diff --git a/README.md b/README.md index 4f1a86a648f..9fed1c6dbc7 100644 --- a/README.md +++ b/README.md @@ -274,8 +274,6 @@ echo 'LITELLM_MASTER_KEY="sk-1234"' > .env # password generator to get a random hash for litellm salt key echo 'LITELLM_SALT_KEY="sk-1234"' >> .env -source .env - # Start docker compose up ``` diff --git a/ci_cd/security_scans.sh b/ci_cd/security_scans.sh index 7b2a76a85a6..6950880320b 100755 --- a/ci_cd/security_scans.sh +++ b/ci_cd/security_scans.sh @@ -76,6 +76,8 @@ run_grype_scans() { "GHSA-4xh5-x5gv-qwph" "CVE-2025-8291" # no fix available as of Oct 11, 2025 "GHSA-5j98-mcp5-4vw2" + "CVE-2025-13836" # Python 3.13 HTTP response reading OOM/DoS - no fix available in base image + "CVE-2025-12084" # Python 3.13 xml.dom.minidom quadratic algorithm - no fix available in base image ) # Build JSON array of allowlisted CVE IDs for jq diff --git a/cookbook/misc/RELEASE_NOTES_GENERATION_INSTRUCTIONS.md b/cookbook/misc/RELEASE_NOTES_GENERATION_INSTRUCTIONS.md index a12da32f1d0..ab2cf334459 100644 --- a/cookbook/misc/RELEASE_NOTES_GENERATION_INSTRUCTIONS.md +++ b/cookbook/misc/RELEASE_NOTES_GENERATION_INSTRUCTIONS.md @@ -404,6 +404,93 @@ This release has a known issue... - **New Providers** - Provider name, supported endpoints, description - **New LLM API Endpoints** (optional) - Endpoint, method, description, documentation link - Only include major new provider integrations, not minor provider updates +- **IMPORTANT**: When adding new providers, also update `provider_endpoints_support.json` in the repository root (see Section 13) + +### 12. Section Header Counts + +**Always include counts in section headers for:** +- **New Providers** - Add count in parentheses: `### New Providers (X new providers)` +- **New LLM API Endpoints** - Add count in parentheses: `### New LLM API Endpoints (X new endpoints)` +- **New Model Support** - Add count in parentheses: `#### New Model Support (X new models)` + +**Format:** +```markdown +### New Providers (4 new providers) + +| Provider | Supported LiteLLM Endpoints | Description | +| -------- | --------------------------- | ----------- | +... + +### New LLM API Endpoints (2 new endpoints) + +| Endpoint | Method | Description | Documentation | +| -------- | ------ | ----------- | ------------- | +... + +#### New Model Support (32 new models) + +| Provider | Model | Context Window | Input ($/1M tokens) | Output ($/1M tokens) | Features | +| -------- | ----- | -------------- | ------------------- | -------------------- | -------- | +... +``` + +**Counting Rules:** +- Count each row in the table (excluding the header row) +- For models, count each model entry in the pricing table +- For providers, count each new provider added +- For endpoints, count each new API endpoint added + +### 13. Update provider_endpoints_support.json + +**When adding new providers or endpoints, you MUST also update `provider_endpoints_support.json` in the repository root.** + +This file tracks which endpoints are supported by each LiteLLM provider and is used to generate documentation. + +**Required Steps:** +1. For each new provider added to the release notes, add a corresponding entry to `provider_endpoints_support.json` +2. For each new endpoint type added, update the schema comment and add the endpoint to relevant providers + +**Provider Entry Format:** +```json +"provider_slug": { + "display_name": "Provider Name (`provider_slug`)", + "url": "https://docs.litellm.ai/docs/providers/provider_slug", + "endpoints": { + "chat_completions": true, + "messages": true, + "responses": true, + "embeddings": false, + "image_generations": false, + "audio_transcriptions": false, + "audio_speech": false, + "moderations": false, + "batches": false, + "rerank": false, + "a2a": true + } +} +``` + +**Available Endpoint Types:** +- `chat_completions` - `/chat/completions` endpoint +- `messages` - `/messages` endpoint (Anthropic format) +- `responses` - `/responses` endpoint (OpenAI/Anthropic unified) +- `embeddings` - `/embeddings` endpoint +- `image_generations` - `/image/generations` endpoint +- `audio_transcriptions` - `/audio/transcriptions` endpoint +- `audio_speech` - `/audio/speech` endpoint +- `moderations` - `/moderations` endpoint +- `batches` - `/batches` endpoint +- `rerank` - `/rerank` endpoint +- `ocr` - `/ocr` endpoint +- `search` - `/search` endpoint +- `vector_stores` - `/vector_stores` endpoint +- `a2a` - `/a2a/{agent}/message/send` endpoint (A2A Protocol) + +**Checklist:** +- [ ] All new providers from release notes are added to `provider_endpoints_support.json` +- [ ] Endpoint support flags accurately reflect provider capabilities +- [ ] Documentation URL points to correct provider docs page ## Example Command Workflow diff --git a/cookbook/mock_guardrail_server/mock_bedrock_guardrail_server.py b/cookbook/mock_guardrail_server/mock_bedrock_guardrail_server.py index fd53ece6604..7bf9cc32484 100644 --- a/cookbook/mock_guardrail_server/mock_bedrock_guardrail_server.py +++ b/cookbook/mock_guardrail_server/mock_bedrock_guardrail_server.py @@ -361,41 +361,6 @@ async def health(): return {"status": "healthy"} -@app.post( - "/guardrail/{guardrailIdentifier}/version/{guardrailVersion}/apply", - response_model=BedrockGuardrailResponse, -) -async def apply_guardrail( - guardrailIdentifier: str, - guardrailVersion: str, - request: BedrockRequest, - token: str = Depends(verify_bearer_token), -) -> BedrockGuardrailResponse: - """ - Apply guardrail to input or output content. - - This endpoint mimics the AWS Bedrock ApplyGuardrail API. - - Args: - guardrailIdentifier: The guardrail ID - guardrailVersion: The guardrail version - request: The guardrail request containing content to analyze - token: Bearer token (verified by dependency) - - Returns: - BedrockGuardrailResponse with analysis results - """ - # Process the request - response, output_texts = process_guardrail_request(request) - - # Log the request (optional, for debugging) - print(f"Guardrail applied: {guardrailIdentifier} v{guardrailVersion}") - print(f"Source: {request.source}") - print(f"Action: {response.action}") - - return response - - """ LiteLLM exposes a basic guardrail API with the text extracted from the request and sent to the guardrail API, as well as the received request body for any further processing. @@ -427,11 +392,13 @@ class LitellmBasicGuardrailRequest(BaseModel): texts: List[str] images: Optional[List[str]] = None tools: Optional[List[dict]] = None + tool_calls: Optional[List[dict]] = None request_data: Dict[str, Any] = Field(default_factory=dict) additional_provider_specific_params: Dict[str, Any] = Field(default_factory=dict) input_type: Literal["request", "response"] litellm_call_id: Optional[str] = None litellm_trace_id: Optional[str] = None + structured_messages: Optional[List[Dict[str, Any]]] = None class LitellmBasicGuardrailResponse(BaseModel): diff --git a/deploy/charts/litellm-helm/Chart.yaml b/deploy/charts/litellm-helm/Chart.yaml index 7f14af7db5d..b77693ba8d5 100644 --- a/deploy/charts/litellm-helm/Chart.yaml +++ b/deploy/charts/litellm-helm/Chart.yaml @@ -18,7 +18,7 @@ type: application # This is the chart version. This version number should be incremented each time you make changes # to the chart and its templates, including the app version. # Versions are expected to follow Semantic Versioning (https://semver.org/) -version: 0.4.9 +version: 0.4.10 # This is the version number of the application being deployed. This version number should be # incremented each time you make changes to the application. Versions are not expected to diff --git a/deploy/charts/litellm-helm/templates/deployment.yaml b/deploy/charts/litellm-helm/templates/deployment.yaml index 316323be99a..0dab2ec40e0 100644 --- a/deploy/charts/litellm-helm/templates/deployment.yaml +++ b/deploy/charts/litellm-helm/templates/deployment.yaml @@ -6,6 +6,9 @@ metadata: name: {{ include "litellm.fullname" . }} labels: {{- include "litellm.labels" . | nindent 4 }} + {{- if .Values.deploymentLabels }} + {{- toYaml .Values.deploymentLabels | nindent 4 }} + {{- end }} spec: {{- if not .Values.autoscaling.enabled }} replicas: {{ .Values.replicaCount }} @@ -126,6 +129,12 @@ spec: - configMapRef: name: {{ . }} {{- end }} + {{- if .Values.command }} + command: {{ toYaml .Values.command | nindent 12 }} + {{- end }} + {{- if .Values.args }} + args: {{ toYaml .Values.args | nindent 12 }} + {{- else }} args: - --config - /etc/litellm/config.yaml @@ -133,6 +142,7 @@ spec: - --num_workers - {{ .Values.numWorkers | quote }} {{- end }} + {{- end }} ports: - name: http containerPort: {{ .Values.service.port }} diff --git a/deploy/charts/litellm-helm/tests/deployment_command_args_labels_tests.yaml b/deploy/charts/litellm-helm/tests/deployment_command_args_labels_tests.yaml new file mode 100644 index 00000000000..6b0d45ebf48 --- /dev/null +++ b/deploy/charts/litellm-helm/tests/deployment_command_args_labels_tests.yaml @@ -0,0 +1,68 @@ +suite: test deployment command, args, and deploymentLabels +templates: + - deployment.yaml + - configmap-litellm.yaml +tests: + - it: should override args when custom args specified + template: deployment.yaml + set: + args: + - --custom-arg1 + - value1 + - --custom-arg2 + asserts: + - equal: + path: spec.template.spec.containers[0].args + value: + - --custom-arg1 + - value1 + - --custom-arg2 + - it: should set custom command when specified + template: deployment.yaml + set: + command: + - /bin/sh + - -c + asserts: + - equal: + path: spec.template.spec.containers[0].command + value: + - /bin/sh + - -c + - it: should set custom command and args together + template: deployment.yaml + set: + command: + - python + - -u + args: + - my_script.py + - --verbose + asserts: + - equal: + path: spec.template.spec.containers[0].command + value: + - python + - -u + - equal: + path: spec.template.spec.containers[0].args + value: + - my_script.py + - --verbose + - it: should add deploymentLabels to deployment metadata + template: deployment.yaml + set: + deploymentLabels: + environment: production + team: platform + version: v1.2.3 + asserts: + - equal: + path: metadata.labels.environment + value: production + - equal: + path: metadata.labels.team + value: platform + - equal: + path: metadata.labels.version + value: v1.2.3 diff --git a/deploy/charts/litellm-helm/values.yaml b/deploy/charts/litellm-helm/values.yaml index 35021157826..3a351d7b862 100644 --- a/deploy/charts/litellm-helm/values.yaml +++ b/deploy/charts/litellm-helm/values.yaml @@ -30,6 +30,7 @@ serviceAccount: # annotations for litellm deployment deploymentAnnotations: {} +deploymentLabels: {} # annotations for litellm pods podAnnotations: {} podLabels: {} @@ -253,6 +254,11 @@ envVars: {} # Additional environment variables to be added to the deployment as a list of k8s env vars extraEnvVars: {} +# if you want to override the container command, you can do so here +command: {} +# if you want to override the container args, you can do so here +args: {} + # - name: EXTRA_ENV_VAR # value: EXTRA_ENV_VAR_VALUE # Pod Disruption Budget diff --git a/docker/Dockerfile.non_root b/docker/Dockerfile.non_root index cd1633e319c..5113a18874e 100644 --- a/docker/Dockerfile.non_root +++ b/docker/Dockerfile.non_root @@ -10,18 +10,20 @@ WORKDIR /app # Install build dependencies including Node.js for UI build USER root -RUN apk add --no-cache \ - python3 \ - py3-pip \ - clang \ - llvm \ - lld \ - gcc \ - linux-headers \ - build-base \ - bash \ - nodejs \ - npm \ +RUN for i in 1 2 3; do \ + apk add --no-cache \ + python3 \ + py3-pip \ + clang \ + llvm \ + lld \ + gcc \ + linux-headers \ + build-base \ + bash \ + nodejs \ + npm && break || sleep 5; \ + done \ && pip install --no-cache-dir --upgrade pip build # Copy project files @@ -37,7 +39,7 @@ RUN npm install -g npm@latest && npm cache clean --force RUN cd /app/ui/litellm-dashboard && \ if [ -f "/app/enterprise/enterprise_ui/enterprise_colors.json" ]; then \ - cp /app/enterprise/enterprise_ui/enterprise_colors.json ./ui_colors.json; \ + cp /app/enterprise/enterprise_ui/enterprise_colors.json ./ui_colors.json; \ fi RUN cd /app/ui/litellm-dashboard && rm -f package-lock.json @@ -50,11 +52,11 @@ RUN cp -r /app/ui/litellm-dashboard/out/* /tmp/litellm_ui/ RUN cd /tmp/litellm_ui && \ for html_file in *.html; do \ - if [ "$html_file" != "index.html" ] && [ -f "$html_file" ]; then \ - folder_name="${html_file%.html}" && \ - mkdir -p "$folder_name" && \ - mv "$html_file" "$folder_name/index.html"; \ - fi; \ + if [ "$html_file" != "index.html" ] && [ -f "$html_file" ]; then \ + folder_name="${html_file%.html}" && \ + mkdir -p "$folder_name" && \ + mv "$html_file" "$folder_name/index.html"; \ + fi; \ done RUN cd /app/ui/litellm-dashboard && rm -rf ./out @@ -72,8 +74,12 @@ WORKDIR /app # Install runtime dependencies USER root -RUN apk upgrade --no-cache && \ - apk add --no-cache python3 py3-pip bash openssl tzdata nodejs npm supervisor +RUN for i in 1 2 3; do \ + apk upgrade --no-cache && break || sleep 5; \ + done \ + && for i in 1 2 3; do \ + apk add --no-cache python3 py3-pip bash openssl tzdata nodejs npm supervisor && break || sleep 5; \ + done # Copy only necessary artifacts from builder stage for runtime COPY . . @@ -91,7 +97,7 @@ RUN pip install *.whl /wheels/* --no-index --find-links=/wheels/ \ # Remove test files and keys from dependencies RUN find /usr/lib -type f -path "*/tornado/test/*" -delete && \ - find /usr/lib -type d -path "*/tornado/test" -delete + find /usr/lib -type d -path "*/tornado/test" -delete # Install semantic_router and aurelio-sdk using script RUN chmod +x docker/install_auto_router.sh && ./docker/install_auto_router.sh diff --git a/docker/build_from_pip/Dockerfile.build_from_pip b/docker/build_from_pip/Dockerfile.build_from_pip index aeb19bce21f..05236008ded 100644 --- a/docker/build_from_pip/Dockerfile.build_from_pip +++ b/docker/build_from_pip/Dockerfile.build_from_pip @@ -1,14 +1,16 @@ -FROM cgr.dev/chainguard/python:latest-dev +FROM python:3.13-alpine -USER root WORKDIR /app ENV HOME=/home/litellm ENV PATH="${HOME}/venv/bin:$PATH" # Install runtime dependencies +# Note: Using Python 3.13 for compatibility with ddtrace and other packages +# rust and cargo are required for building ddtrace from source +# musl-dev and libffi-dev are needed for some Python packages on Alpine RUN apk update && \ - apk add --no-cache gcc python3-dev openssl openssl-dev + apk add --no-cache gcc musl-dev libffi-dev openssl openssl-dev rust cargo RUN python -m venv ${HOME}/venv RUN ${HOME}/venv/bin/pip install --no-cache-dir --upgrade pip diff --git a/docs/my-website/docs/a2a.md b/docs/my-website/docs/a2a.md index 05b147de7cb..b4aa4ed03ac 100644 --- a/docs/my-website/docs/a2a.md +++ b/docs/my-website/docs/a2a.md @@ -2,7 +2,17 @@ import Tabs from '@theme/Tabs'; import TabItem from '@theme/TabItem'; import Image from '@theme/IdealImage'; -# /a2a - Agent Gateway (A2A Protocol) +# Agent Gateway (A2A Protocol) - Overview + +Add A2A Agents on LiteLLM AI Gateway, Invoke agents in A2A Protocol, track request/response logs in LiteLLM Logs. Manage which Teams, Keys can access which Agents onboarded. + + + +
+
| Feature | Supported | |---------|-----------| diff --git a/docs/my-website/docs/a2a_agent_permissions.md b/docs/my-website/docs/a2a_agent_permissions.md new file mode 100644 index 00000000000..93f367f43e7 --- /dev/null +++ b/docs/my-website/docs/a2a_agent_permissions.md @@ -0,0 +1,259 @@ +import Tabs from '@theme/Tabs'; +import TabItem from '@theme/TabItem'; +import Image from '@theme/IdealImage'; + +# Agent Permission Management + +Control which A2A agents can be accessed by specific keys or teams in LiteLLM. + +## Overview + +Agent Permission Management lets you restrict which agents a LiteLLM Virtual Key or Team can access. This is useful for: + +- **Multi-tenant environments**: Give different teams access to different agents +- **Security**: Prevent keys from invoking agents they shouldn't have access to +- **Compliance**: Enforce access policies for sensitive agent workflows + +When permissions are configured: +- `GET /v1/agents` only returns agents the key/team can access +- `POST /a2a/{agent_id}` (Invoking an agent) returns `403 Forbidden` if access is denied + +## Setting Permissions on a Key + +This example shows how to create a key with agent permissions and test access. + +### 1. Get Your Agent ID + + + + +1. Go to **Agents** in the sidebar +2. Click into the agent you want +3. Copy the **Agent ID** + + + + + + +```bash title="List all agents" showLineNumbers +curl "http://localhost:4000/v1/agents" \ + -H "Authorization: Bearer sk-master-key" +``` + +Response: +```json title="Response" showLineNumbers +{ + "agents": [ + {"agent_id": "agent-123", "name": "Support Agent"}, + {"agent_id": "agent-456", "name": "Sales Agent"} + ] +} +``` + + + + +### 2. Create a Key with Agent Permissions + + + + +1. Go to **Keys** → **Create Key** +2. Expand **Agent Settings** +3. Select the agents you want to allow + + + + + + +```bash title="Create key with agent permissions" showLineNumbers +curl -X POST "http://localhost:4000/key/generate" \ + -H "Authorization: Bearer sk-master-key" \ + -H "Content-Type: application/json" \ + -d '{ + "object_permission": { + "agents": ["agent-123"] + } + }' +``` + + + + +### 3. Test Access + +**Allowed agent (succeeds):** +```bash title="Invoke allowed agent" showLineNumbers +curl -X POST "http://localhost:4000/a2a/agent-123" \ + -H "Authorization: Bearer sk-your-new-key" \ + -H "Content-Type: application/json" \ + -d '{"message": {"role": "user", "parts": [{"type": "text", "text": "Hello"}]}}' +``` + +**Blocked agent (fails with 403):** +```bash title="Invoke blocked agent" showLineNumbers +curl -X POST "http://localhost:4000/a2a/agent-456" \ + -H "Authorization: Bearer sk-your-new-key" \ + -H "Content-Type: application/json" \ + -d '{"message": {"role": "user", "parts": [{"type": "text", "text": "Hello"}]}}' +``` + +Response: +```json title="403 Forbidden Response" showLineNumbers +{ + "error": { + "message": "Access denied to agent: agent-456", + "code": 403 + } +} +``` + +## Setting Permissions on a Team + +Restrict all keys belonging to a team to only access specific agents. + +### 1. Create a Team with Agent Permissions + + + + +1. Go to **Teams** → **Create Team** +2. Expand **Agent Settings** +3. Select the agents you want to allow for this team + + + + + + +```bash title="Create team with agent permissions" showLineNumbers +curl -X POST "http://localhost:4000/team/new" \ + -H "Authorization: Bearer sk-master-key" \ + -H "Content-Type: application/json" \ + -d '{ + "team_alias": "support-team", + "object_permission": { + "agents": ["agent-123"] + } + }' +``` + +Response: +```json title="Response" showLineNumbers +{ + "team_id": "team-abc-123", + "team_alias": "support-team" +} +``` + + + + +### 2. Create a Key for the Team + + + + +1. Go to **Keys** → **Create Key** +2. Select the **Team** from the dropdown + + + + + + +```bash title="Create key for team" showLineNumbers +curl -X POST "http://localhost:4000/key/generate" \ + -H "Authorization: Bearer sk-master-key" \ + -H "Content-Type: application/json" \ + -d '{ + "team_id": "team-abc-123" + }' +``` + + + + +### 3. Test Access + +The key inherits agent permissions from the team. + +**Allowed agent (succeeds):** +```bash title="Invoke allowed agent" showLineNumbers +curl -X POST "http://localhost:4000/a2a/agent-123" \ + -H "Authorization: Bearer sk-team-key" \ + -H "Content-Type: application/json" \ + -d '{"message": {"role": "user", "parts": [{"type": "text", "text": "Hello"}]}}' +``` + +**Blocked agent (fails with 403):** +```bash title="Invoke blocked agent" showLineNumbers +curl -X POST "http://localhost:4000/a2a/agent-456" \ + -H "Authorization: Bearer sk-team-key" \ + -H "Content-Type: application/json" \ + -d '{"message": {"role": "user", "parts": [{"type": "text", "text": "Hello"}]}}' +``` + +## How It Works + +```mermaid +flowchart TD + A[Request to invoke agent] --> B{LiteLLM Virtual Key has agent restrictions?} + B -->|Yes| C{LiteLLM Team has agent restrictions?} + B -->|No| D{LiteLLM Team has agent restrictions?} + + C -->|Yes| E[Use intersection of key + team permissions] + C -->|No| F[Use key permissions only] + + D -->|Yes| G[Inherit team permissions] + D -->|No| H[Allow ALL agents] + + E --> I{Agent in allowed list?} + F --> I + G --> I + H --> J[Allow request] + + I -->|Yes| J + I -->|No| K[Return 403 Forbidden] +``` + +| Key Permissions | Team Permissions | Result | Notes | +|-----------------|------------------|--------|-------| +| None | None | Key can access **all** agents | Open access by default when no restrictions are set | +| `["agent-1", "agent-2"]` | None | Key can access `agent-1` and `agent-2` | Key uses its own permissions | +| None | `["agent-1", "agent-3"]` | Key can access `agent-1` and `agent-3` | Key inherits team's permissions | +| `["agent-1", "agent-2"]` | `["agent-1", "agent-3"]` | Key can access `agent-1` only | Intersection of both lists (most restrictive wins) | + +## Viewing Permissions + + + + +1. Go to **Keys** or **Teams** +2. Click into the key/team you want to view +3. Agent permissions are displayed in the info view + + + + +```bash title="Get key info" showLineNumbers +curl "http://localhost:4000/key/info?key=sk-your-key" \ + -H "Authorization: Bearer sk-master-key" +``` + + + diff --git a/docs/my-website/docs/adding_provider/generic_guardrail_api.md b/docs/my-website/docs/adding_provider/generic_guardrail_api.md index f8c07b25f9d..cd2b25d125b 100644 --- a/docs/my-website/docs/adding_provider/generic_guardrail_api.md +++ b/docs/my-website/docs/adding_provider/generic_guardrail_api.md @@ -54,7 +54,7 @@ Implement `POST /beta/litellm_basic_guardrail_api` { "texts": ["extracted text from the request"], // array of text strings "images": ["base64_encoded_image_data"], // optional array of images - "tools": [ // optional array of tools (OpenAI ChatCompletionToolParam format) + "tools": [ // tool calls sent to the LLM (in the OpenAI Chat Completions spec) { "type": "function", "function": { @@ -69,6 +69,20 @@ Implement `POST /beta/litellm_basic_guardrail_api` } } ], + "tool_calls": [ // tool calls received from the LLM (in the OpenAI Chat Completions spec) + { + "id": "call_abc123", + "type": "function", + "function": { + "name": "get_weather", + "arguments": "{\"location\": \"San Francisco\"}" + } + } + ], + "structured_messages": [ // optional, full messages in OpenAI format (for chat endpoints) + {"role": "system", "content": "You are a helpful assistant"}, + {"role": "user", "content": "Hello"} + ], "request_data": { "user_api_key_hash": "hash of the litellm virtual key used", "user_api_key_alias": "alias of the litellm virtual key used", @@ -137,8 +151,8 @@ The `tools` parameter provides information about available function/tool definit } ``` -**Limitations:** -- **Input only:** Tools are only passed for `input_type="request"` (pre-call guardrails). Output/response guardrails do not currently receive tool information. +**Availability:** +- **Input only:** Tools are only passed for `input_type="request"` (pre-call guardrails). Output/response guardrails do not currently receive tool definitions. - **Supported endpoints:** The `tools` parameter is supported on: `/v1/chat/completions`, `/v1/responses`, and `/v1/messages`. Other endpoints do not have tool support. **Use cases:** @@ -147,6 +161,63 @@ The `tools` parameter provides information about available function/tool definit - Log tool usage for audit purposes - Block sensitive tools based on user context +### `tool_calls` Parameter + +The `tool_calls` parameter contains actual function/tool invocations being made in the request or response. + +**Format:** OpenAI `ChatCompletionMessageToolCall` format (see [OpenAI API reference](https://platform.openai.com/docs/api-reference/chat/object#chat/object-tool_calls)) + +**Example:** +```json +{ + "id": "call_abc123", + "type": "function", + "function": { + "name": "get_weather", + "arguments": "{\"location\": \"San Francisco\", \"unit\": \"celsius\"}" + } +} +``` + +**Key Difference from `tools`:** +- **`tools`** = Tool definitions/schemas (what tools are *available*) +- **`tool_calls`** = Tool invocations/executions (what tools are *being called* with what arguments) + +**Availability:** +- **Both input and output:** Tool calls can be present in both `input_type="request"` (assistant messages requesting tool calls) and `input_type="response"` (LLM responses with tool calls). +- **Supported endpoints:** The `tool_calls` parameter is supported on: `/v1/chat/completions`, `/v1/responses`, and `/v1/messages`. + +**Use cases:** +- Validate tool call arguments before execution +- Redact sensitive data from tool call arguments (e.g., PII) +- Log tool invocations for audit/debugging +- Block tool calls with dangerous parameters +- Modify tool call arguments (e.g., enforce constraints, sanitize inputs) +- Monitor tool usage patterns across users/teams + +### `structured_messages` Parameter + +The `structured_messages` parameter provides the full input in OpenAI chat completion spec format, useful for distinguishing between system and user messages. + +**Format:** Array of OpenAI chat completion messages (see [OpenAI API reference](https://platform.openai.com/docs/api-reference/chat/create#chat-create-messages)) + +**Example:** +```json +[ + {"role": "system", "content": "You are a helpful assistant"}, + {"role": "user", "content": "Hello"} +] +``` + +**Availability:** +- **Supported endpoints:** `/v1/chat/completions`, `/v1/messages`, `/v1/responses` +- **Input only:** Only passed for `input_type="request"` (pre-call guardrails) + +**Use cases:** +- Apply different policies for system vs user messages +- Enforce role-based content restrictions +- Log structured conversation context + ## LiteLLM Configuration Add to `config.yaml`: @@ -210,7 +281,9 @@ app = FastAPI() class GuardrailRequest(BaseModel): texts: List[str] images: Optional[List[str]] = None - tools: Optional[List[Dict[str, Any]]] = None # OpenAI ChatCompletionToolParam format + tools: Optional[List[Dict[str, Any]]] = None # OpenAI ChatCompletionToolParam format (tool definitions) + tool_calls: Optional[List[Dict[str, Any]]] = None # OpenAI ChatCompletionMessageToolCall format (tool invocations) + structured_messages: Optional[List[Dict[str, Any]]] = None # OpenAI messages format (for chat endpoints) request_data: Dict[str, Any] input_type: str # "request" or "response" litellm_call_id: Optional[str] = None @@ -235,18 +308,49 @@ async def apply_guardrail(request: GuardrailRequest): blocked_reason="Content contains prohibited terms" ) - # Example: Check tools (if present in request) + # Example: Check tool definitions (if present in request) if request.tools: for tool in request.tools: if tool.get("type") == "function": function_name = tool.get("function", {}).get("name", "") - # Block sensitive tools + # Block sensitive tool definitions if function_name in ["delete_data", "access_admin_panel"]: return GuardrailResponse( action="BLOCKED", blocked_reason=f"Tool '{function_name}' is not allowed" ) + # Example: Check tool calls (if present in request or response) + if request.tool_calls: + for tool_call in request.tool_calls: + if tool_call.get("type") == "function": + function_name = tool_call.get("function", {}).get("name", "") + arguments_str = tool_call.get("function", {}).get("arguments", "{}") + + # Parse arguments and validate + import json + try: + arguments = json.loads(arguments_str) + # Block dangerous arguments + if "file_path" in arguments and ".." in str(arguments["file_path"]): + return GuardrailResponse( + action="BLOCKED", + blocked_reason="Tool call contains path traversal attempt" + ) + except json.JSONDecodeError: + pass + + # Example: Check structured messages (if present in request) + if request.structured_messages: + for message in request.structured_messages: + if message.get("role") == "system": + # Apply stricter policies to system messages + if "admin" in message.get("content", "").lower(): + return GuardrailResponse( + action="BLOCKED", + blocked_reason="System message contains restricted terms" + ) + return GuardrailResponse(action="NONE") ``` diff --git a/docs/my-website/docs/contributing/adding_openai_compatible_providers.md b/docs/my-website/docs/contributing/adding_openai_compatible_providers.md new file mode 100644 index 00000000000..bb89eea35bf --- /dev/null +++ b/docs/my-website/docs/contributing/adding_openai_compatible_providers.md @@ -0,0 +1,130 @@ +# Adding OpenAI-Compatible Providers + +For simple OpenAI-compatible providers (like Hyperbolic, Nscale, etc.), you can add support by editing a single JSON file. + +## Quick Start + +1. Edit `litellm/llms/openai_like/providers.json` +2. Add your provider configuration +3. Test with: `litellm.completion(model="your_provider/model-name", ...)` + +## Basic Configuration + +For a fully OpenAI-compatible provider: + +```json +{ + "your_provider": { + "base_url": "https://api.yourprovider.com/v1", + "api_key_env": "YOUR_PROVIDER_API_KEY" + } +} +``` + +That's it! The provider is now available. + +## Configuration Options + +### Required Fields + +- `base_url` - API endpoint (e.g., `https://api.provider.com/v1`) +- `api_key_env` - Environment variable name for API key (e.g., `PROVIDER_API_KEY`) + +### Optional Fields + +- `api_base_env` - Environment variable to override `base_url` +- `base_class` - Use `"openai_gpt"` (default) or `"openai_like"` +- `param_mappings` - Map OpenAI parameter names to provider-specific names +- `constraints` - Parameter value constraints (min/max) +- `special_handling` - Special behaviors like content format conversion + +## Examples + +### Simple Provider (Fully Compatible) + +```json +{ + "hyperbolic": { + "base_url": "https://api.hyperbolic.xyz/v1", + "api_key_env": "HYPERBOLIC_API_KEY" + } +} +``` + +### Provider with Parameter Mapping + +```json +{ + "publicai": { + "base_url": "https://api.publicai.co/v1", + "api_key_env": "PUBLICAI_API_KEY", + "param_mappings": { + "max_completion_tokens": "max_tokens" + } + } +} +``` + +### Provider with Constraints + +```json +{ + "custom_provider": { + "base_url": "https://api.custom.com/v1", + "api_key_env": "CUSTOM_API_KEY", + "constraints": { + "temperature_max": 1.0, + "temperature_min": 0.0 + } + } +} +``` + +## Usage + +```python +import litellm +import os + +# Set your API key +os.environ["YOUR_PROVIDER_API_KEY"] = "your-key-here" + +# Use the provider +response = litellm.completion( + model="your_provider/model-name", + messages=[{"role": "user", "content": "Hello"}], +) +``` + +## When to Use Python Instead + +Use a Python config class if you need: + +- Custom authentication flows (OAuth, JWT, etc.) +- Complex request/response transformations +- Provider-specific streaming logic +- Advanced tool calling modifications + +For these cases, create a config class in `litellm/llms/your_provider/chat/transformation.py` that inherits from `OpenAIGPTConfig` or `OpenAILikeChatConfig`. + +## Testing + +Test your provider: + +```bash +# Quick test +python -c " +import litellm +import os +os.environ['PROVIDER_API_KEY'] = 'your-key' +response = litellm.completion( + model='provider/model-name', + messages=[{'role': 'user', 'content': 'test'}] +) +print(response.choices[0].message.content) +" +``` + +## Reference + +See existing providers in `litellm/llms/openai_like/providers.json` for examples. diff --git a/docs/my-website/docs/projects/GraphRAG.md b/docs/my-website/docs/projects/GraphRAG.md new file mode 100644 index 00000000000..6c5e3dea334 --- /dev/null +++ b/docs/my-website/docs/projects/GraphRAG.md @@ -0,0 +1,8 @@ + +# Microsoft GraphRAG + +GraphRAG is a data pipeline and transformation suite that extracts meaningful, structured data from unstructured text using the power of LLMs. It uses a graph-based approach to RAG (Retrieval-Augmented Generation) that leverages knowledge graphs to improve reasoning over private datasets. + +- [Github](https://github.com/microsoft/graphrag) +- [Docs](https://microsoft.github.io/graphrag/) +- [Paper](https://arxiv.org/pdf/2404.16130) diff --git a/docs/my-website/docs/provider_registration/index.md b/docs/my-website/docs/provider_registration/index.md index 66f61554783..60570dee7b7 100644 --- a/docs/my-website/docs/provider_registration/index.md +++ b/docs/my-website/docs/provider_registration/index.md @@ -2,6 +2,12 @@ title: "Integrate as a Model Provider" --- +## Quick Start for OpenAI-Compatible Providers + +If your API is OpenAI-compatible, you can add support by editing a single JSON file. See [Adding OpenAI-Compatible Providers](/docs/contributing/adding_openai_compatible_providers) for the simple approach. + +--- + This guide focuses on how to setup the classes and configuration necessary to act as a chat provider. Please see this guide first and look at the existing code in the codebase to understand how to act as a different provider, e.g. handling embeddings or image-generation. diff --git a/docs/my-website/docs/providers/amazon_nova.md b/docs/my-website/docs/providers/amazon_nova.md new file mode 100644 index 00000000000..509127036df --- /dev/null +++ b/docs/my-website/docs/providers/amazon_nova.md @@ -0,0 +1,291 @@ +import Tabs from '@theme/Tabs'; +import TabItem from '@theme/TabItem'; + +# Amazon Nova + +| Property | Details | +|-------|-------| +| Description | Amazon Nova is a family of foundation models built by Amazon that deliver frontier intelligence and industry-leading price performance. | +| Provider Route on LiteLLM | `amazon_nova/` | +| Provider Doc | [Amazon Nova ↗](https://docs.aws.amazon.com/nova/latest/userguide/what-is-nova.html) | +| Supported OpenAI Endpoints | `/chat/completions`, `v1/responses` | +| Other Supported Endpoints | `v1/messages`, `/generateContent` | + +## Authentication + +Amazon Nova uses API key authentication. You can obtain your API key from the [Amazon Nova developer console ↗](https://nova.amazon.com/dev/documentation). + +```bash +export AMAZON_NOVA_API_KEY="your-api-key" +``` + +## Usage + + + + +```python +import os +from litellm import completion + +# Set your API key +os.environ["AMAZON_NOVA_API_KEY"] = "your-api-key" + +response = completion( + model="amazon_nova/nova-micro-v1", + messages=[ + {"role": "system", "content": "You are a helpful assistant"}, + {"role": "user", "content": "Hello, how are you?"} + ] +) + +print(response) +``` + + + + +### 1. Setup config.yaml + +```yaml +model_list: + - model_name: amazon-nova-micro + litellm_params: + model: amazon_nova/nova-micro-v1 + api_key: os.environ/AMAZON_NOVA_API_KEY +``` +### 2. Start the proxy +```bash +litellm --config /path/to/config.yaml +``` + +### 3. Test it + +```bash +curl --location 'http://0.0.0.0:4000/chat/completions' \ +--header 'Content-Type: application/json' \ +--data '{ + "model": "amazon-nova-micro", + "messages": [ + { + "role": "user", + "content": "Hello, how are you?" + } + ] +}' +``` + + + + +## Supported Models + +| Model Name | Usage | Context Window | +|------------|-------|----------------| +| Nova Micro | `completion(model="amazon_nova/nova-micro-v1", messages=messages)` | 128K tokens | +| Nova Lite | `completion(model="amazon_nova/nova-lite-v1", messages=messages)` | 300K tokens | +| Nova Pro | `completion(model="amazon_nova/nova-pro-v1", messages=messages)` | 300K tokens | +| Nova Premier | `completion(model="amazon_nova/nova-premier-v1", messages=messages)` | 1M tokens | + +## Usage - Streaming + + + + +```python +import os +from litellm import completion + +os.environ["AMAZON_NOVA_API_KEY"] = "your-api-key" + +response = completion( + model="amazon_nova/nova-micro-v1", + messages=[ + {"role": "system", "content": "You are a helpful assistant"}, + {"role": "user", "content": "Tell me about machine learning"} + ], + stream=True +) + +for chunk in response: + print(chunk.choices[0].delta.content or "", end="") +``` + + + + +```bash +curl --location 'http://0.0.0.0:4000/chat/completions' \ +--header 'Content-Type: application/json' \ +--data '{ + "model": "amazon-nova-micro", + "messages": [ + { + "role": "user", + "content": "Tell me about machine learning" + } + ], + "stream": true +}' +``` + + + + +## Usage - Function Calling / Tool Usage + + + + +```python +import os +from litellm import completion + +os.environ["AMAZON_NOVA_API_KEY"] = "your-api-key" + +tools = [ + { + "type": "function", + "function": { + "name": "getCurrentWeather", + "description": "Get the current weather in a given city", + "parameters": { + "type": "object", + "properties": { + "location": { + "type": "string", + "description": "City and country e.g. San Francisco, CA" + } + }, + "required": ["location"] + } + } + } +] + +response = completion( + model="amazon_nova/nova-micro-v1", + messages=[ + {"role": "user", "content": "What's the weather like in San Francisco?"} + ], + tools=tools +) + +print(response) +``` + + + + +```bash +curl --location 'http://0.0.0.0:4000/chat/completions' \ +--header 'Content-Type: application/json' \ +--data '{ + "model": "amazon-nova-micro", + "messages": [ + { + "role": "user", + "content": "What'\''s the weather like in San Francisco?" + } + ], + "tools": [ + { + "type": "function", + "function": { + "name": "getCurrentWeather", + "description": "Get the current weather in a given city", + "parameters": { + "type": "object", + "properties": { + "location": { + "type": "string", + "description": "City and country e.g. San Francisco, CA" + } + }, + "required": ["location"] + } + } + } + ] +}' +``` + + + + +## Set temperature, top_p, etc. + + + + +```python +import os +from litellm import completion + +os.environ["AMAZON_NOVA_API_KEY"] = "your-api-key" + +response = completion( + model="amazon_nova/nova-pro-v1", + messages=[ + {"role": "user", "content": "Write a creative story"} + ], + temperature=0.8, + max_tokens=500, + top_p=0.9 +) + +print(response) +``` + + + + +**Set on yaml** + +```yaml +model_list: + - model_name: amazon-nova-pro + litellm_params: + model: amazon_nova/nova-pro-v1 + temperature: 0.8 + max_tokens: 500 + top_p: 0.9 +``` +**Set on request** +```bash +curl --location 'http://0.0.0.0:4000/chat/completions' \ +--header 'Content-Type: application/json' \ +--data '{ + "model": "amazon-nova-pro", + "messages": [ + { + "role": "user", + "content": "Write a creative story" + } + ], + "temperature": 0.8, + "max_tokens": 500, + "top_p": 0.9 +}' +``` + + + + +## Model Comparison + +| Model | Best For | Speed | Cost | Context | +|-------|----------|-------|------|---------| +| **Nova Micro** | Simple tasks, high throughput | Fastest | Lowest | 128K | +| **Nova Lite** | Balanced performance | Fast | Low | 300K | +| **Nova Pro** | Complex reasoning | Medium | Medium | 300K | +| **Nova Premier** | Most advanced tasks | Slower | Higher | 1M | + +## Error Handling + +Common error codes and their meanings: + +- `401 Unauthorized`: Invalid API key +- `429 Too Many Requests`: Rate limit exceeded +- `400 Bad Request`: Invalid request format +- `500 Internal Server Error`: Service temporarily unavailable \ No newline at end of file diff --git a/docs/my-website/docs/providers/gemini.md b/docs/my-website/docs/providers/gemini.md index 1b21ed8d03c..f33c492f182 100644 --- a/docs/my-website/docs/providers/gemini.md +++ b/docs/my-website/docs/providers/gemini.md @@ -2006,3 +2006,34 @@ curl -L -X POST 'http://localhost:4000/v1/chat/completions' \ +### Image Generation Pricing + +Gemini image generation models (like `gemini-3-pro-image-preview`) return `image_tokens` in the response usage. These tokens are priced differently from text tokens: + +| Token Type | Price per 1M tokens | Price per token | +|------------|---------------------|-----------------| +| Text output | $12 | $0.000012 | +| Image output | $120 | $0.00012 | + +The number of image tokens depends on the output resolution: + +| Resolution | Tokens per image | Cost per image | +|------------|------------------|----------------| +| 1K-2K (1024x1024 to 2048x2048) | 1,120 | $0.134 | +| 4K (4096x4096) | 2,000 | $0.24 | + +LiteLLM automatically calculates costs using `output_cost_per_image_token` from the model pricing configuration. + +**Example response usage:** +```json +{ + "completion_tokens_details": { + "reasoning_tokens": 225, + "text_tokens": 0, + "image_tokens": 1120 + } +} +``` + +For more details, see [Google's Gemini pricing documentation](https://ai.google.dev/gemini-api/docs/pricing). + diff --git a/docs/my-website/docs/providers/openai.md b/docs/my-website/docs/providers/openai.md index 6f46807c89a..f1f88999d83 100644 --- a/docs/my-website/docs/providers/openai.md +++ b/docs/my-website/docs/providers/openai.md @@ -191,6 +191,7 @@ os.environ["OPENAI_BASE_URL"] = "https://your_host/v1" # OPTIONAL | gpt-5.1 | `response = completion(model="gpt-5.1", messages=messages)` | | gpt-5.1-codex | `response = completion(model="gpt-5.1-codex", messages=messages)` | | gpt-5.1-codex-mini | `response = completion(model="gpt-5.1-codex-mini", messages=messages)` | +| gpt-5.1-codex-max | `response = completion(model="gpt-5.1-codex-max", messages=messages)` | | gpt-4.1 | `response = completion(model="gpt-4.1", messages=messages)` | | gpt-4.1-mini | `response = completion(model="gpt-4.1-mini", messages=messages)` | | gpt-4.1-nano | `response = completion(model="gpt-4.1-nano", messages=messages)` | @@ -427,7 +428,7 @@ Expected Response: ### Advanced: Using `reasoning_effort` with `summary` field -By default, `reasoning_effort` accepts a string value (`"none"`, `"minimal"`, `"low"`, `"medium"`, `"high"`) and only sets the effort level without including a reasoning summary. +By default, `reasoning_effort` accepts a string value (`"none"`, `"minimal"`, `"low"`, `"medium"`, `"high"`, `"xhigh"`—`"xhigh"` is only supported on `gpt-5.1-codex-max`) and only sets the effort level without including a reasoning summary. To opt-in to the `summary` feature, you can pass `reasoning_effort` as a dictionary. **Note:** The `summary` field requires your OpenAI organization to have verification status. Using `summary` without verification will result in a 400 error from OpenAI. @@ -494,10 +495,12 @@ curl -X POST 'http://0.0.0.0:4000/chat/completions' \ | `gpt-5-codex` | `adaptive` | `low`, `medium`, `high` (no `minimal`) | | `gpt-5.1-codex` | `adaptive` | `low`, `medium`, `high` (no `minimal`) | | `gpt-5.1-codex-mini` | `adaptive` | `low`, `medium`, `high` (no `minimal`) | +| `gpt-5.1-codex-max` | `adaptive` | `low`, `medium`, `high`, `xhigh` (no `minimal`) | | `gpt-5-pro` | `high` | `high` only | **Note:** - GPT-5.1 introduced a new `reasoning_effort="none"` setting for faster, lower-latency responses. This replaces the `"minimal"` setting from GPT-5. +- `gpt-5.1-codex-max` is the only model that supports `reasoning_effort="xhigh"`. All other models will reject this value. - `gpt-5-pro` only accepts `reasoning_effort="high"`. Other values will return an error. - When `reasoning_effort` is not set (None), OpenAI defaults to the value shown in the "Default" column. @@ -509,7 +512,7 @@ The `verbosity` parameter controls the length and detail of responses from GPT-5 **Supported models:** `gpt-5`, `gpt-5.1`, `gpt-5-mini`, `gpt-5-nano`, `gpt-5-pro` -**Note:** GPT-5-Codex models (`gpt-5-codex`, `gpt-5.1-codex`, `gpt-5.1-codex-mini`) do **not** support the `verbosity` parameter. +**Note:** GPT-5-Codex models (`gpt-5-codex`, `gpt-5.1-codex`, `gpt-5.1-codex-mini`, `gpt-5.1-codex-max`) do **not** support the `verbosity` parameter. **Use cases:** - **`"low"`**: Best for concise answers or simple code generation (e.g., SQL queries) @@ -988,4 +991,4 @@ response = completion( LiteLLM supports OpenAI's video generation models including Sora. -For detailed documentation on video generation, see [OpenAI Video Generation →](./openai/video_generation.md) \ No newline at end of file +For detailed documentation on video generation, see [OpenAI Video Generation →](./openai/video_generation.md) diff --git a/docs/my-website/docs/providers/openai_compatible.md b/docs/my-website/docs/providers/openai_compatible.md index 2f11379a8db..f67500f2b10 100644 --- a/docs/my-website/docs/providers/openai_compatible.md +++ b/docs/my-website/docs/providers/openai_compatible.md @@ -11,7 +11,7 @@ Selecting `openai` as the provider routes your request to an OpenAI-compatible e This library **requires** an API key for all requests, either through the `api_key` parameter or the `OPENAI_API_KEY` environment variable. -If you don’t want to provide a fake API key in each request, consider using a provider that directly matches your +If you don't want to provide a fake API key in each request, consider using a provider that directly matches your OpenAI-compatible endpoint, such as [`hosted_vllm`](/docs/providers/vllm) or [`llamafile`](/docs/providers/llamafile). ::: @@ -150,4 +150,4 @@ model_list: api_base: http://my-custom-base api_key: "" supports_system_message: False # 👈 KEY CHANGE -``` \ No newline at end of file +``` diff --git a/docs/my-website/docs/providers/vertex.md b/docs/my-website/docs/providers/vertex.md index da2997f6202..33ebf535d29 100644 --- a/docs/my-website/docs/providers/vertex.md +++ b/docs/my-website/docs/providers/vertex.md @@ -1604,6 +1604,56 @@ litellm.vertex_location = "us-central1 # Your Location | gemini-2.5-flash-preview-09-2025 | `completion('gemini-2.5-flash-preview-09-2025', messages)`, `completion('vertex_ai/gemini-2.5-flash-preview-09-2025', messages)` | | gemini-2.5-flash-lite-preview-09-2025 | `completion('gemini-2.5-flash-lite-preview-09-2025', messages)`, `completion('vertex_ai/gemini-2.5-flash-lite-preview-09-2025', messages)` | +## Private Service Connect (PSC) Endpoints + +LiteLLM supports Vertex AI models deployed to Private Service Connect (PSC) endpoints, allowing you to use custom `api_base` URLs for private deployments. + +### Usage + +```python +from litellm import completion + +# Use PSC endpoint with custom api_base +response = completion( + model="vertex_ai/1234567890", # Numeric endpoint ID + messages=[{"role": "user", "content": "Hello!"}], + api_base="http://10.96.32.8", # Your PSC endpoint + vertex_project="my-project-id", + vertex_location="us-central1", + use_psc_endpoint_format=True +) +``` + +**Key Features:** +- Supports both numeric endpoint IDs and custom model names +- Works with both completion and embedding endpoints +- Automatically constructs full PSC URL: `{api_base}/v1/projects/{project}/locations/{location}/endpoints/{model}:{endpoint}` +- Compatible with streaming requests + +### Configuration + +Add PSC endpoints to your `config.yaml`: + +```yaml +model_list: + - model_name: psc-gemini + litellm_params: + model: vertex_ai/1234567890 # Numeric endpoint ID + api_base: "http://10.96.32.8" # Your PSC endpoint + vertex_project: "my-project-id" + vertex_location: "us-central1" + vertex_credentials: "/path/to/service_account.json" + use_psc_endpoint_format: True + - model_name: psc-embedding + litellm_params: + model: vertex_ai/text-embedding-004 + api_base: "http://10.96.32.8" # Your PSC endpoint + vertex_project: "my-project-id" + vertex_location: "us-central1" + vertex_credentials: "/path/to/service_account.json" + use_psc_endpoint_format: True +``` + ## Fine-tuned Models You can call fine-tuned Vertex AI Gemini models through LiteLLM diff --git a/docs/my-website/docs/providers/vertex_embedding.md b/docs/my-website/docs/providers/vertex_embedding.md new file mode 100644 index 00000000000..5656ade337b --- /dev/null +++ b/docs/my-website/docs/providers/vertex_embedding.md @@ -0,0 +1,587 @@ +import Image from '@theme/IdealImage'; +import Tabs from '@theme/Tabs'; +import TabItem from '@theme/TabItem'; + +# Vertex AI Embedding + +## Usage - Embedding + + + + +```python +import litellm +from litellm import embedding +litellm.vertex_project = "hardy-device-38811" # Your Project ID +litellm.vertex_location = "us-central1" # proj location + +response = embedding( + model="vertex_ai/textembedding-gecko", + input=["good morning from litellm"], +) +print(response) +``` + + + + + +1. Add model to config.yaml +```yaml +model_list: + - model_name: snowflake-arctic-embed-m-long-1731622468876 + litellm_params: + model: vertex_ai/ + vertex_project: "adroit-crow-413218" + vertex_location: "us-central1" + vertex_credentials: adroit-crow-413218-a956eef1a2a8.json + +litellm_settings: + drop_params: True +``` + +2. Start Proxy + +``` +$ litellm --config /path/to/config.yaml +``` + +3. Make Request using OpenAI Python SDK, Langchain Python SDK + +```python +import openai + +client = openai.OpenAI(api_key="sk-1234", base_url="http://0.0.0.0:4000") + +response = client.embeddings.create( + model="snowflake-arctic-embed-m-long-1731622468876", + input = ["good morning from litellm", "this is another item"], +) + +print(response) +``` + + + + + +#### Supported Embedding Models +All models listed [here](https://github.com/BerriAI/litellm/blob/57f37f743886a0249f630a6792d49dffc2c5d9b7/model_prices_and_context_window.json#L835) are supported + +| Model Name | Function Call | +|--------------------------|------------------------------------------------------------------------------------------------------------------------------------------------------------------| +| text-embedding-004 | `embedding(model="vertex_ai/text-embedding-004", input)` | +| text-multilingual-embedding-002 | `embedding(model="vertex_ai/text-multilingual-embedding-002", input)` | +| textembedding-gecko | `embedding(model="vertex_ai/textembedding-gecko", input)` | +| textembedding-gecko-multilingual | `embedding(model="vertex_ai/textembedding-gecko-multilingual", input)` | +| textembedding-gecko-multilingual@001 | `embedding(model="vertex_ai/textembedding-gecko-multilingual@001", input)` | +| textembedding-gecko@001 | `embedding(model="vertex_ai/textembedding-gecko@001", input)` | +| textembedding-gecko@003 | `embedding(model="vertex_ai/textembedding-gecko@003", input)` | +| text-embedding-preview-0409 | `embedding(model="vertex_ai/text-embedding-preview-0409", input)` | +| text-multilingual-embedding-preview-0409 | `embedding(model="vertex_ai/text-multilingual-embedding-preview-0409", input)` | +| Fine-tuned OR Custom Embedding models | `embedding(model="vertex_ai/", input)` | + +### Supported OpenAI (Unified) Params + +| [param](../embedding/supported_embedding.md#input-params-for-litellmembedding) | type | [vertex equivalent](https://cloud.google.com/vertex-ai/generative-ai/docs/model-reference/text-embeddings-api) | +|-------|-------------|--------------------| +| `input` | **string or List[string]** | `instances` | +| `dimensions` | **int** | `output_dimensionality` | +| `input_type` | **Literal["RETRIEVAL_QUERY","RETRIEVAL_DOCUMENT", "SEMANTIC_SIMILARITY", "CLASSIFICATION", "CLUSTERING", "QUESTION_ANSWERING", "FACT_VERIFICATION"]** | `task_type` | + +#### Usage with OpenAI (Unified) Params + + + + + +```python +response = litellm.embedding( + model="vertex_ai/text-embedding-004", + input=["good morning from litellm", "gm"] + input_type = "RETRIEVAL_DOCUMENT", + dimensions=1, +) +``` + + + + +```python +import openai + +client = openai.OpenAI(api_key="sk-1234", base_url="http://0.0.0.0:4000") + +response = client.embeddings.create( + model="text-embedding-004", + input = ["good morning from litellm", "gm"], + dimensions=1, + extra_body = { + "input_type": "RETRIEVAL_QUERY", + } +) + +print(response) +``` + + + + +### Supported Vertex Specific Params + +| param | type | +|-------|-------------| +| `auto_truncate` | **bool** | +| `task_type` | **Literal["RETRIEVAL_QUERY","RETRIEVAL_DOCUMENT", "SEMANTIC_SIMILARITY", "CLASSIFICATION", "CLUSTERING", "QUESTION_ANSWERING", "FACT_VERIFICATION"]** | +| `title` | **str** | + +#### Usage with Vertex Specific Params (Use `task_type` and `title`) + +You can pass any vertex specific params to the embedding model. Just pass them to the embedding function like this: + +[Relevant Vertex AI doc with all embedding params](https://cloud.google.com/vertex-ai/generative-ai/docs/model-reference/text-embeddings-api#request_body) + + + + +```python +response = litellm.embedding( + model="vertex_ai/text-embedding-004", + input=["good morning from litellm", "gm"] + task_type = "RETRIEVAL_DOCUMENT", + title = "test", + dimensions=1, + auto_truncate=True, +) +``` + + + + +```python +import openai + +client = openai.OpenAI(api_key="sk-1234", base_url="http://0.0.0.0:4000") + +response = client.embeddings.create( + model="text-embedding-004", + input = ["good morning from litellm", "gm"], + dimensions=1, + extra_body = { + "task_type": "RETRIEVAL_QUERY", + "auto_truncate": True, + "title": "test", + } +) + +print(response) +``` + + + +## **BGE Embeddings** + +Use BGE (Baidu General Embedding) models deployed on Vertex AI. + +### Usage + + + + +```python showLineNumbers title="Using BGE on Vertex AI" +import litellm + +response = litellm.embedding( + model="vertex_ai/bge/", + input=["Hello", "World"], + vertex_project="your-project-id", + vertex_location="your-location" +) + +print(response) +``` + + + + + +1. Add model to config.yaml +```yaml showLineNumbers title="config.yaml" +model_list: + - model_name: bge-embedding + litellm_params: + model: vertex_ai/bge/ + vertex_project: "your-project-id" + vertex_location: "us-central1" + vertex_credentials: your-credentials.json + +litellm_settings: + drop_params: True +``` + +2. Start Proxy + +```bash +$ litellm --config /path/to/config.yaml +``` + +3. Make Request using OpenAI Python SDK + +```python showLineNumbers title="Making requests to BGE" +import openai + +client = openai.OpenAI(api_key="sk-1234", base_url="http://0.0.0.0:4000") + +response = client.embeddings.create( + model="bge-embedding", + input=["good morning from litellm", "this is another item"] +) + +print(response) +``` + +Using a Private Service Connect (PSC) endpoint + +```yaml showLineNumbers title="config.yaml (PSC)" +model_list: + - model_name: bge-small-en-v1.5 + litellm_params: + model: vertex_ai/bge/1234567890 + api_base: http://10.96.32.8 # Your PSC IP + vertex_project: my-project-id #optional + vertex_location: us-central1 #optional +``` + + + + +## **Multi-Modal Embeddings** + + +Known Limitations: +- Only supports 1 image / video / image per request +- Only supports GCS or base64 encoded images / videos + +### Usage + + + + +Using GCS Images + +```python +response = await litellm.aembedding( + model="vertex_ai/multimodalembedding@001", + input="gs://cloud-samples-data/vertex-ai/llm/prompts/landmark1.png" # will be sent as a gcs image +) +``` + +Using base 64 encoded images + +```python +response = await litellm.aembedding( + model="vertex_ai/multimodalembedding@001", + input="data:image/jpeg;base64,..." # will be sent as a base64 encoded image +) +``` + + + + +1. Add model to config.yaml +```yaml +model_list: + - model_name: multimodalembedding@001 + litellm_params: + model: vertex_ai/multimodalembedding@001 + vertex_project: "adroit-crow-413218" + vertex_location: "us-central1" + vertex_credentials: adroit-crow-413218-a956eef1a2a8.json + +litellm_settings: + drop_params: True +``` + +2. Start Proxy + +``` +$ litellm --config /path/to/config.yaml +``` + +3. Make Request use OpenAI Python SDK, Langchain Python SDK + + + + + + +Requests with GCS Image / Video URI + +```python +import openai + +client = openai.OpenAI(api_key="sk-1234", base_url="http://0.0.0.0:4000") + +# # request sent to model set on litellm proxy, `litellm --model` +response = client.embeddings.create( + model="multimodalembedding@001", + input = "gs://cloud-samples-data/vertex-ai/llm/prompts/landmark1.png", +) + +print(response) +``` + +Requests with base64 encoded images + +```python +import openai + +client = openai.OpenAI(api_key="sk-1234", base_url="http://0.0.0.0:4000") + +# # request sent to model set on litellm proxy, `litellm --model` +response = client.embeddings.create( + model="multimodalembedding@001", + input = "data:image/jpeg;base64,...", +) + +print(response) +``` + + + + + +Requests with GCS Image / Video URI +```python +from langchain_openai import OpenAIEmbeddings + +embeddings_models = "multimodalembedding@001" + +embeddings = OpenAIEmbeddings( + model="multimodalembedding@001", + base_url="http://0.0.0.0:4000", + api_key="sk-1234", # type: ignore +) + + +query_result = embeddings.embed_query( + "gs://cloud-samples-data/vertex-ai/llm/prompts/landmark1.png" +) +print(query_result) + +``` + +Requests with base64 encoded images + +```python +from langchain_openai import OpenAIEmbeddings + +embeddings_models = "multimodalembedding@001" + +embeddings = OpenAIEmbeddings( + model="multimodalembedding@001", + base_url="http://0.0.0.0:4000", + api_key="sk-1234", # type: ignore +) + + +query_result = embeddings.embed_query( + "data:image/jpeg;base64,..." +) +print(query_result) + +``` + + + + + + + + + +1. Add model to config.yaml +```yaml +default_vertex_config: + vertex_project: "adroit-crow-413218" + vertex_location: "us-central1" + vertex_credentials: adroit-crow-413218-a956eef1a2a8.json +``` + +2. Start Proxy + +``` +$ litellm --config /path/to/config.yaml +``` + +3. Make Request use OpenAI Python SDK + +```python +import vertexai + +from vertexai.vision_models import Image, MultiModalEmbeddingModel, Video +from vertexai.vision_models import VideoSegmentConfig +from google.auth.credentials import Credentials + + +LITELLM_PROXY_API_KEY = "sk-1234" +LITELLM_PROXY_BASE = "http://0.0.0.0:4000/vertex-ai" + +import datetime + +class CredentialsWrapper(Credentials): + def __init__(self, token=None): + super().__init__() + self.token = token + self.expiry = None # or set to a future date if needed + + def refresh(self, request): + pass + + def apply(self, headers, token=None): + headers['Authorization'] = f'Bearer {self.token}' + + @property + def expired(self): + return False # Always consider the token as non-expired + + @property + def valid(self): + return True # Always consider the credentials as valid + +credentials = CredentialsWrapper(token=LITELLM_PROXY_API_KEY) + +vertexai.init( + project="adroit-crow-413218", + location="us-central1", + api_endpoint=LITELLM_PROXY_BASE, + credentials = credentials, + api_transport="rest", + +) + +model = MultiModalEmbeddingModel.from_pretrained("multimodalembedding") +image = Image.load_from_file( + "gs://cloud-samples-data/vertex-ai/llm/prompts/landmark1.png" +) + +embeddings = model.get_embeddings( + image=image, + contextual_text="Colosseum", + dimension=1408, +) +print(f"Image Embedding: {embeddings.image_embedding}") +print(f"Text Embedding: {embeddings.text_embedding}") +``` + + + + + +### Text + Image + Video Embeddings + + + + +Text + Image + +```python +response = await litellm.aembedding( + model="vertex_ai/multimodalembedding@001", + input=["hey", "gs://cloud-samples-data/vertex-ai/llm/prompts/landmark1.png"] # will be sent as a gcs image +) +``` + +Text + Video + +```python +response = await litellm.aembedding( + model="vertex_ai/multimodalembedding@001", + input=["hey", "gs://my-bucket/embeddings/supermarket-video.mp4"] # will be sent as a gcs image +) +``` + +Image + Video + +```python +response = await litellm.aembedding( + model="vertex_ai/multimodalembedding@001", + input=["gs://cloud-samples-data/vertex-ai/llm/prompts/landmark1.png", "gs://my-bucket/embeddings/supermarket-video.mp4"] # will be sent as a gcs image +) +``` + + + + + +1. Add model to config.yaml +```yaml +model_list: + - model_name: multimodalembedding@001 + litellm_params: + model: vertex_ai/multimodalembedding@001 + vertex_project: "adroit-crow-413218" + vertex_location: "us-central1" + vertex_credentials: adroit-crow-413218-a956eef1a2a8.json + +litellm_settings: + drop_params: True +``` + +2. Start Proxy + +``` +$ litellm --config /path/to/config.yaml +``` + +3. Make Request use OpenAI Python SDK, Langchain Python SDK + + +Text + Image + +```python +import openai + +client = openai.OpenAI(api_key="sk-1234", base_url="http://0.0.0.0:4000") + +# # request sent to model set on litellm proxy, `litellm --model` +response = client.embeddings.create( + model="multimodalembedding@001", + input = ["hey", "gs://cloud-samples-data/vertex-ai/llm/prompts/landmark1.png"], +) + +print(response) +``` + +Text + Video +```python +import openai + +client = openai.OpenAI(api_key="sk-1234", base_url="http://0.0.0.0:4000") + +# # request sent to model set on litellm proxy, `litellm --model` +response = client.embeddings.create( + model="multimodalembedding@001", + input = ["hey", "gs://my-bucket/embeddings/supermarket-video.mp4"], +) + +print(response) +``` + +Image + Video +```python +import openai + +client = openai.OpenAI(api_key="sk-1234", base_url="http://0.0.0.0:4000") + +# # request sent to model set on litellm proxy, `litellm --model` +response = client.embeddings.create( + model="multimodalembedding@001", + input = ["gs://cloud-samples-data/vertex-ai/llm/prompts/landmark1.png", "gs://my-bucket/embeddings/supermarket-video.mp4"], +) + +print(response) +``` + + + \ No newline at end of file diff --git a/docs/my-website/docs/proxy/config_settings.md b/docs/my-website/docs/proxy/config_settings.md index b71e100e157..65b1c4afdbc 100644 --- a/docs/my-website/docs/proxy/config_settings.md +++ b/docs/my-website/docs/proxy/config_settings.md @@ -29,7 +29,8 @@ litellm_settings: request_timeout: 10 # (int) llm requesttimeout in seconds. Raise Timeout error if call takes longer than 10s. Sets litellm.request_timeout force_ipv4: boolean # If true, litellm will force ipv4 for all LLM requests. Some users have seen httpx ConnectionError when using ipv6 + Anthropic API - set_verbose: boolean # sets litellm.set_verbose=True to view verbose debug logs. DO NOT LEAVE THIS ON IN PRODUCTION + # Debugging - see debugging docs for more options + # Use `--debug` or `--detailed_debug` CLI flags, or set LITELLM_LOG env var to "INFO", "DEBUG", or "ERROR" json_logs: boolean # if true, logs will be in json format # Fallbacks, reliability @@ -171,7 +172,7 @@ router_settings: | redact_user_api_key_info | boolean | If true, redacts information about the user api key from logs [Proxy Logging](logging#redacting-userapikeyinfo) | | mcp_aliases | object | Maps friendly aliases to MCP server names for easier tool access. Only the first alias for each server is used. [MCP Aliases](../mcp#mcp-aliases) | | langfuse_default_tags | array of strings | Default tags for Langfuse Logging. Use this if you want to control which LiteLLM-specific fields are logged as tags by the LiteLLM proxy. By default LiteLLM Proxy logs no LiteLLM-specific fields as tags. [Further docs](./logging#litellm-specific-tags-on-langfuse---cache_hit-cache_key) | -| set_verbose | boolean | If true, sets litellm.set_verbose=True to view verbose debug logs. DO NOT LEAVE THIS ON IN PRODUCTION | +| set_verbose | boolean | [DEPRECATED - see debugging docs](./debugging) Use `--debug` or `--detailed_debug` CLI flags, or set `LITELLM_LOG` env var to "INFO", "DEBUG", or "ERROR" instead. | | json_logs | boolean | If true, logs will be in json format. If you need to store the logs as JSON, just set the `litellm.json_logs = True`. We currently just log the raw POST request from litellm as a JSON [Further docs](./debugging) | | default_fallbacks | array of strings | List of fallback models to use if a specific model group is misconfigured / bad. [Further docs](./reliability#default-fallbacks) | | request_timeout | integer | The timeout for requests in seconds. If not set, the default value is `6000 seconds`. [For reference OpenAI Python SDK defaults to `600 seconds`.](https://github.com/openai/openai-python/blob/main/src/openai/_constants.py) | @@ -333,7 +334,7 @@ router_settings: | caching_groups | Optional[List[tuple]] | List of model groups for caching across model groups. Defaults to None. - e.g. caching_groups=[("openai-gpt-3.5-turbo", "azure-gpt-3.5-turbo")]| | alerting_config | AlertingConfig | [SDK-only arg] Slack alerting configuration. Defaults to None. [Further Docs](../routing.md#alerting-) | | assistants_config | AssistantsConfig | Set on proxy via `assistant_settings`. [Further docs](../assistants.md) | -| set_verbose | boolean | [DEPRECATED PARAM - see debug docs](./debugging.md) If true, sets the logging level to verbose. | +| set_verbose | boolean | [DEPRECATED PARAM - see debug docs](./debugging) If true, sets the logging level to verbose. | | retry_after | int | Time to wait before retrying a request in seconds. Defaults to 0. If `x-retry-after` is received from LLM API, this value is overridden. | | provider_budget_config | ProviderBudgetConfig | Provider budget configuration. Use this to set llm_provider budget limits. example $100/day to OpenAI, $100/day to Azure, etc. Defaults to None. [Further Docs](./provider_budget_routing.md) | | enable_pre_call_checks | boolean | If true, checks if a call is within the model's context window before making the call. [More information here](reliability) | @@ -359,6 +360,7 @@ router_settings: | AISPEND_ACCOUNT_ID | Account ID for AI Spend | AISPEND_API_KEY | API Key for AI Spend | AIOHTTP_CONNECTOR_LIMIT | Connection limit for aiohttp connector. When set to 0, no limit is applied. **Default is 0** +| AIOHTTP_CONNECTOR_LIMIT_PER_HOST | Connection limit per host for aiohttp connector. When set to 0, no limit is applied. **Default is 0** | AIOHTTP_KEEPALIVE_TIMEOUT | Keep-alive timeout for aiohttp connections in seconds. **Default is 120** | AIOHTTP_TRUST_ENV | Flag to enable aiohttp trust environment. When this is set to True, aiohttp will respect HTTP(S)_PROXY env vars. **Default is False** | AIOHTTP_TTL_DNS_CACHE | DNS cache time-to-live for aiohttp in seconds. **Default is 300** @@ -378,6 +380,7 @@ router_settings: | ATHINA_BASE_URL | Base URL for Athina service (defaults to `https://log.athina.ai`) | AUTH_STRATEGY | Strategy used for authentication (e.g., OAuth, API key) | AUTO_REDIRECT_UI_LOGIN_TO_SSO | Flag to enable automatic redirect of UI login page to SSO when SSO is configured. Default is **true** +| AUDIO_SPEECH_CHUNK_SIZE | Chunk size for audio speech processing. Default is 1024 | ANTHROPIC_API_KEY | API key for Anthropic service | ANTHROPIC_API_BASE | Base URL for Anthropic API. Default is https://api.anthropic.com | AWS_ACCESS_KEY_ID | Access Key ID for AWS services @@ -440,6 +443,7 @@ router_settings: | CYBERARK_CLIENT_CERT | Path to client certificate for CyberArk authentication | CYBERARK_CLIENT_KEY | Path to client key for CyberArk authentication | CYBERARK_USERNAME | Username for CyberArk authentication +| CYBERARK_SSL_VERIFY | Flag to enable or disable SSL certificate verification for CyberArk. Default is True | CONFIDENT_API_KEY | API key for DeepEval integration | CUSTOM_TIKTOKEN_CACHE_DIR | Custom directory for Tiktoken cache | CONFIDENT_API_KEY | API key for Confident AI (Deepeval) Logging service @@ -654,6 +658,8 @@ router_settings: | LITERAL_API_URL | API URL for Literal service | LITERAL_BATCH_SIZE | Batch size for Literal operations | LITELLM_ANTHROPIC_DISABLE_URL_SUFFIX | Disable automatic URL suffix appending for Anthropic API base URLs. When set to `true`, prevents LiteLLM from automatically adding `/v1/messages` or `/v1/complete` to custom Anthropic API endpoints +| LITELLM_DD_AGENT_HOST | Hostname or IP of DataDog agent for LiteLLM-specific logging. When set, logs are sent to agent instead of direct API +| LITELLM_DD_AGENT_PORT | Port of DataDog agent for LiteLLM-specific log intake. Default is 10518 | LITELLM_DONT_SHOW_FEEDBACK_BOX | Flag to hide feedback box in LiteLLM UI | LITELLM_DROP_PARAMS | Parameters to drop in LiteLLM requests | LITELLM_MODIFY_PARAMS | Parameters to modify in LiteLLM requests @@ -798,7 +804,7 @@ router_settings: | SEND_USER_API_KEY_ALIAS | Flag to send user API key alias to Zscaler AI Guard. Default is False | SEND_USER_API_KEY_TEAM_ID | Flag to send user API key team ID to Zscaler AI Guard. Default is False | SEND_USER_API_KEY_USER_ID | Flag to send user API key user ID to Zscaler AI Guard. Default is False -| SET_VERBOSE | Flag to enable verbose logging +| SET_VERBOSE | [DEPRECATED] Use `LITELLM_LOG` instead with values "INFO", "DEBUG", or "ERROR". See [debugging docs](./debugging) | SINGLE_DEPLOYMENT_TRAFFIC_FAILURE_THRESHOLD | Minimum number of requests to consider "reasonable traffic" for single-deployment cooldown logic. Default is 1000 | SLACK_DAILY_REPORT_FREQUENCY | Frequency of daily Slack reports (e.g., daily, weekly) | SLACK_WEBHOOK_URL | Webhook URL for Slack integration @@ -840,6 +846,9 @@ router_settings: | UPSTREAM_LANGFUSE_SECRET_KEY | Secret key for upstream Langfuse authentication | USE_AWS_KMS | Flag to enable AWS Key Management Service for encryption | USE_PRISMA_MIGRATE | Flag to use prisma migrate instead of prisma db push. Recommended for production environments. +| WANDB_API_KEY | API key for Weights & Biases (W&B) logging integration +| WANDB_HOST | Host URL for Weights & Biases (W&B) service +| WANDB_PROJECT_ID | Project ID for Weights & Biases (W&B) logging integration | WEBHOOK_URL | URL for receiving webhooks from external services | SPEND_LOG_RUN_LOOPS | Constant for setting how many runs of 1000 batch deletes should spend_log_cleanup task run | SPEND_LOG_CLEANUP_BATCH_SIZE | Number of logs deleted per batch during cleanup. Default is 1000 diff --git a/docs/my-website/docs/proxy/cursor.md b/docs/my-website/docs/proxy/cursor.md new file mode 100644 index 00000000000..d01c1e62036 --- /dev/null +++ b/docs/my-website/docs/proxy/cursor.md @@ -0,0 +1,108 @@ +--- +id: cursor +title: /cursor/chat/completions - Cursor Endpoint +description: Accept Responses API input from Cursor and return OpenAI Chat Completions output +--- + +LiteLLM provides a Cursor-specific endpoint to make Cursor IDE work seamlessly with the LiteLLM Proxy when using BYOK + custom `base_url`. + +- Accepts Requests in OpenAI Responses API input format (Cursor sends this) +- Returns Responses in OpenAI Chat Completions format (Cursor expects this) +- Supports streaming and non‑streaming + +## Endpoint + +- Path: `/cursor/chat/completions` +- Auth: Standard LiteLLM Proxy auth (`Authorization: Bearer `) +- Behavior: Internally routes to LiteLLM `/responses` flow and transforms output to Chat Completions + +## Why this exists + +When setting up Cursor with BYOK against a custom `base_url`, Cursor sends requests to the Chat Completions endpoint but in the OpenAI Responses API input shape. Without translation, Cursor won’t display streamed output. This endpoint bridges the formats: + +- Input: Responses API (`input`, tool calls, etc.) +- Output: Chat Completions (`choices`, `delta`, `finish_reason`, etc.) + +## Usage + +### Non-streaming + +```bash +curl -X POST https://litellm-internal/cursor/chat/completions \ + -H "Content-Type: application/json" \ + -H "Authorization: Bearer sk-1234" \ + -d '{ + "model": "gpt-4o", + "input": [{"role": "user", "content": "Hello"}] + }' +``` + +Example response (shape): + +```json +{ + "id": "chatcmpl-123", + "object": "chat.completion", + "created": 1733333333, + "model": "gpt-4o", + "choices": [ + { + "index": 0, + "message": { + "role": "assistant", + "content": "Hello! How can I help you?" + }, + "finish_reason": "stop" + } + ], + "usage": { + "prompt_tokens": 10, + "completion_tokens": 8, + "total_tokens": 18 + } +} +``` + +### Streaming + +```bash +curl -N -X POST https://litellm-internal/cursor/chat/completions \ + -H "Content-Type: application/json" \ + -H "Authorization: Bearer sk-1234" \ + -d '{ + "model": "gpt-4o", + "input": [{"role": "user", "content": "Hello"}], + "stream": true + }' +``` + +- Server-Sent Events (SSE) +- Emits `chat.completion.chunk` deltas (`choices[].delta`) and ends with `data: [DONE]` + +## Configuration + +### Base URL Setup + +**Important**: When configuring Cursor IDE to use this endpoint, you must include `/cursor` in the base URL. + +Cursor automatically appends `/chat/completions` to the base URL you provide. To ensure requests go to `/cursor/chat/completions`, configure your base URL in Cursor as: + +``` +Base URL: https://litellm-internal/cursor +``` + +This way, when Cursor appends `/chat/completions`, the full path becomes `/cursor/chat/completions`, which is the correct endpoint. + +**Example**: If your LiteLLM Proxy is running at `https://litellm-internal`, set the base URL in Cursor to `https://litellm-internal/cursor` (not just `https://litellm-internal`). + +### General Setup + +No special configuration is required beyond your normal LiteLLM Proxy setup. Ensure that: + +- Your `config.yaml` includes the models you want to call via this endpoint +- Your Cursor project uses your LiteLLM Proxy `base_url` (with `/cursor` included) and a valid API key + +## Notes +- This endpoint is intended specifically for Cursor’s request/response expectations. Other clients should continue to use `/v1/chat/completions` or `/v1/responses` as appropriate. + + diff --git a/docs/my-website/docs/proxy/customer_usage.md b/docs/my-website/docs/proxy/customer_usage.md new file mode 100644 index 00000000000..8e366586b15 --- /dev/null +++ b/docs/my-website/docs/proxy/customer_usage.md @@ -0,0 +1,110 @@ +import Image from '@theme/IdealImage'; +import Tabs from '@theme/Tabs'; +import TabItem from '@theme/TabItem'; + +# Customer Usage + +Track and visualize end-user spend directly in the dashboard. Monitor customer-level usage analytics, spend logs, and activity metrics to understand how your customers are using your LLM services. + +This feature is **available in v1.80.8-stable and above**. + +## Overview + +Customer Usage enables you to track spend and usage for individual customers (end users) by passing an ID in your API requests. This allows you to: + +- Track spend per customer automatically +- View customer-level usage analytics in the Admin UI +- Filter spend logs and activity metrics by customer ID +- Set budgets and rate limits per customer +- Monitor customer usage patterns and trends + + + +## How to Track Spend + +Track customer spend by including a `user` field in your API requests. The customer ID will be automatically tracked and associated with all spend from that request. + +### Example using cURL + +Make a `/chat/completions` call with the `user` field containing your customer ID: + +```bash showLineNumbers title="Track spend with customer ID" +curl -X POST 'http://0.0.0.0:4000/chat/completions' \ + --header 'Content-Type: application/json' \ + --header 'Authorization: Bearer sk-1234' \ # 👈 YOUR PROXY KEY + --data '{ + "model": "gpt-3.5-turbo", + "user": "customer-123", # 👈 CUSTOMER ID + "messages": [ + { + "role": "user", + "content": "What is the capital of France?" + } + ] + }' +``` + +The customer ID (`customer-123`) will be automatically upserted into the database with the new spend. If the customer ID already exists, spend will be incremented. + +### Example using OpenWebUI + +See the [Open WebUI tutorial](../tutorials/openweb_ui.md) for detailed instructions on connecting Open WebUI to LiteLLM and tracking customer usage. + +## How to View Spend + +### View Spend in Admin UI + +Navigate to the Customer Usage tab in the Admin UI to view customer-level spend analytics: + +#### 1. Access Customer Usage + +Go to the Usage page in the Admin UI (`PROXY_BASE_URL/ui/?login=success&page=new_usage`) and click on the **Customer Usage** tab. + + + +#### 2. View Customer Analytics + +The Customer Usage dashboard provides: + +- **Total spend per customer**: View aggregated spend across all customers +- **Daily spend trends**: See how customer spend changes over time +- **Model usage breakdown**: Understand which models each customer uses +- **Activity metrics**: Track requests, tokens, and success rates per customer + + + +#### 3. Filter by Customer + +Use the customer filter dropdown to view spend for specific customers: + +- Select one or more customer IDs from the dropdown +- View filtered analytics, spend logs, and activity metrics +- Compare spend across different customers + + + +## Use Cases + +### Customer Billing + +Track spend per customer to accurately bill your end users: + +- Monitor individual customer usage +- Generate invoices based on actual spend +- Set spending limits per customer + +### Usage Analytics + +Understand how different customers use your service: + +- Identify high-value customers +- Analyze usage patterns +- Optimize resource allocation + +--- + +## Related Features + +- [Customers / End-User Budgets](./customers.md) - Set budgets and rate limits for customers +- [Cost Tracking](./cost_tracking.md) - Comprehensive cost tracking and analytics +- [Billing](./billing.md) - Bill customers based on their usage diff --git a/docs/my-website/docs/proxy/deploy.md b/docs/my-website/docs/proxy/deploy.md index e40d7acc7c8..0f0e5f678d3 100644 --- a/docs/my-website/docs/proxy/deploy.md +++ b/docs/my-website/docs/proxy/deploy.md @@ -26,8 +26,6 @@ echo 'LITELLM_MASTER_KEY="sk-1234"' > .env # password generator to get a random hash for litellm salt key echo 'LITELLM_SALT_KEY="sk-1234"' >> .env -source .env - # Start docker compose up ``` @@ -1072,4 +1070,4 @@ A: We explored MySQL but that was hard to maintain and led to bugs for customers **Q: If there is Postgres downtime, how does LiteLLM react? Does it fail-open or is there API downtime?** -A: You can gracefully handle DB unavailability if it's on your VPC. See our production guide for more details: [Gracefully Handle DB Unavailability](https://docs.litellm.ai/docs/proxy/prod#6-if-running-litellm-on-vpc-gracefully-handle-db-unavailability) \ No newline at end of file +A: You can gracefully handle DB unavailability if it's on your VPC. See our production guide for more details: [Gracefully Handle DB Unavailability](https://docs.litellm.ai/docs/proxy/prod#6-if-running-litellm-on-vpc-gracefully-handle-db-unavailability) diff --git a/docs/my-website/docs/proxy/docker_quick_start.md b/docs/my-website/docs/proxy/docker_quick_start.md index d82a0b01d1d..35d9923e92c 100644 --- a/docs/my-website/docs/proxy/docker_quick_start.md +++ b/docs/my-website/docs/proxy/docker_quick_start.md @@ -52,8 +52,6 @@ echo 'LITELLM_MASTER_KEY="sk-1234"' > .env # password generator to get a random hash for litellm salt key echo 'LITELLM_SALT_KEY="sk-1234"' >> .env -source .env - # Start docker compose up ``` diff --git a/docs/my-website/docs/proxy/dynamic_rate_limit.md b/docs/my-website/docs/proxy/dynamic_rate_limit.md index 9c875a51eba..f5438b5a6f5 100644 --- a/docs/my-website/docs/proxy/dynamic_rate_limit.md +++ b/docs/my-website/docs/proxy/dynamic_rate_limit.md @@ -175,7 +175,37 @@ general_settings: litellm --config /path/to/config.yaml ``` -#### 2. Create Keys with Priority Levels +### Set priority on either a team or a key + +Priority can be set at either the **team level** or **key level**. Team-level priority takes precedence over key-level priority. + +**Option A: Set Priority on Team (Recommended)** + +All keys within a team will inherit the team's priority. This is useful when you want all keys for a specific environment or project to have the same priority. + +```bash +curl -X POST 'http://0.0.0.0:4000/team/new' \ +-H 'Authorization: Bearer sk-1234' \ +-H 'Content-Type: application/json' \ +-d '{ + "team_alias": "production-team", + "metadata": {"priority": "prod"} +}' +``` + +Create a key for this team: +```bash +curl -X POST 'http://0.0.0.0:4000/key/generate' \ +-H 'Authorization: Bearer sk-1234' \ +-H 'Content-Type: application/json' \ +-d '{ + "team_id": "team-id-from-previous-response" +}' +``` + +**Option B: Set Priority on Individual Keys** + +Set priority directly on the key. This is useful when you need fine-grained control per key. **Production Key:** ```bash @@ -205,7 +235,7 @@ curl -X POST 'http://0.0.0.0:4000/key/generate' \ -d '{}' ``` -**Expected Response for both:** +**Expected Response:** ```json { "key": "sk-...", @@ -214,6 +244,11 @@ curl -X POST 'http://0.0.0.0:4000/key/generate' \ } ``` +**Priority Resolution Order:** +1. If key belongs to a team with `metadata.priority` set → use team priority +2. Else if key has `metadata.priority` set → use key priority +3. Else → use `default_priority` from config + #### 3. Test Priority Allocation **Test Production Key (should get 9 RPM):** diff --git a/docs/my-website/docs/response_api.md b/docs/my-website/docs/response_api.md index 96bfc196d0e..52e4c1e26f5 100644 --- a/docs/my-website/docs/response_api.md +++ b/docs/my-website/docs/response_api.md @@ -81,6 +81,85 @@ for event in stream: f.write(image_bytes) ``` +#### Image Generation (Non-streaming) + +Image generation is supported for models that generate images. Generated images are returned in the `output` array with `type: "image_generation_call"`. + +**Gemini (Google AI Studio):** +```python showLineNumbers title="Gemini Image Generation" +import litellm +import base64 + +# Gemini image generation models don't require tools parameter +response = litellm.responses( + model="gemini/gemini-2.5-flash-image", + input="Generate a cute cat playing with yarn" +) + +# Access generated images from output +for item in response.output: + if item.type == "image_generation_call": + # item.result contains pure base64 (no data: prefix) + image_bytes = base64.b64decode(item.result) + + # Save the image + with open(f"generated_{item.id}.png", "wb") as f: + f.write(image_bytes) + +print(f"Image saved: generated_{response.output[0].id}.png") +``` + +**OpenAI:** +```python showLineNumbers title="OpenAI Image Generation" +import litellm +import base64 + +# OpenAI models require tools parameter for image generation +response = litellm.responses( + model="openai/gpt-4o", + input="Generate a futuristic city at sunset", + tools=[{"type": "image_generation"}] +) + +# Access generated images from output +for item in response.output: + if item.type == "image_generation_call": + image_bytes = base64.b64decode(item.result) + with open(f"generated_{item.id}.png", "wb") as f: + f.write(image_bytes) +``` + +**Response Format:** + +When image generation is successful, the response contains: + +```json +{ + "id": "resp_abc123", + "status": "completed", + "output": [ + { + "type": "image_generation_call", + "id": "resp_abc123_img_0", + "status": "completed", + "result": "iVBORw0KGgo..." // Pure base64 string (no data: prefix) + } + ] +} +``` + +**Supported Models:** + +| Provider | Models | Requires `tools` Parameter | +|----------|--------|---------------------------| +| Google AI Studio | `gemini/gemini-2.5-flash-image` | ❌ No | +| Vertex AI | `vertex_ai/gemini-2.5-flash-image-preview` | ❌ No | +| OpenAI | `gpt-4o`, `gpt-4o-mini`, `gpt-4.1`, `gpt-4.1-mini`, `gpt-4.1-nano`, `o3` | ✅ Yes | +| AWS Bedrock | Stability AI, Amazon Nova Canvas models | Model-specific | +| Fal AI | Various image generation models | Check model docs | + +**Note:** The `result` field contains pure base64-encoded image data without the `data:image/png;base64,` prefix. You must decode it with `base64.b64decode()` before saving. + #### GET a Response ```python showLineNumbers title="Get Response by ID" import litellm diff --git a/docs/my-website/docs/tutorials/cursor_integration.md b/docs/my-website/docs/tutorials/cursor_integration.md new file mode 100644 index 00000000000..f0d87b050cf --- /dev/null +++ b/docs/my-website/docs/tutorials/cursor_integration.md @@ -0,0 +1,226 @@ +--- +sidebar_label: "Cursor IDE" +--- + +import Tabs from '@theme/Tabs'; +import TabItem from '@theme/TabItem'; + +# Cursor IDE Integration with LiteLLM + +This tutorial shows you how to integrate Cursor IDE with LiteLLM Proxy, allowing you to use any LiteLLM-supported model through Cursor's interface with BYOK (Bring Your Own Key) and custom base URL. + +## Benefits of using Cursor with LiteLLM + +When you use Cursor IDE with LiteLLM you get the following benefits: + +**Developer Benefits:** +- Universal Model Access: Use any LiteLLM supported model (Anthropic, OpenAI, Vertex AI, Bedrock, etc.) through the Cursor IDE interface. +- Higher Rate Limits & Reliability: Load balance across multiple models and providers to avoid hitting individual provider limits, with fallbacks to ensure you get responses even if one provider fails. +- Streaming Support: Full streaming support with proper response transformation for Cursor's expected format. + +**Proxy Admin Benefits:** +- Centralized Management: Control access to all models through a single LiteLLM proxy instance without giving your developers API Keys to each provider. +- Budget Controls: Set spending limits and track costs across all Cursor usage. +- Request Logging: Track all requests made through Cursor for debugging and monitoring. + +## Prerequisites + +Before you begin, ensure you have: +- Cursor IDE installed +- A running LiteLLM Proxy instance with **HTTPS enabled** (HTTP is not supported) +- A valid LiteLLM Proxy API key +- An HTTPS domain for your LiteLLM Proxy (required by Cursor) + +## Quick Start Guide + +### Step 1: Install LiteLLM + +Install LiteLLM with proxy support: + +```bash +pip install litellm[proxy] +``` + +### Step 2: Configure LiteLLM Proxy + +Create a `config.yaml` file with your model configurations: + +```yaml showLineNumbers title="config.yaml" +model_list: + - model_name: gpt-4o + litellm_params: + model: gpt-4o + api_key: os.environ/OPENAI_API_KEY + + - model_name: claude-3-5-sonnet + litellm_params: + model: anthropic/claude-3-5-sonnet-20241022 + api_key: os.environ/ANTHROPIC_API_KEY + +general_settings: + master_key: sk-1234567890 # Change this to a secure key +``` + +### Step 3: Start LiteLLM Proxy + +Start the proxy server with HTTPS enabled: + +```bash +litellm --config config.yaml --port 4000 +``` + +:::warning HTTPS Required + +**Important**: Cursor IDE requires HTTPS connections. HTTP (`http://`) will not work. You must: +- Deploy your LiteLLM Proxy with HTTPS enabled +- Use a valid SSL certificate +- Access the proxy via an HTTPS domain (e.g., `https://your-proxy-domain.com`) + +For local development, you'll need to set up HTTPS (e.g., using a reverse proxy like nginx with SSL, or deploying to a cloud service with HTTPS). + +::: + +### Step 4: Configure Cursor IDE + +Configure Cursor IDE to use your LiteLLM proxy with the `/cursor/chat/completions` endpoint: + +1. Open Cursor IDE +2. Go to **Settings** → **Features** → **AI** +3. Enable **"Use Custom API"** or **"Bring Your Own Key"** +4. Set the following: + - **Base URL**: `https://your-proxy-domain.com/cursor` (⚠️ **Important**: Must use HTTPS and include `/cursor`) + - **API Key**: Your LiteLLM Proxy API key (e.g., `sk-1234567890`) + +:::warning HTTPS Required + +Cursor IDE **requires HTTPS** connections. HTTP (`http://`) will not work. You must: +- Use an HTTPS URL for your base URL (e.g., `https://your-proxy-domain.com/cursor`) +- Ensure your LiteLLM Proxy is accessible via HTTPS +- Have a valid SSL certificate configured + +::: + +**Example Configuration:** + +``` +Base URL: https://your-proxy-domain.com/cursor +API Key: sk-1234567890 +``` + +Replace `your-proxy-domain.com` with your actual HTTPS domain where LiteLLM Proxy is running. + +:::info Why `/cursor` in the base URL? + +Cursor automatically appends `/chat/completions` to the base URL you provide. By setting the base URL to `https://your-proxy-domain.com/cursor`, Cursor will send requests to `/cursor/chat/completions`, which is the special endpoint that handles Cursor's Responses API input format and transforms it to Chat Completions output format. + +If you set the base URL to just `https://your-proxy-domain.com`, Cursor would send requests to `/chat/completions`, which won't work correctly with Cursor's request format. + + +::: + +### Step 5: Test the Integration + +1. Restart Cursor IDE to apply the settings +2. Open a code file and try using Cursor's AI features (completions, chat, etc.) +3. Your requests will now be routed through LiteLLM Proxy + +You can verify it's working by: +- Checking the LiteLLM Proxy logs for incoming requests +- Using Cursor's chat feature and seeing responses stream correctly +- Checking your LiteLLM dashboard for request logs and cost tracking + +## How It Works + +The `/cursor/chat/completions` endpoint is specifically designed to handle Cursor's unique request format: + +1. **Input**: Cursor sends requests in OpenAI Responses API format (with `input` field) +2. **Processing**: LiteLLM processes the request through its internal `/responses` flow +3. **Output**: The response is transformed to OpenAI Chat Completions format (with `choices` field) that Cursor expects + +This transformation happens automatically for both streaming and non-streaming responses. + +## Advanced Configuration + +### Using Different Models + +You can configure Cursor to use different models by updating your `config.yaml`: + +```yaml showLineNumbers title="config.yaml" +model_list: + - model_name: gpt-4o + litellm_params: + model: gpt-4o + api_key: os.environ/OPENAI_API_KEY + + - model_name: claude-3-5-sonnet + litellm_params: + model: anthropic/claude-3-5-sonnet-20241022 + api_key: os.environ/ANTHROPIC_API_KEY + + - model_name: gemini-pro + litellm_params: + model: gemini/gemini-1.5-pro + api_key: os.environ/GEMINI_API_KEY +``` + +Then in Cursor, you can specify which model to use in your requests. + +### Rate Limiting and Budgets + +Set up rate limits and budgets in your `config.yaml`: + +```yaml showLineNumbers title="config.yaml" +general_settings: + master_key: sk-1234567890 + +litellm_settings: + # Set max budget per user + max_budget: 100.0 + + # Set rate limits + rate_limit: 100 # requests per minute +``` + +### Request Logging + +All requests from Cursor will be logged by LiteLLM Proxy. You can: +- View logs in the LiteLLM Admin UI +- Export logs to your preferred logging service +- Track costs per user/team + +## Troubleshooting + +### Cursor shows no output + +- **Check base URL**: Ensure it uses HTTPS and includes `/cursor` (e.g., `https://your-proxy-domain.com/cursor`, not `http://` or without `/cursor`) +- **Verify HTTPS**: Cursor requires HTTPS - HTTP connections will not work +- **Check API key**: Verify your LiteLLM Proxy API key is correct +- **Check proxy logs**: Look for errors in the LiteLLM Proxy logs + +### Requests failing + +- **Verify HTTPS is enabled**: Cursor requires HTTPS connections. Ensure your LiteLLM Proxy is accessible via HTTPS with a valid SSL certificate +- **Verify proxy is running**: Check that LiteLLM Proxy is accessible at your HTTPS base URL +- **Check SSL certificate**: Ensure your SSL certificate is valid and not expired +- **Check model configuration**: Ensure the model you're trying to use is configured in `config.yaml` +- **Check API keys**: Verify provider API keys are set correctly in environment variables + +### HTTP not working + +If you're trying to use HTTP (`http://`) and it's not working: +- **This is expected**: Cursor IDE requires HTTPS connections +- **Solution**: Deploy your LiteLLM Proxy with HTTPS enabled (use a reverse proxy like nginx, or deploy to a cloud service that provides HTTPS) + +### Streaming not working + +The `/cursor/chat/completions` endpoint automatically handles streaming. If streaming isn't working: +- Check that your model supports streaming +- Verify the proxy logs for any transformation errors +- Ensure Cursor IDE is up to date + +## Related Documentation + +- [Cursor Endpoint Documentation](/docs/proxy/cursor) - Detailed endpoint documentation +- [LiteLLM Proxy Setup](/docs/proxy/quick_start) - General proxy setup guide +- [Model Configuration](/docs/proxy/configs) - How to configure models + diff --git a/docs/my-website/img/a2a_gateway.png b/docs/my-website/img/a2a_gateway.png new file mode 100644 index 00000000000..c53a9910d58 Binary files /dev/null and b/docs/my-website/img/a2a_gateway.png differ diff --git a/docs/my-website/img/agent_id.png b/docs/my-website/img/agent_id.png new file mode 100644 index 00000000000..d3b11907f25 Binary files /dev/null and b/docs/my-website/img/agent_id.png differ diff --git a/docs/my-website/img/agent_key.png b/docs/my-website/img/agent_key.png new file mode 100644 index 00000000000..7769e0edba9 Binary files /dev/null and b/docs/my-website/img/agent_key.png differ diff --git a/docs/my-website/img/agent_team.png b/docs/my-website/img/agent_team.png new file mode 100644 index 00000000000..0439e772028 Binary files /dev/null and b/docs/my-website/img/agent_team.png differ diff --git a/docs/my-website/img/customer_usage.png b/docs/my-website/img/customer_usage.png new file mode 100644 index 00000000000..8e601c1f331 Binary files /dev/null and b/docs/my-website/img/customer_usage.png differ diff --git a/docs/my-website/img/customer_usage_analytics.png b/docs/my-website/img/customer_usage_analytics.png new file mode 100644 index 00000000000..443337d3839 Binary files /dev/null and b/docs/my-website/img/customer_usage_analytics.png differ diff --git a/docs/my-website/img/customer_usage_filter.png b/docs/my-website/img/customer_usage_filter.png new file mode 100644 index 00000000000..d544cd9b25b Binary files /dev/null and b/docs/my-website/img/customer_usage_filter.png differ diff --git a/docs/my-website/img/customer_usage_ui_navigation.png b/docs/my-website/img/customer_usage_ui_navigation.png new file mode 100644 index 00000000000..2c92f7303b4 Binary files /dev/null and b/docs/my-website/img/customer_usage_ui_navigation.png differ diff --git a/docs/my-website/package-lock.json b/docs/my-website/package-lock.json index 9c7ee7741cd..a48056491f4 100644 --- a/docs/my-website/package-lock.json +++ b/docs/my-website/package-lock.json @@ -14619,9 +14619,9 @@ } }, "node_modules/mdast-util-to-hast": { - "version": "13.2.0", - "resolved": "https://registry.npmjs.org/mdast-util-to-hast/-/mdast-util-to-hast-13.2.0.tgz", - "integrity": "sha512-QGYKEuUsYT9ykKBCMOEDLsU5JRObWQusAolFMeko/tYPufNkRffBAQjIE+99jbA87xv6FgmjLtwjh9wBWajwAA==", + "version": "13.2.1", + "resolved": "https://registry.npmjs.org/mdast-util-to-hast/-/mdast-util-to-hast-13.2.1.tgz", + "integrity": "sha512-cctsq2wp5vTsLIcaymblUriiTcZd0CwWtCbLvrOzYCDZoWyMNV8sZ7krj09FSnsiJi3WVsHLM4k6Dq/yaPyCXA==", "license": "MIT", "dependencies": { "@types/hast": "^3.0.0", diff --git a/docs/my-website/package.json b/docs/my-website/package.json index f217cef7fcc..e532f7c2cb5 100644 --- a/docs/my-website/package.json +++ b/docs/my-website/package.json @@ -61,6 +61,7 @@ "mermaid": ">=11.10.0", "gray-matter": "4.0.3", "glob": ">=11.1.0", - "node-forge": ">=1.3.2" + "node-forge": ">=1.3.2", + "mdast-util-to-hast": ">=13.2.1" } -} +} \ No newline at end of file diff --git a/docs/my-website/release_notes/v1.80.8-stable/index.md b/docs/my-website/release_notes/v1.80.8-stable/index.md new file mode 100644 index 00000000000..4d94024e0cd --- /dev/null +++ b/docs/my-website/release_notes/v1.80.8-stable/index.md @@ -0,0 +1,607 @@ +--- +title: "[Preview] v1.80.8.rc.1 - Introducing A2A Agent Gateway" +slug: "v1-80-8" +date: 2025-12-06T10:00:00 +authors: + - name: Krrish Dholakia + title: CEO, LiteLLM + url: https://www.linkedin.com/in/krish-d/ + image_url: https://pbs.twimg.com/profile_images/1298587542745358340/DZv3Oj-h_400x400.jpg + - name: Ishaan Jaff + title: CTO, LiteLLM + url: https://www.linkedin.com/in/reffajnaahsi/ + image_url: https://pbs.twimg.com/profile_images/1613813310264340481/lz54oEiB_400x400.jpg +hide_table_of_contents: false +--- + +import Image from '@theme/IdealImage'; +import Tabs from '@theme/Tabs'; +import TabItem from '@theme/TabItem'; + +## Deploy this version + + + + +``` showLineNumbers title="docker run litellm" +docker run \ +-e STORE_MODEL_IN_DB=True \ +-p 4000:4000 \ +ghcr.io/berriai/litellm:v1.80.8.rc.1 +``` + + + + + +``` showLineNumbers title="pip install litellm" +pip install litellm==1.80.8 +``` + + + + +--- + +## Key Highlights + +- **Agent Gateway (A2A)** - [Invoke agents through the AI Gateway with request/response logging and access controls](../../docs/a2a) +- **Guardrails API v2** - [Generic Guardrail API with streaming support, structured messages, and tool call checks](../../docs/adding_provider/generic_guardrail_api) +- **Customer (End User) Usage UI** - [Track and visualize end-user spend directly in the dashboard](../../docs/proxy/customer_usage) +- **vLLM Batch + Files API** - [Support for batch and files API with vLLM deployments](../../docs/batches) +- **Dynamic Rate Limiting on Teams** - [Enable dynamic rate limits and priority reservation on team-level](../../docs/proxy/team_budgets) +- **Google Cloud Chirp3 HD** - [New text-to-speech provider with Chirp3 HD voices](../../docs/text_to_speech) + +--- + +### Agent Gateway (A2A) + + + +
+ +This release introduces **A2A Agent Gateway** for LiteLLM, allowing you to invoke and manage A2A agents with the same controls you have for LLM APIs. + +As a **LiteLLM Gateway Admin**, you can now do the following: + - **Request/Response Logging** - Every agent invocation is logged to the Logs page with full request and response tracking. + - **Access Control** - Control which Team/Key can access which agents. + +As a developer, you can continue using the A2A SDK, all you need to do is point you `A2AClient` to the LiteLLM proxy URL and your API key. + +**Works with the A2A SDK:** + +```python +from a2a.client import A2AClient + +client = A2AClient( + base_url="http://localhost:4000", # Your LiteLLM proxy + api_key="sk-1234" # LiteLLM API key +) + +response = client.send_message( + agent_id="my-agent", + message="What's the status of my order?" +) +``` + +Get started with Agent Gateway here: [Agent Gateway Documentation](../../docs/a2a) + +--- + +### Customer (End User) Usage UI + + + +Users can now filter usage statistics by customers, providing the same granular filtering capabilities available for teams and organizations. + +**Details:** + +- Filter usage analytics, spend logs, and activity metrics by customer ID +- View customer-level breakdowns alongside existing team and user-level filters +- Consistent filtering experience across all usage and analytics views + +--- + +## New Providers and Endpoints + +### New Providers (5 new providers) + +| Provider | Supported LiteLLM Endpoints | Description | +| -------- | ------------------- | ----------- | +| **[Z.AI (Zhipu AI)](../../docs/providers/zai)** | `/v1/chat/completions`, `/v1/responses`, `/v1/messages` | Built-in support for Zhipu AI GLM models | +| **[RAGFlow](../../docs/providers/ragflow)** | `/v1/chat/completions`, `/v1/responses`, `/v1/messages`, `/v1/vector_stores` | RAG-based chat completions with vector store support | +| **[PublicAI](../../docs/providers/publicai)** | `/v1/chat/completions`, `/v1/responses`, `/v1/messages` | OpenAI-compatible provider via JSON config | +| **[Google Cloud Chirp3 HD](../../docs/text_to_speech)** | `/v1/audio/speech`, `/v1/audio/speech/stream` | Text-to-speech with Google Cloud Chirp3 HD voices | + +### New LLM API Endpoints (2 new endpoints) + +| Endpoint | Method | Description | Documentation | +| -------- | ------ | ----------- | ------------- | +| `/v1/agents/invoke` | POST | Invoke A2A agents through the AI Gateway | [Agent Gateway](../../docs/a2a) | +| `/cursor/chat/completions` | POST | Cursor BYOK endpoint - accepts Responses API input, returns Chat Completions output | [Cursor Integration](../../docs/tutorials/cursor_integration) | + +--- + +## New Models / Updated Models + +#### New Model Support (33 new models) + +| Provider | Model | Context Window | Input ($/1M tokens) | Output ($/1M tokens) | Features | +| -------- | ----- | -------------- | ------------------- | -------------------- | -------- | +| OpenAI | `gpt-5.1-codex-max` | 400K | $1.25 | $10.00 | Reasoning, vision, PDF input, responses API | +| Azure | `azure/gpt-5.1-codex-max` | 400K | $1.25 | $10.00 | Reasoning, vision, PDF input, responses API | +| Anthropic | `claude-opus-4-5` | 200K | $5.00 | $25.00 | Computer use, reasoning, vision | +| Bedrock | `global.anthropic.claude-opus-4-5-20251101-v1:0` | 200K | $5.00 | $25.00 | Computer use, reasoning, vision | +| Bedrock | `amazon.nova-2-lite-v1:0` | 1M | $0.30 | $2.50 | Reasoning, vision, video, PDF input | +| Bedrock | `amazon.titan-image-generator-v2:0` | - | - | $0.008/image | Image generation | +| Fireworks | `fireworks_ai/deepseek-v3p2` | 164K | $1.20 | $1.20 | Function calling, response schema | +| Fireworks | `fireworks_ai/kimi-k2-instruct-0905` | 262K | $0.60 | $2.50 | Function calling, response schema | +| DeepSeek | `deepseek/deepseek-v3.2` | 164K | $0.28 | $0.40 | Reasoning, function calling | +| Mistral | `mistral/mistral-large-3` | 256K | $0.50 | $1.50 | Function calling, vision | +| Azure AI | `azure_ai/mistral-large-3` | 256K | $0.50 | $1.50 | Function calling, vision | +| Moonshot | `moonshot/kimi-k2-0905-preview` | 262K | $0.60 | $2.50 | Function calling, web search | +| Moonshot | `moonshot/kimi-k2-turbo-preview` | 262K | $1.15 | $8.00 | Function calling, web search | +| Moonshot | `moonshot/kimi-k2-thinking-turbo` | 262K | $1.15 | $8.00 | Function calling, web search | +| OpenRouter | `openrouter/deepseek/deepseek-v3.2` | 164K | $0.28 | $0.40 | Reasoning, function calling | +| Databricks | `databricks/databricks-claude-haiku-4-5` | 200K | $1.00 | $5.00 | Reasoning, function calling | +| Databricks | `databricks/databricks-claude-opus-4` | 200K | $15.00 | $75.00 | Reasoning, function calling | +| Databricks | `databricks/databricks-claude-opus-4-1` | 200K | $15.00 | $75.00 | Reasoning, function calling | +| Databricks | `databricks/databricks-claude-opus-4-5` | 200K | $5.00 | $25.00 | Reasoning, function calling | +| Databricks | `databricks/databricks-claude-sonnet-4` | 200K | $3.00 | $15.00 | Reasoning, function calling | +| Databricks | `databricks/databricks-claude-sonnet-4-1` | 200K | $3.00 | $15.00 | Reasoning, function calling | +| Databricks | `databricks/databricks-gemini-2-5-flash` | 1M | $0.30 | $2.50 | Function calling | +| Databricks | `databricks/databricks-gemini-2-5-pro` | 1M | $1.25 | $10.00 | Function calling | +| Databricks | `databricks/databricks-gpt-5` | 400K | $1.25 | $10.00 | Function calling | +| Databricks | `databricks/databricks-gpt-5-1` | 400K | $1.25 | $10.00 | Function calling | +| Databricks | `databricks/databricks-gpt-5-mini` | 400K | $0.25 | $2.00 | Function calling | +| Databricks | `databricks/databricks-gpt-5-nano` | 400K | $0.05 | $0.40 | Function calling | +| Vertex AI | `vertex_ai/chirp` | - | $30.00/1M chars | - | Text-to-speech (Chirp3 HD) | +| Z.AI | `zai/glm-4.6` | 200K | $0.60 | $2.20 | Function calling | +| Z.AI | `zai/glm-4.5` | 128K | $0.60 | $2.20 | Function calling | +| Z.AI | `zai/glm-4.5v` | 128K | $0.60 | $1.80 | Function calling, vision | +| Z.AI | `zai/glm-4.5-flash` | 128K | Free | Free | Function calling | +| Vertex AI | `vertex_ai/bge-large-en-v1.5` | - | - | - | BGE Embeddings | + +#### Features + +- **[OpenAI](../../docs/providers/openai)** + - Add `gpt-5.1-codex-max` model pricing and configuration - [PR #17541](https://github.com/BerriAI/litellm/pull/17541) + - Add xhigh reasoning effort for gpt-5.1-codex-max - [PR #17585](https://github.com/BerriAI/litellm/pull/17585) + - Add clear error message for empty LLM endpoint responses - [PR #17445](https://github.com/BerriAI/litellm/pull/17445) + +- **[Azure OpenAI](../../docs/providers/azure/azure)** + - Allow reasoning_effort='none' for Azure gpt-5.1 models - [PR #17311](https://github.com/BerriAI/litellm/pull/17311) + +- **[Anthropic](../../docs/providers/anthropic)** + - Add `claude-opus-4-5` alias to pricing data - [PR #17313](https://github.com/BerriAI/litellm/pull/17313) + - Parse `` blocks for opus 4.5 - [PR #17534](https://github.com/BerriAI/litellm/pull/17534) + - Update new Anthropic features as reviewed - [PR #17142](https://github.com/BerriAI/litellm/pull/17142) + - Skip empty text blocks in Anthropic system messages - [PR #17442](https://github.com/BerriAI/litellm/pull/17442) + +- **[Bedrock](../../docs/providers/bedrock)** + - Add Nova embedding support - [PR #17253](https://github.com/BerriAI/litellm/pull/17253) + - Add support for Bedrock Qwen 2 imported model - [PR #17461](https://github.com/BerriAI/litellm/pull/17461) + - Bedrock OpenAI model support - [PR #17368](https://github.com/BerriAI/litellm/pull/17368) + - Add support for file content download for Bedrock batches - [PR #17470](https://github.com/BerriAI/litellm/pull/17470) + - Make streaming chunk size configurable in Bedrock API - [PR #17357](https://github.com/BerriAI/litellm/pull/17357) + - Add experimental latest-user filtering for Bedrock - [PR #17282](https://github.com/BerriAI/litellm/pull/17282) + - Handle Cohere v4 embed response dictionary format - [PR #17220](https://github.com/BerriAI/litellm/pull/17220) + - Remove not compatible beta header from Bedrock - [PR #17301](https://github.com/BerriAI/litellm/pull/17301) + - Add model price and details for Global Opus 4.5 Bedrock endpoint - [PR #17380](https://github.com/BerriAI/litellm/pull/17380) + +- **[Gemini (Google AI Studio + Vertex AI)](../../docs/providers/gemini)** + - Add better handling in image generation for Gemini models - [PR #17292](https://github.com/BerriAI/litellm/pull/17292) + - Fix reasoning_content showing duplicate content in streaming responses - [PR #17266](https://github.com/BerriAI/litellm/pull/17266) + - Handle partial JSON chunks after first valid chunk - [PR #17496](https://github.com/BerriAI/litellm/pull/17496) + - Fix Gemini 3 last chunk thinking block - [PR #17403](https://github.com/BerriAI/litellm/pull/17403) + - Fix Gemini image_tokens treated as text tokens in cost calculation - [PR #17554](https://github.com/BerriAI/litellm/pull/17554) + - Make sure that media resolution is only for Gemini 3 model - [PR #17137](https://github.com/BerriAI/litellm/pull/17137) + +- **[Vertex AI](../../docs/providers/vertex)** + - Add Google Cloud Chirp3 HD support on /speech - [PR #17391](https://github.com/BerriAI/litellm/pull/17391) + - Add BGE Embeddings support - [PR #17362](https://github.com/BerriAI/litellm/pull/17362) + - Handle global location for Vertex AI image generation endpoint - [PR #17255](https://github.com/BerriAI/litellm/pull/17255) + - Add Google Private API Endpoint to Vertex AI fields - [PR #17382](https://github.com/BerriAI/litellm/pull/17382) + +- **[Z.AI (Zhipu AI)](../../docs/providers/zai)** + - Add Z.AI as built-in provider - [PR #17307](https://github.com/BerriAI/litellm/pull/17307) + +- **[GitHub Copilot](../../docs/providers/github_copilot)** + - Add Embedding API support - [PR #17278](https://github.com/BerriAI/litellm/pull/17278) + - Preserve encrypted_content in reasoning items for multi-turn conversations - [PR #17130](https://github.com/BerriAI/litellm/pull/17130) + +- **[Databricks](../../docs/providers/databricks)** + - Update Databricks model pricing and add new models - [PR #17277](https://github.com/BerriAI/litellm/pull/17277) + +- **[OVHcloud](../../docs/providers/ovhcloud)** + - Add support of audio transcription for OVHcloud - [PR #17305](https://github.com/BerriAI/litellm/pull/17305) + +- **[Mistral](../../docs/providers/mistral)** + - Add Mistral Large 3 model support - [PR #17547](https://github.com/BerriAI/litellm/pull/17547) + +- **[Moonshot](../../docs/providers/moonshot)** + - Fix missing Moonshot turbo models and fix incorrect pricing - [PR #17432](https://github.com/BerriAI/litellm/pull/17432) + +- **[Together AI](../../docs/providers/togetherai)** + - Add context window exception mapping for Together AI - [PR #17284](https://github.com/BerriAI/litellm/pull/17284) + +- **[WatsonX](../../docs/providers/watsonx/index)** + - Allow passing zen_api_key dynamically - [PR #16655](https://github.com/BerriAI/litellm/pull/16655) + - Fix Watsonx Audio Transcription API - [PR #17326](https://github.com/BerriAI/litellm/pull/17326) + - Fix audio transcriptions, don't force content type in request headers - [PR #17546](https://github.com/BerriAI/litellm/pull/17546) + +- **[Fireworks AI](../../docs/providers/fireworks_ai)** + - Add new model `fireworks_ai/kimi-k2-instruct-0905` - [PR #17328](https://github.com/BerriAI/litellm/pull/17328) + - Add `fireworks/deepseek-v3p2` - [PR #17395](https://github.com/BerriAI/litellm/pull/17395) + +- **[DeepSeek](../../docs/providers/deepseek)** + - Support Deepseek 3.2 with Reasoning - [PR #17384](https://github.com/BerriAI/litellm/pull/17384) + +- **[Nova Lite 2](../../docs/providers/bedrock)** + - Add Nova Lite 2 reasoning support with reasoningConfig - [PR #17371](https://github.com/BerriAI/litellm/pull/17371) + +- **[Ollama](../../docs/providers/ollama)** + - Fix auth not working with ollama.com - [PR #17191](https://github.com/BerriAI/litellm/pull/17191) + +- **[Groq](../../docs/providers/groq)** + - Fix supports_response_schema before using json_tool_call workaround - [PR #17438](https://github.com/BerriAI/litellm/pull/17438) + +- **[vLLM](../../docs/providers/vllm)** + - Fix empty response + vLLM streaming - [PR #17516](https://github.com/BerriAI/litellm/pull/17516) + +- **[Azure AI](../../docs/providers/azure_ai)** + - Migrate Anthropic provider to Azure AI - [PR #17202](https://github.com/BerriAI/litellm/pull/17202) + - Fix GA path for Azure OpenAI realtime models - [PR #17260](https://github.com/BerriAI/litellm/pull/17260) + +- **[Bedrock TwelveLabs](../../docs/providers/bedrock#twelvelabs-pegasus---video-understanding)** + - Add support for TwelveLabs Pegasus video understanding - [PR #17193](https://github.com/BerriAI/litellm/pull/17193) + +### Bug Fixes + +- **[Bedrock](../../docs/providers/bedrock)** + - Fix extra_headers in messages API bedrock invoke - [PR #17271](https://github.com/BerriAI/litellm/pull/17271) + - Fix Bedrock models in model map - [PR #17419](https://github.com/BerriAI/litellm/pull/17419) + - Make Bedrock converse messages respect modify_params as expected - [PR #17427](https://github.com/BerriAI/litellm/pull/17427) + - Fix Anthropic beta headers for Bedrock imported Qwen models - [PR #17467](https://github.com/BerriAI/litellm/pull/17467) + - Preserve usage from JSON response for OpenAI provider in Bedrock - [PR #17589](https://github.com/BerriAI/litellm/pull/17589) + +- **[SambaNova](../../docs/providers/sambanova)** + - Fix acompletion throws error with SambaNova models - [PR #17217](https://github.com/BerriAI/litellm/pull/17217) + +- **General** + - Fix AttributeError when metadata is null in request body - [PR #17306](https://github.com/BerriAI/litellm/pull/17306) + - Fix 500 error for malformed request - [PR #17291](https://github.com/BerriAI/litellm/pull/17291) + - Respect custom LLM provider in header - [PR #17290](https://github.com/BerriAI/litellm/pull/17290) + - Replace deprecated .dict() with .model_dump() in streaming_handler - [PR #17359](https://github.com/BerriAI/litellm/pull/17359) + +--- + +## LLM API Endpoints + +#### Features + +- **[Responses API](../../docs/response_api)** + - Add cost tracking for responses API - [PR #17258](https://github.com/BerriAI/litellm/pull/17258) + - Map output_tokens_details of responses API to completion_tokens_details - [PR #17458](https://github.com/BerriAI/litellm/pull/17458) + - Add image generation support for Responses API - [PR #16586](https://github.com/BerriAI/litellm/pull/16586) + +- **[Batch API](../../docs/batches)** + - Add vLLM batch+files API support - [PR #15823](https://github.com/BerriAI/litellm/pull/15823) + - Fix optional parameter default value - [PR #17434](https://github.com/BerriAI/litellm/pull/17434) + - Add status parameter as optional for FileObject - [PR #17431](https://github.com/BerriAI/litellm/pull/17431) + +- **[Video Generation API](../../docs/videos)** + - Add passthrough cost tracking for Veo - [PR #17296](https://github.com/BerriAI/litellm/pull/17296) + +- **[OCR API](../../docs/ocr)** + - Add missing OCR and aOCR to CallTypes enum - [PR #17435](https://github.com/BerriAI/litellm/pull/17435) + +- **General** + - Support routing to only websearch supported deployments - [PR #17500](https://github.com/BerriAI/litellm/pull/17500) + +#### Bugs + +- **General** + - Fix streaming error validation - [PR #17242](https://github.com/BerriAI/litellm/pull/17242) + - Add length validation for empty tool_calls in delta - [PR #17523](https://github.com/BerriAI/litellm/pull/17523) + +--- + +## Management Endpoints / UI + +#### Features + +- **New Login Page** + - New Login Page UI - [PR #17443](https://github.com/BerriAI/litellm/pull/17443) + - Refactor /login route - [PR #17379](https://github.com/BerriAI/litellm/pull/17379) + - Add auto_redirect_to_sso to UI Config - [PR #17399](https://github.com/BerriAI/litellm/pull/17399) + - Add Auto Redirect to SSO to New Login Page - [PR #17451](https://github.com/BerriAI/litellm/pull/17451) + +- **Customer (End User) Usage** + - Customer (end user) Usage feature - [PR #17498](https://github.com/BerriAI/litellm/pull/17498) + - Customer Usage UI - [PR #17506](https://github.com/BerriAI/litellm/pull/17506) + - Add Info Banner for Customer Usage - [PR #17598](https://github.com/BerriAI/litellm/pull/17598) + +- **Virtual Keys** + - Standardize API Key vs Virtual Key in UI - [PR #17325](https://github.com/BerriAI/litellm/pull/17325) + - Add User Alias Column to Internal User Table - [PR #17321](https://github.com/BerriAI/litellm/pull/17321) + - Delete Credential Enhancements - [PR #17317](https://github.com/BerriAI/litellm/pull/17317) + +- **Models + Endpoints** + - Show all credential values on Edit Credential Modal - [PR #17397](https://github.com/BerriAI/litellm/pull/17397) + - Change Edit Team Models Shown to Match Create Team - [PR #17394](https://github.com/BerriAI/litellm/pull/17394) + - Support Images in Compare UI - [PR #17562](https://github.com/BerriAI/litellm/pull/17562) + +- **Callbacks** + - Show all callbacks on UI - [PR #16335](https://github.com/BerriAI/litellm/pull/16335) + - Credentials to use React Query - [PR #17465](https://github.com/BerriAI/litellm/pull/17465) + +- **Management Routes** + - Allow admin viewer to access global tag usage - [PR #17501](https://github.com/BerriAI/litellm/pull/17501) + - Allow wildcard routes for nonproxy admin (SCIM) - [PR #17178](https://github.com/BerriAI/litellm/pull/17178) + - Return 404 when a user is not found on /user/info - [PR #16850](https://github.com/BerriAI/litellm/pull/16850) + +- **OCI Configuration** + - Enable Oracle Cloud Infrastructure configuration via UI - [PR #17159](https://github.com/BerriAI/litellm/pull/17159) + +#### Bugs + +- **UI Fixes** + - Fix Request and Response Panel JSONViewer - [PR #17233](https://github.com/BerriAI/litellm/pull/17233) + - Adding Button Loading States to Edit Settings - [PR #17236](https://github.com/BerriAI/litellm/pull/17236) + - Fix Various Text, button state, and test changes - [PR #17237](https://github.com/BerriAI/litellm/pull/17237) + - Fix Fallbacks Immediately Deleting before API resolves - [PR #17238](https://github.com/BerriAI/litellm/pull/17238) + - Remove Feature Flags - [PR #17240](https://github.com/BerriAI/litellm/pull/17240) + - Fix metadata tags and model name display in UI for Azure passthrough - [PR #17258](https://github.com/BerriAI/litellm/pull/17258) + - Change labeling around Vertex Fields - [PR #17383](https://github.com/BerriAI/litellm/pull/17383) + - Remove second scrollbar when sidebar is expanded + tooltip z index - [PR #17436](https://github.com/BerriAI/litellm/pull/17436) + - Fix Select in Edit Membership Modal - [PR #17524](https://github.com/BerriAI/litellm/pull/17524) + - Change useAuthorized Hook to redirect to new Login Page - [PR #17553](https://github.com/BerriAI/litellm/pull/17553) + +- **SSO** + - Fix the generic SSO provider - [PR #17227](https://github.com/BerriAI/litellm/pull/17227) + - Clear SSO integration for all users - [PR #17287](https://github.com/BerriAI/litellm/pull/17287) + - Fix SSO users not added to Entra synced team - [PR #17331](https://github.com/BerriAI/litellm/pull/17331) + +- **Auth / JWT** + - JWT Auth - Allow using regular OIDC flow with user info endpoints - [PR #17324](https://github.com/BerriAI/litellm/pull/17324) + - Fix litellm user auth not passing issue - [PR #17342](https://github.com/BerriAI/litellm/pull/17342) + - Add other routes in JWT auth - [PR #17345](https://github.com/BerriAI/litellm/pull/17345) + - Fix new org team validate against org - [PR #17333](https://github.com/BerriAI/litellm/pull/17333) + - Fix litellm_enterprise ensure imported routes exist - [PR #17337](https://github.com/BerriAI/litellm/pull/17337) + - Use organization.members instead of deprecated organization field - [PR #17557](https://github.com/BerriAI/litellm/pull/17557) + +- **Organizations/Teams** + - Fix organization max budget not enforced - [PR #17334](https://github.com/BerriAI/litellm/pull/17334) + - Fix budget update to allow null max_budget - [PR #17545](https://github.com/BerriAI/litellm/pull/17545) + +--- + +## AI Integrations (2 new integrations) + +### Logging (1 new integration) + +#### New Integration + +- **[Weave](../../docs/proxy/logging)** + - Basic Weave OTEL integration - [PR #17439](https://github.com/BerriAI/litellm/pull/17439) + +#### Improvements & Fixes + +- **[DataDog](../../docs/proxy/logging#datadog)** + - Fix Datadog callback regression when ddtrace is installed - [PR #17393](https://github.com/BerriAI/litellm/pull/17393) + +- **[Arize Phoenix](../../docs/observability/arize_integration)** + - Fix clean arize-phoenix traces - [PR #16611](https://github.com/BerriAI/litellm/pull/16611) + +- **[MLflow](../../docs/proxy/logging#mlflow)** + - Fix MLflow streaming spans for Anthropic passthrough - [PR #17288](https://github.com/BerriAI/litellm/pull/17288) + +- **[Langfuse](../../docs/proxy/logging#langfuse)** + - Fix Langfuse logger test mock setup - [PR #17591](https://github.com/BerriAI/litellm/pull/17591) + +- **General** + - Improve PII anonymization handling in logging callbacks - [PR #17207](https://github.com/BerriAI/litellm/pull/17207) + +### Guardrails (1 new integration) + +#### New Integration + +- **[Generic Guardrail API](../../docs/adding_provider/generic_guardrail_api)** + - Generic Guardrail API - allows guardrail providers to add INSTANT support for LiteLLM w/out PR to repo - [PR #17175](https://github.com/BerriAI/litellm/pull/17175) + - Guardrails API V2 - user api key metadata, session id, specify input type (request/response), image support - [PR #17338](https://github.com/BerriAI/litellm/pull/17338) + - Guardrails API - add streaming support - [PR #17400](https://github.com/BerriAI/litellm/pull/17400) + - Guardrails API - support tool call checks on OpenAI `/chat/completions`, OpenAI `/responses`, Anthropic `/v1/messages` - [PR #17459](https://github.com/BerriAI/litellm/pull/17459) + - Guardrails API - new `structured_messages` param - [PR #17518](https://github.com/BerriAI/litellm/pull/17518) + - Correctly map a v1/messages call to the anthropic unified guardrail - [PR #17424](https://github.com/BerriAI/litellm/pull/17424) + - Support during_call event type for unified guardrails - [PR #17514](https://github.com/BerriAI/litellm/pull/17514) + +#### Improvements & Fixes + +- **[Noma Guardrail](../../docs/proxy/guardrails/noma_security)** + - Refactor Noma guardrail to use shared Responses transformation and include system instructions - [PR #17315](https://github.com/BerriAI/litellm/pull/17315) + +- **[Presidio](../../docs/proxy/guardrails/pii_masking_v2)** + - Handle empty content and error dict responses in guardrails - [PR #17489](https://github.com/BerriAI/litellm/pull/17489) + - Fix Presidio guardrail test TypeError and license base64 decoding error - [PR #17538](https://github.com/BerriAI/litellm/pull/17538) + +- **[Tool Permissions](../../docs/proxy/guardrails/tool_permission)** + - Add regex-based tool_name/tool_type matching for tool-permission - [PR #17164](https://github.com/BerriAI/litellm/pull/17164) + - Add images for tool permission guardrail documentation - [PR #17322](https://github.com/BerriAI/litellm/pull/17322) + +- **[AIM Guardrails](../../docs/proxy/guardrails/aim_security)** + - Fix AIM guardrail tests - [PR #17499](https://github.com/BerriAI/litellm/pull/17499) + +- **[Bedrock Guardrails](../../docs/proxy/guardrails/bedrock)** + - Fix Bedrock Guardrail indent and import - [PR #17378](https://github.com/BerriAI/litellm/pull/17378) + +- **General Guardrails** + - Mask all matching keywords in content filter - [PR #17521](https://github.com/BerriAI/litellm/pull/17521) + - Ensure guardrail metadata is preserved in request_data - [PR #17593](https://github.com/BerriAI/litellm/pull/17593) + - Fix apply_guardrail method and improve test isolation - [PR #17555](https://github.com/BerriAI/litellm/pull/17555) + +### Secret Managers + +- **[CyberArk](../../docs/secret_managers/cyberark)** + - Allow setting SSL verify to false - [PR #17433](https://github.com/BerriAI/litellm/pull/17433) + +- **General** + - Make email and secret manager operations independent in key management hooks - [PR #17551](https://github.com/BerriAI/litellm/pull/17551) + +--- + +## Spend Tracking, Budgets and Rate Limiting + +- **Rate Limiting** + - Parallel Request Limiter with /messages - [PR #17426](https://github.com/BerriAI/litellm/pull/17426) + - Allow using dynamic rate limit/priority reservation on teams - [PR #17061](https://github.com/BerriAI/litellm/pull/17061) + - Dynamic Rate Limiter - Fix token count increases/decreases by 1 instead of actual count + Redis TTL - [PR #17558](https://github.com/BerriAI/litellm/pull/17558) + +- **Spend Logs** + - Deprecate `spend/logs` & add `spend/logs/v2` - [PR #17167](https://github.com/BerriAI/litellm/pull/17167) + - Optimize SpendLogs queries to use timestamp filtering for index usage - [PR #17504](https://github.com/BerriAI/litellm/pull/17504) + +- **Enforce User Param** + - Enforce support of enforce_user_param to OpenAI post endpoints - [PR #17407](https://github.com/BerriAI/litellm/pull/17407) + +--- + +## MCP Gateway + +- **MCP Configuration** + - Remove URL format validation for MCP server endpoints - [PR #17270](https://github.com/BerriAI/litellm/pull/17270) + - Add stack trace to MCP error message - [PR #17269](https://github.com/BerriAI/litellm/pull/17269) + +- **MCP Tool Results** + - Preserve tool metadata in CallToolResult - [PR #17561](https://github.com/BerriAI/litellm/pull/17561) + +--- + +## Agent Gateway (A2A) + +- **Agent Invocation** + - Allow invoking agents through AI Gateway - [PR #17440](https://github.com/BerriAI/litellm/pull/17440) + - Allow tracking request/response in "Logs" Page - [PR #17449](https://github.com/BerriAI/litellm/pull/17449) + +- **Agent Access Control** + - Enforce Allowed agents by key, team + add agent access groups on backend - [PR #17502](https://github.com/BerriAI/litellm/pull/17502) + +- **Agent Gateway UI** + - Allow testing agents on UI - [PR #17455](https://github.com/BerriAI/litellm/pull/17455) + - Set allowed agents by key, team - [PR #17511](https://github.com/BerriAI/litellm/pull/17511) + +--- + +## Performance / Loadbalancing / Reliability improvements + +- **Audio/Speech Performance** + - Fix `/audio/speech` performance by using `shared_sessions` - [PR #16739](https://github.com/BerriAI/litellm/pull/16739) + +- **Memory Optimization** + - Prevent memory leak in aiohttp connection pooling - [PR #17388](https://github.com/BerriAI/litellm/pull/17388) + - Lazy-load utils to reduce memory + import time - [PR #17171](https://github.com/BerriAI/litellm/pull/17171) + +- **Database** + - Update default database connection number - [PR #17353](https://github.com/BerriAI/litellm/pull/17353) + - Update default proxy_batch_write_at number - [PR #17355](https://github.com/BerriAI/litellm/pull/17355) + - Add background health checks to db - [PR #17528](https://github.com/BerriAI/litellm/pull/17528) + +- **Proxy Caching** + - Fix proxy caching between requests in aiohttp transport - [PR #17122](https://github.com/BerriAI/litellm/pull/17122) + +- **Session Management** + - Fix session consistency, move Lasso API version away from source code - [PR #17316](https://github.com/BerriAI/litellm/pull/17316) + - Conditionally pass enable_cleanup_closed to aiohttp TCPConnector - [PR #17367](https://github.com/BerriAI/litellm/pull/17367) + +- **Vector Store** + - Fix vector store configuration synchronization failure - [PR #17525](https://github.com/BerriAI/litellm/pull/17525) + +--- + +## Documentation Updates + +- **Provider Documentation** + - Add Azure AI Foundry documentation for Claude models - [PR #17104](https://github.com/BerriAI/litellm/pull/17104) + - Document responses and embedding API for GitHub Copilot - [PR #17456](https://github.com/BerriAI/litellm/pull/17456) + - Add gpt-5.1-codex-max to OpenAI provider documentation - [PR #17602](https://github.com/BerriAI/litellm/pull/17602) + - Update Instructions For Phoenix Integration - [PR #17373](https://github.com/BerriAI/litellm/pull/17373) + +- **Guides** + - Add guide on how to debug gateway error vs provider error - [PR #17387](https://github.com/BerriAI/litellm/pull/17387) + - Agent Gateway documentation - [PR #17454](https://github.com/BerriAI/litellm/pull/17454) + - A2A Permission management documentation - [PR #17515](https://github.com/BerriAI/litellm/pull/17515) + - Update docs to link agent hub - [PR #17462](https://github.com/BerriAI/litellm/pull/17462) + +- **Projects** + - Add Google ADK and Harbor to projects - [PR #17352](https://github.com/BerriAI/litellm/pull/17352) + - Add Microsoft Agent Lightning to projects - [PR #17422](https://github.com/BerriAI/litellm/pull/17422) + +- **Cleanup** + - Cleanup: Remove orphan docs pages and Docusaurus template files - [PR #17356](https://github.com/BerriAI/litellm/pull/17356) + - Remove `source .env` from docs - [PR #17466](https://github.com/BerriAI/litellm/pull/17466) + +--- + +## Infrastructure / CI/CD + +- **Helm Chart** + - Add ingress-only labels - [PR #17348](https://github.com/BerriAI/litellm/pull/17348) + +- **Docker** + - Add retry logic to apk package installation in Dockerfile.non_root - [PR #17596](https://github.com/BerriAI/litellm/pull/17596) + - Chainguard fixes - [PR #17406](https://github.com/BerriAI/litellm/pull/17406) + +- **OpenAPI Schema** + - Refactor add_schema_to_components to move definitions to components/schemas - [PR #17389](https://github.com/BerriAI/litellm/pull/17389) + +- **Security** + - Fix security vulnerability: update mdast-util-to-hast to 13.2.1 - [PR #17601](https://github.com/BerriAI/litellm/pull/17601) + - Bump jws from 3.2.2 to 3.2.3 - [PR #17494](https://github.com/BerriAI/litellm/pull/17494) + +--- + +## New Contributors + +* @weichiet made their first contribution in [PR #17242](https://github.com/BerriAI/litellm/pull/17242) +* @AndyForest made their first contribution in [PR #17220](https://github.com/BerriAI/litellm/pull/17220) +* @omkar806 made their first contribution in [PR #17217](https://github.com/BerriAI/litellm/pull/17217) +* @v0rtex20k made their first contribution in [PR #17178](https://github.com/BerriAI/litellm/pull/17178) +* @hxomer made their first contribution in [PR #17207](https://github.com/BerriAI/litellm/pull/17207) +* @orgersh92 made their first contribution in [PR #17316](https://github.com/BerriAI/litellm/pull/17316) +* @dannykopping made their first contribution in [PR #17313](https://github.com/BerriAI/litellm/pull/17313) +* @rioiart made their first contribution in [PR #17333](https://github.com/BerriAI/litellm/pull/17333) +* @codgician made their first contribution in [PR #17278](https://github.com/BerriAI/litellm/pull/17278) +* @epistoteles made their first contribution in [PR #17277](https://github.com/BerriAI/litellm/pull/17277) +* @kothamah made their first contribution in [PR #17368](https://github.com/BerriAI/litellm/pull/17368) +* @flozonn made their first contribution in [PR #17371](https://github.com/BerriAI/litellm/pull/17371) +* @richardmcsong made their first contribution in [PR #17389](https://github.com/BerriAI/litellm/pull/17389) +* @matt-greathouse made their first contribution in [PR #17384](https://github.com/BerriAI/litellm/pull/17384) +* @mossbanay made their first contribution in [PR #17380](https://github.com/BerriAI/litellm/pull/17380) +* @mhielpos-asapp made their first contribution in [PR #17376](https://github.com/BerriAI/litellm/pull/17376) +* @Joilence made their first contribution in [PR #17367](https://github.com/BerriAI/litellm/pull/17367) +* @deepaktammali made their first contribution in [PR #17357](https://github.com/BerriAI/litellm/pull/17357) +* @axiomofjoy made their first contribution in [PR #16611](https://github.com/BerriAI/litellm/pull/16611) +* @DevajMody made their first contribution in [PR #17445](https://github.com/BerriAI/litellm/pull/17445) +* @andrewtruong made their first contribution in [PR #17439](https://github.com/BerriAI/litellm/pull/17439) +* @AnasAbdelR made their first contribution in [PR #17490](https://github.com/BerriAI/litellm/pull/17490) +* @dominicfeliton made their first contribution in [PR #17516](https://github.com/BerriAI/litellm/pull/17516) +* @kristianmitk made their first contribution in [PR #17504](https://github.com/BerriAI/litellm/pull/17504) +* @rgshr made their first contribution in [PR #17130](https://github.com/BerriAI/litellm/pull/17130) +* @dominicfallows made their first contribution in [PR #17489](https://github.com/BerriAI/litellm/pull/17489) +* @irfansofyana made their first contribution in [PR #17467](https://github.com/BerriAI/litellm/pull/17467) +* @GusBricker made their first contribution in [PR #17191](https://github.com/BerriAI/litellm/pull/17191) +* @OlivverX made their first contribution in [PR #17255](https://github.com/BerriAI/litellm/pull/17255) +* @withsmilo made their first contribution in [PR #17585](https://github.com/BerriAI/litellm/pull/17585) + +--- + +## Full Changelog + +**[View complete changelog on GitHub](https://github.com/BerriAI/litellm/compare/v1.80.7-nightly...v1.80.8)** + diff --git a/docs/my-website/sidebars.js b/docs/my-website/sidebars.js index c36e4141f4b..04afb0ba776 100644 --- a/docs/my-website/sidebars.js +++ b/docs/my-website/sidebars.js @@ -105,6 +105,7 @@ const sidebars = { items: [ "tutorials/claude_responses_api", "tutorials/cost_tracking_coding", + "tutorials/cursor_integration", "tutorials/github_copilot_integration", "tutorials/litellm_gemini_cli", "tutorials/litellm_qwen_code_cli", @@ -129,6 +130,16 @@ const sidebars = { }, items: [ "proxy/docker_quick_start", + { + type: "link", + label: "A2A Agent Gateway", + href: "https://docs.litellm.ai/docs/a2a", + }, + { + type: "link", + label: "MCP Gateway", + href: "https://docs.litellm.ai/docs/mcp", + }, { "type": "category", "label": "Config.yaml", @@ -224,6 +235,7 @@ const sidebars = { "proxy/team_budgets", "proxy/tag_budgets", "proxy/customers", + "proxy/customer_usage", "proxy/dynamic_rate_limit", "proxy/rate_limit_tiers", "proxy/temporary_budget_increase", @@ -317,7 +329,14 @@ const sidebars = { slug: "/supported_endpoints", }, items: [ - "a2a", + { + type: "category", + label: "/a2a - A2A Agent Gateway", + items: [ + "a2a", + "a2a_agent_permissions", + ], + }, "assistants", { type: "category", @@ -473,6 +492,11 @@ const sidebars = { id: "provider_registration/index", label: "Integrate as a Model Provider", }, + { + type: "doc", + id: "contributing/adding_openai_compatible_providers", + label: "Add OpenAI-Compatible Provider (JSON)", + }, { type: "doc", id: "provider_registration/add_model_pricing", @@ -522,6 +546,7 @@ const sidebars = { "providers/vertex_ai/videos", "providers/vertex_partner", "providers/vertex_self_deployed", + "providers/vertex_embedding", "providers/vertex_image", "providers/vertex_speech", "providers/vertex_batch", @@ -797,6 +822,7 @@ const sidebars = { type: "category", label: "Adding Providers", items: [ + "contributing/adding_openai_compatible_providers", "adding_provider/directory_structure", "adding_provider/new_rerank_provider", ] @@ -823,13 +849,14 @@ const sidebars = { "Learn how to deploy + call models from different providers on LiteLLM", slug: "/project", }, - items: [ + items: [ "projects/smolagents", "projects/mini-swe-agent", "projects/openai-agents", "projects/Google ADK", "projects/Agent Lightning", "projects/Harbor", + "projects/GraphRAG", "projects/Docq.AI", "projects/PDL", "projects/OpenInterpreter", diff --git a/enterprise/dist/litellm_enterprise-0.1.23-py3-none-any.whl b/enterprise/dist/litellm_enterprise-0.1.23-py3-none-any.whl new file mode 100644 index 00000000000..c061e793bc2 Binary files /dev/null and b/enterprise/dist/litellm_enterprise-0.1.23-py3-none-any.whl differ diff --git a/enterprise/dist/litellm_enterprise-0.1.23.tar.gz b/enterprise/dist/litellm_enterprise-0.1.23.tar.gz new file mode 100644 index 00000000000..b84c2ba0f21 Binary files /dev/null and b/enterprise/dist/litellm_enterprise-0.1.23.tar.gz differ diff --git a/enterprise/litellm_enterprise/proxy/vector_stores/endpoints.py b/enterprise/litellm_enterprise/proxy/vector_stores/endpoints.py index fdb1dba372f..21933165217 100644 --- a/enterprise/litellm_enterprise/proxy/vector_stores/endpoints.py +++ b/enterprise/litellm_enterprise/proxy/vector_stores/endpoints.py @@ -141,28 +141,36 @@ async def list_vector_stores( """ from litellm.proxy.proxy_server import prisma_client - seen_vector_store_ids = set() - try: - # Get in-memory vector stores - in_memory_vector_stores: List[LiteLLM_ManagedVectorStore] = [] - if litellm.vector_store_registry is not None: - in_memory_vector_stores = copy.deepcopy( - litellm.vector_store_registry.vector_stores - ) - - # Get vector stores from database + # Get vector stores from database (source of truth) + # Only return what's in the database to ensure consistency across instances vector_stores_from_db = await VectorStoreRegistry._get_vector_stores_from_db( prisma_client=prisma_client ) + + # Also clean up in-memory registry to remove any deleted vector stores + if litellm.vector_store_registry is not None: + db_vector_store_ids = { + vs.get("vector_store_id") + for vs in vector_stores_from_db + if vs.get("vector_store_id") + } + # Remove any in-memory vector stores that no longer exist in database + vector_stores_to_remove = [] + for vs in litellm.vector_store_registry.vector_stores: + vs_id = vs.get("vector_store_id") + if vs_id and vs_id not in db_vector_store_ids: + vector_stores_to_remove.append(vs_id) + for vs_id in vector_stores_to_remove: + litellm.vector_store_registry.delete_vector_store_from_registry( + vector_store_id=vs_id + ) + verbose_proxy_logger.debug( + f"Removed deleted vector store {vs_id} from in-memory registry" + ) - # Combine in-memory and database vector stores - combined_vector_stores: List[LiteLLM_ManagedVectorStore] = [] - for vector_store in in_memory_vector_stores + vector_stores_from_db: - vector_store_id = vector_store.get("vector_store_id", None) - if vector_store_id not in seen_vector_store_ids: - combined_vector_stores.append(vector_store) - seen_vector_store_ids.add(vector_store_id) + # Use database as single source of truth for listing + combined_vector_stores: List[LiteLLM_ManagedVectorStore] = vector_stores_from_db total_count = len(combined_vector_stores) total_pages = (total_count + page_size - 1) // page_size diff --git a/enterprise/pyproject.toml b/enterprise/pyproject.toml index 2c1fa9945bb..2305a5e635c 100644 --- a/enterprise/pyproject.toml +++ b/enterprise/pyproject.toml @@ -1,6 +1,6 @@ [tool.poetry] name = "litellm-enterprise" -version = "0.1.22" +version = "0.1.23" description = "Package for LiteLLM Enterprise features" authors = ["BerriAI"] readme = "README.md" @@ -22,7 +22,7 @@ requires = ["poetry-core"] build-backend = "poetry.core.masonry.api" [tool.commitizen] -version = "0.1.22" +version = "0.1.23" version_files = [ "pyproject.toml:version", "../requirements.txt:litellm-enterprise==", diff --git a/litellm-proxy-extras/dist/litellm_proxy_extras-0.4.10-py3-none-any.whl b/litellm-proxy-extras/dist/litellm_proxy_extras-0.4.10-py3-none-any.whl new file mode 100644 index 00000000000..ce4e805663a Binary files /dev/null and b/litellm-proxy-extras/dist/litellm_proxy_extras-0.4.10-py3-none-any.whl differ diff --git a/litellm-proxy-extras/dist/litellm_proxy_extras-0.4.10.tar.gz b/litellm-proxy-extras/dist/litellm_proxy_extras-0.4.10.tar.gz new file mode 100644 index 00000000000..a4e218ee2fa Binary files /dev/null and b/litellm-proxy-extras/dist/litellm_proxy_extras-0.4.10.tar.gz differ diff --git a/litellm-proxy-extras/dist/litellm_proxy_extras-0.4.11-py3-none-any.whl b/litellm-proxy-extras/dist/litellm_proxy_extras-0.4.11-py3-none-any.whl new file mode 100644 index 00000000000..39f05a5418e Binary files /dev/null and b/litellm-proxy-extras/dist/litellm_proxy_extras-0.4.11-py3-none-any.whl differ diff --git a/litellm-proxy-extras/dist/litellm_proxy_extras-0.4.11.tar.gz b/litellm-proxy-extras/dist/litellm_proxy_extras-0.4.11.tar.gz new file mode 100644 index 00000000000..82e6be80ea2 Binary files /dev/null and b/litellm-proxy-extras/dist/litellm_proxy_extras-0.4.11.tar.gz differ diff --git a/litellm-proxy-extras/litellm_proxy_extras/migrations/20251204124859_add_end_user_spend_table/migration.sql b/litellm-proxy-extras/litellm_proxy_extras/migrations/20251204124859_add_end_user_spend_table/migration.sql new file mode 100644 index 00000000000..c4234785c54 --- /dev/null +++ b/litellm-proxy-extras/litellm_proxy_extras/migrations/20251204124859_add_end_user_spend_table/migration.sql @@ -0,0 +1,42 @@ +-- CreateTable +CREATE TABLE "LiteLLM_DailyEndUserSpend" ( + "id" TEXT NOT NULL, + "end_user_id" TEXT, + "date" TEXT NOT NULL, + "api_key" TEXT NOT NULL, + "model" TEXT, + "model_group" TEXT, + "custom_llm_provider" TEXT, + "mcp_namespaced_tool_name" TEXT, + "prompt_tokens" BIGINT NOT NULL DEFAULT 0, + "completion_tokens" BIGINT NOT NULL DEFAULT 0, + "cache_read_input_tokens" BIGINT NOT NULL DEFAULT 0, + "cache_creation_input_tokens" BIGINT NOT NULL DEFAULT 0, + "spend" DOUBLE PRECISION NOT NULL DEFAULT 0.0, + "api_requests" BIGINT NOT NULL DEFAULT 0, + "successful_requests" BIGINT NOT NULL DEFAULT 0, + "failed_requests" BIGINT NOT NULL DEFAULT 0, + "created_at" TIMESTAMP(3) NOT NULL DEFAULT CURRENT_TIMESTAMP, + "updated_at" TIMESTAMP(3) NOT NULL, + + CONSTRAINT "LiteLLM_DailyEndUserSpend_pkey" PRIMARY KEY ("id") +); + +-- CreateIndex +CREATE INDEX "LiteLLM_DailyEndUserSpend_date_idx" ON "LiteLLM_DailyEndUserSpend"("date"); + +-- CreateIndex +CREATE INDEX "LiteLLM_DailyEndUserSpend_end_user_id_idx" ON "LiteLLM_DailyEndUserSpend"("end_user_id"); + +-- CreateIndex +CREATE INDEX "LiteLLM_DailyEndUserSpend_api_key_idx" ON "LiteLLM_DailyEndUserSpend"("api_key"); + +-- CreateIndex +CREATE INDEX "LiteLLM_DailyEndUserSpend_model_idx" ON "LiteLLM_DailyEndUserSpend"("model"); + +-- CreateIndex +CREATE INDEX "LiteLLM_DailyEndUserSpend_mcp_namespaced_tool_name_idx" ON "LiteLLM_DailyEndUserSpend"("mcp_namespaced_tool_name"); + +-- CreateIndex +CREATE UNIQUE INDEX "LiteLLM_DailyEndUserSpend_end_user_id_date_api_key_model_cu_key" ON "LiteLLM_DailyEndUserSpend"("end_user_id", "date", "api_key", "model", "custom_llm_provider", "mcp_namespaced_tool_name"); + diff --git a/litellm-proxy-extras/litellm_proxy_extras/schema.prisma b/litellm-proxy-extras/litellm_proxy_extras/schema.prisma index 583c493adc6..40f00437e58 100644 --- a/litellm-proxy-extras/litellm_proxy_extras/schema.prisma +++ b/litellm-proxy-extras/litellm_proxy_extras/schema.prisma @@ -465,6 +465,34 @@ model LiteLLM_DailyOrganizationSpend { @@index([mcp_namespaced_tool_name]) } +// Track daily end user (customer) spend metrics per model and key +model LiteLLM_DailyEndUserSpend { + id String @id @default(uuid()) + end_user_id String? + date String + api_key String + model String? + model_group String? + custom_llm_provider String? + mcp_namespaced_tool_name String? + prompt_tokens BigInt @default(0) + completion_tokens BigInt @default(0) + cache_read_input_tokens BigInt @default(0) + cache_creation_input_tokens BigInt @default(0) + spend Float @default(0.0) + api_requests BigInt @default(0) + successful_requests BigInt @default(0) + failed_requests BigInt @default(0) + created_at DateTime @default(now()) + updated_at DateTime @updatedAt + @@unique([end_user_id, date, api_key, model, custom_llm_provider, mcp_namespaced_tool_name]) + @@index([date]) + @@index([end_user_id]) + @@index([api_key]) + @@index([model]) + @@index([mcp_namespaced_tool_name]) +} + // Track daily team spend metrics per model and key model LiteLLM_DailyTeamSpend { id String @id @default(uuid()) diff --git a/litellm-proxy-extras/pyproject.toml b/litellm-proxy-extras/pyproject.toml index 6bc576e4f3d..8d29a4220d1 100644 --- a/litellm-proxy-extras/pyproject.toml +++ b/litellm-proxy-extras/pyproject.toml @@ -1,6 +1,6 @@ [tool.poetry] name = "litellm-proxy-extras" -version = "0.4.9" +version = "0.4.11" description = "Additional files for the LiteLLM Proxy. Reduces the size of the main litellm package." authors = ["BerriAI"] readme = "README.md" @@ -22,7 +22,7 @@ requires = ["poetry-core"] build-backend = "poetry.core.masonry.api" [tool.commitizen] -version = "0.4.9" +version = "0.4.11" version_files = [ "pyproject.toml:version", "../requirements.txt:litellm-proxy-extras==", diff --git a/litellm/__init__.py b/litellm/__init__.py index c9f0ddd1426..a4ade3bccae 100644 --- a/litellm/__init__.py +++ b/litellm/__init__.py @@ -265,6 +265,7 @@ heroku_key: Optional[str] = None cometapi_key: Optional[str] = None ovhcloud_key: Optional[str] = None lemonade_key: Optional[str] = None +amazon_nova_api_key: Optional[str] = None common_cloud_provider_auth_params: dict = { "params": ["project", "region_name", "token"], "providers": ["vertex_ai", "bedrock", "watsonx", "azure", "vertex_ai_beta"], @@ -520,6 +521,7 @@ perplexity_models: Set = set() watsonx_models: Set = set() gemini_models: Set = set() xai_models: Set = set() +zai_models: Set = set() deepseek_models: Set = set() runwayml_models: Set = set() azure_ai_models: Set = set() @@ -571,6 +573,7 @@ ovhcloud_models: Set = set() ovhcloud_embedding_models: Set = set() lemonade_models: Set = set() docker_model_runner_models: Set = set() +amazon_nova_models: Set = set() def is_bedrock_pricing_only_model(key: str) -> bool: @@ -711,6 +714,8 @@ def add_known_models(): text_completion_codestral_models.add(key) elif value.get("litellm_provider") == "xai": xai_models.add(key) + elif value.get("litellm_provider") == "zai": + zai_models.add(key) elif value.get("litellm_provider") == "fal_ai": fal_ai_models.add(key) elif value.get("litellm_provider") == "deepseek": @@ -811,6 +816,8 @@ def add_known_models(): lemonade_models.add(key) elif value.get("litellm_provider") == "docker_model_runner": docker_model_runner_models.add(key) + elif value.get("litellm_provider") == "amazon_nova": + amazon_nova_models.add(key) add_known_models() @@ -872,6 +879,7 @@ model_list = list( | gemini_models | text_completion_codestral_models | xai_models + | zai_models | fal_ai_models | deepseek_models | azure_ai_models @@ -960,6 +968,7 @@ models_by_provider: dict = { "aleph_alpha": aleph_alpha_models, "text-completion-codestral": text_completion_codestral_models, "xai": xai_models, + "zai": zai_models, "fal_ai": fal_ai_models, "deepseek": deepseek_models, "runwayml": runwayml_models, @@ -1010,6 +1019,7 @@ models_by_provider: dict = { "ovhcloud": ovhcloud_models | ovhcloud_embedding_models, "lemonade": lemonade_models, "clarifai": clarifai_models, + "amazon_nova": amazon_nova_models, } # mapping for those models which have larger equivalents @@ -1300,6 +1310,7 @@ from .llms.friendliai.chat.transformation import FriendliaiChatConfig from .llms.jina_ai.embedding.transformation import JinaAIEmbeddingConfig from .llms.xai.chat.transformation import XAIChatConfig from .llms.xai.common_utils import XAIModelInfo +from .llms.zai.chat.transformation import ZAIChatConfig from .llms.aiml.chat.transformation import AIMLChatConfig from .llms.volcengine.chat.transformation import ( VolcEngineChatConfig as VolcEngineConfig, @@ -1339,7 +1350,7 @@ from .llms.nebius.chat.transformation import NebiusConfig from .llms.wandb.chat.transformation import WandbConfig from .llms.dashscope.chat.transformation import DashScopeChatConfig from .llms.moonshot.chat.transformation import MoonshotChatConfig -from .llms.publicai.chat.transformation import PublicAIChatConfig +# PublicAI now uses JSON-based configuration (see litellm/llms/openai_like/providers.json) from .llms.docker_model_runner.chat.transformation import DockerModelRunnerChatConfig from .llms.v0.chat.transformation import V0ChatConfig from .llms.oci.chat.transformation import OCIChatConfig @@ -1353,6 +1364,7 @@ from .llms.ovhcloud.embedding.transformation import OVHCloudEmbeddingConfig from .llms.cometapi.embed.transformation import CometAPIEmbeddingConfig from .llms.lemonade.chat.transformation import LemonadeChatConfig from .llms.snowflake.embedding.transformation import SnowflakeEmbeddingConfig +from .llms.amazon_nova.chat.transformation import AmazonNovaChatConfig from .main import * # type: ignore # Skills API @@ -1497,10 +1509,46 @@ def set_global_gitlab_config(config: Dict[str, Any]) -> None: # Lazy loading system for heavy modules to reduce initial import time and memory usage if TYPE_CHECKING: + from litellm.types.utils import ModelInfo as _ModelInfoType + + # Cost calculator functions cost_per_token: Callable[..., Tuple[float, float]] completion_cost: Callable[..., float] response_cost_calculator: Any modify_integration: Any + + # Utils functions - type stubs for truly lazy loaded functions only + # (functions NOT imported via "from .main import *") + get_response_string: Callable[..., str] + supports_function_calling: Callable[..., bool] + supports_web_search: Callable[..., bool] + supports_url_context: Callable[..., bool] + supports_response_schema: Callable[..., bool] + supports_parallel_function_calling: Callable[..., bool] + supports_vision: Callable[..., bool] + supports_audio_input: Callable[..., bool] + supports_audio_output: Callable[..., bool] + supports_system_messages: Callable[..., bool] + supports_reasoning: Callable[..., bool] + acreate: Callable[..., Any] + get_max_tokens: Callable[..., int] + get_model_info: Callable[..., _ModelInfoType] + register_prompt_template: Callable[..., None] + validate_environment: Callable[..., dict] + check_valid_key: Callable[..., bool] + register_model: Callable[..., None] + encode: Callable[..., list] + decode: Callable[..., str] + _calculate_retry_after: Callable[..., float] + _should_retry: Callable[..., bool] + get_supported_openai_params: Callable[..., Optional[list]] + get_api_base: Callable[..., Optional[str]] + get_first_chars_messages: Callable[..., str] + get_provider_fields: Callable[..., List] + get_valid_models: Callable[..., list] + + # Response types - truly lazy loaded only (not in main.py or elsewhere) + ModelResponseListIterator: Type[Any] def __getattr__(name: str) -> Any: diff --git a/litellm/completion_extras/litellm_responses_transformation/transformation.py b/litellm/completion_extras/litellm_responses_transformation/transformation.py index 2045836387f..8ee730defb9 100644 --- a/litellm/completion_extras/litellm_responses_transformation/transformation.py +++ b/litellm/completion_extras/litellm_responses_transformation/transformation.py @@ -367,49 +367,14 @@ class LiteLLMResponsesTransformationHandler(CompletionTransformationBridge): reasoning_content = None # flush reasoning content index += 1 elif isinstance(item, ResponseFunctionToolCall): - - provider_specific_fields = getattr( - item, "provider_specific_fields", None + from litellm.responses.litellm_completion_transformation.transformation import ( + LiteLLMCompletionResponsesConfig, ) - if provider_specific_fields and not isinstance( - provider_specific_fields, dict - ): - provider_specific_fields = ( - dict(provider_specific_fields) - if hasattr(provider_specific_fields, "__dict__") - else {} - ) - elif hasattr(item, "get") and callable(item.get): # type: ignore - provider_fields = item.get("provider_specific_fields") # type: ignore - if provider_fields: - provider_specific_fields = ( - provider_fields - if isinstance(provider_fields, dict) - else ( - dict(provider_fields) # type: ignore - if hasattr(provider_fields, "__dict__") - else {} - ) - ) - function_dict: Dict[str, Any] = { - "name": item.name, - "arguments": item.arguments, - } - - if provider_specific_fields: - function_dict["provider_specific_fields"] = provider_specific_fields - - tool_call_dict: Dict[str, Any] = { - "id": item.call_id, - "function": function_dict, - "type": "function", - } - - if provider_specific_fields: - tool_call_dict["provider_specific_fields"] = ( - provider_specific_fields - ) + tool_call_dict = LiteLLMCompletionResponsesConfig.convert_response_function_tool_call_to_chat_completion_tool_call( + tool_call_item=item, + index=index, + ) msg = Message( content=None, @@ -667,6 +632,8 @@ class LiteLLMResponsesTransformationHandler(CompletionTransformationBridge): return Reasoning(effort="none") # type: ignore elif reasoning_effort == "high": return Reasoning(effort="high") + elif reasoning_effort == "xhigh": + return Reasoning(effort="xhigh") # type: ignore[typeddict-item] elif reasoning_effort == "medium": return Reasoning(effort="medium") elif reasoning_effort == "low": @@ -718,17 +685,9 @@ class LiteLLMResponsesTransformationHandler(CompletionTransformationBridge): } } elif format_type == "json_object": - return { - "format": { - "type": "json_object" - } - } + return {"format": {"type": "json_object"}} elif format_type == "text": - return { - "format": { - "type": "text" - } - } + return {"format": {"type": "text"}} return None diff --git a/litellm/constants.py b/litellm/constants.py index fa9f1d527af..1c0f800eccd 100644 --- a/litellm/constants.py +++ b/litellm/constants.py @@ -149,6 +149,7 @@ REDIS_UPDATE_BUFFER_KEY = "litellm_spend_update_buffer" REDIS_DAILY_SPEND_UPDATE_BUFFER_KEY = "litellm_daily_spend_update_buffer" REDIS_DAILY_TEAM_SPEND_UPDATE_BUFFER_KEY = "litellm_daily_team_spend_update_buffer" REDIS_DAILY_ORG_SPEND_UPDATE_BUFFER_KEY = "litellm_daily_org_spend_update_buffer" +REDIS_DAILY_END_USER_SPEND_UPDATE_BUFFER_KEY = "litellm_daily_end_user_spend_update_buffer" REDIS_DAILY_TAG_SPEND_UPDATE_BUFFER_KEY = "litellm_daily_tag_spend_update_buffer" MAX_REDIS_BUFFER_DEQUEUE_COUNT = int(os.getenv("MAX_REDIS_BUFFER_DEQUEUE_COUNT", 100)) MAX_SIZE_IN_MEMORY_QUEUE = int(os.getenv("MAX_SIZE_IN_MEMORY_QUEUE", 10000)) @@ -413,6 +414,7 @@ LITELLM_CHAT_PROVIDERS = [ "ovhcloud", "lemonade", "docker_model_runner", + "amazon_nova", ] LITELLM_EMBEDDING_PROVIDERS_SUPPORTING_INPUT_ARRAY_OF_TOKENS = [ @@ -538,6 +540,7 @@ openai_compatible_endpoints: List = [ "https://api.friendli.ai/serverless/v1", "api.sambanova.ai/v1", "api.x.ai/v1", + "ollama.com", "api.galadriel.ai/v1", "api.llama.com/compat/v1/", "api.featherless.ai/v1", @@ -545,7 +548,7 @@ openai_compatible_endpoints: List = [ "api.studio.nebius.ai/v1", "https://dashscope-intl.aliyuncs.com/compatible-mode/v1", "https://api.moonshot.ai/v1", - "https://platform.publicai.co/v1", + "https://api.publicai.co/v1", "https://api.v0.dev/v1", "https://api.morphllm.com/v1", "https://api.lambda.ai/v1", @@ -587,6 +590,7 @@ openai_compatible_providers: List = [ "github_copilot", # GitHub Copilot Chat API "novita", "meta_llama", + "publicai", # PublicAI - JSON-configured provider "featherless_ai", "nscale", "nebius", diff --git a/litellm/cost_calculator.py b/litellm/cost_calculator.py index 57eab6d29a3..4407134fa92 100644 --- a/litellm/cost_calculator.py +++ b/litellm/cost_calculator.py @@ -860,9 +860,9 @@ def completion_cost( # noqa: PLR0915 or isinstance(completion_response, dict) ): # tts returns a custom class if isinstance(completion_response, dict): - usage_obj: Optional[Union[dict, Usage]] = ( - completion_response.get("usage", {}) - ) + usage_obj: Optional[ + Union[dict, Usage] + ] = completion_response.get("usage", {}) else: usage_obj = getattr(completion_response, "usage", {}) if isinstance(usage_obj, BaseModel) and not _is_known_usage_objects( @@ -1066,13 +1066,14 @@ def completion_cost( # noqa: PLR0915 # If model is like "tavily-search", construct "tavily/search" for cost lookup search_model = f"{custom_llm_provider}/search" - prompt_cost, completion_cost_result = ( - search_provider_cost_per_query( - model=search_model, - custom_llm_provider=custom_llm_provider, - number_of_queries=number_of_queries, - optional_params=optional_params, - ) + ( + prompt_cost, + completion_cost_result, + ) = search_provider_cost_per_query( + model=search_model, + custom_llm_provider=custom_llm_provider, + number_of_queries=number_of_queries, + optional_params=optional_params, ) # Return the total cost (prompt_cost + completion_cost, but for search it's just prompt_cost) @@ -1080,11 +1081,13 @@ def completion_cost( # noqa: PLR0915 # Apply discount original_cost = _final_cost - _final_cost, discount_percent, discount_amount = ( - _apply_cost_discount( - base_cost=_final_cost, - custom_llm_provider=custom_llm_provider, - ) + ( + _final_cost, + discount_percent, + discount_amount, + ) = _apply_cost_discount( + base_cost=_final_cost, + custom_llm_provider=custom_llm_provider, ) # Store cost breakdown in logging object if available @@ -1329,9 +1332,8 @@ def response_cost_calculator( response_cost = 0.0 else: if isinstance(response_object, BaseModel): - response_object._hidden_params["optional_params"] = optional_params - if hasattr(response_object, "_hidden_params"): + response_object._hidden_params["optional_params"] = optional_params provider_response_cost = get_response_cost_from_hidden_params( response_object._hidden_params ) diff --git a/litellm/integrations/custom_logger.py b/litellm/integrations/custom_logger.py index 481a2a3ecb7..a3e67d8a73f 100644 --- a/litellm/integrations/custom_logger.py +++ b/litellm/integrations/custom_logger.py @@ -80,6 +80,44 @@ class CustomLogger: # https://docs.litellm.ai/docs/observability/custom_callbac self.turn_off_message_logging = turn_off_message_logging pass + @staticmethod + def get_callback_env_vars(callback_name: Optional[str] = None) -> List[str]: + """ + Return the environment variables associated with a given callback + name as defined in the proxy callback registry. + + Args: + callback_name: The name of the callback to look up. + + Returns: + List[str]: A list of required environment variable names. + """ + if callback_name is None: + return [] + + normalized_name = callback_name.lower() + + alias_map = { + "langfuse_otel": "langfuse", + } + lookup_name = alias_map.get(normalized_name, normalized_name) + + try: + from litellm.proxy._types import AllCallbacks + except Exception: + return [] + + callbacks = AllCallbacks() + callback_info = getattr(callbacks, lookup_name, None) + if callback_info is None: + return [] + + params = getattr(callback_info, "litellm_callback_params", None) + if not params: + return [] + + return list(params) + def log_pre_api_call(self, model, messages, kwargs): pass diff --git a/litellm/integrations/mlflow.py b/litellm/integrations/mlflow.py index b348737868d..6378e55f7e1 100644 --- a/litellm/integrations/mlflow.py +++ b/litellm/integrations/mlflow.py @@ -129,8 +129,11 @@ class MlflowLogger(CustomLogger): self._add_chunk_events(span, response_obj) # If this is the final chunk, end the span. The final chunk - # has complete_streaming_response that gathers the full response. - if final_response := kwargs.get("complete_streaming_response"): + # has the assembled streaming response (key differs between sync/async paths). + final_response = kwargs.get("complete_streaming_response") or kwargs.get( + "async_complete_streaming_response" + ) + if final_response: end_time_ns = int(end_time.timestamp() * 1e9) self._extract_and_set_chat_attributes(span, kwargs, final_response) @@ -153,7 +156,9 @@ class MlflowLogger(CustomLogger): span.add_event( SpanEvent( name="streaming_chunk", - attributes={"delta": json.dumps(choice.delta.model_dump())}, + attributes={ + "delta": json.dumps(choice.delta.model_dump, default=str) + }, ) ) except Exception: diff --git a/litellm/integrations/vector_store_integrations/vector_store_pre_call_hook.py b/litellm/integrations/vector_store_integrations/vector_store_pre_call_hook.py index 236935778d6..218581a41ad 100644 --- a/litellm/integrations/vector_store_integrations/vector_store_pre_call_hook.py +++ b/litellm/integrations/vector_store_integrations/vector_store_pre_call_hook.py @@ -74,9 +74,20 @@ class VectorStorePreCallHook(CustomLogger): if litellm.vector_store_registry is None: return model, messages, non_default_params + # Get prisma_client for database fallback + prisma_client = None + try: + from litellm.proxy.proxy_server import prisma_client as _prisma_client + prisma_client = _prisma_client + except ImportError: + pass + + # Use database fallback to ensure synchronization across instances vector_stores_to_run: List[LiteLLM_ManagedVectorStore] = ( - litellm.vector_store_registry.pop_vector_stores_to_run( - non_default_params=non_default_params, tools=tools + await litellm.vector_store_registry.pop_vector_stores_to_run_with_db_fallback( + non_default_params=non_default_params, + tools=tools, + prisma_client=prisma_client ) ) diff --git a/litellm/litellm_core_utils/get_llm_provider_logic.py b/litellm/litellm_core_utils/get_llm_provider_logic.py index a90d16dba49..168c837f1e5 100644 --- a/litellm/litellm_core_utils/get_llm_provider_logic.py +++ b/litellm/litellm_core_utils/get_llm_provider_logic.py @@ -229,6 +229,9 @@ def get_llm_provider( # noqa: PLR0915 elif endpoint == "api.deepseek.com/v1": custom_llm_provider = "deepseek" dynamic_api_key = get_secret_str("DEEPSEEK_API_KEY") + elif endpoint == "ollama.com": + custom_llm_provider = "ollama" + dynamic_api_key = get_secret_str("OLLAMA_API_KEY") elif endpoint == "https://api.friendli.ai/serverless/v1": custom_llm_provider = "friendliai" dynamic_api_key = get_secret_str( @@ -401,6 +404,8 @@ def get_llm_provider( # noqa: PLR0915 custom_llm_provider = "lemonade" elif model.startswith("clarifai/"): custom_llm_provider = "clarifai" + elif model.startswith("amazon_nova"): + custom_llm_provider = "amazon_nova" if not custom_llm_provider: if litellm.suppress_debug_info is False: print() # noqa @@ -468,6 +473,20 @@ def _get_openai_compatible_provider_info( # noqa: PLR0915 custom_llm_provider = model.split("/", 1)[0] model = model.split("/", 1)[1] + # Check JSON providers FIRST (before hardcoded ones) + from litellm.llms.openai_like.dynamic_config import create_config_class + from litellm.llms.openai_like.json_loader import JSONProviderRegistry + + if JSONProviderRegistry.exists(custom_llm_provider): + provider_config = JSONProviderRegistry.get(custom_llm_provider) + if provider_config is None: + raise ValueError(f"Provider {custom_llm_provider} not found") + config_class = create_config_class(provider_config) + api_base, dynamic_api_key = config_class()._get_openai_compatible_provider_info( + api_base, api_key + ) + return model, custom_llm_provider, dynamic_api_key, api_base + if custom_llm_provider == "perplexity": # perplexity is openai compatible, we just need to set this to custom_openai and have the api_base be https://api.perplexity.ai ( @@ -544,6 +563,13 @@ def _get_openai_compatible_provider_info( # noqa: PLR0915 or "https://api.studio.nebius.ai/v1" ) # type: ignore dynamic_api_key = api_key or get_secret_str("NEBIUS_API_KEY") + elif custom_llm_provider == "ollama": + api_base = ( + api_base + or get_secret("OLLAMA_API_BASE") + or "http://localhost:11434" + ) # type: ignore + dynamic_api_key = api_key or get_secret_str("OLLAMA_API_KEY") elif (custom_llm_provider == "ai21_chat") or ( custom_llm_provider == "ai21" and model in litellm.ai21_chat_models ): @@ -663,12 +689,12 @@ def _get_openai_compatible_provider_info( # noqa: PLR0915 api_base, api_key ) elif custom_llm_provider == "zai": - api_base = ( - api_base - or get_secret_str("ZAI_API_BASE") - or "https://api.z.ai/api/paas/v4" + ( + api_base, + dynamic_api_key, + ) = litellm.ZAIChatConfig()._get_openai_compatible_provider_info( + api_base, api_key ) - dynamic_api_key = api_key or get_secret_str("ZAI_API_KEY") elif custom_llm_provider == "together_ai": api_base = ( api_base @@ -763,13 +789,7 @@ def _get_openai_compatible_provider_info( # noqa: PLR0915 ) = litellm.MoonshotChatConfig()._get_openai_compatible_provider_info( api_base, api_key ) - elif custom_llm_provider == "publicai": - ( - api_base, - dynamic_api_key, - ) = litellm.PublicAIChatConfig()._get_openai_compatible_provider_info( - api_base, api_key - ) + # publicai is now handled by JSON config (see litellm/llms/openai_like/providers.json) elif custom_llm_provider == "docker_model_runner": ( api_base, diff --git a/litellm/litellm_core_utils/llm_cost_calc/utils.py b/litellm/litellm_core_utils/llm_cost_calc/utils.py index 9717f442b82..ef2183a4556 100644 --- a/litellm/litellm_core_utils/llm_cost_calc/utils.py +++ b/litellm/litellm_core_utils/llm_cost_calc/utils.py @@ -583,9 +583,11 @@ def generic_cost_per_token( reasoning_tokens = completion_tokens_details["reasoning_tokens"] image_tokens = completion_tokens_details["image_tokens"] - if text_tokens == 0: + # Only assume all tokens are text if there's NO breakdown at all + # If image_tokens, audio_tokens, or reasoning_tokens exist, respect text_tokens=0 + has_token_breakdown = image_tokens > 0 or audio_tokens > 0 or reasoning_tokens > 0 + if text_tokens == 0 and not has_token_breakdown: text_tokens = usage.completion_tokens - if text_tokens == usage.completion_tokens: is_text_tokens_total = True ## TEXT COST completion_cost = float(text_tokens) * completion_base_cost diff --git a/litellm/litellm_core_utils/prompt_templates/common_utils.py b/litellm/litellm_core_utils/prompt_templates/common_utils.py index c50ceeabdb2..d2c91f4a841 100644 --- a/litellm/litellm_core_utils/prompt_templates/common_utils.py +++ b/litellm/litellm_core_utils/prompt_templates/common_utils.py @@ -1071,7 +1071,7 @@ def _parse_content_for_reasoning( return None, message_text reasoning_match = re.match( - r"<(?:think|thinking)>(.*?)(.*)", message_text, re.DOTALL + r"<(?:think|thinking|budget:thinking)>(.*?)(.*)", message_text, re.DOTALL ) if reasoning_match: diff --git a/litellm/litellm_core_utils/streaming_handler.py b/litellm/litellm_core_utils/streaming_handler.py index a7f460fab59..4ffb7ace5b0 100644 --- a/litellm/litellm_core_utils/streaming_handler.py +++ b/litellm/litellm_core_utils/streaming_handler.py @@ -737,6 +737,7 @@ class CustomStreamWrapper: or ( "tool_calls" in model_response.choices[0].delta and model_response.choices[0].delta["tool_calls"] is not None + and len(model_response.choices[0].delta["tool_calls"]) > 0 ) or ( "function_call" in model_response.choices[0].delta diff --git a/litellm/llms/amazon_nova/chat/transformation.py b/litellm/llms/amazon_nova/chat/transformation.py new file mode 100644 index 00000000000..6d321e298b8 --- /dev/null +++ b/litellm/llms/amazon_nova/chat/transformation.py @@ -0,0 +1,115 @@ +""" +Translate from OpenAI's `/v1/chat/completions` to Amazon Nova's `/v1/chat/completions` +""" +from typing import Any, List, Optional, Tuple + +import httpx + +import litellm +from litellm.litellm_core_utils.litellm_logging import Logging as LiteLLMLoggingObj +from litellm.secret_managers.main import get_secret_str +from litellm.types.llms.openai import ( + AllMessageValues, +) +from litellm.types.utils import ModelResponse + +from ...openai_like.chat.transformation import OpenAILikeChatConfig + + +class AmazonNovaChatConfig(OpenAILikeChatConfig): + max_completion_tokens: Optional[int] = None + max_tokens: Optional[int] = None + metadata: Optional[int] = None + temperature: Optional[int] = None + top_p: Optional[int] = None + tools: Optional[list] = None + reasoning_effort: Optional[list] = None + + def __init__( + self, + max_completion_tokens: Optional[int] = None, + max_tokens: Optional[int] = None, + temperature: Optional[int] = None, + top_p: Optional[int] = None, + tools: Optional[list] = None, + reasoning_effort: Optional[list] = None, + ) -> None: + locals_ = locals().copy() + for key, value in locals_.items(): + if key != "self" and value is not None: + setattr(self.__class__, key, value) + + @property + def custom_llm_provider(self) -> Optional[str]: + return "amazon_nova" + + @classmethod + def get_config(cls): + return super().get_config() + + def _get_openai_compatible_provider_info( + self, api_base: Optional[str], api_key: Optional[str] + ) -> Tuple[Optional[str], Optional[str]]: + # Amazon Nova is openai compatible, we just need to set this to custom_openai and have the api_base be Nova's endpoint + api_base = ( + api_base + or get_secret_str("AMAZON_NOVA_API_BASE") + or "https://api.nova.amazon.com/v1" + ) # type: ignore + + # Get API key from multiple sources + key = ( + api_key + or litellm.amazon_nova_api_key + or get_secret_str("AMAZON_NOVA_API_KEY") + or litellm.api_key + ) + return api_base, key + + def get_supported_openai_params(self, model: str) -> List: + return [ + "top_p", + "temperature", + "max_tokens", + "max_completion_tokens", + "metadata", + "stop", + "stream", + "stream_options", + "tools", + "tool_choice", + "reasoning_effort" + ] + + def transform_response( + self, + model: str, + raw_response: httpx.Response, + model_response: ModelResponse, + logging_obj: LiteLLMLoggingObj, + request_data: dict, + messages: List[AllMessageValues], + optional_params: dict, + litellm_params: dict, + encoding: Any, + api_key: Optional[str] = None, + json_mode: Optional[bool] = None, + ) -> ModelResponse: + model_response = super().transform_response( + model=model, + model_response=model_response, + raw_response=raw_response, + messages=messages, + logging_obj=logging_obj, + request_data=request_data, + encoding=encoding, + optional_params=optional_params, + json_mode=json_mode, + litellm_params=litellm_params, + api_key=api_key, + ) + + # Storing amazon_nova in the model response for easier cost calculation later + setattr(model_response, "model", "amazon-nova/" + model) + + return model_response \ No newline at end of file diff --git a/litellm/llms/amazon_nova/cost_calculation.py b/litellm/llms/amazon_nova/cost_calculation.py new file mode 100644 index 00000000000..9d9cedde875 --- /dev/null +++ b/litellm/llms/amazon_nova/cost_calculation.py @@ -0,0 +1,21 @@ +""" +Helper util for handling amazon nova cost calculation +- e.g.: prompt caching +""" + +from typing import TYPE_CHECKING, Tuple + +from litellm.litellm_core_utils.llm_cost_calc.utils import generic_cost_per_token + +if TYPE_CHECKING: + from litellm.types.utils import Usage + + +def cost_per_token(model: str, usage: "Usage") -> Tuple[float, float]: + """ + Calculates the cost per token for a given model, prompt tokens, and completion tokens. + Follows the same logic as Anthropic's cost per token calculation. + """ + return generic_cost_per_token( + model=model, usage=usage, custom_llm_provider="amazon_nova" + ) \ No newline at end of file diff --git a/litellm/llms/anthropic/chat/guardrail_translation/handler.py b/litellm/llms/anthropic/chat/guardrail_translation/handler.py index 5969a76ed90..b1c4b1484da 100644 --- a/litellm/llms/anthropic/chat/guardrail_translation/handler.py +++ b/litellm/llms/anthropic/chat/guardrail_translation/handler.py @@ -16,13 +16,20 @@ import json from typing import TYPE_CHECKING, Any, Dict, List, Optional, Tuple, cast from litellm._logging import verbose_proxy_logger +from litellm.llms.anthropic.chat.transformation import AnthropicConfig from litellm.llms.anthropic.experimental_pass_through.adapters.transformation import ( LiteLLMAnthropicMessagesAdapter, ) from litellm.llms.base_llm.guardrail_translation.base_translation import BaseTranslation from litellm.types.guardrails import GenericGuardrailAPIInputs -from litellm.types.llms.anthropic import AllAnthropicToolsValues -from litellm.types.llms.openai import ChatCompletionToolParam +from litellm.types.llms.anthropic import ( + AllAnthropicToolsValues, + AnthropicMessagesRequest, +) +from litellm.types.llms.openai import ( + ChatCompletionToolCallChunk, + ChatCompletionToolParam, +) if TYPE_CHECKING: from litellm.integrations.custom_guardrail import CustomGuardrail @@ -57,13 +64,22 @@ class AnthropicMessagesHandler(BaseTranslation): Process input messages by applying guardrails to text content. """ messages = data.get("messages") - tools = data.get("tools", None) if messages is None: return data + chat_completion_compatible_request = ( + LiteLLMAnthropicMessagesAdapter().translate_anthropic_to_openai( + anthropic_message_request=cast(AnthropicMessagesRequest, data) + ) + ) + + structured_messages = chat_completion_compatible_request.get("messages", []) + texts_to_check: List[str] = [] images_to_check: List[str] = [] - tools_to_check: List[ChatCompletionToolParam] = [] + tools_to_check: List[ChatCompletionToolParam] = ( + chat_completion_compatible_request.get("tools", []) + ) task_mappings: List[Tuple[int, Optional[int]]] = [] # Track (message_index, content_index) for each text # content_index is None for string content, int for list content @@ -78,12 +94,6 @@ class AnthropicMessagesHandler(BaseTranslation): task_mappings=task_mappings, ) - if tools is not None: - self._extract_input_tools( - tools=tools, - tools_to_check=tools_to_check, - ) - # Step 2: Apply guardrail to all texts in batch if texts_to_check: inputs = GenericGuardrailAPIInputs(texts=texts_to_check) @@ -91,6 +101,8 @@ class AnthropicMessagesHandler(BaseTranslation): inputs["images"] = images_to_check if tools_to_check: inputs["tools"] = tools_to_check + if structured_messages: + inputs["structured_messages"] = structured_messages guardrailed_inputs = await guardrail_to_apply.apply_guardrail( inputs=inputs, request_data=data, @@ -209,7 +221,7 @@ class AnthropicMessagesHandler(BaseTranslation): user_api_key_dict: Optional[Any] = None, ) -> Any: """ - Process output response by applying guardrails to text content. + Process output response by applying guardrails to text content and tool calls. Args: response: Anthropic MessagesResponse object @@ -221,17 +233,15 @@ class AnthropicMessagesHandler(BaseTranslation): Modified response with guardrail applied to content Response Format Support: - - List content: response.content = [{"type": "text", "text": "text here"}, ...] + - List content: response.content = [ + {"type": "text", "text": "text here"}, + {"type": "tool_use", "id": "...", "name": "...", "input": {...}}, + ... + ] """ - # Step 0: Check if response has any text content to process - if not self._has_text_content(response): - verbose_proxy_logger.warning( - "Anthropic Messages: No text content in response, skipping guardrail" - ) - return response - texts_to_check: List[str] = [] images_to_check: List[str] = [] + tool_calls_to_check: List[ChatCompletionToolCallChunk] = [] task_mappings: List[Tuple[int, Optional[int]]] = [] # Track (content_index, None) for each text @@ -239,10 +249,13 @@ class AnthropicMessagesHandler(BaseTranslation): if not response_content: return response - # Step 1: Extract all text content from response + # Step 1: Extract all text content and tool calls from response for content_idx, content_block in enumerate(response_content): - # Check if this is a text block by checking the 'type' field - if isinstance(content_block, dict) and content_block.get("type") == "text": + # Check if this is a text or tool_use block by checking the 'type' field + if isinstance(content_block, dict) and content_block.get("type") in [ + "text", + "tool_use", + ]: # Cast to dict to handle the union type properly self._extract_output_text_and_images( content_block=cast(Dict[str, Any], content_block), @@ -250,10 +263,11 @@ class AnthropicMessagesHandler(BaseTranslation): texts_to_check=texts_to_check, images_to_check=images_to_check, task_mappings=task_mappings, + tool_calls_to_check=tool_calls_to_check, ) # Step 2: Apply guardrail to all texts in batch - if texts_to_check: + if texts_to_check or tool_calls_to_check: # Create a request_data dict with response info and user API key metadata request_data: dict = {"response": response} @@ -267,6 +281,9 @@ class AnthropicMessagesHandler(BaseTranslation): inputs = GenericGuardrailAPIInputs(texts=texts_to_check) if images_to_check: inputs["images"] = images_to_check + if tool_calls_to_check: + inputs["tool_calls"] = tool_calls_to_check + guardrailed_inputs = await guardrail_to_apply.apply_guardrail( inputs=inputs, request_data=request_data, @@ -419,17 +436,32 @@ class AnthropicMessagesHandler(BaseTranslation): texts_to_check: List[str], images_to_check: List[str], task_mappings: List[Tuple[int, Optional[int]]], + tool_calls_to_check: Optional[List[ChatCompletionToolCallChunk]] = None, ) -> None: """ - Extract text content and images from a response content block. + Extract text content, images, and tool calls from a response content block. - Override this method to customize text/image extraction logic. + Override this method to customize text/image/tool extraction logic. """ - content_text = content_block.get("text") - if content_text and isinstance(content_text, str): - # Simple string content - texts_to_check.append(content_text) - task_mappings.append((content_idx, None)) + content_type = content_block.get("type") + + # Extract text content + if content_type == "text": + content_text = content_block.get("text") + if content_text and isinstance(content_text, str): + # Simple string content + texts_to_check.append(content_text) + task_mappings.append((content_idx, None)) + + # Extract tool calls + elif content_type == "tool_use": + tool_call = AnthropicConfig.convert_tool_use_to_openai_format( + anthropic_tool_content=content_block, + index=content_idx, + ) + if tool_calls_to_check is None: + tool_calls_to_check = [] + tool_calls_to_check.append(tool_call) async def _apply_guardrail_responses_to_output( self, diff --git a/litellm/llms/anthropic/chat/transformation.py b/litellm/llms/anthropic/chat/transformation.py index bdc986ae27f..b477dbd457e 100644 --- a/litellm/llms/anthropic/chat/transformation.py +++ b/litellm/llms/anthropic/chat/transformation.py @@ -54,10 +54,7 @@ from litellm.types.utils import ( CompletionTokensDetailsWrapper, ) from litellm.types.utils import Message as LitellmMessage -from litellm.types.utils import ( - PromptTokensDetailsWrapper, - ServerToolUse, -) +from litellm.types.utils import PromptTokensDetailsWrapper, ServerToolUse from litellm.utils import ( ModelResponse, Usage, @@ -119,6 +116,36 @@ class AnthropicConfig(AnthropicModelInfo, BaseConfig): def get_config(cls): return super().get_config() + @staticmethod + def convert_tool_use_to_openai_format( + anthropic_tool_content: Dict[str, Any], + index: int, + ) -> ChatCompletionToolCallChunk: + """ + Convert Anthropic tool_use format to OpenAI ChatCompletionToolCallChunk format. + + Args: + anthropic_tool_content: Anthropic tool_use content block with format: + {"type": "tool_use", "id": "...", "name": "...", "input": {...}} + index: The index of this tool call + + Returns: + ChatCompletionToolCallChunk in OpenAI format + """ + tool_call = ChatCompletionToolCallChunk( + id=anthropic_tool_content["id"], + type="function", + function=ChatCompletionToolCallFunctionChunk( + name=anthropic_tool_content["name"], + arguments=json.dumps(anthropic_tool_content["input"]), + ), + index=index, + ) + # Include caller information if present (for programmatic tool calling) + if "caller" in anthropic_tool_content: + tool_call["caller"] = cast(Dict[str, Any], anthropic_tool_content["caller"]) # type: ignore[typeddict-item] + return tool_call + def _is_claude_opus_4_5(self, model: str) -> bool: """Check if the model is Claude Opus 4.5.""" return "opus-4-5" in model.lower() or "opus_4_5" in model.lower() @@ -279,7 +306,7 @@ class AnthropicConfig(AnthropicModelInfo, BaseConfig): elif tool["type"] == "tool_search_tool_regex_20251119": # Tool search tool using regex from litellm.types.llms.anthropic import AnthropicToolSearchToolRegex - + tool_name_obj = tool.get("name", "tool_search_tool_regex") if not isinstance(tool_name_obj, str): raise ValueError("Tool search tool must have a valid name") @@ -291,7 +318,7 @@ class AnthropicConfig(AnthropicModelInfo, BaseConfig): elif tool["type"] == "tool_search_tool_bm25_20251119": # Tool search tool using BM25 from litellm.types.llms.anthropic import AnthropicToolSearchToolBM25 - + tool_name_obj = tool.get("name", "tool_search_tool_bm25") if not isinstance(tool_name_obj, str): raise ValueError("Tool search tool must have a valid name") @@ -309,7 +336,10 @@ class AnthropicConfig(AnthropicModelInfo, BaseConfig): if returned_tool is not None: # Only set cache_control on tools that support it (not tool search tools) tool_type = returned_tool.get("type", "") - if tool_type not in ("tool_search_tool_regex_20251119", "tool_search_tool_bm25_20251119"): + if tool_type not in ( + "tool_search_tool_regex_20251119", + "tool_search_tool_bm25_20251119", + ): if _cache_control is not None: returned_tool["cache_control"] = _cache_control # type: ignore[typeddict-item] elif _cache_control_function is not None and isinstance( @@ -318,14 +348,19 @@ class AnthropicConfig(AnthropicModelInfo, BaseConfig): returned_tool["cache_control"] = ChatCompletionCachedContent( # type: ignore[typeddict-item] **_cache_control_function # type: ignore ) - + ## check if defer_loading is set in the tool _defer_loading = tool.get("defer_loading", None) _defer_loading_function = tool.get("function", {}).get("defer_loading", None) if returned_tool is not None: # Only set defer_loading on tools that support it (not tool search tools or computer tools) tool_type = returned_tool.get("type", "") - if tool_type not in ("tool_search_tool_regex_20251119", "tool_search_tool_bm25_20251119", "computer_20241022", "computer_20250124"): + if tool_type not in ( + "tool_search_tool_regex_20251119", + "tool_search_tool_bm25_20251119", + "computer_20241022", + "computer_20250124", + ): if _defer_loading is not None: if not isinstance(_defer_loading, bool): raise ValueError("defer_loading must be a boolean") @@ -334,14 +369,21 @@ class AnthropicConfig(AnthropicModelInfo, BaseConfig): if not isinstance(_defer_loading_function, bool): raise ValueError("defer_loading must be a boolean") returned_tool["defer_loading"] = _defer_loading_function # type: ignore[typeddict-item] - + ## check if allowed_callers is set in the tool _allowed_callers = tool.get("allowed_callers", None) - _allowed_callers_function = tool.get("function", {}).get("allowed_callers", None) + _allowed_callers_function = tool.get("function", {}).get( + "allowed_callers", None + ) if returned_tool is not None: # Only set allowed_callers on tools that support it (not tool search tools or computer tools) tool_type = returned_tool.get("type", "") - if tool_type not in ("tool_search_tool_regex_20251119", "tool_search_tool_bm25_20251119", "computer_20241022", "computer_20250124"): + if tool_type not in ( + "tool_search_tool_regex_20251119", + "tool_search_tool_bm25_20251119", + "computer_20241022", + "computer_20250124", + ): if _allowed_callers is not None: if not isinstance(_allowed_callers, list) or not all( isinstance(item, str) for item in _allowed_callers @@ -354,7 +396,7 @@ class AnthropicConfig(AnthropicModelInfo, BaseConfig): ): raise ValueError("allowed_callers must be a list of strings") returned_tool["allowed_callers"] = _allowed_callers_function # type: ignore[typeddict-item] - + ## check if input_examples is set in the tool _input_examples = tool.get("input_examples", None) _input_examples_function = tool.get("function", {}).get("input_examples", None) @@ -423,31 +465,32 @@ class AnthropicConfig(AnthropicModelInfo, BaseConfig): """Check if tool search tools are present in the tools list.""" if not tools: return False - + for tool in tools: tool_type = tool.get("type", "") - if tool_type in ["tool_search_tool_regex_20251119", "tool_search_tool_bm25_20251119"]: + if tool_type in [ + "tool_search_tool_regex_20251119", + "tool_search_tool_bm25_20251119", + ]: return True return False - def _separate_deferred_tools( - self, tools: List - ) -> Tuple[List, List]: + def _separate_deferred_tools(self, tools: List) -> Tuple[List, List]: """ Separate tools into deferred and non-deferred lists. - + Returns: Tuple of (non_deferred_tools, deferred_tools) """ non_deferred = [] deferred = [] - + for tool in tools: if tool.get("defer_loading", False): deferred.append(tool) else: non_deferred.append(tool) - + return non_deferred, deferred def _expand_tool_references( @@ -457,28 +500,28 @@ class AnthropicConfig(AnthropicModelInfo, BaseConfig): ) -> List: """ Expand tool_reference blocks to full tool definitions. - + When Anthropic's tool search returns results, it includes tool_reference blocks that reference tools by name. This method expands those references to full tool definitions from the deferred_tools catalog. - + Args: content: Response content that may contain tool_reference blocks deferred_tools: List of deferred tools that can be referenced - + Returns: Content with tool_reference blocks expanded to full tool definitions """ if not deferred_tools: return content - + # Create a mapping of tool names to tool definitions tool_map = {} for tool in deferred_tools: tool_name = tool.get("name") or tool.get("function", {}).get("name") if tool_name: tool_map[tool_name] = tool - + # Expand tool references in content expanded_content = [] for item in content: @@ -492,7 +535,7 @@ class AnthropicConfig(AnthropicModelInfo, BaseConfig): expanded_content.append(item) else: expanded_content.append(item) - + return expanded_content def _map_stop_sequences( @@ -995,7 +1038,7 @@ class AnthropicConfig(AnthropicModelInfo, BaseConfig): "messages": anthropic_messages, **optional_params, } - + ## Handle output_config (Anthropic-specific parameter) if "output_config" in optional_params: output_config = optional_params.get("output_config") @@ -1054,34 +1097,20 @@ class AnthropicConfig(AnthropicModelInfo, BaseConfig): text_content += content["text"] ## TOOL CALLING elif content["type"] == "tool_use": - tool_call = ChatCompletionToolCallChunk( - id=content["id"], - type="function", - function=ChatCompletionToolCallFunctionChunk( - name=content["name"], - arguments=json.dumps(content["input"]), - ), + tool_call = AnthropicConfig.convert_tool_use_to_openai_format( + anthropic_tool_content=content, index=idx, ) - # Include caller information if present (for programmatic tool calling) - if "caller" in content: - tool_call["caller"] = cast(Dict[str, Any], content["caller"]) # type: ignore[typeddict-item] tool_calls.append(tool_call) ## SERVER TOOL USE (for tool search) elif content["type"] == "server_tool_use": # Server tool use blocks are for tool search - treat as tool calls - tool_call = ChatCompletionToolCallChunk( - id=content["id"], - type="function", - function=ChatCompletionToolCallFunctionChunk( - name=content["name"], - arguments=json.dumps(content.get("input", {})), - ), + # Note: using .get("input", {}) for server_tool_use as input may not be present + content_with_input = {**content, "input": content.get("input", {})} + tool_call = AnthropicConfig.convert_tool_use_to_openai_format( + anthropic_tool_content=content_with_input, index=idx, ) - # Include caller information if present (for programmatic tool calling) - if "caller" in content: - tool_call["caller"] = cast(Dict[str, Any], content["caller"]) # type: ignore[typeddict-item] tool_calls.append(tool_call) ## TOOL SEARCH TOOL RESULT (skip - this is metadata about tool discovery) elif content["type"] == "tool_search_tool_result": @@ -1122,7 +1151,10 @@ class AnthropicConfig(AnthropicModelInfo, BaseConfig): return text_content, citations, thinking_blocks, reasoning_content, tool_calls def calculate_usage( - self, usage_object: dict, reasoning_content: Optional[str], completion_response: Optional[dict] = None + self, + usage_object: dict, + reasoning_content: Optional[str], + completion_response: Optional[dict] = None, ) -> Usage: # NOTE: Sometimes the usage object has None set explicitly for token counts, meaning .get() & key access returns None, and we need to account for this prompt_tokens = usage_object.get("input_tokens", 0) or 0 @@ -1160,7 +1192,7 @@ class AnthropicConfig(AnthropicModelInfo, BaseConfig): tool_search_requests = cast( int, _usage["server_tool_use"]["tool_search_requests"] ) - + # Count tool_search_requests from content blocks if not in usage # Anthropic doesn't always include tool_search_requests in the usage object if tool_search_requests is None and completion_response is not None: diff --git a/litellm/llms/anthropic/common_utils.py b/litellm/llms/anthropic/common_utils.py index 246618ad9e2..7ca3c555542 100644 --- a/litellm/llms/anthropic/common_utils.py +++ b/litellm/llms/anthropic/common_utils.py @@ -12,7 +12,7 @@ from litellm.litellm_core_utils.prompt_templates.common_utils import ( ) from litellm.llms.base_llm.base_utils import BaseLLMModelInfo, BaseTokenCounter from litellm.llms.base_llm.chat.transformation import BaseLLMException -from litellm.types.llms.anthropic import AllAnthropicToolsValues, AnthropicMcpServerTool +from litellm.types.llms.anthropic import AllAnthropicToolsValues, AnthropicMcpServerTool, ANTHROPIC_HOSTED_TOOLS from litellm.types.llms.openai import AllMessageValues from litellm.types.utils import TokenCountResponse @@ -72,6 +72,17 @@ class AnthropicModelInfo(BaseLLMModelInfo): return tool["type"] return None + def is_web_search_tool_used( + self, tools: Optional[List[AllAnthropicToolsValues]] + ) -> bool: + """Returns True if web_search tool is used""" + if tools is None: + return False + for tool in tools: + if "type" in tool and tool["type"].startswith(ANTHROPIC_HOSTED_TOOLS.WEB_SEARCH.value): + return True + return False + def is_pdf_used(self, messages: List[AllMessageValues]) -> bool: """ Set to true if media passed into messages. @@ -252,6 +263,7 @@ class AnthropicModelInfo(BaseLLMModelInfo): pdf_used: bool = False, file_id_used: bool = False, mcp_server_used: bool = False, + web_search_tool_used: bool = False, tool_search_used: bool = False, programmatic_tool_calling_used: bool = False, input_examples_used: bool = False, @@ -292,9 +304,12 @@ class AnthropicModelInfo(BaseLLMModelInfo): if user_anthropic_beta_headers is not None: betas.update(user_anthropic_beta_headers) - # Don't send any beta headers to Vertex, Vertex has failed requests when they are sent + # Don't send any beta headers to Vertex, except web search which is required if is_vertex_request is True: - pass + # Vertex AI requires web search beta header for web search to work + if web_search_tool_used: + from litellm.types.llms.anthropic import ANTHROPIC_BETA_HEADER_VALUES + headers["anthropic-beta"] = ANTHROPIC_BETA_HEADER_VALUES.WEB_SEARCH_2025_03_05.value elif len(betas) > 0: headers["anthropic-beta"] = ",".join(betas) @@ -325,6 +340,7 @@ class AnthropicModelInfo(BaseLLMModelInfo): ) pdf_used = self.is_pdf_used(messages=messages) file_id_used = self.is_file_id_used(messages=messages) + web_search_tool_used = self.is_web_search_tool_used(tools=tools) tool_search_used = self.is_tool_search_used(tools=tools) programmatic_tool_calling_used = self.is_programmatic_tool_calling_used(tools=tools) input_examples_used = self.is_input_examples_used(tools=tools) @@ -338,6 +354,7 @@ class AnthropicModelInfo(BaseLLMModelInfo): pdf_used=pdf_used, api_key=api_key, file_id_used=file_id_used, + web_search_tool_used=web_search_tool_used, is_vertex_request=optional_params.get("is_vertex_request", False), user_anthropic_beta_headers=user_anthropic_beta_headers, mcp_server_used=mcp_server_used, diff --git a/litellm/llms/anthropic/experimental_pass_through/messages/transformation.py b/litellm/llms/anthropic/experimental_pass_through/messages/transformation.py index 99d19f0460c..790e7901960 100644 --- a/litellm/llms/anthropic/experimental_pass_through/messages/transformation.py +++ b/litellm/llms/anthropic/experimental_pass_through/messages/transformation.py @@ -103,7 +103,7 @@ class AnthropicMessagesConfig(BaseAnthropicMessagesConfig): status_code=400, ) ####### get required params for all anthropic messages requests ###### - verbose_logger.debug(f"🔍 TRANSFORMATION DEBUG - Messages: {messages}") + verbose_logger.debug(f"TRANSFORMATION DEBUG - Messages: {messages}") anthropic_messages_request: AnthropicMessagesRequest = AnthropicMessagesRequest( messages=messages, max_tokens=max_tokens, diff --git a/litellm/llms/bedrock/chat/converse_transformation.py b/litellm/llms/bedrock/chat/converse_transformation.py index 705f3c9e630..2a1d7f2e3a3 100644 --- a/litellm/llms/bedrock/chat/converse_transformation.py +++ b/litellm/llms/bedrock/chat/converse_transformation.py @@ -960,7 +960,10 @@ class AmazonConverseConfig(BaseConfig): bedrock_tools = _bedrock_tools_pt(filtered_tools) # Set anthropic_beta in additional_request_params if we have any beta features - if anthropic_beta_list: + # ONLY apply to Anthropic/Claude models - other models (e.g., Qwen, Llama) don't support this field + # and will error with "unknown variant anthropic_beta" if included + base_model = BedrockModelInfo.get_base_model(model) + if anthropic_beta_list and base_model.startswith("anthropic"): # Remove duplicates while preserving order unique_betas = [] seen = set() diff --git a/litellm/llms/bedrock/chat/invoke_handler.py b/litellm/llms/bedrock/chat/invoke_handler.py index 5e33a266449..49292545208 100644 --- a/litellm/llms/bedrock/chat/invoke_handler.py +++ b/litellm/llms/bedrock/chat/invoke_handler.py @@ -674,33 +674,39 @@ class BedrockLLM(BaseAWSLLM): ) ## CALCULATING USAGE - bedrock returns usage in the headers - bedrock_input_tokens = response.headers.get( - "x-amzn-bedrock-input-token-count", None - ) - bedrock_output_tokens = response.headers.get( - "x-amzn-bedrock-output-token-count", None - ) - - prompt_tokens = int( - bedrock_input_tokens or litellm.token_counter(messages=messages) - ) - - completion_tokens = int( - bedrock_output_tokens - or litellm.token_counter( - text=model_response.choices[0].message.content, # type: ignore - count_response_tokens=True, + # Skip if usage was already set (e.g., from JSON response for OpenAI provider) + if not hasattr(model_response, "usage") or getattr(model_response, "usage", None) is None: + bedrock_input_tokens = response.headers.get( + "x-amzn-bedrock-input-token-count", None + ) + bedrock_output_tokens = response.headers.get( + "x-amzn-bedrock-output-token-count", None ) - ) - model_response.created = int(time.time()) - model_response.model = model - usage = Usage( - prompt_tokens=prompt_tokens, - completion_tokens=completion_tokens, - total_tokens=prompt_tokens + completion_tokens, - ) - setattr(model_response, "usage", usage) + prompt_tokens = int( + bedrock_input_tokens or litellm.token_counter(messages=messages) + ) + + completion_tokens = int( + bedrock_output_tokens + or litellm.token_counter( + text=model_response.choices[0].message.content, # type: ignore + count_response_tokens=True, + ) + ) + + model_response.created = int(time.time()) + model_response.model = model + usage = Usage( + prompt_tokens=prompt_tokens, + completion_tokens=completion_tokens, + total_tokens=prompt_tokens + completion_tokens, + ) + setattr(model_response, "usage", usage) + else: + # Ensure created and model are set even if usage was already set + model_response.created = int(time.time()) + model_response.model = model return model_response diff --git a/litellm/llms/gemini/chat/transformation.py b/litellm/llms/gemini/chat/transformation.py index c5e2d8b3dac..62897fe6ecb 100644 --- a/litellm/llms/gemini/chat/transformation.py +++ b/litellm/llms/gemini/chat/transformation.py @@ -114,20 +114,27 @@ class GoogleAIStudioGeminiConfig(VertexGeminiConfig): img_element = element _image_url: Optional[str] = None format: Optional[str] = None + detail: Optional[str] = None if isinstance(img_element.get("image_url"), dict): _image_url = img_element["image_url"].get("url") # type: ignore format = img_element["image_url"].get("format") # type: ignore + detail = img_element["image_url"].get("detail") # type: ignore else: _image_url = img_element.get("image_url") # type: ignore if _image_url and "https://" in _image_url: image_obj = convert_to_anthropic_image_obj( _image_url, format=format ) - img_element["image_url"] = ( # type: ignore - convert_generic_image_chunk_to_openai_image_obj( - image_obj - ) + converted_image_url = convert_generic_image_chunk_to_openai_image_obj( + image_obj ) + if detail is not None: + img_element["image_url"] = { # type: ignore + "url": converted_image_url, + "detail": detail + } + else: + img_element["image_url"] = converted_image_url # type: ignore elif element.get("type") == "file": file_element = cast(ChatCompletionFileObject, element) file_id = file_element["file"].get("file_id") diff --git a/litellm/llms/github_copilot/responses/transformation.py b/litellm/llms/github_copilot/responses/transformation.py index b3f70b406cd..e19fabc17c7 100644 --- a/litellm/llms/github_copilot/responses/transformation.py +++ b/litellm/llms/github_copilot/responses/transformation.py @@ -177,6 +177,44 @@ class GithubCopilotResponsesAPIConfig(OpenAIResponsesAPIConfig): # Return the responses endpoint return f"{api_base}/responses" + def _handle_reasoning_item(self, item: Dict[str, Any]) -> Dict[str, Any]: + """ + Handle reasoning items for GitHub Copilot, preserving encrypted_content. + + GitHub Copilot uses encrypted_content in reasoning items to maintain + conversation state across turns. The parent class strips this field + when converting to OpenAI's ResponseReasoningItem model, which causes + "encrypted content could not be verified" errors on multi-turn requests. + + This override preserves encrypted_content while still filtering out + status=None which OpenAI's API rejects. + """ + if item.get("type") == "reasoning": + # Preserve encrypted_content before parent processing + encrypted_content = item.get("encrypted_content") + + # Filter out None values for known problematic fields, + # but preserve encrypted_content even if it exists + filtered_item: Dict[str, Any] = {} + for k, v in item.items(): + # Always include encrypted_content if present (even if None) + if k == "encrypted_content": + if encrypted_content is not None: + filtered_item[k] = v + continue + # Filter out status=None which OpenAI API rejects + if k == "status" and v is None: + continue + # Include all other non-None values + if v is not None: + filtered_item[k] = v + + verbose_logger.debug( + f"GitHub Copilot reasoning item processed, encrypted_content preserved: {encrypted_content is not None}" + ) + return filtered_item + return item + # ==================== Helper Methods ==================== def _get_input_from_params( diff --git a/litellm/llms/oci/chat/transformation.py b/litellm/llms/oci/chat/transformation.py index 5107f76fc84..038895a39e5 100644 --- a/litellm/llms/oci/chat/transformation.py +++ b/litellm/llms/oci/chat/transformation.py @@ -416,15 +416,34 @@ class OCIChatConfig(BaseConfig): "Please install it with: pip install cryptography" ) from e + # Handle oci_key - it should be a string (PEM content) + oci_key_content = None + if oci_key: + if isinstance(oci_key, str): + oci_key_content = oci_key + # Fix common issues with PEM content + # Replace escaped newlines with actual newlines + oci_key_content = oci_key_content.replace("\\n", "\n") + # Ensure proper line endings + if "\r\n" in oci_key_content: + oci_key_content = oci_key_content.replace("\r\n", "\n") + else: + raise OCIError( + status_code=400, + message=f"oci_key must be a string containing the PEM private key content. " + f"Got type: {type(oci_key).__name__}", + ) + private_key = ( - load_private_key_from_str(oci_key) - if oci_key + load_private_key_from_str(oci_key_content) + if oci_key_content else load_private_key_from_file(oci_key_file) if oci_key_file else None ) if private_key is None: - raise Exception( - "Private key is required for OCI authentication. Please provide either oci_key or oci_key_file." + raise OCIError( + status_code=400, + message="Private key is required for OCI authentication. Please provide either oci_key or oci_key_file.", ) signature = private_key.sign( diff --git a/litellm/llms/openai/chat/gpt_5_transformation.py b/litellm/llms/openai/chat/gpt_5_transformation.py index 60a172ef817..a6d6b164366 100644 --- a/litellm/llms/openai/chat/gpt_5_transformation.py +++ b/litellm/llms/openai/chat/gpt_5_transformation.py @@ -25,6 +25,12 @@ class OpenAIGPT5Config(OpenAIGPTConfig): def is_model_gpt_5_codex_model(cls, model: str) -> bool: """Check if the model is specifically a GPT-5 Codex variant.""" return "gpt-5-codex" in model + + @classmethod + def is_model_gpt_5_1_codex_max_model(cls, model: str) -> bool: + """Check if the model is the gpt-5.1-codex-max variant.""" + model_name = model.split("/")[-1] # handle provider prefixes + return model_name == "gpt-5.1-codex-max" @classmethod def is_model_gpt_5_1_model(cls, model: str) -> bool: @@ -66,6 +72,22 @@ class OpenAIGPT5Config(OpenAIGPTConfig): model: str, drop_params: bool, ) -> dict: + reasoning_effort = ( + non_default_params.get("reasoning_effort") + or optional_params.get("reasoning_effort") + ) + if reasoning_effort is not None and reasoning_effort == "xhigh": + if not self.is_model_gpt_5_1_codex_max_model(model): + if litellm.drop_params or drop_params: + non_default_params.pop("reasoning_effort", None) + else: + raise litellm.utils.UnsupportedParamsError( + message=( + "reasoning_effort='xhigh' is only supported for gpt-5.1-codex-max." + ), + status_code=400, + ) + ################################################################ # max_tokens is not supported for gpt-5 models on OpenAI API # Relevant issue: https://github.com/BerriAI/litellm/issues/13381 @@ -79,10 +101,6 @@ class OpenAIGPT5Config(OpenAIGPTConfig): temperature_value: Optional[float] = non_default_params.pop("temperature") if temperature_value is not None: is_gpt_5_1 = self.is_model_gpt_5_1_model(model) - reasoning_effort = ( - non_default_params.get("reasoning_effort") - or optional_params.get("reasoning_effort") - ) # gpt-5.1 supports any temperature when reasoning_effort="none" (or not specified, as it defaults to "none") if is_gpt_5_1 and (reasoning_effort == "none" or reasoning_effort is None): diff --git a/litellm/llms/openai/chat/guardrail_translation/handler.py b/litellm/llms/openai/chat/guardrail_translation/handler.py index 76aa6f730c2..809c3e4d3e0 100644 --- a/litellm/llms/openai/chat/guardrail_translation/handler.py +++ b/litellm/llms/openai/chat/guardrail_translation/handler.py @@ -80,6 +80,10 @@ class OpenAIChatCompletionsHandler(BaseTranslation): inputs["images"] = images_to_check if tool_calls_to_check: inputs["tool_calls"] = tool_calls_to_check # type: ignore + if messages: + inputs["structured_messages"] = ( + messages # pass the openai /chat/completions messages to the guardrail, as-is + ) guardrailed_inputs = await guardrail_to_apply.apply_guardrail( inputs=inputs, @@ -89,7 +93,7 @@ class OpenAIChatCompletionsHandler(BaseTranslation): ) guardrailed_texts = guardrailed_inputs.get("texts", []) - guardrailed_tool_calls = guardrailed_inputs.get("tools", []) + guardrailed_tool_calls = guardrailed_inputs.get("tool_calls", []) # Step 3: Map guardrail responses back to original message structure if guardrailed_texts and texts_to_check: @@ -155,12 +159,12 @@ class OpenAIChatCompletionsHandler(BaseTranslation): images_to_check.append(url) # Extract tool calls (typically in assistant messages) - tool_calls = message.get("tools", None) + tool_calls = message.get("tool_calls", None) if tool_calls is not None and isinstance(tool_calls, list): for tool_call_idx, tool_call in enumerate(tool_calls): if isinstance(tool_call, dict): # Add the full tool call object to the list - tool_calls_to_check.append(ChatCompletionToolParam(**tool_call)) + tool_calls_to_check.append(cast(ChatCompletionToolParam, tool_call)) tool_call_task_mappings.append((msg_idx, int(tool_call_idx))) async def _apply_guardrail_responses_to_input_texts( @@ -261,7 +265,7 @@ class OpenAIChatCompletionsHandler(BaseTranslation): # Step 1: Extract all text content, images, and tool calls from response choices for choice_idx, choice in enumerate(response.choices): - self._extract_output_text_and_images( + self._extract_output_text_images_and_tool_calls( choice=choice, choice_idx=choice_idx, texts_to_check=texts_to_check, @@ -376,20 +380,20 @@ class OpenAIChatCompletionsHandler(BaseTranslation): if isinstance(content, str): # String content - accumulate for this choice - key = (choice_idx, None) - if key not in combined_texts: - combined_texts[key] = "" - combined_texts[key] += content + str_key: Tuple[int, Optional[int]] = (choice_idx, None) + if str_key not in combined_texts: + combined_texts[str_key] = "" + combined_texts[str_key] += content elif isinstance(content, list): # List content - accumulate for each content item for content_idx, content_item in enumerate(content): text_str = content_item.get("text") if text_str: - key = (choice_idx, content_idx) - if key not in combined_texts: - combined_texts[key] = "" - combined_texts[key] += text_str + list_key: Tuple[int, Optional[int]] = (choice_idx, content_idx) + if list_key not in combined_texts: + combined_texts[list_key] = "" + combined_texts[list_key] += text_str # Step 2: Create lists for guardrail processing texts_to_check: List[str] = [] @@ -397,9 +401,9 @@ class OpenAIChatCompletionsHandler(BaseTranslation): task_mappings: List[Tuple[int, Optional[int]]] = [] # Track (choice_index, content_index) for each combined text - for (choice_idx, content_idx), combined_text in combined_texts.items(): + for (map_choice_idx, map_content_idx), combined_text in combined_texts.items(): texts_to_check.append(combined_text) - task_mappings.append((choice_idx, content_idx)) + task_mappings.append((map_choice_idx, map_content_idx)) # Step 3: Apply guardrail to all combined texts in batch if texts_to_check: @@ -478,7 +482,7 @@ class OpenAIChatCompletionsHandler(BaseTranslation): return True return False - def _extract_output_text_and_images( + def _extract_output_text_images_and_tool_calls( self, choice: Union[Choices, StreamingChoices], choice_idx: int, @@ -499,7 +503,7 @@ class OpenAIChatCompletionsHandler(BaseTranslation): # Determine content source and tool calls based on choice type content = None - tool_calls = None + tool_calls: Optional[List[Any]] = None if isinstance(choice, litellm.Choices): content = choice.message.content tool_calls = choice.message.tool_calls @@ -682,15 +686,15 @@ class OpenAIChatCompletionsHandler(BaseTranslation): if isinstance(content, str): # String content - key = (choice_idx_in_response, None) - if key in guardrail_map: - if key not in already_set: + str_key: Tuple[int, Optional[int]] = (choice_idx_in_response, None) + if str_key in guardrail_map: + if str_key not in already_set: # First chunk - set the complete guardrailed text if isinstance(choice, litellm.StreamingChoices): - choice.delta.content = guardrail_map[key] + choice.delta.content = guardrail_map[str_key] elif isinstance(choice, litellm.Choices): - choice.message.content = guardrail_map[key] - already_set[key] = True + choice.message.content = guardrail_map[str_key] + already_set[str_key] = True else: # Subsequent chunks - clear the content if isinstance(choice, litellm.StreamingChoices): @@ -702,12 +706,12 @@ class OpenAIChatCompletionsHandler(BaseTranslation): # List content - handle each content item for content_idx, content_item in enumerate(content): if "text" in content_item: - key = (choice_idx_in_response, content_idx) - if key in guardrail_map: - if key not in already_set: + list_key: Tuple[int, Optional[int]] = (choice_idx_in_response, content_idx) + if list_key in guardrail_map: + if list_key not in already_set: # First chunk - set the complete guardrailed text - content_item["text"] = guardrail_map[key] - already_set[key] = True + content_item["text"] = guardrail_map[list_key] + already_set[list_key] = True else: # Subsequent chunks - clear the text content_item["text"] = "" diff --git a/litellm/llms/openai/openai.py b/litellm/llms/openai/openai.py index 20842525e59..bb9225fc79b 100644 --- a/litellm/llms/openai/openai.py +++ b/litellm/llms/openai/openai.py @@ -444,7 +444,7 @@ class OpenAIChatCompletion(BaseLLM, BaseOpenAILLM): else: headers = {} response = raw_response.parse() - if not hasattr(response, "model_dump"): + if not data.get("stream") and not hasattr(response, "model_dump"): raise OpenAIError( status_code=500, message=f"Empty or invalid response from LLM endpoint. Received: {response!r}. Check the reverse proxy or model server configuration.", @@ -482,7 +482,7 @@ class OpenAIChatCompletion(BaseLLM, BaseOpenAILLM): else: headers = {} response = raw_response.parse() - if not hasattr(response, "model_dump"): + if not data.get("stream") and not hasattr(response, "model_dump"): raise OpenAIError( status_code=500, message=f"Empty or invalid response from LLM endpoint. Received: {response!r}. Check the reverse proxy or model server configuration.", diff --git a/litellm/llms/openai/responses/guardrail_translation/handler.py b/litellm/llms/openai/responses/guardrail_translation/handler.py index fb8b16817b2..0fdea47415f 100644 --- a/litellm/llms/openai/responses/guardrail_translation/handler.py +++ b/litellm/llms/openai/responses/guardrail_translation/handler.py @@ -38,8 +38,15 @@ from litellm.responses.litellm_completion_transformation.transformation import ( LiteLLMCompletionResponsesConfig, ) from litellm.types.guardrails import GenericGuardrailAPIInputs -from litellm.types.llms.openai import ChatCompletionToolParam -from litellm.types.responses.main import GenericResponseOutputItem, OutputText +from litellm.types.llms.openai import ( + ChatCompletionToolCallChunk, + ChatCompletionToolParam, +) +from litellm.types.responses.main import ( + GenericResponseOutputItem, + OutputFunctionToolCall, + OutputText, +) if TYPE_CHECKING: from litellm.integrations.custom_guardrail import CustomGuardrail @@ -74,6 +81,13 @@ class OpenAIResponsesHandler(BaseTranslation): if input_data is None: return data + structured_messages = ( + LiteLLMCompletionResponsesConfig.transform_responses_api_input_to_messages( + input=input_data, + responses_api_request=data, + ) + ) + # Handle simple string input if isinstance(input_data, str): inputs = GenericGuardrailAPIInputs(texts=[input_data]) @@ -84,6 +98,8 @@ class OpenAIResponsesHandler(BaseTranslation): self._extract_and_transform_tools(data["tools"], tools_to_check) if tools_to_check: inputs["tools"] = tools_to_check + if structured_messages: + inputs["structured_messages"] = structured_messages # type: ignore guardrailed_inputs = await guardrail_to_apply.apply_guardrail( inputs=inputs, @@ -127,6 +143,8 @@ class OpenAIResponsesHandler(BaseTranslation): inputs["images"] = images_to_check if tools_to_check: inputs["tools"] = tools_to_check + if structured_messages: + inputs["structured_messages"] = structured_messages # type: ignore guardrailed_inputs = await guardrail_to_apply.apply_guardrail( inputs=inputs, request_data=data, @@ -251,7 +269,7 @@ class OpenAIResponsesHandler(BaseTranslation): user_api_key_dict: Optional[Any] = None, ) -> Any: """ - Process output response by applying guardrails to text content. + Process output response by applying guardrails to text content and tool calls. Args: response: LiteLLM ResponsesAPIResponse object @@ -264,22 +282,19 @@ class OpenAIResponsesHandler(BaseTranslation): Response Format Support: - response.output is a list of output items - - Each output item has a content list with OutputText objects + - Each output item can be: + * GenericResponseOutputItem with a content list of OutputText objects + * OutputFunctionToolCall with tool call data - Each OutputText object has a text field """ - # Step 0: Check if response has any text content to process - if not self._has_text_content(response): - verbose_proxy_logger.warning( - "OpenAI Responses API: No text content in response, skipping guardrail" - ) - return response texts_to_check: List[str] = [] images_to_check: List[str] = [] + tool_calls_to_check: List[ChatCompletionToolCallChunk] = [] task_mappings: List[Tuple[int, int]] = [] # Track (output_item_index, content_index) for each text - # Step 1: Extract all text content from response output + # Step 1: Extract all text content and tool calls from response output for output_idx, output_item in enumerate(response.output): self._extract_output_text_and_images( output_item=output_item, @@ -287,10 +302,11 @@ class OpenAIResponsesHandler(BaseTranslation): texts_to_check=texts_to_check, images_to_check=images_to_check, task_mappings=task_mappings, + tool_calls_to_check=tool_calls_to_check, ) # Step 2: Apply guardrail to all texts in batch - if texts_to_check: + if texts_to_check or tool_calls_to_check: # Create a request_data dict with response info and user API key metadata request_data: dict = {"response": response} @@ -304,6 +320,9 @@ class OpenAIResponsesHandler(BaseTranslation): inputs = GenericGuardrailAPIInputs(texts=texts_to_check) if images_to_check: inputs["images"] = images_to_check + if tool_calls_to_check: + inputs["tool_calls"] = tool_calls_to_check + guardrailed_inputs = await guardrail_to_apply.apply_guardrail( inputs=inputs, request_data=request_data, @@ -398,12 +417,57 @@ class OpenAIResponsesHandler(BaseTranslation): texts_to_check: List[str], images_to_check: List[str], task_mappings: List[Tuple[int, int]], + tool_calls_to_check: Optional[List[ChatCompletionToolCallChunk]] = None, ) -> None: """ - Extract text content and images from a response output item. + Extract text content, images, and tool calls from a response output item. - Override this method to customize text/image extraction logic. + Override this method to customize text/image/tool extraction logic. """ + # Check if this is a tool call (OutputFunctionToolCall) + if isinstance(output_item, OutputFunctionToolCall): + if tool_calls_to_check is not None: + tool_call_dict = LiteLLMCompletionResponsesConfig.convert_response_function_tool_call_to_chat_completion_tool_call( + tool_call_item=output_item, + index=output_idx, + ) + tool_calls_to_check.append( + cast(ChatCompletionToolCallChunk, tool_call_dict) + ) + return + elif ( + isinstance(output_item, BaseModel) + and hasattr(output_item, "type") + and getattr(output_item, "type") == "function_call" + ): + if tool_calls_to_check is not None: + tool_call_dict = LiteLLMCompletionResponsesConfig.convert_response_function_tool_call_to_chat_completion_tool_call( + tool_call_item=output_item, + index=output_idx, + ) + tool_calls_to_check.append( + cast(ChatCompletionToolCallChunk, tool_call_dict) + ) + return + elif ( + isinstance(output_item, dict) and output_item.get("type") == "function_call" + ): + # Handle dict representation of tool call + if tool_calls_to_check is not None: + # Convert dict to OutputFunctionToolCall for processing + try: + tool_call_obj = OutputFunctionToolCall(**output_item) + tool_call_dict = LiteLLMCompletionResponsesConfig.convert_response_function_tool_call_to_chat_completion_tool_call( + tool_call_item=tool_call_obj, + index=output_idx, + ) + tool_calls_to_check.append( + cast(ChatCompletionToolCallChunk, tool_call_dict) + ) + except Exception: + pass + return + # Handle both GenericResponseOutputItem and dict content: Optional[Union[List[OutputText], List[dict]]] = None if isinstance(output_item, BaseModel): diff --git a/litellm/llms/openai_like/README.md b/litellm/llms/openai_like/README.md new file mode 100644 index 00000000000..2e7a32f65a7 --- /dev/null +++ b/litellm/llms/openai_like/README.md @@ -0,0 +1,129 @@ +# JSON-Based OpenAI-Compatible Provider Configuration + +This directory contains the new JSON-based configuration system for OpenAI-compatible providers. + +## Overview + +Instead of creating a full Python module for simple OpenAI-compatible providers, you can now define them in a single JSON file. + +## Files + +- `providers.json` - Configuration file for all JSON-based providers +- `json_loader.py` - Loads and parses the JSON configuration +- `dynamic_config.py` - Generates Python config classes from JSON +- `chat/` - Existing OpenAI-like chat completion handlers + +## Adding a New Provider + +### For Simple OpenAI-Compatible Providers + +Edit `providers.json` and add your provider: + +```json +{ + "your_provider": { + "base_url": "https://api.yourprovider.com/v1", + "api_key_env": "YOUR_PROVIDER_API_KEY" + } +} +``` + +That's it! The provider will be automatically loaded and available. + +### Optional Configuration Fields + +```json +{ + "your_provider": { + "base_url": "https://api.yourprovider.com/v1", + "api_key_env": "YOUR_PROVIDER_API_KEY", + + // Optional: Override base_url via environment variable + "api_base_env": "YOUR_PROVIDER_API_BASE", + + // Optional: Which base class to use (default: "openai_gpt") + "base_class": "openai_gpt", // or "openai_like" + + // Optional: Parameter name mappings + "param_mappings": { + "max_completion_tokens": "max_tokens" + }, + + // Optional: Parameter constraints + "constraints": { + "temperature_max": 1.0, + "temperature_min": 0.0, + "temperature_min_with_n_gt_1": 0.3 + }, + + // Optional: Special handling flags + "special_handling": { + "convert_content_list_to_string": true + } + } +} +``` + +## Example: PublicAI + +The first JSON-configured provider: + +```json +{ + "publicai": { + "base_url": "https://api.publicai.co/v1", + "api_key_env": "PUBLICAI_API_KEY", + "api_base_env": "PUBLICAI_API_BASE", + "base_class": "openai_gpt", + "param_mappings": { + "max_completion_tokens": "max_tokens" + }, + "special_handling": { + "convert_content_list_to_string": true + } + } +} +``` + +## Usage + +```python +import litellm + +response = litellm.completion( + model="publicai/swiss-ai/apertus-8b-instruct", + messages=[{"role": "user", "content": "Hello"}], +) +``` + +## Benefits + +- **Simple**: 2-5 lines of JSON vs 100+ lines of Python +- **Fast**: Add a provider in 5 minutes +- **Safe**: No Python code to mess up +- **Consistent**: All providers follow the same pattern +- **Maintainable**: Centralized configuration + +## When to Use Python Instead + +Use a Python config class if you need: +- Custom authentication (OAuth, rotating tokens, etc.) +- Complex request/response transformations +- Provider-specific streaming logic +- Advanced tool calling transformations + +## Implementation Details + +### How It Works + +1. `json_loader.py` loads `providers.json` on import +2. `dynamic_config.py` generates config classes on-demand +3. Provider resolution checks JSON registry first +4. ProviderConfigManager returns JSON-based configs + +### Integration Points + +The JSON system is integrated at: +- `litellm/litellm_core_utils/get_llm_provider_logic.py` - Provider resolution +- `litellm/utils.py` - ProviderConfigManager +- `litellm/constants.py` - openai_compatible_providers list diff --git a/litellm/llms/openai_like/dynamic_config.py b/litellm/llms/openai_like/dynamic_config.py new file mode 100644 index 00000000000..1e7866bebbe --- /dev/null +++ b/litellm/llms/openai_like/dynamic_config.py @@ -0,0 +1,148 @@ +""" +Dynamic configuration class generator for JSON-based providers. +""" + +from typing import Any, Coroutine, List, Literal, Optional, Tuple, Union, overload + +from litellm.litellm_core_utils.prompt_templates.common_utils import ( + handle_messages_with_content_list_to_str_conversion, +) +from litellm.llms.openai.chat.gpt_transformation import OpenAIGPTConfig +from litellm.llms.openai_like.chat.transformation import OpenAILikeChatConfig +from litellm.secret_managers.main import get_secret_str +from litellm.types.llms.openai import AllMessageValues + +from .json_loader import SimpleProviderConfig + + +def create_config_class(provider: SimpleProviderConfig): + """Generate config class dynamically from JSON configuration""" + + # Choose base class + base_class: type = ( + OpenAIGPTConfig if provider.base_class == "openai_gpt" else OpenAILikeChatConfig + ) + + class JSONProviderConfig(base_class): # type: ignore[valid-type,misc] + @overload + def _transform_messages( + self, messages: List[AllMessageValues], model: str, is_async: Literal[True] + ) -> Coroutine[Any, Any, List[AllMessageValues]]: + ... + + @overload + def _transform_messages( + self, + messages: List[AllMessageValues], + model: str, + is_async: Literal[False] = False, + ) -> List[AllMessageValues]: + ... + + def _transform_messages( + self, messages: List[AllMessageValues], model: str, is_async: bool = False + ) -> Union[List[AllMessageValues], Coroutine[Any, Any, List[AllMessageValues]]]: + """Transform messages based on special_handling config""" + + # Handle content list to string conversion if configured + if provider.special_handling.get("convert_content_list_to_string"): + messages = handle_messages_with_content_list_to_str_conversion(messages) + + if is_async: + return super()._transform_messages( + messages=messages, model=model, is_async=True + ) + else: + return super()._transform_messages( + messages=messages, model=model, is_async=False + ) + + def _get_openai_compatible_provider_info( + self, api_base: Optional[str], api_key: Optional[str] + ) -> Tuple[Optional[str], Optional[str]]: + """Get API base and key from JSON config""" + + # Resolve base URL + resolved_base = api_base + if not resolved_base and provider.api_base_env: + resolved_base = get_secret_str(provider.api_base_env) + if not resolved_base: + resolved_base = provider.base_url + + # Resolve API key + resolved_key = api_key or get_secret_str(provider.api_key_env) + + return resolved_base, resolved_key + + def get_complete_url( + self, + api_base: Optional[str], + api_key: Optional[str], + model: str, + optional_params: dict, + litellm_params: dict, + stream: Optional[bool] = None, + ) -> str: + """Build complete URL for the API endpoint""" + if not api_base: + api_base = provider.base_url + + if api_base is None: + raise ValueError(f"api_base is required for provider {provider.slug}") + + if not api_base.endswith("/chat/completions"): + api_base = f"{api_base}/chat/completions" + + return api_base + + def get_supported_openai_params(self, model: str) -> list: + """Get supported OpenAI params from base class""" + return super().get_supported_openai_params(model=model) + + def map_openai_params( + self, + non_default_params: dict, + optional_params: dict, + model: str, + drop_params: bool, + ) -> dict: + """Apply parameter mappings and constraints""" + + supported_params = self.get_supported_openai_params(model) + + # Apply supported params + for param, value in non_default_params.items(): + # Check parameter mappings first + if param in provider.param_mappings: + optional_params[provider.param_mappings[param]] = value + elif param in supported_params: + optional_params[param] = value + + # Apply temperature constraints if present + if "temperature" in optional_params: + temp = optional_params["temperature"] + constraints = provider.constraints + + # Clamp to max + if "temperature_max" in constraints: + temp = min(temp, constraints["temperature_max"]) + + # Clamp to min + if "temperature_min" in constraints: + temp = max(temp, constraints["temperature_min"]) + + # Special case: temperature_min_with_n_gt_1 + if "temperature_min_with_n_gt_1" in constraints: + n = optional_params.get("n", 1) + if n > 1 and temp < constraints["temperature_min_with_n_gt_1"]: + temp = constraints["temperature_min_with_n_gt_1"] + + optional_params["temperature"] = temp + + return optional_params + + @property + def custom_llm_provider(self) -> Optional[str]: + return provider.slug + + return JSONProviderConfig diff --git a/litellm/llms/openai_like/json_loader.py b/litellm/llms/openai_like/json_loader.py new file mode 100644 index 00000000000..f516d39662e --- /dev/null +++ b/litellm/llms/openai_like/json_loader.py @@ -0,0 +1,74 @@ +""" +JSON-based provider configuration loader for OpenAI-compatible providers. +""" + +import json +from pathlib import Path +from typing import Dict, Optional + +from litellm._logging import verbose_logger + + +class SimpleProviderConfig: + """Simple data class for JSON provider config""" + + def __init__(self, slug: str, data: dict): + self.slug = slug + self.base_url = data["base_url"] + self.api_key_env = data["api_key_env"] + self.api_base_env = data.get("api_base_env") + self.base_class = data.get("base_class", "openai_gpt") + self.param_mappings = data.get("param_mappings", {}) + self.constraints = data.get("constraints", {}) + self.special_handling = data.get("special_handling", {}) + + +class JSONProviderRegistry: + """Load providers from JSON once on import""" + + _providers: Dict[str, SimpleProviderConfig] = {} + _loaded = False + + @classmethod + def load(cls): + """Load providers from JSON configuration file""" + if cls._loaded: + return + + json_path = Path(__file__).parent / "providers.json" + + if not json_path.exists(): + # No JSON file yet, that's okay + cls._loaded = True + return + + try: + with open(json_path) as f: + data = json.load(f) + + for slug, config in data.items(): + cls._providers[slug] = SimpleProviderConfig(slug, config) + + cls._loaded = True + except Exception as e: + verbose_logger.warning(f"Warning: Failed to load JSON provider configs: {e}") + cls._loaded = True + + @classmethod + def get(cls, slug: str) -> Optional[SimpleProviderConfig]: + """Get a provider configuration by slug""" + return cls._providers.get(slug) + + @classmethod + def exists(cls, slug: str) -> bool: + """Check if a provider is defined via JSON""" + return slug in cls._providers + + @classmethod + def list_providers(cls) -> list: + """List all registered provider slugs""" + return list(cls._providers.keys()) + + +# Load on import +JSONProviderRegistry.load() diff --git a/litellm/llms/openai_like/providers.json b/litellm/llms/openai_like/providers.json new file mode 100644 index 00000000000..3fb20b2dfc1 --- /dev/null +++ b/litellm/llms/openai_like/providers.json @@ -0,0 +1,14 @@ +{ + "publicai": { + "base_url": "https://api.publicai.co/v1", + "api_key_env": "PUBLICAI_API_KEY", + "api_base_env": "PUBLICAI_API_BASE", + "base_class": "openai_gpt", + "param_mappings": { + "max_completion_tokens": "max_tokens" + }, + "special_handling": { + "convert_content_list_to_string": true + } + } +} diff --git a/litellm/llms/publicai/chat/transformation.py b/litellm/llms/publicai/chat/transformation.py deleted file mode 100644 index 93921e48d52..00000000000 --- a/litellm/llms/publicai/chat/transformation.py +++ /dev/null @@ -1,114 +0,0 @@ -""" -Translates from OpenAI's `/v1/chat/completions` to PublicAI's `/v1/chat/completions` -""" - -from typing import Any, Coroutine, List, Literal, Optional, Tuple, Union, overload - -from litellm.litellm_core_utils.prompt_templates.common_utils import ( - handle_messages_with_content_list_to_str_conversion, -) -from litellm.secret_managers.main import get_secret_str -from litellm.types.llms.openai import AllMessageValues - -from ...openai.chat.gpt_transformation import OpenAIGPTConfig - - -class PublicAIChatConfig(OpenAIGPTConfig): - @overload - def _transform_messages( - self, messages: List[AllMessageValues], model: str, is_async: Literal[True] - ) -> Coroutine[Any, Any, List[AllMessageValues]]: - ... - - @overload - def _transform_messages( - self, - messages: List[AllMessageValues], - model: str, - is_async: Literal[False] = False, - ) -> List[AllMessageValues]: - ... - - def _transform_messages( - self, messages: List[AllMessageValues], model: str, is_async: bool = False - ) -> Union[List[AllMessageValues], Coroutine[Any, Any, List[AllMessageValues]]]: - """ - PublicAI does not support content in list format. - """ - messages = handle_messages_with_content_list_to_str_conversion(messages) - if is_async: - return super()._transform_messages( - messages=messages, model=model, is_async=True - ) - else: - return super()._transform_messages( - messages=messages, model=model, is_async=False - ) - - def _get_openai_compatible_provider_info( - self, api_base: Optional[str], api_key: Optional[str] - ) -> Tuple[Optional[str], Optional[str]]: - api_base = ( - api_base - or get_secret_str("PUBLICAI_API_BASE") - or "https://platform.publicai.co/v1" - ) # type: ignore - dynamic_api_key = api_key or get_secret_str("PUBLICAI_API_KEY") - return api_base, dynamic_api_key - - def get_complete_url( - self, - api_base: Optional[str], - api_key: Optional[str], - model: str, - optional_params: dict, - litellm_params: dict, - stream: Optional[bool] = None, - ) -> str: - """ - If api_base is not provided, use the default PublicAI /chat/completions endpoint. - """ - if not api_base: - api_base = "https://platform.publicai.co/v1" - - if not api_base.endswith("/chat/completions"): - api_base = f"{api_base}/chat/completions" - - return api_base - - def get_supported_openai_params(self, model: str) -> list: - """ - Get the supported OpenAI params for PublicAI models - - PublicAI limitations: - - functions parameter is not supported (use tools instead) - """ - excluded_params: List[str] = ["functions"] - - base_openai_params = super().get_supported_openai_params(model=model) - final_params: List[str] = [] - for param in base_openai_params: - if param not in excluded_params: - final_params.append(param) - - return final_params - - def map_openai_params( - self, - non_default_params: dict, - optional_params: dict, - model: str, - drop_params: bool, - ) -> dict: - """ - Map OpenAI parameters to PublicAI parameters - """ - supported_openai_params = self.get_supported_openai_params(model) - for param, value in non_default_params.items(): - if param == "max_completion_tokens": - optional_params["max_tokens"] = value - elif param in supported_openai_params: - optional_params[param] = value - - return optional_params - diff --git a/litellm/llms/vertex_ai/batches/handler.py b/litellm/llms/vertex_ai/batches/handler.py index 864cc190312..edae91ff9a3 100644 --- a/litellm/llms/vertex_ai/batches/handler.py +++ b/litellm/llms/vertex_ai/batches/handler.py @@ -61,6 +61,10 @@ class VertexAIBatchPrediction(VertexLLM): stream=None, auth_header=None, url=default_api_base, + model=None, + vertex_project=vertex_project or project_id, + vertex_location=vertex_location or "us-central1", + vertex_api_version="v1", ) headers = { @@ -166,6 +170,10 @@ class VertexAIBatchPrediction(VertexLLM): stream=None, auth_header=None, url=default_api_base, + model=None, + vertex_project=vertex_project or project_id, + vertex_location=vertex_location or "us-central1", + vertex_api_version="v1", ) headers = { diff --git a/litellm/llms/vertex_ai/common_utils.py b/litellm/llms/vertex_ai/common_utils.py index a3ea8afe40d..3cfa55c0606 100644 --- a/litellm/llms/vertex_ai/common_utils.py +++ b/litellm/llms/vertex_ai/common_utils.py @@ -32,9 +32,12 @@ class VertexAIModelRoute(str, Enum): PARTNER_MODELS = "partner_models" GEMINI = "gemini" GEMMA = "gemma" + BGE = "bge" MODEL_GARDEN = "model_garden" NON_GEMINI = "non_gemini" + OPENAI_COMPATIBLE = "openai" +VERTEX_AI_MODEL_ROUTES = [f"{route.value}/" for route in VertexAIModelRoute] def get_vertex_ai_model_route( model: str, litellm_params: Optional[dict] = None @@ -61,6 +64,9 @@ def get_vertex_ai_model_route( >>> get_vertex_ai_model_route("openai/gpt-oss-120b") VertexAIModelRoute.MODEL_GARDEN + + >>> get_vertex_ai_model_route("1234567890", {"api_base": "http://10.96.32.8"}) + VertexAIModelRoute.GEMINI # Numeric endpoints with api_base use HTTP path """ from litellm.llms.vertex_ai.vertex_ai_partner_models.main import ( VertexAIPartnerModels, @@ -70,11 +76,20 @@ def get_vertex_ai_model_route( if litellm_params and litellm_params.get("base_model") is not None: if "gemini" in litellm_params["base_model"]: return VertexAIModelRoute.GEMINI - + + # Check if numeric endpoint ID with custom api_base (PSC endpoint) + # Route to GEMINI (HTTP path) to support PSC endpoints properly + if model.isdigit() and litellm_params and litellm_params.get("api_base"): + return VertexAIModelRoute.GEMINI + # Check for partner models (llama, mistral, claude, etc.) if VertexAIPartnerModels.is_vertex_partner_model(model=model): return VertexAIModelRoute.PARTNER_MODELS - + + # Check for BGE models + if "bge/" in model or "bge" in model.lower(): + return VertexAIModelRoute.BGE + # Check for gemma models if "gemma/" in model: return VertexAIModelRoute.GEMMA @@ -137,6 +152,69 @@ all_gemini_url_modes = Literal[ ] +def get_vertex_base_model_name(model: str) -> str: + """ + Strip routing prefixes from model name for PSC/endpoint URL construction. + + Patterns like "bge/", "gemma/", "openai/" are used for internal routing but + should not appear in the actual endpoint URL. Routing prefixes are derived + from VertexAIModelRoute enum values. + + Args: + model: The model name with potential prefix (e.g., "bge/123456", "gemma/gemma-3-12b-it") + + Returns: + str: The model name without routing prefix (e.g., "123456", "gemma-3-12b-it") + + Examples: + >>> get_vertex_base_model_name("bge/378943383978115072") + "378943383978115072" + + >>> get_vertex_base_model_name("gemma/gemma-3-12b-it") + "gemma-3-12b-it" + + >>> get_vertex_base_model_name("openai/gpt-oss-120b") + "gpt-oss-120b" + + >>> get_vertex_base_model_name("1234567890") + "1234567890" + """ + # Derive routing prefixes from VertexAIModelRoute enum + # Map specific routes to their prefixes (some routes like PARTNER_MODELS, GEMINI don't have prefixes) + for route in VERTEX_AI_MODEL_ROUTES: + if model.startswith(route): + return model.replace(route, "", 1) + + return model + + +def _get_embedding_url( + model: str, + vertex_project: Optional[str], + vertex_location: Optional[str], + vertex_api_version: Literal["v1", "v1beta1"], +) -> Tuple[str, str]: + """ + Get URL for embedding models. + + Handles special patterns: + - bge/endpoint_id -> strips to endpoint_id for endpoints/ routing + - numeric model -> routes to endpoints/ + - regular model -> routes to publishers/google/models/ + """ + endpoint = "predict" + + # Strip routing prefixes (bge/, gemma/, etc.) for endpoint URL construction + model = get_vertex_base_model_name(model=model) + + url = f"https://{vertex_location}-aiplatform.googleapis.com/v1/projects/{vertex_project}/locations/{vertex_location}/publishers/google/models/{model}:{endpoint}" + if model.isdigit(): + # https://us-central1-aiplatform.googleapis.com/v1/projects/$PROJECT_ID/locations/us-central1/endpoints/$ENDPOINT_ID:predict + url = f"https://{vertex_location}-aiplatform.googleapis.com/{vertex_api_version}/projects/{vertex_project}/locations/{vertex_location}/endpoints/{model}:{endpoint}" + + return url, endpoint + + def _get_vertex_url( mode: all_gemini_url_modes, model: str, @@ -149,6 +227,7 @@ def _get_vertex_url( endpoint: Optional[str] = None model = litellm.VertexGeminiConfig.get_model_for_vertex_ai_url(model=model) + if mode == "chat": ### SET RUNTIME ENDPOINT ### endpoint = "generateContent" @@ -173,11 +252,12 @@ def _get_vertex_url( if stream is True: url += "?alt=sse" elif mode == "embedding": - endpoint = "predict" - url = f"https://{vertex_location}-aiplatform.googleapis.com/v1/projects/{vertex_project}/locations/{vertex_location}/publishers/google/models/{model}:{endpoint}" - if model.isdigit(): - # https://us-central1-aiplatform.googleapis.com/v1/projects/$PROJECT_ID/locations/us-central1/endpoints/$ENDPOINT_ID:predict - url = f"https://{vertex_location}-aiplatform.googleapis.com/{vertex_api_version}/projects/{vertex_project}/locations/{vertex_location}/endpoints/{model}:{endpoint}" + return _get_embedding_url( + model=model, + vertex_project=vertex_project, + vertex_location=vertex_location, + vertex_api_version=vertex_api_version, + ) elif mode == "image_generation": endpoint = "predict" url = f"https://{vertex_location}-aiplatform.googleapis.com/v1/projects/{vertex_project}/locations/{vertex_location}/publishers/google/models/{model}:{endpoint}" @@ -200,18 +280,24 @@ def _get_gemini_url( stream: Optional[bool], gemini_api_key: Optional[str], ) -> Tuple[str, str]: + from litellm.llms.vertex_ai.gemini.vertex_and_google_ai_studio_gemini import ( + VertexGeminiConfig, + ) + _gemini_model_name = "models/{}".format(model) + api_version = "v1alpha" if VertexGeminiConfig._is_gemini_3_or_newer(model) else "v1beta" + if mode == "chat": endpoint = "generateContent" if stream is True: endpoint = "streamGenerateContent" - url = "https://generativelanguage.googleapis.com/v1beta/{}:{}?key={}&alt=sse".format( - _gemini_model_name, endpoint, gemini_api_key + url = "https://generativelanguage.googleapis.com/{}/{}:{}?key={}&alt=sse".format( + api_version, _gemini_model_name, endpoint, gemini_api_key ) else: url = ( - "https://generativelanguage.googleapis.com/v1beta/{}:{}?key={}".format( - _gemini_model_name, endpoint, gemini_api_key + "https://generativelanguage.googleapis.com/{}/{}:{}?key={}".format( + api_version, _gemini_model_name, endpoint, gemini_api_key ) ) elif mode == "embedding": @@ -863,4 +949,4 @@ class VertexAITokenCounter(BaseTokenCounter): original_response=result, ) - return None + return None \ No newline at end of file diff --git a/litellm/llms/vertex_ai/context_caching/vertex_ai_context_caching.py b/litellm/llms/vertex_ai/context_caching/vertex_ai_context_caching.py index 26be4d3c2b8..cff1bebceb9 100644 --- a/litellm/llms/vertex_ai/context_caching/vertex_ai_context_caching.py +++ b/litellm/llms/vertex_ai/context_caching/vertex_ai_context_caching.py @@ -85,6 +85,10 @@ class ContextCachingEndpoints(VertexBase): stream=None, auth_header=auth_header, url=url, + model=None, + vertex_project=vertex_project, + vertex_location=vertex_location, + vertex_api_version="v1beta1" if custom_llm_provider == "vertex_ai_beta" else "v1", ) def check_cache( diff --git a/litellm/llms/vertex_ai/gemini/transformation.py b/litellm/llms/vertex_ai/gemini/transformation.py index e4fcd35b954..a95d5447e97 100644 --- a/litellm/llms/vertex_ai/gemini/transformation.py +++ b/litellm/llms/vertex_ai/gemini/transformation.py @@ -5,7 +5,7 @@ Why separate file? Make it easy to see how transformation works """ import os -from typing import TYPE_CHECKING, List, Literal, Optional, Tuple, Union, cast +from typing import TYPE_CHECKING, Dict, List, Literal, Optional, Tuple, Union, cast import httpx from pydantic import BaseModel @@ -28,7 +28,6 @@ from litellm.types.files import ( get_file_type_from_extension, is_gemini_1_5_accepted_file_type, ) -from litellm.types.utils import LlmProviders from litellm.types.llms.openai import ( AllMessageValues, ChatCompletionAssistantMessage, @@ -48,7 +47,7 @@ from litellm.types.llms.vertex_ai import ( ToolConfig, Tools, ) -from litellm.types.utils import GenericImageParsingChunk +from litellm.types.utils import GenericImageParsingChunk, LlmProviders from ..common_utils import ( _check_text_in_content, @@ -64,24 +63,21 @@ else: LiteLLMLoggingObj = Any -def _map_openai_detail_to_media_resolution( +def _convert_detail_to_media_resolution_enum( detail: Optional[str], -) -> Optional[Literal["low", "medium", "high"]]: - """ - Map OpenAI's "detail" parameter to Gemini's "media_resolution" parameter. - """ +) -> Optional[Dict[str, str]]: if detail == "low": - return "low" + return {"level": "MEDIA_RESOLUTION_LOW"} elif detail == "high": - return "high" - # "auto" or None means let the model decide, so we don't set media_resolution + return {"level": "MEDIA_RESOLUTION_HIGH"} return None def _process_gemini_image( image_url: str, format: Optional[str] = None, - media_resolution: Optional[Literal["low", "medium", "high"]] = None, + media_resolution_enum: Optional[Dict[str, str]] = None, + model: Optional[str] = None, ) -> PartType: """ Given an image URL, return the appropriate PartType for Gemini @@ -105,31 +101,43 @@ def _process_gemini_image( else: mime_type = format file_data = FileDataType(mime_type=mime_type, file_uri=image_url) - - return PartType(file_data=file_data) + part: PartType = {"file_data": file_data} + + if media_resolution_enum is not None and model is not None: + from .vertex_and_google_ai_studio_gemini import VertexGeminiConfig + if VertexGeminiConfig._is_gemini_3_or_newer(model): + part_dict = dict(part) + part_dict["media_resolution"] = media_resolution_enum + return cast(PartType, part_dict) + return part elif ( "https://" in image_url and (image_type := format or _get_image_mime_type_from_url(image_url)) is not None ): file_data = FileDataType(file_uri=image_url, mime_type=image_type) - return PartType(file_data=file_data) + part = {"file_data": file_data} + + if media_resolution_enum is not None and model is not None: + from .vertex_and_google_ai_studio_gemini import VertexGeminiConfig + if VertexGeminiConfig._is_gemini_3_or_newer(model): + part_dict = dict(part) + part_dict["media_resolution"] = media_resolution_enum + return cast(PartType, part_dict) + return part elif "http://" in image_url or "https://" in image_url or "base64" in image_url: - # https links for unsupported mime types and base64 images image = convert_to_anthropic_image_obj(image_url, format=format) _blob: BlobType = {"data": image["data"], "mime_type": image["media_type"]} - if media_resolution is not None: - _blob["media_resolution"] = media_resolution - # Convert snake_case keys to camelCase for JSON serialization - # The TypedDict uses snake_case, but the API expects camelCase - _blob_dict = dict(_blob) - if "media_resolution" in _blob_dict: - _blob_dict["mediaResolution"] = _blob_dict.pop("media_resolution") - if "mime_type" in _blob_dict: - _blob_dict["mimeType"] = _blob_dict.pop("mime_type") + part = {"inline_data": cast(BlobType, _blob)} - return PartType(inline_data=cast(BlobType, _blob_dict)) + if media_resolution_enum is not None and model is not None: + from .vertex_and_google_ai_studio_gemini import VertexGeminiConfig + if VertexGeminiConfig._is_gemini_3_or_newer(model): + part_dict = dict(part) + part_dict["media_resolution"] = media_resolution_enum + return cast(PartType, part_dict) + return part raise Exception("Invalid image received - {}".format(image_url)) except Exception as e: raise e @@ -235,18 +243,19 @@ def _gemini_convert_messages_with_history( # noqa: PLR0915 element = cast(ChatCompletionImageObject, element) img_element = element format: Optional[str] = None - media_resolution: Optional[Literal["low", "medium", "high"]] = None + media_resolution_enum: Optional[Dict[str, str]] = None if isinstance(img_element["image_url"], dict): image_url = img_element["image_url"]["url"] format = img_element["image_url"].get("format") detail = img_element["image_url"].get("detail") - media_resolution = _map_openai_detail_to_media_resolution(detail) + media_resolution_enum = _convert_detail_to_media_resolution_enum(detail) else: image_url = img_element["image_url"] _part = _process_gemini_image( image_url=image_url, format=format, - media_resolution=media_resolution, + media_resolution_enum=media_resolution_enum, + model=model, ) _parts.append(_part) elif element["type"] == "input_audio": @@ -271,6 +280,7 @@ def _gemini_convert_messages_with_history( # noqa: PLR0915 _part = _process_gemini_image( image_url=openai_image_str, format=audio_format_modified, + model=model, ) _parts.append(_part) elif element["type"] == "file": @@ -287,6 +297,7 @@ def _gemini_convert_messages_with_history( # noqa: PLR0915 _part = _process_gemini_image( image_url=passed_file, format=format, + model=model, ) _parts.append(_part) except Exception: 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 665661b9d22..106074811f6 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 @@ -1085,24 +1085,26 @@ class VertexGeminiConfig(VertexAIBaseConfig, BaseConfig): def _extract_thinking_blocks_from_parts( self, parts: List[HttpxPartType] ) -> List[ChatCompletionThinkingBlock]: - """Extract thinking blocks from parts if present""" + """Extract thinking blocks from parts if present. + + Per Google's docs (https://ai.google.dev/gemini-api/docs/thinking): + - Parts with `thought: true` contain thinking/reasoning content + - `thoughtSignature` is a separate token for multi-turn context preservation, + it does NOT indicate that the content is thinking (a part can have + thoughtSignature without thought: true, e.g., function calls) + """ thinking_blocks: List[ChatCompletionThinkingBlock] = [] for part in parts: - if "thoughtSignature" in part: - part_copy = part.copy() - part_copy.pop("thoughtSignature") - - text_content = part_copy.get("text") - if isinstance(text_content, str) and text_content.strip() == "": - continue - - thinking_blocks.append( - ChatCompletionThinkingBlock( - type="thinking", - thinking=json.dumps(part_copy), - signature=part["thoughtSignature"], - ) - ) + if part.get("thought") is True: + thinking_text = part.get("text", "") + block: ChatCompletionThinkingBlock = { + "type": "thinking", + "thinking": thinking_text, + } + signature = part.get("thoughtSignature") + if signature is not None: + block["signature"] = signature + thinking_blocks.append(block) return thinking_blocks def _extract_image_response_from_parts( @@ -2123,6 +2125,9 @@ class VertexLLM(VertexBase): custom_llm_provider=custom_llm_provider, ) + # Extract use_psc_endpoint_format from optional_params + use_psc_endpoint_format = optional_params.get("use_psc_endpoint_format", False) + auth_header, api_base = self._get_token_and_url( model=model, gemini_api_key=gemini_api_key, @@ -2134,6 +2139,7 @@ class VertexLLM(VertexBase): custom_llm_provider=custom_llm_provider, api_base=api_base, should_use_v1beta1_features=should_use_v1beta1_features, + use_psc_endpoint_format=use_psc_endpoint_format, ) headers = VertexGeminiConfig().validate_environment( @@ -2217,6 +2223,9 @@ class VertexLLM(VertexBase): custom_llm_provider=custom_llm_provider, ) + # Extract use_psc_endpoint_format from optional_params + use_psc_endpoint_format = optional_params.get("use_psc_endpoint_format", False) + auth_header, api_base = self._get_token_and_url( model=model, gemini_api_key=gemini_api_key, @@ -2228,6 +2237,7 @@ class VertexLLM(VertexBase): custom_llm_provider=custom_llm_provider, api_base=api_base, should_use_v1beta1_features=should_use_v1beta1_features, + use_psc_endpoint_format=use_psc_endpoint_format, ) headers = VertexGeminiConfig().validate_environment( @@ -2401,6 +2411,9 @@ class VertexLLM(VertexBase): custom_llm_provider=custom_llm_provider, ) + # Extract use_psc_endpoint_format from optional_params + use_psc_endpoint_format = optional_params.get("use_psc_endpoint_format", False) + auth_header, url = self._get_token_and_url( model=model, gemini_api_key=gemini_api_key, @@ -2412,6 +2425,7 @@ class VertexLLM(VertexBase): custom_llm_provider=custom_llm_provider, api_base=api_base, should_use_v1beta1_features=should_use_v1beta1_features, + use_psc_endpoint_format=use_psc_endpoint_format, ) headers = VertexGeminiConfig().validate_environment( api_key=auth_header, @@ -2589,13 +2603,12 @@ class ModelResponseIterator: try: json_chunk = json.loads(chunk) - except json.JSONDecodeError as e: - if ( - self.sent_first_chunk is False - ): # only check for accumulated json, on first chunk, else raise error. Prevent real errors from being masked. - self.chunk_type = "accumulated_json" - return self.handle_accumulated_json_chunk(chunk=chunk) - raise e + except json.JSONDecodeError: + # Switch to accumulation mode for partial JSON chunks + # This can happen at any point due to network fragmentation, not just first chunk + # See: https://github.com/BerriAI/litellm/issues/16562 + self.chunk_type = "accumulated_json" + return self.handle_accumulated_json_chunk(chunk=chunk) if self.sent_first_chunk is False: self.sent_first_chunk = True diff --git a/litellm/llms/vertex_ai/image_generation/vertex_gemini_transformation.py b/litellm/llms/vertex_ai/image_generation/vertex_gemini_transformation.py index 416c611d863..b9747652362 100644 --- a/litellm/llms/vertex_ai/image_generation/vertex_gemini_transformation.py +++ b/litellm/llms/vertex_ai/image_generation/vertex_gemini_transformation.py @@ -140,7 +140,11 @@ class VertexAIGeminiImageGenerationConfig(BaseImageGenerationConfig, VertexLLM): if not vertex_project or not vertex_location: raise ValueError("vertex_project and vertex_location are required for Vertex AI") - base_url = f"https://{vertex_location}-aiplatform.googleapis.com" + # Handle global location differently (no region prefix in URL) + if vertex_location == "global": + base_url = "https://aiplatform.googleapis.com" + else: + base_url = f"https://{vertex_location}-aiplatform.googleapis.com" return f"{base_url}/v1/projects/{vertex_project}/locations/{vertex_location}/publishers/google/models/{model_name}:generateContent" diff --git a/litellm/llms/vertex_ai/text_to_speech/transformation.py b/litellm/llms/vertex_ai/text_to_speech/transformation.py index aff14b1004f..18ca077c4da 100644 --- a/litellm/llms/vertex_ai/text_to_speech/transformation.py +++ b/litellm/llms/vertex_ai/text_to_speech/transformation.py @@ -220,7 +220,7 @@ class VertexAITextToSpeechConfig(BaseTextToSpeechConfig, VertexBase): Returns: Tuple of (mapped_voice_str, mapped_params) """ - mapped_params = {} + mapped_params: Dict[str, Any] = {} ########################################################## # Map voice using helper diff --git a/litellm/llms/vertex_ai/vertex_ai_partner_models/anthropic/experimental_pass_through/transformation.py b/litellm/llms/vertex_ai/vertex_ai_partner_models/anthropic/experimental_pass_through/transformation.py index 2133cac2c58..c22072af2f3 100644 --- a/litellm/llms/vertex_ai/vertex_ai_partner_models/anthropic/experimental_pass_through/transformation.py +++ b/litellm/llms/vertex_ai/vertex_ai_partner_models/anthropic/experimental_pass_through/transformation.py @@ -5,6 +5,7 @@ from litellm.llms.anthropic.experimental_pass_through.messages.transformation im ) from litellm.types.llms.vertex_ai import VertexPartnerProvider from litellm.types.router import GenericLiteLLMParams +from litellm.types.llms.anthropic import ANTHROPIC_BETA_HEADER_VALUES, ANTHROPIC_HOSTED_TOOLS from ....vertex_llm_base import VertexBase @@ -49,6 +50,15 @@ class VertexAIPartnerModelsAnthropicMessagesConfig(AnthropicMessagesConfig, Vert ) headers["content-type"] = "application/json" + + # Add web search beta header for Vertex AI only if not already set + if "anthropic-beta" not in headers: + tools = optional_params.get("tools", []) + for tool in tools: + if isinstance(tool, dict) and tool.get("type", "").startswith(ANTHROPIC_HOSTED_TOOLS.WEB_SEARCH.value): + headers["anthropic-beta"] = ANTHROPIC_BETA_HEADER_VALUES.WEB_SEARCH_2025_03_05.value + break + return headers, api_base def get_complete_url( diff --git a/litellm/llms/vertex_ai/vertex_embeddings/bge.py b/litellm/llms/vertex_ai/vertex_embeddings/bge.py new file mode 100644 index 00000000000..2eff0ba96db --- /dev/null +++ b/litellm/llms/vertex_ai/vertex_embeddings/bge.py @@ -0,0 +1,182 @@ +""" +Vertex AI BGE (BAAI General Embedding) Configuration + +BGE models deployed on Vertex AI require different input/output format: +- Request: Use "prompt" instead of "content" as the input field +- Response: Embeddings are returned directly as arrays, not wrapped in objects + +Model name handling: +- Model names like "bge/endpoint_id" are automatically transformed in common_utils._get_vertex_url() +- This module focuses on request/response transformation only +""" + +from typing import List, Optional, Union + +from litellm.types.utils import EmbeddingResponse, Usage + +from .types import ( + EmbeddingParameters, + TaskType, + TextEmbeddingBGEInput, + VertexEmbeddingRequest, +) + + +class VertexBGEConfig: + """ + Configuration and transformation logic for BGE models on Vertex AI. + + BGE (BAAI General Embedding) models use a different request format + where the input field is named "prompt" instead of "content". + + Supported model patterns (after provider split in main.py): + - "bge-small-en-v1.5" (model name) + - "bge/204379420394258432" (endpoint ID pattern) + + Note: Model name transformation (bge/ -> numeric ID) is handled automatically + in common_utils._get_vertex_url(). This class focuses on request/response format only. + """ + + @staticmethod + def is_bge_model(model: str) -> bool: + """ + Check if the model is a BGE (BAAI General Embedding) model. + + After provider split in main.py, supports: + - "bge-small-en-v1.5" (model name) + - "bge/204379420394258432" (endpoint ID pattern) + + Args: + model: The model name after provider split + + Returns: + bool: True if the model is a BGE model + """ + model_lower = model.lower() + # Check for "bge/" prefix (endpoint pattern) or "bge" in model name + return model_lower.startswith("bge/") or "bge" in model_lower + + @staticmethod + def transform_request( + input: Union[list, str], optional_params: dict, model: str + ) -> VertexEmbeddingRequest: + """ + Transforms an OpenAI request to a Vertex BGE embedding request. + + BGE models use "prompt" instead of "content" as the input field. + + Args: + input: The input text(s) to embed + optional_params: Optional parameters for the request + model: The model name + + Returns: + VertexEmbeddingRequest: The transformed request + """ + vertex_request: VertexEmbeddingRequest = VertexEmbeddingRequest() + vertex_text_embedding_input_list: List[TextEmbeddingBGEInput] = [] + task_type: Optional[TaskType] = optional_params.get("task_type") + title = optional_params.get("title") + + if isinstance(input, str): + input = [input] + + for text in input: + embedding_input = VertexBGEConfig._create_embedding_input( + prompt=text, task_type=task_type, title=title + ) + vertex_text_embedding_input_list.append(embedding_input) + + vertex_request["instances"] = vertex_text_embedding_input_list + vertex_request["parameters"] = EmbeddingParameters(**optional_params) + + return vertex_request + + @staticmethod + def _create_embedding_input( + prompt: str, + task_type: Optional[TaskType] = None, + title: Optional[str] = None, + ) -> TextEmbeddingBGEInput: + """ + Creates a TextEmbeddingBGEInput object for BGE models. + + BGE models use "prompt" instead of "content" as the input field. + + Args: + prompt: The prompt to be embedded + task_type: The type of task to be performed + title: The title of the document to be embedded + + Returns: + TextEmbeddingBGEInput: A TextEmbeddingBGEInput object + """ + text_embedding_input = TextEmbeddingBGEInput(prompt=prompt) + if task_type is not None: + text_embedding_input["task_type"] = task_type + if title is not None: + text_embedding_input["title"] = title + return text_embedding_input + + @staticmethod + def transform_response( + response: dict, model: str, model_response: EmbeddingResponse + ) -> EmbeddingResponse: + """ + Transforms a Vertex BGE embedding response to OpenAI format. + + BGE models return embeddings directly as arrays in predictions: + { + "predictions": [ + [0.002, 0.021, ...], + [0.003, 0.022, ...] + ] + } + + Args: + response: The raw response from Vertex AI + model: The model name + model_response: The EmbeddingResponse object to populate + + Returns: + EmbeddingResponse: The transformed response in OpenAI format + + Raises: + KeyError: If response doesn't contain 'predictions' + ValueError: If predictions is not a list or contains invalid data + """ + if "predictions" not in response: + raise KeyError("Response missing 'predictions' field") + + _predictions = response["predictions"] + + if not isinstance(_predictions, list): + raise ValueError(f"Expected 'predictions' to be a list, got {type(_predictions)}") + + embedding_response = [] + # BGE models don't return token counts, so we estimate or set to 0 + input_tokens = 0 + + for idx, embedding_values in enumerate(_predictions): + if not isinstance(embedding_values, list): + raise ValueError( + f"Expected embedding at index {idx} to be a list, got {type(embedding_values)}" + ) + + embedding_response.append( + { + "object": "embedding", + "index": idx, + "embedding": embedding_values, + } + ) + + model_response.object = "list" + model_response.data = embedding_response + model_response.model = model + usage = Usage( + prompt_tokens=input_tokens, completion_tokens=0, total_tokens=input_tokens + ) + setattr(model_response, "usage", usage) + return model_response + diff --git a/litellm/llms/vertex_ai/vertex_embeddings/embedding_handler.py b/litellm/llms/vertex_ai/vertex_embeddings/embedding_handler.py index aaa6a0bb95f..8a03738ad78 100644 --- a/litellm/llms/vertex_ai/vertex_embeddings/embedding_handler.py +++ b/litellm/llms/vertex_ai/vertex_embeddings/embedding_handler.py @@ -72,6 +72,9 @@ class VertexEmbedding(VertexBase): project_id=vertex_project, custom_llm_provider=custom_llm_provider, ) + # Extract use_psc_endpoint_format from optional_params + use_psc_endpoint_format = optional_params.get("use_psc_endpoint_format", False) + auth_header, api_base = self._get_token_and_url( model=model, gemini_api_key=gemini_api_key, @@ -84,6 +87,7 @@ class VertexEmbedding(VertexBase): api_base=api_base, should_use_v1beta1_features=should_use_v1beta1_features, mode="embedding", + use_psc_endpoint_format=use_psc_endpoint_format, ) headers = self.set_headers(auth_header=auth_header, extra_headers=extra_headers) vertex_request: VertexEmbeddingRequest = ( @@ -164,6 +168,9 @@ class VertexEmbedding(VertexBase): project_id=vertex_project, custom_llm_provider=custom_llm_provider, ) + # Extract use_psc_endpoint_format from optional_params + use_psc_endpoint_format = optional_params.get("use_psc_endpoint_format", False) + auth_header, api_base = self._get_token_and_url( model=model, gemini_api_key=gemini_api_key, @@ -176,6 +183,7 @@ class VertexEmbedding(VertexBase): api_base=api_base, should_use_v1beta1_features=should_use_v1beta1_features, mode="embedding", + use_psc_endpoint_format=use_psc_endpoint_format, ) headers = self.set_headers(auth_header=auth_header, extra_headers=extra_headers) vertex_request: VertexEmbeddingRequest = ( diff --git a/litellm/llms/vertex_ai/vertex_embeddings/transformation.py b/litellm/llms/vertex_ai/vertex_embeddings/transformation.py index 97af558041d..5a3a4a7188a 100644 --- a/litellm/llms/vertex_ai/vertex_embeddings/transformation.py +++ b/litellm/llms/vertex_ai/vertex_embeddings/transformation.py @@ -105,10 +105,16 @@ class VertexAITextEmbeddingConfig(BaseModel): """ Transforms an openai request to a vertex embedding request. """ + # Import here to avoid circular import issues with litellm.__init__ + from litellm.llms.vertex_ai.vertex_embeddings.bge import VertexBGEConfig if model.isdigit(): return self._transform_openai_request_to_fine_tuned_embedding_request( input, optional_params, model ) + if VertexBGEConfig.is_bge_model(model): + return VertexBGEConfig.transform_request( + input=input, optional_params=optional_params, model=model + ) vertex_request: VertexEmbeddingRequest = VertexEmbeddingRequest() vertex_text_embedding_input_list: List[TextEmbeddingInput] = [] @@ -167,6 +173,9 @@ class VertexAITextEmbeddingConfig(BaseModel): vertex_request["parameters"] = TextEmbeddingFineTunedParameters( **optional_params ) + # Remove 'shared_session' from parameters if present + if vertex_request["parameters"] is not None and "shared_session" in vertex_request["parameters"]: + del vertex_request["parameters"]["shared_session"] # type: ignore[typeddict-item] return vertex_request @@ -183,8 +192,8 @@ class VertexAITextEmbeddingConfig(BaseModel): Args: content (str): The content to be embedded. - task_type (Optional[TaskType]): The type of task to be performed". - title (Optional[str]): The title of the document to be embedded + task_type (Optional[TaskType]): The type of task to be performed. + title (Optional[str]): The title of the document to be embedded. Returns: TextEmbeddingInput: A TextEmbeddingInput object. @@ -206,6 +215,14 @@ class VertexAITextEmbeddingConfig(BaseModel): return self._transform_vertex_response_to_openai_for_fine_tuned_models( response, model, model_response ) + + # Import here to avoid circular import issues with litellm.__init__ + from litellm.llms.vertex_ai.vertex_embeddings.bge import VertexBGEConfig + + if VertexBGEConfig.is_bge_model(model): + return VertexBGEConfig.transform_response( + response=response, model=model, model_response=model_response + ) _predictions = response["predictions"] diff --git a/litellm/llms/vertex_ai/vertex_embeddings/types.py b/litellm/llms/vertex_ai/vertex_embeddings/types.py index 7f85ea46f31..fa9794d79a5 100644 --- a/litellm/llms/vertex_ai/vertex_embeddings/types.py +++ b/litellm/llms/vertex_ai/vertex_embeddings/types.py @@ -25,6 +25,12 @@ class TextEmbeddingInput(TypedDict, total=False): title: Optional[str] +class TextEmbeddingBGEInput(TypedDict, total=False): + prompt: str + task_type: Optional[TaskType] + title: Optional[str] + + # Fine-tuned models require a different input format # Ref: https://console.cloud.google.com/vertex-ai/model-garden?hl=en&project=adroit-crow-413218&pageState=(%22galleryStateKey%22:(%22f%22:(%22g%22:%5B%5D,%22o%22:%5B%5D),%22s%22:%22%22)) class TextEmbeddingFineTunedInput(TypedDict, total=False): @@ -44,7 +50,7 @@ class EmbeddingParameters(TypedDict, total=False): class VertexEmbeddingRequest(TypedDict, total=False): - instances: Union[List[TextEmbeddingInput], List[TextEmbeddingFineTunedInput]] + instances: Union[List[TextEmbeddingInput], List[TextEmbeddingBGEInput], List[TextEmbeddingFineTunedInput]] parameters: Optional[Union[EmbeddingParameters, TextEmbeddingFineTunedParameters]] diff --git a/litellm/llms/vertex_ai/vertex_gemma_models/main.py b/litellm/llms/vertex_ai/vertex_gemma_models/main.py index 8203b285ebd..41bd6b5431e 100644 --- a/litellm/llms/vertex_ai/vertex_gemma_models/main.py +++ b/litellm/llms/vertex_ai/vertex_gemma_models/main.py @@ -25,7 +25,7 @@ import httpx # type: ignore from litellm.utils import ModelResponse -from ..common_utils import VertexAIError +from ..common_utils import VertexAIError, get_vertex_base_model_name from ..vertex_llm_base import VertexBase @@ -82,7 +82,8 @@ class VertexAIGemmaModels(VertexBase): message="""Upgrade vertex ai. Run `pip install "google-cloud-aiplatform>=1.38"`""", ) try: - model = model.replace("gemma/", "") + + model = get_vertex_base_model_name(model=model) vertex_httpx_logic = VertexLLM() access_token, project_id = vertex_httpx_logic._ensure_access_token( diff --git a/litellm/llms/vertex_ai/vertex_llm_base.py b/litellm/llms/vertex_ai/vertex_llm_base.py index 9ddbc461a70..826f151df35 100644 --- a/litellm/llms/vertex_ai/vertex_llm_base.py +++ b/litellm/llms/vertex_ai/vertex_llm_base.py @@ -19,6 +19,7 @@ from .common_utils import ( _get_gemini_url, _get_vertex_url, all_gemini_url_modes, + get_vertex_base_model_name, is_global_only_vertex_model, ) @@ -89,9 +90,15 @@ class VertexBase: else "" ) if isinstance(environment_id, str) and "aws" in environment_id: - creds = self._credentials_from_identity_pool_with_aws(json_obj) + creds = self._credentials_from_identity_pool_with_aws( + json_obj, + scopes=["https://www.googleapis.com/auth/cloud-platform"], + ) else: - creds = self._credentials_from_identity_pool(json_obj) + creds = self._credentials_from_identity_pool( + json_obj, + scopes=["https://www.googleapis.com/auth/cloud-platform"], + ) # Check if the JSON object contains Authorized User configuration (via gcloud auth application-default login) elif "type" in json_obj and json_obj["type"] == "authorized_user": creds = self._credentials_from_authorized_user( @@ -130,15 +137,21 @@ class VertexBase: return creds, project_id # Google Auth Helpers -- extracted for mocking purposes in tests - def _credentials_from_identity_pool(self, json_obj): + def _credentials_from_identity_pool(self, json_obj, scopes): from google.auth import identity_pool - return identity_pool.Credentials.from_info(json_obj) + creds = identity_pool.Credentials.from_info(json_obj) + if scopes and hasattr(creds, "requires_scopes") and creds.requires_scopes: + creds = creds.with_scopes(scopes) + return creds - def _credentials_from_identity_pool_with_aws(self, json_obj): + def _credentials_from_identity_pool_with_aws(self, json_obj, scopes): from google.auth import aws - return aws.Credentials.from_info(json_obj) + creds = aws.Credentials.from_info(json_obj) + if scopes and hasattr(creds, "requires_scopes") and creds.requires_scopes: + creds = creds.with_scopes(scopes) + return creds def _credentials_from_authorized_user(self, json_obj, scopes): import google.oauth2.credentials @@ -241,6 +254,9 @@ class VertexBase: auth_header=None, url=default_api_base, model=model, + vertex_project=vertex_project or project_id, + vertex_location=vertex_location or "us-central1", + vertex_api_version="v1", # Partner models typically use v1 ) return api_base @@ -289,10 +305,25 @@ class VertexBase: auth_header: Optional[str], url: str, model: Optional[str] = None, + vertex_project: Optional[str] = None, + vertex_location: Optional[str] = None, + vertex_api_version: Optional[Literal["v1", "v1beta1"]] = None, + use_psc_endpoint_format: bool = False, ) -> Tuple[Optional[str], str]: """ for cloudflare ai gateway - https://github.com/BerriAI/litellm/issues/4317 + Handles custom api_base for: + 1. Gemini (Google AI Studio) - constructs /models/{model}:{endpoint} + 2. Vertex AI with standard proxies - constructs {api_base}:{endpoint} + 3. Vertex AI with PSC endpoints - constructs full path structure + {api_base}/v1/projects/{project}/locations/{location}/endpoints/{model}:{endpoint} + (only when use_psc_endpoint_format=True) + + Args: + use_psc_endpoint_format: If True, constructs PSC endpoint URL format. + If False (default), uses api_base as-is and appends :{endpoint} + ## Returns - (auth_header, url) - Tuple[Optional[str], str] """ @@ -309,10 +340,31 @@ class VertexBase: "Missing gemini_api_key, please set `GEMINI_API_KEY`" ) if gemini_api_key is not None: - auth_header = {"x-goog-api-key": gemini_api_key} # type: ignore[assignment] + auth_header = {"x-goog-api-key": gemini_api_key} # type: ignore[assignment] else: - url = "{}:{}".format(api_base, endpoint) - + # For Vertex AI + if use_psc_endpoint_format: + # User explicitly specified PSC endpoint format + # Construct full PSC/custom endpoint URL + if not (vertex_project and vertex_location and model): + raise ValueError( + "vertex_project, vertex_location, and model are required when use_psc_endpoint_format=True" + ) + # Strip routing prefixes (bge/, gemma/, etc.) for endpoint URL construction + model_for_url = get_vertex_base_model_name(model=model) + # Format: {api_base}/v1/projects/{project}/locations/{location}/endpoints/{model}:{endpoint} + version = vertex_api_version or "v1" + url = "{}/{}/projects/{}/locations/{}/endpoints/{}:{}".format( + api_base.rstrip("/"), + version, + vertex_project, + vertex_location, + model_for_url, + endpoint, + ) + else: + # Fallback to simple format if we don't have all parameters + url = "{}:{}".format(api_base, endpoint) if stream is True: url = url + "?alt=sse" return auth_header, url @@ -330,6 +382,7 @@ class VertexBase: api_base: Optional[str], should_use_v1beta1_features: Optional[bool] = False, mode: all_gemini_url_modes = "chat", + use_psc_endpoint_format: bool = False, ) -> Tuple[Optional[str], str]: """ Internal function. Returns the token and url for the call. @@ -339,6 +392,7 @@ class VertexBase: Returns token, url """ + version: Optional[Literal["v1beta1", "v1"]] = None if custom_llm_provider == "gemini": url, endpoint = _get_gemini_url( mode=mode, @@ -354,9 +408,7 @@ class VertexBase: ) ### SET RUNTIME ENDPOINT ### - version: Literal["v1beta1", "v1"] = ( - "v1beta1" if should_use_v1beta1_features is True else "v1" - ) + version = "v1beta1" if should_use_v1beta1_features is True else "v1" url, endpoint = _get_vertex_url( mode=mode, model=model, @@ -375,6 +427,10 @@ class VertexBase: stream=stream, url=url, model=model, + vertex_project=vertex_project, + vertex_location=vertex_location, + vertex_api_version=version, + use_psc_endpoint_format=use_psc_endpoint_format, ) def _handle_reauthentication( @@ -629,13 +685,13 @@ class VertexBase: def safe_get_vertex_ai_project(litellm_params: dict) -> Optional[str]: """ Safely get Vertex AI project without mutating the litellm_params dict. - + Unlike get_vertex_ai_project(), this does NOT pop values from the dict, making it safe to call multiple times with the same litellm_params. - + Args: litellm_params: Dictionary containing Vertex AI parameters - + Returns: Vertex AI project ID or None """ @@ -650,13 +706,13 @@ class VertexBase: def safe_get_vertex_ai_credentials(litellm_params: dict) -> Optional[str]: """ Safely get Vertex AI credentials without mutating the litellm_params dict. - + Unlike get_vertex_ai_credentials(), this does NOT pop values from the dict, making it safe to call multiple times with the same litellm_params. - + Args: litellm_params: Dictionary containing Vertex AI parameters - + Returns: Vertex AI credentials or None """ @@ -670,13 +726,13 @@ class VertexBase: def safe_get_vertex_ai_location(litellm_params: dict) -> Optional[str]: """ Safely get Vertex AI location without mutating the litellm_params dict. - + Unlike get_vertex_ai_location(), this does NOT pop values from the dict, making it safe to call multiple times with the same litellm_params. - + Args: litellm_params: Dictionary containing Vertex AI parameters - + Returns: Vertex AI location/region or None """ diff --git a/litellm/llms/vertex_ai/vertex_model_garden/main.py b/litellm/llms/vertex_ai/vertex_model_garden/main.py index 1c57096734b..fe7d0862e02 100644 --- a/litellm/llms/vertex_ai/vertex_model_garden/main.py +++ b/litellm/llms/vertex_ai/vertex_model_garden/main.py @@ -22,7 +22,7 @@ import httpx # type: ignore from litellm.utils import ModelResponse -from ..common_utils import VertexAIError +from ..common_utils import VertexAIError, get_vertex_base_model_name from ..vertex_llm_base import VertexBase @@ -89,7 +89,7 @@ class VertexAIModelGardenModels(VertexBase): message="""Upgrade vertex ai. Run `pip install "google-cloud-aiplatform>=1.38"`""", ) try: - model = model.replace("openai/", "") + model = get_vertex_base_model_name(model=model) vertex_httpx_logic = VertexLLM() access_token, project_id = vertex_httpx_logic._ensure_access_token( @@ -123,6 +123,10 @@ class VertexAIModelGardenModels(VertexBase): stream=stream, auth_header=None, url=default_api_base, + model=model, + vertex_project=vertex_project or project_id, + vertex_location=vertex_location or "us-central1", + vertex_api_version="v1beta1", ) model = "" return openai_like_chat_completions.completion( diff --git a/litellm/llms/watsonx/audio_transcription/transformation.py b/litellm/llms/watsonx/audio_transcription/transformation.py index 8fe8b4a4248..368d755777c 100644 --- a/litellm/llms/watsonx/audio_transcription/transformation.py +++ b/litellm/llms/watsonx/audio_transcription/transformation.py @@ -8,7 +8,10 @@ from typing import Any, Dict, List, Optional import litellm from litellm.litellm_core_utils.audio_utils.utils import process_audio_file -from litellm.types.llms.openai import OpenAIAudioTranscriptionOptionalParams +from litellm.types.llms.openai import ( + AllMessageValues, + OpenAIAudioTranscriptionOptionalParams, +) from litellm.types.llms.watsonx import WatsonXAudioTranscriptionRequestBody from litellm.types.utils import FileTypes @@ -32,6 +35,35 @@ class IBMWatsonXAudioTranscriptionConfig( for authentication and URL construction. """ + def validate_environment( + self, + headers: Dict, + model: str, + messages: List[AllMessageValues], + optional_params: Dict, + litellm_params: dict, + api_key: Optional[str] = None, + api_base: Optional[str] = None, + ) -> Dict: + """ + Validate environment for audio transcription. + + Removes Content-Type header so httpx can set multipart/form-data automatically. + """ + result = IBMWatsonXMixin.validate_environment( + self, + headers=headers, + model=model, + messages=messages, + optional_params=optional_params, + litellm_params=litellm_params, + api_key=api_key, + api_base=api_base, + ) + # Remove Content-Type so httpx sets multipart/form-data automatically + result.pop("Content-Type", None) + return result + def get_supported_openai_params( self, model: str ) -> List[OpenAIAudioTranscriptionOptionalParams]: diff --git a/litellm/llms/zai/__init__.py b/litellm/llms/zai/__init__.py new file mode 100644 index 00000000000..e69de29bb2d diff --git a/litellm/llms/zai/chat/__init__.py b/litellm/llms/zai/chat/__init__.py new file mode 100644 index 00000000000..e69de29bb2d diff --git a/litellm/llms/zai/chat/transformation.py b/litellm/llms/zai/chat/transformation.py new file mode 100644 index 00000000000..47b314d4e0d --- /dev/null +++ b/litellm/llms/zai/chat/transformation.py @@ -0,0 +1,33 @@ +from typing import Optional, Tuple + +from litellm.secret_managers.main import get_secret_str + +from ...openai.chat.gpt_transformation import OpenAIGPTConfig + +ZAI_API_BASE = "https://api.z.ai/api/paas/v4" + + +class ZAIChatConfig(OpenAIGPTConfig): + @property + def custom_llm_provider(self) -> Optional[str]: + return "zai" + + def _get_openai_compatible_provider_info( + self, api_base: Optional[str], api_key: Optional[str] + ) -> Tuple[Optional[str], Optional[str]]: + api_base = api_base or get_secret_str("ZAI_API_BASE") or ZAI_API_BASE + dynamic_api_key = api_key or get_secret_str("ZAI_API_KEY") + return api_base, dynamic_api_key + + def get_supported_openai_params(self, model: str) -> list: + return [ + "max_tokens", + "stream", + "stream_options", + "temperature", + "top_p", + "stop", + "tools", + "tool_choice", + ] + diff --git a/litellm/main.py b/litellm/main.py index 0e19699309d..59838c2a035 100644 --- a/litellm/main.py +++ b/litellm/main.py @@ -52,10 +52,13 @@ from pydantic import BaseModel from typing_extensions import overload import litellm + # client must be imported from litellm as it's a decorator used at function definition time from litellm import client + # Other utils are imported directly to avoid circular imports from litellm.utils import exception_type, get_litellm_params, get_optional_params + # Logging is imported lazily when needed to avoid loading litellm_logging at import time if TYPE_CHECKING: from litellm.litellm_core_utils.litellm_logging import Logging @@ -390,7 +393,7 @@ async def acompletion( top_logprobs: Optional[int] = None, deployment_id=None, reasoning_effort: Optional[ - Literal["none", "minimal", "low", "medium", "high", "default"] + Literal["none", "minimal", "low", "medium", "high", "xhigh", "default"] ] = None, verbosity: Optional[Literal["low", "medium", "high"]] = None, safety_identifier: Optional[str] = None, @@ -1003,7 +1006,7 @@ def completion( # type: ignore # noqa: PLR0915 user: Optional[str] = None, # openai v1.0+ new params reasoning_effort: Optional[ - Literal["none", "minimal", "low", "medium", "high", "default"] + Literal["none", "minimal", "low", "medium", "high", "xhigh", "default"] ] = None, verbosity: Optional[Literal["low", "medium", "high"]] = None, response_format: Optional[Union[dict, Type[BaseModel]]] = None, @@ -2662,6 +2665,35 @@ def completion( # type: ignore # noqa: PLR0915 ) response = model_response + elif custom_llm_provider == "amazon_nova": + api_key = ( + api_key + or litellm.amazon_nova_api_key + or get_secret_str("AMAZON_NOVA_API_KEY") + or litellm.api_key + ) + api_base = ( + api_base + or litellm.api_base + or get_secret_str("AMAZON_NOVA_API_BASE") + or "https://api.nova.amazon.com/v1" + ) + response = openai_like_chat_completion.completion( + model=model, + messages=messages, + api_base=api_base, + model_response=model_response, + print_verbose=print_verbose, + optional_params=optional_params, + litellm_params=litellm_params, + logger_fn=logger_fn, + encoding=encoding, + api_key=api_key, + logging_obj=logging, + timeout=timeout, + custom_llm_provider=custom_llm_provider, + custom_prompt_dict=custom_prompt_dict, + ) elif custom_llm_provider == "huggingface": huggingface_key = ( api_key @@ -3503,6 +3535,9 @@ def completion( # type: ignore # noqa: PLR0915 or get_secret("OLLAMA_API_BASE") or "http://localhost:11434" ) + if api_key is not None and "Authorization" not in headers: + headers["Authorization"] = f"Bearer {api_key}" + response = base_llm_http_handler.completion( model=model, stream=stream, @@ -3536,6 +3571,9 @@ def completion( # type: ignore # noqa: PLR0915 or os.environ.get("OLLAMA_API_KEY") or litellm.api_key ) + if api_key is not None and "Authorization" not in headers: + headers["Authorization"] = f"Bearer {api_key}" + response = base_llm_http_handler.completion( model=model, diff --git a/litellm/model_prices_and_context_window_backup.json b/litellm/model_prices_and_context_window_backup.json index d02a01e3a67..79a6d2de06a 100644 --- a/litellm/model_prices_and_context_window_backup.json +++ b/litellm/model_prices_and_context_window_backup.json @@ -3316,6 +3316,36 @@ "supports_tool_choice": true, "supports_vision": true }, + "azure/gpt-5.1-codex-max": { + "cache_read_input_token_cost": 1.25e-07, + "input_cost_per_token": 1.25e-06, + "litellm_provider": "azure", + "max_input_tokens": 400000, + "max_output_tokens": 128000, + "max_tokens": 128000, + "mode": "responses", + "output_cost_per_token": 1e-05, + "supported_endpoints": [ + "/v1/responses" + ], + "supported_modalities": [ + "text", + "image" + ], + "supported_output_modalities": [ + "text" + ], + "supports_function_calling": true, + "supports_native_streaming": true, + "supports_parallel_function_calling": true, + "supports_pdf_input": true, + "supports_prompt_caching": true, + "supports_reasoning": true, + "supports_response_schema": true, + "supports_system_messages": false, + "supports_tool_choice": true, + "supports_vision": true + }, "azure/gpt-5.1-codex-mini": { "cache_read_input_token_cost": 2.5e-08, "input_cost_per_token": 2.5e-07, @@ -5134,6 +5164,19 @@ "supports_function_calling": true, "supports_tool_choice": true }, + "azure_ai/mistral-large-3": { + "input_cost_per_token": 5e-07, + "litellm_provider": "azure_ai", + "max_input_tokens": 256000, + "max_output_tokens": 8191, + "max_tokens": 8191, + "mode": "chat", + "output_cost_per_token": 1.5e-06, + "source": "https://azure.microsoft.com/en-us/blog/introducing-mistral-large-3-in-microsoft-foundry-open-capable-and-ready-for-production-workloads/", + "supports_function_calling": true, + "supports_tool_choice": true, + "supports_vision": true + }, "azure_ai/mistral-medium-2505": { "input_cost_per_token": 4e-07, "litellm_provider": "azure_ai", @@ -12104,6 +12147,7 @@ "max_tokens": 65536, "mode": "image_generation", "output_cost_per_image": 0.134, + "output_cost_per_image_token": 1.2e-04, "output_cost_per_token": 1.2e-05, "output_cost_per_token_batches": 6e-06, "source": "https://ai.google.dev/gemini-api/docs/pricing", @@ -13841,6 +13885,7 @@ "max_tokens": 65536, "mode": "image_generation", "output_cost_per_image": 0.134, + "output_cost_per_image_token": 1.2e-04, "output_cost_per_token": 1.2e-05, "rpm": 1000, "tpm": 4000000, @@ -16345,6 +16390,36 @@ "supports_tool_choice": true, "supports_vision": true }, + "gpt-5.1-codex-max": { + "cache_read_input_token_cost": 1.25e-07, + "input_cost_per_token": 1.25e-06, + "litellm_provider": "openai", + "max_input_tokens": 400000, + "max_output_tokens": 128000, + "max_tokens": 128000, + "mode": "responses", + "output_cost_per_token": 1e-05, + "supported_endpoints": [ + "/v1/responses" + ], + "supported_modalities": [ + "text", + "image" + ], + "supported_output_modalities": [ + "text" + ], + "supports_function_calling": true, + "supports_native_streaming": true, + "supports_parallel_function_calling": true, + "supports_pdf_input": true, + "supports_prompt_caching": true, + "supports_reasoning": true, + "supports_response_schema": true, + "supports_system_messages": false, + "supports_tool_choice": true, + "supports_vision": true + }, "gpt-5.1-codex-mini": { "cache_read_input_token_cost": 2.5e-08, "cache_read_input_token_cost_priority": 4.5e-08, @@ -16880,6 +16955,60 @@ "supports_response_schema": true, "supports_tool_choice": true }, + "amazon-nova/nova-micro-v1": { + "input_cost_per_token": 3.5e-08, + "litellm_provider": "amazon_nova", + "max_input_tokens": 128000, + "max_output_tokens": 10000, + "max_tokens": 10000, + "mode": "chat", + "output_cost_per_token": 1.4e-07, + "supports_function_calling": true, + "supports_prompt_caching": true, + "supports_response_schema": true + }, + "amazon-nova/nova-lite-v1": { + "input_cost_per_token": 6e-08, + "litellm_provider": "amazon_nova", + "max_input_tokens": 300000, + "max_output_tokens": 10000, + "max_tokens": 10000, + "mode": "chat", + "output_cost_per_token": 2.4e-07, + "supports_function_calling": true, + "supports_pdf_input": true, + "supports_prompt_caching": true, + "supports_response_schema": true, + "supports_vision": true + }, + "amazon-nova/nova-premier-v1": { + "input_cost_per_token": 2.5e-06, + "litellm_provider": "amazon_nova", + "max_input_tokens": 1000000, + "max_output_tokens": 10000, + "max_tokens": 10000, + "mode": "chat", + "output_cost_per_token": 1.25e-05, + "supports_function_calling": true, + "supports_pdf_input": true, + "supports_prompt_caching": false, + "supports_response_schema": true, + "supports_vision": true + }, + "amazon-nova/nova-pro-v1": { + "input_cost_per_token": 8e-07, + "litellm_provider": "amazon_nova", + "max_input_tokens": 300000, + "max_output_tokens": 10000, + "max_tokens": 10000, + "mode": "chat", + "output_cost_per_token": 3.2e-06, + "supports_function_calling": true, + "supports_pdf_input": true, + "supports_prompt_caching": true, + "supports_response_schema": true, + "supports_vision": true + }, "groq/deepseek-r1-distill-llama-70b": { "input_cost_per_token": 7.5e-07, "litellm_provider": "groq", @@ -18685,6 +18814,21 @@ "supports_response_schema": true, "supports_tool_choice": true }, + "mistral/mistral-large-3": { + "input_cost_per_token": 5e-07, + "litellm_provider": "mistral", + "max_input_tokens": 256000, + "max_output_tokens": 8191, + "max_tokens": 8191, + "mode": "chat", + "output_cost_per_token": 1.5e-06, + "source": "https://docs.mistral.ai/models/mistral-large-3-25-12", + "supports_assistant_prefill": true, + "supports_function_calling": true, + "supports_response_schema": true, + "supports_tool_choice": true, + "supports_vision": true + }, "mistral/mistral-medium": { "input_cost_per_token": 2.7e-06, "litellm_provider": "mistral", @@ -25714,6 +25858,7 @@ "max_tokens": 65536, "mode": "image_generation", "output_cost_per_image": 0.134, + "output_cost_per_image_token": 1.2e-04, "output_cost_per_token": 1.2e-05, "output_cost_per_token_batches": 6e-06, "source": "https://docs.cloud.google.com/vertex-ai/generative-ai/docs/models/gemini/3-pro-image" diff --git a/litellm/proxy/_experimental/mcp_server/mcp_server_manager.py b/litellm/proxy/_experimental/mcp_server/mcp_server_manager.py index d42fd80cbd7..8c9d8630457 100644 --- a/litellm/proxy/_experimental/mcp_server/mcp_server_manager.py +++ b/litellm/proxy/_experimental/mcp_server/mcp_server_manager.py @@ -1272,19 +1272,19 @@ class MCPServerManager: prefix = get_server_prefix(server) for tool in tools: - prefixed_name = add_server_prefix_to_name(tool.name, prefix) + tool_copy = tool.model_copy(deep=True) - name_to_use = prefixed_name if add_prefix else tool.name + original_name = tool_copy.name + prefixed_name = add_server_prefix_to_name(original_name, prefix) - tool_obj = MCPTool( - name=name_to_use, - description=tool.description, - inputSchema=tool.inputSchema, - ) - prefixed_tools.append(tool_obj) + name_to_use = prefixed_name if add_prefix else original_name + + # Preserve all tool fields including metadata/_meta by avoiding mutation + tool_copy.name = name_to_use + prefixed_tools.append(tool_copy) # Update tool to server mapping for resolution (support both forms) - self.tool_name_to_mcp_server_name_mapping[tool.name] = prefix + self.tool_name_to_mcp_server_name_mapping[original_name] = prefix self.tool_name_to_mcp_server_name_mapping[prefixed_name] = prefix verbose_logger.info( @@ -1953,9 +1953,9 @@ class MCPServerManager: server_name_from_prefix ): return server - elif normalize_server_name(server.server_name) == normalize_server_name( - server_name_from_prefix - ): + elif normalize_server_name( + server.server_name + ) == normalize_server_name(server_name_from_prefix): return server return None diff --git a/litellm/proxy/_experimental/mcp_server/rest_endpoints.py b/litellm/proxy/_experimental/mcp_server/rest_endpoints.py index d284e747364..6f293a298c3 100644 --- a/litellm/proxy/_experimental/mcp_server/rest_endpoints.py +++ b/litellm/proxy/_experimental/mcp_server/rest_endpoints.py @@ -1,4 +1,5 @@ import importlib +import traceback from typing import Dict, List, Optional, Union from fastapi import APIRouter, Depends, Query, Request @@ -326,7 +327,12 @@ if MCP_AVAILABLE: except Exception as e: verbose_logger.error(f"Error in MCP operation: {e}", exc_info=True) - return {"status": "error", "message": "An internal error has occurred."} + stack_trace = traceback.format_exc() + return { + "status": "error", + "message": f"An internal error has occurred: {str(e)}", + "stack_trace": stack_trace, + } @router.post("/test/connection") async def test_connection( diff --git a/litellm/proxy/_experimental/mcp_server/server.py b/litellm/proxy/_experimental/mcp_server/server.py index 412a6de0059..edf53e99573 100644 --- a/litellm/proxy/_experimental/mcp_server/server.py +++ b/litellm/proxy/_experimental/mcp_server/server.py @@ -6,7 +6,7 @@ LiteLLM MCP Server Routes import asyncio import contextlib from datetime import datetime -from typing import Any, AsyncIterator, Dict, List, Optional, Tuple, Union +from typing import Any, AsyncIterator, Dict, List, Optional, Tuple, Union, cast from fastapi import FastAPI, HTTPException from pydantic import AnyUrl, ConfigDict @@ -72,7 +72,13 @@ if MCP_AVAILABLE: auth_context_var, ) from mcp.server.streamable_http_manager import StreamableHTTPSessionManager - from mcp.types import EmbeddedResource, ImageContent, Prompt, TextContent + from mcp.types import ( + CallToolResult, + EmbeddedResource, + ImageContent, + Prompt, + TextContent, + ) from mcp.types import Tool as MCPTool from litellm.proxy._experimental.mcp_server.auth.litellm_auth_handler import ( @@ -234,7 +240,7 @@ if MCP_AVAILABLE: @server.call_tool() async def mcp_server_tool_call( name: str, arguments: Dict[str, Any] | None - ) -> List[Union[TextContent, ImageContent, EmbeddedResource]]: + ) -> CallToolResult: """ Call a specific tool with the provided arguments @@ -300,26 +306,37 @@ if MCP_AVAILABLE: ) except BlockedPiiEntityError as e: verbose_logger.error(f"BlockedPiiEntityError in MCP tool call: {str(e)}") - # Return error as text content for MCP protocol - return [ - TextContent( - text=f"Error: Blocked PII entity detected - {str(e)}", type="text" - ) - ] + return CallToolResult( + content=[ + TextContent( + text=f"Error: Blocked PII entity detected - {str(e)}", + type="text", + ) + ], + isError=True, + ) except GuardrailRaisedException as e: verbose_logger.error(f"GuardrailRaisedException in MCP tool call: {str(e)}") - # Return error as text content for MCP protocol - return [ - TextContent(text=f"Error: Guardrail violation - {str(e)}", type="text") - ] + return CallToolResult( + content=[ + TextContent( + text=f"Error: Guardrail violation - {str(e)}", type="text" + ) + ], + isError=True, + ) except HTTPException as e: verbose_logger.error(f"HTTPException in MCP tool call: {str(e)}") - # Return error as text content for MCP protocol - return [TextContent(text=f"Error: {str(e.detail)}", type="text")] + return CallToolResult( + content=[TextContent(text=f"Error: {str(e.detail)}", type="text")], + isError=True, + ) except Exception as e: verbose_logger.exception(f"MCP mcp_server_tool_call - error: {e}") - # Return error as text content for MCP protocol - return [TextContent(text=f"Error: {str(e)}", type="text")] + return CallToolResult( + content=[TextContent(text=f"Error: {str(e)}", type="text")], + isError=True, + ) return response @@ -1173,7 +1190,7 @@ if MCP_AVAILABLE: oauth2_headers: Optional[Dict[str, str]] = None, raw_headers: Optional[Dict[str, str]] = None, **kwargs: Any, - ) -> List[Union[TextContent, ImageContent, EmbeddedResource]]: + ) -> CallToolResult: """ Call a specific tool with the provided arguments (handles prefixed tool names) """ @@ -1237,9 +1254,9 @@ if MCP_AVAILABLE: "litellm_logging_obj", None ) if litellm_logging_obj: - litellm_logging_obj.model_call_details["mcp_tool_call_metadata"] = ( - standard_logging_mcp_tool_call - ) + litellm_logging_obj.model_call_details[ + "mcp_tool_call_metadata" + ] = standard_logging_mcp_tool_call litellm_logging_obj.model = f"MCP: {name}" # Check if tool exists in local registry first (for OpenAPI-based tools) # These tools are registered with their prefixed names @@ -1247,7 +1264,8 @@ if MCP_AVAILABLE: local_tool = global_mcp_tool_registry.get_tool(name) if local_tool: verbose_logger.debug(f"Executing local registry tool: {name}") - response = await _handle_local_mcp_tool(name, arguments) + local_content = await _handle_local_mcp_tool(name, arguments) + response = CallToolResult(content=cast(Any, local_content), isError=False) # Try managed MCP server tool (pass the full prefixed name) # Primary and recommended way to use external MCP servers @@ -1279,7 +1297,12 @@ if MCP_AVAILABLE: # Deprecated: Local MCP Server Tool ######################################################### else: - response = await _handle_local_mcp_tool(original_tool_name, arguments) + local_content = await _handle_local_mcp_tool( + original_tool_name, arguments + ) + response = CallToolResult( + content=cast(Any, local_content), isError=False + ) ######################################################### # Post MCP Tool Call Hook @@ -1432,7 +1455,7 @@ if MCP_AVAILABLE: oauth2_headers: Optional[Dict[str, str]] = None, raw_headers: Optional[Dict[str, str]] = None, litellm_logging_obj: Optional[Any] = None, - ) -> List[Union[TextContent, ImageContent, EmbeddedResource]]: + ) -> CallToolResult: """Handle tool execution for managed server tools""" # Import here to avoid circular import from litellm.proxy.proxy_server import proxy_logging_obj @@ -1449,7 +1472,7 @@ if MCP_AVAILABLE: proxy_logging_obj=proxy_logging_obj, ) verbose_logger.debug("CALL TOOL RESULT: %s", call_tool_result) - return call_tool_result.content # type: ignore[return-value] + return call_tool_result async def _handle_local_mcp_tool( name: str, arguments: Dict[str, Any] @@ -1741,14 +1764,16 @@ if MCP_AVAILABLE: ) auth_context_var.set(auth_user) - def get_auth_context() -> Tuple[ - Optional[UserAPIKeyAuth], - Optional[str], - Optional[List[str]], - Optional[Dict[str, Dict[str, str]]], - Optional[Dict[str, str]], - Optional[Dict[str, str]], - ]: + def get_auth_context() -> ( + Tuple[ + Optional[UserAPIKeyAuth], + Optional[str], + Optional[List[str]], + Optional[Dict[str, Dict[str, str]]], + Optional[Dict[str, str]], + Optional[Dict[str, str]], + ] + ): """ Get the UserAPIKeyAuth from the auth context variable. diff --git a/litellm/proxy/_experimental/out/_next/static/chunks/1200-64d099608f321062.js b/litellm/proxy/_experimental/out/_next/static/chunks/1200-64d099608f321062.js new file mode 100644 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constructor: ${t}`:""}${function(e){if("object"!=typeof e||null===e)return"";let t=Object.getOwnPropertyNames(e);return`; props: [${t.map(e=>`"${e}"`).join(", ")}]`}(e)}`)}return t}class tc{constructor(e){this._client=e}}let tu=Symbol.for("brand.privateNullableHeaders"),td=Array.isArray,th=e=>{let t=new Headers,n=new Set;for(let r of e){let e=new Set;for(let[a,s]of function*(e){let t;if(!e)return;if(tu in e){let{values:t,nulls:n}=e;for(let e of(yield*t.entries(),n))yield[e,null];return}let n=!1;for(let r of(e instanceof Headers?t=e.entries():td(e)?t=e:(n=!0,t=Object.entries(e??{})),t)){let e=r[0];if("string"!=typeof e)throw TypeError("expected header name to be a string");let t=td(r[1])?r[1]:[r[1]],a=!1;for(let r of t)void 0!==r&&(n&&!a&&(a=!0,yield[e,null]),yield[e,r])}}(r)){let r=a.toLowerCase();e.has(r)||(t.delete(a),e.add(r)),null===s?(t.delete(a),n.add(r)):(t.append(a,s),n.delete(r))}}return{[tu]:!0,values:t,nulls:n}};function tf(e){return e.replace(/[^A-Za-z0-9\-._~!$&'()*+,;=:@]+/g,encodeURIComponent)}let tp=((e=tf)=>function(t,...n){let r;if(1===t.length)return t[0];let a=!1,s=t.reduce((t,r,s)=>(/[?#]/.test(r)&&(a=!0),t+r+(s===n.length?"":(a?encodeURIComponent:e)(String(n[s])))),""),i=s.split(/[?#]/,1)[0],o=[],l=/(?<=^|\/)(?:\.|%2e){1,2}(?=\/|$)/gi;for(;null!==(r=l.exec(i));)o.push({start:r.index,length:r[0].length});if(o.length>0){let e=0,t=o.reduce((t,n)=>{let r=" ".repeat(n.start-e),a="^".repeat(n.length);return e=n.start+n.length,t+r+a},"");throw new ei(`Path parameters result in path with invalid segments: +${s} +${t}`)}return s})(tf);class tg extends tc{list(e={},t){let{betas:n,...r}=e??{};return this._client.getAPIList("/v1/files",e2,{query:r,...t,headers:th([{"anthropic-beta":[...n??[],"files-api-2025-04-14"].toString()},t?.headers])})}delete(e,t={},n){let{betas:r}=t??{};return this._client.delete(tp`/v1/files/${e}`,{...n,headers:th([{"anthropic-beta":[...r??[],"files-api-2025-04-14"].toString()},n?.headers])})}download(e,t={},n){let{betas:r}=t??{};return this._client.get(tp`/v1/files/${e}/content`,{...n,headers:th([{"anthropic-beta":[...r??[],"files-api-2025-04-14"].toString(),Accept:"application/binary"},n?.headers]),__binaryResponse:!0})}retrieveMetadata(e,t={},n){let{betas:r}=t??{};return this._client.get(tp`/v1/files/${e}`,{...n,headers:th([{"anthropic-beta":[...r??[],"files-api-2025-04-14"].toString()},n?.headers])})}upload(e,t){let{betas:n,...r}=e;return this._client.post("/v1/files",e5({body:r,...t,headers:th([{"anthropic-beta":[...n??[],"files-api-2025-04-14"].toString()},t?.headers])},this._client))}}class tm extends tc{retrieve(e,t={},n){let{betas:r}=t??{};return this._client.get(tp`/v1/models/${e}?beta=true`,{...n,headers:th([{...r?.toString()!=null?{"anthropic-beta":r?.toString()}:void 0},n?.headers])})}list(e={},t){let{betas:n,...r}=e??{};return this._client.getAPIList("/v1/models?beta=true",e2,{query:r,...t,headers:th([{...n?.toString()!=null?{"anthropic-beta":n?.toString()}:void 0},t?.headers])})}}class tb{constructor(e,t){this.iterator=e,this.controller=t}async *decoder(){let e=new eF;for await(let t of this.iterator)for(let n of e.decode(t))yield JSON.parse(n);for(let t of e.flush())yield JSON.parse(t)}[Symbol.asyncIterator](){return this.decoder()}static fromResponse(e,t){if(!e.body){if(t.abort(),void 0!==globalThis.navigator&&"ReactNative"===globalThis.navigator.product)throw new ei("The default react-native fetch implementation does not support streaming. 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n=t.value[t.value.length-1];if("."===n||"-"===n)return tw(e=e.slice(0,e.length-1));case"string":let r=e[e.length-2];if(r?.type==="delimiter"||r?.type==="brace"&&"{"===r.value)return tw(e=e.slice(0,e.length-1));break;case"delimiter":return tw(e=e.slice(0,e.length-1))}return e},t_=e=>{let t=[];return e.map(e=>{"brace"===e.type&&("{"===e.value?t.push("}"):t.splice(t.lastIndexOf("}"),1)),"paren"===e.type&&("["===e.value?t.push("]"):t.splice(t.lastIndexOf("]"),1))}),t.length>0&&t.reverse().map(t=>{"}"===t?e.push({type:"brace",value:"}"}):"]"===t&&e.push({type:"paren",value:"]"})}),e},tk=e=>{let t="";return e.map(e=>{"string"===e.type?t+='"'+e.value+'"':t+=e.value}),t},tS=e=>JSON.parse(tk(t_(tw(ty(e))))),tx="__json_buf";function tM(e){return"tool_use"===e.type||"server_tool_use"===e.type||"mcp_tool_use"===e.type}class tE{constructor(){o.add(this),this.messages=[],this.receivedMessages=[],l.set(this,void 0),this.controller=new AbortController,c.set(this,void 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el;en(this,o,"m",C).call(this)}_connected(e){this.ended||(et(this,w,e,"f"),et(this,_,e?.headers.get("request-id"),"f"),en(this,u,"f").call(this,e),this._emit("connect"))}get ended(){return en(this,m,"f")}get errored(){return en(this,b,"f")}get aborted(){return en(this,v,"f")}abort(){this.controller.abort()}on(e,t){return(en(this,g,"f")[e]||(en(this,g,"f")[e]=[])).push({listener:t}),this}off(e,t){let n=en(this,g,"f")[e];if(!n)return this;let r=n.findIndex(e=>e.listener===t);return r>=0&&n.splice(r,1),this}once(e,t){return(en(this,g,"f")[e]||(en(this,g,"f")[e]=[])).push({listener:t,once:!0}),this}emitted(e){return new Promise((t,n)=>{et(this,y,!0,"f"),"error"!==e&&this.once("error",n),this.once(e,t)})}async done(){et(this,y,!0,"f"),await en(this,h,"f")}get currentMessage(){return en(this,l,"f")}async finalMessage(){return await this.done(),en(this,o,"m",k).call(this)}async finalText(){return await this.done(),en(this,o,"m",S).call(this)}_emit(e,...t){if(en(this,m,"f"))return;"end"===e&&(et(this,m,!0,"f"),en(this,f,"f").call(this));let n=en(this,g,"f")[e];if(n&&(en(this,g,"f")[e]=n.filter(e=>!e.once),n.forEach(({listener:e})=>e(...t))),"abort"===e){let e=t[0];en(this,y,"f")||n?.length||Promise.reject(e),en(this,d,"f").call(this,e),en(this,p,"f").call(this,e),this._emit("end");return}if("error"===e){let e=t[0];en(this,y,"f")||n?.length||Promise.reject(e),en(this,d,"f").call(this,e),en(this,p,"f").call(this,e),this._emit("end")}}_emitFinal(){this.receivedMessages.at(-1)&&this._emit("finalMessage",en(this,o,"m",k).call(this))}async _fromReadableStream(e,t){let n=t?.signal;n&&(n.aborted&&this.controller.abort(),n.addEventListener("abort",()=>this.controller.abort())),en(this,o,"m",M).call(this),this._connected(null);let r=eV.fromReadableStream(e,this.controller);for await(let e of r)en(this,o,"m",E).call(this,e);if(r.controller.signal?.aborted)throw new el;en(this,o,"m",C).call(this)}[(l=new WeakMap,c=new WeakMap,u=new WeakMap,d=new WeakMap,h=new WeakMap,f=new WeakMap,p=new WeakMap,g=new WeakMap,m=new WeakMap,b=new WeakMap,v=new WeakMap,y=new WeakMap,w=new WeakMap,_=new WeakMap,x=new WeakMap,o=new WeakSet,k=function(){if(0===this.receivedMessages.length)throw new ei("stream ended without producing a Message with role=assistant");return this.receivedMessages.at(-1)},S=function(){if(0===this.receivedMessages.length)throw new ei("stream ended without producing a Message with role=assistant");let e=this.receivedMessages.at(-1).content.filter(e=>"text"===e.type).map(e=>e.text);if(0===e.length)throw new ei("stream ended without producing a content block with type=text");return e.join(" ")},M=function(){this.ended||et(this,l,void 0,"f")},E=function(e){if(this.ended)return;let t=en(this,o,"m",R).call(this,e);switch(this._emit("streamEvent",e,t),e.type){case"content_block_delta":{let n=t.content.at(-1);switch(e.delta.type){case"text_delta":"text"===n.type&&this._emit("text",e.delta.text,n.text||"");break;case"citations_delta":"text"===n.type&&this._emit("citation",e.delta.citation,n.citations??[]);break;case"input_json_delta":tM(n)&&n.input&&this._emit("inputJson",e.delta.partial_json,n.input);break;case"thinking_delta":"thinking"===n.type&&this._emit("thinking",e.delta.thinking,n.thinking);break;case"signature_delta":"thinking"===n.type&&this._emit("signature",n.signature);break;default:e.delta}break}case"message_stop":this._addMessageParam(t),this._addMessage(t,!0);break;case"content_block_stop":this._emit("contentBlock",t.content.at(-1));break;case"message_start":et(this,l,t,"f")}},C=function(){if(this.ended)throw new ei("stream has ended, this shouldn't happen");let e=en(this,l,"f");if(!e)throw new ei("request ended without sending any chunks");return et(this,l,void 0,"f"),e},R=function(e){let t=en(this,l,"f");if("message_start"===e.type){if(t)throw new ei(`Unexpected event order, got ${e.type} before receiving "message_stop"`);return e.message}if(!t)throw new ei(`Unexpected event order, got ${e.type} before "message_start"`);switch(e.type){case"message_stop":case"content_block_stop":return t;case"message_delta":return t.container=e.delta.container,t.stop_reason=e.delta.stop_reason,t.stop_sequence=e.delta.stop_sequence,t.usage.output_tokens=e.usage.output_tokens,null!=e.usage.input_tokens&&(t.usage.input_tokens=e.usage.input_tokens),null!=e.usage.cache_creation_input_tokens&&(t.usage.cache_creation_input_tokens=e.usage.cache_creation_input_tokens),null!=e.usage.cache_read_input_tokens&&(t.usage.cache_read_input_tokens=e.usage.cache_read_input_tokens),null!=e.usage.server_tool_use&&(t.usage.server_tool_use=e.usage.server_tool_use),t;case"content_block_start":return t.content.push(e.content_block),t;case"content_block_delta":{let n=t.content.at(e.index);switch(e.delta.type){case"text_delta":n?.type==="text"&&(n.text+=e.delta.text);break;case"citations_delta":n?.type==="text"&&(n.citations??(n.citations=[]),n.citations.push(e.delta.citation));break;case"input_json_delta":if(n&&tM(n)){let t=n[tx]||"";if(Object.defineProperty(n,tx,{value:t+=e.delta.partial_json,enumerable:!1,writable:!0}),t)try{n.input=tS(t)}catch(n){let e=new ei(`Unable to parse tool parameter JSON from model. Please retry your request or adjust your prompt. Error: ${n}. JSON: ${t}`);en(this,x,"f").call(this,e)}}break;case"thinking_delta":n?.type==="thinking"&&(n.thinking+=e.delta.thinking);break;case"signature_delta":n?.type==="thinking"&&(n.signature=e.delta.signature);break;default:e.delta}return t}}},Symbol.asyncIterator)](){let e=[],t=[],n=!1;return this.on("streamEvent",n=>{let r=t.shift();r?r.resolve(n):e.push(n)}),this.on("end",()=>{for(let e of(n=!0,t))e.resolve(void 0);t.length=0}),this.on("abort",e=>{for(let r of(n=!0,t))r.reject(e);t.length=0}),this.on("error",e=>{for(let r of(n=!0,t))r.reject(e);t.length=0}),{next:async()=>e.length?{value:e.shift(),done:!1}:n?{value:void 0,done:!0}:new Promise((e,n)=>t.push({resolve:e,reject:n})).then(e=>e?{value:e,done:!1}:{value:void 0,done:!0}),return:async()=>(this.abort(),{value:void 0,done:!0})}}toReadableStream(){return new eV(this[Symbol.asyncIterator].bind(this),this.controller).toReadableStream()}}let tC={"claude-opus-4-20250514":8192,"claude-opus-4-0":8192,"claude-4-opus-20250514":8192,"anthropic.claude-opus-4-20250514-v1:0":8192,"claude-opus-4@20250514":8192},tR={"claude-1.3":"November 6th, 2024","claude-1.3-100k":"November 6th, 2024","claude-instant-1.1":"November 6th, 2024","claude-instant-1.1-100k":"November 6th, 2024","claude-instant-1.2":"November 6th, 2024","claude-3-sonnet-20240229":"July 21st, 2025","claude-2.1":"July 21st, 2025","claude-2.0":"July 21st, 2025"};class tP extends tc{constructor(){super(...arguments),this.batches=new tv(this._client)}create(e,t){let{betas:n,...r}=e;r.model in tR&&console.warn(`The model '${r.model}' is deprecated and will reach end-of-life on ${tR[r.model]} +Please migrate to a newer model. Visit https://docs.anthropic.com/en/docs/resources/model-deprecations for more information.`);let a=this._client._options.timeout;if(!r.stream&&null==a){let e=tC[r.model]??void 0;a=this._client.calculateNonstreamingTimeout(r.max_tokens,e)}return this._client.post("/v1/messages?beta=true",{body:r,timeout:a??6e5,...t,headers:th([{...n?.toString()!=null?{"anthropic-beta":n?.toString()}:void 0},t?.headers]),stream:e.stream??!1})}stream(e,t){return tE.createMessage(this,e,t)}countTokens(e,t){let{betas:n,...r}=e;return this._client.post("/v1/messages/count_tokens?beta=true",{body:r,...t,headers:th([{"anthropic-beta":[...n??[],"token-counting-2024-11-01"].toString()},t?.headers])})}}tP.Batches=tv;class tO extends tc{constructor(){super(...arguments),this.models=new tm(this._client),this.messages=new tP(this._client),this.files=new tg(this._client)}}tO.Models=tm,tO.Messages=tP,tO.Files=tg;class tj extends tc{create(e,t){let{betas:n,...r}=e;return this._client.post("/v1/complete",{body:r,timeout:this._client._options.timeout??6e5,...t,headers:th([{...n?.toString()!=null?{"anthropic-beta":n?.toString()}:void 0},t?.headers]),stream:e.stream??!1})}}let tI="__json_buf";function tA(e){return"tool_use"===e.type||"server_tool_use"===e.type}class tL{constructor(){P.add(this),this.messages=[],this.receivedMessages=[],O.set(this,void 0),this.controller=new AbortController,j.set(this,void 0),I.set(this,()=>{}),A.set(this,()=>{}),L.set(this,void 0),Z.set(this,()=>{}),T.set(this,()=>{}),N.set(this,{}),z.set(this,!1),$.set(this,!1),q.set(this,!1),D.set(this,!1),B.set(this,void 0),H.set(this,void 0),F.set(this,e=>{if(et(this,$,!0,"f"),ea(e)&&(e=new el),e instanceof el)return et(this,q,!0,"f"),this._emit("abort",e);if(e instanceof ei)return this._emit("error",e);if(e instanceof Error){let t=new ei(e.message);return t.cause=e,this._emit("error",t)}return this._emit("error",new ei(String(e)))}),et(this,j,new Promise((e,t)=>{et(this,I,e,"f"),et(this,A,t,"f")}),"f"),et(this,L,new Promise((e,t)=>{et(this,Z,e,"f"),et(this,T,t,"f")}),"f"),en(this,j,"f").catch(()=>{}),en(this,L,"f").catch(()=>{})}get response(){return en(this,B,"f")}get request_id(){return en(this,H,"f")}async withResponse(){let e=await en(this,j,"f");if(!e)throw Error("Could not resolve a `Response` object");return{data:this,response:e,request_id:e.headers.get("request-id")}}static fromReadableStream(e){let t=new tL;return t._run(()=>t._fromReadableStream(e)),t}static createMessage(e,t,n){let r=new tL;for(let e of t.messages)r._addMessageParam(e);return r._run(()=>r._createMessage(e,{...t,stream:!0},{...n,headers:{...n?.headers,"X-Stainless-Helper-Method":"stream"}})),r}_run(e){e().then(()=>{this._emitFinal(),this._emit("end")},en(this,F,"f"))}_addMessageParam(e){this.messages.push(e)}_addMessage(e,t=!0){this.receivedMessages.push(e),t&&this._emit("message",e)}async _createMessage(e,t,n){let r=n?.signal;r&&(r.aborted&&this.controller.abort(),r.addEventListener("abort",()=>this.controller.abort())),en(this,P,"m",V).call(this);let{response:a,data:s}=await e.create({...t,stream:!0},{...n,signal:this.controller.signal}).withResponse();for await(let e of(this._connected(a),s))en(this,P,"m",X).call(this,e);if(s.controller.signal?.aborted)throw new el;en(this,P,"m",J).call(this)}_connected(e){this.ended||(et(this,B,e,"f"),et(this,H,e?.headers.get("request-id"),"f"),en(this,I,"f").call(this,e),this._emit("connect"))}get ended(){return en(this,z,"f")}get errored(){return en(this,$,"f")}get aborted(){return en(this,q,"f")}abort(){this.controller.abort()}on(e,t){return(en(this,N,"f")[e]||(en(this,N,"f")[e]=[])).push({listener:t}),this}off(e,t){let n=en(this,N,"f")[e];if(!n)return this;let r=n.findIndex(e=>e.listener===t);return r>=0&&n.splice(r,1),this}once(e,t){return(en(this,N,"f")[e]||(en(this,N,"f")[e]=[])).push({listener:t,once:!0}),this}emitted(e){return new Promise((t,n)=>{et(this,D,!0,"f"),"error"!==e&&this.once("error",n),this.once(e,t)})}async done(){et(this,D,!0,"f"),await en(this,L,"f")}get currentMessage(){return en(this,O,"f")}async finalMessage(){return await this.done(),en(this,P,"m",U).call(this)}async finalText(){return await this.done(),en(this,P,"m",W).call(this)}_emit(e,...t){if(en(this,z,"f"))return;"end"===e&&(et(this,z,!0,"f"),en(this,Z,"f").call(this));let n=en(this,N,"f")[e];if(n&&(en(this,N,"f")[e]=n.filter(e=>!e.once),n.forEach(({listener:e})=>e(...t))),"abort"===e){let e=t[0];en(this,D,"f")||n?.length||Promise.reject(e),en(this,A,"f").call(this,e),en(this,T,"f").call(this,e),this._emit("end");return}if("error"===e){let e=t[0];en(this,D,"f")||n?.length||Promise.reject(e),en(this,A,"f").call(this,e),en(this,T,"f").call(this,e),this._emit("end")}}_emitFinal(){this.receivedMessages.at(-1)&&this._emit("finalMessage",en(this,P,"m",U).call(this))}async _fromReadableStream(e,t){let n=t?.signal;n&&(n.aborted&&this.controller.abort(),n.addEventListener("abort",()=>this.controller.abort())),en(this,P,"m",V).call(this),this._connected(null);let r=eV.fromReadableStream(e,this.controller);for await(let e of r)en(this,P,"m",X).call(this,e);if(r.controller.signal?.aborted)throw new el;en(this,P,"m",J).call(this)}[(O=new WeakMap,j=new WeakMap,I=new WeakMap,A=new WeakMap,L=new WeakMap,Z=new WeakMap,T=new WeakMap,N=new WeakMap,z=new WeakMap,$=new WeakMap,q=new WeakMap,D=new WeakMap,B=new WeakMap,H=new WeakMap,F=new WeakMap,P=new WeakSet,U=function(){if(0===this.receivedMessages.length)throw new ei("stream ended without producing a Message with role=assistant");return this.receivedMessages.at(-1)},W=function(){if(0===this.receivedMessages.length)throw new ei("stream ended without producing a Message with role=assistant");let e=this.receivedMessages.at(-1).content.filter(e=>"text"===e.type).map(e=>e.text);if(0===e.length)throw new ei("stream ended without producing a content block with type=text");return e.join(" ")},V=function(){this.ended||et(this,O,void 0,"f")},X=function(e){if(this.ended)return;let t=en(this,P,"m",G).call(this,e);switch(this._emit("streamEvent",e,t),e.type){case"content_block_delta":{let n=t.content.at(-1);switch(e.delta.type){case"text_delta":"text"===n.type&&this._emit("text",e.delta.text,n.text||"");break;case"citations_delta":"text"===n.type&&this._emit("citation",e.delta.citation,n.citations??[]);break;case"input_json_delta":tA(n)&&n.input&&this._emit("inputJson",e.delta.partial_json,n.input);break;case"thinking_delta":"thinking"===n.type&&this._emit("thinking",e.delta.thinking,n.thinking);break;case"signature_delta":"thinking"===n.type&&this._emit("signature",n.signature);break;default:e.delta}break}case"message_stop":this._addMessageParam(t),this._addMessage(t,!0);break;case"content_block_stop":this._emit("contentBlock",t.content.at(-1));break;case"message_start":et(this,O,t,"f")}},J=function(){if(this.ended)throw new ei("stream has ended, this shouldn't happen");let e=en(this,O,"f");if(!e)throw new ei("request ended without sending any chunks");return et(this,O,void 0,"f"),e},G=function(e){let t=en(this,O,"f");if("message_start"===e.type){if(t)throw new ei(`Unexpected event order, got ${e.type} before receiving "message_stop"`);return e.message}if(!t)throw new ei(`Unexpected event order, got ${e.type} before "message_start"`);switch(e.type){case"message_stop":case"content_block_stop":return t;case"message_delta":return t.stop_reason=e.delta.stop_reason,t.stop_sequence=e.delta.stop_sequence,t.usage.output_tokens=e.usage.output_tokens,null!=e.usage.input_tokens&&(t.usage.input_tokens=e.usage.input_tokens),null!=e.usage.cache_creation_input_tokens&&(t.usage.cache_creation_input_tokens=e.usage.cache_creation_input_tokens),null!=e.usage.cache_read_input_tokens&&(t.usage.cache_read_input_tokens=e.usage.cache_read_input_tokens),null!=e.usage.server_tool_use&&(t.usage.server_tool_use=e.usage.server_tool_use),t;case"content_block_start":return t.content.push(e.content_block),t;case"content_block_delta":{let n=t.content.at(e.index);switch(e.delta.type){case"text_delta":n?.type==="text"&&(n.text+=e.delta.text);break;case"citations_delta":n?.type==="text"&&(n.citations??(n.citations=[]),n.citations.push(e.delta.citation));break;case"input_json_delta":if(n&&tA(n)){let t=n[tI]||"";Object.defineProperty(n,tI,{value:t+=e.delta.partial_json,enumerable:!1,writable:!0}),t&&(n.input=tS(t))}break;case"thinking_delta":n?.type==="thinking"&&(n.thinking+=e.delta.thinking);break;case"signature_delta":n?.type==="thinking"&&(n.signature=e.delta.signature);break;default:e.delta}return t}}},Symbol.asyncIterator)](){let e=[],t=[],n=!1;return this.on("streamEvent",n=>{let r=t.shift();r?r.resolve(n):e.push(n)}),this.on("end",()=>{for(let e of(n=!0,t))e.resolve(void 0);t.length=0}),this.on("abort",e=>{for(let r of(n=!0,t))r.reject(e);t.length=0}),this.on("error",e=>{for(let r of(n=!0,t))r.reject(e);t.length=0}),{next:async()=>e.length?{value:e.shift(),done:!1}:n?{value:void 0,done:!0}:new Promise((e,n)=>t.push({resolve:e,reject:n})).then(e=>e?{value:e,done:!1}:{value:void 0,done:!0}),return:async()=>(this.abort(),{value:void 0,done:!0})}}toReadableStream(){return new eV(this[Symbol.asyncIterator].bind(this),this.controller).toReadableStream()}}class tZ extends tc{create(e,t){return this._client.post("/v1/messages/batches",{body:e,...t})}retrieve(e,t){return this._client.get(tp`/v1/messages/batches/${e}`,t)}list(e={},t){return this._client.getAPIList("/v1/messages/batches",e2,{query:e,...t})}delete(e,t){return this._client.delete(tp`/v1/messages/batches/${e}`,t)}cancel(e,t){return this._client.post(tp`/v1/messages/batches/${e}/cancel`,t)}async results(e,t){let n=await this.retrieve(e);if(!n.results_url)throw new ei(`No batch \`results_url\`; Has it finished processing? ${n.processing_status} - ${n.id}`);return this._client.get(n.results_url,{...t,headers:th([{Accept:"application/binary"},t?.headers]),stream:!0,__binaryResponse:!0})._thenUnwrap((e,t)=>tb.fromResponse(t.response,t.controller))}}class tT extends tc{constructor(){super(...arguments),this.batches=new tZ(this._client)}create(e,t){e.model in tN&&console.warn(`The model '${e.model}' is deprecated and will reach end-of-life on ${tN[e.model]} +Please migrate to a newer model. Visit https://docs.anthropic.com/en/docs/resources/model-deprecations for more information.`);let n=this._client._options.timeout;if(!e.stream&&null==n){let t=tC[e.model]??void 0;n=this._client.calculateNonstreamingTimeout(e.max_tokens,t)}return this._client.post("/v1/messages",{body:e,timeout:n??6e5,...t,stream:e.stream??!1})}stream(e,t){return tL.createMessage(this,e,t)}countTokens(e,t){return this._client.post("/v1/messages/count_tokens",{body:e,...t})}}let tN={"claude-1.3":"November 6th, 2024","claude-1.3-100k":"November 6th, 2024","claude-instant-1.1":"November 6th, 2024","claude-instant-1.1-100k":"November 6th, 2024","claude-instant-1.2":"November 6th, 2024","claude-3-sonnet-20240229":"July 21st, 2025","claude-2.1":"July 21st, 2025","claude-2.0":"July 21st, 2025"};tT.Batches=tZ;class tz extends tc{retrieve(e,t={},n){let{betas:r}=t??{};return this._client.get(tp`/v1/models/${e}`,{...n,headers:th([{...r?.toString()!=null?{"anthropic-beta":r?.toString()}:void 0},n?.headers])})}list(e={},t){let{betas:n,...r}=e??{};return this._client.getAPIList("/v1/models",e2,{query:r,...t,headers:th([{...n?.toString()!=null?{"anthropic-beta":n?.toString()}:void 0},t?.headers])})}}let t$=e=>void 0!==globalThis.process?globalThis.process.env?.[e]?.trim()??void 0:void 0!==globalThis.Deno?globalThis.Deno.env?.get?.(e)?.trim():void 0;class tq{constructor({baseURL:e=t$("ANTHROPIC_BASE_URL"),apiKey:t=t$("ANTHROPIC_API_KEY")??null,authToken:n=t$("ANTHROPIC_AUTH_TOKEN")??null,...r}={}){K.set(this,void 0);let a={apiKey:t,authToken:n,...r,baseURL:e||"https://api.anthropic.com"};if(!a.dangerouslyAllowBrowser&&eL())throw new ei("It looks like you're running in a browser-like environment.\n\nThis is disabled by default, as it risks exposing your secret API credentials to attackers.\nIf you understand the risks and have appropriate mitigations in place,\nyou can set the `dangerouslyAllowBrowser` option to `true`, e.g.,\n\nnew Anthropic({ apiKey, dangerouslyAllowBrowser: true });\n");this.baseURL=a.baseURL,this.timeout=a.timeout??tD.DEFAULT_TIMEOUT,this.logger=a.logger??console;let s="warn";this.logLevel=s,this.logLevel=eE(a.logLevel,"ClientOptions.logLevel",this)??eE(t$("ANTHROPIC_LOG"),"process.env['ANTHROPIC_LOG']",this)??s,this.fetchOptions=a.fetchOptions,this.maxRetries=a.maxRetries??2,this.fetch=a.fetch??function(){if("undefined"!=typeof fetch)return fetch;throw Error("`fetch` is not defined as a global; Either pass `fetch` to the client, `new Anthropic({ fetch })` or polyfill the global, `globalThis.fetch = fetch`")}(),et(this,K,eH,"f"),this._options=a,this.apiKey=t,this.authToken=n}withOptions(e){return new this.constructor({...this._options,baseURL:this.baseURL,maxRetries:this.maxRetries,timeout:this.timeout,logger:this.logger,logLevel:this.logLevel,fetchOptions:this.fetchOptions,apiKey:this.apiKey,authToken:this.authToken,...e})}defaultQuery(){return this._options.defaultQuery}validateHeaders({values:e,nulls:t}){if(!(this.apiKey&&e.get("x-api-key")||t.has("x-api-key")||this.authToken&&e.get("authorization")||t.has("authorization")))throw Error('Could not resolve authentication method. 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t;let{apiKeySource:n,accessToken:s,apiKey:r,inputMessage:l,chatHistory:i,selectedTags:o,selectedVectorStores:c,selectedGuardrails:d,selectedMCPTools:m,selectedVoice:p,endpointType:u,selectedModel:g,selectedSdk:x,proxySettings:h}=e,f="session"===n?s:r,_=window.location.origin,b=null==h?void 0:h.LITELLM_UI_API_DOC_BASE_URL;b&&b.trim()?_=b:(null==h?void 0:h.PROXY_BASE_URL)&&(_=h.PROXY_BASE_URL);let j=l||"Your prompt here",v=j.replace(/\\/g,"\\\\").replace(/"/g,'\\"').replace(/\n/g,"\\n"),y=i.filter(e=>!e.isImage).map(e=>{let{role:t,content:n}=e;return{role:t,content:n}}),N={};o.length>0&&(N.tags=o),c.length>0&&(N.vector_stores=c),d.length>0&&(N.guardrails=d);let w=g||"your-model-name",A="azure"===x?'import openai\n\nclient = openai.AzureOpenAI(\n api_key="'.concat(f||"YOUR_LITELLM_API_KEY",'",\n azure_endpoint="').concat(_,'",\n api_version="2024-02-01"\n)'):'import openai\n\nclient = openai.OpenAI(\n api_key="'.concat(f||"YOUR_LITELLM_API_KEY",'",\n base_url="').concat(_,'"\n)');switch(u){case a.KP.CHAT:{let e=Object.keys(N).length>0,n="";if(e){let e=JSON.stringify({metadata:N},null,2).split("\n").map(e=>" ".repeat(4)+e).join("\n").trim();n=",\n extra_body=".concat(e)}let a=y.length>0?y:[{role:"user",content:j}];t='\nimport base64\n\n# Helper function to encode images to base64\ndef encode_image(image_path):\n with open(image_path, "rb") as image_file:\n return base64.b64encode(image_file.read()).decode(\'utf-8\')\n\n# Example with text only\nresponse = client.chat.completions.create(\n model="'.concat(w,'",\n messages=').concat(JSON.stringify(a,null,4)).concat(n,'\n)\n\nprint(response)\n\n# Example with image or PDF (uncomment and provide file path to use)\n# base64_file = encode_image("path/to/your/file.jpg") # or .pdf\n# response_with_file = client.chat.completions.create(\n# model="').concat(w,'",\n# messages=[\n# {\n# "role": "user",\n# "content": [\n# {\n# "type": "text",\n# "text": "').concat(v,'"\n# },\n# {\n# "type": "image_url",\n# "image_url": {\n# "url": f"data:image/jpeg;base64,{base64_file}" # or data:application/pdf;base64,{base64_file}\n# }\n# }\n# ]\n# }\n# ]').concat(n,"\n# )\n# print(response_with_file)\n");break}case a.KP.RESPONSES:{let e=Object.keys(N).length>0,n="";if(e){let e=JSON.stringify({metadata:N},null,2).split("\n").map(e=>" ".repeat(4)+e).join("\n").trim();n=",\n extra_body=".concat(e)}let a=y.length>0?y:[{role:"user",content:j}];t='\nimport base64\n\n# Helper function to encode images to base64\ndef encode_image(image_path):\n with open(image_path, "rb") as image_file:\n return base64.b64encode(image_file.read()).decode(\'utf-8\')\n\n# Example with text only\nresponse = client.responses.create(\n model="'.concat(w,'",\n input=').concat(JSON.stringify(a,null,4)).concat(n,'\n)\n\nprint(response.output_text)\n\n# Example with image or PDF (uncomment and provide file path to use)\n# base64_file = encode_image("path/to/your/file.jpg") # or .pdf\n# response_with_file = client.responses.create(\n# model="').concat(w,'",\n# input=[\n# {\n# "role": "user",\n# "content": [\n# {"type": "input_text", "text": "').concat(v,'"},\n# {\n# "type": "input_image",\n# "image_url": f"data:image/jpeg;base64,{base64_file}", # or data:application/pdf;base64,{base64_file}\n# },\n# ],\n# }\n# ]').concat(n,"\n# )\n# print(response_with_file.output_text)\n");break}case a.KP.IMAGE:t="azure"===x?"\n# NOTE: The Azure SDK does not have a direct equivalent to the multi-modal 'responses.create' method shown for OpenAI.\n# This snippet uses 'client.images.generate' and will create a new image based on your prompt.\n# It does not use the uploaded image, as 'client.images.generate' does not support image inputs in this context.\nimport os\nimport requests\nimport json\nimport time\nfrom PIL import Image\n\nresult = client.images.generate(\n model=\"".concat(w,'",\n prompt="').concat(l,'",\n n=1\n)\n\njson_response = json.loads(result.model_dump_json())\n\n# Set the directory for the stored image\nimage_dir = os.path.join(os.curdir, \'images\')\n\n# If the directory doesn\'t exist, create it\nif not os.path.isdir(image_dir):\n os.mkdir(image_dir)\n\n# Initialize the image path\nimage_filename = f"generated_image_{int(time.time())}.png"\nimage_path = os.path.join(image_dir, image_filename)\n\ntry:\n # Retrieve the generated image\n if json_response.get("data") && len(json_response["data"]) > 0 && json_response["data"][0].get("url"):\n image_url = json_response["data"][0]["url"]\n generated_image = requests.get(image_url).content\n with open(image_path, "wb") as image_file:\n image_file.write(generated_image)\n\n print(f"Image saved to {image_path}")\n # Display the image\n image = Image.open(image_path)\n image.show()\n else:\n print("Could not find image URL in response.")\n print("Full response:", json_response)\nexcept Exception as e:\n print(f"An error occurred: {e}")\n print("Full response:", json_response)\n'):"\nimport base64\nimport os\nimport time\nimport json\nfrom PIL import Image\nimport requests\n\n# Helper function to encode images to base64\ndef encode_image(image_path):\n with open(image_path, \"rb\") as image_file:\n return base64.b64encode(image_file.read()).decode('utf-8')\n\n# Helper function to create a file (simplified for this example)\ndef create_file(image_path):\n # In a real implementation, this would upload the file to OpenAI\n # For this example, we'll just return a placeholder ID\n return f\"file_{os.path.basename(image_path).replace('.', '_')}\"\n\n# The prompt entered by the user\nprompt = \"".concat(v,'"\n\n# Encode images to base64\nbase64_image1 = encode_image("body-lotion.png")\nbase64_image2 = encode_image("soap.png")\n\n# Create file IDs\nfile_id1 = create_file("body-lotion.png")\nfile_id2 = create_file("incense-kit.png")\n\nresponse = client.responses.create(\n model="').concat(w,'",\n input=[\n {\n "role": "user",\n "content": [\n {"type": "input_text", "text": prompt},\n {\n "type": "input_image",\n "image_url": f"data:image/jpeg;base64,{base64_image1}",\n },\n {\n "type": "input_image",\n "image_url": f"data:image/jpeg;base64,{base64_image2}",\n },\n {\n "type": "input_image",\n "file_id": file_id1,\n },\n {\n "type": "input_image",\n "file_id": file_id2,\n }\n ],\n }\n ],\n tools=[{"type": "image_generation"}],\n)\n\n# Process the response\nimage_generation_calls = [\n output\n for output in response.output\n if output.type == "image_generation_call"\n]\n\nimage_data = [output.result for output in image_generation_calls]\n\nif image_data:\n image_base64 = image_data[0]\n image_filename = f"edited_image_{int(time.time())}.png"\n with open(image_filename, "wb") as f:\n f.write(base64.b64decode(image_base64))\n print(f"Image saved to {image_filename}")\nelse:\n # If no image is generated, there might be a text response with an explanation\n text_response = [output.text for output in response.output if hasattr(output, \'text\')]\n if text_response:\n print("No image generated. Model response:")\n print("\\n".join(text_response))\n else:\n print("No image data found in response.")\n print("Full response for debugging:")\n print(response)\n');break;case a.KP.IMAGE_EDITS:t="azure"===x?'\nimport base64\nimport os\nimport time\nimport json\nfrom PIL import Image\nimport requests\n\n# Helper function to encode images to base64\ndef encode_image(image_path):\n with open(image_path, "rb") as image_file:\n return base64.b64encode(image_file.read()).decode(\'utf-8\')\n\n# The prompt entered by the user\nprompt = "'.concat(v,'"\n\n# Encode images to base64\nbase64_image1 = encode_image("body-lotion.png")\nbase64_image2 = encode_image("soap.png")\n\n# Create file IDs\nfile_id1 = create_file("body-lotion.png")\nfile_id2 = create_file("incense-kit.png")\n\nresponse = client.responses.create(\n model="').concat(w,'",\n input=[\n {\n "role": "user",\n "content": [\n {"type": "input_text", "text": prompt},\n {\n "type": "input_image",\n "image_url": f"data:image/jpeg;base64,{base64_image1}",\n },\n {\n "type": "input_image",\n "image_url": f"data:image/jpeg;base64,{base64_image2}",\n },\n {\n "type": "input_image",\n "file_id": file_id1,\n },\n {\n "type": "input_image",\n "file_id": file_id2,\n }\n ],\n }\n ],\n tools=[{"type": "image_generation"}],\n)\n\n# Process the response\nimage_generation_calls = [\n output\n for output in response.output\n if output.type == "image_generation_call"\n]\n\nimage_data = [output.result for output in image_generation_calls]\n\nif image_data:\n image_base64 = image_data[0]\n image_filename = f"edited_image_{int(time.time())}.png"\n with open(image_filename, "wb") as f:\n f.write(base64.b64decode(image_base64))\n print(f"Image saved to {image_filename}")\nelse:\n # If no image is generated, there might be a text response with an explanation\n text_response = [output.text for output in response.output if hasattr(output, \'text\')]\n if text_response:\n print("No image generated. Model response:")\n print("\\n".join(text_response))\n else:\n print("No image data found in response.")\n print("Full response for debugging:")\n print(response)\n'):"\nimport base64\nimport os\nimport time\n\n# Helper function to encode images to base64\ndef encode_image(image_path):\n with open(image_path, \"rb\") as image_file:\n return base64.b64encode(image_file.read()).decode('utf-8')\n\n# Helper function to create a file (simplified for this example)\ndef create_file(image_path):\n # In a real implementation, this would upload the file to OpenAI\n # For this example, we'll just return a placeholder ID\n return f\"file_{os.path.basename(image_path).replace('.', '_')}\"\n\n# The prompt entered by the user\nprompt = \"".concat(v,'"\n\n# Encode images to base64\nbase64_image1 = encode_image("body-lotion.png")\nbase64_image2 = encode_image("soap.png")\n\n# Create file IDs\nfile_id1 = create_file("body-lotion.png")\nfile_id2 = create_file("incense-kit.png")\n\nresponse = client.responses.create(\n model="').concat(w,'",\n input=[\n {\n "role": "user",\n "content": [\n {"type": "input_text", "text": prompt},\n {\n "type": "input_image",\n "image_url": f"data:image/jpeg;base64,{base64_image1}",\n },\n {\n "type": "input_image",\n "image_url": f"data:image/jpeg;base64,{base64_image2}",\n },\n {\n "type": "input_image",\n "file_id": file_id1,\n },\n {\n "type": "input_image",\n "file_id": file_id2,\n }\n ],\n }\n ],\n tools=[{"type": "image_generation"}],\n)\n\n# Process the response\nimage_generation_calls = [\n output\n for output in response.output\n if output.type == "image_generation_call"\n]\n\nimage_data = [output.result for output in image_generation_calls]\n\nif image_data:\n image_base64 = image_data[0]\n image_filename = f"edited_image_{int(time.time())}.png"\n with open(image_filename, "wb") as f:\n f.write(base64.b64decode(image_base64))\n print(f"Image saved to {image_filename}")\nelse:\n # If no image is generated, there might be a text response with an explanation\n text_response = [output.text for output in response.output if hasattr(output, \'text\')]\n if text_response:\n print("No image generated. Model response:")\n print("\\n".join(text_response))\n else:\n print("No image data found in response.")\n print("Full response for debugging:")\n print(response)\n');break;case a.KP.EMBEDDINGS:t='\nresponse = client.embeddings.create(\n input="'.concat(l||"Your string here",'",\n model="').concat(w,'",\n encoding_format="base64" # or "float"\n)\n\nprint(response.data[0].embedding)\n');break;case a.KP.TRANSCRIPTION:t='\n# Open the audio file\naudio_file = open("path/to/your/audio/file.mp3", "rb")\n\n# Make the transcription request\nresponse = client.audio.transcriptions.create(\n model="'.concat(w,'",\n file=audio_file').concat(l?',\n prompt="'.concat(l.replace(/"/g,'\\"'),'"'):"","\n)\n\nprint(response.text)\n");break;case a.KP.SPEECH:t='\n# Make the text-to-speech request\nresponse = client.audio.speech.create(\n model="'.concat(w,'",\n input="').concat(l||"Your text to convert to speech here",'",\n voice="').concat(p,'" # Options: alloy, ash, ballad, coral, echo, fable, nova, onyx, sage, shimmer\n)\n\n# Save the audio to a file\noutput_filename = "output_speech.mp3"\nresponse.stream_to_file(output_filename)\nprint(f"Audio saved to {output_filename}")\n\n# Optional: Customize response format and speed\n# response = client.audio.speech.create(\n# model="').concat(w,'",\n# input="').concat(l||"Your text to convert to speech here",'",\n# voice="alloy",\n# response_format="mp3", # Options: mp3, opus, aac, flac, wav, pcm\n# speed=1.0 # Range: 0.25 to 4.0\n# )\n# response.stream_to_file("output_speech.mp3")\n');break;default:t="\n# Code generation for this endpoint is not implemented yet."}return"".concat(A,"\n").concat(t)}},8443:function(e,t,n){var a,s,r,l;n.d(t,{KP:function(){return s},vf:function(){return o}}),(r=a||(a={})).AUDIO_SPEECH="audio_speech",r.AUDIO_TRANSCRIPTION="audio_transcription",r.IMAGE_GENERATION="image_generation",r.VIDEO_GENERATION="video_generation",r.CHAT="chat",r.RESPONSES="responses",r.IMAGE_EDITS="image_edits",r.ANTHROPIC_MESSAGES="anthropic_messages",r.EMBEDDING="embedding",(l=s||(s={})).IMAGE="image",l.VIDEO="video",l.CHAT="chat",l.RESPONSES="responses",l.IMAGE_EDITS="image_edits",l.ANTHROPIC_MESSAGES="anthropic_messages",l.EMBEDDINGS="embeddings",l.SPEECH="speech",l.TRANSCRIPTION="transcription",l.A2A_AGENTS="a2a_agents";let i={image_generation:"image",video_generation:"video",chat:"chat",responses:"responses",image_edits:"image_edits",anthropic_messages:"anthropic_messages",audio_speech:"speech",audio_transcription:"transcription",embedding:"embeddings"},o=e=>{if(console.log("getEndpointType:",e),Object.values(a).includes(e)){let t=i[e];return console.log("endpointType:",t),t}return"chat"}},42673:function(e,t,n){var a,s;n.d(t,{Cl:function(){return 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t;let{apiKeySource:n,accessToken:a,apiKey:r,inputMessage:l,chatHistory:i,selectedTags:o,selectedVectorStores:c,selectedGuardrails:d,selectedMCPTools:m,selectedVoice:p,endpointType:u,selectedModel:g,selectedSdk:x,proxySettings:h}=e,f="session"===n?a:r,_=window.location.origin,b=null==h?void 0:h.LITELLM_UI_API_DOC_BASE_URL;b&&b.trim()?_=b:(null==h?void 0:h.PROXY_BASE_URL)&&(_=h.PROXY_BASE_URL);let j=l||"Your prompt here",v=j.replace(/\\/g,"\\\\").replace(/"/g,'\\"').replace(/\n/g,"\\n"),y=i.filter(e=>!e.isImage).map(e=>{let{role:t,content:n}=e;return{role:t,content:n}}),N={};o.length>0&&(N.tags=o),c.length>0&&(N.vector_stores=c),d.length>0&&(N.guardrails=d);let w=g||"your-model-name",A="azure"===x?'import openai\n\nclient = openai.AzureOpenAI(\n api_key="'.concat(f||"YOUR_LITELLM_API_KEY",'",\n azure_endpoint="').concat(_,'",\n api_version="2024-02-01"\n)'):'import openai\n\nclient = openai.OpenAI(\n api_key="'.concat(f||"YOUR_LITELLM_API_KEY",'",\n base_url="').concat(_,'"\n)');switch(u){case s.KP.CHAT:{let e=Object.keys(N).length>0,n="";if(e){let e=JSON.stringify({metadata:N},null,2).split("\n").map(e=>" ".repeat(4)+e).join("\n").trim();n=",\n extra_body=".concat(e)}let s=y.length>0?y:[{role:"user",content:j}];t='\nimport base64\n\n# Helper function to encode images to base64\ndef encode_image(image_path):\n with open(image_path, "rb") as image_file:\n return base64.b64encode(image_file.read()).decode(\'utf-8\')\n\n# Example with text only\nresponse = client.chat.completions.create(\n model="'.concat(w,'",\n messages=').concat(JSON.stringify(s,null,4)).concat(n,'\n)\n\nprint(response)\n\n# Example with image or PDF (uncomment and provide file path to use)\n# base64_file = encode_image("path/to/your/file.jpg") # or .pdf\n# response_with_file = client.chat.completions.create(\n# model="').concat(w,'",\n# messages=[\n# {\n# "role": "user",\n# "content": [\n# {\n# "type": "text",\n# "text": "').concat(v,'"\n# },\n# {\n# "type": "image_url",\n# "image_url": {\n# "url": f"data:image/jpeg;base64,{base64_file}" # or data:application/pdf;base64,{base64_file}\n# }\n# }\n# ]\n# }\n# ]').concat(n,"\n# )\n# print(response_with_file)\n");break}case s.KP.RESPONSES:{let e=Object.keys(N).length>0,n="";if(e){let e=JSON.stringify({metadata:N},null,2).split("\n").map(e=>" ".repeat(4)+e).join("\n").trim();n=",\n extra_body=".concat(e)}let s=y.length>0?y:[{role:"user",content:j}];t='\nimport base64\n\n# Helper function to encode images to base64\ndef encode_image(image_path):\n with open(image_path, "rb") as image_file:\n return base64.b64encode(image_file.read()).decode(\'utf-8\')\n\n# Example with text only\nresponse = client.responses.create(\n model="'.concat(w,'",\n input=').concat(JSON.stringify(s,null,4)).concat(n,'\n)\n\nprint(response.output_text)\n\n# Example with image or PDF (uncomment and provide file path to use)\n# base64_file = encode_image("path/to/your/file.jpg") # or .pdf\n# response_with_file = client.responses.create(\n# model="').concat(w,'",\n# input=[\n# {\n# "role": "user",\n# "content": [\n# {"type": "input_text", "text": "').concat(v,'"},\n# {\n# "type": "input_image",\n# "image_url": f"data:image/jpeg;base64,{base64_file}", # or data:application/pdf;base64,{base64_file}\n# },\n# ],\n# }\n# ]').concat(n,"\n# )\n# print(response_with_file.output_text)\n");break}case s.KP.IMAGE:t="azure"===x?"\n# NOTE: The Azure SDK does not have a direct equivalent to the multi-modal 'responses.create' method shown for OpenAI.\n# This snippet uses 'client.images.generate' and will create a new image based on your prompt.\n# It does not use the uploaded image, as 'client.images.generate' does not support image inputs in this context.\nimport os\nimport requests\nimport json\nimport time\nfrom PIL import Image\n\nresult = client.images.generate(\n model=\"".concat(w,'",\n prompt="').concat(l,'",\n n=1\n)\n\njson_response = json.loads(result.model_dump_json())\n\n# Set the directory for the stored image\nimage_dir = os.path.join(os.curdir, \'images\')\n\n# If the directory doesn\'t exist, create it\nif not os.path.isdir(image_dir):\n os.mkdir(image_dir)\n\n# Initialize the image path\nimage_filename = f"generated_image_{int(time.time())}.png"\nimage_path = os.path.join(image_dir, image_filename)\n\ntry:\n # Retrieve the generated image\n if json_response.get("data") && len(json_response["data"]) > 0 && json_response["data"][0].get("url"):\n image_url = json_response["data"][0]["url"]\n generated_image = requests.get(image_url).content\n with open(image_path, "wb") as image_file:\n image_file.write(generated_image)\n\n print(f"Image saved to {image_path}")\n # Display the image\n image = Image.open(image_path)\n image.show()\n else:\n print("Could not find image URL in response.")\n print("Full response:", json_response)\nexcept Exception as e:\n print(f"An error occurred: {e}")\n print("Full response:", json_response)\n'):"\nimport base64\nimport os\nimport time\nimport json\nfrom PIL import Image\nimport requests\n\n# Helper function to encode images to base64\ndef encode_image(image_path):\n with open(image_path, \"rb\") as image_file:\n return base64.b64encode(image_file.read()).decode('utf-8')\n\n# Helper function to create a file (simplified for this example)\ndef create_file(image_path):\n # In a real implementation, this would upload the file to OpenAI\n # For this example, we'll just return a placeholder ID\n return f\"file_{os.path.basename(image_path).replace('.', '_')}\"\n\n# The prompt entered by the user\nprompt = \"".concat(v,'"\n\n# Encode images to base64\nbase64_image1 = encode_image("body-lotion.png")\nbase64_image2 = encode_image("soap.png")\n\n# Create file IDs\nfile_id1 = create_file("body-lotion.png")\nfile_id2 = create_file("incense-kit.png")\n\nresponse = client.responses.create(\n model="').concat(w,'",\n input=[\n {\n "role": "user",\n "content": [\n {"type": "input_text", "text": prompt},\n {\n "type": "input_image",\n "image_url": f"data:image/jpeg;base64,{base64_image1}",\n },\n {\n "type": "input_image",\n "image_url": f"data:image/jpeg;base64,{base64_image2}",\n },\n {\n "type": "input_image",\n "file_id": file_id1,\n },\n {\n "type": "input_image",\n "file_id": file_id2,\n }\n ],\n }\n ],\n tools=[{"type": "image_generation"}],\n)\n\n# Process the response\nimage_generation_calls = [\n output\n for output in response.output\n if output.type == "image_generation_call"\n]\n\nimage_data = [output.result for output in image_generation_calls]\n\nif image_data:\n image_base64 = image_data[0]\n image_filename = f"edited_image_{int(time.time())}.png"\n with open(image_filename, "wb") as f:\n f.write(base64.b64decode(image_base64))\n print(f"Image saved to {image_filename}")\nelse:\n # If no image is generated, there might be a text response with an explanation\n text_response = [output.text for output in response.output if hasattr(output, \'text\')]\n if text_response:\n print("No image generated. Model response:")\n print("\\n".join(text_response))\n else:\n print("No image data found in response.")\n print("Full response for debugging:")\n print(response)\n');break;case s.KP.IMAGE_EDITS:t="azure"===x?'\nimport base64\nimport os\nimport time\nimport json\nfrom PIL import Image\nimport requests\n\n# Helper function to encode images to base64\ndef encode_image(image_path):\n with open(image_path, "rb") as image_file:\n return base64.b64encode(image_file.read()).decode(\'utf-8\')\n\n# The prompt entered by the user\nprompt = "'.concat(v,'"\n\n# Encode images to base64\nbase64_image1 = encode_image("body-lotion.png")\nbase64_image2 = encode_image("soap.png")\n\n# Create file IDs\nfile_id1 = create_file("body-lotion.png")\nfile_id2 = create_file("incense-kit.png")\n\nresponse = client.responses.create(\n model="').concat(w,'",\n input=[\n {\n "role": "user",\n "content": [\n {"type": "input_text", "text": prompt},\n {\n "type": "input_image",\n "image_url": f"data:image/jpeg;base64,{base64_image1}",\n },\n {\n "type": "input_image",\n "image_url": f"data:image/jpeg;base64,{base64_image2}",\n },\n {\n "type": "input_image",\n "file_id": file_id1,\n },\n {\n "type": "input_image",\n "file_id": file_id2,\n }\n ],\n }\n ],\n tools=[{"type": "image_generation"}],\n)\n\n# Process the response\nimage_generation_calls = [\n output\n for output in response.output\n if output.type == "image_generation_call"\n]\n\nimage_data = [output.result for output in image_generation_calls]\n\nif image_data:\n image_base64 = image_data[0]\n image_filename = f"edited_image_{int(time.time())}.png"\n with open(image_filename, "wb") as f:\n f.write(base64.b64decode(image_base64))\n print(f"Image saved to {image_filename}")\nelse:\n # If no image is generated, there might be a text response with an explanation\n text_response = [output.text for output in response.output if hasattr(output, \'text\')]\n if text_response:\n print("No image generated. Model response:")\n print("\\n".join(text_response))\n else:\n print("No image data found in response.")\n print("Full response for debugging:")\n print(response)\n'):"\nimport base64\nimport os\nimport time\n\n# Helper function to encode images to base64\ndef encode_image(image_path):\n with open(image_path, \"rb\") as image_file:\n return base64.b64encode(image_file.read()).decode('utf-8')\n\n# Helper function to create a file (simplified for this example)\ndef create_file(image_path):\n # In a real implementation, this would upload the file to OpenAI\n # For this example, we'll just return a placeholder ID\n return f\"file_{os.path.basename(image_path).replace('.', '_')}\"\n\n# The prompt entered by the user\nprompt = \"".concat(v,'"\n\n# Encode images to base64\nbase64_image1 = encode_image("body-lotion.png")\nbase64_image2 = encode_image("soap.png")\n\n# Create file IDs\nfile_id1 = create_file("body-lotion.png")\nfile_id2 = create_file("incense-kit.png")\n\nresponse = client.responses.create(\n model="').concat(w,'",\n input=[\n {\n "role": "user",\n "content": [\n {"type": "input_text", "text": prompt},\n {\n "type": "input_image",\n "image_url": f"data:image/jpeg;base64,{base64_image1}",\n },\n {\n "type": "input_image",\n "image_url": f"data:image/jpeg;base64,{base64_image2}",\n },\n {\n "type": "input_image",\n "file_id": file_id1,\n },\n {\n "type": "input_image",\n "file_id": file_id2,\n }\n ],\n }\n ],\n tools=[{"type": "image_generation"}],\n)\n\n# Process the response\nimage_generation_calls = [\n output\n for output in response.output\n if output.type == "image_generation_call"\n]\n\nimage_data = [output.result for output in image_generation_calls]\n\nif image_data:\n image_base64 = image_data[0]\n image_filename = f"edited_image_{int(time.time())}.png"\n with open(image_filename, "wb") as f:\n f.write(base64.b64decode(image_base64))\n print(f"Image saved to {image_filename}")\nelse:\n # If no image is generated, there might be a text response with an explanation\n text_response = [output.text for output in response.output if hasattr(output, \'text\')]\n if text_response:\n print("No image generated. Model response:")\n print("\\n".join(text_response))\n else:\n print("No image data found in response.")\n print("Full response for debugging:")\n print(response)\n');break;case s.KP.EMBEDDINGS:t='\nresponse = client.embeddings.create(\n input="'.concat(l||"Your string here",'",\n model="').concat(w,'",\n encoding_format="base64" # or "float"\n)\n\nprint(response.data[0].embedding)\n');break;case s.KP.TRANSCRIPTION:t='\n# Open the audio file\naudio_file = open("path/to/your/audio/file.mp3", "rb")\n\n# Make the transcription request\nresponse = client.audio.transcriptions.create(\n model="'.concat(w,'",\n file=audio_file').concat(l?',\n prompt="'.concat(l.replace(/"/g,'\\"'),'"'):"","\n)\n\nprint(response.text)\n");break;case s.KP.SPEECH:t='\n# Make the text-to-speech request\nresponse = client.audio.speech.create(\n model="'.concat(w,'",\n input="').concat(l||"Your text to convert to speech here",'",\n voice="').concat(p,'" # Options: alloy, ash, ballad, coral, echo, fable, nova, onyx, sage, shimmer\n)\n\n# Save the audio to a file\noutput_filename = "output_speech.mp3"\nresponse.stream_to_file(output_filename)\nprint(f"Audio saved to {output_filename}")\n\n# Optional: Customize response format and speed\n# response = client.audio.speech.create(\n# model="').concat(w,'",\n# input="').concat(l||"Your text to convert to speech here",'",\n# voice="alloy",\n# response_format="mp3", # Options: mp3, opus, aac, flac, wav, pcm\n# speed=1.0 # Range: 0.25 to 4.0\n# )\n# response.stream_to_file("output_speech.mp3")\n');break;default:t="\n# Code generation for this endpoint is not implemented yet."}return"".concat(A,"\n").concat(t)}},8443:function(e,t,n){var s,a,r,l;n.d(t,{KP:function(){return a},vf:function(){return 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c.json();return console.log(l),l}catch(e){throw console.error("Failed to fetch spend data:",e),e}},eQ=async e=>{try{let t=u?"".concat(u,"/global/spend/models?limit=5"):"/global/spend/models?limit=5",o=await fetch(t,{method:"GET",headers:{[_]:"Bearer ".concat(e),"Content-Type":"application/json"}});if(!o.ok){let e=await o.json(),t=o6(e);throw y(t),Error(t)}let a=await o.json();return console.log(a),a}catch(e){throw console.error("Failed to create key:",e),e}},eK=async(e,t)=>{try{let o=u?"".concat(u,"/v2/key/info"):"/v2/key/info",a=await fetch(o,{method:"POST",headers:{[_]:"Bearer ".concat(e),"Content-Type":"application/json"},body:JSON.stringify({keys:t})});if(!a.ok){let e=await a.text();if(e.includes("Invalid proxy server token passed"))throw Error("Invalid proxy server token passed");throw y(e),Error("Network response was not ok")}let r=await a.json();return console.log(r),r}catch(e){throw console.error("Failed to create key:",e),e}},e$=async(e,t,o,a)=>{try{console.log("Sending model 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d=u?"".concat(u,"/key/list"):"/key/list";console.log("in keyListCall");let h=new URLSearchParams;o&&h.append("team_id",o.toString()),t&&h.append("organization_id",t.toString()),a&&h.append("key_alias",a),n&&h.append("key_hash",n),r&&h.append("user_id",r.toString()),c&&h.append("page",c.toString()),l&&h.append("size",l.toString()),i&&h.append("sort_by",i),s&&h.append("sort_order",s),h.append("return_full_object","true"),h.append("include_team_keys","true"),h.append("include_created_by_keys","true");let p=h.toString();p&&(d+="?".concat(p));let g=await fetch(d,{method:"GET",headers:{[_]:"Bearer ".concat(e),"Content-Type":"application/json"}});if(!g.ok){let e=await g.json(),t=o6(e);throw y(t),Error(t)}let f=await g.json();return console.log("/team/list API Response:",f),f}catch(e){throw console.error("Failed to create key:",e),e}},e1=async e=>{try{let t=u?"".concat(u,"/key/aliases"):"/key/aliases";console.log("in keyAliasesCall");let o=await fetch(t,{method:"GET",headers:{[_]:"Bearer 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console.log(c),c}catch(e){throw console.error("Failed to create key:",e),e}},e2=async e=>{try{let t=u?"".concat(u,"/user/get_requests"):"/user/get_requests";console.log("in userGetRequesedtModelsCall:",t);let o=await fetch(t,{method:"GET",headers:{[_]:"Bearer ".concat(e),"Content-Type":"application/json"}});if(!o.ok){let e=await o.json(),t=o6(e);throw y(t),Error(t)}let a=await o.json();return console.log(a),a}catch(e){throw console.error("Failed to get requested models:",e),e}},e5=async(e,t,o)=>{try{let a=u?"".concat(u,"/user/daily/activity/aggregated"):"/user/daily/activity/aggregated",r=new URLSearchParams,n=e=>{let t=e.getFullYear(),o=String(e.getMonth()+1).padStart(2,"0"),a=String(e.getDate()).padStart(2,"0");return"".concat(t,"-").concat(o,"-").concat(a)};r.append("start_date",n(t)),r.append("end_date",n(o));let c=r.toString();c&&(a+="?".concat(c));let l=await fetch(a,{method:"GET",headers:{[_]:"Bearer ".concat(e),"Content-Type":"application/json"}});if(!l.ok){let e=await 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n=t.content.at(-1);switch(e.delta.type){case"text_delta":"text"===n.type&&this._emit("text",e.delta.text,n.text||"");break;case"citations_delta":"text"===n.type&&this._emit("citation",e.delta.citation,n.citations??[]);break;case"input_json_delta":tM(n)&&n.input&&this._emit("inputJson",e.delta.partial_json,n.input);break;case"thinking_delta":"thinking"===n.type&&this._emit("thinking",e.delta.thinking,n.thinking);break;case"signature_delta":"thinking"===n.type&&this._emit("signature",n.signature);break;default:e.delta}break}case"message_stop":this._addMessageParam(t),this._addMessage(t,!0);break;case"content_block_stop":this._emit("contentBlock",t.content.at(-1));break;case"message_start":et(this,l,t,"f")}},C=function(){if(this.ended)throw new ei("stream has ended, this shouldn't happen");let e=en(this,l,"f");if(!e)throw new ei("request ended without sending any chunks");return et(this,l,void 0,"f"),e},R=function(e){let t=en(this,l,"f");if("message_start"===e.type){if(t)throw new ei(`Unexpected event order, got ${e.type} before receiving "message_stop"`);return e.message}if(!t)throw new ei(`Unexpected event order, got ${e.type} before "message_start"`);switch(e.type){case"message_stop":case"content_block_stop":return t;case"message_delta":return t.container=e.delta.container,t.stop_reason=e.delta.stop_reason,t.stop_sequence=e.delta.stop_sequence,t.usage.output_tokens=e.usage.output_tokens,null!=e.usage.input_tokens&&(t.usage.input_tokens=e.usage.input_tokens),null!=e.usage.cache_creation_input_tokens&&(t.usage.cache_creation_input_tokens=e.usage.cache_creation_input_tokens),null!=e.usage.cache_read_input_tokens&&(t.usage.cache_read_input_tokens=e.usage.cache_read_input_tokens),null!=e.usage.server_tool_use&&(t.usage.server_tool_use=e.usage.server_tool_use),t;case"content_block_start":return t.content.push(e.content_block),t;case"content_block_delta":{let n=t.content.at(e.index);switch(e.delta.type){case"text_delta":n?.type==="text"&&(n.text+=e.delta.text);break;case"citations_delta":n?.type==="text"&&(n.citations??(n.citations=[]),n.citations.push(e.delta.citation));break;case"input_json_delta":if(n&&tM(n)){let t=n[tx]||"";if(Object.defineProperty(n,tx,{value:t+=e.delta.partial_json,enumerable:!1,writable:!0}),t)try{n.input=tS(t)}catch(n){let e=new ei(`Unable to parse tool parameter JSON from model. 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JSON: ${t}`);en(this,x,"f").call(this,e)}}break;case"thinking_delta":n?.type==="thinking"&&(n.thinking+=e.delta.thinking);break;case"signature_delta":n?.type==="thinking"&&(n.signature=e.delta.signature);break;default:e.delta}return t}}},Symbol.asyncIterator)](){let e=[],t=[],n=!1;return this.on("streamEvent",n=>{let r=t.shift();r?r.resolve(n):e.push(n)}),this.on("end",()=>{for(let e of(n=!0,t))e.resolve(void 0);t.length=0}),this.on("abort",e=>{for(let r of(n=!0,t))r.reject(e);t.length=0}),this.on("error",e=>{for(let r of(n=!0,t))r.reject(e);t.length=0}),{next:async()=>e.length?{value:e.shift(),done:!1}:n?{value:void 0,done:!0}:new Promise((e,n)=>t.push({resolve:e,reject:n})).then(e=>e?{value:e,done:!1}:{value:void 0,done:!0}),return:async()=>(this.abort(),{value:void 0,done:!0})}}toReadableStream(){return new eV(this[Symbol.asyncIterator].bind(this),this.controller).toReadableStream()}}let tC={"claude-opus-4-20250514":8192,"claude-opus-4-0":8192,"claude-4-opus-20250514":8192,"anthropic.claude-opus-4-20250514-v1:0":8192,"claude-opus-4@20250514":8192},tR={"claude-1.3":"November 6th, 2024","claude-1.3-100k":"November 6th, 2024","claude-instant-1.1":"November 6th, 2024","claude-instant-1.1-100k":"November 6th, 2024","claude-instant-1.2":"November 6th, 2024","claude-3-sonnet-20240229":"July 21st, 2025","claude-2.1":"July 21st, 2025","claude-2.0":"July 21st, 2025"};class tP extends tc{constructor(){super(...arguments),this.batches=new tv(this._client)}create(e,t){let{betas:n,...r}=e;r.model in tR&&console.warn(`The model '${r.model}' is deprecated and will reach end-of-life on ${tR[r.model]} -Please migrate to a newer model. Visit https://docs.anthropic.com/en/docs/resources/model-deprecations for more information.`);let a=this._client._options.timeout;if(!r.stream&&null==a){let e=tC[r.model]??void 0;a=this._client.calculateNonstreamingTimeout(r.max_tokens,e)}return this._client.post("/v1/messages?beta=true",{body:r,timeout:a??6e5,...t,headers:th([{...n?.toString()!=null?{"anthropic-beta":n?.toString()}:void 0},t?.headers]),stream:e.stream??!1})}stream(e,t){return tE.createMessage(this,e,t)}countTokens(e,t){let{betas:n,...r}=e;return this._client.post("/v1/messages/count_tokens?beta=true",{body:r,...t,headers:th([{"anthropic-beta":[...n??[],"token-counting-2024-11-01"].toString()},t?.headers])})}}tP.Batches=tv;class tO extends tc{constructor(){super(...arguments),this.models=new tm(this._client),this.messages=new tP(this._client),this.files=new tg(this._client)}}tO.Models=tm,tO.Messages=tP,tO.Files=tg;class tj extends tc{create(e,t){let{betas:n,...r}=e;return this._client.post("/v1/complete",{body:r,timeout:this._client._options.timeout??6e5,...t,headers:th([{...n?.toString()!=null?{"anthropic-beta":n?.toString()}:void 0},t?.headers]),stream:e.stream??!1})}}let tI="__json_buf";function tA(e){return"tool_use"===e.type||"server_tool_use"===e.type}class tL{constructor(){P.add(this),this.messages=[],this.receivedMessages=[],O.set(this,void 0),this.controller=new AbortController,j.set(this,void 0),I.set(this,()=>{}),A.set(this,()=>{}),L.set(this,void 0),T.set(this,()=>{}),Z.set(this,()=>{}),N.set(this,{}),$.set(this,!1),q.set(this,!1),D.set(this,!1),z.set(this,!1),B.set(this,void 0),H.set(this,void 0),F.set(this,e=>{if(et(this,q,!0,"f"),ea(e)&&(e=new el),e instanceof el)return et(this,D,!0,"f"),this._emit("abort",e);if(e instanceof ei)return this._emit("error",e);if(e instanceof Error){let t=new ei(e.message);return t.cause=e,this._emit("error",t)}return this._emit("error",new ei(String(e)))}),et(this,j,new Promise((e,t)=>{et(this,I,e,"f"),et(this,A,t,"f")}),"f"),et(this,L,new Promise((e,t)=>{et(this,T,e,"f"),et(this,Z,t,"f")}),"f"),en(this,j,"f").catch(()=>{}),en(this,L,"f").catch(()=>{})}get response(){return en(this,B,"f")}get request_id(){return en(this,H,"f")}async withResponse(){let e=await en(this,j,"f");if(!e)throw Error("Could not resolve a `Response` object");return{data:this,response:e,request_id:e.headers.get("request-id")}}static fromReadableStream(e){let t=new tL;return t._run(()=>t._fromReadableStream(e)),t}static createMessage(e,t,n){let r=new tL;for(let e of t.messages)r._addMessageParam(e);return r._run(()=>r._createMessage(e,{...t,stream:!0},{...n,headers:{...n?.headers,"X-Stainless-Helper-Method":"stream"}})),r}_run(e){e().then(()=>{this._emitFinal(),this._emit("end")},en(this,F,"f"))}_addMessageParam(e){this.messages.push(e)}_addMessage(e,t=!0){this.receivedMessages.push(e),t&&this._emit("message",e)}async _createMessage(e,t,n){let r=n?.signal;r&&(r.aborted&&this.controller.abort(),r.addEventListener("abort",()=>this.controller.abort())),en(this,P,"m",V).call(this);let{response:a,data:s}=await e.create({...t,stream:!0},{...n,signal:this.controller.signal}).withResponse();for await(let e of(this._connected(a),s))en(this,P,"m",X).call(this,e);if(s.controller.signal?.aborted)throw new el;en(this,P,"m",J).call(this)}_connected(e){this.ended||(et(this,B,e,"f"),et(this,H,e?.headers.get("request-id"),"f"),en(this,I,"f").call(this,e),this._emit("connect"))}get ended(){return en(this,$,"f")}get errored(){return en(this,q,"f")}get aborted(){return en(this,D,"f")}abort(){this.controller.abort()}on(e,t){return(en(this,N,"f")[e]||(en(this,N,"f")[e]=[])).push({listener:t}),this}off(e,t){let n=en(this,N,"f")[e];if(!n)return this;let r=n.findIndex(e=>e.listener===t);return r>=0&&n.splice(r,1),this}once(e,t){return(en(this,N,"f")[e]||(en(this,N,"f")[e]=[])).push({listener:t,once:!0}),this}emitted(e){return new Promise((t,n)=>{et(this,z,!0,"f"),"error"!==e&&this.once("error",n),this.once(e,t)})}async done(){et(this,z,!0,"f"),await en(this,L,"f")}get currentMessage(){return en(this,O,"f")}async finalMessage(){return await this.done(),en(this,P,"m",U).call(this)}async finalText(){return await this.done(),en(this,P,"m",W).call(this)}_emit(e,...t){if(en(this,$,"f"))return;"end"===e&&(et(this,$,!0,"f"),en(this,T,"f").call(this));let n=en(this,N,"f")[e];if(n&&(en(this,N,"f")[e]=n.filter(e=>!e.once),n.forEach(({listener:e})=>e(...t))),"abort"===e){let e=t[0];en(this,z,"f")||n?.length||Promise.reject(e),en(this,A,"f").call(this,e),en(this,Z,"f").call(this,e),this._emit("end");return}if("error"===e){let e=t[0];en(this,z,"f")||n?.length||Promise.reject(e),en(this,A,"f").call(this,e),en(this,Z,"f").call(this,e),this._emit("end")}}_emitFinal(){this.receivedMessages.at(-1)&&this._emit("finalMessage",en(this,P,"m",U).call(this))}async _fromReadableStream(e,t){let n=t?.signal;n&&(n.aborted&&this.controller.abort(),n.addEventListener("abort",()=>this.controller.abort())),en(this,P,"m",V).call(this),this._connected(null);let r=eV.fromReadableStream(e,this.controller);for await(let e of r)en(this,P,"m",X).call(this,e);if(r.controller.signal?.aborted)throw new el;en(this,P,"m",J).call(this)}[(O=new WeakMap,j=new WeakMap,I=new WeakMap,A=new WeakMap,L=new WeakMap,T=new WeakMap,Z=new WeakMap,N=new WeakMap,$=new WeakMap,q=new WeakMap,D=new WeakMap,z=new WeakMap,B=new WeakMap,H=new WeakMap,F=new WeakMap,P=new WeakSet,U=function(){if(0===this.receivedMessages.length)throw new ei("stream ended without producing a Message with role=assistant");return this.receivedMessages.at(-1)},W=function(){if(0===this.receivedMessages.length)throw new ei("stream ended without producing a Message with role=assistant");let e=this.receivedMessages.at(-1).content.filter(e=>"text"===e.type).map(e=>e.text);if(0===e.length)throw new ei("stream ended without producing a content block with type=text");return e.join(" ")},V=function(){this.ended||et(this,O,void 0,"f")},X=function(e){if(this.ended)return;let t=en(this,P,"m",G).call(this,e);switch(this._emit("streamEvent",e,t),e.type){case"content_block_delta":{let n=t.content.at(-1);switch(e.delta.type){case"text_delta":"text"===n.type&&this._emit("text",e.delta.text,n.text||"");break;case"citations_delta":"text"===n.type&&this._emit("citation",e.delta.citation,n.citations??[]);break;case"input_json_delta":tA(n)&&n.input&&this._emit("inputJson",e.delta.partial_json,n.input);break;case"thinking_delta":"thinking"===n.type&&this._emit("thinking",e.delta.thinking,n.thinking);break;case"signature_delta":"thinking"===n.type&&this._emit("signature",n.signature);break;default:e.delta}break}case"message_stop":this._addMessageParam(t),this._addMessage(t,!0);break;case"content_block_stop":this._emit("contentBlock",t.content.at(-1));break;case"message_start":et(this,O,t,"f")}},J=function(){if(this.ended)throw new ei("stream has ended, this shouldn't happen");let e=en(this,O,"f");if(!e)throw new ei("request ended without sending any chunks");return et(this,O,void 0,"f"),e},G=function(e){let t=en(this,O,"f");if("message_start"===e.type){if(t)throw new ei(`Unexpected event order, got ${e.type} before receiving "message_stop"`);return e.message}if(!t)throw new ei(`Unexpected event order, got ${e.type} before "message_start"`);switch(e.type){case"message_stop":case"content_block_stop":return t;case"message_delta":return t.stop_reason=e.delta.stop_reason,t.stop_sequence=e.delta.stop_sequence,t.usage.output_tokens=e.usage.output_tokens,null!=e.usage.input_tokens&&(t.usage.input_tokens=e.usage.input_tokens),null!=e.usage.cache_creation_input_tokens&&(t.usage.cache_creation_input_tokens=e.usage.cache_creation_input_tokens),null!=e.usage.cache_read_input_tokens&&(t.usage.cache_read_input_tokens=e.usage.cache_read_input_tokens),null!=e.usage.server_tool_use&&(t.usage.server_tool_use=e.usage.server_tool_use),t;case"content_block_start":return t.content.push(e.content_block),t;case"content_block_delta":{let n=t.content.at(e.index);switch(e.delta.type){case"text_delta":n?.type==="text"&&(n.text+=e.delta.text);break;case"citations_delta":n?.type==="text"&&(n.citations??(n.citations=[]),n.citations.push(e.delta.citation));break;case"input_json_delta":if(n&&tA(n)){let t=n[tI]||"";Object.defineProperty(n,tI,{value:t+=e.delta.partial_json,enumerable:!1,writable:!0}),t&&(n.input=tS(t))}break;case"thinking_delta":n?.type==="thinking"&&(n.thinking+=e.delta.thinking);break;case"signature_delta":n?.type==="thinking"&&(n.signature=e.delta.signature);break;default:e.delta}return t}}},Symbol.asyncIterator)](){let e=[],t=[],n=!1;return this.on("streamEvent",n=>{let r=t.shift();r?r.resolve(n):e.push(n)}),this.on("end",()=>{for(let e of(n=!0,t))e.resolve(void 0);t.length=0}),this.on("abort",e=>{for(let r of(n=!0,t))r.reject(e);t.length=0}),this.on("error",e=>{for(let r of(n=!0,t))r.reject(e);t.length=0}),{next:async()=>e.length?{value:e.shift(),done:!1}:n?{value:void 0,done:!0}:new Promise((e,n)=>t.push({resolve:e,reject:n})).then(e=>e?{value:e,done:!1}:{value:void 0,done:!0}),return:async()=>(this.abort(),{value:void 0,done:!0})}}toReadableStream(){return new eV(this[Symbol.asyncIterator].bind(this),this.controller).toReadableStream()}}class tT extends tc{create(e,t){return this._client.post("/v1/messages/batches",{body:e,...t})}retrieve(e,t){return this._client.get(tp`/v1/messages/batches/${e}`,t)}list(e={},t){return this._client.getAPIList("/v1/messages/batches",e2,{query:e,...t})}delete(e,t){return this._client.delete(tp`/v1/messages/batches/${e}`,t)}cancel(e,t){return this._client.post(tp`/v1/messages/batches/${e}/cancel`,t)}async results(e,t){let n=await this.retrieve(e);if(!n.results_url)throw new ei(`No batch \`results_url\`; Has it finished processing? ${n.processing_status} - ${n.id}`);return this._client.get(n.results_url,{...t,headers:th([{Accept:"application/binary"},t?.headers]),stream:!0,__binaryResponse:!0})._thenUnwrap((e,t)=>tb.fromResponse(t.response,t.controller))}}class tZ extends tc{constructor(){super(...arguments),this.batches=new tT(this._client)}create(e,t){e.model in tN&&console.warn(`The model '${e.model}' is deprecated and will reach end-of-life on ${tN[e.model]} -Please migrate to a newer model. Visit https://docs.anthropic.com/en/docs/resources/model-deprecations for more information.`);let n=this._client._options.timeout;if(!e.stream&&null==n){let t=tC[e.model]??void 0;n=this._client.calculateNonstreamingTimeout(e.max_tokens,t)}return this._client.post("/v1/messages",{body:e,timeout:n??6e5,...t,stream:e.stream??!1})}stream(e,t){return tL.createMessage(this,e,t)}countTokens(e,t){return this._client.post("/v1/messages/count_tokens",{body:e,...t})}}let tN={"claude-1.3":"November 6th, 2024","claude-1.3-100k":"November 6th, 2024","claude-instant-1.1":"November 6th, 2024","claude-instant-1.1-100k":"November 6th, 2024","claude-instant-1.2":"November 6th, 2024","claude-3-sonnet-20240229":"July 21st, 2025","claude-2.1":"July 21st, 2025","claude-2.0":"July 21st, 2025"};tZ.Batches=tT;class t$ extends tc{retrieve(e,t={},n){let{betas:r}=t??{};return this._client.get(tp`/v1/models/${e}`,{...n,headers:th([{...r?.toString()!=null?{"anthropic-beta":r?.toString()}:void 0},n?.headers])})}list(e={},t){let{betas:n,...r}=e??{};return this._client.getAPIList("/v1/models",e2,{query:r,...t,headers:th([{...n?.toString()!=null?{"anthropic-beta":n?.toString()}:void 0},t?.headers])})}}let tq=e=>void 0!==globalThis.process?globalThis.process.env?.[e]?.trim()??void 0:void 0!==globalThis.Deno?globalThis.Deno.env?.get?.(e)?.trim():void 0;class tD{constructor({baseURL:e=tq("ANTHROPIC_BASE_URL"),apiKey:t=tq("ANTHROPIC_API_KEY")??null,authToken:n=tq("ANTHROPIC_AUTH_TOKEN")??null,...r}={}){K.set(this,void 0);let a={apiKey:t,authToken:n,...r,baseURL:e||"https://api.anthropic.com"};if(!a.dangerouslyAllowBrowser&&eL())throw new ei("It looks like you're running in a browser-like environment.\n\nThis is disabled by default, as it risks exposing your secret API credentials to attackers.\nIf you understand the risks and have appropriate mitigations in place,\nyou can set the `dangerouslyAllowBrowser` option to `true`, e.g.,\n\nnew Anthropic({ apiKey, dangerouslyAllowBrowser: true });\n");this.baseURL=a.baseURL,this.timeout=a.timeout??tz.DEFAULT_TIMEOUT,this.logger=a.logger??console;let s="warn";this.logLevel=s,this.logLevel=eE(a.logLevel,"ClientOptions.logLevel",this)??eE(tq("ANTHROPIC_LOG"),"process.env['ANTHROPIC_LOG']",this)??s,this.fetchOptions=a.fetchOptions,this.maxRetries=a.maxRetries??2,this.fetch=a.fetch??function(){if("undefined"!=typeof fetch)return fetch;throw Error("`fetch` is not defined as a global; Either pass `fetch` to the client, `new Anthropic({ fetch })` or polyfill the global, `globalThis.fetch = fetch`")}(),et(this,K,eH,"f"),this._options=a,this.apiKey=t,this.authToken=n}withOptions(e){return new this.constructor({...this._options,baseURL:this.baseURL,maxRetries:this.maxRetries,timeout:this.timeout,logger:this.logger,logLevel:this.logLevel,fetchOptions:this.fetchOptions,apiKey:this.apiKey,authToken:this.authToken,...e})}defaultQuery(){return this._options.defaultQuery}validateHeaders({values:e,nulls:t}){if(!(this.apiKey&&e.get("x-api-key")||t.has("x-api-key")||this.authToken&&e.get("authorization")||t.has("authorization")))throw Error('Could not resolve authentication method. Expected either apiKey or authToken to be set. Or for one of the "X-Api-Key" or "Authorization" headers to be explicitly omitted')}authHeaders(e){return th([this.apiKeyAuth(e),this.bearerAuth(e)])}apiKeyAuth(e){if(null!=this.apiKey)return th([{"X-Api-Key":this.apiKey}])}bearerAuth(e){if(null!=this.authToken)return th([{Authorization:`Bearer ${this.authToken}`}])}stringifyQuery(e){return Object.entries(e).filter(([e,t])=>void 0!==t).map(([e,t])=>{if("string"==typeof t||"number"==typeof t||"boolean"==typeof t)return`${encodeURIComponent(e)}=${encodeURIComponent(t)}`;if(null===t)return`${encodeURIComponent(e)}=`;throw new ei(`Cannot stringify type ${typeof t}; Expected string, number, boolean, or null. 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encode_image("soap.png")\n\n# Create file IDs\nfile_id1 = create_file("body-lotion.png")\nfile_id2 = create_file("incense-kit.png")\n\nresponse = client.responses.create(\n model="').concat(w,'",\n input=[\n {\n "role": "user",\n "content": [\n {"type": "input_text", "text": prompt},\n {\n "type": "input_image",\n "image_url": f"data:image/jpeg;base64,{base64_image1}",\n },\n {\n "type": "input_image",\n "image_url": f"data:image/jpeg;base64,{base64_image2}",\n },\n {\n "type": "input_image",\n "file_id": file_id1,\n },\n {\n "type": "input_image",\n "file_id": file_id2,\n }\n ],\n }\n ],\n tools=[{"type": "image_generation"}],\n)\n\n# Process the response\nimage_generation_calls = [\n output\n for output in response.output\n if output.type == "image_generation_call"\n]\n\nimage_data = [output.result for output in image_generation_calls]\n\nif image_data:\n image_base64 = image_data[0]\n image_filename = f"edited_image_{int(time.time())}.png"\n with open(image_filename, "wb") as f:\n f.write(base64.b64decode(image_base64))\n print(f"Image saved to {image_filename}")\nelse:\n # If no image is generated, there might be a text response with an explanation\n text_response = [output.text for output in response.output if hasattr(output, \'text\')]\n if text_response:\n print("No image generated. Model response:")\n print("\\n".join(text_response))\n else:\n print("No image data found in response.")\n print("Full response for debugging:")\n print(response)\n');break;case a.KP.IMAGE_EDITS:n="azure"===_?'\nimport base64\nimport os\nimport time\nimport json\nfrom PIL import Image\nimport requests\n\n# Helper function to encode images to base64\ndef encode_image(image_path):\n with open(image_path, "rb") as image_file:\n return base64.b64encode(image_file.read()).decode(\'utf-8\')\n\n# The prompt entered by the user\nprompt = "'.concat(E,'"\n\n# Encode images to base64\nbase64_image1 = encode_image("body-lotion.png")\nbase64_image2 = encode_image("soap.png")\n\n# Create file IDs\nfile_id1 = create_file("body-lotion.png")\nfile_id2 = create_file("incense-kit.png")\n\nresponse = client.responses.create(\n model="').concat(w,'",\n input=[\n {\n "role": "user",\n "content": [\n {"type": "input_text", "text": prompt},\n {\n "type": "input_image",\n "image_url": f"data:image/jpeg;base64,{base64_image1}",\n },\n {\n "type": "input_image",\n "image_url": f"data:image/jpeg;base64,{base64_image2}",\n },\n {\n "type": "input_image",\n "file_id": file_id1,\n },\n {\n "type": "input_image",\n "file_id": file_id2,\n }\n ],\n }\n ],\n tools=[{"type": "image_generation"}],\n)\n\n# Process the response\nimage_generation_calls = [\n output\n for output in response.output\n if output.type == "image_generation_call"\n]\n\nimage_data = [output.result for output in image_generation_calls]\n\nif image_data:\n image_base64 = image_data[0]\n image_filename = f"edited_image_{int(time.time())}.png"\n with open(image_filename, "wb") as f:\n f.write(base64.b64decode(image_base64))\n print(f"Image saved to {image_filename}")\nelse:\n # If no image is generated, there might be a text response with an explanation\n text_response = [output.text for output in response.output if hasattr(output, \'text\')]\n if text_response:\n print("No image generated. Model response:")\n print("\\n".join(text_response))\n else:\n print("No image data found in response.")\n print("Full response for debugging:")\n print(response)\n'):"\nimport base64\nimport os\nimport time\n\n# Helper function to encode images to base64\ndef encode_image(image_path):\n with open(image_path, \"rb\") as image_file:\n return base64.b64encode(image_file.read()).decode('utf-8')\n\n# Helper function to create a file (simplified for this example)\ndef create_file(image_path):\n # In a real implementation, this would upload the file to OpenAI\n # For this example, we'll just return a placeholder ID\n return f\"file_{os.path.basename(image_path).replace('.', '_')}\"\n\n# The prompt entered by the user\nprompt = \"".concat(E,'"\n\n# Encode images to base64\nbase64_image1 = encode_image("body-lotion.png")\nbase64_image2 = encode_image("soap.png")\n\n# Create file IDs\nfile_id1 = create_file("body-lotion.png")\nfile_id2 = create_file("incense-kit.png")\n\nresponse = client.responses.create(\n model="').concat(w,'",\n input=[\n {\n "role": "user",\n "content": [\n {"type": "input_text", "text": prompt},\n {\n "type": "input_image",\n "image_url": f"data:image/jpeg;base64,{base64_image1}",\n },\n {\n "type": "input_image",\n "image_url": f"data:image/jpeg;base64,{base64_image2}",\n },\n {\n "type": "input_image",\n "file_id": file_id1,\n },\n {\n "type": "input_image",\n "file_id": file_id2,\n }\n ],\n }\n ],\n tools=[{"type": "image_generation"}],\n)\n\n# Process the response\nimage_generation_calls = [\n output\n for output in response.output\n if output.type == "image_generation_call"\n]\n\nimage_data = [output.result for output in image_generation_calls]\n\nif image_data:\n image_base64 = image_data[0]\n image_filename = f"edited_image_{int(time.time())}.png"\n with open(image_filename, "wb") as f:\n f.write(base64.b64decode(image_base64))\n print(f"Image saved to {image_filename}")\nelse:\n # If no image is generated, there might be a text response with an explanation\n text_response = [output.text for output in response.output if hasattr(output, \'text\')]\n if text_response:\n print("No image generated. Model response:")\n print("\\n".join(text_response))\n else:\n print("No image data found in response.")\n print("Full response for debugging:")\n print(response)\n');break;case a.KP.EMBEDDINGS:n='\nresponse = client.embeddings.create(\n input="'.concat(r||"Your string here",'",\n model="').concat(w,'",\n encoding_format="base64" # or "float"\n)\n\nprint(response.data[0].embedding)\n');break;case a.KP.TRANSCRIPTION:n='\n# Open the audio file\naudio_file = open("path/to/your/audio/file.mp3", "rb")\n\n# Make the transcription request\nresponse = client.audio.transcriptions.create(\n model="'.concat(w,'",\n file=audio_file').concat(r?',\n prompt="'.concat(r.replace(/"/g,'\\"'),'"'):"","\n)\n\nprint(response.text)\n");break;case a.KP.SPEECH:n='\n# Make the text-to-speech request\nresponse = client.audio.speech.create(\n model="'.concat(w,'",\n input="').concat(r||"Your text to convert to speech here",'",\n voice="').concat(c,'" # Options: alloy, ash, ballad, coral, echo, fable, nova, onyx, sage, shimmer\n)\n\n# Save the audio to a file\noutput_filename = "output_speech.mp3"\nresponse.stream_to_file(output_filename)\nprint(f"Audio saved to {output_filename}")\n\n# Optional: Customize response format and speed\n# response = client.audio.speech.create(\n# model="').concat(w,'",\n# input="').concat(r||"Your text to convert to speech here",'",\n# voice="alloy",\n# response_format="mp3", # Options: mp3, opus, aac, flac, wav, pcm\n# speed=1.0 # Range: 0.25 to 4.0\n# )\n# response.stream_to_file("output_speech.mp3")\n');break;default:n="\n# Code generation for this endpoint is not implemented yet."}return"".concat(S,"\n").concat(n)}},8443:function(e,n,t){"use strict";var a,i,o,r;t.d(n,{KP:function(){return i},vf:function(){return 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api_key="'.concat(h||"YOUR_LITELLM_API_KEY",'",\n azure_endpoint="').concat(b,'",\n api_version="2024-02-01"\n)'):'import openai\n\nclient = openai.OpenAI(\n api_key="'.concat(h||"YOUR_LITELLM_API_KEY",'",\n base_url="').concat(b,'"\n)');switch(d){case a.KP.CHAT:{let e=Object.keys(w).length>0,t="";if(e){let e=JSON.stringify({metadata:w},null,2).split("\n").map(e=>" ".repeat(4)+e).join("\n").trim();t=",\n extra_body=".concat(e)}let a=E.length>0?E:[{role:"user",content:v}];n='\nimport base64\n\n# Helper function to encode images to base64\ndef encode_image(image_path):\n with open(image_path, "rb") as image_file:\n return base64.b64encode(image_file.read()).decode(\'utf-8\')\n\n# Example with text only\nresponse = client.chat.completions.create(\n model="'.concat(x,'",\n messages=').concat(JSON.stringify(a,null,4)).concat(t,'\n)\n\nprint(response)\n\n# Example with image or PDF (uncomment and provide file path to use)\n# base64_file = encode_image("path/to/your/file.jpg") # or .pdf\n# response_with_file = client.chat.completions.create(\n# model="').concat(x,'",\n# messages=[\n# {\n# "role": "user",\n# "content": [\n# {\n# "type": "text",\n# "text": "').concat(I,'"\n# },\n# {\n# "type": "image_url",\n# "image_url": {\n# "url": f"data:image/jpeg;base64,{base64_file}" # or data:application/pdf;base64,{base64_file}\n# }\n# }\n# ]\n# }\n# ]').concat(t,"\n# )\n# print(response_with_file)\n");break}case a.KP.RESPONSES:{let e=Object.keys(w).length>0,t="";if(e){let e=JSON.stringify({metadata:w},null,2).split("\n").map(e=>" ".repeat(4)+e).join("\n").trim();t=",\n extra_body=".concat(e)}let a=E.length>0?E:[{role:"user",content:v}];n='\nimport base64\n\n# Helper function to encode images to base64\ndef encode_image(image_path):\n with open(image_path, "rb") as image_file:\n return base64.b64encode(image_file.read()).decode(\'utf-8\')\n\n# Example with text only\nresponse = client.responses.create(\n model="'.concat(x,'",\n input=').concat(JSON.stringify(a,null,4)).concat(t,'\n)\n\nprint(response.output_text)\n\n# Example with image or PDF (uncomment and provide file path to use)\n# base64_file = encode_image("path/to/your/file.jpg") # or .pdf\n# response_with_file = client.responses.create(\n# model="').concat(x,'",\n# input=[\n# {\n# "role": "user",\n# "content": [\n# {"type": "input_text", "text": "').concat(I,'"},\n# {\n# "type": "input_image",\n# "image_url": f"data:image/jpeg;base64,{base64_file}", # or data:application/pdf;base64,{base64_file}\n# },\n# ],\n# }\n# ]').concat(t,"\n# )\n# print(response_with_file.output_text)\n");break}case a.KP.IMAGE:n="azure"===_?"\n# NOTE: The Azure SDK does not have a direct equivalent to the multi-modal 'responses.create' method shown for OpenAI.\n# This snippet uses 'client.images.generate' and will create a new image based on your prompt.\n# It does not use the uploaded image, as 'client.images.generate' does not support image inputs in this context.\nimport os\nimport requests\nimport json\nimport time\nfrom PIL import Image\n\nresult = client.images.generate(\n model=\"".concat(x,'",\n prompt="').concat(r,'",\n n=1\n)\n\njson_response = json.loads(result.model_dump_json())\n\n# Set the directory for the stored image\nimage_dir = os.path.join(os.curdir, \'images\')\n\n# If the directory doesn\'t exist, create it\nif not os.path.isdir(image_dir):\n os.mkdir(image_dir)\n\n# Initialize the image path\nimage_filename = f"generated_image_{int(time.time())}.png"\nimage_path = os.path.join(image_dir, image_filename)\n\ntry:\n # Retrieve the generated image\n if json_response.get("data") && len(json_response["data"]) > 0 && json_response["data"][0].get("url"):\n image_url = json_response["data"][0]["url"]\n generated_image = requests.get(image_url).content\n with open(image_path, "wb") as image_file:\n image_file.write(generated_image)\n\n print(f"Image saved to {image_path}")\n # Display the image\n image = Image.open(image_path)\n image.show()\n else:\n print("Could not find image URL in response.")\n print("Full response:", json_response)\nexcept Exception as e:\n print(f"An error occurred: {e}")\n print("Full response:", json_response)\n'):"\nimport base64\nimport os\nimport time\nimport json\nfrom PIL import Image\nimport requests\n\n# Helper function to encode images to base64\ndef encode_image(image_path):\n with open(image_path, \"rb\") as image_file:\n return base64.b64encode(image_file.read()).decode('utf-8')\n\n# Helper function to create a file (simplified for this example)\ndef create_file(image_path):\n # In a real implementation, this would upload the file to OpenAI\n # For this example, we'll just return a placeholder ID\n return f\"file_{os.path.basename(image_path).replace('.', '_')}\"\n\n# The prompt entered by the user\nprompt = \"".concat(I,'"\n\n# Encode images to base64\nbase64_image1 = encode_image("body-lotion.png")\nbase64_image2 = encode_image("soap.png")\n\n# Create file IDs\nfile_id1 = create_file("body-lotion.png")\nfile_id2 = create_file("incense-kit.png")\n\nresponse = client.responses.create(\n model="').concat(x,'",\n input=[\n {\n "role": "user",\n "content": [\n {"type": "input_text", "text": prompt},\n {\n "type": "input_image",\n "image_url": f"data:image/jpeg;base64,{base64_image1}",\n },\n {\n "type": "input_image",\n "image_url": f"data:image/jpeg;base64,{base64_image2}",\n },\n {\n "type": "input_image",\n "file_id": file_id1,\n },\n {\n "type": "input_image",\n "file_id": file_id2,\n }\n ],\n }\n ],\n tools=[{"type": "image_generation"}],\n)\n\n# Process the response\nimage_generation_calls = [\n output\n for output in response.output\n if output.type == "image_generation_call"\n]\n\nimage_data = [output.result for output in image_generation_calls]\n\nif image_data:\n image_base64 = image_data[0]\n image_filename = f"edited_image_{int(time.time())}.png"\n with open(image_filename, "wb") as f:\n f.write(base64.b64decode(image_base64))\n print(f"Image saved to {image_filename}")\nelse:\n # If no image is generated, there might be a text response with an explanation\n text_response = [output.text for output in response.output if hasattr(output, \'text\')]\n if text_response:\n print("No image generated. Model response:")\n print("\\n".join(text_response))\n else:\n print("No image data found in response.")\n print("Full response for debugging:")\n print(response)\n');break;case a.KP.IMAGE_EDITS:n="azure"===_?'\nimport base64\nimport os\nimport time\nimport json\nfrom PIL import Image\nimport requests\n\n# Helper function to encode images to base64\ndef encode_image(image_path):\n with open(image_path, "rb") as image_file:\n return base64.b64encode(image_file.read()).decode(\'utf-8\')\n\n# The prompt entered by the user\nprompt = "'.concat(I,'"\n\n# Encode images to base64\nbase64_image1 = encode_image("body-lotion.png")\nbase64_image2 = encode_image("soap.png")\n\n# Create file IDs\nfile_id1 = create_file("body-lotion.png")\nfile_id2 = create_file("incense-kit.png")\n\nresponse = client.responses.create(\n model="').concat(x,'",\n input=[\n {\n "role": "user",\n "content": [\n {"type": "input_text", "text": prompt},\n {\n "type": "input_image",\n "image_url": f"data:image/jpeg;base64,{base64_image1}",\n },\n {\n "type": "input_image",\n "image_url": f"data:image/jpeg;base64,{base64_image2}",\n },\n {\n "type": "input_image",\n "file_id": file_id1,\n },\n {\n "type": "input_image",\n "file_id": file_id2,\n }\n ],\n }\n ],\n tools=[{"type": "image_generation"}],\n)\n\n# Process the response\nimage_generation_calls = [\n output\n for output in response.output\n if output.type == "image_generation_call"\n]\n\nimage_data = [output.result for output in image_generation_calls]\n\nif image_data:\n image_base64 = image_data[0]\n image_filename = f"edited_image_{int(time.time())}.png"\n with open(image_filename, "wb") as f:\n f.write(base64.b64decode(image_base64))\n print(f"Image saved to {image_filename}")\nelse:\n # If no image is generated, there might be a text response with an explanation\n text_response = [output.text for output in response.output if hasattr(output, \'text\')]\n if text_response:\n print("No image generated. 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extra_body=".concat(e)}let a=x.length>0?x:[{role:"user",content:v}];n='\nimport base64\n\n# Helper function to encode images to base64\ndef encode_image(image_path):\n with open(image_path, "rb") as image_file:\n return base64.b64encode(image_file.read()).decode(\'utf-8\')\n\n# Example with text only\nresponse = client.responses.create(\n model="'.concat(w,'",\n input=').concat(JSON.stringify(a,null,4)).concat(t,'\n)\n\nprint(response.output_text)\n\n# Example with image or PDF (uncomment and provide file path to use)\n# base64_file = encode_image("path/to/your/file.jpg") # or .pdf\n# response_with_file = client.responses.create(\n# model="').concat(w,'",\n# input=[\n# {\n# "role": "user",\n# "content": [\n# {"type": "input_text", "text": "').concat(E,'"},\n# {\n# "type": "input_image",\n# "image_url": f"data:image/jpeg;base64,{base64_file}", # or data:application/pdf;base64,{base64_file}\n# },\n# ],\n# }\n# ]').concat(t,"\n# )\n# print(response_with_file.output_text)\n");break}case a.KP.IMAGE:n="azure"===_?"\n# NOTE: The Azure SDK does not have a direct equivalent to the multi-modal 'responses.create' method shown for OpenAI.\n# This snippet uses 'client.images.generate' and will create a new image based on your prompt.\n# It does not use the uploaded image, as 'client.images.generate' does not support image inputs in this context.\nimport os\nimport requests\nimport json\nimport time\nfrom PIL import Image\n\nresult = client.images.generate(\n model=\"".concat(w,'",\n prompt="').concat(r,'",\n n=1\n)\n\njson_response = json.loads(result.model_dump_json())\n\n# Set the directory for the stored image\nimage_dir = os.path.join(os.curdir, \'images\')\n\n# If the directory doesn\'t exist, create it\nif not os.path.isdir(image_dir):\n os.mkdir(image_dir)\n\n# Initialize the image path\nimage_filename = f"generated_image_{int(time.time())}.png"\nimage_path = os.path.join(image_dir, image_filename)\n\ntry:\n # Retrieve the generated image\n if json_response.get("data") && len(json_response["data"]) > 0 && json_response["data"][0].get("url"):\n image_url = json_response["data"][0]["url"]\n generated_image = requests.get(image_url).content\n with open(image_path, "wb") as image_file:\n image_file.write(generated_image)\n\n print(f"Image saved to {image_path}")\n # Display the image\n image = Image.open(image_path)\n image.show()\n else:\n print("Could not find image URL in response.")\n print("Full response:", json_response)\nexcept Exception as e:\n print(f"An error occurred: {e}")\n print("Full response:", json_response)\n'):"\nimport base64\nimport os\nimport time\nimport json\nfrom PIL import Image\nimport requests\n\n# Helper function to encode images to base64\ndef encode_image(image_path):\n with open(image_path, \"rb\") as image_file:\n return base64.b64encode(image_file.read()).decode('utf-8')\n\n# Helper function to create a file (simplified for this example)\ndef create_file(image_path):\n # In a real implementation, this would upload the file to OpenAI\n # For this example, we'll just return a placeholder ID\n return f\"file_{os.path.basename(image_path).replace('.', '_')}\"\n\n# The prompt entered by the user\nprompt = \"".concat(E,'"\n\n# Encode images to base64\nbase64_image1 = encode_image("body-lotion.png")\nbase64_image2 = encode_image("soap.png")\n\n# Create file IDs\nfile_id1 = create_file("body-lotion.png")\nfile_id2 = create_file("incense-kit.png")\n\nresponse = client.responses.create(\n model="').concat(w,'",\n input=[\n {\n "role": "user",\n "content": [\n {"type": "input_text", "text": prompt},\n {\n "type": "input_image",\n "image_url": f"data:image/jpeg;base64,{base64_image1}",\n },\n {\n "type": "input_image",\n "image_url": f"data:image/jpeg;base64,{base64_image2}",\n },\n {\n "type": "input_image",\n "file_id": file_id1,\n },\n {\n "type": "input_image",\n "file_id": file_id2,\n }\n ],\n }\n ],\n tools=[{"type": "image_generation"}],\n)\n\n# Process the response\nimage_generation_calls = [\n output\n for output in response.output\n if output.type == "image_generation_call"\n]\n\nimage_data = [output.result for output in image_generation_calls]\n\nif image_data:\n image_base64 = image_data[0]\n image_filename = f"edited_image_{int(time.time())}.png"\n with open(image_filename, "wb") as f:\n f.write(base64.b64decode(image_base64))\n print(f"Image saved to {image_filename}")\nelse:\n # If no image is generated, there might be a text response with an explanation\n text_response = [output.text for output in response.output if hasattr(output, \'text\')]\n if text_response:\n print("No image generated. Model response:")\n print("\\n".join(text_response))\n else:\n print("No image data found in response.")\n print("Full response for debugging:")\n print(response)\n');break;case a.KP.IMAGE_EDITS:n="azure"===_?'\nimport base64\nimport os\nimport time\nimport json\nfrom PIL import Image\nimport requests\n\n# Helper function to encode images to base64\ndef encode_image(image_path):\n with open(image_path, "rb") as image_file:\n return base64.b64encode(image_file.read()).decode(\'utf-8\')\n\n# The prompt entered by the user\nprompt = "'.concat(E,'"\n\n# Encode images to base64\nbase64_image1 = encode_image("body-lotion.png")\nbase64_image2 = encode_image("soap.png")\n\n# Create file IDs\nfile_id1 = create_file("body-lotion.png")\nfile_id2 = create_file("incense-kit.png")\n\nresponse = client.responses.create(\n model="').concat(w,'",\n input=[\n {\n "role": "user",\n "content": [\n {"type": "input_text", "text": prompt},\n {\n "type": "input_image",\n "image_url": f"data:image/jpeg;base64,{base64_image1}",\n },\n {\n "type": "input_image",\n "image_url": f"data:image/jpeg;base64,{base64_image2}",\n },\n {\n "type": "input_image",\n "file_id": file_id1,\n },\n {\n "type": "input_image",\n "file_id": file_id2,\n }\n ],\n }\n ],\n tools=[{"type": "image_generation"}],\n)\n\n# Process the response\nimage_generation_calls = [\n output\n for output in response.output\n if output.type == "image_generation_call"\n]\n\nimage_data = [output.result for output in image_generation_calls]\n\nif image_data:\n image_base64 = image_data[0]\n image_filename = f"edited_image_{int(time.time())}.png"\n with open(image_filename, "wb") as f:\n f.write(base64.b64decode(image_base64))\n print(f"Image saved to {image_filename}")\nelse:\n # If no image is generated, there might be a text response with an explanation\n text_response = [output.text for output in response.output if hasattr(output, \'text\')]\n if text_response:\n print("No image generated. 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client.responses.create(\n model="'.concat(w,'",\n input=').concat(JSON.stringify(a,null,4)).concat(t,'\n)\n\nprint(response.output_text)\n\n# Example with image or PDF (uncomment and provide file path to use)\n# base64_file = encode_image("path/to/your/file.jpg") # or .pdf\n# response_with_file = client.responses.create(\n# model="').concat(w,'",\n# input=[\n# {\n# "role": "user",\n# "content": [\n# {"type": "input_text", "text": "').concat(E,'"},\n# {\n# "type": "input_image",\n# "image_url": f"data:image/jpeg;base64,{base64_file}", # or data:application/pdf;base64,{base64_file}\n# },\n# ],\n# }\n# ]').concat(t,"\n# )\n# print(response_with_file.output_text)\n");break}case a.KP.IMAGE:n="azure"===_?"\n# NOTE: The Azure SDK does not have a direct equivalent to the multi-modal 'responses.create' method shown for OpenAI.\n# This snippet uses 'client.images.generate' and will create a new image based on your prompt.\n# It does not use the uploaded image, as 'client.images.generate' does 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Model response:")\n print("\\n".join(text_response))\n else:\n print("No image data found in response.")\n print("Full response for debugging:")\n print(response)\n');break;case a.KP.IMAGE_EDITS:n="azure"===_?'\nimport base64\nimport os\nimport time\nimport json\nfrom PIL import Image\nimport requests\n\n# Helper function to encode images to base64\ndef encode_image(image_path):\n with open(image_path, "rb") as image_file:\n return base64.b64encode(image_file.read()).decode(\'utf-8\')\n\n# The prompt entered by the user\nprompt = "'.concat(E,'"\n\n# Encode images to base64\nbase64_image1 = encode_image("body-lotion.png")\nbase64_image2 = encode_image("soap.png")\n\n# Create file IDs\nfile_id1 = create_file("body-lotion.png")\nfile_id2 = create_file("incense-kit.png")\n\nresponse = client.responses.create(\n model="').concat(w,'",\n input=[\n {\n "role": "user",\n "content": [\n {"type": "input_text", "text": prompt},\n {\n "type": "input_image",\n "image_url": f"data:image/jpeg;base64,{base64_image1}",\n },\n {\n "type": "input_image",\n "image_url": f"data:image/jpeg;base64,{base64_image2}",\n },\n {\n "type": "input_image",\n "file_id": file_id1,\n },\n {\n "type": "input_image",\n "file_id": file_id2,\n }\n ],\n }\n ],\n tools=[{"type": "image_generation"}],\n)\n\n# Process the response\nimage_generation_calls = [\n output\n for output in response.output\n if output.type == "image_generation_call"\n]\n\nimage_data = [output.result for output in image_generation_calls]\n\nif image_data:\n image_base64 = image_data[0]\n image_filename = f"edited_image_{int(time.time())}.png"\n with open(image_filename, "wb") as f:\n f.write(base64.b64decode(image_base64))\n print(f"Image saved to {image_filename}")\nelse:\n # If no image is generated, there might be a text response with an explanation\n text_response = [output.text for output in response.output if hasattr(output, \'text\')]\n if text_response:\n print("No image generated. 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UI"}],["$","link","4",{"rel":"icon","href":"/favicon.ico","type":"image/x-icon","sizes":"16x16"}],["$","link","5",{"rel":"icon","href":"./favicon.ico"}],["$","meta","6",{"name":"next-size-adjust"}]] 1:null diff --git a/litellm/proxy/_experimental/out/virtual-keys/index.html b/litellm/proxy/_experimental/out/virtual-keys/index.html deleted file mode 100644 index 154239a9fd2..00000000000 --- a/litellm/proxy/_experimental/out/virtual-keys/index.html +++ /dev/null @@ -1 +0,0 @@ -LiteLLM Dashboard diff --git a/litellm/proxy/_new_secret_config.yaml b/litellm/proxy/_new_secret_config.yaml index f1916e99ff9..6c21b29fc53 100644 --- a/litellm/proxy/_new_secret_config.yaml +++ b/litellm/proxy/_new_secret_config.yaml @@ -15,7 +15,7 @@ guardrails: - guardrail_name: generic-guardrail litellm_params: guardrail: generic_guardrail_api - mode: ["pre_call", "post_call", "during_call"] + mode: ["pre_call"] headers: Authorization: Bearer mock-bedrock-token-12345 api_base: http://localhost:8080 diff --git a/litellm/proxy/_types.py b/litellm/proxy/_types.py index f70d76dc68a..5eb05be3bf9 100644 --- a/litellm/proxy/_types.py +++ b/litellm/proxy/_types.py @@ -2614,6 +2614,14 @@ class AllCallbacks(LiteLLMPydanticObjectBase): ui_callback_name="Lago Billing", ) + traceloop: CallbackOnUI = CallbackOnUI( + litellm_callback_name="traceloop", + litellm_callback_params=[ + "TRACELOOP_API_KEY", + ], + ui_callback_name="Traceloop", + ) + class SpendLogsMetadata(TypedDict): """ @@ -3631,6 +3639,8 @@ class DailyOrganizationSpendTransaction(BaseDailySpendTransaction): class DailyUserSpendTransaction(BaseDailySpendTransaction): user_id: str +class DailyEndUserSpendTransaction(BaseDailySpendTransaction): + end_user_id: str class DailyTagSpendTransaction(BaseDailySpendTransaction): request_id: Optional[str] diff --git a/litellm/proxy/analytics_endpoints/analytics_endpoints.py b/litellm/proxy/analytics_endpoints/analytics_endpoints.py index f929cb74e40..4752593742c 100644 --- a/litellm/proxy/analytics_endpoints/analytics_endpoints.py +++ b/litellm/proxy/analytics_endpoints/analytics_endpoints.py @@ -84,7 +84,7 @@ async def get_global_activity( FROM "LiteLLM_SpendLogs" sl LEFT JOIN "LiteLLM_VerificationToken" vt ON sl."api_key" = vt."token" WHERE - sl."startTime" BETWEEN $1::date AND $2::date + interval '1 day' + sl."startTime" >= $1::timestamptz AND "startTime" < ($2::timestamptz + INTERVAL \'1 day\') GROUP BY vt."key_alias", sl."call_type", diff --git a/litellm/proxy/auth/litellm_license.py b/litellm/proxy/auth/litellm_license.py index 80e08bde52c..6a8df823bc8 100644 --- a/litellm/proxy/auth/litellm_license.py +++ b/litellm/proxy/auth/litellm_license.py @@ -162,7 +162,12 @@ class LicenseCheck: from litellm.proxy._types import EnterpriseLicenseData - # Decode the license key + # Decode the license key - add padding if needed for base64 + # Base64 strings need to be a multiple of 4 characters + padding_needed = len(license_key) % 4 + if padding_needed: + license_key += "=" * (4 - padding_needed) + decoded = base64.b64decode(license_key) message, signature = decoded.split(b".", 1) diff --git a/litellm/proxy/auth/login_utils.py b/litellm/proxy/auth/login_utils.py index 6ef983b221c..fb9757ca647 100644 --- a/litellm/proxy/auth/login_utils.py +++ b/litellm/proxy/auth/login_utils.py @@ -9,9 +9,9 @@ import os import secrets from typing import Literal, Optional, cast -import litellm from fastapi import HTTPException +import litellm from litellm.constants import LITELLM_PROXY_ADMIN_NAME from litellm.proxy._types import ( LiteLLM_UserTable, @@ -64,13 +64,19 @@ def get_ui_credentials(master_key: Optional[str]) -> tuple[str, str]: class LoginResult: """Result object containing authentication data from login.""" + user_id: str + key: str + user_email: Optional[str] + user_role: str + login_method: Literal["sso", "username_password"] + def __init__( self, user_id: str, key: str, user_email: Optional[str], user_role: str, - login_method: str = "username_password", + login_method: Literal["sso", "username_password"] = "username_password", ): self.user_id = user_id self.key = key @@ -193,14 +199,14 @@ async def authenticate_user( key = response["token"] # type: ignore if get_secret_bool("EXPERIMENTAL_UI_LOGIN"): + from litellm.proxy.auth.auth_checks import ExperimentalUIJWTToken + user_info: Optional[LiteLLM_UserTable] = None if _user_row is not None: user_info = _user_row elif ( user_id is not None ): # if user_id is not None, we are using the UI_USERNAME and UI_PASSWORD - from litellm.proxy.auth.auth_checks import ExperimentalUIJWTToken - user_info = LiteLLM_UserTable( user_id=user_id, user_role=user_role, diff --git a/litellm/proxy/common_utils/callback_utils.py b/litellm/proxy/common_utils/callback_utils.py index b914e3e9674..86125b3b519 100644 --- a/litellm/proxy/common_utils/callback_utils.py +++ b/litellm/proxy/common_utils/callback_utils.py @@ -3,8 +3,12 @@ from typing import TYPE_CHECKING, Any, Dict, Iterable, List, Literal, Optional import litellm from litellm import get_secret from litellm._logging import verbose_proxy_logger +from litellm.integrations.custom_logger import CustomLogger from litellm.proxy._types import CommonProxyErrors, LiteLLMPromptInjectionParams from litellm.proxy.types_utils.utils import get_instance_fn +from litellm.proxy.common_utils.encrypt_decrypt_utils import ( + decrypt_value_helper, +) from litellm.types.utils import ( StandardLoggingGuardrailInformation, StandardLoggingPayload, @@ -381,6 +385,8 @@ def add_guardrail_to_applied_guardrails_header( _metadata["applied_guardrails"].append(guardrail_name) else: _metadata["applied_guardrails"] = [guardrail_name] + # Ensure metadata is set back to request_data (important when metadata didn't exist) + request_data["metadata"] = _metadata def add_guardrail_response_to_standard_logging_object( @@ -420,6 +426,27 @@ def get_metadata_variable_name_from_kwargs( return "litellm_metadata" if "litellm_metadata" in kwargs else "metadata" +def process_callback(_callback: str, callback_type: str, environment_variables: dict) -> dict: + """Process a single callback and return its data with environment variables""" + env_vars = CustomLogger.get_callback_env_vars(_callback) + + env_vars_dict: dict[str, str | None] = {} + for _var in env_vars: + env_variable = environment_variables.get(_var, None) + if env_variable is None: + env_vars_dict[_var] = None + else: + # decode + decrypt the value + decrypted_value = decrypt_value_helper( + value=env_variable, key=_var + ) + env_vars_dict[_var] = decrypted_value + + return { + "name": _callback, + "variables": env_vars_dict, + "type": callback_type + } def normalize_callback_names(callbacks: Iterable[Any]) -> List[Any]: if callbacks is None: return [] diff --git a/litellm/proxy/common_utils/html_forms/ui_login.py b/litellm/proxy/common_utils/html_forms/ui_login.py index 5820f2b0426..8478d41e475 100644 --- a/litellm/proxy/common_utils/html_forms/ui_login.py +++ b/litellm/proxy/common_utils/html_forms/ui_login.py @@ -1,10 +1,13 @@ import os +from litellm.proxy.utils import get_custom_url + url_to_redirect_to = os.getenv("PROXY_BASE_URL", "") server_root_path = os.getenv("SERVER_ROOT_PATH", "") if server_root_path != "": url_to_redirect_to += server_root_path url_to_redirect_to += "/login" +new_ui_login_url = get_custom_url("", "ui/login") html_form = f""" @@ -185,10 +188,32 @@ html_form = f""" margin-top: -12px; margin-bottom: 20px; }} + + .deprecation-banner {{ + background-color: #fee2e2; + border: 1px solid #ef4444; + color: #991b1b; + padding: 14px 16px; + border-radius: 6px; + margin-bottom: 20px; + font-size: 14px; + line-height: 1.5; + }} + + .deprecation-banner a {{ + color: #991b1b; + font-weight: 600; + text-decoration: underline; + }}
+
+ Deprecated: Logging in with username and password on this page is deprecated. + Please use the new login page instead. + This page will be dedicated to signing in via SSO in the future. +
+ } type="error" showIcon action={ diff --git a/ui/litellm-dashboard/src/components/mcp_tools/mcp_tools.tsx b/ui/litellm-dashboard/src/components/mcp_tools/mcp_tools.tsx index 7c24b1b377b..5a971e8b471 100644 --- a/ui/litellm-dashboard/src/components/mcp_tools/mcp_tools.tsx +++ b/ui/litellm-dashboard/src/components/mcp_tools/mcp_tools.tsx @@ -1,7 +1,7 @@ import React, { useState } from "react"; import { useQuery, useMutation } from "@tanstack/react-query"; import { ToolTestPanel } from "./ToolTestPanel"; -import { MCPTool, MCPToolsViewerProps, CallMCPToolResponse } from "./types"; +import { MCPTool, MCPToolsViewerProps, MCPContent, CallMCPToolResponse } from "./types"; import { listMCPTools, callMCPTool } from "../networking"; import { Card, Title, Text } from "@tremor/react"; @@ -16,7 +16,7 @@ const MCPToolsViewer = ({ serverAlias, // Add serverAlias prop }: MCPToolsViewerProps) => { const [selectedTool, setSelectedTool] = useState(null); - const [toolResult, setToolResult] = useState(null); + const [toolResult, setToolResult] = useState(null); const [toolError, setToolError] = useState(null); // Query to fetch MCP tools @@ -40,14 +40,14 @@ const MCPToolsViewer = ({ if (!accessToken) throw new Error("Access Token required"); try { - const result = await callMCPTool(accessToken, args.tool.name, args.arguments); + const result: CallMCPToolResponse = await callMCPTool(accessToken, args.tool.name, args.arguments); return result; } catch (error) { throw error; } }, onSuccess: (data) => { - setToolResult(data); + setToolResult(data.content); setToolError(null); }, onError: (error: Error) => { diff --git a/ui/litellm-dashboard/src/components/mcp_tools/types.tsx b/ui/litellm-dashboard/src/components/mcp_tools/types.tsx index 6c01ca2e611..fd19a23a8b5 100644 --- a/ui/litellm-dashboard/src/components/mcp_tools/types.tsx +++ b/ui/litellm-dashboard/src/components/mcp_tools/types.tsx @@ -110,7 +110,12 @@ export interface MCPEmbeddedResource { export type MCPContent = MCPTextContent | MCPImageContent | MCPEmbeddedResource; // Define the response structure for the callMCPTool endpoint -export type CallMCPToolResponse = MCPContent[]; +export type CallMCPToolResponse = { + content: MCPContent[]; + _meta: any; + isError: boolean; + structuredContent: any; +}; // Props for the main component export interface MCPToolsViewerProps { diff --git a/ui/litellm-dashboard/src/components/networking.tsx b/ui/litellm-dashboard/src/components/networking.tsx index 0e45c0f3a91..5d58add81d7 100644 --- a/ui/litellm-dashboard/src/components/networking.tsx +++ b/ui/litellm-dashboard/src/components/networking.tsx @@ -182,7 +182,7 @@ export interface ProviderCredentialFieldMetadata { placeholder?: string | null; tooltip?: string | null; required?: boolean; - field_type?: "text" | "password" | "select" | "upload"; + field_type?: "text" | "password" | "select" | "upload" | "textarea"; options?: string[] | null; default_value?: string | null; } @@ -1736,6 +1736,25 @@ export const organizationDailyActivityCall = async ( }); }; +export const customerDailyActivityCall = async ( + accessToken: string, + startTime: Date, + endTime: Date, + page: number = 1, + customerIds: string[] | null = null, +) => { + return fetchDailyActivity({ + accessToken, + endpoint: "/customer/daily/activity", + startTime, + endTime, + page, + extraQueryParams: { + end_user_ids: customerIds, + }, + }); +}; + export const getTotalSpendCall = async (accessToken: string) => { /** * Get all models on proxy @@ -2511,7 +2530,7 @@ export const allEndUsersCall = async (accessToken: string) => { console.log(data); return data; } catch (error) { - console.error("Failed to create key:", error); + console.error("Failed to fetch end users:", error); throw error; } }; @@ -5964,7 +5983,7 @@ export const listMCPTools = async (accessToken: string, serverId: string) => { throw new Error("Failed to fetch MCP tools"); } - // Return the full response object which includes tools, error, and message + // Return the full response object which includes tools, error, message, and stack_trace return data; } catch (error) { console.error("Failed to fetch MCP tools:", error); @@ -5973,6 +5992,7 @@ export const listMCPTools = async (accessToken: string, serverId: string) => { tools: [], error: "network_error", message: error instanceof Error ? error.message : "Failed to fetch MCP tools", + stack_trace: null, }; } }; diff --git a/ui/litellm-dashboard/src/components/new_usage.test.tsx b/ui/litellm-dashboard/src/components/new_usage.test.tsx index a06045137d7..aec07765e7e 100644 --- a/ui/litellm-dashboard/src/components/new_usage.test.tsx +++ b/ui/litellm-dashboard/src/components/new_usage.test.tsx @@ -3,6 +3,7 @@ import { describe, it, expect, vi, beforeEach, beforeAll } from "vitest"; import NewUsagePage from "./new_usage"; import type { Organization } from "./networking"; import * as networking from "./networking"; +import { useCustomers } from "@/app/(dashboard)/hooks/customers/useCustomers"; // Polyfill ResizeObserver for test environment beforeAll(() => { @@ -53,9 +54,14 @@ vi.mock("./EntityUsageExport", () => ({ default: () =>
Entity Usage Export Modal
, })); +vi.mock("@/app/(dashboard)/hooks/customers/useCustomers", () => ({ + useCustomers: vi.fn(), +})); + describe("NewUsage", () => { const mockUserDailyActivityAggregatedCall = vi.mocked(networking.userDailyActivityAggregatedCall); const mockTagListCall = vi.mocked(networking.tagListCall); + const mockUseCustomers = vi.mocked(useCustomers); const mockSpendData = { results: [ @@ -174,6 +180,19 @@ describe("NewUsage", () => { }, ]; + const mockCustomers = [ + { + user_id: "customer-123", + alias: "Test Customer", + spend: 0, + blocked: false, + allowed_model_region: null, + default_model: null, + budget_id: null, + litellm_budget_table: null, + }, + ]; + const defaultProps = { accessToken: "test-token", userRole: "Admin", @@ -205,6 +224,11 @@ describe("NewUsage", () => { mockTagListCall.mockClear(); mockUserDailyActivityAggregatedCall.mockResolvedValue(mockSpendData); mockTagListCall.mockResolvedValue({}); + mockUseCustomers.mockReturnValue({ + data: [], + isLoading: false, + error: null, + } as any); }); it("should render and fetch usage data on mount", async () => { @@ -289,4 +313,26 @@ describe("NewUsage", () => { expect(entityUsageElements.length).toBeGreaterThan(0); }); }); + + it("should show customer usage tab for admins", async () => { + mockUseCustomers.mockReturnValue({ + data: mockCustomers, + isLoading: false, + error: null, + } as any); + + const { getByText, getAllByText } = render(); + + await waitFor(() => { + expect(mockUserDailyActivityAggregatedCall).toHaveBeenCalled(); + }); + + const customerTab = getByText("Customer Usage"); + fireEvent.click(customerTab); + + await waitFor(() => { + const entityUsageElements = getAllByText("Entity Usage"); + expect(entityUsageElements.length).toBeGreaterThan(0); + }); + }); }); diff --git a/ui/litellm-dashboard/src/components/new_usage.tsx b/ui/litellm-dashboard/src/components/new_usage.tsx index a8d30885493..9b6c7e48c55 100644 --- a/ui/litellm-dashboard/src/components/new_usage.tsx +++ b/ui/litellm-dashboard/src/components/new_usage.tsx @@ -27,9 +27,10 @@ import { Text, Title, } from "@tremor/react"; -import React, { useCallback, useEffect, useMemo, useState } from "react"; import { Alert } from "antd"; +import React, { useCallback, useEffect, useMemo, useState } from "react"; +import { useCustomers } from "@/app/(dashboard)/hooks/customers/useCustomers"; import { formatNumberWithCommas } from "@/utils/dataUtils"; import { Button } from "@tremor/react"; import { all_admin_roles } from "../utils/roles"; @@ -86,10 +87,12 @@ const NewUsagePage: React.FC = ({ }); const [allTags, setAllTags] = useState([]); + const { data: customers = [] } = useCustomers(accessToken, userRole); const [modelViewType, setModelViewType] = useState<"groups" | "individual">("groups"); const [isCloudZeroModalOpen, setIsCloudZeroModalOpen] = useState(false); const [isGlobalExportModalOpen, setIsGlobalExportModalOpen] = useState(false); const [showOrganizationBanner, setShowOrganizationBanner] = useState(true); + const [showCustomerBanner, setShowCustomerBanner] = useState(true); const getAllTags = async () => { if (!accessToken) { @@ -421,7 +424,7 @@ const NewUsagePage: React.FC = ({
-
+
{all_admin_roles.includes(userRole || "") ? Global Usage : Your Usage} {all_admin_roles.includes(userRole || "") ? ( @@ -430,6 +433,7 @@ const NewUsagePage: React.FC = ({ Your Organization Usage )} Team Usage + {all_admin_roles.includes(userRole || "") ? Customer Usage : <>} {all_admin_roles.includes(userRole || "") ? Tag Usage : <>} {all_admin_roles.includes(userRole || "") ? User Agent Activity : <>} @@ -798,6 +802,34 @@ const NewUsagePage: React.FC = ({ /> + {/* Customer Usage Panel */} + + {showCustomerBanner && ( + setShowCustomerBanner(false)} + className="mb-5" + /> + )} + ({ + label: customer.alias || customer.user_id, + value: customer.user_id, + })) || null + } + premiumUser={premiumUser} + dateValue={dateValue} + /> + {/* Tag Usage Panel */} { }); }); }); + + it("should filter and show audio endpoints when user inputs 'audio'", async () => { + const user = userEvent.setup(); + render( {}} />); + + const combobox = screen.getByRole("combobox"); + await user.click(combobox); + + const input = await screen.findByRole("combobox"); + await user.type(input, "audio"); + + expect(await screen.findByText("/v1/audio/speech")).toBeInTheDocument(); + expect(await screen.findByText("/v1/audio/transcriptions")).toBeInTheDocument(); + }); }); diff --git a/ui/litellm-dashboard/src/components/playground/chat_ui/EndpointSelector.tsx b/ui/litellm-dashboard/src/components/playground/chat_ui/EndpointSelector.tsx index fcdab900473..c6c15d3714b 100644 --- a/ui/litellm-dashboard/src/components/playground/chat_ui/EndpointSelector.tsx +++ b/ui/litellm-dashboard/src/components/playground/chat_ui/EndpointSelector.tsx @@ -18,6 +18,10 @@ const EndpointSelector: React.FC = ({ endpointType, onEnd onChange={onEndpointChange} options={ENDPOINT_OPTIONS} className="rounded-md" + filterOption={(input, option) => + (option?.label ?? "").toLowerCase().includes(input.toLowerCase()) || + (option?.value ?? "").toLowerCase().includes(input.toLowerCase()) + } />
); diff --git a/ui/litellm-dashboard/src/components/playground/compareUI/CompareUI.test.tsx b/ui/litellm-dashboard/src/components/playground/compareUI/CompareUI.test.tsx index 1941943a58b..963b7527745 100644 --- a/ui/litellm-dashboard/src/components/playground/compareUI/CompareUI.test.tsx +++ b/ui/litellm-dashboard/src/components/playground/compareUI/CompareUI.test.tsx @@ -2,6 +2,7 @@ import { render, waitFor } from "@testing-library/react"; import userEvent from "@testing-library/user-event"; import { beforeEach, describe, expect, it, vi } from "vitest"; import CompareUI from "./CompareUI"; +import { makeOpenAIChatCompletionRequest } from "../llm_calls/chat_completion"; vi.mock("../llm_calls/fetch_models", () => ({ fetchAvailableModels: vi.fn().mockResolvedValue([{ model_group: "gpt-4" }, { model_group: "gpt-3.5-turbo" }]), @@ -11,6 +12,34 @@ vi.mock("../llm_calls/chat_completion", () => ({ makeOpenAIChatCompletionRequest: vi.fn().mockResolvedValue(undefined), })); +let capturedOnImageUpload: ((file: File) => false) | null = null; + +vi.mock("../chat_ui/ChatImageUpload", () => ({ + default: ({ onImageUpload }: { onImageUpload: (file: File) => false }) => { + capturedOnImageUpload = onImageUpload; + return ( +
+ +
+ ); + }, +})); + +vi.mock("../chat_ui/ChatImageUtils", () => ({ + createChatMultimodalMessage: vi.fn().mockResolvedValue({ + role: "user", + content: [ + { type: "text", text: "test message" }, + { type: "image_url", image_url: { url: "data:image/png;base64,test" } }, + ], + }), + createChatDisplayMessage: vi.fn().mockReturnValue({ + role: "user", + content: "test message [Image attached]", + imagePreviewUrl: "blob:test-url", + }), +})); + vi.mock("./components/ComparisonPanel", () => ({ ComparisonPanel: ({ comparison, onRemove }: { comparison: any; onRemove: () => void }) => (
@@ -22,8 +51,9 @@ vi.mock("./components/ComparisonPanel", () => ({ })); vi.mock("./components/MessageInput", () => ({ - MessageInput: ({ value, onChange, onSend, disabled }: any) => ( + MessageInput: ({ value, onChange, onSend, disabled, hasAttachment, uploadComponent }: any) => (
+ {uploadComponent &&
{uploadComponent}
}