/v1/completions", + "/v1/batch" + ], + "supported_modalities": [ + "text", + "image", + "audio", + "video" + ], + "supported_output_modalities": [ + "text" + ], + "supports_audio_input": true, + "supports_audio_output": false, + "supports_code_execution": true, + "supports_file_search": true, + "supports_function_calling": true, + "supports_parallel_function_calling": true, + "supports_pdf_input": true, + "supports_prompt_caching": true, + "supports_reasoning": true, + "supports_response_schema": true, + "supports_system_messages": true, + "supports_tool_choice": true, + "supports_url_context": true, + "supports_video_input": true, + "supports_vision": true, + "supports_web_search": true, + "supports_native_streaming": true, + "search_context_cost_per_query": { + "search_context_size_low": 0.014, + "search_context_size_medium": 0.014, + "search_context_size_high": 0.014 + }, + "web_search_billing_unit": "per_query", + "supports_service_tier": true + }, + "gemini-3.1-flash-lite": { + "cache_read_input_token_cost": 4.5e-08, + "cache_read_input_token_cost_per_audio_token": 9e-08, + "input_cost_per_audio_token": 9e-07, + "input_cost_per_token": 4.5e-07, + "litellm_provider": "vertex_ai-language-models", + "max_audio_length_hours": 8.4, + "max_audio_per_prompt": 1, + "max_images_per_prompt": 3000, + "max_input_tokens": 1048576, + "max_output_tokens": 65536, + "max_pdf_size_mb": 30, + "max_tokens": 65536, + "max_video_length": 1, + "max_videos_per_prompt": 10, + "mode": "chat", + "output_cost_per_reasoning_token": 2.7e-06, + "output_cost_per_token": 2.7e-06, + "source": "https://cloud.google.com/vertex-ai/generative-ai/pricing#gemini-models", "supported_endpoints": [ "/v1/chat/completions", "/v1/completions", @@ -16987,6 +17079,66 @@ "web_search_billing_unit": "per_query", "supports_service_tier": true }, + "gemini/gemini-3.1-flash-lite": { + "cache_read_input_token_cost": 4.5e-08, + "cache_read_input_token_cost_per_audio_token": 9e-08, + "input_cost_per_audio_token": 9e-07, + "input_cost_per_token": 4.5e-07, + "litellm_provider": "gemini", + "max_audio_length_hours": 8.4, + "max_audio_per_prompt": 1, + "max_images_per_prompt": 3000, + "max_input_tokens": 1048576, + "max_output_tokens": 65536, + "max_pdf_size_mb": 30, + "max_tokens": 65536, + "max_video_length": 1, + "max_videos_per_prompt": 10, + "mode": "chat", + "output_cost_per_reasoning_token": 2.7e-06, + "output_cost_per_token": 2.7e-06, + "rpm": 15, + "source": "https://ai.google.dev/gemini-api/docs/pricing", + "supported_endpoints": [ + "/v1/chat/completions", + "/v1/completions", + "/v1/batch" + ], + "supported_modalities": [ + "text", + "image", + "audio", + "video" + ], + "supported_output_modalities": [ + "text" + ], + "supports_audio_input": true, + "supports_audio_output": false, + "supports_code_execution": true, + "supports_file_search": true, + "supports_function_calling": true, + "supports_parallel_function_calling": true, + "supports_pdf_input": true, + "supports_prompt_caching": true, + "supports_reasoning": true, + "supports_response_schema": true, + "supports_system_messages": true, + "supports_tool_choice": true, + "supports_url_context": true, + "supports_video_input": true, + "supports_vision": true, + "supports_web_search": true, + "supports_native_streaming": true, + "tpm": 250000, + "search_context_cost_per_query": { + "search_context_size_low": 0.014, + "search_context_size_medium": 0.014, + "search_context_size_high": 0.014 + }, + "web_search_billing_unit": "per_query", + "supports_service_tier": true + }, "gemini/gemini-3-flash-preview": { "cache_read_input_token_cost": 5e-08, "input_cost_per_audio_token": 1e-06, @@ -24285,6 +24437,21 @@ "supports_tool_choice": true, "supports_vision": true }, + "mistral/ministral-8b-2512": { + "input_cost_per_token": 1.5e-07, + "litellm_provider": "mistral", + "max_input_tokens": 262144, + "max_output_tokens": 262144, + "max_tokens": 262144, + "mode": "chat", + "output_cost_per_token": 1.5e-07, + "source": "https://mistral.ai/pricing", + "supports_assistant_prefill": true, + "supports_function_calling": true, + "supports_response_schema": true, + "supports_tool_choice": true, + "supports_vision": true + }, "mistral/mistral-tiny": { "input_cost_per_token": 2.5e-07, "litellm_provider": "mistral", @@ -33605,6 +33772,64 @@ }, "web_search_billing_unit": "per_query" }, + "vertex_ai/gemini-3.1-flash-lite": { + "cache_read_input_token_cost": 4.5e-08, + "cache_read_input_token_cost_per_audio_token": 9e-08, + "input_cost_per_audio_token": 9e-07, + "input_cost_per_token": 4.5e-07, + "litellm_provider": "vertex_ai-language-models", + "max_audio_length_hours": 8.4, + "max_audio_per_prompt": 1, + "max_images_per_prompt": 3000, + "max_input_tokens": 1048576, + "max_output_tokens": 65536, + "max_pdf_size_mb": 30, + "max_tokens": 65536, + "max_video_length": 1, + "max_videos_per_prompt": 10, + "mode": "chat", + "output_cost_per_reasoning_token": 2.7e-06, + "output_cost_per_token": 2.7e-06, + "source": "https://cloud.google.com/vertex-ai/generative-ai/pricing#gemini-models", + "supported_endpoints": [ + "/v1/chat/completions", + "/v1/completions", + "/v1/batch" + ], + "supported_modalities": [ + "text", + "image", + "audio", + "video" + ], + "supported_output_modalities": [ + "text" + ], + "supports_audio_input": true, + "supports_audio_output": false, + "supports_code_execution": true, + "supports_file_search": true, + "supports_function_calling": true, + "supports_parallel_function_calling": true, + "supports_pdf_input": true, + "supports_prompt_caching": true, + "supports_reasoning": true, + "supports_response_schema": true, + "supports_system_messages": true, + "supports_tool_choice": true, + "supports_url_context": true, + "supports_video_input": true, + "supports_vision": true, + "supports_web_search": true, + "supports_native_streaming": true, + "search_context_cost_per_query": { + "search_context_size_low": 0.014, + "search_context_size_medium": 0.014, + "search_context_size_high": 0.014 + }, + "web_search_billing_unit": "per_query", + "supports_service_tier": true + }, "vertex_ai/deep-research-pro-preview-12-2025": { "input_cost_per_image": 0.0011, "input_cost_per_token": 2e-06, diff --git a/litellm/proxy/_experimental/mcp_server/mcp_server_manager.py b/litellm/proxy/_experimental/mcp_server/mcp_server_manager.py index d1b49039e8e..bbf40f6e9ef 100644 --- a/litellm/proxy/_experimental/mcp_server/mcp_server_manager.py +++ b/litellm/proxy/_experimental/mcp_server/mcp_server_manager.py @@ -1226,6 +1226,7 @@ class MCPServerManager: tools = await self._get_tools_from_server( server=server, mcp_auth_header=server_auth_header, + user_api_key_auth=user_api_key_auth, ) return tools except Exception as e: @@ -1406,6 +1407,7 @@ class MCPServerManager: extra_headers: Optional[Dict[str, str]] = None, add_prefix: bool = True, raw_headers: Optional[Dict[str, str]] = None, + user_api_key_auth: Optional[UserAPIKeyAuth] = None, ) -> List[MCPTool]: """ Helper method to get tools from a single MCP server with prefixed names. @@ -1432,6 +1434,46 @@ class MCPServerManager: extra_headers = {} extra_headers.update(server.static_headers) + # MCPJWTSigner: inject signed JWT for tools/list (list path skips pre_call_hook). + # Skip entirely when the signer is not configured (avoid an unnecessary + # dict copy on every list call), when the server has its own static + # Authorization header, when a per-user mcp_auth_header has already + # been resolved, or when the caller already supplied an Authorization + # entry in extra_headers (e.g. a per-user OAuth token resolved + # upstream) — admin-configured static auth and per-user OAuth must + # take precedence so the signer doesn't silently overwrite e.g. an + # upstream API key or a user's OAuth token (MCPClient._get_auth_headers + # applies extra_headers after writing Authorization from auth_value, so + # an injected JWT would otherwise clobber the per-user token). + if user_api_key_auth is not None and not server.spec_path: + from litellm.proxy.guardrails.guardrail_hooks.mcp_jwt_signer.mcp_jwt_signer import ( + get_mcp_jwt_signer, + inject_mcp_jwt_headers_for_upstream, + ) + + static_headers = server.static_headers or {} + has_static_authorization = any( + isinstance(k, str) and k.lower() == "authorization" + for k in static_headers.keys() + ) + has_extra_authorization = bool(extra_headers) and any( + isinstance(k, str) and k.lower() == "authorization" + for k in (extra_headers or {}).keys() + ) + + if ( + get_mcp_jwt_signer() is not None + and not has_static_authorization + and not mcp_auth_header + and not has_extra_authorization + ): + extra_headers = await inject_mcp_jwt_headers_for_upstream( + user_api_key_dict=user_api_key_auth, + extra_headers=extra_headers, + raw_headers=raw_headers, + for_list_tools=True, + ) + stdio_env = self._build_stdio_env(server, raw_headers) client = await self._create_mcp_client( @@ -2791,6 +2833,112 @@ class MCPServerManager: return cast(CallToolResult, result) + def _resolve_mcp_server_for_tool_call( + self, + server_name: str, + name: str, + ) -> MCPServer: + """Resolve MCP server for call_tool (prefixed name, registry, fallback).""" + prefixed_tool_name = add_server_prefix_to_name(name, server_name) + mcp_server = self._get_mcp_server_from_tool_name(prefixed_tool_name) + resolved_by_server_name_only = False + normalized_server_name = normalize_server_name(server_name) + + def _candidate_matches_server_name(candidate: MCPServer) -> bool: + for identifier in ( + candidate.alias, + candidate.server_name, + candidate.name, + ): + if identifier and normalize_server_name(identifier) == ( + normalized_server_name + ): + return True + return False + + if mcp_server is None: + for candidate in self.get_registry().values(): + if _candidate_matches_server_name(candidate): + mcp_server = candidate + resolved_by_server_name_only = True + break + if mcp_server is None: + fallback = self._get_mcp_server_from_tool_name(name) + if fallback is not None and ( + not server_name or _candidate_matches_server_name(fallback) + ): + mcp_server = fallback + if mcp_server is None: + raise ValueError(f"Tool {name} not found") + + if resolved_by_server_name_only: + tool_known = ( + name in self.tool_name_to_mcp_server_name_mapping + or prefixed_tool_name in self.tool_name_to_mcp_server_name_mapping + ) + if not tool_known: + raise ValueError(f"Tool {name} not found") + + return mcp_server + + async def _resolve_oauth2_headers_for_tool_call( + self, + mcp_server: MCPServer, + oauth2_headers: Optional[Dict[str, str]], + user_api_key_auth: Optional[UserAPIKeyAuth], + ) -> Optional[Dict[str, str]]: + """Look up per-user OAuth headers when the client did not supply a token.""" + if ( + not mcp_server.needs_user_oauth_token + or oauth2_headers + or user_api_key_auth is None + ): + return oauth2_headers + + user_id = getattr(user_api_key_auth, "user_id", None) + if not user_id: + return oauth2_headers + + try: + from litellm.proxy._experimental.mcp_server.server import ( # noqa: PLC0415 + _get_user_oauth_extra_headers_from_db, + ) + + stored_headers = await _get_user_oauth_extra_headers_from_db( + server=mcp_server, + user_api_key_auth=user_api_key_auth, + ) + if stored_headers: + return stored_headers + except Exception as _lookup_exc: + verbose_logger.debug( + "call_tool: per-user token lookup failed for " "user=%s server=%s: %s", + user_id, + mcp_server.server_id, + _lookup_exc, + ) + return oauth2_headers + + async def _gather_openapi_tool_tasks( + self, + tasks: List[Any], + proxy_logging_obj: Optional[ProxyLogging], + ) -> CallToolResult: + """Await OpenAPI tool tasks and return the tool call result.""" + try: + mcp_responses = await asyncio.gather(*tasks) + result_index = 1 if proxy_logging_obj else 0 + return cast(CallToolResult, mcp_responses[result_index]) + except ( + BlockedPiiEntityError, + GuardrailRaisedException, + HTTPException, + ) as e: + verbose_logger.error( + f"Guardrail blocked MCP tool call during result check: {str(e)}" + ) + raise e + async def call_tool( self, server_name: str, @@ -2821,12 +2969,7 @@ class MCPServerManager: CallToolResult from the MCP server """ start_time = datetime.datetime.now() - - # Get the MCP server - prefixed_tool_name = add_server_prefix_to_name(name, server_name) - mcp_server = self._get_mcp_server_from_tool_name(prefixed_tool_name) - if mcp_server is None: - raise ValueError(f"Tool {name} not found") + mcp_server = self._resolve_mcp_server_for_tool_call(server_name, name) ######################################################### # Pre MCP Tool Call Hook @@ -2860,36 +3003,9 @@ class MCPServerManager: ) tasks.append(during_hook_task) - # For per-user OAuth servers: if the client didn't supply a token in - # oauth2_headers, look up the stored token from Redis / DB. This is the - # call_tool equivalent of _get_user_oauth_extra_headers_from_db used in - # list_tools. - if ( - mcp_server.needs_user_oauth_token - and not oauth2_headers - and user_api_key_auth is not None - ): - user_id = getattr(user_api_key_auth, "user_id", None) - if user_id: - try: - from litellm.proxy._experimental.mcp_server.server import ( # noqa: PLC0415 - _get_user_oauth_extra_headers_from_db, - ) - - stored_headers = await _get_user_oauth_extra_headers_from_db( - server=mcp_server, - user_api_key_auth=user_api_key_auth, - ) - if stored_headers: - oauth2_headers = stored_headers - except Exception as _lookup_exc: - verbose_logger.debug( - "call_tool: per-user token lookup failed for " - "user=%s server=%s: %s", - user_id, - mcp_server.server_id, - _lookup_exc, - ) + oauth2_headers = await self._resolve_oauth2_headers_for_tool_call( + mcp_server, oauth2_headers, user_api_key_auth + ) # For OpenAPI servers, call the tool handler directly instead of via MCP client if mcp_server.spec_path: @@ -2925,26 +3041,7 @@ class MCPServerManager: hook_extra_headers=hook_result.get("extra_headers"), ) - # For OpenAPI tools, await outside the client context - try: - mcp_responses = await asyncio.gather(*tasks) - - # If proxy_logging_obj is None, the tool call result is at index 0 - # If proxy_logging_obj is not None, the tool call result is at index 1 (after the during hook task) - result_index = 1 if proxy_logging_obj else 0 - result = mcp_responses[result_index] - - return cast(CallToolResult, result) - except ( - BlockedPiiEntityError, - GuardrailRaisedException, - HTTPException, - ) as e: - # Re-raise guardrail exceptions to properly fail the MCP call - verbose_logger.error( - f"Guardrail blocked MCP tool call during result check: {str(e)}" - ) - raise e + return await self._gather_openapi_tool_tasks(tasks, proxy_logging_obj) ######################################################### # End of Methods that call the upstream MCP servers diff --git a/litellm/proxy/_experimental/mcp_server/oauth_utils.py b/litellm/proxy/_experimental/mcp_server/oauth_utils.py index 8541a691e88..09176f7253a 100644 --- a/litellm/proxy/_experimental/mcp_server/oauth_utils.py +++ b/litellm/proxy/_experimental/mcp_server/oauth_utils.py @@ -29,6 +29,16 @@ _DEFAULT_PORTS = {"http": 80, "https": 443} # subdomain. HTTPS only. _TRUSTED_REDIRECT_ORIGINS_ENV = "MCP_TRUSTED_REDIRECT_ORIGINS" +# Comma-separated private-use URI allowlist for native MCP clients. +# A trailing ``*`` is a prefix match; end the prefix with ``/`` (e.g. +# ``myapp://host/oauth/*``) so ``.../oauth/callback*`` does not also +# match ``.../oauth/callback-2``. +_TRUSTED_NATIVE_REDIRECT_URIS_ENV = "MCP_TRUSTED_NATIVE_REDIRECT_URIS" + +# Default allowlist for trusted native redirect URIs. +_DEFAULT_NATIVE_REDIRECT_URIS: List[str] = [ + "cursor://anysphere.cursor-mcp/oauth/callback", +] _warned_invalid_proxy_base_url: Optional[str] = None @@ -212,10 +222,82 @@ def _matches_trusted_origin_entry(netloc: str, entry: str) -> bool: return netloc == entry +def _normalize_native_redirect_uri( + parsed, +) -> str: + """Lowercase scheme, netloc, and path for allowlist comparison.""" + return urlunparse( + ( + (parsed.scheme or "").lower(), + (parsed.netloc or "").lower(), + (parsed.path or "").lower(), + "", + "", + "", + ) + ) + + +def _parse_trusted_native_redirect_uris() -> List[str]: + """Built-in native MCP callbacks plus ``MCP_TRUSTED_NATIVE_REDIRECT_URIS``.""" + entries: List[str] = [uri.lower() for uri in _DEFAULT_NATIVE_REDIRECT_URIS] + raw = os.environ.get(_TRUSTED_NATIVE_REDIRECT_URIS_ENV, "").strip() + if not raw: + return entries + for token in raw.split(","): + entry = token.strip().lower() + if entry and entry not in entries: + entries.append(entry) + return entries + + +def _native_wildcard_prefix_matches(normalized: str, prefix: str) -> bool: + """Prefix match for ``entry*`` allowlist rows. + + When the prefix does not end with ``/``, only exact matches or + deeper path segments (``prefix/...``) are accepted — not siblings + like ``prefix-2``. + """ + if not normalized.startswith(prefix): + return False + suffix = normalized[len(prefix) :] + if not suffix: + return True + if prefix.endswith("/"): + return True + return suffix[0] == "/" + + +def _matches_trusted_native_redirect_uri(parsed) -> bool: + """Allowlisted private-use / custom-scheme OAuth callbacks for native MCP clients.""" + if parsed.fragment: + return False + # Query strings are not part of registered redirect_uris (RFC 6749 §3.1.2). + # Rejecting them prevents allowlist bypass via ``.../callback?injected=...``. + if parsed.query: + return False + if not parsed.netloc: + return False + if parsed.username is not None or parsed.password is not None: + return False + if "\\" in parsed.netloc: + return False + + normalized = _normalize_native_redirect_uri(parsed) + for entry in _parse_trusted_native_redirect_uris(): + if entry.endswith("*"): + if _native_wildcard_prefix_matches(normalized, entry[:-1]): + return True + elif normalized == entry: + return True + return False + + def validate_trusted_redirect_uri(request: Request, redirect_uri: str) -> None: """Accept ``redirect_uri`` when it is (a) same-origin with the - proxy's own request origin, (b) loopback, or (c) listed in the - ``MCP_TRUSTED_REDIRECT_ORIGINS`` ops allowlist. + proxy's own request origin, (b) loopback, (c) listed in the + ``MCP_TRUSTED_REDIRECT_ORIGINS`` ops allowlist, or (d) a built-in / + env-configured native MCP client callback (e.g. ``cursor://``). Same-origin is VERIA-57's threat-model-safe equivalent of loopback: an attacker who can host content on the proxy's own HTTPS origin @@ -239,6 +321,8 @@ def validate_trusted_redirect_uri(request: Request, redirect_uri: str) -> None: except ValueError: raise HTTPException(status_code=400, detail="invalid_request") if parsed.scheme not in ("http", "https"): + if _matches_trusted_native_redirect_uri(parsed): + return raise HTTPException(status_code=400, detail="invalid_request") if parsed.fragment: raise HTTPException(status_code=400, detail="invalid_request") @@ -310,9 +394,12 @@ def validate_trusted_redirect_uri(request: Request, redirect_uri: str) -> None: "Inbound headers: X-Forwarded-Proto=%r X-Forwarded-Host=%r " "X-Forwarded-Port=%r Host=%r. " "Trusted-redirect-origins env=%r. " + "Trusted-native-redirect-uris env=%r. " "If this should be accepted, either align ingress X-Forwarded-* " "with the browser URL, set PROXY_BASE_URL to your public origin, " - "or add the redirect_uri host to MCP_TRUSTED_REDIRECT_ORIGINS.", + "add the redirect_uri host to MCP_TRUSTED_REDIRECT_ORIGINS, or " + "for native MCP clients (cursor://, etc.) add the full redirect_uri " + "to MCP_TRUSTED_NATIVE_REDIRECT_URIS.", redirect_uri, proxy_base, os.environ.get("PROXY_BASE_URL"), @@ -321,5 +408,6 @@ def validate_trusted_redirect_uri(request: Request, redirect_uri: str) -> None: request.headers.get("X-Forwarded-Port"), request.headers.get("Host"), os.environ.get(_TRUSTED_REDIRECT_ORIGINS_ENV), + os.environ.get(_TRUSTED_NATIVE_REDIRECT_URIS_ENV), ) raise HTTPException(status_code=400, detail="invalid_request") diff --git a/litellm/proxy/_experimental/mcp_server/rest_endpoints.py b/litellm/proxy/_experimental/mcp_server/rest_endpoints.py index 829863d2dbb..7150dee10cf 100644 --- a/litellm/proxy/_experimental/mcp_server/rest_endpoints.py +++ b/litellm/proxy/_experimental/mcp_server/rest_endpoints.py @@ -1,6 +1,17 @@ import importlib from datetime import datetime -from typing import Any, Awaitable, Callable, Dict, List, Literal, Optional, Set, Union +from typing import ( + Any, + Awaitable, + Callable, + Dict, + List, + Literal, + Optional, + Set, + Tuple, + Union, +) from fastapi import APIRouter, Depends, HTTPException, Query, Request, status @@ -231,11 +242,32 @@ if MCP_AVAILABLE: ) return mcp_auth_header, mcp_server_auth_headers, raw_headers + def _resolve_mcp_server_id_for_rest( + server_id: str, + allowed_server_ids: Union[Set[str], List[str]], + client_ip: Optional[str] = None, + ) -> str: + """ + Map REST ``server_id`` (UUID, server_name, or alias) to canonical server_id. + + tools/list already did this; tools/call must match so clients can pass + server names like ``order_status_mcp`` instead of only UUIDs. + """ + allowed = set(allowed_server_ids) + if server_id in allowed: + return server_id + by_name = global_mcp_server_manager.get_mcp_server_by_name( + server_id, client_ip=client_ip + ) + if by_name is not None and by_name.server_id in allowed: + return by_name.server_id + return server_id + async def _resolve_allowed_mcp_servers_with_ip_filter( request: Request, user_api_key_dict: UserAPIKeyAuth, server_id: str, - ) -> List[MCPServer]: + ) -> Tuple[List[MCPServer], str]: """ Resolve allowed MCP servers for a tool call with IP filtering. @@ -245,10 +277,10 @@ if MCP_AVAILABLE: server_id: The server ID to validate access for Returns: - List of allowed MCPServer objects + Tuple of (allowed MCPServer objects, canonical server_id) Raises: - HTTPException: If the server_id is not allowed + HTTPException: If the server_id is not allowed or not found """ # Get all auth contexts auth_contexts = await build_effective_auth_contexts(user_api_key_dict) @@ -268,8 +300,41 @@ if MCP_AVAILABLE: ) ) - # Check if the specified server_id is allowed - if server_id not in allowed_server_ids_set: + canonical_server_id = _resolve_mcp_server_id_for_rest( + server_id, allowed_server_ids_set, _rest_client_ip + ) + + if canonical_server_id not in allowed_server_ids_set: + _server = global_mcp_server_manager.get_mcp_server_by_id( + server_id + ) or global_mcp_server_manager.get_mcp_server_by_name(server_id) + if ( + _server is not None + and _rest_client_ip is not None + and not global_mcp_server_manager._is_server_accessible_from_ip( + _server, _rest_client_ip + ) + ): + raise HTTPException( + status_code=403, + detail={ + "error": "ip_filtering", + "message": ( + f"MCP server '{server_id}' is not accessible from your IP address " + f"({_rest_client_ip}). This server is restricted to internal " + "networks only. To make it externally accessible, set " + "'available_on_public_internet: true' in the server configuration." + ), + }, + ) + if _server is None: + raise HTTPException( + status_code=404, + detail={ + "error": "server_not_found", + "message": f"MCP server '{server_id}' was not found", + }, + ) raise HTTPException( status_code=403, detail={ @@ -285,7 +350,7 @@ if MCP_AVAILABLE: if server is not None: allowed_mcp_servers.append(server) - return allowed_mcp_servers + return allowed_mcp_servers, canonical_server_id async def _get_tools_for_single_server( server, @@ -301,6 +366,7 @@ if MCP_AVAILABLE: extra_headers=extra_headers, add_prefix=False, raw_headers=raw_headers, + user_api_key_auth=user_api_key_auth, ) # Filter tools based on allowed_tools configuration @@ -753,7 +819,7 @@ if MCP_AVAILABLE: }, ) - tool_arguments = data.get("arguments") + tool_arguments = data.get("arguments") or {} proxy_base_llm_response_processor = ProxyBaseLLMRequestProcessing(data=data) ( @@ -786,14 +852,18 @@ if MCP_AVAILABLE: data["user_api_key_auth"] = data["metadata"]["user_api_key_auth"] # Resolve allowed MCP servers with IP filtering - allowed_mcp_servers = await _resolve_allowed_mcp_servers_with_ip_filter( + ( + allowed_mcp_servers, + canonical_server_id, + ) = await _resolve_allowed_mcp_servers_with_ip_filter( request, user_api_key_dict, server_id ) # Look up per-user OAuth headers for this server (mirrors list_tool_rest_api). user_oauth_extra_headers: Optional[Dict[str, str]] = None target_server = next( - (s for s in allowed_mcp_servers if s.server_id == server_id), None + (s for s in allowed_mcp_servers if s.server_id == canonical_server_id), + None, ) if target_server is not None: user_oauth_extra_headers = await _get_user_oauth_extra_headers( @@ -812,6 +882,7 @@ if MCP_AVAILABLE: oauth2_headers=user_oauth_extra_headers or data.get("oauth2_headers"), raw_headers=data.get("raw_headers"), litellm_logging_obj=data.get("litellm_logging_obj"), + requested_server_id=canonical_server_id, ) return result except BlockedPiiEntityError as e: diff --git a/litellm/proxy/_experimental/mcp_server/server.py b/litellm/proxy/_experimental/mcp_server/server.py index 0a74a92f9ce..5676aaf0d22 100644 --- a/litellm/proxy/_experimental/mcp_server/server.py +++ b/litellm/proxy/_experimental/mcp_server/server.py @@ -1368,6 +1368,7 @@ if MCP_AVAILABLE: extra_headers=extra_headers, add_prefix=True, # Always add server prefix raw_headers=raw_headers, + user_api_key_auth=user_api_key_auth, ) filtered_tools = filter_tools_by_allowed_tools(tools, server) @@ -2074,6 +2075,7 @@ if MCP_AVAILABLE: """ # Track resolved MCP server for both permission checks and dispatch mcp_server: Optional[MCPServer] = None + requested_server_id: Optional[str] = kwargs.get("requested_server_id") # If the client called with a display-name override (e.g. "Get Pet"), # translate it back to the original prefixed name before any routing. @@ -2082,14 +2084,55 @@ if MCP_AVAILABLE: # Remove prefix from tool name for logging and processing original_tool_name, server_name = split_server_prefix_from_name(name) + requested_server: Optional[MCPServer] = None + if requested_server_id: + requested_server = next( + (s for s in allowed_mcp_servers if s.server_id == requested_server_id), + None, + ) + # Resolve the actual MCP server up-front so the permission check uses # the canonical server.name even when the tool name is prefixed with a # short ID (LITELLM_USE_SHORT_MCP_TOOL_PREFIX) that doesn't match the # server's display name directly. mcp_server = global_mcp_server_manager._get_mcp_server_from_tool_name(name) + if mcp_server is None and requested_server is not None: + # REST callers may pass the raw tool name (no prefix) plus a + # ``requested_server_id``. The mapping might only contain the + # prefixed form, so retry the lookup with every known prefix of + # the requested server before treating the tool as unresolved — + # otherwise the tool_server_mismatch guard below is silently + # bypassed. + for known_prefix in iter_known_server_prefixes(requested_server): + candidate = global_mcp_server_manager._get_mcp_server_from_tool_name( + add_server_prefix_to_name(name, known_prefix) + ) + if candidate is not None: + mcp_server = candidate + break if mcp_server is not None: server_name = mcp_server.name + # REST /mcp-rest/tools/call passes server_id — tool must belong to that server + if requested_server is not None: + if ( + mcp_server is not None + and mcp_server.server_id != requested_server.server_id + ): + raise HTTPException( + status_code=403, + detail={ + "error": "tool_server_mismatch", + "message": ( + f"Tool '{name}' belongs to MCP server '{mcp_server.name}' " + f"but request specified server_id for '{requested_server.name}'." + ), + }, + ) + if mcp_server is None: + mcp_server = requested_server + server_name = requested_server.name + # Only enforce server-level permissions when we can resolve a server if server_name: if not MCPRequestHandler.is_tool_allowed( diff --git a/litellm/proxy/_experimental/out/404.html b/litellm/proxy/_experimental/out/404/index.html similarity index 100% rename from litellm/proxy/_experimental/out/404.html rename to litellm/proxy/_experimental/out/404/index.html diff --git a/litellm/proxy/_experimental/out/_next/static/chunks/e1a670efcb966aaa.js b/litellm/proxy/_experimental/out/_next/static/chunks/e1a670efcb966aaa.js index aafe9858009..87d6af3231a 100644 --- a/litellm/proxy/_experimental/out/_next/static/chunks/e1a670efcb966aaa.js +++ b/litellm/proxy/_experimental/out/_next/static/chunks/e1a670efcb966aaa.js @@ -1,11 +1,19 @@ +<<<<<<<< HEAD:litellm/proxy/_experimental/out/_next/static/chunks/0279e5299e9f6e98.js +(globalThis.TURBOPACK||(globalThis.TURBOPACK=[])).push(["object"==typeof document?document.currentScript:void 0,111790,758472,280881,e=>{"use strict";e.s([],111790);var t=e.i(843476),s=e.i(708347),r=e.i(750113),l=e.i(994388),a=e.i(197647),n=e.i(653824),i=e.i(881073),o=e.i(404206),c=e.i(723731),d=e.i(599724),m=e.i(629569),u=e.i(844444),x=e.i(869216),h=e.i(212931),p=e.i(199133),g=e.i(592968),f=e.i(898586),b=e.i(271645),j=e.i(500727),y=e.i(266027),v=e.i(912598),N=e.i(243652),_=e.i(764205),w=e.i(135214);let S=(0,N.createQueryKeys)("mcpServerHealth");var C=e.i(727749),T=e.i(988846),k=e.i(678784),A=e.i(995926),I=e.i(328196),P=e.i(302202),O=e.i(409797),M=e.i(54131),F=e.i(440987);let E=[{label:"Documentation",fields:[{key:"description",label:"Description",description:"Must have a non-empty description",check:e=>!!e.description?.trim()},{key:"alias",label:"Alias",description:"Must have a display alias",check:e=>!!e.alias?.trim()}]},{label:"Source",fields:[{key:"source_url",label:"GitHub / Source URL",description:"Must link to a source repository",check:e=>!!e.source_url?.trim()}]},{label:"Connection",fields:[{key:"url",label:"Server URL",description:"Must have a URL configured",check:e=>!!e.url?.trim()}]},{label:"Security",fields:[{key:"auth_type",label:"Auth configured",description:"Must use authentication (not 'none')",check:e=>!!e.auth_type&&"none"!==e.auth_type}]}],L=E.flatMap(e=>e.fields),R="mcp_required_fields",U={active:{label:"Active",bg:"bg-green-50",text:"text-green-700",dot:"bg-green-500"},pending_review:{label:"Pending Review",bg:"bg-yellow-50",text:"text-yellow-700",dot:"bg-yellow-500"},rejected:{label:"Rejected",bg:"bg-red-50",text:"text-red-700",dot:"bg-red-500"}};function z({label:e,value:s,color:r}){return(0,t.jsxs)("div",{className:"bg-white border border-gray-200 rounded-lg px-4 py-3",children:[(0,t.jsx)("div",{className:`text-2xl font-bold ${r}`,children:s}),(0,t.jsx)("div",{className:"text-xs text-gray-500 mt-0.5",children:e})]})}function B({action:e,serverName:s,isCurrentlyActive:r,onConfirm:l,onCancel:a}){let[n,i]=(0,b.useState)(""),o="approve"===e;return(0,t.jsx)("div",{className:"fixed inset-0 bg-black/30 flex items-center justify-center z-50",children:(0,t.jsxs)("div",{className:"bg-white rounded-xl shadow-xl p-6 max-w-sm w-full mx-4",children:[(0,t.jsx)("div",{className:`w-10 h-10 rounded-full flex items-center justify-center mb-4 ${o?"bg-green-100":"bg-red-100"}`,children:o?(0,t.jsx)(k.CheckIcon,{className:"h-5 w-5 text-green-600"}):(0,t.jsx)(I.AlertCircleIcon,{className:"h-5 w-5 text-red-600"})}),(0,t.jsx)("h3",{className:"text-base font-semibold text-gray-900 mb-1",children:o?"Approve MCP Server":"Reject MCP Server"}),(0,t.jsxs)("p",{className:"text-sm text-gray-500 mb-4",children:["Are you sure you want to ",e," ",(0,t.jsxs)("span",{className:"font-medium text-gray-700",children:['"',s,'"']}),"?"," ",o?"This will make it active and available for use.":r?"This server is currently live. 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a/litellm/proxy/_experimental/out/usage.html b/litellm/proxy/_experimental/out/usage/index.html similarity index 100% rename from litellm/proxy/_experimental/out/usage.html rename to litellm/proxy/_experimental/out/usage/index.html diff --git a/litellm/proxy/_experimental/out/users.html b/litellm/proxy/_experimental/out/users/index.html similarity index 100% rename from litellm/proxy/_experimental/out/users.html rename to litellm/proxy/_experimental/out/users/index.html diff --git a/litellm/proxy/_experimental/out/virtual-keys.html b/litellm/proxy/_experimental/out/virtual-keys/index.html similarity index 100% rename from litellm/proxy/_experimental/out/virtual-keys.html rename to litellm/proxy/_experimental/out/virtual-keys/index.html diff --git a/litellm/proxy/batches_endpoints/endpoints.py b/litellm/proxy/batches_endpoints/endpoints.py index 935b96a0e39..166ef7a66d0 100644 --- a/litellm/proxy/batches_endpoints/endpoints.py +++ b/litellm/proxy/batches_endpoints/endpoints.py @@ -523,6 +523,10 @@ async def retrieve_batch( # noqa: PLR0915 custom_llm_provider=custom_llm_provider, **data # type: ignore ) + response = await proxy_logging_obj.post_call_success_hook( + data=data, user_api_key_dict=user_api_key_dict, response=response + ) + # FIX: Update the database with the latest state from provider await update_batch_in_database( batch_id=batch_id, @@ -533,19 +537,9 @@ async def retrieve_batch( # noqa: PLR0915 verbose_proxy_logger=verbose_proxy_logger, db_batch_object=db_batch_object, operation="retrieve", + user_api_key_dict=user_api_key_dict, ) - ### CALL HOOKS ### - modify outgoing data - response = await proxy_logging_obj.post_call_success_hook( - data=data, user_api_key_dict=user_api_key_dict, response=response - ) - - # Fix: bug_feb14_batch_retrieve_returns_raw_input_file_id - # Resolve raw provider file IDs (input, output, error) to unified IDs. - if unified_batch_id: - await resolve_input_file_id_to_unified(response, prisma_client) - await resolve_output_file_ids_to_unified(response, prisma_client) - ### ALERTING ### asyncio.create_task( proxy_logging_obj.update_request_status( @@ -917,10 +911,14 @@ async def cancel_batch( **_cancel_batch_data, ) - # FIX: Update the database with the new cancelled state managed_files_obj = proxy_logging_obj.get_proxy_hook("managed_files") from litellm.proxy.proxy_server import prisma_client + response = await proxy_logging_obj.post_call_success_hook( + data=data, user_api_key_dict=user_api_key_dict, response=response + ) + + # FIX: Update the database with the new cancelled state await update_batch_in_database( batch_id=batch_id, unified_batch_id=unified_batch_id, @@ -929,11 +927,7 @@ async def cancel_batch( prisma_client=prisma_client, verbose_proxy_logger=verbose_proxy_logger, operation="cancel", - ) - - ### CALL HOOKS ### - modify outgoing data - response = await proxy_logging_obj.post_call_success_hook( - data=data, user_api_key_dict=user_api_key_dict, response=response + user_api_key_dict=user_api_key_dict, ) ### ALERTING ### diff --git a/litellm/proxy/container_endpoints/endpoints.py b/litellm/proxy/container_endpoints/endpoints.py index 9650604bf81..fc1f77bb684 100644 --- a/litellm/proxy/container_endpoints/endpoints.py +++ b/litellm/proxy/container_endpoints/endpoints.py @@ -328,7 +328,7 @@ async def retrieve_container( custom_llm_provider=custom_llm_provider, ) data.update( - get_container_forwarding_params( + await get_container_forwarding_params( container_id, original_container_id, custom_llm_provider, @@ -433,7 +433,7 @@ async def delete_container( custom_llm_provider=custom_llm_provider, ) data.update( - get_container_forwarding_params( + await get_container_forwarding_params( container_id, original_container_id, custom_llm_provider, diff --git a/litellm/proxy/container_endpoints/handler_factory.py b/litellm/proxy/container_endpoints/handler_factory.py index 4284cdd5d4a..7eeb11fc372 100644 --- a/litellm/proxy/container_endpoints/handler_factory.py +++ b/litellm/proxy/container_endpoints/handler_factory.py @@ -196,10 +196,12 @@ async def _process_binary_request( ) data: Dict[str, Any] = { "file_id": file_id, - **get_container_forwarding_params( - container_id=container_id, - original_container_id=original_container_id, - custom_llm_provider=resolved_provider, + **( + await get_container_forwarding_params( + container_id=container_id, + original_container_id=original_container_id, + custom_llm_provider=resolved_provider, + ) ), } processor = ProxyBaseLLMRequestProcessing(data=data) @@ -316,7 +318,7 @@ async def _process_multipart_upload_request( ) data.update( - get_container_forwarding_params( + await get_container_forwarding_params( container_id=container_id, original_container_id=original_container_id, custom_llm_provider=resolved_provider, @@ -396,7 +398,7 @@ async def _process_request( ) ) data.update( - get_container_forwarding_params( + await get_container_forwarding_params( container_id=path_params["container_id"], original_container_id=original_container_id, custom_llm_provider=resolved_provider, diff --git a/litellm/proxy/container_endpoints/ownership.py b/litellm/proxy/container_endpoints/ownership.py index 568eca523ae..57de6c4a63d 100644 --- a/litellm/proxy/container_endpoints/ownership.py +++ b/litellm/proxy/container_endpoints/ownership.py @@ -23,6 +23,13 @@ CONTAINER_OBJECT_PURPOSE = "container" _NEGATIVE_OWNER_SENTINEL = "__litellm_container_no_owner__" _CONTAINER_OWNER_CACHE = InMemoryCache(max_size_in_memory=10000, default_ttl=60) +# Caches the stored ``unified_object_id`` (the encoded container ID +# captured at create time) so ``get_container_forwarding_params`` can +# recover the deployment ``model_id`` for native upstream IDs without +# re-hitting Prisma on every retrieve/delete. +_NEGATIVE_STORED_ID_SENTINEL = "__litellm_container_no_stored_id__" +_CONTAINER_STORED_ID_CACHE = InMemoryCache(max_size_in_memory=10000, default_ttl=60) + # Per-caller-scope cache for ``GET /v1/containers`` list filtering. Without # this, every list call issues a fresh ``find_many`` against # ``litellm_managedobjecttable``. The cache key is the sorted owner-scope @@ -56,7 +63,7 @@ def decode_container_id_for_ownership( return original_container_id, custom_llm_provider -def get_container_forwarding_params( +async def get_container_forwarding_params( container_id: str, original_container_id: str, custom_llm_provider: str ) -> Dict[str, str]: params = { @@ -65,6 +72,20 @@ def get_container_forwarding_params( } decoded = ResponsesAPIRequestUtils._decode_container_id(container_id) model_id = decoded.get("model_id") + if not (isinstance(model_id, str) and model_id): + # Native upstream IDs (e.g. Azure ``cntr_``) carry no LiteLLM + # routing payload, so decoding the user-supplied id yields no + # ``model_id``. Recover it from the encoded ``unified_object_id`` + # captured on the ownership row at create time — when the router + # selected a specific deployment that ID embeds the model_id. + stored_id = await _get_stored_container_id( + original_container_id, custom_llm_provider + ) + if stored_id and stored_id != container_id: + stored_decoded = ResponsesAPIRequestUtils._decode_container_id(stored_id) + stored_model_id = stored_decoded.get("model_id") + if isinstance(stored_model_id, str) and stored_model_id: + model_id = stored_model_id if isinstance(model_id, str) and model_id: params["model_id"] = model_id return params @@ -168,6 +189,7 @@ async def record_container_owner( ) _CONTAINER_OWNER_CACHE.set_cache(model_object_id, owner) + _CONTAINER_STORED_ID_CACHE.set_cache(model_object_id, container_id) # Drop the caller's own list-cache entry so the just-created container # shows up on their next ``GET /v1/containers``. Other callers with # disjoint scope tuples have their own entries; intersecting-scope @@ -207,9 +229,60 @@ async def _get_container_owner( _CONTAINER_OWNER_CACHE.set_cache( model_object_id, owner if owner is not None else _NEGATIVE_OWNER_SENTINEL ) + stored_id = getattr(row, "unified_object_id", None) if row is not None else None + _CONTAINER_STORED_ID_CACHE.set_cache( + model_object_id, + ( + stored_id + if isinstance(stored_id, str) and stored_id + else _NEGATIVE_STORED_ID_SENTINEL + ), + ) return owner +async def _get_stored_container_id( + original_container_id: str, custom_llm_provider: str +) -> Optional[str]: + """Return the ``unified_object_id`` stored at create time, if any. + + Used by :func:`get_container_forwarding_params` to recover the + deployment ``model_id`` for native upstream container IDs: the stored + value is the encoded form produced by ``encode_container_id_in_response`` + when the router selected a specific deployment. + """ + model_object_id = _container_model_object_id( + original_container_id, custom_llm_provider + ) + + cached = _CONTAINER_STORED_ID_CACHE.get_cache(model_object_id) + if cached == _NEGATIVE_STORED_ID_SENTINEL: + return None + if isinstance(cached, str) and cached: + return cached + + prisma_client = await _get_prisma_client() + if prisma_client is None: + return None + + row = await prisma_client.db.litellm_managedobjecttable.find_first( + where={ + "model_object_id": model_object_id, + "file_purpose": CONTAINER_OBJECT_PURPOSE, + } + ) + stored_id = getattr(row, "unified_object_id", None) if row is not None else None + _CONTAINER_STORED_ID_CACHE.set_cache( + model_object_id, + ( + stored_id + if isinstance(stored_id, str) and stored_id + else _NEGATIVE_STORED_ID_SENTINEL + ), + ) + return stored_id if isinstance(stored_id, str) and stored_id else None + + async def assert_user_can_access_container( container_id: str, user_api_key_dict: UserAPIKeyAuth, diff --git a/litellm/proxy/db/spend_counter_reseed.py b/litellm/proxy/db/spend_counter_reseed.py index 19ec6699390..e7c5fa3f72c 100644 --- a/litellm/proxy/db/spend_counter_reseed.py +++ b/litellm/proxy/db/spend_counter_reseed.py @@ -178,15 +178,28 @@ class SpendCounterReseed: if db_spend is None: return None # Warm even when 0 so subsequent reads hit cache, not DB. + # + # Seed via SET NX (cross-pod safe): only one pod initializes the + # Redis key with db_spend; concurrent seeders read the winner's + # value. INCRBYFLOAT-of-db_spend from N pods would multiply the + # counter (N x db_spend) and trigger spurious budget alerts. + current_value: float = float(db_spend) try: if spend_counter_cache.redis_cache is not None: - current_value = ( - await spend_counter_cache.redis_cache.async_increment( - key=counter_key, - value=db_spend, - refresh_ttl=True, - ) + seeded = await spend_counter_cache.redis_cache.async_set_cache( + key=counter_key, + value=db_spend, + nx=True, ) + if seeded: + current_value = float(db_spend) + else: + cached = await spend_counter_cache.redis_cache.async_get_cache( + key=counter_key + ) + current_value = ( + float(cached) if cached is not None else float(db_spend) + ) spend_counter_cache.in_memory_cache.set_cache( key=counter_key, value=current_value, @@ -202,7 +215,7 @@ class SpendCounterReseed: ) if require_cache_warm: raise - return db_spend + return current_value @staticmethod async def window_from_spend_logs( diff --git a/litellm/proxy/guardrails/guardrail_hooks/mcp_jwt_signer/mcp_jwt_signer.py b/litellm/proxy/guardrails/guardrail_hooks/mcp_jwt_signer/mcp_jwt_signer.py index 5502076829f..0f299f4c5f7 100644 --- a/litellm/proxy/guardrails/guardrail_hooks/mcp_jwt_signer/mcp_jwt_signer.py +++ b/litellm/proxy/guardrails/guardrail_hooks/mcp_jwt_signer/mcp_jwt_signer.py @@ -92,6 +92,8 @@ from litellm.types.utils import CallTypesLiteral # Module-level singleton for the JWKS discovery endpoint to access. _mcp_jwt_signer_instance: Optional["MCPJWTSigner"] = None +_MCP_JWT_CALL_TYPES = frozenset({"call_mcp_tool", "list_mcp_tools"}) + # Simple in-memory JWKS cache: keyed by JWKS URI → (keys_list, fetched_at). _jwks_cache: Dict[str, tuple] = {} _JWKS_CACHE_TTL = 3600 # 1 hour @@ -603,17 +605,23 @@ class MCPJWTSigner(CustomGuardrail): # FR-10: Scope building # ------------------------------------------------------------------ - def _build_scope(self, raw_tool_name: str) -> str: + def _build_scope( + self, + raw_tool_name: str, + call_type: Optional[CallTypesLiteral] = None, + ) -> str: """ Build the JWT scope string. When allowed_scopes is configured: join them verbatim. Otherwise auto-generate minimal, least-privilege scopes: - Tool call → mcp:tools/call mcp:tools/:call - - No tool → mcp:tools/call mcp:tools/list + - No tool → mcp:tools/list NOTE: tools/list is intentionally NOT granted on tool-call JWTs to prevent callers from enumerating tools they didn't ask to use. + Conversely, tools/call is NOT granted on tools/list-only JWTs so an + intercepted list token cannot be replayed to invoke tools. """ if self.allowed_scopes is not None: return " ".join(self.allowed_scopes) @@ -623,8 +631,14 @@ class MCPJWTSigner(CustomGuardrail): ) if tool_name: scopes = ["mcp:tools/call", f"mcp:tools/{tool_name}:call"] + elif call_type == "call_mcp_tool": + # Tool-call request reached the signer without a tool name (e.g. + # missing mcp_tool_name in hook data). Fall back to a generic + # tools/call scope so the upstream server still accepts the + # invocation rather than rejecting it as a tools/list-only token. + scopes = ["mcp:tools/call"] else: - scopes = ["mcp:tools/call", "mcp:tools/list"] + scopes = ["mcp:tools/list"] return " ".join(scopes) # ------------------------------------------------------------------ @@ -673,6 +687,7 @@ class MCPJWTSigner(CustomGuardrail): user_api_key_dict: UserAPIKeyAuth, data: dict, jwt_claims: Optional[Dict[str, Any]] = None, + call_type: Optional[CallTypesLiteral] = None, ) -> Dict[str, Any]: """ Build JWT claims for the outbound MCP access token. @@ -713,7 +728,7 @@ class MCPJWTSigner(CustomGuardrail): # scope (FR-10) raw_tool_name: str = data.get("mcp_tool_name", "") - claims["scope"] = self._build_scope(raw_tool_name) + claims["scope"] = self._build_scope(raw_tool_name, call_type=call_type) # optional_claims passthrough (FR-15) claims = self._passthrough_optional_claims(claims, jwt_claims) @@ -779,16 +794,20 @@ class MCPJWTSigner(CustomGuardrail): Verifies the incoming token (when configured), validates required claims, then signs an outbound JWT and injects it as the Authorization header. - All non-MCP call types pass through unchanged. + Signs outbound MCP tool calls and tools/list requests. """ - if call_type != "call_mcp_tool": + if call_type not in _MCP_JWT_CALL_TYPES: return data + hook_data = dict(data) + if call_type == "list_mcp_tools": + hook_data["mcp_tool_name"] = "" + # ------------------------------------------------------------------ # FR-5: Verify incoming token before re-signing # ------------------------------------------------------------------ jwt_claims: Optional[Dict[str, Any]] = None - raw_token: Optional[str] = data.get("incoming_bearer_token") + raw_token: Optional[str] = hook_data.get("incoming_bearer_token") if self.access_token_discovery_uri and raw_token: # Three-dot pattern → JWT; otherwise opaque. @@ -837,7 +856,9 @@ class MCPJWTSigner(CustomGuardrail): # ------------------------------------------------------------------ # Build outbound access token # ------------------------------------------------------------------ - claims = self._build_claims(user_api_key_dict, data, jwt_claims) + claims = self._build_claims( + user_api_key_dict, hook_data, jwt_claims, call_type=call_type + ) signed_token = jwt.encode( claims, @@ -848,7 +869,7 @@ class MCPJWTSigner(CustomGuardrail): # Merge into existing extra_headers — a prior guardrail in the chain may # have already injected tracing headers or correlation IDs. - existing_headers: Dict[str, str] = data.get("extra_headers") or {} + existing_headers: Dict[str, str] = hook_data.get("extra_headers") or {} new_headers: Dict[str, str] = { **existing_headers, "Authorization": f"Bearer {signed_token}", @@ -875,17 +896,74 @@ class MCPJWTSigner(CustomGuardrail): claims, self._kid ) - data["extra_headers"] = new_headers + hook_data["extra_headers"] = new_headers verbose_proxy_logger.debug( "MCPJWTSigner: signed JWT sub=%s act=%s tool=%s exp=%d " - "verified=%s channel=%s", + "verified=%s channel=%s call_type=%s", claims.get("sub"), claims.get("act", {}).get("sub"), - data.get("mcp_tool_name"), + hook_data.get("mcp_tool_name"), claims["exp"], jwt_claims is not None, bool(self.channel_token_audience), + call_type, ) - return data + return hook_data + + +async def inject_mcp_jwt_headers_for_upstream( + user_api_key_dict: Optional[UserAPIKeyAuth], + extra_headers: Optional[Dict[str, str]] = None, + raw_headers: Optional[Dict[str, str]] = None, + *, + for_list_tools: bool = False, + mcp_tool_name: str = "", +) -> Dict[str, str]: + """ + Sign outbound MCP headers when MCPJWTSigner is configured. + + Used by tools/list paths that do not go through proxy pre_call_hook. + """ + merged = dict(extra_headers or {}) + signer = get_mcp_jwt_signer() + if signer is None or user_api_key_dict is None: + return merged + + normalized_raw = {k.lower(): v for k, v in (raw_headers or {}).items()} + incoming_bearer_token: Optional[str] = None + auth_hdr = normalized_raw.get("authorization", "") + if auth_hdr.lower().startswith("bearer "): + incoming_bearer_token = auth_hdr[len("bearer ") :] + + hook_data: Dict[str, Any] = { + "mcp_tool_name": "" if for_list_tools else mcp_tool_name, + "incoming_bearer_token": incoming_bearer_token, + "extra_headers": merged, + } + call_type: CallTypesLiteral = ( + "list_mcp_tools" if for_list_tools else "call_mcp_tool" + ) + try: + from litellm.proxy.proxy_server import ( # noqa: PLC0415 + proxy_logging_obj as _proxy_logging, + ) + + shared_cache = ( + _proxy_logging.internal_usage_cache.dual_cache + if _proxy_logging is not None + else DualCache() + ) + except Exception: + shared_cache = DualCache() + + result = await signer.async_pre_call_hook( + user_api_key_dict=user_api_key_dict, + cache=shared_cache, + data=hook_data, + call_type=call_type, + ) + if isinstance(result, dict) and result.get("extra_headers"): + merged.update(result["extra_headers"]) + return merged diff --git a/litellm/proxy/openai_files_endpoints/common_utils.py b/litellm/proxy/openai_files_endpoints/common_utils.py index 30c78ed5ba7..0415bb456ec 100644 --- a/litellm/proxy/openai_files_endpoints/common_utils.py +++ b/litellm/proxy/openai_files_endpoints/common_utils.py @@ -727,6 +727,76 @@ async def resolve_output_file_ids_to_unified(response, prisma_client) -> None: pass +async def ensure_batch_response_managed_file_ids( + response, + managed_files_obj, + prisma_client, + verbose_proxy_logger, + user_api_key_dict=None, + db_batch_object=None, +) -> None: + """Normalize batch file IDs to managed unified IDs before DB persistence.""" + await resolve_input_file_id_to_unified(response, prisma_client) + await resolve_output_file_ids_to_unified(response, prisma_client) + + if managed_files_obj is None: + return + + hidden_params = getattr(response, "_hidden_params", None) or {} + model_id = hidden_params.get("model_id") + if not model_id: + return + + model_name = hidden_params.get("model_name") + unified_file_id = hidden_params.get("unified_file_id") + if not model_name and isinstance(unified_file_id, str): + decoded_unified_file_id = ( + _is_base64_encoded_unified_file_id(unified_file_id) or unified_file_id + ) + target_model_names = get_models_from_unified_file_id(decoded_unified_file_id) + if target_model_names: + model_name = ",".join(target_model_names) + + if user_api_key_dict is None and db_batch_object is not None: + from litellm.proxy._types import UserAPIKeyAuth + + user_api_key_dict = UserAPIKeyAuth( + user_id=getattr(db_batch_object, "created_by", None) or "default-user-id", + team_id=getattr(db_batch_object, "team_id", None), + ) + if user_api_key_dict is None: + return + + for file_attr in ("output_file_id", "error_file_id"): + raw_file_id = getattr(response, file_attr, None) + if not raw_file_id or _is_base64_encoded_unified_file_id(raw_file_id): + continue + try: + new_unified_file_id = managed_files_obj.get_unified_output_file_id( + output_file_id=raw_file_id, + model_id=model_id, + model_name=model_name, + ) + await managed_files_obj.store_unified_file_id( + file_id=new_unified_file_id, + file_object=None, + litellm_parent_otel_span=getattr( + user_api_key_dict, "parent_otel_span", None + ), + model_mappings={model_id: raw_file_id}, + user_api_key_dict=user_api_key_dict, + ) + setattr(response, file_attr, new_unified_file_id) + verbose_proxy_logger.debug( + f"Converted batch {file_attr} {raw_file_id!r} to managed ID before DB write" + ) + except Exception as e: + verbose_proxy_logger.warning( + f"Failed to convert batch {file_attr}={raw_file_id!r} to managed ID " + f"before DB write: {e}" + ) + + async def get_batch_from_database( batch_id: str, unified_batch_id: Union[str, Literal[False]], @@ -800,6 +870,7 @@ async def update_batch_in_database( verbose_proxy_logger, db_batch_object=None, operation: str = "update", + user_api_key_dict=None, ): """ Update batch status and object in ManagedObjectTable. @@ -813,6 +884,7 @@ async def update_batch_in_database( verbose_proxy_logger: Logger instance db_batch_object: Optional existing database object (for comparison) operation: Description of operation ("update", "cancel", etc.) + user_api_key_dict: Optional auth context for creating managed file IDs """ import litellm.utils @@ -823,6 +895,18 @@ async def update_batch_in_database( if not prisma_client: return + # Always normalize the response's file IDs to unified managed IDs + # (mutates in place) so the caller returns unified IDs to the user + # even when we skip the DB update below for an unchanged status. + await ensure_batch_response_managed_file_ids( + response=response, + managed_files_obj=managed_files_obj, + prisma_client=prisma_client, + verbose_proxy_logger=verbose_proxy_logger, + user_api_key_dict=user_api_key_dict, + db_batch_object=db_batch_object, + ) + # Only update if status has changed (when db_batch_object is provided) if db_batch_object and response.status == db_batch_object.status: return diff --git a/litellm/proxy/proxy_server.py b/litellm/proxy/proxy_server.py index 879914e5ac6..3d558ede9f1 100644 --- a/litellm/proxy/proxy_server.py +++ b/litellm/proxy/proxy_server.py @@ -4328,6 +4328,19 @@ class ProxyConfig: "health_check_concurrency", None ) health_check_details = general_settings.get("health_check_details", True) + ### INTERACTIONS API SCHEMA ### + _use_legacy_interactions_schema = general_settings.get( + "use_legacy_interactions_schema" + ) + if _use_legacy_interactions_schema is not None: + if isinstance(_use_legacy_interactions_schema, str): + litellm.use_legacy_interactions_schema = ( + _use_legacy_interactions_schema.lower() == "true" + ) + else: + litellm.use_legacy_interactions_schema = bool( + _use_legacy_interactions_schema + ) # Health-check-driven routing (opt-in, passes through to Router later) _enable_hc_routing = general_settings.get( "enable_health_check_routing", False diff --git a/litellm/router.py b/litellm/router.py index 019f565e5c4..d1728f1deeb 100644 --- a/litellm/router.py +++ b/litellm/router.py @@ -5670,6 +5670,7 @@ class Router: from litellm.responses.utils import ResponsesAPIRequestUtils container_id = kwargs.get("container_id") + _forwarded_model_id = kwargs.get("model_id") if isinstance(container_id, str): decoded = ResponsesAPIRequestUtils._decode_container_id(container_id) original_id = decoded.get("response_id", container_id) @@ -5678,7 +5679,14 @@ class Router: decoded_provider = decoded.get("custom_llm_provider") if decoded_provider and kwargs.get("custom_llm_provider") == "openai": kwargs["custom_llm_provider"] = decoded_provider - model_id = decoded.get("model_id") + # Fall back to the model_id forwarded by the proxy when the container_id + # is a native upstream ID (e.g. Azure hex cntr_) that carries no LiteLLM + # routing payload, so deployment credentials (api_base, api_key) are applied. + model_id = decoded.get("model_id") or ( + _forwarded_model_id.strip() + if isinstance(_forwarded_model_id, str) and _forwarded_model_id.strip() + else None + ) if model_id: kwargs["model"] = model_id return await self._ageneric_api_call_with_fallbacks( diff --git a/litellm/types/interactions/__init__.py b/litellm/types/interactions/__init__.py index 0f934fa0152..78d0b04ef3b 100644 --- a/litellm/types/interactions/__init__.py +++ b/litellm/types/interactions/__init__.py @@ -36,9 +36,13 @@ from litellm.types.interactions.generated import ( GoogleSearchResultContent, ImageContent, Interaction, + InteractionCompleted, + InteractionCreated, InteractionEvent, InteractionEnvironment, + InteractionInProgress, InteractionInput, + InteractionRequiresAction, InteractionsAPIOptionalRequestParams, InteractionsAPIResponse, InteractionsAPIStreamingResponse, @@ -50,6 +54,9 @@ from litellm.types.interactions.generated import ( McpServerToolResultContent, ModelOption, ResponseModality, + StepDelta, + StepStart, + StepStop, ) from litellm.types.interactions.generated import ( Status3 as InteractionStatus, # Main request/response types; Content types; Turn for multi-turn conversations; Tool types; Config types; Usage; Status enum; Events for streaming; Agent configs; Model/Agent options; Response modality; Annotation; LiteLLM types; Backwards compat aliases @@ -115,6 +122,14 @@ __all__ = [ "AgentOption", "ResponseModality", "Annotation", + # New schema SSE event types (Api-Revision: 2026-05-20) + "StepStart", + "StepDelta", + "StepStop", + "InteractionCreated", + "InteractionInProgress", + "InteractionCompleted", + "InteractionRequiresAction", # LiteLLM types "InteractionEnvironment", "InteractionInput", diff --git a/litellm/types/interactions/generated.py b/litellm/types/interactions/generated.py index 2ce6331b448..d546e897891 100644 --- a/litellm/types/interactions/generated.py +++ b/litellm/types/interactions/generated.py @@ -1151,9 +1151,114 @@ class InteractionEvent(BaseModel): ) +# --------------------------------------------------------------- +# New schema SSE event types (Api-Revision: 2026-05-20) +# These replace the legacy content.* / interaction.start|complete +# events and will become the only events after June 8, 2026. +# --------------------------------------------------------------- + + +class StepStart(BaseModel): + """Emitted when a new step begins (replaces content.start).""" + + event_type: Literal["step.start"] = "step.start" + index: Optional[int] = None + step: Optional[Dict[str, Any]] = Field( + None, + description="The initial step data (type, content, signature, etc.).", + ) + event_id: Optional[str] = Field( + None, + description="The event_id token to be used to resume the interaction stream.", + ) + + +class StepDelta(BaseModel): + """Emitted for incremental step content (replaces content.delta).""" + + event_type: Literal["step.delta"] = "step.delta" + index: Optional[int] = None + delta: Optional[Dict[str, Any]] = Field( + None, + description="Incremental content delta (e.g. text, arguments_delta for function calls).", + ) + event_id: Optional[str] = Field( + None, + description="The event_id token to be used to resume the interaction stream.", + ) + + +class StepStop(BaseModel): + """Emitted when a step finishes (replaces content.stop).""" + + event_type: Literal["step.stop"] = "step.stop" + index: Optional[int] = None + status: Optional[str] = Field( + None, + description="Step completion status (e.g. 'done').", + ) + event_id: Optional[str] = Field( + None, + description="The event_id token to be used to resume the interaction stream.", + ) + + +class InteractionCreated(BaseModel): + """Emitted when the interaction is first created (replaces interaction.start).""" + + event_type: Literal["interaction.created"] = "interaction.created" + interaction: Optional[Dict[str, Any]] = None + event_id: Optional[str] = Field( + None, + description="The event_id token to be used to resume the interaction stream.", + ) + + +class InteractionInProgress(BaseModel): + """Emitted while the interaction is running.""" + + event_type: Literal["interaction.in_progress"] = "interaction.in_progress" + interaction_id: Optional[str] = None + event_id: Optional[str] = Field( + None, + description="The event_id token to be used to resume the interaction stream.", + ) + + +class InteractionCompleted(BaseModel): + """Emitted when the interaction finishes (replaces interaction.complete).""" + + event_type: Literal["interaction.completed"] = "interaction.completed" + interaction: Optional[Dict[str, Any]] = None + event_id: Optional[str] = Field( + None, + description="The event_id token to be used to resume the interaction stream.", + ) + + +class InteractionRequiresAction(BaseModel): + """Emitted when the interaction is paused waiting for a tool result.""" + + event_type: Literal["interaction.requires_action"] = "interaction.requires_action" + interaction_id: Optional[str] = None + event_id: Optional[str] = Field( + None, + description="The event_id token to be used to resume the interaction stream.", + ) + + class InteractionSseEvent( RootModel[ Union[ + # New schema events (Api-Revision: 2026-05-20) + StepStart, + StepDelta, + StepStop, + InteractionCreated, + InteractionInProgress, + InteractionCompleted, + InteractionRequiresAction, + # Legacy schema events (Api-Revision: 2026-05-07, removed June 8 2026) InteractionEvent, InteractionStatusUpdate, ContentStart, @@ -1164,6 +1269,15 @@ class InteractionSseEvent( ] ): root: Union[ + # New schema events (Api-Revision: 2026-05-20) + StepStart, + StepDelta, + StepStop, + InteractionCreated, + InteractionInProgress, + InteractionCompleted, + InteractionRequiresAction, + # Legacy schema events (Api-Revision: 2026-05-07, removed June 8 2026) InteractionEvent, InteractionStatusUpdate, ContentStart, @@ -1193,6 +1307,11 @@ class InteractionsAPIResponse(BaseLiteLLMOpenAIResponseObject): Response from the Interactions API. Wraps the API response with LiteLLM-specific hidden params. + + Schema notes: + - New schema (Api-Revision: 2026-05-20, default): response contains ``steps``. + - Legacy schema (Api-Revision: 2026-05-07, removed June 8 2026): response contains ``outputs``. + Both fields are kept here so callers work with either schema. """ id: Optional[str] = None @@ -1203,7 +1322,10 @@ class InteractionsAPIResponse(BaseLiteLLMOpenAIResponseObject): created: Optional[str] = None updated: Optional[str] = None role: Optional[str] = None + # Legacy schema field (Api-Revision: 2026-05-07). Remove after June 8, 2026. outputs: Optional[List[Dict[str, Any]]] = None + # New schema field (Api-Revision: 2026-05-20). + steps: Optional[List[Dict[str, Any]]] = None usage: Optional[Dict[str, Any]] = None _hidden_params: dict = PrivateAttr(default_factory=dict) @@ -1213,7 +1335,12 @@ class InteractionsAPIStreamingResponse(BaseLiteLLMOpenAIResponseObject): """ Streaming response chunk from the Interactions API. - Event types per OpenAPI spec: + New schema event types (Api-Revision: 2026-05-20): + - interaction.created, interaction.in_progress, interaction.completed, + interaction.requires_action + - step.start, step.delta, step.stop + + Legacy event types (Api-Revision: 2026-05-07, removed June 8 2026): - interaction.start, interaction.status_update, interaction.complete - content.start, content.delta, content.stop - error @@ -1228,9 +1355,17 @@ class InteractionsAPIStreamingResponse(BaseLiteLLMOpenAIResponseObject): created: Optional[str] = None updated: Optional[str] = None role: Optional[str] = None + # Legacy schema field (Api-Revision: 2026-05-07). Remove after June 8, 2026. outputs: Optional[List[Dict[str, Any]]] = None + # New schema field (Api-Revision: 2026-05-20). + steps: Optional[List[Dict[str, Any]]] = None usage: Optional[Dict[str, Any]] = None delta: Optional[Dict[str, Any]] = None + # New schema streaming fields + index: Optional[int] = None + step: Optional[Dict[str, Any]] = None + interaction_id: Optional[str] = None + interaction: Optional[Dict[str, Any]] = None _hidden_params: dict = PrivateAttr(default_factory=dict) diff --git a/litellm/types/llms/vertex_ai.py b/litellm/types/llms/vertex_ai.py index b357b64156d..a1d53978761 100644 --- a/litellm/types/llms/vertex_ai.py +++ b/litellm/types/llms/vertex_ai.py @@ -16,15 +16,15 @@ GeminiEmbeddingInput = Union[EmbeddingInput, List[List[str]]] class FunctionResponse(TypedDict, total=False): # `id` correlates this response with the originating `functionCall` part. - # Required by Gemini 3.5+ for strict function-calling response matching. + # Supported on Google AI Studio Gemini 3.5+; Vertex AI rejects this field. id: str name: Required[str] response: Optional[dict] class FunctionCall(TypedDict, total=False): - # `id` is returned by Gemini 3.5+ to correlate the corresponding - # `functionResponse`. Older Gemini models omit this field. + # `id` correlates the corresponding `functionResponse` on Google AI Studio + # Gemini 3.5+. Vertex AI and older Gemini models omit/reject this field. id: str name: Required[str] args: Optional[dict] @@ -52,8 +52,8 @@ class PartType(TypedDict, total=False): class HttpxFunctionCall(TypedDict, total=False): - # `id` is returned by Gemini 3.5+ to correlate the corresponding - # `functionResponse`. Older Gemini models omit this field. + # `id` correlates the corresponding `functionResponse` on Google AI Studio + # Gemini 3.5+. Vertex AI and older Gemini models omit/reject this field. id: str name: Required[str] args: dict diff --git a/model_prices_and_context_window.json b/model_prices_and_context_window.json index e7a03bb0984..27d6a59740f 100644 --- a/model_prices_and_context_window.json +++ b/model_prices_and_context_window.json @@ -14957,6 +14957,64 @@ "web_search_billing_unit": "per_query", "supports_service_tier": true }, + "gemini-3.1-flash-lite": { + "cache_read_input_token_cost": 4.5e-08, + "cache_read_input_token_cost_per_audio_token": 9e-08, + "input_cost_per_audio_token": 9e-07, + "input_cost_per_token": 4.5e-07, + "litellm_provider": "vertex_ai-language-models", + "max_audio_length_hours": 8.4, + "max_audio_per_prompt": 1, + "max_images_per_prompt": 3000, + "max_input_tokens": 1048576, + "max_output_tokens": 65536, + "max_pdf_size_mb": 30, + "max_tokens": 65536, + "max_video_length": 1, + "max_videos_per_prompt": 10, + "mode": "chat", + "output_cost_per_reasoning_token": 2.7e-06, + "output_cost_per_token": 2.7e-06, + "source": "https://cloud.google.com/vertex-ai/generative-ai/pricing#gemini-models", + "supported_endpoints": [ + "/v1/chat/completions", + "/v1/completions", + "/v1/batch" + ], + "supported_modalities": [ + "text", + "image", + "audio", + "video" + ], + "supported_output_modalities": [ + "text" + ], + "supports_audio_input": true, + "supports_audio_output": false, + "supports_code_execution": true, + "supports_file_search": true, + "supports_function_calling": true, + "supports_parallel_function_calling": true, + "supports_pdf_input": true, + "supports_prompt_caching": true, + "supports_reasoning": true, + "supports_response_schema": true, + "supports_system_messages": true, + "supports_tool_choice": true, + "supports_url_context": true, + "supports_video_input": true, + "supports_vision": true, + "supports_web_search": true, + "supports_native_streaming": true, + "search_context_cost_per_query": { + "search_context_size_low": 0.014, + "search_context_size_medium": 0.014, + "search_context_size_high": 0.014 + }, + "web_search_billing_unit": "per_query", + "supports_service_tier": true + }, "deep-research-pro-preview-12-2025": { "input_cost_per_image": 0.0011, "input_cost_per_token": 2e-06, @@ -17021,6 +17079,66 @@ "web_search_billing_unit": "per_query", "supports_service_tier": true }, + "gemini/gemini-3.1-flash-lite": { + "cache_read_input_token_cost": 4.5e-08, + "cache_read_input_token_cost_per_audio_token": 9e-08, + "input_cost_per_audio_token": 9e-07, + "input_cost_per_token": 4.5e-07, + "litellm_provider": "gemini", + "max_audio_length_hours": 8.4, + "max_audio_per_prompt": 1, + "max_images_per_prompt": 3000, + "max_input_tokens": 1048576, + "max_output_tokens": 65536, + "max_pdf_size_mb": 30, + "max_tokens": 65536, + "max_video_length": 1, + "max_videos_per_prompt": 10, + "mode": "chat", + "output_cost_per_reasoning_token": 2.7e-06, + "output_cost_per_token": 2.7e-06, + "rpm": 15, + "source": "https://ai.google.dev/gemini-api/docs/pricing", + "supported_endpoints": [ + "/v1/chat/completions", + "/v1/completions", + "/v1/batch" + ], + "supported_modalities": [ + "text", + "image", + "audio", + "video" + ], + "supported_output_modalities": [ + "text" + ], + "supports_audio_input": true, + "supports_audio_output": false, + "supports_code_execution": true, + "supports_file_search": true, + "supports_function_calling": true, + "supports_parallel_function_calling": true, + "supports_pdf_input": true, + "supports_prompt_caching": true, + "supports_reasoning": true, + "supports_response_schema": true, + "supports_system_messages": true, + "supports_tool_choice": true, + "supports_url_context": true, + "supports_video_input": true, + "supports_vision": true, + "supports_web_search": true, + "supports_native_streaming": true, + "tpm": 250000, + "search_context_cost_per_query": { + "search_context_size_low": 0.014, + "search_context_size_medium": 0.014, + "search_context_size_high": 0.014 + }, + "web_search_billing_unit": "per_query", + "supports_service_tier": true + }, "gemini/gemini-3-flash-preview": { "cache_read_input_token_cost": 5e-08, "input_cost_per_audio_token": 1e-06, @@ -24319,6 +24437,21 @@ "supports_tool_choice": true, "supports_vision": true }, + "mistral/ministral-8b-2512": { + "input_cost_per_token": 1.5e-07, + "litellm_provider": "mistral", + "max_input_tokens": 262144, + "max_output_tokens": 262144, + "max_tokens": 262144, + "mode": "chat", + "output_cost_per_token": 1.5e-07, + "source": "https://mistral.ai/pricing", + "supports_assistant_prefill": true, + "supports_function_calling": true, + "supports_response_schema": true, + "supports_tool_choice": true, + "supports_vision": true + }, "mistral/mistral-tiny": { "input_cost_per_token": 2.5e-07, "litellm_provider": "mistral", @@ -33639,6 +33772,64 @@ }, "web_search_billing_unit": "per_query" }, + "vertex_ai/gemini-3.1-flash-lite": { + "cache_read_input_token_cost": 4.5e-08, + "cache_read_input_token_cost_per_audio_token": 9e-08, + "input_cost_per_audio_token": 9e-07, + "input_cost_per_token": 4.5e-07, + "litellm_provider": "vertex_ai-language-models", + "max_audio_length_hours": 8.4, + "max_audio_per_prompt": 1, + "max_images_per_prompt": 3000, + "max_input_tokens": 1048576, + "max_output_tokens": 65536, + "max_pdf_size_mb": 30, + "max_tokens": 65536, + "max_video_length": 1, + "max_videos_per_prompt": 10, + "mode": "chat", + "output_cost_per_reasoning_token": 2.7e-06, + "output_cost_per_token": 2.7e-06, + "source": "https://cloud.google.com/vertex-ai/generative-ai/pricing#gemini-models", + "supported_endpoints": [ + "/v1/chat/completions", + "/v1/completions", + "/v1/batch" + ], + "supported_modalities": [ + "text", + "image", + "audio", + "video" + ], + "supported_output_modalities": [ + "text" + ], + "supports_audio_input": true, + "supports_audio_output": false, + "supports_code_execution": true, + "supports_file_search": true, + "supports_function_calling": true, + "supports_parallel_function_calling": true, + "supports_pdf_input": true, + "supports_prompt_caching": true, + "supports_reasoning": true, + "supports_response_schema": true, + "supports_system_messages": true, + "supports_tool_choice": true, + "supports_url_context": true, + "supports_video_input": true, + "supports_vision": true, + "supports_web_search": true, + "supports_native_streaming": true, + "search_context_cost_per_query": { + "search_context_size_low": 0.014, + "search_context_size_medium": 0.014, + "search_context_size_high": 0.014 + }, + "web_search_billing_unit": "per_query", + "supports_service_tier": true + }, "vertex_ai/deep-research-pro-preview-12-2025": { "input_cost_per_image": 0.0011, "input_cost_per_token": 2e-06, diff --git a/tests/local_testing/conftest.py b/tests/local_testing/conftest.py index 6a746041f15..acb79a7577d 100644 --- a/tests/local_testing/conftest.py +++ b/tests/local_testing/conftest.py @@ -22,6 +22,18 @@ sys.path.insert( ) # Adds the parent directory to the system path import litellm +# ``litellm.model_cost`` is loaded at import time from the URL pinned to +# ``main`` (``LITELLM_MODEL_COST_MAP_URL``). The in-tree backup ships with +# this branch and can include pricing entries that main has not yet picked +# up (e.g. an upstream provider rotates a model id and the test cassette +# records the new name). Backfill any entries that are missing from the +# remote-fetched map so cost-calculator lookups in tests succeed against +# the cassette state the branch is being tested with. +from litellm.litellm_core_utils.get_model_cost_map import GetModelCostMap + +for _k, _v in GetModelCostMap.load_local_model_cost_map().items(): + litellm.model_cost.setdefault(_k, _v) + from tests._vcr_conftest_common import ( # noqa: E402,F401 VerboseReporterState, _pin_multipart_boundary, diff --git a/tests/mcp_tests/test_mcp_server.py b/tests/mcp_tests/test_mcp_server.py index 409f4fad99a..809b13aeea6 100644 --- a/tests/mcp_tests/test_mcp_server.py +++ b/tests/mcp_tests/test_mcp_server.py @@ -382,6 +382,11 @@ async def test_mcp_http_transport_tool_not_found(): } ) + # Mapping populated for this server but not for the requested tool + test_manager.tool_name_to_mcp_server_name_mapping["gmail_send_email"] = ( + "test_http_server" + ) + # Try to call a tool that doesn't exist in mapping with pytest.raises(ValueError, match="Tool nonexistent_tool not found"): await test_manager.call_tool( @@ -881,6 +886,7 @@ async def test_get_tools_from_mcp_servers(): extra_headers=None, add_prefix=False, raw_headers=None, + user_api_key_auth=None, ): if server.server_id == "server1_id": return [mock_tool_1] @@ -1856,6 +1862,7 @@ async def test_get_tools_for_single_server(): extra_headers=None, add_prefix=False, raw_headers=None, + user_api_key_auth=None, ) # Verify the result diff --git a/tests/test_litellm/containers/test_azure_container_transformation.py b/tests/test_litellm/containers/test_azure_container_transformation.py index 70181f6f03d..cdcccf7c04e 100644 --- a/tests/test_litellm/containers/test_azure_container_transformation.py +++ b/tests/test_litellm/containers/test_azure_container_transformation.py @@ -109,6 +109,31 @@ class TestAzureContainerConfig: assert "/openai/v1/containers" in url + def test_get_complete_url_strips_responses_path_and_preserves_api_version(self): + """When api_base is the responses endpoint URL, get_complete_url must: + - strip /openai/responses (no double-path) + - use the api-version from api_base query string, NOT the deployment's + older api_version (e.g. 2024-08-01-preview → containers need 2025-04-01-preview) + """ + api_base = "https://my-resource.cognitiveservices.azure.com/openai/responses?api-version=2025-04-01-preview" + + url = self.config.get_complete_url( + api_base=api_base, + litellm_params={"api_version": "2024-08-01-preview"}, + ) + + assert ( + "/openai/responses/openai/containers" not in url + ), "path must not double /openai/responses" + assert "my-resource.cognitiveservices.azure.com" in url + assert "/openai/containers" in url or "/openai/v1/containers" in url + assert ( + "2025-04-01-preview" in url + ), "must use version from api_base, not litellm_params" + assert ( + "2024-08-01-preview" not in url + ), "must not fall back to older chat api_version" + def test_get_complete_url_raises_without_api_base(self, monkeypatch): monkeypatch.delenv("AZURE_API_BASE", raising=False) monkeypatch.setattr(litellm, "api_base", None) @@ -531,6 +556,92 @@ class TestAzureContainerKnownFailureRegressions: assert qs.get("api-version") == ["v1"] assert qs.get("foo") == ["bar"] + @pytest.mark.asyncio + async def test_regression_no_container_id_does_not_use_user_supplied_model_id( + self, monkeypatch + ): + """Operations without container_id (create, list) must NOT route via + _ageneric_api_call_with_fallbacks using a caller-supplied model_id. + + Security boundary: only the path that holds a validated container_id + is trusted to fall back to the forwarded model_id. A caller setting + model_id without container_id on POST /v1/containers must not gain + access to an arbitrary deployment UUID. + """ + from litellm.router import Router + + router = Router( + model_list=[ + { + "model_name": "azure-model", + "litellm_params": { + "model": "azure/gpt-4", + "api_base": "https://my-resource.cognitiveservices.azure.com", + "api_key": "test-key", + "api_version": "2025-04-01-preview", + }, + "model_info": {"id": "deployment-uuid-123"}, + } + ] + ) + + fallback_called = {"called": False} + + async def _mock_fallback(original_function, **kwargs): + fallback_called["called"] = True + return {} + + monkeypatch.setattr(router, "_ageneric_api_call_with_fallbacks", _mock_fallback) + + original_called = {"called": False} + + async def _noop(**kwargs): + original_called["called"] = True + return {} + + # No container_id — simulates create/list; caller injects a model_id + await router._init_containers_api_endpoints( + original_function=_noop, + model_id="deployment-uuid-123", + custom_llm_provider="azure", + ) + + assert not fallback_called["called"], ( + "_ageneric_api_call_with_fallbacks must NOT be called when " + "container_id is absent, even if model_id is supplied" + ) + assert original_called["called"], "original_function must be called directly" + + def test_regression_httpx_empty_params_strips_query_string(self): + """httpx erases the URL query-string when params={} (empty dict) is passed. + + Root cause of the Azure container 404s on POST/DELETE: + _build_query_params returns {} when the endpoint has no extra params; + passing that {} as params= to httpx wiped ?api-version=2025-04-01-preview. + + Fix: every container httpx call now uses `params or None` so an empty + dict falls back to None, which tells httpx to leave the URL untouched. + """ + url = ( + "https://resource.cognitiveservices.azure.com" + "/openai/containers/cntr_123?api-version=2025-04-01-preview" + ) + client = httpx.AsyncClient() + + req_none = client.build_request("DELETE", url, params=None) + assert "api-version=2025-04-01-preview" in str(req_none.url) + + req_empty = client.build_request("DELETE", url, params={}) + assert "api-version" not in str( + req_empty.url + ), "Documents root cause: params={} strips the query string" + + effective: dict = {} + req_guarded = client.build_request("DELETE", url, params=effective or None) + assert "api-version=2025-04-01-preview" in str( + req_guarded.url + ), "`params or None` must preserve ?api-version" + def test_regression_proxy_resolves_azure_text_same_as_azure(self): """Router/proxy treat azure_text like azure for container config.""" from litellm.proxy.container_endpoints.handler_factory import ( @@ -770,3 +881,143 @@ class TestAzureContainerKnownFailureRegressions: assert captured["data"]["container_id"] == "cntr_123" assert captured["data"]["custom_llm_provider"] == "azure" assert captured["data"]["model_id"] == "model_abc123" + + @pytest.mark.asyncio + async def test_regression_get_container_forwarding_params_sets_model_id_for_managed_id( + self, + ): + """get_container_forwarding_params must extract model_id from a + LiteLLM-managed encoded container ID and include it in the forwarding + dict. This is the proxy-side half of the native-Azure-ID routing fix: + the router's _init_containers_api_endpoints reads kwargs["model_id"] + which is set here. + """ + from litellm.proxy.container_endpoints.ownership import ( + get_container_forwarding_params, + ) + + encoded_id = ResponsesAPIRequestUtils._build_container_id( + custom_llm_provider="azure", + model_id="deployment-uuid-123", + container_id="cntr_6a058b43d24c8190a226cfb1d35405b20115fb7875ff11df", + ) + + params = await get_container_forwarding_params( + container_id=encoded_id, + original_container_id="cntr_6a058b43d24c8190a226cfb1d35405b20115fb7875ff11df", + custom_llm_provider="azure", + ) + + assert ( + params.get("model_id") == "deployment-uuid-123" + ), "model_id must be forwarded to the router for managed container IDs" + assert params.get("container_id") == ( + "cntr_6a058b43d24c8190a226cfb1d35405b20115fb7875ff11df" + ) + assert params.get("custom_llm_provider") == "azure" + + @pytest.mark.asyncio + async def test_regression_get_container_forwarding_params_recovers_model_id_for_native_id( + self, monkeypatch + ): + """Native Azure IDs (``cntr_``) cannot be decoded, so model_id + must be recovered from the ownership row's ``unified_object_id`` — + the encoded form captured at create time when the router selected a + specific deployment. Without this, the router-side fallback for + native IDs in ``_init_containers_api_endpoints`` is dead code. + """ + from types import SimpleNamespace + from unittest.mock import AsyncMock + + from litellm.proxy.container_endpoints import ownership + from litellm.proxy.container_endpoints.ownership import ( + get_container_forwarding_params, + ) + + native_id = "cntr_6a058b43d24c8190a226cfb1d35405b20115fb7875ff11df" + encoded_stored_id = ResponsesAPIRequestUtils._build_container_id( + custom_llm_provider="azure", + model_id="deployment-uuid-123", + container_id=native_id, + ) + + ownership._CONTAINER_STORED_ID_CACHE.flush_cache() + ownership._CONTAINER_OWNER_CACHE.flush_cache() + + table = AsyncMock() + table.find_first.return_value = SimpleNamespace( + created_by="user-1", + file_purpose=ownership.CONTAINER_OBJECT_PURPOSE, + unified_object_id=encoded_stored_id, + ) + prisma_client = SimpleNamespace( + db=SimpleNamespace(litellm_managedobjecttable=table) + ) + monkeypatch.setattr( + ownership, + "_get_prisma_client", + AsyncMock(return_value=prisma_client), + ) + + params = await get_container_forwarding_params( + container_id=native_id, + original_container_id=native_id, + custom_llm_provider="azure", + ) + + assert params.get("model_id") == "deployment-uuid-123", ( + "model_id must be recovered from the stored unified_object_id " + "for native upstream container IDs" + ) + assert params.get("container_id") == native_id + assert params.get("custom_llm_provider") == "azure" + + @pytest.mark.asyncio + async def test_regression_native_azure_container_id_uses_forwarded_model_id( + self, monkeypatch + ): + """Native Azure container IDs (cntr_ + hex, no LiteLLM payload) must + still route through _ageneric_api_call_with_fallbacks using the + model_id forwarded from the proxy ownership check so that deployment + credentials (api_base) are applied.""" + from litellm.router import Router + + router = Router( + model_list=[ + { + "model_name": "azure-model", + "litellm_params": { + "model": "azure/gpt-4", + "api_base": "https://my-resource.cognitiveservices.azure.com", + "api_key": "test-key", + "api_version": "2025-04-01-preview", + }, + "model_info": {"id": "deployment-uuid-123"}, + } + ] + ) + + called_with: dict = {} + + async def _mock_fallback(original_function, **kwargs): + called_with.update(kwargs) + return {} + + monkeypatch.setattr(router, "_ageneric_api_call_with_fallbacks", _mock_fallback) + + native_azure_id = "cntr_6a058b43d24c8190a226cfb1d35405b20115fb7875ff11df" + + async def _noop(**kwargs): + return {} + + await router._init_containers_api_endpoints( + original_function=_noop, + container_id=native_azure_id, + model_id="deployment-uuid-123", + custom_llm_provider="azure", + ) + + assert called_with.get("model") == "deployment-uuid-123", ( + "_ageneric_api_call_with_fallbacks must be called with the forwarded " + "model_id when the container_id carries no LiteLLM routing payload" + ) diff --git a/tests/test_litellm/enterprise/proxy/test_batch_update_db_managed_output_file_id.py b/tests/test_litellm/enterprise/proxy/test_batch_update_db_managed_output_file_id.py new file mode 100644 index 00000000000..d8669960674 --- /dev/null +++ b/tests/test_litellm/enterprise/proxy/test_batch_update_db_managed_output_file_id.py @@ -0,0 +1,260 @@ +"""Regression: update_batch_in_database must not persist raw provider output_file_id.""" + +import json +from types import SimpleNamespace +from typing import Optional +import pytest +from unittest.mock import AsyncMock, MagicMock + +from litellm.proxy._types import UserAPIKeyAuth +from litellm.proxy.openai_files_endpoints.common_utils import ( + ensure_batch_response_managed_file_ids, + update_batch_in_database, +) +from litellm.types.utils import LiteLLMBatch + + +def _build_batch_response( + *, + batch_id: str = "batch_managed_ids_test", + status: str = "completed", + output_file_id: Optional[str] = "file-rawoutput789", + error_file_id: Optional[str] = None, + hidden_params: Optional[dict] = None, +) -> LiteLLMBatch: + batch = LiteLLMBatch( + id=batch_id, + object="batch", + status=status, + endpoint="/v1/chat/completions", + input_file_id="file-input123", + output_file_id=output_file_id, + error_file_id=error_file_id, + completion_window="24h", + created_at=1234567890, + ) + if hidden_params is not None: + batch._hidden_params = hidden_params # type: ignore[attr-defined] + return batch + + +def _build_managed_files_mock(unified_id: str = "file-bWFuYWdlZF9vdXRwdXRfaWQ="): + mock = MagicMock() + mock.get_unified_output_file_id = MagicMock(return_value=unified_id) + mock.store_unified_file_id = AsyncMock() + return mock + + +def _build_prisma_mock(): + mock = MagicMock() + mock.db.litellm_managedfiletable.find_first = AsyncMock(return_value=None) + mock.db.litellm_managedobjecttable.update = AsyncMock() + return mock + + +@pytest.mark.asyncio +async def test_update_batch_in_database_stores_unified_output_file_id(): + raw_output_file_id = "file-rawoutput789" + unified_output_file_id = "file-bWFuYWdlZF9vdXRwdXRfaWQ=" + batch_id = "batch_managed_ids_test" + unified_batch_id = ( + "litellm_proxy;model_id:my-model;llm_batch_id:batch_managed_ids_test" + ) + + response = _build_batch_response( + batch_id=batch_id, + output_file_id=raw_output_file_id, + hidden_params={"model_id": "my-model", "model_name": "openai/gpt-4o"}, + ) + + mock_managed_files = _build_managed_files_mock(unified_id=unified_output_file_id) + mock_prisma = _build_prisma_mock() + + await update_batch_in_database( + batch_id=batch_id, + unified_batch_id=unified_batch_id, + response=response, + managed_files_obj=mock_managed_files, + prisma_client=mock_prisma, + verbose_proxy_logger=MagicMock(), + user_api_key_dict=UserAPIKeyAuth(user_id="user-abc"), + ) + + stored = json.loads( + mock_prisma.db.litellm_managedobjecttable.update.call_args.kwargs["data"][ + "file_object" + ] + ) + assert stored["output_file_id"] == unified_output_file_id + assert stored["output_file_id"] != raw_output_file_id + + +@pytest.mark.asyncio +async def test_ensure_batch_response_normalizes_error_file_id(): + """Both output_file_id and error_file_id must be normalized to managed IDs.""" + unified_id = "file-bWFuYWdlZF9vdXRwdXRfaWQ=" + response = _build_batch_response( + output_file_id="file-raw-output", + error_file_id="file-raw-error", + hidden_params={"model_id": "my-model", "model_name": "openai/gpt-4o"}, + ) + + mock_managed_files = _build_managed_files_mock(unified_id=unified_id) + mock_prisma = _build_prisma_mock() + + await ensure_batch_response_managed_file_ids( + response=response, + managed_files_obj=mock_managed_files, + prisma_client=mock_prisma, + verbose_proxy_logger=MagicMock(), + user_api_key_dict=UserAPIKeyAuth(user_id="user-abc"), + ) + + assert response.output_file_id == unified_id + assert response.error_file_id == unified_id + assert mock_managed_files.get_unified_output_file_id.call_count == 2 + + +@pytest.mark.asyncio +async def test_ensure_batch_response_swallows_conversion_errors(): + """When the managed-files conversion raises, the failure is logged, not propagated.""" + raw_output_file_id = "file-raw-output" + response = _build_batch_response( + output_file_id=raw_output_file_id, + hidden_params={"model_id": "my-model", "model_name": "openai/gpt-4o"}, + ) + + mock_managed_files = MagicMock() + mock_managed_files.get_unified_output_file_id = MagicMock( + side_effect=RuntimeError("boom") + ) + mock_managed_files.store_unified_file_id = AsyncMock() + + mock_logger = MagicMock() + await ensure_batch_response_managed_file_ids( + response=response, + managed_files_obj=mock_managed_files, + prisma_client=_build_prisma_mock(), + verbose_proxy_logger=mock_logger, + user_api_key_dict=UserAPIKeyAuth(user_id="user-abc"), + ) + + assert response.output_file_id == raw_output_file_id + mock_logger.warning.assert_called() + + +@pytest.mark.asyncio +async def test_ensure_batch_response_builds_auth_from_db_batch_object(): + """If user_api_key_dict is omitted, fall back to created_by/team_id on db_batch_object.""" + unified_id = "file-bWFuYWdlZF9vdXRwdXRfaWQ=" + response = _build_batch_response( + output_file_id="file-raw-output", + hidden_params={"model_id": "my-model", "model_name": "openai/gpt-4o"}, + ) + + mock_managed_files = _build_managed_files_mock(unified_id=unified_id) + db_batch_object = SimpleNamespace( + created_by="user-from-db", team_id="team-from-db", status="completed" + ) + + await ensure_batch_response_managed_file_ids( + response=response, + managed_files_obj=mock_managed_files, + prisma_client=_build_prisma_mock(), + verbose_proxy_logger=MagicMock(), + db_batch_object=db_batch_object, + ) + + forwarded_auth = mock_managed_files.store_unified_file_id.call_args.kwargs[ + "user_api_key_dict" + ] + assert forwarded_auth.user_id == "user-from-db" + assert forwarded_auth.team_id == "team-from-db" + + +@pytest.mark.asyncio +async def test_ensure_batch_response_resolves_model_name_from_unified_file_id(): + """When hidden_params lacks model_name, derive it from unified_file_id.""" + unified_id = "file-bWFuYWdlZF9vdXRwdXRfaWQ=" + response = _build_batch_response( + output_file_id="file-raw-output", + hidden_params={ + "model_id": "my-model", + "unified_file_id": "litellm_proxy:application/octet-stream;unified_id,abc;target_model_names,gpt-4o-mini,gemini-2.0-flash", + }, + ) + + mock_managed_files = _build_managed_files_mock(unified_id=unified_id) + + await ensure_batch_response_managed_file_ids( + response=response, + managed_files_obj=mock_managed_files, + prisma_client=_build_prisma_mock(), + verbose_proxy_logger=MagicMock(), + user_api_key_dict=UserAPIKeyAuth(user_id="user-abc"), + ) + + assert ( + mock_managed_files.get_unified_output_file_id.call_args.kwargs["model_name"] + == "gpt-4o-mini,gemini-2.0-flash" + ) + + +@pytest.mark.asyncio +async def test_ensure_batch_response_returns_early_without_managed_files_obj(): + """Without managed_files_obj, the helper is a no-op (no conversion attempted).""" + response = _build_batch_response( + output_file_id="file-raw-output", + hidden_params={"model_id": "my-model", "model_name": "openai/gpt-4o"}, + ) + + await ensure_batch_response_managed_file_ids( + response=response, + managed_files_obj=None, + prisma_client=_build_prisma_mock(), + verbose_proxy_logger=MagicMock(), + user_api_key_dict=UserAPIKeyAuth(user_id="user-abc"), + ) + + assert response.output_file_id == "file-raw-output" + + +@pytest.mark.asyncio +async def test_ensure_batch_response_returns_early_without_model_id(): + """Without model_id in hidden_params, the helper cannot create managed IDs.""" + response = _build_batch_response( + output_file_id="file-raw-output", + hidden_params={"model_name": "openai/gpt-4o"}, + ) + mock_managed_files = _build_managed_files_mock() + + await ensure_batch_response_managed_file_ids( + response=response, + managed_files_obj=mock_managed_files, + prisma_client=_build_prisma_mock(), + verbose_proxy_logger=MagicMock(), + user_api_key_dict=UserAPIKeyAuth(user_id="user-abc"), + ) + + assert response.output_file_id == "file-raw-output" + mock_managed_files.get_unified_output_file_id.assert_not_called() + + +@pytest.mark.asyncio +async def test_ensure_batch_response_returns_early_without_auth(): + """Without user_api_key_dict or db_batch_object, no conversion is attempted.""" + response = _build_batch_response( + output_file_id="file-raw-output", + hidden_params={"model_id": "my-model", "model_name": "openai/gpt-4o"}, + ) + mock_managed_files = _build_managed_files_mock() + + await ensure_batch_response_managed_file_ids( + response=response, + managed_files_obj=mock_managed_files, + prisma_client=_build_prisma_mock(), + verbose_proxy_logger=MagicMock(), + ) + + assert response.output_file_id == "file-raw-output" + mock_managed_files.get_unified_output_file_id.assert_not_called() diff --git a/tests/test_litellm/interactions/test_gemini_interactions_transformation.py b/tests/test_litellm/interactions/test_gemini_interactions_transformation.py index 2e596a72158..524589abf5e 100644 --- a/tests/test_litellm/interactions/test_gemini_interactions_transformation.py +++ b/tests/test_litellm/interactions/test_gemini_interactions_transformation.py @@ -1,10 +1,11 @@ """ Tests for Gemini Interactions API transformation. -Covers credential leak prevention changes: -- validate_environment sets x-goog-api-key header -- get_complete_url excludes API key from URL -- get/delete/cancel interaction request URLs exclude API key +Covers: +- validate_environment: x-goog-api-key header, Api-Revision schema selection +- get_complete_url: API key excluded from URL +- get/delete/cancel interaction request URLs +- transform_request: response_mime_type coalescing, image_config migration """ import os @@ -15,6 +16,7 @@ import pytest sys.path.insert(0, os.path.abspath("../../..")) +import litellm from litellm.interactions.litellm_responses_transformation.streaming_iterator import ( LiteLLMResponsesInteractionsStreamingIterator, ) @@ -22,7 +24,6 @@ from litellm.llms.gemini.interactions.transformation import ( GoogleAIStudioInteractionsConfig, ) from litellm.types.llms.openai import ( - ContentPartAddedEvent, OutputTextDeltaEvent, ResponseCompletedEvent, ResponseCreatedEvent, @@ -85,6 +86,30 @@ class TestValidateEnvironment: assert headers["X-Custom"] == "value" assert headers["x-goog-api-key"] == "test-key" + def test_api_revision_new_schema_by_default(self, config): + # Default: use_legacy_interactions_schema=False → new steps schema + original = litellm.use_legacy_interactions_schema + try: + litellm.use_legacy_interactions_schema = False + headers = config.validate_environment( + headers={}, model="gemini-2.5-flash", litellm_params=None + ) + assert headers["Api-Revision"] == "2026-05-20" + finally: + litellm.use_legacy_interactions_schema = original + + def test_api_revision_legacy_schema_when_flag_set(self, config): + # Flag on → legacy outputs schema until June 8, 2026 + original = litellm.use_legacy_interactions_schema + try: + litellm.use_legacy_interactions_schema = True + headers = config.validate_environment( + headers={}, model="gemini-2.5-flash", litellm_params=None + ) + assert headers["Api-Revision"] == "2026-05-07" + finally: + litellm.use_legacy_interactions_schema = original + class TestGetCompleteUrl: def test_url_excludes_api_key(self, config): @@ -127,7 +152,12 @@ class TestTransformRequest: request_body = config.transform_request( model=None, agent="my-custom-slides-agent", - input=[{"type": "text", "text": "Create a 5-slide presentation about AI trends."}], + input=[ + { + "type": "text", + "text": "Create a 5-slide presentation about AI trends.", + } + ], optional_params={ "environment": "remote", "stream": False, @@ -172,158 +202,7 @@ class TestTransformRequest: ) assert request_body["environment"] == env_id -class TestStreamingIterator: - def _make_iterator(self) -> LiteLLMResponsesInteractionsStreamingIterator: - return LiteLLMResponsesInteractionsStreamingIterator( - model="gpt-5.4", - litellm_custom_stream_wrapper=MagicMock(), - request_input="hi", - optional_params={}, - ) - def _make_text_delta( - self, text: str, item_id: str = "item_1" - ) -> OutputTextDeltaEvent: - event = MagicMock(spec=OutputTextDeltaEvent) - event.delta = text - event.item_id = item_id - return event - - def _make_part_added(self, item_id: str = "item_1") -> ContentPartAddedEvent: - event = MagicMock(spec=ContentPartAddedEvent) - event.item_id = item_id - return event - - def _make_response_created(self) -> ResponseCreatedEvent: - event = MagicMock(spec=ResponseCreatedEvent) - event.response = MagicMock(id="resp_123") - return event - - def test_content_delta_includes_type_field(self): - """content.delta events must carry delta.type='text' so the UI can display them.""" - it = self._make_iterator() - it.sent_interaction_start = True - it.sent_content_start = True - - chunk = it._transform_responses_chunk_to_interactions_chunk( - self._make_text_delta("Hello") - ) - - assert chunk is not None - assert chunk.event_type == "content.delta" - assert chunk.delta == {"type": "text", "text": "Hello"} - - def test_response_part_added_emits_content_start(self): - """ContentPartAddedEvent (arrives before text deltas) should emit content.start - so the first OutputTextDeltaEvent immediately emits content.delta without dropping text. - """ - it = self._make_iterator() - it.sent_interaction_start = True - - chunk = it._transform_responses_chunk_to_interactions_chunk( - self._make_part_added() - ) - - assert chunk is not None - assert chunk.event_type == "content.start" - assert it.sent_content_start is True - - def test_first_text_delta_not_dropped_when_part_added_seen(self): - """After ContentPartAddedEvent, the first text delta must yield content.delta - (not content.start), preserving the token text.""" - it = self._make_iterator() - it.sent_interaction_start = True - it._transform_responses_chunk_to_interactions_chunk(self._make_part_added()) - - chunk = it._transform_responses_chunk_to_interactions_chunk( - self._make_text_delta("Hello") - ) - - assert chunk is not None - assert chunk.event_type == "content.delta" - assert chunk.delta is not None - assert chunk.delta.get("text") == "Hello" - - def test_part_added_emits_interaction_start_fallback_when_not_sent(self): - """If ContentPartAddedEvent arrives before any ResponseCreatedEvent, - the iterator must emit interaction.start before content.start to honor - the documented event ordering contract.""" - it = self._make_iterator() - - chunk = it._transform_responses_chunk_to_interactions_chunk( - self._make_part_added(item_id="item_42") - ) - - assert chunk is not None - assert chunk.event_type == "interaction.start" - assert chunk.id == "item_42" - assert chunk.status == "in_progress" - assert chunk.model == "gpt-5.4" - assert it.sent_interaction_start is True - assert it.sent_content_start is False - - def test_part_added_returns_none_when_already_started(self): - """A second ContentPartAddedEvent (after content.start was already emitted) - should be a no-op so we don't re-emit content.start.""" - it = self._make_iterator() - it.sent_interaction_start = True - it.sent_content_start = True - - chunk = it._transform_responses_chunk_to_interactions_chunk( - self._make_part_added() - ) - - assert chunk is None - - def test_part_added_without_item_id_falls_back_to_self_id(self): - """When ContentPartAddedEvent has no item_id and we emit the interaction.start - fallback, the id must default to an interaction_ string.""" - it = self._make_iterator() - event = MagicMock(spec=ContentPartAddedEvent) - event.item_id = None - - chunk = it._transform_responses_chunk_to_interactions_chunk(event) - - assert chunk is not None - assert chunk.event_type == "interaction.start" - assert chunk.id == f"interaction_{id(it)}" - - def test_first_text_delta_not_dropped_when_no_prior_start_events(self): - """When OutputTextDeltaEvent arrives before any ResponseCreatedEvent or - ContentPartAddedEvent, the iterator must emit interaction.start *and* - immediately follow with a content.start that carries this delta's text, - so the first token is never silently dropped from the stream.""" - events = [ - self._make_text_delta("Hello"), - self._make_text_delta(" World"), - ] - wrapper = MagicMock() - wrapper.__iter__ = lambda self: iter(events) - wrapper.__next__ = lambda self, _it=iter(events): next(_it) - it = LiteLLMResponsesInteractionsStreamingIterator( - model="gpt-5.4", - litellm_custom_stream_wrapper=wrapper, - request_input="hi", - optional_params={}, - ) - - first = it._transform_responses_chunk_to_interactions_chunk(events[0]) - assert first is not None - assert first.event_type == "interaction.start" - assert it.sent_interaction_start is True - assert it.sent_content_start is True - assert len(it._pending_events) == 1 - pending = it._pending_events[0] - assert pending.event_type == "content.start" - assert pending.delta == {"type": "text", "text": "Hello"} - - second = it._transform_responses_chunk_to_interactions_chunk(events[1]) - assert second is not None - assert second.event_type == "content.delta" - assert second.delta == {"type": "text", "text": " World"} - - -class TestTransformRequest: def test_stream_param_included_in_request_body(self, config): """When stream=True is in optional_params, the request body must include it so the proxy forwards the SSE streaming flag to Google's backend.""" @@ -352,6 +231,273 @@ class TestTransformRequest: assert "stream" not in body +class TestStreamingIterator: + def _make_iterator( + self, use_legacy: bool = False + ) -> LiteLLMResponsesInteractionsStreamingIterator: + original = litellm.use_legacy_interactions_schema + litellm.use_legacy_interactions_schema = use_legacy + try: + return LiteLLMResponsesInteractionsStreamingIterator( + model="gpt-5.4", + litellm_custom_stream_wrapper=MagicMock(), + request_input="hi", + optional_params={}, + ) + finally: + litellm.use_legacy_interactions_schema = original + + def _make_text_delta( + self, text: str, item_id: str = "item_1" + ) -> OutputTextDeltaEvent: + event = MagicMock(spec=OutputTextDeltaEvent) + event.delta = text + event.item_id = item_id + return event + + def _make_response_created(self) -> ResponseCreatedEvent: + event = MagicMock(spec=ResponseCreatedEvent) + event.response = MagicMock(id="resp_123") + return event + + def test_step_delta_includes_type_field(self): + """step.delta events must carry delta.type='text' so the UI can display them.""" + it = self._make_iterator(use_legacy=False) + it.sent_interaction_start = True + it.sent_content_start = True + + chunk = it._transform_responses_chunk_to_interactions_chunk( + self._make_text_delta("Hello") + ) + + assert chunk is not None + assert chunk.event_type == "step.delta" + assert chunk.delta == {"type": "text", "text": "Hello"} + + def test_content_delta_legacy_schema(self): + """Legacy schema emits content.delta with type and text fields.""" + it = self._make_iterator(use_legacy=True) + it.sent_interaction_start = True + it.sent_content_start = True + + chunk = it._transform_responses_chunk_to_interactions_chunk( + self._make_text_delta("Hello") + ) + + assert chunk is not None + assert chunk.event_type == "content.delta" + assert chunk.delta == {"type": "text", "text": "Hello"} + + def test_response_created_emits_interaction_created(self): + it = self._make_iterator(use_legacy=False) + + chunk = it._transform_responses_chunk_to_interactions_chunk( + self._make_response_created() + ) + + assert chunk is not None + assert chunk.event_type == "interaction.created" + assert chunk.id == "resp_123" + assert it.sent_interaction_start is True + + def test_response_created_emits_interaction_start_legacy(self): + it = self._make_iterator(use_legacy=True) + + chunk = it._transform_responses_chunk_to_interactions_chunk( + self._make_response_created() + ) + + assert chunk is not None + assert chunk.event_type == "interaction.start" + assert chunk.id == "resp_123" + + def test_text_delta_sequence_new_schema(self): + """First chunk yields created + step.start + step.delta; later chunks yield step.delta.""" + it = self._make_iterator(use_legacy=False) + + first_events = it._events_for_chunk(self._make_text_delta("Hello")) + assert [e.event_type for e in first_events] == [ + "interaction.created", + "step.start", + "step.delta", + ] + assert first_events[-1].delta == {"type": "text", "text": "Hello"} + assert it.sent_interaction_start is True + assert it.sent_content_start is True + + second_events = it._events_for_chunk(self._make_text_delta(" World")) + assert [e.event_type for e in second_events] == ["step.delta"] + assert second_events[0].delta == {"type": "text", "text": " World"} + + third_events = it._events_for_chunk(self._make_text_delta("!")) + assert [e.event_type for e in third_events] == ["step.delta"] + assert third_events[0].delta == {"type": "text", "text": "!"} + + def test_text_delta_sequence_legacy_schema(self): + """Legacy: first chunk yields interaction.start + content.start + content.delta.""" + it = self._make_iterator(use_legacy=True) + + first_events = it._events_for_chunk(self._make_text_delta("Hello")) + assert [e.event_type for e in first_events] == [ + "interaction.start", + "content.start", + "content.delta", + ] + assert first_events[-1].delta == {"type": "text", "text": "Hello"} + + second_events = it._events_for_chunk(self._make_text_delta(" World")) + assert [e.event_type for e in second_events] == ["content.delta"] + assert second_events[0].delta == {"type": "text", "text": " World"} + + def test_first_text_delta_without_item_id_uses_fallback_id(self): + it = self._make_iterator(use_legacy=False) + event = self._make_text_delta("Hi") + event.item_id = None + + events = it._events_for_chunk(event) + + assert events[0].event_type == "interaction.created" + assert events[0].id == f"interaction_{id(it)}" + + def test_first_text_delta_emits_text_via_compat_shim(self): + """The legacy single-chunk shim must surface the synthetic events AND the delta.""" + it = self._make_iterator(use_legacy=False) + + first = it._transform_responses_chunk_to_interactions_chunk( + self._make_text_delta("Hello") + ) + assert first is not None + assert first.event_type == "interaction.created" + + second = it.__next__() if it._pending_events else None + assert second is not None + assert second.event_type == "step.start" + + third = it.__next__() if it._pending_events else None + assert third is not None + assert third.event_type == "step.delta" + assert third.delta == {"type": "text", "text": "Hello"} + + def test_response_created_then_text_delta_emits_step_start_and_delta(self): + """Realistic flow: response.created arrives first, then text delta.""" + it = self._make_iterator(use_legacy=False) + + first = it._events_for_chunk(self._make_response_created()) + assert [e.event_type for e in first] == ["interaction.created"] + + second = it._events_for_chunk(self._make_text_delta("Hello")) + assert [e.event_type for e in second] == ["step.start", "step.delta"] + assert second[-1].delta == {"type": "text", "text": "Hello"} + + def test_no_text_token_is_dropped_during_streaming(self): + """Concatenated step.delta payloads must equal the upstream text.""" + it = self._make_iterator(use_legacy=False) + + chunks = ["Hello", " ", "world", "!"] + emitted_text = "" + for c in chunks: + for ev in it._events_for_chunk(self._make_text_delta(c)): + if ev.event_type == "step.delta": + assert ev.delta is not None + emitted_text += ev.delta["text"] + + assert emitted_text == "Hello world!" + + def test_stop_iteration_fallback_emits_completion_event(self): + """If upstream ends without ResponseCompletedEvent, terminal events still flow.""" + from unittest.mock import MagicMock + + text_event = self._make_text_delta("hi") + sync_iter = MagicMock() + sync_iter.__iter__ = lambda self: self + sync_iter.__next__ = MagicMock(side_effect=[text_event, StopIteration]) + + original = litellm.use_legacy_interactions_schema + litellm.use_legacy_interactions_schema = False + try: + it = LiteLLMResponsesInteractionsStreamingIterator( + model="gpt-5.4", + litellm_custom_stream_wrapper=sync_iter, + request_input="hi", + optional_params={}, + ) + finally: + litellm.use_legacy_interactions_schema = original + + emitted: list = [] + try: + while True: + emitted.append(next(it)) + except StopIteration: + pass + + event_types = [e.event_type for e in emitted] + assert event_types == [ + "interaction.created", + "step.start", + "step.delta", + "step.stop", + "interaction.completed", + ] + terminal = emitted[-1] + assert terminal.steps == [ + { + "type": "model_output", + "content": [{"type": "text", "text": "hi"}], + } + ] + # EOF-flushed terminal event must carry the same id as interaction.created. + assert terminal.id == emitted[0].id == "item_1" + + def test_response_completed_emits_stop_then_completion(self): + """ResponseCompletedEvent expands into step.stop + interaction.completed.""" + from unittest.mock import MagicMock + + text_event = self._make_text_delta("hi") + completed = MagicMock(spec=ResponseCompletedEvent) + completed.response = MagicMock(id="resp_999") + + sync_iter = MagicMock() + sync_iter.__iter__ = lambda self: self + sync_iter.__next__ = MagicMock(side_effect=[text_event, completed]) + + original = litellm.use_legacy_interactions_schema + litellm.use_legacy_interactions_schema = False + try: + it = LiteLLMResponsesInteractionsStreamingIterator( + model="gpt-5.4", + litellm_custom_stream_wrapper=sync_iter, + request_input="hi", + optional_params={}, + ) + finally: + litellm.use_legacy_interactions_schema = original + + emitted: list = [] + try: + while True: + emitted.append(next(it)) + except StopIteration: + pass + + event_types = [e.event_type for e in emitted] + assert event_types == [ + "interaction.created", + "step.start", + "step.delta", + "step.stop", + "interaction.completed", + ] + # StopIteration fallback path must NOT add a duplicate completion event. + assert event_types.count("interaction.completed") == 1 + # When the stream starts directly with a text delta (no preceding + # response.created), the terminal events must reuse the id derived from + # the first chunk's item_id rather than switching to response.id, so + # consumers can correlate the start and completion events by id. + assert emitted[0].id == "item_1" + assert emitted[-1].id == "item_1" + + class TestInteractionOperationUrls: """Test that get/delete/cancel interaction URLs exclude API key.""" @@ -410,3 +556,152 @@ class TestInteractionOperationUrls: litellm_params=GenericLiteLLMParams(api_key=None), headers={}, ) + + +class TestTransformRequestSchemaCoalescing: + """Test new-schema request coalescing (Api-Revision: 2026-05-20).""" + + def test_response_mime_type_folded_into_response_format(self, config): + original = litellm.use_legacy_interactions_schema + try: + litellm.use_legacy_interactions_schema = False + body = config.transform_request( + model="gemini/gemini-2.5-flash", + agent=None, + input="summarise", + optional_params={ + "response_mime_type": "application/json", + "response_format": {"type": "object", "properties": {}}, + }, + litellm_params=GenericLiteLLMParams(), + headers={}, + ) + finally: + litellm.use_legacy_interactions_schema = original + + # response_mime_type must not appear as a top-level body key + assert "response_mime_type" not in body + rf = body["response_format"] + assert rf["type"] == "text" + assert rf["mime_type"] == "application/json" + assert "schema" in rf + + def test_image_config_moved_to_response_format(self, config): + original = litellm.use_legacy_interactions_schema + try: + litellm.use_legacy_interactions_schema = False + body = config.transform_request( + model="gemini/gemini-2.5-flash", + agent=None, + input="draw a sunset", + optional_params={ + "generation_config": { + "temperature": 0.7, + "image_config": {"aspect_ratio": "1:1", "image_size": "1K"}, + } + }, + litellm_params=GenericLiteLLMParams(), + headers={}, + ) + finally: + litellm.use_legacy_interactions_schema = original + + # image_config removed from generation_config + assert "image_config" not in body.get("generation_config", {}) + # moved into response_format with type=image + rf = body["response_format"] + assert rf["type"] == "image" + assert rf["aspect_ratio"] == "1:1" + + def test_response_mime_type_skipped_when_response_format_is_list(self, config): + """Lists are already polymorphic; do not wrap them into schema.""" + original = litellm.use_legacy_interactions_schema + try: + litellm.use_legacy_interactions_schema = False + rf_list = [ + {"type": "text", "mime_type": "application/json"}, + {"type": "image", "aspect_ratio": "1:1"}, + ] + body = config.transform_request( + model="gemini/gemini-2.5-flash", + agent=None, + input="multimodal", + optional_params={ + "response_format": rf_list, + "response_mime_type": "application/json", + }, + litellm_params=GenericLiteLLMParams(), + headers={}, + ) + finally: + litellm.use_legacy_interactions_schema = original + + assert body["response_format"] == rf_list + assert "response_mime_type" not in body + + def test_image_config_appended_to_response_format_list_without_mutating_input( + self, config + ): + """When response_format is already a list, image_config must not mutate optional_params.""" + original = litellm.use_legacy_interactions_schema + try: + litellm.use_legacy_interactions_schema = False + text_rf = {"type": "text", "mime_type": "application/json"} + optional_params = { + "response_format": [text_rf], + "generation_config": { + "image_config": {"aspect_ratio": "16:9", "image_size": "2K"}, + }, + } + original_rf = optional_params["response_format"] + + body = config.transform_request( + model="gemini/gemini-2.5-flash", + agent=None, + input="draw and summarise", + optional_params=optional_params, + litellm_params=GenericLiteLLMParams(), + headers={}, + ) + + assert optional_params["response_format"] is original_rf + assert len(optional_params["response_format"]) == 1 + assert body["response_format"] == [ + text_rf, + {"type": "image", "aspect_ratio": "16:9", "image_size": "2K"}, + ] + + # Retry must not append a second image entry into the caller's list. + body_retry = config.transform_request( + model="gemini/gemini-2.5-flash", + agent=None, + input="draw and summarise", + optional_params=optional_params, + litellm_params=GenericLiteLLMParams(), + headers={}, + ) + assert len(optional_params["response_format"]) == 1 + assert body_retry["response_format"] == body["response_format"] + finally: + litellm.use_legacy_interactions_schema = original + + def test_legacy_schema_passes_fields_unchanged(self, config): + original = litellm.use_legacy_interactions_schema + try: + litellm.use_legacy_interactions_schema = True + body = config.transform_request( + model="gemini/gemini-2.5-flash", + agent=None, + input="hello", + optional_params={ + "response_mime_type": "application/json", + "generation_config": {"image_config": {"aspect_ratio": "16:9"}}, + }, + litellm_params=GenericLiteLLMParams(), + headers={}, + ) + finally: + litellm.use_legacy_interactions_schema = original + + assert body["response_mime_type"] == "application/json" + assert body["generation_config"]["image_config"]["aspect_ratio"] == "16:9" diff --git a/tests/test_litellm/llms/vertex_ai/gemini/test_vertex_and_google_ai_studio_gemini.py b/tests/test_litellm/llms/vertex_ai/gemini/test_vertex_and_google_ai_studio_gemini.py index db993245426..45b9f4293fa 100644 --- a/tests/test_litellm/llms/vertex_ai/gemini/test_vertex_and_google_ai_studio_gemini.py +++ b/tests/test_litellm/llms/vertex_ai/gemini/test_vertex_and_google_ai_studio_gemini.py @@ -2097,6 +2097,125 @@ def test_is_gemini_3_or_newer(): assert VertexGeminiConfig._is_gemini_3_or_newer("") == False +def test_forward_gemini_function_call_id_vertex_vs_google_ai_studio(): + """Vertex AI rejects `id` on function_call/function_response; Google AI Studio accepts it on Gemini 3.5+.""" + from litellm.llms.vertex_ai.gemini.vertex_and_google_ai_studio_gemini import ( + VertexGeminiConfig, + ) + + model = "gemini-3.5-flash" + assert ( + VertexGeminiConfig._forward_gemini_function_call_id(model, "vertex_ai") is False + ) + assert ( + VertexGeminiConfig._forward_gemini_function_call_id(model, "vertex_ai_beta") + is False + ) + assert VertexGeminiConfig._forward_gemini_function_call_id(model, "gemini") is True + assert VertexGeminiConfig._forward_gemini_function_call_id(model, None) is False + assert ( + VertexGeminiConfig._forward_gemini_function_call_id( + "gemini-2.5-flash", "gemini" + ) + is False + ) + + +def test_vertex_ai_gemini_35_tool_calls_omit_function_call_id(): + """Regression: Vertex must not send OpenAI tool_call id inside Gemini function_call parts.""" + from litellm.llms.vertex_ai.gemini.transformation import ( + _gemini_convert_messages_with_history, + ) + + messages = [ + {"role": "user", "content": "Explore this directory"}, + { + "role": "assistant", + "content": "", + "tool_calls": [ + { + "id": "call_50e7e0fe0989464a89f188eda443", + "type": "function", + "function": { + "name": "read", + "arguments": '{"filePath": "/tmp"}', + }, + } + ], + }, + { + "role": "tool", + "tool_call_id": "call_50e7e0fe0989464a89f188eda443", + "content": "ok", + }, + ] + + contents = _gemini_convert_messages_with_history( + messages=messages, + model="gemini-3.5-flash", + custom_llm_provider="vertex_ai", + ) + + for content in contents: + for part in content.get("parts", []): + fc = part.get("function_call") + if fc is not None: + assert "id" not in fc, f"Vertex payload must not include id: {fc}" + fr = part.get("function_response") + if fr is not None: + assert "id" not in fr, f"Vertex payload must not include id: {fr}" + + +def test_google_ai_studio_gemini_35_tool_calls_include_function_call_id(): + from litellm.llms.vertex_ai.gemini.transformation import ( + _gemini_convert_messages_with_history, + ) + + tool_call_id = "call_50e7e0fe0989464a89f188eda443" + messages = [ + {"role": "user", "content": "hi"}, + { + "role": "assistant", + "content": "", + "tool_calls": [ + { + "id": tool_call_id, + "type": "function", + "function": { + "name": "read", + "arguments": '{"filePath": "/tmp"}', + }, + } + ], + }, + { + "role": "tool", + "tool_call_id": tool_call_id, + "content": "ok", + }, + ] + + contents = _gemini_convert_messages_with_history( + messages=messages, + model="gemini-3.5-flash", + custom_llm_provider="gemini", + ) + + function_call_ids = [] + function_response_ids = [] + for content in contents: + for part in content.get("parts", []): + fc = part.get("function_call") + if fc is not None: + function_call_ids.append(fc.get("id")) + fr = part.get("function_response") + if fr is not None: + function_response_ids.append(fr.get("id")) + + assert function_call_ids == [tool_call_id] + assert function_response_ids == [tool_call_id] + + def test_reasoning_effort_maps_to_thinking_level_gemini_3(): """Test that reasoning_effort maps to thinking_level AND includeThoughts for Gemini 3+ models""" from litellm.llms.vertex_ai.gemini.vertex_and_google_ai_studio_gemini import ( @@ -3531,7 +3650,12 @@ def test_video_metadata_supported_for_all_gemini_models(): } ] - for model in ["gemini-1.5-pro", "gemini-2.5-flash", "gemini-2.5-pro", "gemini-3-pro-preview"]: + for model in [ + "gemini-1.5-pro", + "gemini-2.5-flash", + "gemini-2.5-pro", + "gemini-3-pro-preview", + ]: contents = _gemini_convert_messages_with_history(messages=messages, model=model) file_part = None @@ -3541,19 +3665,25 @@ def test_video_metadata_supported_for_all_gemini_models(): break assert file_part is not None, f"{model}: file part should exist" - assert "video_metadata" in file_part, f"{model}: video_metadata should be present" + assert ( + "video_metadata" in file_part + ), f"{model}: video_metadata should be present" assert file_part["video_metadata"]["fps"] == 5, f"{model}: fps should be 5" # Per-part media_resolution is Gemini 3+ only; 2.x uses generation_config global for model in ["gemini-3-pro-preview"]: contents = _gemini_convert_messages_with_history(messages=messages, model=model) file_part = next(p for p in contents[0]["parts"] if "file_data" in p) - assert "media_resolution" in file_part, f"{model}: media_resolution should be present" + assert ( + "media_resolution" in file_part + ), f"{model}: media_resolution should be present" for model in ["gemini-1.5-pro", "gemini-2.5-flash", "gemini-2.5-pro"]: contents = _gemini_convert_messages_with_history(messages=messages, model=model) file_part = next(p for p in contents[0]["parts"] if "file_data" in p) - assert "media_resolution" not in file_part, f"{model}: per-part media_resolution should not be set" + assert ( + "media_resolution" not in file_part + ), f"{model}: per-part media_resolution should not be set" def test_chunk_parser_handles_prompt_feedback_block(): @@ -4186,8 +4316,9 @@ def test_vertex_ai_usage_metadata_with_document_tokens_in_prompt(): # DOCUMENT tokens should be included in text_tokens: 8 (TEXT) + 774 (DOCUMENT) = 782 assert result.prompt_tokens_details is not None - assert result.prompt_tokens_details.text_tokens == 782, \ - "DOCUMENT modality tokens should be added to text_tokens (8 TEXT + 774 DOCUMENT = 782)" + assert ( + result.prompt_tokens_details.text_tokens == 782 + ), "DOCUMENT modality tokens should be added to text_tokens (8 TEXT + 774 DOCUMENT = 782)" # Verify completion token details assert result.completion_tokens_details is not None @@ -4222,8 +4353,9 @@ def test_vertex_ai_usage_metadata_with_document_tokens_cached(): # DOCUMENT cached tokens map to cached_text_tokens, so: # text_tokens = (8 TEXT + 774 DOCUMENT) - 400 cached = 382 - assert result.prompt_tokens_details.text_tokens == 382, \ - "text_tokens should be (8 + 774) - 400 cached = 382" + assert ( + result.prompt_tokens_details.text_tokens == 382 + ), "text_tokens should be (8 + 774) - 400 cached = 382" assert result.prompt_tokens_details.cached_tokens == 400 @@ -4693,7 +4825,9 @@ def test_mid_stream_429_error_raises_during_iteration(): { "content": { "role": "model", - "parts": [{"text": "Let me think about this...", "thought": True}], + "parts": [ + {"text": "Let me think about this...", "thought": True} + ], }, "index": 0, } @@ -4713,7 +4847,9 @@ def test_mid_stream_429_error_raises_during_iteration(): { "content": { "role": "model", - "parts": [{"text": "I'll generate the image now.", "thought": True}], + "parts": [ + {"text": "I'll generate the image now.", "thought": True} + ], }, "index": 0, } diff --git a/tests/test_litellm/proxy/_experimental/mcp_server/test_byok_oauth_endpoints.py b/tests/test_litellm/proxy/_experimental/mcp_server/test_byok_oauth_endpoints.py index 66b96785f69..9f2feddb0e3 100644 --- a/tests/test_litellm/proxy/_experimental/mcp_server/test_byok_oauth_endpoints.py +++ b/tests/test_litellm/proxy/_experimental/mcp_server/test_byok_oauth_endpoints.py @@ -1229,6 +1229,143 @@ def test_validate_trusted_redirect_uri_rejects_fragment_and_bad_scheme(): assert exc.value.status_code == 400, uri +def test_validate_trusted_redirect_uri_accepts_cursor_native_callback(): + from litellm.proxy._experimental.mcp_server.oauth_utils import ( + validate_trusted_redirect_uri, + ) + + req = _make_trusted_request("http://localhost:4000/") + validate_trusted_redirect_uri(req, "cursor://anysphere.cursor-mcp/oauth/callback") + + +def test_validate_trusted_redirect_uri_rejects_unlisted_native_callback( + monkeypatch, +): + from litellm.proxy._experimental.mcp_server.oauth_utils import ( + validate_trusted_redirect_uri, + ) + + monkeypatch.setenv("MCP_TRUSTED_NATIVE_REDIRECT_URIS", "") + # Clear defaults by patching — env-only path for this test + monkeypatch.setattr( + "litellm.proxy._experimental.mcp_server.oauth_utils._DEFAULT_NATIVE_REDIRECT_URIS", + [], + ) + req = _make_trusted_request("http://localhost:4000/") + with pytest.raises(HTTPException) as exc: + validate_trusted_redirect_uri( + req, "cursor://anysphere.cursor-mcp/oauth/callback" + ) + assert exc.value.status_code == 400 + + +def test_validate_trusted_redirect_uri_accepts_env_native_redirect_uri( + monkeypatch, +): + from litellm.proxy._experimental.mcp_server.oauth_utils import ( + validate_trusted_redirect_uri, + ) + + monkeypatch.setattr( + "litellm.proxy._experimental.mcp_server.oauth_utils._DEFAULT_NATIVE_REDIRECT_URIS", + [], + ) + monkeypatch.setenv( + "MCP_TRUSTED_NATIVE_REDIRECT_URIS", + "vscode://my-app/oauth/callback", + ) + req = _make_trusted_request("http://localhost:4000/") + validate_trusted_redirect_uri(req, "vscode://my-app/oauth/callback") + + +def test_validate_trusted_redirect_uri_rejects_native_callback_with_fragment(): + from litellm.proxy._experimental.mcp_server.oauth_utils import ( + validate_trusted_redirect_uri, + ) + + req = _make_trusted_request("http://localhost:4000/") + with pytest.raises(HTTPException) as exc: + validate_trusted_redirect_uri( + req, "cursor://anysphere.cursor-mcp/oauth/callback#frag" + ) + assert exc.value.status_code == 400 + + +def test_validate_trusted_redirect_uri_rejects_native_callback_with_query(): + from litellm.proxy._experimental.mcp_server.oauth_utils import ( + validate_trusted_redirect_uri, + ) + + req = _make_trusted_request("http://localhost:4000/") + with pytest.raises(HTTPException) as exc: + validate_trusted_redirect_uri( + req, + "cursor://anysphere.cursor-mcp/oauth/callback?injected=anything", + ) + assert exc.value.status_code == 400 + + +def test_validate_trusted_redirect_uri_native_path_case_insensitive(monkeypatch): + from litellm.proxy._experimental.mcp_server.oauth_utils import ( + validate_trusted_redirect_uri, + ) + + monkeypatch.setattr( + "litellm.proxy._experimental.mcp_server.oauth_utils._DEFAULT_NATIVE_REDIRECT_URIS", + [], + ) + monkeypatch.setenv( + "MCP_TRUSTED_NATIVE_REDIRECT_URIS", + "myapp://host/MyPath", + ) + req = _make_trusted_request("http://localhost:4000/") + validate_trusted_redirect_uri(req, "myapp://host/MyPath") + + +def test_validate_trusted_redirect_uri_native_wildcard_respects_path_boundary( + monkeypatch, +): + from litellm.proxy._experimental.mcp_server.oauth_utils import ( + validate_trusted_redirect_uri, + ) + + monkeypatch.setattr( + "litellm.proxy._experimental.mcp_server.oauth_utils._DEFAULT_NATIVE_REDIRECT_URIS", + [], + ) + monkeypatch.setenv( + "MCP_TRUSTED_NATIVE_REDIRECT_URIS", + "cursor://anysphere.cursor-mcp/oauth/callback*", + ) + req = _make_trusted_request("http://localhost:4000/") + validate_trusted_redirect_uri( + req, "cursor://anysphere.cursor-mcp/oauth/callback/extra" + ) + with pytest.raises(HTTPException): + validate_trusted_redirect_uri( + req, "cursor://anysphere.cursor-mcp/oauth/callback-2" + ) + + +def test_validate_trusted_redirect_uri_native_wildcard_directory_prefix( + monkeypatch, +): + from litellm.proxy._experimental.mcp_server.oauth_utils import ( + validate_trusted_redirect_uri, + ) + + monkeypatch.setattr( + "litellm.proxy._experimental.mcp_server.oauth_utils._DEFAULT_NATIVE_REDIRECT_URIS", + [], + ) + monkeypatch.setenv( + "MCP_TRUSTED_NATIVE_REDIRECT_URIS", + "cursor://anysphere.cursor-mcp/oauth/*", + ) + req = _make_trusted_request("http://localhost:4000/") + validate_trusted_redirect_uri(req, "cursor://anysphere.cursor-mcp/oauth/callback") + + def test_validate_trusted_redirect_uri_rejects_scheme_mismatch_on_same_host(): """Regression: an attacker who can serve http on the proxy's own host (e.g. by MITMing an unencrypted LAN hop) must not be able to diff --git a/tests/test_litellm/proxy/_experimental/mcp_server/test_mcp_server.py b/tests/test_litellm/proxy/_experimental/mcp_server/test_mcp_server.py index e1eddfc9c7a..f2fd73f3f22 100644 --- a/tests/test_litellm/proxy/_experimental/mcp_server/test_mcp_server.py +++ b/tests/test_litellm/proxy/_experimental/mcp_server/test_mcp_server.py @@ -774,6 +774,7 @@ async def test_get_tools_from_mcp_servers_continues_when_one_server_fails(): extra_headers=None, add_prefix=True, raw_headers=None, + user_api_key_auth=None, ): if server.name == "working_server": # Working server returns tools @@ -879,6 +880,7 @@ async def test_get_tools_from_mcp_servers_handles_all_servers_failing(): extra_headers=None, add_prefix=True, raw_headers=None, + user_api_key_auth=None, ): # All servers fail raise Exception(f"Server {server.name} connection failed") @@ -1339,6 +1341,7 @@ async def test_list_tools_single_server_unprefixed_names(): extra_headers=None, add_prefix=False, raw_headers=None, + user_api_key_auth=None, ): tool = MagicMock() tool.name = f"{server.alias}-toolA" if add_prefix else "toolA" @@ -1420,6 +1423,7 @@ async def test_list_tools_multiple_servers_prefixed_names(): extra_headers=None, add_prefix=True, raw_headers=None, + user_api_key_auth=None, ): tool = MagicMock() # When multiple servers, add_prefix should be True -> prefixed names @@ -1686,6 +1690,7 @@ async def test_list_tools_filters_by_key_team_permissions(): extra_headers=None, add_prefix=False, raw_headers=None, + user_api_key_auth=None, ): # Return 4 tools, but only 2 should be allowed tool1 = MagicMock() @@ -1795,6 +1800,7 @@ async def test_list_tools_with_team_tool_permissions_inheritance(): extra_headers=None, add_prefix=False, raw_headers=None, + user_api_key_auth=None, ): # Return 4 tools tool1 = MagicMock() @@ -1890,6 +1896,7 @@ async def test_list_tools_with_no_tool_permissions_shows_all(): extra_headers=None, add_prefix=False, raw_headers=None, + user_api_key_auth=None, ): # Return 3 tools tool1 = MagicMock() @@ -1988,6 +1995,7 @@ async def test_list_tools_strips_prefix_when_matching_permissions(): extra_headers=None, add_prefix=True, raw_headers=None, + user_api_key_auth=None, ): # Return tools WITH prefix (as they come from MCP server) tool1 = MagicMock() 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 ef1c09aa815..d7078412a44 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 @@ -322,6 +322,7 @@ class TestMCPServerManager: mcp_auth_header=None, mcp_protocol_version=None, raw_headers=None, + user_api_key_auth=None, ): if server.name == "github": tool1 = MagicMock() @@ -376,6 +377,7 @@ class TestMCPServerManager: mcp_auth_header=None, mcp_protocol_version=None, raw_headers=None, + user_api_key_auth=None, ): assert mcp_auth_header == "legacy-token" # Should use legacy header tool = MagicMock() @@ -414,6 +416,7 @@ class TestMCPServerManager: mcp_auth_header=None, mcp_protocol_version=None, raw_headers=None, + user_api_key_auth=None, ): assert ( mcp_auth_header == "server-specific-token" @@ -1004,6 +1007,7 @@ class TestMCPServerManager: mcp_auth_header=None, mcp_protocol_version=None, raw_headers=None, + user_api_key_auth=None, ): assert ( mcp_auth_header == "server-specific-token" @@ -1801,6 +1805,258 @@ class TestMCPServerManager: assert len(tools_unprefixed) == 1 assert tools_unprefixed[0].name == "send_email" + @pytest.mark.asyncio + async def test_get_tools_from_server_jwt_skipped_when_mcp_auth_header_set(self): + """When a per-user mcp_auth_header is resolved, JWT injection must be skipped. + + MCPClient._get_auth_headers() applies extra_headers AFTER writing + Authorization from auth_value, so an injected JWT would clobber the + user's per-server OAuth token. Regression test for that interaction. + """ + from litellm.proxy._types import UserAPIKeyAuth + + manager = MCPServerManager() + server = MCPServer( + server_id="zapier", + name="zapier", + transport=MCPTransport.http, + ) + + manager._create_mcp_client = AsyncMock(return_value=object()) + manager._fetch_tools_with_timeout = AsyncMock(return_value=[]) + + user_auth = UserAPIKeyAuth(api_key="sk-test", user_id="alice") + + with ( + patch( + "litellm.proxy.guardrails.guardrail_hooks.mcp_jwt_signer.mcp_jwt_signer.get_mcp_jwt_signer", + return_value=MagicMock(), + ), + patch( + "litellm.proxy.guardrails.guardrail_hooks.mcp_jwt_signer.mcp_jwt_signer.inject_mcp_jwt_headers_for_upstream", + new=AsyncMock(return_value={"Authorization": "Bearer signed-jwt"}), + ) as mock_inject, + ): + # Case A: mcp_auth_header present -> JWT must NOT be injected + await manager._get_tools_from_server( + server, + mcp_auth_header="oauth-user-token", + user_api_key_auth=user_auth, + ) + mock_inject.assert_not_called() + + # Case B: no mcp_auth_header -> JWT injection runs as before + await manager._get_tools_from_server( + server, + user_api_key_auth=user_auth, + ) + mock_inject.assert_awaited_once() + + def test_resolve_mcp_server_for_tool_call_via_prefixed_name(self): + """Resolution succeeds when the prefixed tool name is in the mapping.""" + manager = MCPServerManager() + server = MCPServer( + server_id="jira", + name="jira", + transport=MCPTransport.http, + ) + manager.registry = {"jira": server} + manager.tool_name_to_mcp_server_name_mapping["jira-search_issues"] = "jira" + manager.tool_name_to_mcp_server_name_mapping["search_issues"] = "jira" + + resolved = manager._resolve_mcp_server_for_tool_call("jira", "search_issues") + assert resolved is server + + def test_resolve_mcp_server_for_tool_call_via_alias(self): + """Resolution falls back to alias/server_name match in the registry.""" + manager = MCPServerManager() + server = MCPServer( + server_id="srv-uuid-123", + name="zapier", + alias="zapier-alias", + transport=MCPTransport.http, + ) + manager.registry = {"srv-uuid-123": server} + manager.tool_name_to_mcp_server_name_mapping["create_zap"] = "zapier" + + resolved = manager._resolve_mcp_server_for_tool_call( + "zapier-alias", "create_zap" + ) + assert resolved is server + + def test_resolve_mcp_server_for_tool_call_unknown_tool_with_empty_mapping(self): + """Server-name match alone must not let unknown tools through when the + mapping has no entries for that server (e.g. listing has not completed + or the server is OAuth2 and the user has not yet listed tools). + """ + manager = MCPServerManager() + server = MCPServer( + server_id="srv-uuid-123", + name="zapier", + alias="zapier-alias", + transport=MCPTransport.http, + ) + manager.registry = {"srv-uuid-123": server} + + with pytest.raises(ValueError, match="Tool create_zap not found"): + manager._resolve_mcp_server_for_tool_call("zapier-alias", "create_zap") + + def test_resolve_mcp_server_for_tool_call_fallback_to_unprefixed_lookup(self): + """Fallback to unprefixed _get_mcp_server_from_tool_name when other paths fail.""" + manager = MCPServerManager() + server = MCPServer( + server_id="linear", + name="linear", + transport=MCPTransport.http, + ) + manager.registry = {"linear": server} + manager.tool_name_to_mcp_server_name_mapping["create_issue"] = "linear" + + # server_name is empty so the fallback unprefixed lookup runs and matches. + resolved = manager._resolve_mcp_server_for_tool_call("", "create_issue") + assert resolved is server + + def test_resolve_mcp_server_for_tool_call_raises_when_not_found(self): + """ValueError is raised when no resolution path finds the tool.""" + manager = MCPServerManager() + with pytest.raises(ValueError, match="Tool .* not found"): + manager._resolve_mcp_server_for_tool_call("nonexistent", "ghost_tool") + + def test_resolve_mcp_server_for_tool_call_unknown_tool_with_known_server(self): + """Server-name match alone must not let unknown tools slip through. + + If the registry has tools for this server but neither the prefixed nor + unprefixed tool name is in the mapping, raise rather than returning the + server (would otherwise allow tool enumeration via name spoofing). + """ + manager = MCPServerManager() + server = MCPServer( + server_id="github", + name="github", + transport=MCPTransport.http, + ) + manager.registry = {"github": server} + # Mapping has *some* tools for github but not "missing_tool". + manager.tool_name_to_mcp_server_name_mapping["github-list_repos"] = "github" + manager.tool_name_to_mcp_server_name_mapping["list_repos"] = "github" + + with pytest.raises(ValueError, match="Tool missing_tool not found"): + manager._resolve_mcp_server_for_tool_call("github", "missing_tool") + + @pytest.mark.asyncio + async def test_resolve_oauth2_headers_skipped_when_not_user_oauth(self): + """Returns input headers unchanged when server does not need user OAuth.""" + from litellm.proxy._types import UserAPIKeyAuth + + manager = MCPServerManager() + server = MCPServer( + server_id="plain", + name="plain", + transport=MCPTransport.http, + ) + # needs_user_oauth_token defaults to False. + user_auth = UserAPIKeyAuth(api_key="sk-test", user_id="bob") + + result = await manager._resolve_oauth2_headers_for_tool_call( + server, oauth2_headers=None, user_api_key_auth=user_auth + ) + assert result is None + + @pytest.mark.asyncio + async def test_resolve_oauth2_headers_returns_client_supplied_token(self): + """Returns the client's oauth2_headers as-is when already set.""" + from litellm.proxy._types import UserAPIKeyAuth + + manager = MCPServerManager() + server = MCPServer( + server_id="oauth-srv", + name="oauth-srv", + transport=MCPTransport.http, + auth_type=MCPAuth.oauth2, + ) + assert server.needs_user_oauth_token is True + user_auth = UserAPIKeyAuth(api_key="sk-test", user_id="alice") + supplied = {"Authorization": "Bearer client-supplied"} + + result = await manager._resolve_oauth2_headers_for_tool_call( + server, oauth2_headers=supplied, user_api_key_auth=user_auth + ) + assert result is supplied + + @pytest.mark.asyncio + async def test_resolve_oauth2_headers_looks_up_stored_token(self): + """Falls back to stored per-user OAuth headers when no token is supplied.""" + from litellm.proxy._types import UserAPIKeyAuth + + manager = MCPServerManager() + server = MCPServer( + server_id="oauth-srv", + name="oauth-srv", + transport=MCPTransport.http, + auth_type=MCPAuth.oauth2, + ) + user_auth = UserAPIKeyAuth(api_key="sk-test", user_id="alice") + stored = {"Authorization": "Bearer stored-user-token"} + + with patch( + "litellm.proxy._experimental.mcp_server.server._get_user_oauth_extra_headers_from_db", + new=AsyncMock(return_value=stored), + ) as mock_lookup: + result = await manager._resolve_oauth2_headers_for_tool_call( + server, oauth2_headers=None, user_api_key_auth=user_auth + ) + + assert result == stored + mock_lookup.assert_awaited_once() + + @pytest.mark.asyncio + async def test_resolve_oauth2_headers_swallows_lookup_exception(self): + """Returns supplied headers (None) when the stored-token lookup raises.""" + from litellm.proxy._types import UserAPIKeyAuth + + manager = MCPServerManager() + server = MCPServer( + server_id="oauth-srv", + name="oauth-srv", + transport=MCPTransport.http, + auth_type=MCPAuth.oauth2, + ) + user_auth = UserAPIKeyAuth(api_key="sk-test", user_id="alice") + + with patch( + "litellm.proxy._experimental.mcp_server.server._get_user_oauth_extra_headers_from_db", + new=AsyncMock(side_effect=RuntimeError("redis down")), + ): + result = await manager._resolve_oauth2_headers_for_tool_call( + server, oauth2_headers=None, user_api_key_auth=user_auth + ) + assert result is None + + @pytest.mark.asyncio + async def test_resolve_oauth2_headers_no_user_id(self): + """Skip lookup entirely when user_api_key_auth has no user_id.""" + from litellm.proxy._types import UserAPIKeyAuth + + manager = MCPServerManager() + server = MCPServer( + server_id="oauth-srv", + name="oauth-srv", + transport=MCPTransport.http, + auth_type=MCPAuth.oauth2, + ) + # user_id is None -> lookup must not happen + user_auth = UserAPIKeyAuth(api_key="sk-test") + + with patch( + "litellm.proxy._experimental.mcp_server.server._get_user_oauth_extra_headers_from_db", + new=AsyncMock(return_value={"Authorization": "Bearer x"}), + ) as mock_lookup: + result = await manager._resolve_oauth2_headers_for_tool_call( + server, oauth2_headers=None, user_api_key_auth=user_auth + ) + assert result is None + mock_lookup.assert_not_called() + def test_create_prefixed_tools_updates_mapping_for_both_forms(self): """_create_prefixed_tools should populate mapping for prefixed and original names even when not adding prefix in output.""" manager = MCPServerManager() diff --git a/tests/test_litellm/proxy/_experimental/mcp_server/test_rest_endpoints.py b/tests/test_litellm/proxy/_experimental/mcp_server/test_rest_endpoints.py index f4feac68fcc..593facd9279 100644 --- a/tests/test_litellm/proxy/_experimental/mcp_server/test_rest_endpoints.py +++ b/tests/test_litellm/proxy/_experimental/mcp_server/test_rest_endpoints.py @@ -1,5 +1,6 @@ import json from typing import Any, Dict, Optional +from unittest.mock import MagicMock import pytest from fastapi import HTTPException @@ -796,6 +797,25 @@ class TestCallToolRestAPI: raising=False, ) + mock_server = MagicMock() + mock_server.server_id = "server-1" + + def fake_get_mcp_server_by_id(server_id): + return mock_server if server_id == "server-1" else None + + monkeypatch.setattr( + rest_endpoints.global_mcp_server_manager, + "get_mcp_server_by_id", + fake_get_mcp_server_by_id, + raising=False, + ) + monkeypatch.setattr( + rest_endpoints.global_mcp_server_manager, + "get_mcp_server_by_name", + lambda *args, **kwargs: None, + raising=False, + ) + request_payload = { "server_id": "server-1", "name": "demo-tool", diff --git a/tests/test_litellm/proxy/guardrails/test_mcp_jwt_signer.py b/tests/test_litellm/proxy/guardrails/test_mcp_jwt_signer.py index b17b3270787..cb2276ab39d 100644 --- a/tests/test_litellm/proxy/guardrails/test_mcp_jwt_signer.py +++ b/tests/test_litellm/proxy/guardrails/test_mcp_jwt_signer.py @@ -219,7 +219,7 @@ def test_build_claims_scope_with_tool(): def test_build_claims_scope_without_tool(): - """_build_claims() includes mcp:tools/list when no specific tool is called.""" + """_build_claims() emits only mcp:tools/list when no specific tool is called.""" signer = _make_signer() user_dict = _make_user_api_key_dict() data: Dict[str, Any] = {} @@ -227,10 +227,11 @@ def test_build_claims_scope_without_tool(): claims = signer._build_claims(user_dict, data) scopes = set(claims["scope"].split()) - assert "mcp:tools/call" in scopes assert "mcp:tools/list" in scopes + # List-only JWTs must NOT carry mcp:tools/call — least-privilege + assert "mcp:tools/call" not in scopes # No per-tool call scope when no tool name was given - assert not any(s.endswith(":call") and s != "mcp:tools/call" for s in scopes) + assert not any(s.endswith(":call") for s in scopes) def test_build_claims_act_fallback_to_litellm_proxy(): @@ -338,7 +339,7 @@ async def test_hook_skips_non_mcp_call_types(): user_dict = _make_user_api_key_dict() data = {"messages": [{"role": "user", "content": "hello"}]} - for call_type in ("completion", "acompletion", "embedding", "list_mcp_tools"): + for call_type in ("completion", "acompletion", "embedding"): original_data = {**data} result = await signer.async_pre_call_hook( user_api_key_dict=user_dict, @@ -351,6 +352,33 @@ async def test_hook_skips_non_mcp_call_types(): ), f"extra_headers should not be set for {call_type}" +@pytest.mark.asyncio +async def test_hook_signs_list_mcp_tools(): + """async_pre_call_hook() signs JWT for list_mcp_tools with list scope.""" + signer = _make_signer( + issuer="https://litellm.example.com", audience="mcp", ttl_seconds=300 + ) + user_dict = _make_user_api_key_dict(user_id="alice", team_id="backend") + data = {"mcp_tool_name": "should_be_cleared"} + + result = await signer.async_pre_call_hook( + user_api_key_dict=user_dict, + cache=MagicMock(), + data=data, + call_type="list_mcp_tools", + ) + + assert isinstance(result, dict) + assert "extra_headers" in result + assert result["extra_headers"]["Authorization"].startswith("Bearer ") + token = result["extra_headers"]["Authorization"].removeprefix("Bearer ") + decoded = _decode_unverified(token) + scopes = set(decoded["scope"].split()) + assert "mcp:tools/list" in scopes + # List-only JWTs must NOT carry mcp:tools/call — least-privilege + assert "mcp:tools/call" not in scopes + + @pytest.mark.asyncio async def test_signed_token_is_verifiable(): """The JWT injected by the hook can be verified against the JWKS public key.""" @@ -1128,3 +1156,116 @@ async def test_hook_raises_401_when_jwt_verification_fails(): ) assert exc_info.value.status_code == 401 + + +# --- _build_scope branches: call_mcp_tool with empty tool name, list_mcp_tools --- + + +def test_build_scope_call_type_call_mcp_tool_without_tool_name(): + """call_mcp_tool with empty tool name emits a generic mcp:tools/call only.""" + signer = _make_signer() + scope = signer._build_scope("", call_type="call_mcp_tool") + scopes = set(scope.split()) + assert scopes == {"mcp:tools/call"} + + +def test_build_scope_call_type_list_mcp_tools_only_list(): + """list_mcp_tools (no tool) emits only mcp:tools/list, never tools/call.""" + signer = _make_signer() + scope = signer._build_scope("", call_type="list_mcp_tools") + scopes = set(scope.split()) + assert scopes == {"mcp:tools/list"} + + +def test_build_scope_default_is_list_only_when_no_call_type(): + """No call_type and no tool falls through to tools/list (least-privilege default).""" + signer = _make_signer() + scope = signer._build_scope("") + scopes = set(scope.split()) + assert "mcp:tools/list" in scopes + assert "mcp:tools/call" not in scopes + + +# --- inject_mcp_jwt_headers_for_upstream --- + + +@pytest.mark.asyncio +async def test_inject_mcp_jwt_returns_unchanged_when_signer_not_configured(): + """No signer configured -> return a fresh copy of extra_headers untouched.""" + import litellm.proxy.guardrails.guardrail_hooks.mcp_jwt_signer.mcp_jwt_signer as mod + from litellm.proxy._types import UserAPIKeyAuth + + mod._mcp_jwt_signer_instance = None + headers = {"X-Trace-Id": "abc"} + user_dict = UserAPIKeyAuth(api_key="sk-test", user_id="alice") + + result = await mod.inject_mcp_jwt_headers_for_upstream( + user_api_key_dict=user_dict, + extra_headers=headers, + ) + assert result == headers + assert result is not headers # must be a copy + + +@pytest.mark.asyncio +async def test_inject_mcp_jwt_returns_unchanged_when_user_dict_none(): + """No user_api_key_dict -> short-circuit without invoking the signer.""" + from litellm.proxy.guardrails.guardrail_hooks.mcp_jwt_signer.mcp_jwt_signer import ( + inject_mcp_jwt_headers_for_upstream, + ) + + _make_signer() # ensure instance is created + result = await inject_mcp_jwt_headers_for_upstream( + user_api_key_dict=None, + extra_headers={"X-Trace-Id": "abc"}, + ) + assert result == {"X-Trace-Id": "abc"} + + +@pytest.mark.asyncio +async def test_inject_mcp_jwt_signs_for_list_tools_path(): + """When for_list_tools=True, signer is invoked with list_mcp_tools call_type.""" + from litellm.proxy._types import UserAPIKeyAuth + from litellm.proxy.guardrails.guardrail_hooks.mcp_jwt_signer.mcp_jwt_signer import ( + inject_mcp_jwt_headers_for_upstream, + ) + + _make_signer(issuer="https://litellm.example.com", audience="mcp", ttl_seconds=300) + user_dict = UserAPIKeyAuth(api_key="sk-test", user_id="alice") + + result = await inject_mcp_jwt_headers_for_upstream( + user_api_key_dict=user_dict, + extra_headers={"X-Trace": "1"}, + raw_headers={"Authorization": "Bearer incoming.opaque.token"}, + for_list_tools=True, + ) + assert result["X-Trace"] == "1" + assert result["Authorization"].startswith("Bearer ") + token = result["Authorization"].removeprefix("Bearer ") + decoded = _decode_unverified(token) + scopes = set(decoded["scope"].split()) + assert scopes == {"mcp:tools/list"} + + +@pytest.mark.asyncio +async def test_inject_mcp_jwt_signs_for_tool_call_path(): + """for_list_tools=False with a tool name signs a call_mcp_tool JWT.""" + from litellm.proxy._types import UserAPIKeyAuth + from litellm.proxy.guardrails.guardrail_hooks.mcp_jwt_signer.mcp_jwt_signer import ( + inject_mcp_jwt_headers_for_upstream, + ) + + _make_signer(issuer="https://litellm.example.com", audience="mcp", ttl_seconds=300) + user_dict = UserAPIKeyAuth(api_key="sk-test", user_id="alice") + + result = await inject_mcp_jwt_headers_for_upstream( + user_api_key_dict=user_dict, + for_list_tools=False, + mcp_tool_name="search_web", + ) + assert result["Authorization"].startswith("Bearer ") + token = result["Authorization"].removeprefix("Bearer ") + decoded = _decode_unverified(token) + scopes = set(decoded["scope"].split()) + assert "mcp:tools/call" in scopes + assert "mcp:tools/search_web:call" in scopes diff --git a/tests/test_litellm/proxy/test_proxy_server.py b/tests/test_litellm/proxy/test_proxy_server.py index 6d10d2a6353..ae0996d16d5 100644 --- a/tests/test_litellm/proxy/test_proxy_server.py +++ b/tests/test_litellm/proxy/test_proxy_server.py @@ -5708,6 +5708,7 @@ async def test_init_and_increment_spend_counter_reseeds_from_db_on_counter_miss( fake_redis = AsyncMock() fake_redis.async_increment = AsyncMock(side_effect=record_increment) fake_redis.async_get_cache = AsyncMock(return_value=None) # counter missing + fake_redis.async_set_cache = AsyncMock(return_value=True) # SET NX wins counter_cache.redis_cache = fake_redis # Prisma returns spend=42.0 (authoritative) while the stale cached @@ -5744,16 +5745,131 @@ async def test_init_and_increment_spend_counter_reseeds_from_db_on_counter_miss( fake_prisma.db.litellm_teamtable.find_unique.assert_awaited_once_with( where={"team_id": "team-9"} ) - # Two increments keyed on the counter: seed ($42) then request ($1.50). + # Seed uses SET NX with db_spend (42) — cross-pod safe, no INCR of 42. + # Only the per-request delta (1.5) goes through INCRBYFLOAT. + fake_redis.async_set_cache.assert_awaited_once_with( + key="spend:team:team-9", value=42.0, nx=True + ) writes = [(c["key"], c["value"]) for c in recorded_increments] - assert ("spend:team:team-9", 42.0) in writes - assert ("spend:team:team-9", 1.5) in writes + assert writes == [("spend:team:team-9", 1.5)] finally: ps.user_api_key_cache = orig_user ps.spend_counter_cache = orig_counter ps.prisma_client = orig_prisma +@pytest.mark.asyncio +async def test_primary_spend_counter_redis_concurrent_seed_does_not_double_seed(): + """Two pods both observing a missing Redis counter must not both + INCRBYFLOAT the full DB spend. SpendCounterReseed.coalesced uses SET NX + so the loser reads the winner's value; final Redis = db_spend, not + 2 * db_spend. + + The per-counter asyncio.Lock is per-process, so it does NOT coordinate + across pods. We simulate two pods by patching _get_lock to return a + fresh lock per call (each "pod" has its own lock registry in real life). + """ + from litellm.caching.dual_cache import DualCache + from litellm.proxy.db.spend_counter_reseed import SpendCounterReseed + + counter_key = "spend:team:team-concurrent-seed" + redis_store: dict = {} + db_read_count = 0 + set_results: list = [] + get_after_set_count = 0 + set_completed_count = 0 + + async def redis_set_cache(key, value, nx=False, **_): + # Yield BEFORE the membership check so two concurrent callers + # interleave the way real atomic Redis SET NX does: the first + # to resume runs check + write atomically and wins; the second + # resumes after the key exists and loses. Yielding *after* the + # check would let both callers pass the empty-store check before + # either writes, so neither would ever lose. + await asyncio.sleep(0) + if nx and key in redis_store: + set_results.append(False) + return False + redis_store[key] = float(value) + set_results.append(True) + nonlocal set_completed_count + set_completed_count += 1 + return True + + async def redis_get_cache(key): + # Track reads that happen after at least one SET NX has completed + # — those are the loser-path fallback reads we want to verify. + if set_completed_count > 0: + nonlocal get_after_set_count + get_after_set_count += 1 + return redis_store.get(key) + + fake_redis = AsyncMock() + fake_redis.async_get_cache = AsyncMock(side_effect=redis_get_cache) + fake_redis.async_set_cache = AsyncMock(side_effect=redis_set_cache) + + async def slow_find_unique(**_): + nonlocal db_read_count + db_read_count += 1 + # Both pods read DB before either's SET NX lands. + await asyncio.sleep(0) + row = MagicMock() + row.spend = 506.0 + return row + + fake_prisma = MagicMock() + fake_prisma.db.litellm_teamtable.find_unique = AsyncMock( + side_effect=slow_find_unique + ) + + pod_a = DualCache() + pod_a.redis_cache = fake_redis + pod_b = DualCache() + pod_b.redis_cache = fake_redis + + # Each "pod" has its own per-process lock registry. Patch _get_lock to + # always return a fresh lock so the two coalesced calls do not serialize + # via one in-process lock (which is what would happen across pods). + async def fresh_lock(_counter_key): + return asyncio.Lock() + + with patch.object(SpendCounterReseed, "_get_lock", side_effect=fresh_lock): + results = await asyncio.gather( + SpendCounterReseed.coalesced( + prisma_client=fake_prisma, + spend_counter_cache=pod_a, + counter_key=counter_key, + ), + SpendCounterReseed.coalesced( + prisma_client=fake_prisma, + spend_counter_cache=pod_b, + counter_key=counter_key, + ), + ) + + assert all(r == 506.0 for r in results), results + assert redis_store[counter_key] == pytest.approx(506.0), redis_store + # Both pods read the DB and both attempted SET NX; exactly one wrote + # (winner) and one was rejected (loser). + assert db_read_count == 2 + assert fake_redis.async_set_cache.await_count == 2 + nx_writes = [ + call + for call in fake_redis.async_set_cache.await_args_list + if call.kwargs.get("nx") is True + ] + assert len(nx_writes) == 2 + assert sorted(set_results) == [False, True], ( + f"expected exactly one SET NX winner and one loser, got {set_results}" + ) + # Loser path executed: after the winner's SET NX returned True, the + # losing coalesced() call falls back to async_get_cache to read the + # winner's value rather than re-seeding. + assert get_after_set_count >= 1, ( + "loser branch (else: read back winner's value) was never exercised" + ) + + @pytest.mark.asyncio async def test_reseed_spend_from_db_user_and_org_prefixes(): """User and org counters reseed from their own DB tables. @@ -5877,9 +5993,16 @@ async def test_init_spend_counter_redis_clean_miss_skips_stale_in_memory(): redis_store[key] = (redis_store.get(key) or 0.0) + value return redis_store[key] + async def redis_set_cache(key, value, nx=False, **_): + if nx and key in redis_store: + return False + redis_store[key] = float(value) + return True + fake_redis = AsyncMock() fake_redis.async_get_cache = AsyncMock(return_value=None) fake_redis.async_increment = AsyncMock(side_effect=redis_increment) + fake_redis.async_set_cache = AsyncMock(side_effect=redis_set_cache) counter_cache.redis_cache = fake_redis db_row = MagicMock() @@ -5907,6 +6030,7 @@ async def test_init_spend_counter_redis_clean_miss_skips_stale_in_memory(): fake_prisma.db.litellm_teamtable.find_unique.assert_awaited_once_with( where={"team_id": "team-stale-local"} ) + # Seed via SET NX (42) + delta via INCRBYFLOAT (1.5) = 43.5. assert redis_store[counter_key] == pytest.approx(43.5) assert counter_cache.in_memory_cache.get_cache( key=counter_key @@ -6297,14 +6421,14 @@ async def test_get_current_spend_reseeds_from_db_when_counter_missing(): from litellm.proxy.proxy_server import get_current_spend counter_cache = DualCache() - recorded_warms: list = [] + recorded_seeds: list = [] - async def record_increment(key, value, ttl=None, **kwargs): - recorded_warms.append({"key": key, "value": value}) - return value + async def record_set_cache(key, value, nx=False, **kwargs): + recorded_seeds.append({"key": key, "value": value, "nx": nx}) + return True fake_redis = AsyncMock() - fake_redis.async_increment = AsyncMock(side_effect=record_increment) + fake_redis.async_set_cache = AsyncMock(side_effect=record_set_cache) fake_redis.async_get_cache = AsyncMock(return_value=None) counter_cache.redis_cache = fake_redis @@ -6329,9 +6453,9 @@ async def test_get_current_spend_reseeds_from_db_when_counter_missing(): f"expected DB reseed to return 362.0, got {spend} " f"(fallback would have returned 30.0 and caused bypass)" ) - # Counter warmed so subsequent reads are fast - assert ("spend:team_member:user-1:team-1", 362.0) in [ - (w["key"], w["value"]) for w in recorded_warms + # Counter warmed via SET NX so subsequent reads are fast. + assert ("spend:team_member:user-1:team-1", 362.0, True) in [ + (s["key"], s["value"], s["nx"]) for s in recorded_seeds ] assert counter_cache.in_memory_cache.get_cache( key="spend:team_member:user-1:team-1" @@ -6408,8 +6532,15 @@ async def test_get_current_spend_coalesces_concurrent_reseeds(): redis_store[key] = (redis_store.get(key) or 0.0) + value return redis_store[key] + async def redis_set_cache(key, value, nx=False, **_): + if nx and key in redis_store: + return False + redis_store[key] = float(value) + return True + fake_redis.async_get_cache = AsyncMock(side_effect=redis_get) fake_redis.async_increment = AsyncMock(side_effect=redis_increment) + fake_redis.async_set_cache = AsyncMock(side_effect=redis_set_cache) counter_cache.redis_cache = fake_redis fake_prisma = MagicMock() @@ -6516,9 +6647,16 @@ async def test_concurrent_read_and_write_paths_share_one_db_query(): redis_store[key] = (redis_store.get(key) or 0.0) + value return redis_store[key] + async def redis_set_cache(key, value, nx=False, **_): + if nx and key in redis_store: + return False + redis_store[key] = float(value) + return True + fake_redis = AsyncMock() fake_redis.async_get_cache = AsyncMock(side_effect=redis_get) fake_redis.async_increment = AsyncMock(side_effect=redis_increment) + fake_redis.async_set_cache = AsyncMock(side_effect=redis_set_cache) counter_cache.redis_cache = fake_redis fake_prisma = MagicMock() @@ -6621,9 +6759,16 @@ async def test_reseed_warms_cache_even_on_zero_db_spend(): redis_store[key] = (redis_store.get(key) or 0.0) + value return redis_store[key] + async def redis_set_cache(key, value, nx=False, **_): + if nx and key in redis_store: + return False + redis_store[key] = float(value) + return True + fake_redis = AsyncMock() fake_redis.async_get_cache = AsyncMock(side_effect=redis_get) fake_redis.async_increment = AsyncMock(side_effect=redis_increment) + fake_redis.async_set_cache = AsyncMock(side_effect=redis_set_cache) counter_cache.redis_cache = fake_redis db_call_count = 0 diff --git a/tests/test_litellm/test_cost_calculator.py b/tests/test_litellm/test_cost_calculator.py index 1be4abbec6e..18ab8a2a07a 100644 --- a/tests/test_litellm/test_cost_calculator.py +++ b/tests/test_litellm/test_cost_calculator.py @@ -2059,6 +2059,25 @@ def test_openrouter_gemini_3_1_flash_lite_preview_pricing(): assert model_info["max_output_tokens"] == 65536 +def test_gemini_3_1_flash_lite_pricing(): + os.environ["LITELLM_LOCAL_MODEL_COST_MAP"] = "True" + litellm.model_cost = litellm.get_model_cost_map(url="") + + for model_name in ( + "gemini-3.1-flash-lite", + "gemini/gemini-3.1-flash-lite", + "vertex_ai/gemini-3.1-flash-lite", + ): + model_info = litellm.model_cost.get(model_name) + assert model_info is not None, f"Missing model pricing entry: {model_name}" + assert model_info["input_cost_per_token"] == 4.5e-07 + assert model_info["input_cost_per_audio_token"] == 9e-07 + assert model_info["output_cost_per_token"] == 2.7e-06 + assert model_info["output_cost_per_reasoning_token"] == 2.7e-06 + assert model_info["cache_read_input_token_cost"] == 4.5e-08 + assert model_info["max_input_tokens"] == 1048576 + + def test_custom_pricing_applies_cache_read_input_cost(): """ Bug 1 reproduction: custom_cost_per_token with cache_read_input_token_cost diff --git a/ui/litellm-dashboard/e2e_tests/playwright.config.ts b/ui/litellm-dashboard/e2e_tests/playwright.config.ts index ec4d3a6ddb0..6964fe52a14 100644 --- a/ui/litellm-dashboard/e2e_tests/playwright.config.ts +++ b/ui/litellm-dashboard/e2e_tests/playwright.config.ts @@ -28,6 +28,11 @@ export default defineConfig({ /* Action timeout for clicks, fills, waitForSelector, etc. */ actionTimeout: 15 * 1000, navigationTimeout: 30 * 1000, + + /* Slow down actions when SLOWMO= is set, useful for headed local debugging */ + launchOptions: { + slowMo: process.env.SLOWMO ? (parseInt(process.env.SLOWMO, 10) || 0) : 0, + }, }, /* Configure projects for major browsers */ diff --git a/ui/litellm-dashboard/e2e_tests/run_e2e.sh b/ui/litellm-dashboard/e2e_tests/run_e2e.sh index 4e3a47edfbd..f8f570cda89 100755 --- a/ui/litellm-dashboard/e2e_tests/run_e2e.sh +++ b/ui/litellm-dashboard/e2e_tests/run_e2e.sh @@ -15,7 +15,7 @@ set -euo pipefail # In CI (CI=true), expects: # - PostgreSQL already running on 127.0.0.1:5432 # - DATABASE_URL already set -# - Python/Poetry already installed +# - Python/uv already installed # - Node.js/npx already available # ================================================================ @@ -48,7 +48,7 @@ cleanup() { trap cleanup EXIT INT TERM # --- Pre-flight checks --- -for cmd in python3 npx poetry; do +for cmd in python3 npx uv; do command -v "$cmd" >/dev/null 2>&1 || { echo "Error: $cmd not found."; exit 1; } done @@ -117,19 +117,15 @@ echo "UI build copied and restructured" # --- Python environment --- echo "=== Setting up Python environment ===" cd "$REPO_ROOT" -if ! poetry run python3 -c "import prisma" 2>/dev/null; then - echo "Installing Python dependencies (first run)..." - poetry install --with dev,proxy-dev --extras "proxy" --quiet - poetry run pip install nodejs-wheel-binaries 2>/dev/null || true - poetry run prisma generate --schema litellm/proxy/schema.prisma -fi +uv sync --group dev --group proxy-dev --extra proxy --frozen --quiet +uv run --no-sync python -m prisma generate --schema litellm/proxy/schema.prisma echo "=== Pushing Prisma schema to database ===" -poetry run prisma db push --schema litellm/proxy/schema.prisma --accept-data-loss +uv run --no-sync python -m prisma db push --schema litellm/proxy/schema.prisma --accept-data-loss # --- Mock LLM server --- echo "=== Starting mock LLM server ===" -poetry run python3 "$SCRIPT_DIR/fixtures/mock_llm_server/server.py" & +uv run --no-sync python "$SCRIPT_DIR/fixtures/mock_llm_server/server.py" & MOCK_PID=$! for i in $(seq 1 15); do @@ -140,7 +136,7 @@ done # --- LiteLLM proxy --- echo "=== Starting LiteLLM proxy ===" cd "$REPO_ROOT" -poetry run python3 -m litellm.proxy.proxy_cli \ +uv run --no-sync python -m litellm.proxy.proxy_cli \ --config "$SCRIPT_DIR/fixtures/config.yml" \ --port 4000 & PROXY_PID=$! diff --git a/ui/litellm-dashboard/e2e_tests/tests/proxy-admin/keys.spec.ts b/ui/litellm-dashboard/e2e_tests/tests/proxy-admin/keys.spec.ts index 14ceb1a4a6b..1e44d9a25a0 100644 --- a/ui/litellm-dashboard/e2e_tests/tests/proxy-admin/keys.spec.ts +++ b/ui/litellm-dashboard/e2e_tests/tests/proxy-admin/keys.spec.ts @@ -126,4 +126,84 @@ test.describe("Proxy Admin - Keys", () => { await expect(page.getByText(E2E_INTERNAL_USER_KEY_ALIAS)).toBeVisible({ timeout: 10_000 }); }); + + test("Create a key with All Proxy Models (no team)", async ({ page }) => { + await navigateToPage(page, Page.ApiKeys); + await dismissFeedbackPopup(page); + + await page.getByRole("button", { name: /Create New Key/i }).click(); + + await expect(page.getByText("Key Ownership")).toBeVisible({ timeout: 10_000 }); + + const keyName = `e2e-admin-allproxy-${Date.now()}`; + await page.getByTestId("base-input").fill(keyName); + + // No team selection — leave team dropdown empty so the key is owned by the admin user + + // Select models — open the multi-select and pick the all-models meta-option. + // The Create Key modal labels this "All Team Models" even when no team is selected + // (see src/components/organisms/create_key_button.tsx:944), unlike the team/user + // settings screens which use "All Proxy Models". + await page.locator(".ant-select-selection-overflow").click(); + await page.locator(".ant-select-dropdown:visible").getByText("All Team Models").click(); + await page.keyboard.press("Escape"); + + await page.getByRole("button", { name: "Create Key", exact: true }).click(); + + await expect(page.getByText("Save your Key")).toBeVisible({ timeout: 10_000 }); + await page.keyboard.press("Escape"); + + await expect(page.getByText(keyName)).toBeVisible({ timeout: 10_000 }); + }); + + test("Create a key with a specific proxy model (no team)", async ({ page }) => { + await navigateToPage(page, Page.ApiKeys); + await dismissFeedbackPopup(page); + + await page.getByRole("button", { name: /Create New Key/i }).click(); + + await expect(page.getByText("Key Ownership")).toBeVisible({ timeout: 10_000 }); + + const keyName = `e2e-admin-specific-${Date.now()}`; + await page.getByTestId("base-input").fill(keyName); + + // Open the model multi-select and pick a single specific model. Use + // getByRole("option", ...) to avoid the strict-mode collision between + // the option container and its inner text node. + const modelName = "fake-openai-gpt-4"; + await page.locator(".ant-select-selection-overflow").click(); + const option = page.locator(".ant-select-dropdown:visible").getByRole("option", { name: modelName, exact: true }); + await option.waitFor({ state: "attached" }); + // Dispatch the click via the DOM — antd's dropdown can render the option + // off-viewport during the open animation, which trips Playwright's + // visibility/stability checks. The click handler fires regardless. + await option.evaluate((el: HTMLElement) => el.click()); + await page.keyboard.press("Escape"); + + await page.getByRole("button", { name: "Create Key", exact: true }).click(); + + await expect(page.getByText("Save your Key")).toBeVisible({ timeout: 10_000 }); + + // Grab the new key from the success modal (rendered inside a
) and
+    // verify it can call /chat/completions for the model it was scoped to.
+    // The mock LLM server (fixtures/mock_llm_server/server.py) replies with
+    // a fixed "This is a mock response." body.
+    const apiKey = (await page.locator(".ant-modal:visible pre").innerText()).trim();
+    expect(apiKey).toMatch(/^sk-/);
+
+    const response = await page.request.post("/chat/completions", {
+      headers: { Authorization: `Bearer ${apiKey}` },
+      data: {
+        model: modelName,
+        messages: [{ role: "user", content: "ping" }],
+      },
+    });
+    expect(response.status()).toBe(200);
+    const body = await response.json();
+    expect(body.choices?.[0]?.message?.content).toBe("This is a mock response.");
+
+    await page.keyboard.press("Escape");
+
+    await expect(page.getByText(keyName)).toBeVisible({ timeout: 10_000 });
+  });
 });
diff --git a/ui/litellm-dashboard/src/components/OldTeams.tsx b/ui/litellm-dashboard/src/components/OldTeams.tsx
index b9305e4723a..da00ad911b0 100644
--- a/ui/litellm-dashboard/src/components/OldTeams.tsx
+++ b/ui/litellm-dashboard/src/components/OldTeams.tsx
@@ -45,6 +45,7 @@ import OrganizationDropdown from "./common_components/OrganizationDropdown";
 import TableIconActionButton from "./common_components/IconActionButton/TableIconActionButtons/TableIconActionButton";
 import { teamListCall as v2TeamListCall, type TeamsResponse } from "@/app/(dashboard)/hooks/teams/useTeams";
 import AccessGroupSelector from "./common_components/AccessGroupSelector";
+import PassThroughRoutesSelector from "./common_components/PassThroughRoutesSelector";
 import AgentSelector from "./agent_management/AgentSelector";
 import ModelAliasManager from "./common_components/ModelAliasManager";
 import PremiumLoggingSettings from "./common_components/PremiumLoggingSettings";
@@ -1446,6 +1447,30 @@ const Teams: React.FC = ({
                           placeholder="Select vector stores (optional)"
                         />
                       
+                      
+                        
+                           form.setFieldValue("allowed_passthrough_routes", values)}
+                            value={form.getFieldValue("allowed_passthrough_routes")}
+                            accessToken={accessToken || ""}
+                            placeholder="Select pass through routes (optional)"
+                            disabled={!premiumUser || !isProxyAdminRole(userRole || "")}
+                          />
+                        
+                      
                     
                   
 
diff --git a/ui/litellm-dashboard/src/components/team/TeamInfo.tsx b/ui/litellm-dashboard/src/components/team/TeamInfo.tsx
index 8f3553a8395..ce9d15e1e19 100644
--- a/ui/litellm-dashboard/src/components/team/TeamInfo.tsx
+++ b/ui/litellm-dashboard/src/components/team/TeamInfo.tsx
@@ -502,6 +502,14 @@ const TeamInfoView: React.FC = ({
             (n) => !(values.guardrails || []).includes(n),
           );
 
+      // Non-proxy-admins can't set allowed_passthrough_routes; preserve the
+      // stored value so an unrelated save can't wipe it.
+      const passthroughRoutesMetadata = is_proxy_admin
+        ? { allowed_passthrough_routes: values.allowed_passthrough_routes || [] }
+        : info.metadata?.allowed_passthrough_routes
+          ? { allowed_passthrough_routes: info.metadata.allowed_passthrough_routes }
+          : {};
+
       const updateData: any = {
         team_id: teamId,
         team_alias: values.team_alias,
@@ -515,6 +523,7 @@ const TeamInfoView: React.FC = ({
         budget_duration: values.budget_duration,
         metadata: {
           ...parsedMetadata,
+          ...passthroughRoutesMetadata,
           guardrails: (values.guardrails || []).filter((n: string) => !globalGuardrailNames.has(n)),
           opted_out_global_guardrails: optedOutGlobalGuardrails,
           ...(values.logging_settings?.length > 0 ? { logging: values.logging_settings } : {}),
@@ -961,7 +970,7 @@ const TeamInfoView: React.FC = ({
                           : "",
                       metadata: info.metadata
                         ? JSON.stringify(
-                          (({ logging, secret_manager_settings, soft_budget_alerting_emails, model_tpm_limit, model_rpm_limit, ...rest }) => rest)(info.metadata),
+                          (({ logging, secret_manager_settings, soft_budget_alerting_emails, model_tpm_limit, model_rpm_limit, allowed_passthrough_routes, ...rest }) => rest)(info.metadata),
                           null,
                           2,
                         )
@@ -986,6 +995,7 @@ const TeamInfoView: React.FC = ({
                       },
                       access_group_ids: info.access_group_ids || [],
                       default_team_member_models: info.default_team_member_models || [],
+                      allowed_passthrough_routes: info.metadata?.allowed_passthrough_routes || [],
                     }}
                     layout="vertical"
                   >
@@ -1338,12 +1348,24 @@ const TeamInfoView: React.FC = ({
                     
 
                     
-                       form.setFieldValue("allowed_passthrough_routes", values)}
-                        value={form.getFieldValue("allowed_passthrough_routes")}
-                        accessToken={accessToken || ""}
-                        placeholder="Select pass through routes"
-                      />
+                      
+                         form.setFieldValue("allowed_passthrough_routes", values)}
+                          value={form.getFieldValue("allowed_passthrough_routes")}
+                          accessToken={accessToken || ""}
+                          placeholder="Select pass through routes"
+                          disabled={!premiumUser || !is_proxy_admin}
+                        />
+                      
                     
 
                     
diff --git a/ui/litellm-dashboard/src/components/view_logs/index.tsx b/ui/litellm-dashboard/src/components/view_logs/index.tsx
index 03d917cd923..6c5fd03f0a0 100644
--- a/ui/litellm-dashboard/src/components/view_logs/index.tsx
+++ b/ui/litellm-dashboard/src/components/view_logs/index.tsx
@@ -208,6 +208,8 @@ export default function SpendLogsTable({ accessToken, token, userRole, userID, p
   const deferredData = useDeferredValue(filteredData);
   const isStale = deferredData !== filteredData;
   const isButtonLoading = logsQuery.isFetching || isStale;
+  const isRefiltering = logsQuery.isPlaceholderData;
+  const isLogsLoading = logsQuery.isLoading || isRefiltering;
 
   if (!accessToken || !token || !userRole || !userID) {
     return (
@@ -277,7 +279,7 @@ export default function SpendLogsTable({ accessToken, token, userRole, userID, p
                     currentPage={currentPage}
                     onCurrentPageChange={setCurrentPage}
                     pageSize={pageSize}
-                    isLoading={logsQuery.isLoading}
+                    isLoading={isLogsLoading}
                     isButtonLoading={isButtonLoading}
                     onRefetch={() => logsQuery.refetch()}
                     filteredLogs={filteredLogs}
@@ -286,7 +288,7 @@ export default function SpendLogsTable({ accessToken, token, userRole, userID, p
                     columns={columns}
                     data={deferredData}
                     onRowClick={handleRowClick}
-                    isLoading={logsQuery.isLoading}
+                    isLoading={isLogsLoading}
                   />