diff --git a/.circleci/config.yml b/.circleci/config.yml index e5bc82a5967..d99c485af94 100644 --- a/.circleci/config.yml +++ b/.circleci/config.yml @@ -3754,6 +3754,9 @@ jobs: cd ui/litellm-dashboard + # Remove node_modules and package-lock to ensure clean install (fixes dependency resolution issues) + rm -rf node_modules package-lock.json + # Install dependencies first npm install diff --git a/.gitignore b/.gitignore index 32f1b6f8e1f..ddf5f6279b3 100644 --- a/.gitignore +++ b/.gitignore @@ -95,6 +95,7 @@ update_model_cost_map.py tests/test_litellm/proxy/_experimental/mcp_server/test_mcp_server_manager.py scripts/test_vertex_ai_search.py LAZY_LOADING_IMPROVEMENTS.md +STABILIZATION_TODO.md **/test-results **/playwright-report **/*.storageState.json diff --git a/.trivyignore b/.trivyignore new file mode 100644 index 00000000000..0d04ecacdb5 --- /dev/null +++ b/.trivyignore @@ -0,0 +1,12 @@ +# LiteLLM Trivy Ignore File +# CVEs listed here are temporarily allowlisted pending fixes + +# Next.js vulnerabilities in UI dashboard (next@14.2.35) +# Allowlisted: 2026-01-31, 7-day fix timeline +# Fix: Upgrade to Next.js 15.5.10+ or 16.1.5+ + +# HIGH: DoS via request deserialization +GHSA-h25m-26qc-wcjf + +# MEDIUM: Image Optimizer DoS +CVE-2025-59471 diff --git a/Dockerfile b/Dockerfile index 2987a44b394..4bfda939110 100644 --- a/Dockerfile +++ b/Dockerfile @@ -47,7 +47,8 @@ FROM $LITELLM_RUNTIME_IMAGE AS runtime USER root # Install runtime dependencies (libsndfile needed for audio processing on ARM64) -RUN apk add --no-cache bash openssl tzdata nodejs npm python3 py3-pip libsndfile +RUN apk add --no-cache bash openssl tzdata nodejs npm python3 py3-pip libsndfile && \ + npm install -g npm@latest tar@latest WORKDIR /app # Copy the current directory contents into the container at /app diff --git a/ci_cd/security_scans.sh b/ci_cd/security_scans.sh index cf026eb5263..340f8e96063 100755 --- a/ci_cd/security_scans.sh +++ b/ci_cd/security_scans.sh @@ -81,10 +81,10 @@ run_trivy_scans() { echo "Running Trivy scans..." echo "Scanning LiteLLM Docs..." - trivy fs --scanners vuln --dependency-tree --exit-code 1 --severity HIGH,CRITICAL,MEDIUM ./docs/ + trivy fs --ignorefile .trivyignore --scanners vuln --dependency-tree --exit-code 1 --severity HIGH,CRITICAL,MEDIUM ./docs/ echo "Scanning LiteLLM UI..." - trivy fs --scanners vuln --dependency-tree --exit-code 1 --severity HIGH,CRITICAL,MEDIUM ./ui/ + trivy fs --ignorefile .trivyignore --scanners vuln --dependency-tree --exit-code 1 --severity HIGH,CRITICAL,MEDIUM ./ui/ echo "Trivy scans completed successfully" } @@ -137,6 +137,7 @@ run_grype_scans() { "CVE-2019-1010025" # glibc pthread heap address leak - awaiting patched Wolfi glibc build "CVE-2026-22184" # zlib untgz buffer overflow - untgz unused + no fixed Wolfi build yet "GHSA-58pv-8j8x-9vj2" # jaraco.context path traversal - setuptools vendored only (v5.3.0), not used in application code (using v6.1.0+) + "GHSA-34x7-hfp2-rc4v" # node-tar hardlink path traversal - not applicable, tar CLI not exposed in application code "GHSA-r6q2-hw4h-h46w" # node-tar not used by application runtime, Linux-only container, not affect by macOS APFS-specific exploit "GHSA-8rrh-rw8j-w5fx" # wheel is from chainguard and will be handled by then TODO: Remove this after Chainguard updates the wheel "CVE-2025-59465" # We do not use Node in application runtime, only used for building Admin UI @@ -153,6 +154,7 @@ run_grype_scans() { "CVE-2025-15367" # No fix available yet "CVE-2025-12781" # No fix available yet "CVE-2025-11468" # No fix available yet + "CVE-2026-1299" # Python 3.13 email module header injection - not applicable, LiteLLM doesn't use BytesGenerator for email serialization ) # Build JSON array of allowlisted CVE IDs for jq diff --git a/cookbook/anthropic_agent_sdk/README.md b/cookbook/anthropic_agent_sdk/README.md index f1132618091..294d949e24e 100644 --- a/cookbook/anthropic_agent_sdk/README.md +++ b/cookbook/anthropic_agent_sdk/README.md @@ -22,10 +22,24 @@ litellm --config config.yaml ### 3. Run the chat +**Basic Agent (no MCP):** + ```bash python main.py ``` +**Agent with MCP (DeepWiki2 for research):** + +```bash +python agent_with_mcp.py +``` + +If MCP connection fails, you can disable it: + +```bash +USE_MCP=false python agent_with_mcp.py +``` + That's it! You can now chat with the agent in your terminal. ### Chat Commands @@ -45,11 +59,19 @@ Set these environment variables if needed: ```bash export LITELLM_PROXY_URL="http://localhost:4000" export LITELLM_API_KEY="sk-1234" -export LITELLM_MODEL="claude-sonnet-4-20250514" +export LITELLM_MODEL="bedrock-claude-sonnet-4.5" ``` Or just use the defaults - it'll connect to `http://localhost:4000` by default. +## Files + +- `main.py` - Basic interactive agent without MCP +- `agent_with_mcp.py` - Agent with MCP server integration (DeepWiki2) +- `common.py` - Shared utilities and functions +- `config.example.yaml` - Example LiteLLM configuration +- `requirements.txt` - Python dependencies + ## Example Config File If you want to use multiple models, create a `config.yaml` (see `config.example.yaml`): @@ -110,6 +132,11 @@ Note: Don't add `/anthropic` to the base URL - LiteLLM handles the routing autom - Check the model name matches what's in your LiteLLM config - Run `litellm --model your-model` to test it works +**Agent with MCP stuck or failing?** +- The MCP server might not be available at `http://localhost:4000/mcp/deepwiki2` +- Try disabling MCP: `USE_MCP=false python agent_with_mcp.py` +- Or use the basic agent: `python main.py` + ## Learn More - [LiteLLM Docs](https://docs.litellm.ai/) diff --git a/cookbook/anthropic_agent_sdk/agent_with_mcp.py b/cookbook/anthropic_agent_sdk/agent_with_mcp.py new file mode 100644 index 00000000000..ff25feb777f --- /dev/null +++ b/cookbook/anthropic_agent_sdk/agent_with_mcp.py @@ -0,0 +1,140 @@ +""" +Interactive Claude Agent SDK CLI with MCP Support + +This example demonstrates an interactive CLI chat with the Anthropic Agent SDK using LiteLLM as a proxy, +with MCP (Model Context Protocol) server integration for enhanced capabilities. +""" + +import asyncio +import os +from claude_agent_sdk import ClaudeSDKClient, ClaudeAgentOptions +from common import ( + Config, + fetch_available_models, + setup_litellm_env, + print_header, + handle_model_list, + handle_model_switch, + stream_response, +) + + +async def interactive_chat_with_mcp(): + """ + Interactive CLI chat with the agent and MCP server + """ + config = Config() + + # Configure Anthropic SDK to point to LiteLLM gateway + litellm_base_url = setup_litellm_env(config) + + # Fetch available models from proxy + available_models = await fetch_available_models(litellm_base_url, config.LITELLM_API_KEY) + + current_model = config.LITELLM_MODEL + + # MCP server configuration + mcp_server_url = f"{litellm_base_url}/mcp/deepwiki2" + use_mcp = os.getenv("USE_MCP", "true").lower() == "true" + + if not use_mcp: + print("⚠️ MCP disabled via USE_MCP=false") + + print_header(litellm_base_url, current_model, has_mcp=use_mcp) + + while True: + # Configure agent options + if use_mcp: + try: + # Try with MCP server (HTTP transport) + # Using McpHttpServerConfig format from Agent SDK + options = ClaudeAgentOptions( + system_prompt="You are a helpful AI assistant with access to DeepWiki for research. Be concise, accurate, and friendly.", + model=current_model, + max_turns=50, + mcp_servers={ + "deepwiki2": { + "type": "http", + "url": mcp_server_url, + "headers": { + "Authorization": f"Bearer {config.LITELLM_API_KEY}" + } + } + }, + ) + except Exception as e: + print(f"⚠️ Warning: Could not configure MCP server: {e}") + print("Continuing without MCP...\n") + use_mcp = False + options = ClaudeAgentOptions( + system_prompt="You are a helpful AI assistant. Be concise, accurate, and friendly.", + model=current_model, + max_turns=50, + ) + else: + # Without MCP + options = ClaudeAgentOptions( + system_prompt="You are a helpful AI assistant. Be concise, accurate, and friendly.", + model=current_model, + max_turns=50, + ) + + # Create agent client + try: + async with ClaudeSDKClient(options=options) as client: + conversation_active = True + + while conversation_active: + # Get user input + try: + user_input = input("\n👤 You: ").strip() + except (EOFError, KeyboardInterrupt): + print("\n\n👋 Goodbye!") + return + + # Handle commands + if user_input.lower() in ['quit', 'exit']: + print("\n👋 Goodbye!") + return + + if user_input.lower() == 'clear': + print("\n🔄 Starting new conversation...\n") + conversation_active = False + continue + + if user_input.lower() == 'models': + handle_model_list(available_models, current_model) + continue + + if user_input.lower() == 'model': + new_model, should_restart = handle_model_switch(available_models, current_model) + if should_restart: + current_model = new_model + conversation_active = False + continue + + if not user_input: + continue + + # Stream response from agent + await stream_response(client, user_input) + + except Exception as e: + print(f"\n❌ Error creating agent client: {e}") + print("This might be an MCP configuration issue. Try running without MCP:") + print(" USE_MCP=false python agent_with_mcp.py") + print("\nOr use the basic agent:") + print(" python main.py") + return + + +def main(): + """Run interactive chat with MCP""" + try: + asyncio.run(interactive_chat_with_mcp()) + except KeyboardInterrupt: + print("\n\n👋 Goodbye!") + + +if __name__ == "__main__": + main() diff --git a/cookbook/anthropic_agent_sdk/common.py b/cookbook/anthropic_agent_sdk/common.py new file mode 100644 index 00000000000..d9ee65cb58d --- /dev/null +++ b/cookbook/anthropic_agent_sdk/common.py @@ -0,0 +1,160 @@ +""" +Common utilities for Claude Agent SDK examples +""" + +import os +import httpx + + +class Config: + """Configuration for LiteLLM Gateway connection""" + + # LiteLLM proxy URL (default to local instance) + LITELLM_PROXY_URL = os.getenv("LITELLM_PROXY_URL", "http://localhost:4000") + + # LiteLLM API key (master key or virtual key) + LITELLM_API_KEY = os.getenv("LITELLM_API_KEY", "sk-1234") + + # Model name as configured in LiteLLM (e.g., "bedrock-claude-sonnet-4", "gpt-4", etc.) + LITELLM_MODEL = os.getenv("LITELLM_MODEL", "bedrock-claude-sonnet-4.5") + + +async def fetch_available_models(base_url: str, api_key: str) -> list[str]: + """ + Fetch available models from LiteLLM proxy /models endpoint + """ + try: + async with httpx.AsyncClient() as client: + response = await client.get( + f"{base_url}/models", + headers={"Authorization": f"Bearer {api_key}"}, + timeout=10.0 + ) + response.raise_for_status() + data = response.json() + return [model["id"] for model in data.get("data", [])] + except Exception as e: + print(f"⚠️ Warning: Could not fetch models from proxy: {e}") + print("Using default model list...") + # Fallback to default models + return [ + "bedrock-claude-sonnet-3.5", + "bedrock-claude-sonnet-4", + "bedrock-claude-sonnet-4.5", + "bedrock-claude-opus-4.5", + "bedrock-nova-premier", + ] + + +def setup_litellm_env(config: Config): + """ + Configure environment variables to point Agent SDK to LiteLLM + """ + litellm_base_url = config.LITELLM_PROXY_URL.rstrip('/') + os.environ["ANTHROPIC_BASE_URL"] = litellm_base_url + os.environ["ANTHROPIC_API_KEY"] = config.LITELLM_API_KEY + return litellm_base_url + + +def print_header(base_url: str, current_model: str, has_mcp: bool = False): + """ + Print the chat header + """ + mcp_indicator = " + MCP" if has_mcp else "" + print("=" * 70) + print(f"🤖 Claude Agent SDK with LiteLLM Gateway{mcp_indicator} - Interactive Chat") + print("=" * 70) + print(f"🚀 Connected to: {base_url}") + print(f"📦 Current model: {current_model}") + if has_mcp: + print("🔌 MCP: deepwiki2 enabled") + print("\nType your messages below. Commands:") + print(" - 'quit' or 'exit' to end the conversation") + print(" - 'clear' to start a new conversation") + print(" - 'model' to switch models") + print(" - 'models' to list available models") + print("=" * 70) + print() + + +def handle_model_list(available_models: list[str], current_model: str): + """ + Display available models + """ + print("\n📋 Available models:") + for i, model in enumerate(available_models, 1): + marker = "✓" if model == current_model else " " + print(f" {marker} {i}. {model}") + + +def handle_model_switch(available_models: list[str], current_model: str) -> tuple[str, bool]: + """ + Handle model switching + + Returns: + tuple: (new_model, should_restart_conversation) + """ + print("\n📋 Select a model:") + for i, model in enumerate(available_models, 1): + marker = "✓" if model == current_model else " " + print(f" {marker} {i}. {model}") + + try: + choice = input("\nEnter number (or press Enter to cancel): ").strip() + if choice: + idx = int(choice) - 1 + if 0 <= idx < len(available_models): + new_model = available_models[idx] + print(f"\n✅ Switched to: {new_model}") + print("🔄 Starting new conversation with new model...\n") + return new_model, True + else: + print("❌ Invalid choice") + except (ValueError, IndexError): + print("❌ Invalid input") + + return current_model, False + + +async def stream_response(client, user_input: str): + """ + Stream response from the agent + """ + print("\n🤖 Assistant: ", end='', flush=True) + + try: + await client.query(user_input) + + # Show loading indicator + print("⏳ thinking...", end='', flush=True) + + # Stream the response + first_chunk = True + async for msg in client.receive_response(): + # Clear loading indicator on first message + if first_chunk: + print("\r🤖 Assistant: ", end='', flush=True) + first_chunk = False + + # Handle different message types + if hasattr(msg, 'type'): + if msg.type == 'content_block_delta': + # Streaming text delta + if hasattr(msg, 'delta') and hasattr(msg.delta, 'text'): + print(msg.delta.text, end='', flush=True) + elif msg.type == 'content_block_start': + # Start of content block + if hasattr(msg, 'content_block') and hasattr(msg.content_block, 'text'): + print(msg.content_block.text, end='', flush=True) + + # Fallback to original content handling + if hasattr(msg, 'content'): + for content_block in msg.content: + if hasattr(content_block, 'text'): + print(content_block.text, end='', flush=True) + + print() # New line after response + + except Exception as e: + print(f"\r\n❌ Error: {e}") + print("Please check your LiteLLM gateway is running and configured correctly.") diff --git a/cookbook/anthropic_agent_sdk/main.py b/cookbook/anthropic_agent_sdk/main.py index 9bdd2f7364c..231b57ca97b 100644 --- a/cookbook/anthropic_agent_sdk/main.py +++ b/cookbook/anthropic_agent_sdk/main.py @@ -6,50 +6,17 @@ LiteLLM acts as a unified interface, allowing you to use any LLM provider (OpenA through the Claude Agent SDK by pointing it to the LiteLLM gateway. """ -import os import asyncio -import httpx from claude_agent_sdk import ClaudeSDKClient, ClaudeAgentOptions - - -class Config: - """Configuration for LiteLLM Gateway connection""" - - # LiteLLM proxy URL (default to local instance) - LITELLM_PROXY_URL = os.getenv("LITELLM_PROXY_URL", "http://localhost:4000") - - # LiteLLM API key (master key or virtual key) - LITELLM_API_KEY = os.getenv("LITELLM_API_KEY", "sk-1234") - - # Model name as configured in LiteLLM (e.g., "bedrock-claude-sonnet-4", "gpt-4", etc.) - LITELLM_MODEL = os.getenv("LITELLM_MODEL", "bedrock-claude-sonnet-4.5") - - -async def fetch_available_models(base_url: str, api_key: str) -> list[str]: - """ - Fetch available models from LiteLLM proxy /models endpoint - """ - try: - async with httpx.AsyncClient() as client: - response = await client.get( - f"{base_url}/models", - headers={"Authorization": f"Bearer {api_key}"}, - timeout=10.0 - ) - response.raise_for_status() - data = response.json() - return [model["id"] for model in data.get("data", [])] - except Exception as e: - print(f"⚠️ Warning: Could not fetch models from proxy: {e}") - print("Using default model list...") - # Fallback to default models - return [ - "bedrock-claude-sonnet-3.5", - "bedrock-claude-sonnet-4", - "bedrock-claude-sonnet-4.5", - "bedrock-claude-opus-4.5", - "bedrock-nova-premier", - ] +from common import ( + Config, + fetch_available_models, + setup_litellm_env, + print_header, + handle_model_list, + handle_model_switch, + stream_response, +) async def interactive_chat(): @@ -59,28 +26,14 @@ async def interactive_chat(): config = Config() # Configure Anthropic SDK to point to LiteLLM gateway - # Note: We don't add /anthropic to the base URL - LiteLLM handles routing - litellm_base_url = config.LITELLM_PROXY_URL.rstrip('/') - os.environ["ANTHROPIC_BASE_URL"] = litellm_base_url - os.environ["ANTHROPIC_API_KEY"] = config.LITELLM_API_KEY + litellm_base_url = setup_litellm_env(config) # Fetch available models from proxy available_models = await fetch_available_models(litellm_base_url, config.LITELLM_API_KEY) current_model = config.LITELLM_MODEL - print("=" * 70) - print("🤖 Claude Agent SDK with LiteLLM Gateway - Interactive Chat") - print("=" * 70) - print(f"🚀 Connected to: {litellm_base_url}") - print(f"📦 Current model: {current_model}") - print("\nType your messages below. Commands:") - print(" - 'quit' or 'exit' to end the conversation") - print(" - 'clear' to start a new conversation") - print(" - 'model' to switch models") - print(" - 'models' to list available models") - print("=" * 70) - print() + print_header(litellm_base_url, current_model) while True: # Configure agent options for each conversation @@ -113,75 +66,21 @@ async def interactive_chat(): continue if user_input.lower() == 'models': - print("\n📋 Available models:") - for i, model in enumerate(available_models, 1): - marker = "✓" if model == current_model else " " - print(f" {marker} {i}. {model}") + handle_model_list(available_models, current_model) continue if user_input.lower() == 'model': - print("\n📋 Select a model:") - for i, model in enumerate(available_models, 1): - marker = "✓" if model == current_model else " " - print(f" {marker} {i}. {model}") - - try: - choice = input("\nEnter number (or press Enter to cancel): ").strip() - if choice: - idx = int(choice) - 1 - if 0 <= idx < len(available_models): - current_model = available_models[idx] - print(f"\n✅ Switched to: {current_model}") - print("🔄 Starting new conversation with new model...\n") - conversation_active = False - else: - print("❌ Invalid choice") - except (ValueError, IndexError): - print("❌ Invalid input") + new_model, should_restart = handle_model_switch(available_models, current_model) + if should_restart: + current_model = new_model + conversation_active = False continue if not user_input: continue - # Send query to agent with loading indicator - print("\n🤖 Assistant: ", end='', flush=True) - - try: - await client.query(user_input) - - # Show loading indicator - print("⏳ thinking...", end='', flush=True) - - # Stream the response - first_chunk = True - async for msg in client.receive_response(): - # Clear loading indicator on first message - if first_chunk: - print("\r🤖 Assistant: ", end='', flush=True) - first_chunk = False - - # Handle different message types - if hasattr(msg, 'type'): - if msg.type == 'content_block_delta': - # Streaming text delta - if hasattr(msg, 'delta') and hasattr(msg.delta, 'text'): - print(msg.delta.text, end='', flush=True) - elif msg.type == 'content_block_start': - # Start of content block - if hasattr(msg, 'content_block') and hasattr(msg.content_block, 'text'): - print(msg.content_block.text, end='', flush=True) - - # Fallback to original content handling - if hasattr(msg, 'content'): - for content_block in msg.content: - if hasattr(content_block, 'text'): - print(content_block.text, end='', flush=True) - - print() # New line after response - - except Exception as e: - print(f"\r\n❌ Error: {e}") - print("Please check your LiteLLM gateway is running and configured correctly.") + # Stream response from agent + await stream_response(client, user_input) def main(): diff --git a/cookbook/nova_sonic_realtime.py b/cookbook/nova_sonic_realtime.py new file mode 100644 index 00000000000..0ea0badfb01 --- /dev/null +++ b/cookbook/nova_sonic_realtime.py @@ -0,0 +1,284 @@ +""" +Client script to test Nova Sonic realtime API through LiteLLM proxy. + +This script connects to LiteLLM proxy's realtime endpoint and enables +speech-to-speech conversation with Bedrock Nova Sonic. + +Prerequisites: +- LiteLLM proxy running with Bedrock configured +- pyaudio installed: pip install pyaudio +- websockets installed: pip install websockets + +Usage: + python nova_sonic_realtime.py +""" + +import asyncio +import base64 +import json +import pyaudio +import websockets +from typing import Optional + +# Audio configuration (matching Nova Sonic requirements) +INPUT_SAMPLE_RATE = 16000 # Nova Sonic expects 16kHz input +OUTPUT_SAMPLE_RATE = 24000 # Nova Sonic outputs 24kHz +CHANNELS = 1 +FORMAT = pyaudio.paInt16 +CHUNK_SIZE = 1024 + +# LiteLLM proxy configuration +LITELLM_PROXY_URL = "ws://localhost:4000/v1/realtime?model=bedrock-sonic" +LITELLM_API_KEY = "sk-12345" # Your LiteLLM API key + + +class RealtimeClient: + """Client for LiteLLM realtime API with audio support.""" + + def __init__(self, url: str, api_key: str): + self.url = url + self.api_key = api_key + self.ws: Optional[websockets.WebSocketClientProtocol] = None + self.is_active = False + self.audio_queue = asyncio.Queue() + self.pyaudio = pyaudio.PyAudio() + self.input_stream = None + self.output_stream = None + + async def connect(self): + """Connect to LiteLLM proxy realtime endpoint.""" + print(f"Connecting to {self.url}...") + + headers = {} + if self.api_key: + headers["Authorization"] = f"Bearer {self.api_key}" + + self.ws = await websockets.connect( + self.url, + additional_headers=headers, + max_size=10 * 1024 * 1024, # 10MB max message size + ) + self.is_active = True + print("✓ Connected to LiteLLM proxy") + + async def send_session_update(self): + """Send session configuration.""" + session_update = { + "type": "session.update", + "session": { + "instructions": "You are a friendly assistant. Keep your responses short and conversational.", + "voice": "matthew", + "temperature": 0.8, + "max_response_output_tokens": 1024, + "modalities": ["text", "audio"], + "input_audio_format": "pcm16", + "output_audio_format": "pcm16", + "turn_detection": { + "type": "server_vad", + "threshold": 0.5, + "prefix_padding_ms": 300, + "silence_duration_ms": 500, + }, + }, + } + await self.ws.send(json.dumps(session_update)) + print("✓ Session configuration sent") + + async def receive_messages(self): + """Receive and process messages from the server.""" + try: + async for message in self.ws: + if not self.is_active: + break + + try: + data = json.loads(message) + event_type = data.get("type") + + if event_type == "session.created": + print(f"✓ Session created: {data.get('session', {}).get('id')}") + + elif event_type == "response.created": + print("🤖 Assistant is responding...") + + elif event_type == "response.text.delta": + # Print text transcription + delta = data.get("delta", "") + print(delta, end="", flush=True) + + elif event_type == "response.audio.delta": + # Queue audio for playback + audio_b64 = data.get("delta", "") + if audio_b64: + audio_bytes = base64.b64decode(audio_b64) + await self.audio_queue.put(audio_bytes) + + elif event_type == "response.text.done": + print() # New line after text + + elif event_type == "response.done": + print("✓ Response complete") + + elif event_type == "error": + print(f"❌ Error: {data.get('error', {})}") + + else: + # Debug: print other event types + print(f"[{event_type}]", end=" ") + + except json.JSONDecodeError: + print(f"Failed to parse message: {message[:100]}") + + except websockets.exceptions.ConnectionClosed: + print("\n✗ Connection closed") + except Exception as e: + print(f"\n✗ Error receiving messages: {e}") + finally: + self.is_active = False + + async def send_audio_chunk(self, audio_bytes: bytes): + """Send audio chunk to server.""" + if not self.is_active or not self.ws: + return + + audio_b64 = base64.b64encode(audio_bytes).decode("utf-8") + message = { + "type": "input_audio_buffer.append", + "audio": audio_b64, + } + await self.ws.send(json.dumps(message)) + + async def commit_audio_buffer(self): + """Commit the audio buffer to trigger processing.""" + if not self.is_active or not self.ws: + return + + message = {"type": "input_audio_buffer.commit"} + await self.ws.send(json.dumps(message)) + + async def capture_audio(self): + """Capture audio from microphone and send to server.""" + print("\n🎤 Starting audio capture...") + print("Speak into your microphone. Press Ctrl+C to stop.\n") + + self.input_stream = self.pyaudio.open( + format=FORMAT, + channels=CHANNELS, + rate=INPUT_SAMPLE_RATE, + input=True, + frames_per_buffer=CHUNK_SIZE, + ) + + try: + while self.is_active: + audio_data = self.input_stream.read(CHUNK_SIZE, exception_on_overflow=False) + await self.send_audio_chunk(audio_data) + await asyncio.sleep(0.01) # Small delay to prevent overwhelming + except Exception as e: + print(f"Error capturing audio: {e}") + finally: + if self.input_stream: + self.input_stream.stop_stream() + self.input_stream.close() + + async def play_audio(self): + """Play audio responses from the server.""" + print("🔊 Starting audio playback...") + + self.output_stream = self.pyaudio.open( + format=FORMAT, + channels=CHANNELS, + rate=OUTPUT_SAMPLE_RATE, + output=True, + frames_per_buffer=CHUNK_SIZE, + ) + + try: + while self.is_active: + try: + audio_data = await asyncio.wait_for( + self.audio_queue.get(), timeout=0.1 + ) + if audio_data: + self.output_stream.write(audio_data) + except asyncio.TimeoutError: + continue + except Exception as e: + print(f"Error playing audio: {e}") + finally: + if self.output_stream: + self.output_stream.stop_stream() + self.output_stream.close() + + async def close(self): + """Close the connection and cleanup.""" + self.is_active = False + + if self.ws: + await self.ws.close() + + if self.input_stream: + self.input_stream.stop_stream() + self.input_stream.close() + + if self.output_stream: + self.output_stream.stop_stream() + self.output_stream.close() + + self.pyaudio.terminate() + print("\n✓ Connection closed") + + +async def main(): + """Main function to run the realtime client.""" + print("=" * 80) + print("Bedrock Nova Sonic Realtime Client") + print("=" * 80) + print() + + client = RealtimeClient(LITELLM_PROXY_URL, LITELLM_API_KEY) + + try: + # Connect to server + await client.connect() + + # Send session configuration + await client.send_session_update() + + # Wait a moment for session to be established + await asyncio.sleep(0.5) + + # Start tasks + receive_task = asyncio.create_task(client.receive_messages()) + capture_task = asyncio.create_task(client.capture_audio()) + playback_task = asyncio.create_task(client.play_audio()) + + # Wait for user to interrupt + await asyncio.gather( + receive_task, + capture_task, + playback_task, + return_exceptions=True, + ) + + except KeyboardInterrupt: + print("\n\n⚠ Interrupted by user") + except Exception as e: + print(f"\n❌ Error: {e}") + import traceback + traceback.print_exc() + finally: + await client.close() + + +if __name__ == "__main__": + print("\nMake sure:") + print("1. LiteLLM proxy is running on port 4000") + print("2. Bedrock is configured in proxy_server_config.yaml") + print("3. AWS credentials are set") + print() + + try: + asyncio.run(main()) + except KeyboardInterrupt: + print("\n\nGoodbye!") diff --git a/docker/Dockerfile.custom_ui b/docker/Dockerfile.custom_ui index c437929a27e..57926bcd170 100644 --- a/docker/Dockerfile.custom_ui +++ b/docker/Dockerfile.custom_ui @@ -5,7 +5,8 @@ FROM ghcr.io/berriai/litellm:litellm_fwd_server_root_path-dev WORKDIR /app # Install Node.js and npm (adjust version as needed) -RUN apt-get update && apt-get install -y nodejs npm +RUN apt-get update && apt-get install -y nodejs npm && \ + npm install -g npm@latest tar@latest # Copy the UI source into the container COPY ./ui/litellm-dashboard /app/ui/litellm-dashboard diff --git a/docker/Dockerfile.database b/docker/Dockerfile.database index 49655129506..24bf706434d 100644 --- a/docker/Dockerfile.database +++ b/docker/Dockerfile.database @@ -49,7 +49,8 @@ FROM $LITELLM_RUNTIME_IMAGE AS runtime USER root # Install runtime dependencies -RUN apk add --no-cache bash openssl tzdata nodejs npm python3 py3-pip libsndfile +RUN apk add --no-cache bash openssl tzdata nodejs npm python3 py3-pip libsndfile && \ + npm install -g npm@latest tar@latest WORKDIR /app # Copy the current directory contents into the container at /app diff --git a/docker/Dockerfile.dev b/docker/Dockerfile.dev index 67966f9c739..ae557d4647f 100644 --- a/docker/Dockerfile.dev +++ b/docker/Dockerfile.dev @@ -61,7 +61,8 @@ RUN apt-get update && apt-get install -y --no-install-recommends \ libatomic1 \ nodejs \ npm \ - && rm -rf /var/lib/apt/lists/* + && rm -rf /var/lib/apt/lists/* \ + && npm install -g npm@latest tar@latest WORKDIR /app diff --git a/docker/Dockerfile.non_root b/docker/Dockerfile.non_root index 48109d81a2c..9ff27e07494 100644 --- a/docker/Dockerfile.non_root +++ b/docker/Dockerfile.non_root @@ -104,7 +104,8 @@ RUN for i in 1 2 3; do \ 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 + done \ + && npm install -g npm@latest tar@latest # Copy artifacts from builder COPY --from=builder /app/requirements.txt /app/requirements.txt diff --git a/docs/my-website/blog/anthropic_opus_4_5_and_advanced_features/index.md b/docs/my-website/blog/anthropic_opus_4_5_and_advanced_features/index.md index 7015918e924..8a54426dfb0 100644 --- a/docs/my-website/blog/anthropic_opus_4_5_and_advanced_features/index.md +++ b/docs/my-website/blog/anthropic_opus_4_5_and_advanced_features/index.md @@ -15,6 +15,7 @@ authors: title: "CTO, LiteLLM" url: https://www.linkedin.com/in/reffajnaahsi/ image_url: https://pbs.twimg.com/profile_images/1613813310264340481/lz54oEiB_400x400.jpg +description: "Guide to Claude Opus 4.5 and advanced features in LiteLLM: Tool Search, Programmatic Tool Calling, and Effort Parameter." tags: [anthropic, claude, tool search, programmatic tool calling, effort, advanced features] hide_table_of_contents: false --- diff --git a/docs/my-website/blog/gemini_3/index.md b/docs/my-website/blog/gemini_3/index.md index 26dbc2d02b5..7263acc12c9 100644 --- a/docs/my-website/blog/gemini_3/index.md +++ b/docs/my-website/blog/gemini_3/index.md @@ -15,6 +15,7 @@ authors: title: "CTO, LiteLLM" url: https://www.linkedin.com/in/reffajnaahsi/ image_url: https://pbs.twimg.com/profile_images/1613813310264340481/lz54oEiB_400x400.jpg +description: "Common questions and best practices for using gemini-3-pro-preview with LiteLLM Proxy and SDK." tags: [gemini, day 0 support, llms] hide_table_of_contents: false --- diff --git a/docs/my-website/blog/gemini_3_flash/index.md b/docs/my-website/blog/gemini_3_flash/index.md index 6cb8ddad992..830c21e5f66 100644 --- a/docs/my-website/blog/gemini_3_flash/index.md +++ b/docs/my-website/blog/gemini_3_flash/index.md @@ -15,6 +15,7 @@ authors: title: "CTO, LiteLLM" url: https://www.linkedin.com/in/reffajnaahsi/ image_url: https://pbs.twimg.com/profile_images/1613813310264340481/lz54oEiB_400x400.jpg +description: "Guide to using Gemini 3 Flash on LiteLLM Proxy and SDK with day 0 support." tags: [gemini, day 0 support, llms] hide_table_of_contents: false --- diff --git a/docs/my-website/blog/sub_millisecond_proxy_overhead/index.md b/docs/my-website/blog/sub_millisecond_proxy_overhead/index.md new file mode 100644 index 00000000000..1857383363c --- /dev/null +++ b/docs/my-website/blog/sub_millisecond_proxy_overhead/index.md @@ -0,0 +1,92 @@ +--- +slug: sub-millisecond-proxy-overhead +title: "Achieving Sub-Millisecond Proxy Overhead" +date: 2026-02-02T10:00:00 +authors: + - name: Alexsander Hamir + title: "Performance Engineer, LiteLLM" + url: https://www.linkedin.com/in/alexsander-baptista/ + image_url: https://github.com/AlexsanderHamir.png + - 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 +description: "Our Q1 performance target and architectural direction for achieving sub-millisecond proxy overhead on modest hardware." +tags: [performance, architecture] +hide_table_of_contents: false +--- + +![Sidecar architecture: Python control plane vs. sidecar hot path](https://raw.githubusercontent.com/AlexsanderHamir/assets/main/Screenshot%202026-02-02%20172554.png) + +# Achieving Sub-Millisecond Proxy Overhead + +## Introduction + +Our Q1 performance target is to aggressively move toward sub-millisecond proxy overhead on a single instance with 4 CPUs and 8 GB of RAM, and to continue pushing that boundary over time. Our broader goal is to make LiteLLM inexpensive to deploy, lightweight, and fast. This post outlines the architectural direction behind that effort. + +Proxy overhead refers to the latency introduced by LiteLLM itself, independent of the upstream provider. + +To measure it, we run the same workload directly against the provider and through LiteLLM at identical QPS (for example, 1,000 QPS) and compare the latency delta. To reduce noise, the load generator, LiteLLM, and a mock LLM endpoint all run on the same machine, ensuring the difference reflects proxy overhead rather than network latency. + +--- + +## Where We're Coming From + +Under the same benchmark originally conducted by [TensorZero](https://www.tensorzero.com/docs/gateway/benchmarks), LiteLLM previously failed at around 1,000 QPS. + +That is no longer the case. Today, LiteLLM can be stress-tested at 1,000 QPS with no failures and can scale up to 5,000 QPS without failures on a 4-CPU, 8-GB RAM single instance setup. + +This establishes a more up to date baseline and provides useful context as we continue working on proxy overhead and overall performance. + +--- + +## Design Choice + +Achieving sub-millisecond proxy overhead with a Python-based system requires being deliberate about where work happens. + +Python is a strong fit for flexibility and extensibility: provider abstraction, configuration-driven routing, and a rich callback ecosystem. These are areas where development velocity and correctness matter more than raw throughput. + +At higher request rates, however, certain classes of work become expensive when executed inside the Python process on every request. Rather than rewriting LiteLLM or introducing complex deployment requirements, we adopt an optional **sidecar architecture**. + +This architectural change is how we intend to make LiteLLM **permanently fast**. While it supports our near-term performance targets, it is a long-term investment. + +Python continues to own: + +- Request validation and normalization +- Model and provider selection +- Callbacks and integrations + +The sidecar owns **performance-critical execution**, such as: + +- Efficient request forwarding +- Connection reuse and pooling +- Enforcing timeouts and limits +- Aggregating high-frequency metrics + +This separation allows each component to focus on what it does best: Python acts as the control plane, while the sidecar handles the hot path. + +--- + +### Why the Sidecar Is Optional + +The sidecar is intentionally **optional**. + +This allows us to ship it incrementally, validate it under real-world workloads, and avoid making it a hard dependency before it is fully battle-tested across all LiteLLM features. + +Just as importantly, this ensures that self-hosting LiteLLM remains simple. The sidecar is bundled and started automatically, requires no additional infrastructure, and can be disabled entirely. From a user's perspective, LiteLLM continues to behave like a single service. + +As of today, the sidecar is an optimization, not a requirement. + +--- + +## Conclusion + +Sub-millisecond proxy overhead is not achieved through a single optimization, but through architectural changes. + +By keeping Python focused on orchestration and extensibility, and offloading performance-critical execution to a sidecar, we establish a foundation for making LiteLLM **permanently fast over time**—even on modest hardware such as a 1-CPU, 2-GB RAM instance, while keeping deployment and self-hosting simple. + +This work extends beyond Q1, and we will continue sharing benchmarks and updates as the architecture evolves. diff --git a/docs/my-website/docs/benchmarks.md b/docs/my-website/docs/benchmarks.md index 640212808bd..a1489081b4c 100644 --- a/docs/my-website/docs/benchmarks.md +++ b/docs/my-website/docs/benchmarks.md @@ -48,6 +48,28 @@ In these tests the baseline latency characteristics are measured against a fake- - High-percentile latencies drop significantly: P95 630 ms → 150 ms, P99 1,200 ms → 240 ms. - Setting workers equal to CPU count gives optimal performance. +## `/realtime` API Benchmarks + +End-to-end latency benchmarks for the `/realtime` endpoint tested against a fake realtime endpoint. + +### Performance Metrics + +| Metric | Value | +| --------------- | ---------- | +| Median latency | 59 ms | +| p95 latency | 67 ms | +| p99 latency | 99 ms | +| Average latency | 63 ms | +| RPS | 1,207 | + +### Test Setup + +| Category | Specification | +|----------|---------------| +| **Load Testing** | Locust: 1,000 concurrent users, 500 ramp-up | +| **System** | 4 vCPUs, 8 GB RAM, 4 workers, 4 instances | +| **Database** | PostgreSQL (Redis unused) | + ## Machine Spec used for testing Each machine deploying LiteLLM had the following specs: diff --git a/docs/my-website/docs/enterprise.md b/docs/my-website/docs/enterprise.md index 2eed0f53e59..0a1b47f0621 100644 --- a/docs/my-website/docs/enterprise.md +++ b/docs/my-website/docs/enterprise.md @@ -74,6 +74,18 @@ You can find [supported data regions litellm here](../docs/data_security#support ## Frequently Asked Questions +### How to set up and verify your Enterprise License + +1. Add your license key to the environment: + +```env +LITELLM_LICENSE="eyJ..." +``` + +2. Restart LiteLLM Proxy. + +3. Open `http://:/` — the Swagger page should show **"Enterprise Edition"** in the description. If it doesn't, check that the key is correct, unexpired, and that the proxy was fully restarted. + ### SLA's + Professional Support Professional Support can assist with LLM/Provider integrations, deployment, upgrade management, and LLM Provider troubleshooting. We can’t solve your own infrastructure-related issues but we will guide you to fix them. diff --git a/docs/my-website/docs/mcp_semantic_filter.md b/docs/my-website/docs/mcp_semantic_filter.md new file mode 100644 index 00000000000..c58be80a680 --- /dev/null +++ b/docs/my-website/docs/mcp_semantic_filter.md @@ -0,0 +1,158 @@ +import Tabs from '@theme/Tabs'; +import TabItem from '@theme/TabItem'; + +# MCP Semantic Tool Filter + +Automatically filter MCP tools by semantic relevance. When you have many MCP tools registered, LiteLLM semantically matches the user's query against tool descriptions and sends only the most relevant tools to the LLM. + +## How It Works + +Tool search shifts tool selection from a prompt-engineering problem to a retrieval problem. Instead of injecting a large static list of tools into every prompt, the semantic filter: + +1. Builds a semantic index of all available MCP tools on startup +2. On each request, semantically matches the user's query against tool descriptions +3. Returns only the top-K most relevant tools to the LLM + +This approach improves context efficiency, increases reliability by reducing tool confusion, and enables scalability to ecosystems with hundreds or thousands of MCP tools. + +```mermaid +sequenceDiagram + participant Client + participant LiteLLM as LiteLLM Proxy + participant SemanticFilter as Semantic Filter + participant MCP as MCP Registry + participant LLM as LLM Provider + + Note over LiteLLM,MCP: Startup: Build Semantic Index + LiteLLM->>MCP: Fetch all registered MCP tools + MCP->>LiteLLM: Return all tools (e.g., 50 tools) + LiteLLM->>SemanticFilter: Build semantic router with embeddings + SemanticFilter->>LLM: Generate embeddings for tool descriptions + LLM->>SemanticFilter: Return embeddings + Note over SemanticFilter: Index ready for fast lookup + + Note over Client,LLM: Request: Semantic Tool Filtering + Client->>LiteLLM: POST /v1/responses with MCP tools + LiteLLM->>SemanticFilter: Expand MCP references (50 tools available) + SemanticFilter->>SemanticFilter: Extract user query from request + SemanticFilter->>LLM: Generate query embedding + LLM->>SemanticFilter: Return query embedding + SemanticFilter->>SemanticFilter: Match query against tool embeddings + SemanticFilter->>LiteLLM: Return top-K tools (e.g., 3 most relevant) + LiteLLM->>LLM: Forward request with filtered tools (3 tools) + LLM->>LiteLLM: Return response + LiteLLM->>Client: Response with headers
x-litellm-semantic-filter: 50->3
x-litellm-semantic-filter-tools: tool1,tool2,tool3 +``` + +## Configuration + +Enable semantic filtering in your LiteLLM config: + +```yaml title="config.yaml" showLineNumbers +litellm_settings: + mcp_semantic_tool_filter: + enabled: true + embedding_model: "text-embedding-3-small" # Model for semantic matching + top_k: 5 # Max tools to return + similarity_threshold: 0.3 # Min similarity score +``` + +**Configuration Options:** +- `enabled` - Enable/disable semantic filtering (default: `false`) +- `embedding_model` - Model for generating embeddings (default: `"text-embedding-3-small"`) +- `top_k` - Maximum number of tools to return (default: `10`) +- `similarity_threshold` - Minimum similarity score for matches (default: `0.3`) + +## Usage + +Use MCP tools normally with the Responses API or Chat Completions. The semantic filter runs automatically: + + + + +```bash title="Responses API with Semantic Filtering" showLineNumbers +curl --location 'http://localhost:4000/v1/responses' \ +--header 'Content-Type: application/json' \ +--header "Authorization: Bearer sk-1234" \ +--data '{ + "model": "gpt-4o", + "input": [ + { + "role": "user", + "content": "give me TLDR of what BerriAI/litellm repo is about", + "type": "message" + } + ], + "tools": [ + { + "type": "mcp", + "server_url": "litellm_proxy", + "require_approval": "never" + } + ], + "tool_choice": "required" +}' +``` + + + + +```bash title="Chat Completions with Semantic Filtering" showLineNumbers +curl --location 'http://localhost:4000/v1/chat/completions' \ +--header 'Content-Type: application/json' \ +--header "Authorization: Bearer sk-1234" \ +--data '{ + "model": "gpt-4o", + "messages": [ + {"role": "user", "content": "Search Wikipedia for LiteLLM"} + ], + "tools": [ + { + "type": "mcp", + "server_url": "litellm_proxy" + } + ] +}' +``` + + + + +## Response Headers + +The semantic filter adds diagnostic headers to every response: + +``` +x-litellm-semantic-filter: 10->3 +x-litellm-semantic-filter-tools: wikipedia-fetch,github-search,slack-post +``` + +- **`x-litellm-semantic-filter`** - Shows before→after tool count (e.g., `10->3` means 10 tools were filtered down to 3) +- **`x-litellm-semantic-filter-tools`** - CSV list of the filtered tool names (max 150 chars, clipped with `...` if longer) + +These headers help you understand which tools were selected for each request and verify the filter is working correctly. + +## Example + +If you have 50 MCP tools registered and make a request asking about Wikipedia, the semantic filter will: + +1. Semantically match your query `"Search Wikipedia for LiteLLM"` against all 50 tool descriptions +2. Select the top 5 most relevant tools (e.g., `wikipedia-fetch`, `wikipedia-search`, etc.) +3. Pass only those 5 tools to the LLM +4. Add headers showing `x-litellm-semantic-filter: 50->5` + +This dramatically reduces prompt size while ensuring the LLM has access to the right tools for the task. + +## Performance + +The semantic filter is optimized for production: +- Router builds once on startup (no per-request overhead) +- Semantic matching typically takes under 50ms +- Fails gracefully - returns all tools if filtering fails +- No impact on latency for requests without MCP tools + +## Related + +- [MCP Overview](./mcp.md) - Learn about MCP in LiteLLM +- [MCP Permission Management](./mcp_control.md) - Control tool access by key/team +- [Using MCP](./mcp_usage.md) - Complete MCP usage guide diff --git a/docs/my-website/docs/providers/azure_ai/azure_model_router.md b/docs/my-website/docs/providers/azure_ai/azure_model_router.md index 5e14c7283f6..16bc1afb70e 100644 --- a/docs/my-website/docs/providers/azure_ai/azure_model_router.md +++ b/docs/my-website/docs/providers/azure_ai/azure_model_router.md @@ -5,19 +5,38 @@ Azure Model Router is a feature in Azure AI Foundry that automatically routes yo ## Key Features - **Automatic Model Selection**: Azure Model Router dynamically selects the best model for your request -- **Cost Tracking**: LiteLLM automatically tracks costs based on the actual model used (e.g., `gpt-4.1-nano`), not the router endpoint +- **Cost Tracking**: LiteLLM automatically tracks costs based on the actual model used (e.g., `gpt-4.1-nano`), plus the Model Router infrastructure fee - **Streaming Support**: Full support for streaming responses with accurate cost calculation +- **Simple Configuration**: Easy to set up via UI or config file + +## Model Naming Pattern + +Use the pattern: `azure_ai/model_router/` + +**Components:** +- `azure_ai` - The provider identifier +- `model_router` - Indicates this is a Model Router deployment +- `` - Your actual deployment name from Azure AI Foundry (e.g., `azure-model-router`) + +**Example:** `azure_ai/model_router/azure-model-router` + +**How it works:** +- LiteLLM automatically strips the `model_router/` prefix when sending requests to Azure +- Only your deployment name (e.g., `azure-model-router`) is sent to the Azure API +- The full path is preserved in responses and logs for proper cost tracking ## LiteLLM Python SDK ### Basic Usage +Use the pattern `azure_ai/model_router/` where `` is your Azure deployment name: + ```python import litellm import os response = litellm.completion( - model="azure_ai/azure-model-router", + model="azure_ai/model_router/azure-model-router", # Use your deployment name messages=[{"role": "user", "content": "Hello!"}], api_base="https://your-endpoint.cognitiveservices.azure.com/openai/v1/", api_key=os.getenv("AZURE_MODEL_ROUTER_API_KEY"), @@ -26,6 +45,13 @@ response = litellm.completion( print(response) ``` +**Pattern Explanation:** +- `azure_ai` - The provider +- `model_router` - Indicates this is a model router deployment +- `azure-model-router` - Your actual deployment name from Azure AI Foundry + +LiteLLM will automatically strip the `model_router/` prefix when sending the request to Azure, so only `azure-model-router` is sent to the API. + ### Streaming with Usage Tracking ```python @@ -33,7 +59,7 @@ import litellm import os response = await litellm.acompletion( - model="azure_ai/azure-model-router", + model="azure_ai/model_router/azure-model-router", # Use your deployment name messages=[{"role": "user", "content": "hi"}], api_base="https://your-endpoint.cognitiveservices.azure.com/openai/v1/", api_key=os.getenv("AZURE_MODEL_ROUTER_API_KEY"), @@ -51,13 +77,15 @@ async for chunk in response: ```yaml model_list: - - model_name: azure-model-router + - model_name: azure-model-router # Public name for your users litellm_params: - model: azure_ai/azure-model-router + model: azure_ai/model_router/azure-model-router # Use your deployment name api_base: https://your-endpoint.cognitiveservices.azure.com/openai/v1/ api_key: os.environ/AZURE_MODEL_ROUTER_API_KEY ``` +**Note:** Replace `azure-model-router` in the model path with your actual deployment name from Azure AI Foundry. + ### Start Proxy ```bash @@ -80,49 +108,42 @@ curl -X POST http://localhost:4000/chat/completions \ This walkthrough shows how to add an Azure Model Router endpoint to LiteLLM using the Admin Dashboard. -### Select Provider +### Quick Start + +1. Navigate to the **Models** page in the LiteLLM UI +2. Select **"Azure AI Foundry (Studio)"** as the provider +3. Enter your deployment name (e.g., `azure-model-router`) +4. LiteLLM will automatically format it as `azure_ai/model_router/azure-model-router` +5. Add your API base URL and API key +6. Test and save + +### Detailed Walkthrough + +#### Step 1: Select Provider Navigate to the Models page and select "Azure AI Foundry (Studio)" as the provider. -#### Navigate to Models Page +##### Navigate to Models Page ![Navigate to Models](./img/azure_model_router_01.jpeg) -#### Click Provider Dropdown +##### Click Provider Dropdown ![Click Provider](./img/azure_model_router_02.jpeg) -#### Choose Azure AI Foundry +##### Choose Azure AI Foundry ![Select Azure AI Foundry](./img/azure_model_router_03.jpeg) -### Configure Model Name +#### Step 2: Enter Deployment Name -Set up the model name by entering `azure_ai/` followed by your model router deployment name from Azure. +**New Simplified Method:** Just enter your deployment name directly in the text field. If your deployment name contains "model-router" or "model_router", LiteLLM will automatically format it as `azure_ai/model_router/`. -#### Click Model Name Field +**Example:** +- Enter: `azure-model-router` +- LiteLLM creates: `azure_ai/model_router/azure-model-router` -![Click Model Field](./img/azure_model_router_04.jpeg) - -#### Select Custom Model Name - -![Select Custom Model](./img/azure_model_router_05.jpeg) - -#### Enter LiteLLM Model Name - -![LiteLLM Model Name](./img/azure_model_router_06.jpeg) - -#### Click Custom Model Name Field - -![Enter Custom Name Field](./img/azure_model_router_07.jpeg) - -#### Type Model Prefix - -Type `azure_ai/` as the prefix. - -![Type azure_ai prefix](./img/azure_model_router_08.jpeg) - -#### Copy Model Name from Azure Portal +##### Copy Deployment Name from Azure Portal Switch to Azure AI Foundry and copy your model router deployment name. @@ -130,73 +151,79 @@ Switch to Azure AI Foundry and copy your model router deployment name. ![Copy Model Name](./img/azure_model_router_10.jpeg) -#### Paste Model Name +##### Enter Deployment Name in LiteLLM -Paste to get `azure_ai/azure-model-router`. +Paste your deployment name (e.g., `azure-model-router`) directly into the text field. -![Paste Model Name](./img/azure_model_router_11.jpeg) +![Enter Deployment Name](./img/azure_model_router_04.jpeg) -### Configure API Base and Key +**What happens behind the scenes:** +- You enter: `azure-model-router` +- LiteLLM automatically detects this is a model router deployment +- The full model path becomes: `azure_ai/model_router/azure-model-router` +- When making API calls, only `azure-model-router` is sent to Azure + +#### Step 3: Configure API Base and Key Copy the endpoint URL and API key from Azure portal. -#### Copy API Base URL from Azure +##### Copy API Base URL from Azure ![Copy API Base](./img/azure_model_router_12.jpeg) -#### Enter API Base in LiteLLM +##### Enter API Base in LiteLLM ![Click API Base Field](./img/azure_model_router_13.jpeg) ![Paste API Base](./img/azure_model_router_14.jpeg) -#### Copy API Key from Azure +##### Copy API Key from Azure ![Copy API Key](./img/azure_model_router_15.jpeg) -#### Enter API Key in LiteLLM +##### Enter API Key in LiteLLM ![Enter API Key](./img/azure_model_router_16.jpeg) -### Test and Add Model +#### Step 4: Test and Add Model Verify your configuration works and save the model. -#### Test Connection +##### Test Connection ![Test Connection](./img/azure_model_router_17.jpeg) -#### Close Test Dialog +##### Close Test Dialog ![Close Dialog](./img/azure_model_router_18.jpeg) -#### Add Model +##### Add Model ![Add Model](./img/azure_model_router_19.jpeg) -### Verify in Playground +#### Step 5: Verify in Playground Test your model and verify cost tracking is working. -#### Open Playground +##### Open Playground ![Go to Playground](./img/azure_model_router_20.jpeg) -#### Select Model +##### Select Model ![Select Model](./img/azure_model_router_21.jpeg) -#### Send Test Message +##### Send Test Message ![Send Message](./img/azure_model_router_22.jpeg) -#### View Logs +##### View Logs ![View Logs](./img/azure_model_router_23.jpeg) -#### Verify Cost Tracking +##### Verify Cost Tracking -Cost is tracked based on the actual model used (e.g., `gpt-4.1-nano`). +Cost is tracked based on the actual model used (e.g., `gpt-4.1-nano`), plus a flat infrastructure cost of $0.14 per million input tokens for using the Model Router. ![Verify Cost](./img/azure_model_router_24.jpeg) @@ -205,28 +232,50 @@ Cost is tracked based on the actual model used (e.g., `gpt-4.1-nano`). LiteLLM automatically handles cost tracking for Azure Model Router by: 1. **Detecting the actual model**: When Azure Model Router routes your request to a specific model (e.g., `gpt-4.1-nano-2025-04-14`), LiteLLM extracts this from the response -2. **Calculating accurate costs**: Costs are calculated based on the actual model used, not the router endpoint name +2. **Calculating accurate costs**: Costs are calculated based on: + - The actual model used (e.g., `gpt-4.1-nano` token costs) + - Plus a flat infrastructure cost of **$0.14 per million input tokens** for using the Model Router 3. **Streaming support**: Cost tracking works correctly for both streaming and non-streaming requests +### Cost Breakdown + +When you use Azure Model Router, the total cost includes: + +- **Model Cost**: Based on the actual model that handled your request (e.g., `gpt-4.1-nano`) +- **Router Flat Cost**: $0.14 per million input tokens (Azure AI Foundry infrastructure fee) + ### Example Response with Cost ```python import litellm response = litellm.completion( - model="azure_ai/azure-model-router", + model="azure_ai/model_router/azure-model-router", messages=[{"role": "user", "content": "Hello!"}], api_base="https://your-endpoint.cognitiveservices.azure.com/openai/v1/", api_key="your-api-key", ) # The response will show the actual model used -print(f"Model used: {response.model}") # e.g., "gpt-4.1-nano-2025-04-14" +print(f"Model used: {response.model}") # e.g., "azure_ai/gpt-4.1-nano-2025-04-14" -# Get cost +# Get cost (includes both model cost and router flat cost) from litellm import completion_cost cost = completion_cost(completion_response=response) -print(f"Cost: ${cost}") +print(f"Total cost: ${cost}") + +# Access detailed cost breakdown +if hasattr(response, '_hidden_params') and 'response_cost' in response._hidden_params: + print(f"Response cost: ${response._hidden_params['response_cost']}") ``` +### Viewing Cost Breakdown in UI + +When viewing logs in the LiteLLM UI, you'll see: +- **Model Cost**: The cost for the actual model used +- **Azure Model Router Flat Cost**: The $0.14/M input tokens infrastructure fee +- **Total Cost**: Sum of both costs + +This breakdown helps you understand exactly what you're paying for when using the Model Router. + diff --git a/docs/my-website/docs/providers/bedrock.md b/docs/my-website/docs/providers/bedrock.md index 487212ad655..e546ed97656 100644 --- a/docs/my-website/docs/providers/bedrock.md +++ b/docs/my-website/docs/providers/bedrock.md @@ -9,7 +9,7 @@ ALL Bedrock models (Anthropic, Meta, Deepseek, Mistral, Amazon, etc.) are Suppor | Description | Amazon Bedrock is a fully managed service that offers a choice of high-performing foundation models (FMs). | | Provider Route on LiteLLM | `bedrock/`, [`bedrock/converse/`](#set-converse--invoke-route), [`bedrock/invoke/`](#set-invoke-route), [`bedrock/converse_like/`](#calling-via-internal-proxy), [`bedrock/llama/`](#deepseek-not-r1), [`bedrock/deepseek_r1/`](#deepseek-r1), [`bedrock/qwen3/`](#qwen3-imported-models), [`bedrock/qwen2/`](./bedrock_imported.md#qwen2-imported-models), [`bedrock/openai/`](./bedrock_imported.md#openai-compatible-imported-models-qwen-25-vl-etc), [`bedrock/moonshot`](./bedrock_imported.md#moonshot-kimi-k2-thinking) | | Provider Doc | [Amazon Bedrock ↗](https://docs.aws.amazon.com/bedrock/latest/userguide/what-is-bedrock.html) | -| Supported OpenAI Endpoints | `/chat/completions`, `/completions`, `/embeddings`, `/images/generations` | +| Supported OpenAI Endpoints | `/chat/completions`, `/completions`, `/embeddings`, `/images/generations`, `/v1/realtime`| | Rerank Endpoint | `/rerank` | | Pass-through Endpoint | [Supported](../pass_through/bedrock.md) | diff --git a/docs/my-website/docs/providers/bedrock_realtime_with_audio.md b/docs/my-website/docs/providers/bedrock_realtime_with_audio.md new file mode 100644 index 00000000000..a2d9813ffd9 --- /dev/null +++ b/docs/my-website/docs/providers/bedrock_realtime_with_audio.md @@ -0,0 +1,362 @@ +# Bedrock Realtime API + +## Overview + +Amazon Bedrock's Nova Sonic model supports real-time bidirectional audio streaming for voice conversations. This tutorial shows how to use it through LiteLLM Proxy. + +## Setup + +### 1. Configure LiteLLM Proxy + +Create a `config.yaml` file: + +```yaml +model_list: + - model_name: "bedrock-sonic" + litellm_params: + model: bedrock/amazon.nova-sonic-v1:0 + aws_region_name: us-east-1 # or your preferred region + model_info: + mode: realtime +``` + +### 2. Start LiteLLM Proxy + +```bash +litellm --config config.yaml +``` + +## Basic Text Interaction + +```python +import asyncio +import websockets +import json + +LITELLM_API_KEY = "sk-1234" # Your LiteLLM API key +LITELLM_URL = 'ws://localhost:4000/v1/realtime?model=bedrock-sonic' + +async def test_text_conversation(): + async with websockets.connect( + LITELLM_URL, + additional_headers={ + "Authorization": f"Bearer {LITELLM_API_KEY}" + } + ) as ws: + # Wait for session.created + response = await ws.recv() + print(f"Connected: {json.loads(response)['type']}") + + # Configure session + session_update = { + "type": "session.update", + "session": { + "instructions": "You are a helpful assistant.", + "modalities": ["text"], + "temperature": 0.8 + } + } + await ws.send(json.dumps(session_update)) + + # Send a message + message = { + "type": "conversation.item.create", + "item": { + "type": "message", + "role": "user", + "content": [{"type": "input_text", "text": "Hello!"}] + } + } + await ws.send(json.dumps(message)) + + # Trigger response + await ws.send(json.dumps({"type": "response.create"})) + + # Listen for response + while True: + response = await ws.recv() + event = json.loads(response) + + if event['type'] == 'response.text.delta': + print(event['delta'], end='', flush=True) + elif event['type'] == 'response.done': + print("\n✓ Complete") + break + +if __name__ == "__main__": + asyncio.run(test_text_conversation()) +``` + +## Audio Streaming with Voice Conversation + +```python +import asyncio +import websockets +import json +import base64 +import pyaudio + +LITELLM_API_KEY = "sk-1234" +LITELLM_URL = 'ws://localhost:4000/v1/realtime?model=bedrock-sonic' + +# Audio configuration +INPUT_RATE = 16000 # Nova Sonic expects 16kHz input +OUTPUT_RATE = 24000 # Nova Sonic outputs 24kHz +CHUNK = 1024 + +async def audio_conversation(): + # Initialize PyAudio + p = pyaudio.PyAudio() + + # Input stream (microphone) + input_stream = p.open( + format=pyaudio.paInt16, + channels=1, + rate=INPUT_RATE, + input=True, + frames_per_buffer=CHUNK + ) + + # Output stream (speakers) + output_stream = p.open( + format=pyaudio.paInt16, + channels=1, + rate=OUTPUT_RATE, + output=True, + frames_per_buffer=CHUNK + ) + + async with websockets.connect( + LITELLM_URL, + additional_headers={"Authorization": f"Bearer {LITELLM_API_KEY}"} + ) as ws: + # Wait for session.created + await ws.recv() + print("✓ Connected") + + # Configure session with audio + session_update = { + "type": "session.update", + "session": { + "instructions": "You are a friendly voice assistant.", + "modalities": ["text", "audio"], + "voice": "matthew", + "input_audio_format": "pcm16", + "output_audio_format": "pcm16" + } + } + await ws.send(json.dumps(session_update)) + print("🎤 Speak into your microphone...") + + async def send_audio(): + """Capture and send audio from microphone""" + while True: + audio_data = input_stream.read(CHUNK, exception_on_overflow=False) + audio_b64 = base64.b64encode(audio_data).decode('utf-8') + await ws.send(json.dumps({ + "type": "input_audio_buffer.append", + "audio": audio_b64 + })) + await asyncio.sleep(0.01) + + async def receive_audio(): + """Receive and play audio responses""" + while True: + response = await ws.recv() + event = json.loads(response) + + if event['type'] == 'response.audio.delta': + audio_b64 = event.get('delta', '') + if audio_b64: + audio_bytes = base64.b64decode(audio_b64) + output_stream.write(audio_bytes) + + elif event['type'] == 'response.text.delta': + print(event['delta'], end='', flush=True) + + elif event['type'] == 'response.done': + print("\n✓ Response complete") + + # Run both tasks concurrently + await asyncio.gather(send_audio(), receive_audio()) + +if __name__ == "__main__": + try: + asyncio.run(audio_conversation()) + except KeyboardInterrupt: + print("\n\nGoodbye!") +``` + +## Using Tools/Function Calling + +```python +import asyncio +import websockets +import json +from datetime import datetime + +LITELLM_API_KEY = "sk-1234" +LITELLM_URL = 'ws://localhost:4000/v1/realtime?model=bedrock-sonic' + +# Define tools +TOOLS = [ + { + "type": "function", + "function": { + "name": "get_weather", + "description": "Get current weather for a location", + "parameters": { + "type": "object", + "properties": { + "location": { + "type": "string", + "description": "City name" + } + }, + "required": ["location"] + } + } + } +] + +def get_weather(location: str) -> dict: + """Simulated weather function""" + return { + "location": location, + "temperature": 72, + "conditions": "sunny" + } + +async def conversation_with_tools(): + async with websockets.connect( + LITELLM_URL, + additional_headers={"Authorization": f"Bearer {LITELLM_API_KEY}"} + ) as ws: + # Wait for session.created + await ws.recv() + + # Configure session with tools + session_update = { + "type": "session.update", + "session": { + "instructions": "You are a helpful assistant with access to tools.", + "modalities": ["text"], + "tools": TOOLS + } + } + await ws.send(json.dumps(session_update)) + + # Send a message that requires a tool + message = { + "type": "conversation.item.create", + "item": { + "type": "message", + "role": "user", + "content": [{"type": "input_text", "text": "What's the weather in San Francisco?"}] + } + } + await ws.send(json.dumps(message)) + await ws.send(json.dumps({"type": "response.create"})) + + # Handle responses and tool calls + while True: + response = await ws.recv() + event = json.loads(response) + + if event['type'] == 'response.text.delta': + print(event['delta'], end='', flush=True) + + elif event['type'] == 'response.function_call_arguments.done': + # Execute the tool + function_name = event['name'] + arguments = json.loads(event['arguments']) + + print(f"\n🔧 Calling {function_name}({arguments})") + result = get_weather(**arguments) + + # Send tool result back + tool_result = { + "type": "conversation.item.create", + "item": { + "type": "function_call_output", + "call_id": event['call_id'], + "output": json.dumps(result) + } + } + await ws.send(json.dumps(tool_result)) + await ws.send(json.dumps({"type": "response.create"})) + + elif event['type'] == 'response.done': + print("\n✓ Complete") + break + +if __name__ == "__main__": + asyncio.run(conversation_with_tools()) +``` + +## Configuration Options + +### Voice Options +Available voices: `matthew`, `joanna`, `ruth`, `stephen`, `gregory`, `amy` + +### Audio Formats +- **Input**: 16kHz PCM16 (mono) +- **Output**: 24kHz PCM16 (mono) + +### Modalities +- `["text"]` - Text only +- `["audio"]` - Audio only +- `["text", "audio"]` - Both text and audio + +## Example Test Scripts + +Complete working examples are available in the LiteLLM repository: + +- **Basic audio streaming**: `test_bedrock_realtime_client.py` +- **Simple text test**: `test_bedrock_realtime_simple.py` +- **Tool calling**: `test_bedrock_realtime_tools.py` + +## Requirements + +```bash +pip install litellm websockets pyaudio +``` + +## AWS Configuration + +Ensure your AWS credentials are configured: + +```bash +export AWS_ACCESS_KEY_ID=your_access_key +export AWS_SECRET_ACCESS_KEY=your_secret_key +export AWS_REGION_NAME=us-east-1 +``` + +Or use AWS CLI configuration: + +```bash +aws configure +``` + +## Troubleshooting + +### Connection Issues +- Ensure LiteLLM proxy is running on the correct port +- Verify AWS credentials are properly configured +- Check that the Bedrock model is available in your region + +### Audio Issues +- Verify PyAudio is properly installed +- Check microphone/speaker permissions +- Ensure correct sample rates (16kHz input, 24kHz output) + +### Tool Calling Issues +- Ensure tools are properly defined in session.update +- Verify tool results are sent back with correct call_id +- Check that response.create is sent after tool result + +## Related Resources + +- [OpenAI Realtime API Documentation](https://platform.openai.com/docs/guides/realtime) +- [Amazon Bedrock Nova Sonic Documentation](https://docs.aws.amazon.com/bedrock/latest/userguide/nova-sonic.html) +- [LiteLLM Realtime API Documentation](/docs/realtime) diff --git a/docs/my-website/docs/providers/sarvam.md b/docs/my-website/docs/providers/sarvam.md index d77e9c0c75f..6a292456781 100644 --- a/docs/my-website/docs/providers/sarvam.md +++ b/docs/my-website/docs/providers/sarvam.md @@ -1,5 +1,8 @@ # Sarvam.ai +import Tabs from '@theme/Tabs'; +import TabItem from '@theme/TabItem'; + LiteLLM supports all the text models from [Sarvam ai](https://docs.sarvam.ai/api-reference-docs/chat/chat-completions) ## Usage diff --git a/docs/my-website/docs/providers/vertex_speech.md b/docs/my-website/docs/providers/vertex_speech.md index d0acacb5aec..751782a323c 100644 --- a/docs/my-website/docs/providers/vertex_speech.md +++ b/docs/my-website/docs/providers/vertex_speech.md @@ -312,6 +312,7 @@ Gemini models with audio output capabilities using the chat completions API. - Only supports `pcm16` audio format - Streaming not yet supported - Must set `modalities: ["audio"]` +- When using via LiteLLM Proxy, must include `"allowed_openai_params": ["audio", "modalities"]` in the request body to enable audio parameters ::: ### Quick Start @@ -372,7 +373,8 @@ curl http://0.0.0.0:4000/v1/chat/completions \ "model": "gemini-tts", "messages": [{"role": "user", "content": "Say hello in a friendly voice"}], "modalities": ["audio"], - "audio": {"voice": "Kore", "format": "pcm16"} + "audio": {"voice": "Kore", "format": "pcm16"}, + "allowed_openai_params": ["audio", "modalities"] }' ``` @@ -389,6 +391,7 @@ response = client.chat.completions.create( messages=[{"role": "user", "content": "Say hello in a friendly voice"}], modalities=["audio"], audio={"voice": "Kore", "format": "pcm16"}, + extra_body={"allowed_openai_params": ["audio", "modalities"]} ) print(response) ``` diff --git a/docs/my-website/docs/proxy/call_hooks.md b/docs/my-website/docs/proxy/call_hooks.md index fe865f67e09..17354725fd5 100644 --- a/docs/my-website/docs/proxy/call_hooks.md +++ b/docs/my-website/docs/proxy/call_hooks.md @@ -19,6 +19,7 @@ import Image from '@theme/IdealImage'; | `async_post_call_success_hook` | Modify outgoing response (non-streaming) | After successful LLM API call, for non-streaming responses | | `async_post_call_failure_hook` | Transform error responses sent to clients | After failed LLM API call | | `async_post_call_streaming_hook` | Modify outgoing response (streaming) | After successful LLM API call, for streaming responses | +| `async_post_call_response_headers_hook` | Inject custom HTTP response headers | After LLM API call (both success and failure) | See a complete example with our [parallel request rate limiter](https://github.com/BerriAI/litellm/blob/main/litellm/proxy/hooks/parallel_request_limiter.py) @@ -115,6 +116,18 @@ class MyCustomHandler(CustomLogger): # https://docs.litellm.ai/docs/observabilit async for item in response: yield item + async def async_post_call_response_headers_hook( + self, + data: dict, + user_api_key_dict: UserAPIKeyAuth, + response: Any, + request_headers: Optional[Dict[str, str]] = None, + ) -> Optional[Dict[str, str]]: + """ + Inject custom headers into HTTP response (runs for both success and failure). + """ + return {"x-custom-header": "custom-value"} + proxy_handler_instance = MyCustomHandler() ``` @@ -389,3 +402,31 @@ proxy_handler_instance = MyErrorTransformer() ``` **Result:** Clients receive `"Your prompt is too long..."` instead of `"ContextWindowExceededError: Prompt exceeds context window"`. + +## Advanced - Inject Custom HTTP Response Headers + +Use `async_post_call_response_headers_hook` to inject custom HTTP headers into responses. This hook runs for **both successful and failed** LLM API calls. + +```python +from litellm.integrations.custom_logger import CustomLogger +from litellm.proxy.proxy_server import UserAPIKeyAuth +from typing import Any, Dict, Optional + +class CustomHeaderLogger(CustomLogger): + def __init__(self): + super().__init__() + + async def async_post_call_response_headers_hook( + self, + data: dict, + user_api_key_dict: UserAPIKeyAuth, + response: Any, + request_headers: Optional[Dict[str, str]] = None, + ) -> Optional[Dict[str, str]]: + """ + Inject custom headers into all responses (success and failure). + """ + return {"x-custom-header": "custom-value"} + +proxy_handler_instance = CustomHeaderLogger() +``` diff --git a/docs/my-website/docs/proxy/config_settings.md b/docs/my-website/docs/proxy/config_settings.md index 8797e71da79..385b4b0de32 100644 --- a/docs/my-website/docs/proxy/config_settings.md +++ b/docs/my-website/docs/proxy/config_settings.md @@ -321,6 +321,7 @@ router_settings: | redis_host | string | The host address for the Redis server. **Only set this if you have multiple instances of LiteLLM Proxy and want current tpm/rpm tracking to be shared across them** | | redis_password | string | The password for the Redis server. **Only set this if you have multiple instances of LiteLLM Proxy and want current tpm/rpm tracking to be shared across them** | | redis_port | string | The port number for the Redis server. **Only set this if you have multiple instances of LiteLLM Proxy and want current tpm/rpm tracking to be shared across them**| +| redis_db | int | The database number for the Redis server. **Only set this if you have multiple instances of LiteLLM Proxy and want current tpm/rpm tracking to be shared across them**| | enable_pre_call_check | boolean | If true, checks if a call is within the model's context window before making the call. [More information here](reliability) | | content_policy_fallbacks | array of objects | Specifies fallback models for content policy violations. [More information here](reliability) | | fallbacks | array of objects | Specifies fallback models for all types of errors. [More information here](reliability) | @@ -507,6 +508,7 @@ router_settings: | DD_AGENT_HOST | Hostname or IP of DataDog agent (e.g., "localhost"). When set, logs are sent to agent instead of direct API | DD_AGENT_PORT | Port of DataDog agent for log intake. Default is 10518 | DD_API_KEY | API key for Datadog integration +| DD_APP_KEY | Application key for Datadog Cost Management integration. Required along with DD_API_KEY for cost metrics | DD_SITE | Site URL for Datadog (e.g., datadoghq.com) | DD_SOURCE | Source identifier for Datadog logs | DD_TRACER_STREAMING_CHUNK_YIELD_RESOURCE | Resource name for Datadog tracing of streaming chunk yields. Default is "streaming.chunk.yield" @@ -543,6 +545,9 @@ router_settings: | DEFAULT_MAX_TOKENS | Default maximum tokens for LLM calls. Default is 4096 | DEFAULT_MAX_TOKENS_FOR_TRITON | Default maximum tokens for Triton models. Default is 2000 | DEFAULT_MAX_REDIS_BATCH_CACHE_SIZE | Default maximum size for redis batch cache. Default is 1000 +| DEFAULT_MCP_SEMANTIC_FILTER_EMBEDDING_MODEL | Default embedding model for MCP semantic tool filtering. Default is "text-embedding-3-small" +| DEFAULT_MCP_SEMANTIC_FILTER_SIMILARITY_THRESHOLD | Default similarity threshold for MCP semantic tool filtering. Default is 0.3 +| DEFAULT_MCP_SEMANTIC_FILTER_TOP_K | Default number of top results to return for MCP semantic tool filtering. Default is 10 | DEFAULT_MOCK_RESPONSE_COMPLETION_TOKEN_COUNT | Default token count for mock response completions. Default is 20 | DEFAULT_MOCK_RESPONSE_PROMPT_TOKEN_COUNT | Default token count for mock response prompts. Default is 10 | DEFAULT_MODEL_CREATED_AT_TIME | Default creation timestamp for models. Default is 1677610602 @@ -643,6 +648,10 @@ router_settings: | GENERIC_USERINFO_ENDPOINT | Endpoint to fetch user information in generic OAuth | GENERIC_LOGGER_ENDPOINT | Endpoint URL for the Generic Logger callback to send logs to | GENERIC_LOGGER_HEADERS | JSON string of headers to include in Generic Logger callback requests +| GENERIC_ROLE_MAPPINGS_DEFAULT_ROLE | Default LiteLLM role to assign when no role mapping matches in generic SSO. Used with GENERIC_ROLE_MAPPINGS_ROLES +| GENERIC_ROLE_MAPPINGS_GROUP_CLAIM | The claim/attribute name in the SSO token that contains the user's groups. Used for role mapping +| GENERIC_ROLE_MAPPINGS_ROLES | Python dict string mapping LiteLLM roles to SSO group names. Example: `{"proxy_admin": ["admin-group"], "internal_user": ["users"]}` +| GENERIC_USER_ROLE_MAPPINGS | Alternative to GENERIC_ROLE_MAPPINGS_ROLES for configuring user role mappings from SSO | GEMINI_API_BASE | Base URL for Gemini API. Default is https://generativelanguage.googleapis.com | GALILEO_BASE_URL | Base URL for Galileo platform | GALILEO_PASSWORD | Password for Galileo authentication @@ -735,6 +744,7 @@ router_settings: | LITELLM_CLI_JWT_EXPIRATION_HOURS | Expiration time in hours for CLI-generated JWT tokens. Default is 24 hours | 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_DD_LLM_OBS_PORT | Port for Datadog LLM Observability agent. Default is 8126 | 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 @@ -795,6 +805,7 @@ router_settings: | MAXIMUM_TRACEBACK_LINES_TO_LOG | Maximum number of lines to log in traceback in LiteLLM Logs UI. Default is 100 | MAX_RETRY_DELAY | Maximum delay in seconds for retrying requests. Default is 8.0 | MAX_LANGFUSE_INITIALIZED_CLIENTS | Maximum number of Langfuse clients to initialize on proxy. Default is 50. This is set since langfuse initializes 1 thread everytime a client is initialized. We've had an incident in the past where we reached 100% cpu utilization because Langfuse was initialized several times. +| MAX_MCP_SEMANTIC_FILTER_TOOLS_HEADER_LENGTH | Maximum header length for MCP semantic filter tools. Default is 150 | MIN_NON_ZERO_TEMPERATURE | Minimum non-zero temperature value. Default is 0.0001 | MINIMUM_PROMPT_CACHE_TOKEN_COUNT | Minimum token count for caching a prompt. Default is 1024 | MISTRAL_API_BASE | Base URL for Mistral API. Default is https://api.mistral.ai @@ -830,6 +841,7 @@ router_settings: | OPENMETER_EVENT_TYPE | Type of events sent to OpenMeter | ONYX_API_BASE | Base URL for Onyx Security AI Guard service (defaults to https://ai-guard.onyx.security) | ONYX_API_KEY | API key for Onyx Security AI Guard service +| ONYX_TIMEOUT | Timeout in seconds for Onyx Guard server requests. Default is 10 | OTEL_ENDPOINT | OpenTelemetry endpoint for traces | OTEL_EXPORTER_OTLP_ENDPOINT | OpenTelemetry endpoint for traces | OTEL_ENVIRONMENT_NAME | Environment name for OpenTelemetry @@ -892,6 +904,8 @@ router_settings: | ROUTER_MAX_FALLBACKS | Maximum number of fallbacks for router. Default is 5 | RUNWAYML_DEFAULT_API_VERSION | Default API version for RunwayML service. Default is "2024-11-06" | RUNWAYML_POLLING_TIMEOUT | Timeout in seconds for RunwayML image generation polling. Default is 600 (10 minutes) +| S3_VECTORS_DEFAULT_DIMENSION | Default vector dimension for S3 Vectors RAG ingestion. Default is 1024 +| S3_VECTORS_DEFAULT_DISTANCE_METRIC | Default distance metric for S3 Vectors RAG ingestion. Options: "cosine", "euclidean". Default is "cosine" | SECRET_MANAGER_REFRESH_INTERVAL | Refresh interval in seconds for secret manager. Default is 86400 (24 hours) | SEPARATE_HEALTH_APP | If set to '1', runs health endpoints on a separate ASGI app and port. Default: '0'. | SEPARATE_HEALTH_PORT | Port for the separate health endpoints app. Only used if SEPARATE_HEALTH_APP=1. Default: 4001. diff --git a/docs/my-website/docs/proxy/custom_pricing.md b/docs/my-website/docs/proxy/custom_pricing.md index 8f4a4c450f5..b61da85bb1d 100644 --- a/docs/my-website/docs/proxy/custom_pricing.md +++ b/docs/my-website/docs/proxy/custom_pricing.md @@ -9,6 +9,7 @@ LiteLLM provides flexible cost tracking and pricing customization for all LLM pr - **Custom Pricing** - Override default model costs or set pricing for custom models - **Cost Per Token** - Track costs based on input/output tokens (most common) - **Cost Per Second** - Track costs based on runtime (e.g., Sagemaker) +- **Zero-Cost Models** - Bypass budget checks for free/on-premises models by setting costs to 0 - **[Provider Discounts](./provider_discounts.md)** - Apply percentage-based discounts to specific providers - **[Provider Margins](./provider_margins.md)** - Add fees/margins to LLM costs for internal billing - **Base Model Mapping** - Ensure accurate cost tracking for Azure deployments @@ -106,6 +107,51 @@ There are other keys you can use to specify costs for different scenarios and mo These keys evolve based on how new models handle multimodality. The latest version can be found at [https://github.com/BerriAI/litellm/blob/main/model_prices_and_context_window.json](https://github.com/BerriAI/litellm/blob/main/model_prices_and_context_window.json). +## Zero-Cost Models (Bypass Budget Checks) + +**Use Case**: You have on-premises or free models that should be accessible even when users exceed their budget limits. + +**Solution** ✅: Set both `input_cost_per_token` and `output_cost_per_token` to `0` (explicitly) to bypass all budget checks for that model. + +:::info + +When a model is configured with zero cost, LiteLLM will automatically skip ALL budget checks (user, team, team member, end-user, organization, and global proxy budget) for requests to that model. + +**Important**: Both costs must be **explicitly set to 0**. If costs are `null` or undefined, the model will be treated as having cost and budget checks will apply. + +::: + +### Configuration Example + +```yaml +model_list: + # On-premises model - free to use + - model_name: on-prem-llama + litellm_params: + model: ollama/llama3 + api_base: http://localhost:11434 + model_info: + input_cost_per_token: 0 # 👈 Explicitly set to 0 + output_cost_per_token: 0 # 👈 Explicitly set to 0 + + # Paid cloud model - budget checks apply + - model_name: gpt-4 + litellm_params: + model: gpt-4 + api_key: os.environ/OPENAI_API_KEY + # No model_info - uses default pricing from cost map +``` + +### Behavior + +With the above configuration: + +- **User over budget** → Can still use `on-prem-llama` ✅, but blocked from `gpt-4` ❌ +- **Team over budget** → Can still use `on-prem-llama` ✅, but blocked from `gpt-4` ❌ +- **End-user over budget** → Can still use `on-prem-llama` ✅, but blocked from `gpt-4` ❌ + +This ensures your free/on-premises models remain accessible regardless of budget constraints, while paid models are still properly governed. + ## Set 'base_model' for Cost Tracking (e.g. Azure deployments) **Problem**: Azure returns `gpt-4` in the response when `azure/gpt-4-1106-preview` is used. This leads to inaccurate cost tracking diff --git a/docs/my-website/docs/proxy/embedding.md b/docs/my-website/docs/proxy/embedding.md index 2adaaa24735..0e7c2d55c44 100644 --- a/docs/my-website/docs/proxy/embedding.md +++ b/docs/my-website/docs/proxy/embedding.md @@ -6,6 +6,16 @@ import TabItem from '@theme/TabItem'; See supported Embedding Providers & Models [here](https://docs.litellm.ai/docs/embedding/supported_embedding) +## Supported Input Formats + +The `/v1/embeddings` endpoint follows the [OpenAI embeddings API specification](https://platform.openai.com/docs/api-reference/embeddings/create). The following input formats are supported: + +| Format | Example | +|--------|---------| +| String | `"input": "Hello"` | +| Array of strings | `"input": ["Hello", "World"]` | +| Array of tokens (integers) | `"input": [1234, 5678, 9012]` | +| Array of token arrays | `"input": [[1234, 5678], [9012, 3456]]` | ## Quick start Here's how to route between GPT-J embedding (sagemaker endpoint), Amazon Titan embedding (Bedrock) and Azure OpenAI embedding on the proxy server: diff --git a/docs/my-website/docs/proxy/load_balancing.md b/docs/my-website/docs/proxy/load_balancing.md index 42f6ef1aa51..186307d6498 100644 --- a/docs/my-website/docs/proxy/load_balancing.md +++ b/docs/my-website/docs/proxy/load_balancing.md @@ -69,6 +69,67 @@ router_settings: redis_port: 1992 ``` +## Enforce Model Rate Limits + +Strictly enforce RPM/TPM limits set on deployments. When limits are exceeded, requests are blocked **before** reaching the LLM provider with a `429 Too Many Requests` error. + +:::info +By default, `rpm` and `tpm` values are only used for **routing decisions** (picking deployments with capacity). With `enforce_model_rate_limits`, they become **hard limits**. +::: + +### Quick Start + +```yaml +model_list: + - model_name: gpt-4 + litellm_params: + model: openai/gpt-4 + api_key: os.environ/OPENAI_API_KEY + rpm: 60 # 60 requests per minute + tpm: 90000 # 90k tokens per minute + +router_settings: + optional_pre_call_checks: + - enforce_model_rate_limits # 👈 Enables strict enforcement +``` + +### How It Works + +| Limit Type | Enforcement | Accuracy | +|------------|-------------|----------| +| **RPM** | Hard limit - blocked at exact threshold | 100% accurate | +| **TPM** | Best-effort - may slightly exceed | Blocked when already over limit | + +**Why TPM is best-effort:** Token count is unknown until the LLM responds. TPM is checked before each request (blocks if already over), and tracked after (adds actual tokens used). + +### Error Response + +```json +{ + "error": { + "message": "Model rate limit exceeded. RPM limit=60, current usage=60", + "type": "rate_limit_error", + "code": 429 + } +} +``` + +Response includes `retry-after: 60` header. + +### Multi-Instance Deployment + +For multiple LiteLLM proxy instances, add Redis to share rate limit state: + +```yaml +router_settings: + optional_pre_call_checks: + - enforce_model_rate_limits + redis_host: redis.example.com + redis_port: 6379 + redis_password: your-password +``` + + :::info Detailed information about [routing strategies can be found here](../routing) ::: diff --git a/docs/my-website/docs/proxy/request_tags.md b/docs/my-website/docs/proxy/request_tags.md new file mode 100644 index 00000000000..c78c48229b4 --- /dev/null +++ b/docs/my-website/docs/proxy/request_tags.md @@ -0,0 +1,58 @@ +# Request Tags for Spend Tracking + +Add tags to model deployments to track spend by environment, AWS account, or any custom label. + +Tags appear in the `request_tags` field of LiteLLM spend logs. + +## Config Setup + +Set tags on model deployments in `config.yaml`: + +```yaml title="config.yaml" +model_list: + - model_name: gpt-4 + litellm_params: + model: azure/gpt-4-prod + api_key: os.environ/AZURE_PROD_API_KEY + api_base: https://prod.openai.azure.com/ + tags: ["AWS_IAM_PROD"] # 👈 Tag for production + + - model_name: gpt-4-dev + litellm_params: + model: azure/gpt-4-dev + api_key: os.environ/AZURE_DEV_API_KEY + api_base: https://dev.openai.azure.com/ + tags: ["AWS_IAM_DEV"] # 👈 Tag for development +``` + +## Make Request + +Requests just specify the model - tags are automatically applied: + +```bash +curl -X POST 'http://0.0.0.0:4000/chat/completions' \ + -H 'Authorization: Bearer sk-1234' \ + -H 'Content-Type: application/json' \ + -d '{ + "model": "gpt-4", + "messages": [{"role": "user", "content": "Hello"}] + }' +``` + +## Spend Logs + +The tag from the model config appears in `LiteLLM_SpendLogs`: + +```json +{ + "request_id": "chatcmpl-abc123", + "request_tags": ["AWS_IAM_PROD"], + "spend": 0.002, + "model": "gpt-4" +} +``` + +## Related + +- [Spend Tracking Overview](cost_tracking.md) +- [Tag Budgets](tag_budgets.md) - Set budget limits per tag diff --git a/docs/my-website/docs/proxy/ui_logs.md b/docs/my-website/docs/proxy/ui_logs.md index 61f328011c3..8cfe818ebfd 100644 --- a/docs/my-website/docs/proxy/ui_logs.md +++ b/docs/my-website/docs/proxy/ui_logs.md @@ -25,7 +25,10 @@ View Spend, Token Usage, Key, Team Name for Each Request to LiteLLM ## Tracking - Request / Response Content in Logs Page -If you want to view request and response content on LiteLLM Logs, you need to opt in with this setting +If you want to view request and response content on LiteLLM Logs, you can enable it in either place: + +- **From the UI (no restart):** Use [UI Spend Log Settings](./ui_spend_log_settings.md) — open Logs → Settings → enable "Store Prompts in Spend Logs" → Save. Takes effect immediately and overrides config. +- **From config:** Add this to your `proxy_config.yaml` (requires restart): ```yaml general_settings: @@ -34,6 +37,40 @@ general_settings: +## Tracing Tools + +View which tools were provided and called in your completion requests. + + + +**Example:** Make a completion request with tools: + +```bash +curl -X POST 'http://localhost:4000/chat/completions' \ + -H 'Authorization: Bearer sk-1234' \ + -H 'Content-Type: application/json' \ + -d '{ + "model": "gpt-4", + "messages": [{"role": "user", "content": "What is the weather?"}], + "tools": [ + { + "type": "function", + "function": { + "name": "get_weather", + "description": "Get the current weather", + "parameters": { + "type": "object", + "properties": { + "location": {"type": "string"} + } + } + } + } + ] + }' +``` + +Check the Logs page to see all tools provided and which ones were called. ## Stop storing Error Logs in DB @@ -57,7 +94,10 @@ general_settings: If you're storing spend logs, it might be a good idea to delete them regularly to keep the database fast. -LiteLLM lets you configure this in your `proxy_config.yaml`: +You can set the retention period in either place: + +- **From the UI (no restart):** [UI Spend Log Settings](./ui_spend_log_settings.md) — Logs → Settings → set Retention Period → Save. +- **From config:** Add the following to your `proxy_config.yaml` (requires restart): ```yaml general_settings: diff --git a/docs/my-website/docs/proxy/ui_spend_log_settings.md b/docs/my-website/docs/proxy/ui_spend_log_settings.md new file mode 100644 index 00000000000..5e04974e3a7 --- /dev/null +++ b/docs/my-website/docs/proxy/ui_spend_log_settings.md @@ -0,0 +1,92 @@ +import Image from '@theme/IdealImage'; + +# UI Spend Log Settings + +Configure spend log behavior directly from the Admin UI—no config file edits or proxy restart required. This is especially useful for cloud deployments where updating the config is difficult or requires a long release process. + +## Overview + +Previously, spend log options (such as storing request/response content and retention period) had to be set in `proxy_config.yaml` under `general_settings`. Changing them required editing the config and restarting the proxy, which was a pain point for users-especially in cloud environments—who don't have easy access to the config or whose deployment process makes config updates slow. + + + +**UI Spend Log Settings** lets you: + +- **Store prompts in spend logs** – Enable or disable storing request and response content in the spend logs table (only affects logs created after you change the setting) +- **Set retention period** – Configure how long spend logs are kept before automatic cleanup (e.g. `7d`, `30d`) +- **Apply changes immediately** – No proxy restart needed; settings take effect for new requests as soon as you save + +:::warning UI overrides config +Settings changed in the UI **override** the values in your config file. For example, if `store_prompts_in_spend_logs` is explicitly set to `false` in `general_settings`, turning it on in the UI will still enable storing prompts. Use the UI when you want runtime control without redeploying. +::: + +## Settings You Can Configure + +| Setting | Description | +| ------------------------------- | --------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------- | +| **Store Prompts in Spend Logs** | When enabled, request messages and response content are stored for **new** spend logs so you can view them in the Logs UI. Logs created before you enabled this will not have request/response content. When disabled, only metadata (e.g. tokens, cost, model) is stored for new logs. | +| **Retention Period** | Maximum time to keep spend logs before they are automatically deleted (e.g. `7d`, `30d`). Optional; if not set, logs are retained according to your config or default behavior. | + +The same options can be set in config via [general_settings](./config_settings.md#general_settings---reference) (`store_prompts_in_spend_logs`, `maximum_spend_logs_retention_period`). Values set in the UI take precedence. + +## How to Configure Spend Log Settings in the UI + +### 1. Open the Logs page + +Navigate to the Admin UI (e.g. `http://localhost:4000/ui` or your `PROXY_BASE_URL/ui`) and click **Logs**. + +![](https://colony-recorder.s3.amazonaws.com/files/2026-01-31/815f4ab2-4b8c-4dfe-be39-689fd6e12167/ascreenshot_eaaeba1507b441408e0df8bf94bc70cc_text_export.jpeg) + +![](https://colony-recorder.s3.amazonaws.com/files/2026-01-31/815f4ab2-4b8c-4dfe-be39-689fd6e12167/ascreenshot_666628f5e62443688a58b7cee7d7559b_text_export.jpeg) + +### 2. Open Logs settings + +Click the **Settings** (gear) icon on the Logs page to open the spend log settings panel. + +![](https://colony-recorder.s3.amazonaws.com/files/2026-01-31/303077bd-80a0-4f3b-9dc1-4abb90af117f/ascreenshot_63f5dc21a545489ea9266f3bd3dc8455_text_export.jpeg) + +### 3. Enable Store Prompts in Spend Logs (optional) + +Turn on **Store Prompts in Spend Logs** if you want request and response content to be stored for new requests and visible when you open those log entries. This only affects logs created after you enable it; existing logs will not gain request/response content. Leave it off if you only need metadata (tokens, cost, model, etc.). + +![](https://colony-recorder.s3.amazonaws.com/files/2026-01-31/a25d0051-4b34-4270-99d6-6e8ae0d2936a/ascreenshot_374605862aad42c89a98da7bad910f58_text_export.jpeg) + +### 4. Set the retention period (optional) + +Optionally set the **Retention Period** (e.g. `7d`, `30d`) to control how long spend logs are kept before automatic cleanup. Uses the same format as the config option `maximum_spend_logs_retention_period`. + +![](https://colony-recorder.s3.amazonaws.com/files/2026-01-31/87086197-b082-4339-b798-37410f47d9ac/ascreenshot_564da14f492540ae8b0b782cfedceff9_text_export.jpeg) + +### 5. Save settings + +Click **Save Settings**. Changes take effect immediately for new requests; no proxy restart is required. Existing logs are not updated. + +![](https://colony-recorder.s3.amazonaws.com/files/2026-01-31/8cfd82c1-0ff4-4561-a806-33a7998cf0fd/ascreenshot_673f6155b17f45ee9b80fabdfc42a4ee_text_export.jpeg) + +### 6. Verify: view request and response in a log + +After enabling **Store Prompts in Spend Logs**, make a new request through the proxy, then open that log entry (or any other log created after you enabled the setting). The log details view will include the request and response content. Logs that existed before you turned the setting on will not have this content. + +![](https://colony-recorder.s3.amazonaws.com/files/2026-01-31/0fbec553-9a11-4f4f-8a1d-f969bb316c70/ascreenshot_62ecbcea97ea4a4abaa460d76e2cf924_text_export.jpeg) + +![](https://colony-recorder.s3.amazonaws.com/files/2026-01-31/30e7ea4d-2c03-4b96-88a9-eeee565eaf16/ascreenshot_c00ad6aa75b54b4988a1450647a76f6b_text_export.jpeg) + +## Use Cases + +### Cloud and managed deployments + +When the proxy runs in a managed or cloud environment, config may be in a separate repo, require a long release, or be controlled by another team. Using the UI lets you change spend log behavior (e.g. enable prompt storage for debugging or set retention) without going through that process. + +### Quick toggles for debugging + +Temporarily enable **Store Prompts in Spend Logs** to inspect request/response content on new requests when debugging, then turn it off again from the UI without editing config or restarting. Only logs created while the setting was on will contain the content. + +### Retention without redeploying + +Adjust how long spend logs are retained (e.g. shorten to reduce storage or extend for compliance) and have the new retention period and cleanup job take effect immediately. + +## Related Documentation + +- [Getting Started with UI Logs](./ui_logs.md) – Overview of what gets logged and config-based options +- [Config Settings](./config_settings.md) – `store_prompts_in_spend_logs`, `disable_spend_logs`, `maximum_spend_logs_retention_period` in `general_settings` +- [Spend Logs Deletion](./spend_logs_deletion.md) – How retention and cleanup work diff --git a/docs/my-website/docs/realtime.md b/docs/my-website/docs/realtime.md index 0b3c823f5db..f4627c78da3 100644 --- a/docs/my-website/docs/realtime.md +++ b/docs/my-website/docs/realtime.md @@ -10,6 +10,7 @@ Supported Providers: - Azure - Google AI Studio (Gemini) - Vertex AI +- Bedrock ## Proxy Usage diff --git a/docs/my-website/docs/routing.md b/docs/my-website/docs/routing.md index 2b3a28edf75..67e7f681147 100644 --- a/docs/my-website/docs/routing.md +++ b/docs/my-website/docs/routing.md @@ -1588,11 +1588,13 @@ Get a slack webhook url from https://api.slack.com/messaging/webhooks Initialize an `AlertingConfig` and pass it to `litellm.Router`. The following code will trigger an alert because `api_key=bad-key` which is invalid ```python -from litellm.router import AlertingConfig import litellm +from litellm.router import Router +from litellm.types.router import AlertingConfig import os +import asyncio -router = litellm.Router( +router = Router( model_list=[ { "model_name": "gpt-3.5-turbo", @@ -1603,17 +1605,28 @@ router = litellm.Router( } ], alerting_config= AlertingConfig( - alerting_threshold=10, # threshold for slow / hanging llm responses (in seconds). Defaults to 300 seconds - webhook_url= os.getenv("SLACK_WEBHOOK_URL") # webhook you want to send alerts to + alerting_threshold=10, + webhook_url= "https:/..." ), ) -try: - await router.acompletion( - model="gpt-3.5-turbo", - messages=[{"role": "user", "content": "Hey, how's it going?"}], - ) -except: - pass + +async def main(): + print(f"\n=== Configuration ===") + print(f"Slack logger exists: {router.slack_alerting_logger is not None}") + + try: + await router.acompletion( + model="gpt-3.5-turbo", + messages=[{"role": "user", "content": "Hey, how's it going?"}], + ) + except Exception as e: + print(f"\n=== Exception caught ===") + print(f"Waiting 10 seconds for alerts to be sent via periodic flush...") + await asyncio.sleep(10) + print(f"\n=== After waiting ===") + print(f"Alert should have been sent to Slack!") + +asyncio.run(main()) ``` ## Track cost for Azure Deployments diff --git a/docs/my-website/docs/troubleshoot/prisma_migrations.md b/docs/my-website/docs/troubleshoot/prisma_migrations.md new file mode 100644 index 00000000000..9d9cb585b2b --- /dev/null +++ b/docs/my-website/docs/troubleshoot/prisma_migrations.md @@ -0,0 +1,113 @@ +# Troubleshooting Prisma Migration Errors + +Common Prisma migration issues encountered when upgrading or downgrading LiteLLM proxy versions, and how to fix them. + +## How Prisma Migrations Work in LiteLLM + +- LiteLLM uses [Prisma](https://www.prisma.io/) to manage its PostgreSQL database schema. +- Migration history is tracked in the `_prisma_migrations` table in your database. +- When LiteLLM starts, it runs `prisma migrate deploy` to apply any new migrations. +- Upgrading LiteLLM applies all migrations added since your last applied version. + +## Common Errors + +### 1. `relation "X" does not exist` + +**Example error:** + +``` +ERROR: relation "LiteLLM_DeletedTeamTable" does not exist +Migration: 20260116142756_update_deleted_keys_teams_table_routing_settings +``` + +**Cause:** This typically happens after a version rollback. The `_prisma_migrations` table still records migrations from the newer version as "applied," but the underlying database tables were modified, dropped, or never fully created. + +**How to fix:** + +#### Step 1 — Delete the failed migration entry and restart + +Remove the problematic migration from the history so it can be re-applied: + +```sql +-- View recent migrations +SELECT migration_name, finished_at, rolled_back_at, logs +FROM "_prisma_migrations" +ORDER BY started_at DESC +LIMIT 10; + +-- Delete the failed migration entry +DELETE FROM "_prisma_migrations" +WHERE migration_name = ''; +``` + +After deleting the entry, restart LiteLLM — it will re-apply the migration on startup. + +#### Step 2 — If that doesn't work, use `prisma db push` + +If deleting the migration entry and restarting doesn't resolve the issue, sync the schema directly: + +```bash +DATABASE_URL="" prisma db push +``` + +This bypasses migration history and forces the database schema to match the Prisma schema. + +--- + +### 2. `New migrations cannot be applied before the error is recovered from` + +**Cause:** A previous migration failed (recorded with an error in `_prisma_migrations`), and Prisma refuses to apply any new migrations until the failure is resolved. + +**How to fix:** + +1. Find the failed migration: + +```sql +SELECT migration_name, finished_at, rolled_back_at, logs +FROM "_prisma_migrations" +WHERE finished_at IS NULL OR rolled_back_at IS NOT NULL +ORDER BY started_at DESC; +``` + +2. Delete the failed entry and restart LiteLLM: + +```sql +DELETE FROM "_prisma_migrations" +WHERE migration_name = ''; +``` + +3. If that doesn't work, use `prisma db push`: + +```bash +DATABASE_URL="" prisma db push +``` + +--- + +### 3. Migration state mismatch after version rollback + +**Cause:** You upgraded to version X (new migrations applied), rolled back to version Y, then upgraded again. The `_prisma_migrations` table has stale entries for migrations that were partially applied or correspond to a schema state that no longer exists. + +**Fix:** + +1. Inspect the migration table for problematic entries: + +```sql +SELECT migration_name, started_at, finished_at, rolled_back_at, logs +FROM "_prisma_migrations" +ORDER BY started_at DESC +LIMIT 20; +``` + +2. For each migration that shouldn't be there (i.e., from the version you rolled back from), delete the entry: + ```sql + DELETE FROM "_prisma_migrations" WHERE migration_name = ''; + ``` + +3. Restart LiteLLM to re-run migrations. + +4. If that doesn't work, use `prisma db push`: + +```bash +DATABASE_URL="" prisma db push +``` diff --git a/docs/my-website/docs/tutorials/claude_code_plugin_marketplace.md b/docs/my-website/docs/tutorials/claude_code_plugin_marketplace.md index 946fb47d92a..9d93c717c4f 100644 --- a/docs/my-website/docs/tutorials/claude_code_plugin_marketplace.md +++ b/docs/my-website/docs/tutorials/claude_code_plugin_marketplace.md @@ -2,7 +2,7 @@ import Image from '@theme/IdealImage'; import Tabs from '@theme/Tabs'; import TabItem from '@theme/TabItem'; -# Claude Code Plugin Marketplace +# Claude Code Plugin Marketplace (Managed Skills) LiteLLM AI Gateway acts as a central registry for Claude Code plugins. Admins can govern which plugins are available across the organization, and engineers can discover and install approved plugins from a single source. @@ -252,7 +252,7 @@ curl -X POST http://localhost:4000/claude-code/plugins \ }' ``` -### 3. Share with Your Team +### 3. Use in Claude Code Send engineers the marketplace URL: diff --git a/docs/my-website/img/ui_spend_logs_settings.png b/docs/my-website/img/ui_spend_logs_settings.png new file mode 100644 index 00000000000..334f5b1d93e Binary files /dev/null and b/docs/my-website/img/ui_spend_logs_settings.png differ diff --git a/docs/my-website/img/ui_tools.png b/docs/my-website/img/ui_tools.png new file mode 100644 index 00000000000..6f4d0f87410 Binary files /dev/null and b/docs/my-website/img/ui_tools.png differ diff --git a/docs/my-website/release_notes/v1.81.6.md b/docs/my-website/release_notes/v1.81.6.md new file mode 100644 index 00000000000..ef19276f2cf --- /dev/null +++ b/docs/my-website/release_notes/v1.81.6.md @@ -0,0 +1,384 @@ +--- +title: "v1.81.6 - Logs v2 with Tool Call Tracing" +slug: "v1-81-6" +date: 2026-01-31T00:00:00 +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 +--- + +## Deploy this version + +import Tabs from '@theme/Tabs'; +import TabItem from '@theme/TabItem'; +import Image from '@theme/IdealImage'; + + + + +```bash +docker run \ +-e STORE_MODEL_IN_DB=True \ +-p 4000:4000 \ +docker.litellm.ai/berriai/litellm:main-v1.81.6 +``` + + + + +```bash +pip install litellm==1.81.6 +``` + + + + +## Key Highlights + +Logs View v2 with Tool Call Tracing - Redesigned logs interface with side panel, structured tool visualization, and error message search for faster debugging. + +Let's dive in. + +### Logs View v2 with Tool Call Tracing + +This release introduces comprehensive tool call tracing through LiteLLM's redesigned Logs View v2, enabling developers to debug and monitor AI agent workflows in production environments seamlessly. + +This means you can now onboard use cases like tracing complex multi-step agent interactions, debugging tool execution failures, and monitoring MCP server calls while maintaining full visibility into request/response payloads with syntax highlighting. + +Developers can access the new Logs View through LiteLLM's UI to inspect tool calls in structured format, search logs by error messages or request patterns, and correlate agent activities across sessions with collapsible side panel views. + +{/* TODO: Add image from Slack (group_7219.png) - save as logs_v2_tool_tracing.png */} +{/* */} + +[Get Started](../../docs/proxy/ui_logs) + +## New Models / Updated Models + +#### New Model Support + +| Provider | Model | Context Window | Input ($/1M tokens) | Output ($/1M tokens) | Features | +| -------- | ----- | -------------- | ------------------- | -------------------- | -------- | +| AWS Bedrock | `amazon.nova-2-pro-preview-20251202-v1:0` | 1M | $2.19 | $17.50 | Chat completions, vision, video, PDF, function calling, prompt caching, reasoning | +| Google Vertex AI | `gemini-robotics-er-1.5-preview` | 1M | $0.30 | $2.50 | Chat completions, multimodal (text, image, video, audio), function calling, reasoning | +| OpenRouter | `openrouter/xiaomi/mimo-v2-flash` | 262K | $0.09 | $0.29 | Chat completions, function calling, reasoning | +| OpenRouter | `openrouter/moonshotai/kimi-k2.5` | - | - | - | Chat completions | +| OpenRouter | `openrouter/z-ai/glm-4.7` | 202K | $0.40 | $1.50 | Chat completions, vision, function calling, reasoning | + +#### Features + +- **[AWS Bedrock](../../docs/providers/bedrock)** + - Messages API Bedrock Converse caching and PDF support - [PR #19785](https://github.com/BerriAI/litellm/pull/19785) + - Translate advanced-tool-use to Bedrock-specific headers for Claude Opus 4.5 - [PR #19841](https://github.com/BerriAI/litellm/pull/19841) + - Support tool search header translation for Sonnet 4.5 - [PR #19871](https://github.com/BerriAI/litellm/pull/19871) + - Filter unsupported beta headers for AWS Bedrock Invoke API - [PR #19877](https://github.com/BerriAI/litellm/pull/19877) + - Nova grounding improvements - [PR #19598](https://github.com/BerriAI/litellm/pull/19598), [PR #20159](https://github.com/BerriAI/litellm/pull/20159) + +- **[Anthropic](../../docs/providers/anthropic)** + - Remove explicit cache_control null in tool_result content - [PR #19919](https://github.com/BerriAI/litellm/pull/19919) + - Fix tool handling - [PR #19805](https://github.com/BerriAI/litellm/pull/19805) + +- **[Google Gemini / Vertex AI](../../docs/providers/gemini)** + - Add Gemini Robotics-ER 1.5 preview support - [PR #19845](https://github.com/BerriAI/litellm/pull/19845) + - Support file retrieval in GoogleAIStudioFilesHandle - [PR #20018](https://github.com/BerriAI/litellm/pull/20018) + - Add /delete endpoint support - [PR #20055](https://github.com/BerriAI/litellm/pull/20055) + - Add custom_llm_provider as gemini translation - [PR #19988](https://github.com/BerriAI/litellm/pull/19988) + - Subtract implicit cached tokens from text_tokens for correct cost calculation - [PR #19775](https://github.com/BerriAI/litellm/pull/19775) + - Remove unsupported prompt-caching-scope-2026-01-05 header for vertex ai - [PR #20058](https://github.com/BerriAI/litellm/pull/20058) + - Add disable flag for anthropic gemini cache translation - [PR #20052](https://github.com/BerriAI/litellm/pull/20052) + - Convert image URLs to base64 in tool messages for Anthropic on Vertex AI - [PR #19896](https://github.com/BerriAI/litellm/pull/19896) + +- **[xAI](../../docs/providers/xai)** + - Add grok reasoning content support - [PR #19850](https://github.com/BerriAI/litellm/pull/19850) + - Add websearch params support for Responses API - [PR #19915](https://github.com/BerriAI/litellm/pull/19915) + - Add routing of xai chat completions to responses when web search options is present - [PR #20051](https://github.com/BerriAI/litellm/pull/20051) + - Correct cached token cost calculation - [PR #19772](https://github.com/BerriAI/litellm/pull/19772) + +- **[Azure OpenAI](../../docs/providers/azure)** + - Use generic cost calculator for audio token pricing - [PR #19771](https://github.com/BerriAI/litellm/pull/19771) + - Allow tool_choice for Azure GPT-5 chat models - [PR #19813](https://github.com/BerriAI/litellm/pull/19813) + - Set gpt-5.2-codex mode to responses for Azure and OpenRouter - [PR #19770](https://github.com/BerriAI/litellm/pull/19770) + +- **[OpenAI](../../docs/providers/openai)** + - Fix max_input_tokens for gpt-5.2-codex - [PR #20009](https://github.com/BerriAI/litellm/pull/20009) + - Fix gpt-image-1.5 cost calculation not including output image tokens - [PR #19515](https://github.com/BerriAI/litellm/pull/19515) + +- **[Hosted VLLM](../../docs/providers/vllm)** + - Support thinking parameter in anthropic_messages() and .completion() - [PR #19787](https://github.com/BerriAI/litellm/pull/19787) + - Route through base_llm_http_handler to support ssl_verify - [PR #19893](https://github.com/BerriAI/litellm/pull/19893) + - Fix vllm embedding format - [PR #20056](https://github.com/BerriAI/litellm/pull/20056) + +- **[OCI GenAI](../../docs/providers/oci)** + - Serialize imageUrl as object for OCI GenAI API - [PR #19661](https://github.com/BerriAI/litellm/pull/19661) + +- **[Volcengine](../../docs/providers/volcano)** + - Add context for volcengine models (deepseek-v3-2, glm-4-7, kimi-k2-thinking) - [PR #19335](https://github.com/BerriAI/litellm/pull/19335) + +- **[Chinese Providers](../../docs/providers/)** + - Add prompt caching and reasoning support for MiniMax, GLM, Xiaomi - [PR #19924](https://github.com/BerriAI/litellm/pull/19924) + +- **[Vercel AI Gateway](../../docs/providers/vercel_ai_gateway)** + - Add embeddings support - [PR #19660](https://github.com/BerriAI/litellm/pull/19660) + +### Bug Fixes + +- **[Google](../../docs/providers/gemini)** + - Fix gemini-robotics-er-1.5-preview entry - [PR #19974](https://github.com/BerriAI/litellm/pull/19974) + +- **General** + - Fix output_tokens_details.reasoning_tokens None - [PR #19914](https://github.com/BerriAI/litellm/pull/19914) + - Fix stream_chunk_builder to preserve images from streaming chunks - [PR #19654](https://github.com/BerriAI/litellm/pull/19654) + - Fix aspectRatio mapping in image edit - [PR #20053](https://github.com/BerriAI/litellm/pull/20053) + - Handle unknown models in Azure AI cost calculator - [PR #20150](https://github.com/BerriAI/litellm/pull/20150) + +- **[GigaChat](../../docs/providers/gigachat)** + - Ensure function content is valid JSON - [PR #19232](https://github.com/BerriAI/litellm/pull/19232) + +## LLM API Endpoints + +#### Features + +- **[Messages API (/messages)](../../docs/mcp)** + - Add LiteLLM x Claude Agent SDK Integration - [PR #20035](https://github.com/BerriAI/litellm/pull/20035) + +- **[A2A / MCP Gateway API (/a2a, /mcp)](../../docs/mcp)** + - Add A2A agent header-based context propagation support - [PR #19504](https://github.com/BerriAI/litellm/pull/19504) + - Enable progress notifications for MCP tool calls - [PR #19809](https://github.com/BerriAI/litellm/pull/19809) + - Fix support for non-standard MCP URL patterns - [PR #19738](https://github.com/BerriAI/litellm/pull/19738) + - Add backward compatibility for legacy A2A card formats (/.well-known/agent.json) - [PR #19949](https://github.com/BerriAI/litellm/pull/19949) + - Add support for agent parameter in /interactions endpoint - [PR #19866](https://github.com/BerriAI/litellm/pull/19866) + +- **[Responses API (/responses)](../../docs/response_api)** + - Fix custom_llm_provider for provider-specific params - [PR #19798](https://github.com/BerriAI/litellm/pull/19798) + - Extract input tokens details as dict in ResponseAPILoggingUtils - [PR #20046](https://github.com/BerriAI/litellm/pull/20046) + +- **[Batch API (/batches)](../../docs/batches)** + - Fix /batches to return encoded ids (from managed objects table) - [PR #19040](https://github.com/BerriAI/litellm/pull/19040) + - Fix Batch and File user level permissions - [PR #19981](https://github.com/BerriAI/litellm/pull/19981) + - Add cost tracking and usage object in retrieve_batch call type - [PR #19986](https://github.com/BerriAI/litellm/pull/19986) + +- **[Embeddings API (/embeddings)](../../docs/embedding/supported_embedding)** + - Add supported input formats documentation - [PR #20073](https://github.com/BerriAI/litellm/pull/20073) + +- **[RAG API (/rag/ingest, /vector_store)](../../docs/rag_ingest)** + - Add UI for /rag/ingest API - Upload docs, pdfs etc to create vector stores - [PR #19822](https://github.com/BerriAI/litellm/pull/19822) + - Add support for using S3 Vectors as Vector Store Provider - [PR #19888](https://github.com/BerriAI/litellm/pull/19888) + - Add s3_vectors as provider on /vector_store/search API + UI for creating + PDF support - [PR #19895](https://github.com/BerriAI/litellm/pull/19895) + - Add permission management for users and teams on Vector Stores - [PR #19972](https://github.com/BerriAI/litellm/pull/19972) + - Enable router support for completions in RAG query pipeline - [PR #19550](https://github.com/BerriAI/litellm/pull/19550) + +- **[Search API (/search)](../../docs/search)** + - Add /list endpoint to list what search tools exist in router - [PR #19969](https://github.com/BerriAI/litellm/pull/19969) + - Fix router search tools v2 integration - [PR #19840](https://github.com/BerriAI/litellm/pull/19840) + +- **[Passthrough Endpoints (/\{provider\}_passthrough)](../../docs/pass_through/intro)** + - Add /openai_passthrough route for OpenAI passthrough requests - [PR #19989](https://github.com/BerriAI/litellm/pull/19989) + - Add support for configuring role_mappings via environment variables - [PR #19498](https://github.com/BerriAI/litellm/pull/19498) + - Add Vertex AI LLM credentials sensitive keyword "vertex_credentials" for masking - [PR #19551](https://github.com/BerriAI/litellm/pull/19551) + - Fix prevention of provider-prefixed model name leaks in responses - [PR #19943](https://github.com/BerriAI/litellm/pull/19943) + - Fix proxy support for slashes in Google Vertex generateContent model names - [PR #19737](https://github.com/BerriAI/litellm/pull/19737), [PR #19753](https://github.com/BerriAI/litellm/pull/19753) + - Support model names with slashes in Vertex AI passthrough URLs - [PR #19944](https://github.com/BerriAI/litellm/pull/19944) + - Fix regression in Vertex AI passthroughs for router models - [PR #19967](https://github.com/BerriAI/litellm/pull/19967) + - Add regression tests for Vertex AI passthrough model names - [PR #19855](https://github.com/BerriAI/litellm/pull/19855) + +#### Bugs + +- **General** + - Fix token calculations and refactor - [PR #19696](https://github.com/BerriAI/litellm/pull/19696) + +## Management Endpoints / UI + +#### Features + +- **Proxy CLI Auth** + - Add configurable CLI JWT expiration via environment variable - [PR #19780](https://github.com/BerriAI/litellm/pull/19780) + - Fix team cli auth flow - [PR #19666](https://github.com/BerriAI/litellm/pull/19666) + +- **Virtual Keys** + - UI: Auto Truncation of Table Values - [PR #19718](https://github.com/BerriAI/litellm/pull/19718) + - Fix Create Key: Expire Key Input Duration - [PR #19807](https://github.com/BerriAI/litellm/pull/19807) + - Bulk Update Keys Endpoint - [PR #19886](https://github.com/BerriAI/litellm/pull/19886) + +- **Logs View** + - **v2 Logs view with side panel and improved UX** - [PR #20091](https://github.com/BerriAI/litellm/pull/20091) + - New View to render "Tools" on Logs View - [PR #20093](https://github.com/BerriAI/litellm/pull/20093) + - Add Pretty print view of request/response - [PR #20096](https://github.com/BerriAI/litellm/pull/20096) + - Add error_message search in Spend Logs Endpoint - [PR #19960](https://github.com/BerriAI/litellm/pull/19960) + - UI: Adding Error message search to ui spend logs - [PR #19963](https://github.com/BerriAI/litellm/pull/19963) + - Spend Logs: Settings Modal - [PR #19918](https://github.com/BerriAI/litellm/pull/19918) + - Fix error_code in Spend Logs metadata - [PR #20015](https://github.com/BerriAI/litellm/pull/20015) + - Spend Logs: Show Current Store and Retention Status - [PR #20017](https://github.com/BerriAI/litellm/pull/20017) + - Allow Dynamic Setting of store_prompts_in_spend_logs - [PR #19913](https://github.com/BerriAI/litellm/pull/19913) + - [Docs: UI Spend Logs Settings](../../docs/proxy/ui_spend_log_settings) - [PR #20197](https://github.com/BerriAI/litellm/pull/20197) + +- **Models + Endpoints** + - Add sortBy and sortOrder params for /v2/model/info - [PR #19903](https://github.com/BerriAI/litellm/pull/19903) + - Fix Sorting for /v2/model/info - [PR #19971](https://github.com/BerriAI/litellm/pull/19971) + - UI: Model Page Server Sort - [PR #19908](https://github.com/BerriAI/litellm/pull/19908) + +- **Usage & Analytics** + - UI: Usage Export: Breakdown by Teams and Keys - [PR #19953](https://github.com/BerriAI/litellm/pull/19953) + - UI: Usage: Model Breakdown Per Key - [PR #20039](https://github.com/BerriAI/litellm/pull/20039) + +- **UI Improvements** + - UI: Allow Admins to control what pages are visible on LeftNav - [PR #19907](https://github.com/BerriAI/litellm/pull/19907) + - UI: Add Light/Dark Mode Switch for Development - [PR #19804](https://github.com/BerriAI/litellm/pull/19804) + - UI: Dark Mode: Delete Resource Modal - [PR #20098](https://github.com/BerriAI/litellm/pull/20098) + - UI: Tables: Reusable Table Sort Component - [PR #19970](https://github.com/BerriAI/litellm/pull/19970) + - UI: New Badge Dot Render - [PR #20024](https://github.com/BerriAI/litellm/pull/20024) + - UI: Feedback Prompts: Option To Hide Prompts - [PR #19831](https://github.com/BerriAI/litellm/pull/19831) + - UI: Navbar: Fixed Default Logo + Bound Logo Box - [PR #20092](https://github.com/BerriAI/litellm/pull/20092) + - UI: Navbar: User Dropdown - [PR #20095](https://github.com/BerriAI/litellm/pull/20095) + - Change default key type from 'Default' to 'LLM API' - [PR #19516](https://github.com/BerriAI/litellm/pull/19516) + +- **Team & User Management** + - Fix /team/member_add User Email and ID Verifications - [PR #19814](https://github.com/BerriAI/litellm/pull/19814) + - Fix SSO Email Case Sensitivity - [PR #19799](https://github.com/BerriAI/litellm/pull/19799) + - UI: Internal User: Bulk Add - [PR #19721](https://github.com/BerriAI/litellm/pull/19721) + +- **AI Gateway Features** + - Add support for making silent LLM calls without logging - [PR #19544](https://github.com/BerriAI/litellm/pull/19544) + - UI: Fix MCP tools instructions to display comma-separated strings - [PR #20101](https://github.com/BerriAI/litellm/pull/20101) + +#### Bugs + +- Fix Model Name During Fallback - [PR #20177](https://github.com/BerriAI/litellm/pull/20177) +- Fix Health Endpoints when Callback Objects Defined - [PR #20182](https://github.com/BerriAI/litellm/pull/20182) +- Fix Unable to reset user max budget to unlimited - [PR #19796](https://github.com/BerriAI/litellm/pull/19796) +- Fix Password comparison with non-ASCII characters - [PR #19568](https://github.com/BerriAI/litellm/pull/19568) +- Correct error message for DISABLE_ADMIN_ENDPOINTS - [PR #19861](https://github.com/BerriAI/litellm/pull/19861) +- Prevent clearing content filter patterns when editing guardrail - [PR #19671](https://github.com/BerriAI/litellm/pull/19671) +- Fix Prompt Studio history to load tools and system messages - [PR #19920](https://github.com/BerriAI/litellm/pull/19920) +- Add WATSONX_ZENAPIKEY to WatsonX credentials - [PR #20086](https://github.com/BerriAI/litellm/pull/20086) +- UI: Vector Store: Allow Config Defined Models to Be Selected - [PR #20031](https://github.com/BerriAI/litellm/pull/20031) + +## Logging / Guardrail / Prompt Management Integrations + +#### Features + +- **[DataDog](../../docs/proxy/logging#datadog)** + - Add agent support for LLM Observability - [PR #19574](https://github.com/BerriAI/litellm/pull/19574) + - Add datadog cost management support and fix startup callback issue - [PR #19584](https://github.com/BerriAI/litellm/pull/19584) + - Add datadog_llm_observability to /health/services allowed list - [PR #19952](https://github.com/BerriAI/litellm/pull/19952) + - Check for agent mode before requiring DD_API_KEY/DD_SITE - [PR #20156](https://github.com/BerriAI/litellm/pull/20156) + +- **[OpenTelemetry](../../docs/observability/opentelemetry_integration)** + - Propagate JWT auth metadata to OTEL spans - [PR #19627](https://github.com/BerriAI/litellm/pull/19627) + - Fix thread leak in dynamic header path - [PR #19946](https://github.com/BerriAI/litellm/pull/19946) + +- **[Prometheus](../../docs/proxy/logging#prometheus)** + - Add callbacks and labels - [PR #19708](https://github.com/BerriAI/litellm/pull/19708) + - Add clientip and user agent in metrics - [PR #19717](https://github.com/BerriAI/litellm/pull/19717) + - Add tpm-rpm limit metrics - [PR #19725](https://github.com/BerriAI/litellm/pull/19725) + - Add model_id label to metrics - [PR #19678](https://github.com/BerriAI/litellm/pull/19678) + - Safely handle None metadata in logging - [PR #19691](https://github.com/BerriAI/litellm/pull/19691) + - Resolve high CPU when router_settings in DB by avoiding REGISTRY.collect() - [PR #20087](https://github.com/BerriAI/litellm/pull/20087) + +- **[Langfuse](../../docs/proxy/logging#langfuse)** + - Add litellm_callback_logging_failures_metric for Langfuse, Langfuse Otel and other Otel providers - [PR #19636](https://github.com/BerriAI/litellm/pull/19636) + +- **General Logging** + - Use return value from CustomLogger.async_post_call_success_hook - [PR #19670](https://github.com/BerriAI/litellm/pull/19670) + - Add async_post_call_response_headers_hook to CustomLogger - [PR #20083](https://github.com/BerriAI/litellm/pull/20083) + - Add mock client factory pattern and mock support for PostHog, Helicone, and Braintrust integrations - [PR #19707](https://github.com/BerriAI/litellm/pull/19707) + +#### Guardrails + +- **[Presidio](../../docs/proxy/guardrails/pii_masking_v2)** + - Reuse HTTP connections to prevent performance degradation - [PR #19964](https://github.com/BerriAI/litellm/pull/19964) + +- **Onyx** + - Add timeout to onyx guardrail - [PR #19731](https://github.com/BerriAI/litellm/pull/19731) + +- **General** + - Add guardrail model argument feature - [PR #19619](https://github.com/BerriAI/litellm/pull/19619) + - Fix guardrails issues with streaming-response regex - [PR #19901](https://github.com/BerriAI/litellm/pull/19901) + - Remove enterprise requirement for guardrail monitoring (docs) - [PR #19833](https://github.com/BerriAI/litellm/pull/19833) + +## Spend Tracking, Budgets and Rate Limiting + +- Add event-driven coordination for global spend query to prevent cache stampede - [PR #20030](https://github.com/BerriAI/litellm/pull/20030) + +## Performance / Loadbalancing / Reliability improvements + +- **Resolve high CPU when router_settings in DB** - by avoiding REGISTRY.collect() in PrometheusServicesLogger - [PR #20087](https://github.com/BerriAI/litellm/pull/20087) +- **Reuse HTTP connections in Presidio** - to prevent performance degradation - [PR #19964](https://github.com/BerriAI/litellm/pull/19964) +- **Event-driven coordination for global spend query** - prevent cache stampede - [PR #20030](https://github.com/BerriAI/litellm/pull/20030) +- Fix recursive Pydantic validation issue - [PR #19531](https://github.com/BerriAI/litellm/pull/19531) +- Refactor argument handling into helper function to reduce code bloat - [PR #19720](https://github.com/BerriAI/litellm/pull/19720) +- Optimize logo fetching and resolve MCP import blockers - [PR #19719](https://github.com/BerriAI/litellm/pull/19719) +- Improve logo download performance using async HTTP client - [PR #20155](https://github.com/BerriAI/litellm/pull/20155) +- Fix server root path configuration - [PR #19790](https://github.com/BerriAI/litellm/pull/19790) +- Refactor: Extract transport context creation into separate method - [PR #19794](https://github.com/BerriAI/litellm/pull/19794) +- Add native_background_mode configuration to override polling_via_cache for specific models - [PR #19899](https://github.com/BerriAI/litellm/pull/19899) +- Initialize tiktoken environment at import time to enable offline usage - [PR #19882](https://github.com/BerriAI/litellm/pull/19882) +- Improve tiktoken performance using local cache in lazy loading - [PR #19774](https://github.com/BerriAI/litellm/pull/19774) +- Fix timeout errors in chat completion calls to be correctly reported in failure callbacks - [PR #19842](https://github.com/BerriAI/litellm/pull/19842) +- Fix environment variable type handling for NUM_RETRIES - [PR #19507](https://github.com/BerriAI/litellm/pull/19507) +- Use safe_deep_copy in silent experiment kwargs to prevent mutation - [PR #20170](https://github.com/BerriAI/litellm/pull/20170) +- Improve error handling by inspecting BadRequestError after all other policy types - [PR #19878](https://github.com/BerriAI/litellm/pull/19878) + +## Database Changes + +### Schema Updates + +| Table | Change Type | Description | PR | Migration | +| ----- | ----------- | ----------- | -- | --------- | +| `LiteLLM_ManagedVectorStoresTable` | New Columns | Added `team_id` and `user_id` fields for permission management | [PR #19972](https://github.com/BerriAI/litellm/pull/19972) | [Migration](https://github.com/BerriAI/litellm/blob/main/litellm-proxy-extras/litellm_proxy_extras/migrations/20260131150814_add_team_user_to_vector_stores/migration.sql) | + +### Migration Improvements + +- Fix Docker: Use correct schema path for Prisma generation - [PR #19631](https://github.com/BerriAI/litellm/pull/19631) +- Resolve 'relation does not exist' migration errors in setup_database - [PR #19281](https://github.com/BerriAI/litellm/pull/19281) +- Fix migration issue and improve Docker image stability - [PR #19843](https://github.com/BerriAI/litellm/pull/19843) +- Run Prisma generate as nobody user in non-root Docker container for security - [PR #20000](https://github.com/BerriAI/litellm/pull/20000) +- Bump litellm-proxy-extras version to 0.4.28 - [PR #20166](https://github.com/BerriAI/litellm/pull/20166) + +## Documentation Updates + +- **[Add Claude Agents SDK x LiteLLM Guide](../../docs/mcp)** - [PR #20036](https://github.com/BerriAI/litellm/pull/20036) +- **[Add Cookbook: Using Claude Agent SDK + MCPs with LiteLLM](https://github.com/BerriAI/litellm/tree/main/cookbook)** - [PR #20081](https://github.com/BerriAI/litellm/pull/20081) +- Fix A2A Python SDK URL in documentation - [PR #19832](https://github.com/BerriAI/litellm/pull/19832) +- **[Add Sarvam usage documentation](../../docs/providers/sarvam)** - [PR #19844](https://github.com/BerriAI/litellm/pull/19844) +- **[Add supported input formats for embeddings](../../docs/embedding/supported_embedding)** - [PR #20073](https://github.com/BerriAI/litellm/pull/20073) +- **[UI Spend Logs Settings Docs](../../docs/proxy/ui_spend_log_settings)** - [PR #20197](https://github.com/BerriAI/litellm/pull/20197) +- Add OpenAI Agents SDK to OSS Adopters list in README - [PR #19820](https://github.com/BerriAI/litellm/pull/19820) +- Update docs: Remove enterprise requirement for guardrail monitoring - [PR #19833](https://github.com/BerriAI/litellm/pull/19833) +- Add missing environment variable documentation - [PR #20138](https://github.com/BerriAI/litellm/pull/20138) +- Improve documentation blog index page - [PR #20188](https://github.com/BerriAI/litellm/pull/20188) + +## Infrastructure / Testing Improvements + +- Add test coverage for Router.get_valid_args and improve code coverage reporting - [PR #19797](https://github.com/BerriAI/litellm/pull/19797) +- Add validation of model cost map as CI job - [PR #19993](https://github.com/BerriAI/litellm/pull/19993) +- Add Realtime API benchmarks - [PR #20074](https://github.com/BerriAI/litellm/pull/20074) +- Add Init Containers support in community helm chart - [PR #19816](https://github.com/BerriAI/litellm/pull/19816) +- Add libsndfile to main Dockerfile for ARM64 audio processing support - [PR #19776](https://github.com/BerriAI/litellm/pull/19776) + +## New Contributors + +* @ruanjf made their first contribution in https://github.com/BerriAI/litellm/pull/19551 +* @moh-dev-stack made their first contribution in https://github.com/BerriAI/litellm/pull/19507 +* @formorter made their first contribution in https://github.com/BerriAI/litellm/pull/19498 +* @priyam-that made their first contribution in https://github.com/BerriAI/litellm/pull/19516 +* @marcosgriselli made their first contribution in https://github.com/BerriAI/litellm/pull/19550 +* @natimofeev made their first contribution in https://github.com/BerriAI/litellm/pull/19232 +* @zifeo made their first contribution in https://github.com/BerriAI/litellm/pull/19805 +* @pragyasardana made their first contribution in https://github.com/BerriAI/litellm/pull/19816 +* @ryewilson made their first contribution in https://github.com/BerriAI/litellm/pull/19833 +* @lizhen921 made their first contribution in https://github.com/BerriAI/litellm/pull/19919 +* @boarder7395 made their first contribution in https://github.com/BerriAI/litellm/pull/19666 +* @rushilchugh01 made their first contribution in https://github.com/BerriAI/litellm/pull/19938 +* @cfchase made their first contribution in https://github.com/BerriAI/litellm/pull/19893 +* @ayim made their first contribution in https://github.com/BerriAI/litellm/pull/19872 +* @varunsripad123 made their first contribution in https://github.com/BerriAI/litellm/pull/20018 +* @nht1206 made their first contribution in https://github.com/BerriAI/litellm/pull/20046 +* @genga6 made their first contribution in https://github.com/BerriAI/litellm/pull/20009 + +**Full Changelog**: https://github.com/BerriAI/litellm/compare/v1.81.3.rc...v1.81.6 diff --git a/docs/my-website/sidebars.js b/docs/my-website/sidebars.js index e45da8583e9..d932b6af250 100644 --- a/docs/my-website/sidebars.js +++ b/docs/my-website/sidebars.js @@ -314,6 +314,7 @@ const sidebars = { label: "UI Logs", items: [ "proxy/ui_logs", + "proxy/ui_spend_log_settings", "proxy/ui_logs_sessions", "proxy/deleted_keys_teams" ] @@ -441,6 +442,7 @@ const sidebars = { label: "Spend Tracking", items: [ "proxy/cost_tracking", + "proxy/request_tags", "proxy/custom_pricing", "proxy/pricing_calculator", "proxy/provider_margins", @@ -536,6 +538,7 @@ const sidebars = { items: [ "mcp", "mcp_usage", + "mcp_semantic_filter", "mcp_control", "mcp_cost", "mcp_guardrail", @@ -714,6 +717,7 @@ const sidebars = { "providers/bedrock_agents", "providers/bedrock_writer", "providers/bedrock_batches", + "providers/bedrock_realtime_with_audio", "providers/aws_polly", "providers/bedrock_vector_store", ] @@ -1040,6 +1044,7 @@ const sidebars = { type: "category", label: "Issue Reporting", items: [ + "troubleshoot/prisma_migrations", "troubleshoot/cpu_issues", "troubleshoot/memory_issues", "troubleshoot/spend_queue_warnings", diff --git a/docs/my-website/src/theme/BlogListPage/index.js b/docs/my-website/src/theme/BlogListPage/index.js new file mode 100644 index 00000000000..277556a3528 --- /dev/null +++ b/docs/my-website/src/theme/BlogListPage/index.js @@ -0,0 +1,123 @@ +import React from 'react'; +import Layout from '@theme/Layout'; +import Link from '@docusaurus/Link'; +import styles from './styles.module.css'; + +const TAG_COLORS = { + gemini: {bg: '#d2e3fc', text: '#174ea6', darkBg: '#1a3a5c', darkText: '#8ab4f8'}, + anthropic: {bg: '#fde0c4', text: '#b33d00', darkBg: '#4a2800', darkText: '#ffb74d'}, + claude: {bg: '#fde0c4', text: '#b33d00', darkBg: '#4a2800', darkText: '#ffb74d'}, + llms: {bg: '#c8e6c9', text: '#1b5e20', darkBg: '#1b3d1f', darkText: '#81c784'}, +}; + +function hashHue(str) { + let hash = 0; + for (let i = 0; i < str.length; i++) { + hash = str.charCodeAt(i) + ((hash << 5) - hash); + } + return Math.abs(hash) % 360; +} + +function getTagColor(label) { + const key = label.toLowerCase(); + for (const [k, v] of Object.entries(TAG_COLORS)) { + if (key === k) return v; + } + const hue = hashHue(key); + return { + bg: `hsl(${hue}, 40%, 90%)`, + text: `hsl(${hue}, 60%, 25%)`, + darkBg: `hsl(${hue}, 40%, 20%)`, + darkText: `hsl(${hue}, 50%, 75%)`, + }; +} + +function formatDate(dateStr) { + const d = new Date(dateStr); + const now = new Date(); + const diffDays = Math.floor((now - d) / (1000 * 60 * 60 * 24)); + if (diffDays <= 0) return 'Today'; + if (diffDays === 1) return '1d ago'; + if (diffDays < 30) return `${diffDays}d ago`; + return d.toLocaleDateString('en-US', {month: 'short', day: 'numeric', year: 'numeric'}); +} + +function BlogCard({post, featured}) { + const {title, permalink, date, description, tags} = post; + const visibleTags = (tags || []).slice(0, 3); + + return ( + +
+
+ + {featured && Latest} +
+

{title}

+ {description &&

{description}

} + {visibleTags.length > 0 && ( +
+ {visibleTags.map(tag => { + const c = getTagColor(tag.label); + return ( + {tag.label} + ); + })} +
+ )} + +
+ + ); +} + +function Pagination({metadata}) { + const {previousPage, nextPage} = metadata; + if (!previousPage && !nextPage) return null; + return ( + + ); +} + +export default function BlogListPage(props) { + const items = props.items || []; + const metadata = props.metadata || {}; + const [first, ...rest] = items; + + return ( + +
+

The LiteLLM Blog

+

Guides, announcements, and best practices from the LiteLLM team.

+
+ +
+ {first && ( + + )} + {rest.map(({content}) => ( + + ))} +
+ + +
+ ); +} diff --git a/docs/my-website/src/theme/BlogListPage/styles.module.css b/docs/my-website/src/theme/BlogListPage/styles.module.css new file mode 100644 index 00000000000..747c9846a2c --- /dev/null +++ b/docs/my-website/src/theme/BlogListPage/styles.module.css @@ -0,0 +1,163 @@ +.hero { + max-width: 960px; + margin: 0 auto; + padding: 3rem 1.5rem 1rem; + text-align: center; +} + +.heroTitle { + font-size: 2.25rem; + font-weight: 700; + margin-bottom: 0.25rem; + letter-spacing: -0.02em; +} + +.heroSubtitle { + color: var(--ifm-color-emphasis-600); + font-size: 1.1rem; + margin-bottom: 0; +} + +.grid { + max-width: 960px; + margin: 0 auto; + padding: 1.5rem; + display: grid; + gap: 1rem; +} + +.cardLink { + display: block; + text-decoration: none; + color: inherit; +} + +.card { + position: relative; + border: 1px solid var(--ifm-color-emphasis-200); + border-radius: 12px; + padding: 1.5rem; + padding-right: 2.5rem; + height: 100%; + transition: border-color 0.15s, transform 0.15s, background 0.15s; + background: var(--ifm-background-surface-color, var(--ifm-background-color)); +} + +.card:hover { + border-color: var(--ifm-color-primary); + transform: translateY(-2px); + background: var(--ifm-color-emphasis-100); +} + +.cardFeatured { + composes: card; + border-color: var(--ifm-color-primary-lighter); + background: var(--ifm-color-emphasis-100); +} + +.meta { + display: flex; + align-items: center; + gap: 0.5rem; + margin-bottom: 0.5rem; +} + +.time { + font-size: 0.8rem; + font-weight: 500; + color: var(--ifm-color-emphasis-600); + text-transform: uppercase; + letter-spacing: 0.04em; +} + +.badge { + font-size: 0.65rem; + font-weight: 600; + text-transform: uppercase; + letter-spacing: 0.06em; + padding: 2px 8px; + border-radius: 99px; + background: var(--ifm-color-primary); + color: #fff; +} + +.title { + font-size: 1.15rem; + font-weight: 600; + margin: 0 0 0.4rem; + line-height: 1.35; +} + +.desc { + font-size: 0.88rem; + color: var(--ifm-color-emphasis-700); + line-height: 1.5; + margin: 0 0 0.75rem; +} + +.tags { + display: flex; + gap: 6px; + flex-wrap: wrap; +} + +.tag { + font-size: 0.7rem; + font-weight: 500; + padding: 2px 10px; + border-radius: 99px; + background: var(--tag-bg); + color: var(--tag-text); +} + +:global([data-theme='dark']) .tag { + background: var(--tag-bg-dark); + color: var(--tag-text-dark); +} + +.arrow { + position: absolute; + right: 1rem; + top: 50%; + transform: translateY(-50%); + color: var(--ifm-color-emphasis-400); + transition: color 0.15s, transform 0.15s; +} + +.card:hover .arrow { + color: var(--ifm-color-primary); + transform: translateY(-50%) translateX(3px); +} + +.pagination { + max-width: 960px; + margin: 0 auto; + padding: 1rem 1.5rem 3rem; + display: flex; + justify-content: space-between; +} + +.paginationLink { + font-size: 0.9rem; + font-weight: 500; + color: var(--ifm-color-primary); + text-decoration: none; +} + +.paginationLink:hover { + text-decoration: underline; +} + +@media (min-width: 640px) { + .grid { + grid-template-columns: repeat(2, 1fr); + } + + .grid .cardLink:first-child { + grid-column: 1 / -1; + } + + .grid .cardLink:last-child:nth-child(even) { + grid-column: 1 / -1; + } +} diff --git a/enterprise/dist/litellm_enterprise-0.1.29-py3-none-any.whl b/enterprise/dist/litellm_enterprise-0.1.29-py3-none-any.whl new file mode 100644 index 00000000000..0895ecbc427 Binary files /dev/null and b/enterprise/dist/litellm_enterprise-0.1.29-py3-none-any.whl differ diff --git a/enterprise/dist/litellm_enterprise-0.1.29.tar.gz b/enterprise/dist/litellm_enterprise-0.1.29.tar.gz new file mode 100644 index 00000000000..6781cf26cc9 Binary files /dev/null and b/enterprise/dist/litellm_enterprise-0.1.29.tar.gz differ diff --git a/enterprise/litellm_enterprise/proxy/vector_stores/endpoints.py b/enterprise/litellm_enterprise/proxy/vector_stores/endpoints.py index 21933165217..5e799599862 100644 --- a/enterprise/litellm_enterprise/proxy/vector_stores/endpoints.py +++ b/enterprise/litellm_enterprise/proxy/vector_stores/endpoints.py @@ -282,6 +282,8 @@ async def get_vector_store_info( updated_at=vector_store.get("updated_at") or None, litellm_credential_name=vector_store.get("litellm_credential_name"), litellm_params=vector_store.get("litellm_params") or None, + team_id=vector_store.get("team_id"), + user_id=vector_store.get("user_id"), ) return {"vector_store": vector_store_pydantic_obj} diff --git a/enterprise/pyproject.toml b/enterprise/pyproject.toml index 0d86460a649..c5aaa0a3407 100644 --- a/enterprise/pyproject.toml +++ b/enterprise/pyproject.toml @@ -1,6 +1,6 @@ [tool.poetry] name = "litellm-enterprise" -version = "0.1.28" +version = "0.1.29" 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 = "0.1.28" +version = "0.1.29" version_files = [ "pyproject.toml:version", "../requirements.txt:litellm-enterprise==", diff --git a/litellm-proxy-extras/dist/litellm_proxy_extras-0.4.28-py3-none-any.whl b/litellm-proxy-extras/dist/litellm_proxy_extras-0.4.28-py3-none-any.whl new file mode 100644 index 00000000000..f119a977e7c Binary files /dev/null and b/litellm-proxy-extras/dist/litellm_proxy_extras-0.4.28-py3-none-any.whl differ diff --git a/litellm-proxy-extras/dist/litellm_proxy_extras-0.4.28.tar.gz b/litellm-proxy-extras/dist/litellm_proxy_extras-0.4.28.tar.gz new file mode 100644 index 00000000000..e0ecd0c4214 Binary files /dev/null and b/litellm-proxy-extras/dist/litellm_proxy_extras-0.4.28.tar.gz differ diff --git a/litellm-proxy-extras/dist/litellm_proxy_extras-0.4.29-py3-none-any.whl b/litellm-proxy-extras/dist/litellm_proxy_extras-0.4.29-py3-none-any.whl new file mode 100644 index 00000000000..3e65fb66663 Binary files /dev/null and b/litellm-proxy-extras/dist/litellm_proxy_extras-0.4.29-py3-none-any.whl differ diff --git a/litellm-proxy-extras/dist/litellm_proxy_extras-0.4.29.tar.gz b/litellm-proxy-extras/dist/litellm_proxy_extras-0.4.29.tar.gz new file mode 100644 index 00000000000..0439f3576b9 Binary files /dev/null and b/litellm-proxy-extras/dist/litellm_proxy_extras-0.4.29.tar.gz differ diff --git a/litellm-proxy-extras/litellm_proxy_extras/migrations/20260131150814_add_team_user_to_vector_stores/migration.sql b/litellm-proxy-extras/litellm_proxy_extras/migrations/20260131150814_add_team_user_to_vector_stores/migration.sql new file mode 100644 index 00000000000..2032f76a5de --- /dev/null +++ b/litellm-proxy-extras/litellm_proxy_extras/migrations/20260131150814_add_team_user_to_vector_stores/migration.sql @@ -0,0 +1,10 @@ +-- AlterTable +ALTER TABLE "LiteLLM_ManagedVectorStoresTable" ADD COLUMN "team_id" TEXT, +ADD COLUMN "user_id" TEXT; + +-- CreateIndex +CREATE INDEX "LiteLLM_ManagedVectorStoresTable_team_id_idx" ON "LiteLLM_ManagedVectorStoresTable"("team_id"); + +-- CreateIndex +CREATE INDEX "LiteLLM_ManagedVectorStoresTable_user_id_idx" ON "LiteLLM_ManagedVectorStoresTable"("user_id"); + diff --git a/litellm-proxy-extras/litellm_proxy_extras/schema.prisma b/litellm-proxy-extras/litellm_proxy_extras/schema.prisma index ca60b9e1bec..b118400b620 100644 --- a/litellm-proxy-extras/litellm_proxy_extras/schema.prisma +++ b/litellm-proxy-extras/litellm_proxy_extras/schema.prisma @@ -5,6 +5,7 @@ datasource client { generator client { provider = "prisma-client-py" + binaryTargets = ["native", "debian-openssl-1.1.x", "debian-openssl-3.0.x", "linux-musl", "linux-musl-openssl-3.0.x"] } // Budget / Rate Limits for an org diff --git a/litellm-proxy-extras/pyproject.toml b/litellm-proxy-extras/pyproject.toml index 5a0aa364e7d..fb6996b71db 100644 --- a/litellm-proxy-extras/pyproject.toml +++ b/litellm-proxy-extras/pyproject.toml @@ -1,6 +1,6 @@ [tool.poetry] name = "litellm-proxy-extras" -version = "0.4.27" +version = "0.4.29" 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 = "0.4.27" +version = "0.4.29" version_files = [ "pyproject.toml:version", "../requirements.txt:litellm-proxy-extras==", diff --git a/litellm/__init__.py b/litellm/__init__.py index a74a79635f0..f857e10eed3 100644 --- a/litellm/__init__.py +++ b/litellm/__init__.py @@ -351,7 +351,7 @@ default_team_settings: Optional[List] = None max_user_budget: Optional[float] = None default_max_internal_user_budget: Optional[float] = None max_internal_user_budget: Optional[float] = None -max_ui_session_budget: Optional[float] = 10 # $10 USD budgets for UI Chat sessions +max_ui_session_budget: Optional[float] = 0.25 # $0.25 USD budgets for UI Chat sessions internal_user_budget_duration: Optional[str] = None tag_budget_config: Optional[Dict[str, "BudgetConfig"]] = None max_end_user_budget: Optional[float] = None @@ -1378,6 +1378,7 @@ if TYPE_CHECKING: from .llms.topaz.image_variations.transformation import TopazImageVariationConfig as TopazImageVariationConfig from litellm.llms.openai.completion.transformation import OpenAITextCompletionConfig as OpenAITextCompletionConfig from .llms.groq.chat.transformation import GroqChatConfig as GroqChatConfig + from .llms.a2a.chat.transformation import A2AConfig as A2AConfig from .llms.voyage.embedding.transformation import VoyageEmbeddingConfig as VoyageEmbeddingConfig from .llms.voyage.embedding.transformation_contextual import VoyageContextualEmbeddingConfig as VoyageContextualEmbeddingConfig from .llms.infinity.embedding.transformation import InfinityEmbeddingConfig as InfinityEmbeddingConfig diff --git a/litellm/_lazy_imports_registry.py b/litellm/_lazy_imports_registry.py index 0e52e9a59eb..a01fe9c11db 100644 --- a/litellm/_lazy_imports_registry.py +++ b/litellm/_lazy_imports_registry.py @@ -213,6 +213,7 @@ LLM_CONFIG_NAMES = ( "TopazImageVariationConfig", "OpenAITextCompletionConfig", "GroqChatConfig", + "A2AConfig", "GenAIHubOrchestrationConfig", "VoyageEmbeddingConfig", "VoyageContextualEmbeddingConfig", @@ -850,6 +851,7 @@ _LLM_CONFIGS_IMPORT_MAP = { "OpenAITextCompletionConfig", ), "GroqChatConfig": (".llms.groq.chat.transformation", "GroqChatConfig"), + "A2AConfig": (".llms.a2a.chat.transformation", "A2AConfig"), "GenAIHubOrchestrationConfig": ( ".llms.sap.chat.transformation", "GenAIHubOrchestrationConfig", diff --git a/litellm/batches/main.py b/litellm/batches/main.py index f7fcaed4979..25f6e284bcd 100644 --- a/litellm/batches/main.py +++ b/litellm/batches/main.py @@ -876,7 +876,9 @@ async def acancel_batch( try: loop = asyncio.get_event_loop() kwargs["acancel_batch"] = True - model = kwargs.pop("model", None) + # Preserve model parameter - only pop from kwargs if it exists there + # (to avoid passing it twice), otherwise keep the function parameter value + model = kwargs.pop("model", None) or model # Use a partial function to pass your keyword arguments func = partial( diff --git a/litellm/completion_extras/litellm_responses_transformation/transformation.py b/litellm/completion_extras/litellm_responses_transformation/transformation.py index 8e49c90a595..57bd05124aa 100644 --- a/litellm/completion_extras/litellm_responses_transformation/transformation.py +++ b/litellm/completion_extras/litellm_responses_transformation/transformation.py @@ -17,7 +17,7 @@ from typing import ( Optional, Tuple, Union, - cast + cast, ) from openai.types.responses.tool_param import FunctionToolParam @@ -744,11 +744,18 @@ class LiteLLMResponsesTransformationHandler(CompletionTransformationBridge): if "tools" not in responses_api_request or responses_api_request["tools"] is None: responses_api_request["tools"] = [] + # Get the tools list with proper type narrowing + tools = responses_api_request["tools"] + if tools is None: + tools = [] + responses_api_request["tools"] = tools + web_search_tool: Dict[str, Any] = {"type": "web_search"} if isinstance(web_search_options, dict): web_search_tool.update(web_search_options) - responses_api_request["tools"].append(web_search_tool) + # Cast to Any to match the expected union type for tools list items + tools.append(cast(Any, web_search_tool)) def _transform_response_format_to_text_format( self, response_format: Union[Dict[str, Any], Any] diff --git a/litellm/constants.py b/litellm/constants.py index 3c84547d7ce..6427c367924 100644 --- a/litellm/constants.py +++ b/litellm/constants.py @@ -67,6 +67,20 @@ DEFAULT_REASONING_EFFORT_DISABLE_THINKING_BUDGET = int( os.getenv("DEFAULT_REASONING_EFFORT_DISABLE_THINKING_BUDGET", 0) ) +# MCP Semantic Tool Filter Defaults +DEFAULT_MCP_SEMANTIC_FILTER_EMBEDDING_MODEL = str( + os.getenv("DEFAULT_MCP_SEMANTIC_FILTER_EMBEDDING_MODEL", "text-embedding-3-small") +) +DEFAULT_MCP_SEMANTIC_FILTER_TOP_K = int( + os.getenv("DEFAULT_MCP_SEMANTIC_FILTER_TOP_K", 10) +) +DEFAULT_MCP_SEMANTIC_FILTER_SIMILARITY_THRESHOLD = float( + os.getenv("DEFAULT_MCP_SEMANTIC_FILTER_SIMILARITY_THRESHOLD", 0.3) +) +MAX_MCP_SEMANTIC_FILTER_TOOLS_HEADER_LENGTH = int( + os.getenv("MAX_MCP_SEMANTIC_FILTER_TOOLS_HEADER_LENGTH", 150) +) + # Gemini model-specific minimal thinking budget constants DEFAULT_REASONING_EFFORT_MINIMAL_THINKING_BUDGET_GEMINI_2_5_FLASH = int( os.getenv("DEFAULT_REASONING_EFFORT_MINIMAL_THINKING_BUDGET_GEMINI_2_5_FLASH", 1) diff --git a/litellm/cost_calculator.py b/litellm/cost_calculator.py index 490f0288b00..bef4d52ce49 100644 --- a/litellm/cost_calculator.py +++ b/litellm/cost_calculator.py @@ -36,6 +36,9 @@ from litellm.llms.anthropic.cost_calculation import ( from litellm.llms.azure.cost_calculation import ( cost_per_token as azure_openai_cost_per_token, ) +from litellm.llms.azure_ai.cost_calculator import ( + cost_per_token as azure_ai_cost_per_token, +) from litellm.llms.base_llm.search.transformation import SearchResponse from litellm.llms.bedrock.cost_calculation import ( cost_per_token as bedrock_cost_per_token, @@ -138,6 +141,51 @@ def _cost_per_token_custom_pricing_helper( return None +def _get_additional_costs( + model: str, + custom_llm_provider: Optional[str], + prompt_tokens: int, + completion_tokens: int, +) -> Optional[dict]: + """ + Calculate additional costs beyond standard token costs. + + This function delegates to provider-specific config classes to calculate + any additional costs like routing fees, infrastructure costs, etc. + + Args: + model: The model name + custom_llm_provider: The provider name (optional) + prompt_tokens: Number of prompt tokens + completion_tokens: Number of completion tokens + + Returns: + Optional dictionary with cost names and amounts, or None if no additional costs + """ + if not custom_llm_provider: + return None + + try: + config_class = None + if custom_llm_provider == "azure_ai": + from litellm.llms.azure_ai.common_utils import AzureFoundryModelInfo + config_class = AzureFoundryModelInfo.get_azure_ai_config_for_model(model) + # Add more providers here as needed + # elif custom_llm_provider == "other_provider": + # config_class = get_other_provider_config(model) + + if config_class and hasattr(config_class, 'calculate_additional_costs'): + return config_class.calculate_additional_costs( + model=model, + prompt_tokens=prompt_tokens, + completion_tokens=completion_tokens, + ) + except Exception as e: + verbose_logger.debug(f"Error calculating additional costs: {e}") + + return None + + def _transcription_usage_has_token_details( usage_block: Optional[Usage], ) -> bool: @@ -427,8 +475,8 @@ def cost_per_token( # noqa: PLR0915 return dashscope_cost_per_token(model=model, usage=usage_block) elif custom_llm_provider == "azure_ai": - return generic_cost_per_token( - model=model, usage=usage_block, custom_llm_provider=custom_llm_provider + return azure_ai_cost_per_token( + model=model, usage=usage_block, response_time_ms=response_time_ms ) else: model_info = _cached_get_model_info_helper( @@ -805,6 +853,7 @@ def _store_cost_breakdown_in_logging_obj( completion_tokens_cost_usd_dollar: float, cost_for_built_in_tools_cost_usd_dollar: float, total_cost_usd_dollar: float, + additional_costs: Optional[dict] = None, original_cost: Optional[float] = None, discount_percent: Optional[float] = None, discount_amount: Optional[float] = None, @@ -821,6 +870,7 @@ def _store_cost_breakdown_in_logging_obj( completion_tokens_cost_usd_dollar: Cost of completion tokens (includes reasoning if applicable) cost_for_built_in_tools_cost_usd_dollar: Cost of built-in tools total_cost_usd_dollar: Total cost of request + additional_costs: Free-form additional costs dict (e.g., {"azure_model_router_flat_cost": 0.00014}) original_cost: Cost before discount discount_percent: Discount percentage applied (0.05 = 5%) discount_amount: Discount amount in USD @@ -838,6 +888,7 @@ def _store_cost_breakdown_in_logging_obj( output_cost=completion_tokens_cost_usd_dollar, total_cost=total_cost_usd_dollar, cost_for_built_in_tools_cost_usd_dollar=cost_for_built_in_tools_cost_usd_dollar, + additional_costs=additional_costs, original_cost=original_cost, discount_percent=discount_percent, discount_amount=discount_amount, @@ -1335,6 +1386,15 @@ def completion_cost( # noqa: PLR0915 service_tier=service_tier, response=completion_response, ) + + # Get additional costs from provider (e.g., routing fees, infrastructure costs) + additional_costs = _get_additional_costs( + model=model, + custom_llm_provider=custom_llm_provider, + prompt_tokens=prompt_tokens, + completion_tokens=completion_tokens, + ) + _final_cost = ( prompt_tokens_cost_usd_dollar + completion_tokens_cost_usd_dollar ) @@ -1374,6 +1434,7 @@ def completion_cost( # noqa: PLR0915 completion_tokens_cost_usd_dollar=completion_tokens_cost_usd_dollar, cost_for_built_in_tools_cost_usd_dollar=cost_for_built_in_tools, total_cost_usd_dollar=_final_cost, + additional_costs=additional_costs, original_cost=original_cost, discount_percent=discount_percent, discount_amount=discount_amount, diff --git a/litellm/experimental_mcp_client/client.py b/litellm/experimental_mcp_client/client.py index e2de3cd5021..3e8f9bc337b 100644 --- a/litellm/experimental_mcp_client/client.py +++ b/litellm/experimental_mcp_client/client.py @@ -11,10 +11,12 @@ from mcp import ClientSession, ReadResourceResult, Resource, StdioServerParamete from mcp.client.sse import sse_client from mcp.client.stdio import stdio_client +streamable_http_client: Optional[Any] = None try: - from mcp.client.streamable_http import streamable_http_client # type: ignore + import mcp.client.streamable_http as streamable_http_module # type: ignore + streamable_http_client = getattr(streamable_http_module, "streamable_http_client", None) except ImportError: - streamable_http_client = None + pass from mcp.types import CallToolRequestParams as MCPCallToolRequestParams from mcp.types import CallToolResult as MCPCallToolResult from mcp.types import ( @@ -111,6 +113,12 @@ class MCPClient: ), None # HTTP transport (default) + if streamable_http_client is None: + raise ImportError( + "streamable_http_client is not available. " + "Please install mcp with HTTP support." + ) + headers = self._get_auth_headers() httpx_client_factory = self._create_httpx_client_factory() verbose_logger.debug( diff --git a/litellm/files/main.py b/litellm/files/main.py index 93a10dac7a3..78e41bb5a68 100644 --- a/litellm/files/main.py +++ b/litellm/files/main.py @@ -9,7 +9,7 @@ import asyncio import contextvars import os import time -import uuid +import uuid as uuid_module from functools import partial from typing import Any, Coroutine, Dict, Literal, Optional, Union, cast @@ -451,7 +451,7 @@ def file_retrieve( stream=False, call_type="afile_retrieve" if _is_async else "file_retrieve", start_time=time.time(), - litellm_call_id=kwargs.get("litellm_call_id", str(uuid.uuid4())), + litellm_call_id=kwargs.get("litellm_call_id", str(uuid_module.uuid4())), function_id=str(kwargs.get("id") or ""), ) @@ -660,7 +660,7 @@ def file_delete( stream=False, call_type="afile_delete" if _is_async else "file_delete", start_time=time.time(), - litellm_call_id=kwargs.get("litellm_call_id", str(uuid.uuid4())), + litellm_call_id=kwargs.get("litellm_call_id", str(uuid_module.uuid4())), function_id=str(kwargs.get("id") or ""), ) @@ -793,7 +793,7 @@ def file_list( stream=False, call_type="afile_list" if _is_async else "file_list", start_time=time.time(), - litellm_call_id=kwargs.get("litellm_call_id", str(uuid.uuid4())), + litellm_call_id=kwargs.get("litellm_call_id", str(uuid_module.uuid4())), function_id=str(kwargs.get("id", "")), ) diff --git a/litellm/integrations/SlackAlerting/slack_alerting.py b/litellm/integrations/SlackAlerting/slack_alerting.py index 0c36e15db01..8fb3e132ded 100644 --- a/litellm/integrations/SlackAlerting/slack_alerting.py +++ b/litellm/integrations/SlackAlerting/slack_alerting.py @@ -1378,6 +1378,11 @@ Model Info: """ if self.alerting is None: return + + # Start periodic flush if not already started + if not self.periodic_started and self.alerting is not None and len(self.alerting) > 0: + asyncio.create_task(self.periodic_flush()) + self.periodic_started = True if ( "webhook" in self.alerting diff --git a/litellm/integrations/custom_logger.py b/litellm/integrations/custom_logger.py index 12243a19184..07d237c4758 100644 --- a/litellm/integrations/custom_logger.py +++ b/litellm/integrations/custom_logger.py @@ -371,6 +371,28 @@ class CustomLogger: # https://docs.litellm.ai/docs/observability/custom_callbac ]: # raise exception if invalid, return a str for the user to receive - if rejected, or return a modified dictionary for passing into litellm pass + async def async_post_call_response_headers_hook( + self, + data: dict, + user_api_key_dict: UserAPIKeyAuth, + response: Any, + request_headers: Optional[Dict[str, str]] = None, + ) -> Optional[Dict[str, str]]: + """ + Called after an LLM API call (success or failure) to allow injecting custom HTTP response headers. + + Args: + - data: dict - The request data. + - user_api_key_dict: UserAPIKeyAuth - The user API key dictionary. + - response: Any - The response object (None for failure cases). + - request_headers: Optional[Dict[str, str]] - The original request headers. + + Returns: + - Optional[Dict[str, str]]: A dictionary of headers to inject into the HTTP response. + Return None to not inject any headers. + """ + return None + async def async_post_call_failure_hook( self, request_data: dict, diff --git a/litellm/integrations/datadog/datadog_llm_obs.py b/litellm/integrations/datadog/datadog_llm_obs.py index 076a147c606..e5ce9997491 100644 --- a/litellm/integrations/datadog/datadog_llm_obs.py +++ b/litellm/integrations/datadog/datadog_llm_obs.py @@ -55,14 +55,9 @@ class DataDogLLMObsLogger(CustomBatchLogger): create_mock_datadog_client() verbose_logger.debug("[DATADOG MOCK] DataDogLLMObs logger initialized in mock mode") - if os.getenv("DD_API_KEY", None) is None: - raise Exception("DD_API_KEY is not set, set 'DD_API_KEY=<>'") - if os.getenv("DD_SITE", None) is None: - raise Exception( - "DD_SITE is not set, set 'DD_SITE=<>', example sit = `us5.datadoghq.com`" - ) # Configure DataDog endpoint (Agent or Direct API) # Use LITELLM_DD_AGENT_HOST to avoid conflicts with ddtrace's DD_AGENT_HOST + # Check for agent mode FIRST - agent mode doesn't require DD_API_KEY or DD_SITE dd_agent_host = os.getenv("LITELLM_DD_AGENT_HOST") self.async_client = get_async_httpx_client( @@ -73,6 +68,13 @@ class DataDogLLMObsLogger(CustomBatchLogger): if dd_agent_host: self._configure_dd_agent(dd_agent_host=dd_agent_host) else: + # Only require DD_API_KEY and DD_SITE for direct API mode + if os.getenv("DD_API_KEY", None) is None: + raise Exception("DD_API_KEY is not set, set 'DD_API_KEY=<>'") + if os.getenv("DD_SITE", None) is None: + raise Exception( + "DD_SITE is not set, set 'DD_SITE=<>', example sit = `us5.datadoghq.com`" + ) self._configure_dd_direct_api() # Optional override for testing diff --git a/litellm/integrations/opentelemetry.py b/litellm/integrations/opentelemetry.py index a357fae335a..1b89509fe16 100644 --- a/litellm/integrations/opentelemetry.py +++ b/litellm/integrations/opentelemetry.py @@ -1635,7 +1635,7 @@ class OpenTelemetry(CustomLogger): ) except Exception as e: - self.handle_callback_failure(callback_name= self.callback_name) + self.handle_callback_failure(callback_name=self.callback_name or "opentelemetry") verbose_logger.exception( "OpenTelemetry logging error in set_attributes %s", str(e) ) diff --git a/litellm/integrations/prometheus_services.py b/litellm/integrations/prometheus_services.py index a5f2f0b5c72..55ce758ece6 100644 --- a/litellm/integrations/prometheus_services.py +++ b/litellm/integrations/prometheus_services.py @@ -105,6 +105,11 @@ class PrometheusServicesLogger: return metrics def is_metric_registered(self, metric_name) -> bool: + # Use _names_to_collectors (O(1)) instead of REGISTRY.collect() (O(n)) to avoid + # perf regression when a new Router is created per request (e.g. router_settings in DB). + names_to_collectors = getattr(self.REGISTRY, "_names_to_collectors", None) + if names_to_collectors is not None: + return metric_name in names_to_collectors for metric in self.REGISTRY.collect(): if metric_name == metric.name: return True diff --git a/litellm/litellm_core_utils/litellm_logging.py b/litellm/litellm_core_utils/litellm_logging.py index f25c84fac27..14015225f38 100644 --- a/litellm/litellm_core_utils/litellm_logging.py +++ b/litellm/litellm_core_utils/litellm_logging.py @@ -1297,6 +1297,7 @@ class Logging(LiteLLMLoggingBaseClass): output_cost: float, total_cost: float, cost_for_built_in_tools_cost_usd_dollar: float, + additional_costs: Optional[dict] = None, original_cost: Optional[float] = None, discount_percent: Optional[float] = None, discount_amount: Optional[float] = None, @@ -1312,6 +1313,7 @@ class Logging(LiteLLMLoggingBaseClass): output_cost: Cost of output/completion tokens cost_for_built_in_tools_cost_usd_dollar: Cost of built-in tools total_cost: Total cost of request + additional_costs: Free-form additional costs dict (e.g., {"azure_model_router_flat_cost": 0.00014}) original_cost: Cost before discount discount_percent: Discount percentage (0.05 = 5%) discount_amount: Discount amount in USD @@ -1327,6 +1329,10 @@ class Logging(LiteLLMLoggingBaseClass): tool_usage_cost=cost_for_built_in_tools_cost_usd_dollar, ) + # Store additional costs if provided (free-form dict for extensibility) + if additional_costs and isinstance(additional_costs, dict) and len(additional_costs) > 0: + self.cost_breakdown["additional_costs"] = additional_costs + # Store discount information if provided if original_cost is not None: self.cost_breakdown["original_cost"] = original_cost @@ -2429,6 +2435,36 @@ class Logging(LiteLLMLoggingBaseClass): standard_built_in_tools_params=self.standard_built_in_tools_params, ) + # print standard logging payload + if ( + standard_logging_payload := self.model_call_details.get( + "standard_logging_object" + ) + ) is not None: + emit_standard_logging_payload(standard_logging_payload) + elif self.call_type == "pass_through_endpoint": + print_verbose( + "Async success callbacks: Got a pass-through endpoint response" + ) + + self.model_call_details["async_complete_streaming_response"] = result + + # cost calculation not possible for pass-through + self.model_call_details["response_cost"] = None + + ## STANDARDIZED LOGGING PAYLOAD + self.model_call_details[ + "standard_logging_object" + ] = get_standard_logging_object_payload( + kwargs=self.model_call_details, + init_response_obj=result, + start_time=start_time, + end_time=end_time, + logging_obj=self, + status="success", + standard_built_in_tools_params=self.standard_built_in_tools_params, + ) + # print standard logging payload if ( standard_logging_payload := self.model_call_details.get( diff --git a/litellm/litellm_core_utils/llm_cost_calc/utils.py b/litellm/litellm_core_utils/llm_cost_calc/utils.py index fe06641a389..2308dc7beca 100644 --- a/litellm/litellm_core_utils/llm_cost_calc/utils.py +++ b/litellm/litellm_core_utils/llm_cost_calc/utils.py @@ -215,6 +215,9 @@ def _get_token_base_cost( cache_creation_tiered_key = ( f"cache_creation_input_token_cost_above_{threshold_str}_tokens" ) + cache_creation_1hr_tiered_key = ( + f"cache_creation_input_token_cost_above_1hr_above_{threshold_str}_tokens" + ) cache_read_tiered_key = ( f"cache_read_input_token_cost_above_{threshold_str}_tokens" ) @@ -229,6 +232,16 @@ def _get_token_base_cost( ), ) + if cache_creation_1hr_tiered_key in model_info: + cache_creation_cost_above_1hr = cast( + float, + _get_cost_per_unit( + model_info, + cache_creation_1hr_tiered_key, + cache_creation_cost_above_1hr, + ), + ) + if cache_read_tiered_key in model_info: cache_read_cost = cast( float, diff --git a/litellm/litellm_core_utils/model_param_helper.py b/litellm/litellm_core_utils/model_param_helper.py index 91f2f1341cf..4d45c47c224 100644 --- a/litellm/litellm_core_utils/model_param_helper.py +++ b/litellm/litellm_core_utils/model_param_helper.py @@ -17,15 +17,16 @@ from litellm.types.rerank import RerankRequest class ModelParamHelper: + # Cached at class level — deterministic set built from static OpenAI type annotations + _relevant_logging_args: frozenset = frozenset() + @staticmethod def get_standard_logging_model_parameters( model_parameters: dict, ) -> dict: """ """ standard_logging_model_parameters: dict = {} - supported_model_parameters = ( - ModelParamHelper._get_relevant_args_to_use_for_logging() - ) + supported_model_parameters = ModelParamHelper._relevant_logging_args for key, value in model_parameters.items(): if key in supported_model_parameters: @@ -172,3 +173,8 @@ class ModelParamHelper: Get the kwargs to exclude from the cache key """ return set(["metadata"]) + + +ModelParamHelper._relevant_logging_args = frozenset( + ModelParamHelper._get_relevant_args_to_use_for_logging() +) diff --git a/litellm/litellm_core_utils/prompt_templates/factory.py b/litellm/litellm_core_utils/prompt_templates/factory.py index 98ee5e4fa86..c4c56a8d335 100644 --- a/litellm/litellm_core_utils/prompt_templates/factory.py +++ b/litellm/litellm_core_utils/prompt_templates/factory.py @@ -3399,6 +3399,59 @@ def _convert_to_bedrock_tool_call_result( return content_block +def _deduplicate_bedrock_content_blocks( + blocks: List[BedrockContentBlock], + block_key: str, + id_key: str = "toolUseId", +) -> List[BedrockContentBlock]: + """ + Remove duplicate content blocks that share the same ID under ``block_key``. + + Bedrock requires all toolResult and toolUse IDs within a single message to + be unique. When merging consecutive messages, duplicates can occur if the + same tool_call_id appears multiple times in conversation history. + + When duplicates exist, the first occurrence is retained and subsequent ones + are discarded. A warning is logged for every dropped block so that + upstream duplication bugs remain visible. + + Blocks that do not contain ``block_key`` (e.g., cachePoint, text) are + always preserved. + + Args: + blocks: The list of Bedrock content blocks to deduplicate. + block_key: The dict key to inspect (e.g. ``"toolResult"`` or ``"toolUse"``). + id_key: The nested key that holds the unique ID (default ``"toolUseId"``). + """ + seen_ids: Set[str] = set() + deduplicated: List[BedrockContentBlock] = [] + for block in blocks: + keyed = block.get(block_key) + if keyed is not None and isinstance(keyed, dict): + block_id = keyed.get(id_key) + if block_id: + if block_id in seen_ids: + verbose_logger.warning( + "Bedrock Converse: dropping duplicate %s block with " + "%s=%s. This may indicate duplicate tool messages in " + "conversation history.", + block_key, + id_key, + block_id, + ) + continue + seen_ids.add(block_id) + deduplicated.append(block) + return deduplicated + + +def _deduplicate_bedrock_tool_content( + tool_content: List[BedrockContentBlock], +) -> List[BedrockContentBlock]: + """Convenience wrapper: deduplicate ``toolResult`` blocks by ``toolUseId``.""" + return _deduplicate_bedrock_content_blocks(tool_content, "toolResult") + + def _insert_assistant_continue_message( messages: List[BedrockMessageBlock], assistant_continue_message: Optional[ @@ -3867,6 +3920,8 @@ class BedrockConverseMessagesProcessor: tool_content.append(cache_point_block) msg_i += 1 + # Deduplicate toolResult blocks with the same toolUseId + tool_content = _deduplicate_bedrock_tool_content(tool_content) if tool_content: # if last message was a 'user' message, then add a blank assistant message (bedrock requires alternating roles) if len(contents) > 0 and contents[-1]["role"] == "user": @@ -3980,6 +4035,8 @@ class BedrockConverseMessagesProcessor: msg_i += 1 + assistant_content = _deduplicate_bedrock_content_blocks(assistant_content, "toolUse") + if assistant_content: contents.append( BedrockMessageBlock(role="assistant", content=assistant_content) @@ -4230,6 +4287,8 @@ def _bedrock_converse_messages_pt( # noqa: PLR0915 tool_content.append(cache_point_block) msg_i += 1 + # Deduplicate toolResult blocks with the same toolUseId + tool_content = _deduplicate_bedrock_tool_content(tool_content) if tool_content: # if last message was a 'user' message, then add a blank assistant message (bedrock requires alternating roles) if len(contents) > 0 and contents[-1]["role"] == "user": @@ -4336,6 +4395,8 @@ def _bedrock_converse_messages_pt( # noqa: PLR0915 msg_i += 1 + assistant_content = _deduplicate_bedrock_content_blocks(assistant_content, "toolUse") + if assistant_content: contents.append( BedrockMessageBlock(role="assistant", content=assistant_content) @@ -4395,6 +4456,32 @@ def add_cache_point_tool_block(tool: dict) -> Optional[BedrockToolBlock]: return None +def _is_bedrock_tool_block(tool: dict) -> bool: + """ + Check if a tool is already a BedrockToolBlock. + + BedrockToolBlock has one of: systemTool, toolSpec, or cachePoint. + This is used to detect tools that are already in Bedrock format + (e.g., systemTool for Nova grounding) vs OpenAI-style function tools + that need transformation. + + Args: + tool: The tool dict to check + + Returns: + True if the tool is already a BedrockToolBlock, False otherwise + + Examples: + >>> _is_bedrock_tool_block({"systemTool": {"name": "nova_grounding"}}) + True + >>> _is_bedrock_tool_block({"type": "function", "function": {...}}) + False + """ + return isinstance(tool, dict) and ( + "systemTool" in tool or "toolSpec" in tool or "cachePoint" in tool + ) + + def _bedrock_tools_pt(tools: List) -> List[BedrockToolBlock]: """ OpenAI tools looks like: @@ -4448,7 +4535,13 @@ def _bedrock_tools_pt(tools: List) -> List[BedrockToolBlock]: tool_block_list: List[BedrockToolBlock] = [] for tool in tools: - # Handle regular function tools + # Check if tool is already a BedrockToolBlock (e.g., systemTool for Nova grounding) + if _is_bedrock_tool_block(tool): + # Already a BedrockToolBlock, pass it through + tool_block_list.append(tool) # type: ignore + continue + + # Handle regular OpenAI-style function tools parameters = tool.get("function", {}).get( "parameters", {"type": "object", "properties": {}} ) diff --git a/litellm/llms/a2a/__init__.py b/litellm/llms/a2a/__init__.py new file mode 100644 index 00000000000..043efa5e8bf --- /dev/null +++ b/litellm/llms/a2a/__init__.py @@ -0,0 +1,6 @@ +""" +A2A (Agent-to-Agent) Protocol Provider for LiteLLM +""" +from .chat.transformation import A2AConfig + +__all__ = ["A2AConfig"] diff --git a/litellm/llms/a2a/chat/__init__.py b/litellm/llms/a2a/chat/__init__.py new file mode 100644 index 00000000000..76bf4dd71d9 --- /dev/null +++ b/litellm/llms/a2a/chat/__init__.py @@ -0,0 +1,6 @@ +""" +A2A Chat Completion Implementation +""" +from .transformation import A2AConfig + +__all__ = ["A2AConfig"] diff --git a/litellm/llms/a2a/chat/streaming_iterator.py b/litellm/llms/a2a/chat/streaming_iterator.py new file mode 100644 index 00000000000..84b6fffaa31 --- /dev/null +++ b/litellm/llms/a2a/chat/streaming_iterator.py @@ -0,0 +1,103 @@ +""" +A2A Streaming Response Iterator +""" +from typing import Optional, Union + +from litellm.llms.base_llm.base_model_iterator import BaseModelResponseIterator +from litellm.types.utils import GenericStreamingChunk, ModelResponseStream + +from ..common_utils import extract_text_from_a2a_response + + +class A2AModelResponseIterator(BaseModelResponseIterator): + """ + Iterator for parsing A2A streaming responses. + + Converts A2A JSON-RPC streaming chunks to OpenAI-compatible format. + """ + + def __init__( + self, + streaming_response, + sync_stream: bool, + json_mode: Optional[bool] = False, + model: str = "a2a/agent", + ): + super().__init__( + streaming_response=streaming_response, + sync_stream=sync_stream, + json_mode=json_mode, + ) + self.model = model + + def chunk_parser(self, chunk: dict) -> Union[GenericStreamingChunk, ModelResponseStream]: + """ + Parse A2A streaming chunk to OpenAI format. + + A2A chunk format: + { + "jsonrpc": "2.0", + "id": "request-id", + "result": { + "message": { + "parts": [{"kind": "text", "text": "content"}] + } + } + } + + Or for tasks: + { + "jsonrpc": "2.0", + "result": { + "kind": "task", + "status": {"state": "running"}, + "artifacts": [{"parts": [{"kind": "text", "text": "content"}]}] + } + } + """ + try: + # Extract text from A2A response + text = extract_text_from_a2a_response(chunk) + + # Determine finish reason + finish_reason = self._get_finish_reason(chunk) + + # Return generic streaming chunk + return GenericStreamingChunk( + text=text, + is_finished=bool(finish_reason), + finish_reason=finish_reason or "", + usage=None, + index=0, + tool_use=None, + ) + except Exception: + # Return empty chunk on parse error + return GenericStreamingChunk( + text="", + is_finished=False, + finish_reason="", + usage=None, + index=0, + tool_use=None, + ) + + def _get_finish_reason(self, chunk: dict) -> Optional[str]: + """Extract finish reason from A2A chunk""" + result = chunk.get("result", {}) + + # Check for task completion + if isinstance(result, dict): + status = result.get("status", {}) + if isinstance(status, dict): + state = status.get("state") + if state == "completed": + return "stop" + elif state == "failed": + return "error" + + # Check for [DONE] marker + if chunk.get("done") is True: + return "stop" + + return None diff --git a/litellm/llms/a2a/chat/transformation.py b/litellm/llms/a2a/chat/transformation.py new file mode 100644 index 00000000000..243fba63719 --- /dev/null +++ b/litellm/llms/a2a/chat/transformation.py @@ -0,0 +1,303 @@ +""" +A2A Protocol Transformation for LiteLLM +""" +import uuid +from typing import Any, Dict, Iterator, List, Optional, Union, cast + +import httpx +from pydantic import BaseModel + +from litellm.llms.base_llm.base_model_iterator import BaseModelResponseIterator +from litellm.llms.base_llm.chat.transformation import BaseConfig, BaseLLMException +from litellm.types.llms.openai import AllMessageValues +from litellm.types.utils import Choices, Message, ModelResponse + +from ..common_utils import ( + A2AError, + convert_messages_to_prompt, + extract_text_from_a2a_response, +) +from .streaming_iterator import A2AModelResponseIterator + + +class A2AConfig(BaseConfig): + """ + Configuration for A2A (Agent-to-Agent) Protocol. + + Handles transformation between OpenAI and A2A JSON-RPC 2.0 formats. + """ + + def get_supported_openai_params(self, model: str) -> List[str]: + """Return list of supported OpenAI parameters""" + return [ + "stream", + "temperature", + "max_tokens", + "top_p", + ] + + def map_openai_params( + self, + non_default_params: dict, + optional_params: dict, + model: str, + drop_params: bool, + ) -> dict: + """ + Map OpenAI parameters to A2A parameters. + + For A2A protocol, we don't need to map most parameters since + they're handled in the transform_request method. + """ + return optional_params + + 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 and set headers for A2A requests. + + Args: + headers: Request headers dict + model: Model name + messages: Messages list + optional_params: Optional parameters + litellm_params: LiteLLM parameters + api_key: API key (optional for A2A) + api_base: API base URL + + Returns: + Updated headers dict + """ + # Ensure Content-Type is set to application/json for JSON-RPC 2.0 + if "content-type" not in headers and "Content-Type" not in headers: + headers["Content-Type"] = "application/json" + + # Add Authorization header if API key is provided + if api_key is not None: + headers["Authorization"] = f"Bearer {api_key}" + + return headers + + def get_complete_url( + self, + api_base: Optional[str], + api_key: Optional[str], + model: str, + optional_params: dict, + litellm_params: dict, + stream: Optional[bool] = None, + ) -> str: + """ + Get the complete A2A agent endpoint URL. + + A2A agents use JSON-RPC 2.0 at the base URL, not specific paths. + The method (message/send or message/stream) is specified in the + JSON-RPC request body, not in the URL. + + Args: + api_base: Base URL of the A2A agent (e.g., "http://0.0.0.0:9999") + api_key: API key (not used for URL construction) + model: Model name (not used for A2A, agent determined by api_base) + optional_params: Optional parameters + litellm_params: LiteLLM parameters + stream: Whether this is a streaming request (affects JSON-RPC method) + + Returns: + Complete URL for the A2A endpoint (base URL) + """ + if api_base is None: + raise ValueError("api_base is required for A2A provider") + + # A2A uses JSON-RPC 2.0 at the base URL + # Remove trailing slash for consistency + return api_base.rstrip("/") + + def transform_request( + self, + model: str, + messages: List[AllMessageValues], + optional_params: dict, + litellm_params: dict, + headers: dict, + ) -> dict: + """ + Transform OpenAI request to A2A JSON-RPC 2.0 format. + + Args: + model: Model name + messages: List of OpenAI messages + optional_params: Optional parameters + litellm_params: LiteLLM parameters + headers: Request headers + + Returns: + A2A JSON-RPC 2.0 request dict + """ + # Generate request ID + request_id = str(uuid.uuid4()) + + if not messages: + raise ValueError("At least one message is required for A2A completion") + + # Convert all messages to maintain conversation history + # Use helper to format conversation with role prefixes + full_context = convert_messages_to_prompt(messages) + + # Create single A2A message with full conversation context + a2a_message = { + "role": "user", + "parts": [{"kind": "text", "text": full_context}], + "messageId": str(uuid.uuid4()), + } + + # Build JSON-RPC 2.0 request + # For A2A protocol, the method is "message/send" for non-streaming + # and "message/stream" for streaming (handled by optional_params["stream"]) + method = "message/stream" if optional_params.get("stream") else "message/send" + + request_data = { + "jsonrpc": "2.0", + "id": request_id, + "method": method, + "params": { + "message": a2a_message + } + } + + return request_data + + def transform_response( + self, + model: str, + raw_response: httpx.Response, + model_response: ModelResponse, + logging_obj: Any, + 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: + """ + Transform A2A JSON-RPC 2.0 response to OpenAI format. + + Args: + model: Model name + raw_response: HTTP response from A2A agent + model_response: Model response object to populate + logging_obj: Logging object + request_data: Original request data + messages: Original messages + optional_params: Optional parameters + litellm_params: LiteLLM parameters + encoding: Encoding object + api_key: API key + json_mode: JSON mode flag + + Returns: + Populated ModelResponse object + """ + try: + response_json = raw_response.json() + except Exception as e: + raise A2AError( + status_code=raw_response.status_code, + message=f"Failed to parse A2A response: {str(e)}", + headers=dict(raw_response.headers), + ) + + # Check for JSON-RPC error + if "error" in response_json: + error = response_json["error"] + raise A2AError( + status_code=raw_response.status_code, + message=f"A2A error: {error.get('message', 'Unknown error')}", + headers=dict(raw_response.headers), + ) + + # Extract text from A2A response + text = extract_text_from_a2a_response(response_json) + + # Populate model response + model_response.choices = [ + Choices( + finish_reason="stop", + index=0, + message=Message( + content=text, + role="assistant", + ), + ) + ] + + # Set model + model_response.model = model + + # Set ID from response + model_response.id = response_json.get("id", str(uuid.uuid4())) + + return model_response + + def get_model_response_iterator( + self, + streaming_response: Union[Iterator, Any], + sync_stream: bool, + json_mode: Optional[bool] = False, + ) -> BaseModelResponseIterator: + """ + Get streaming iterator for A2A responses. + + Args: + streaming_response: Streaming response iterator + sync_stream: Whether this is a sync stream + json_mode: JSON mode flag + + Returns: + A2A streaming iterator + """ + return A2AModelResponseIterator( + streaming_response=streaming_response, + sync_stream=sync_stream, + json_mode=json_mode, + ) + + def _openai_message_to_a2a_message(self, message: Dict[str, Any]) -> Dict[str, Any]: + """ + Convert OpenAI message to A2A message format. + + Args: + message: OpenAI message dict + + Returns: + A2A message dict + """ + content = message.get("content", "") + role = message.get("role", "user") + + return { + "role": role, + "parts": [{"kind": "text", "text": str(content)}], + "messageId": str(uuid.uuid4()), + } + + def get_error_class( + self, error_message: str, status_code: int, headers: Union[dict, httpx.Headers] + ) -> BaseLLMException: + """Return appropriate error class for A2A errors""" + # Convert headers to dict if needed + headers_dict = dict(headers) if isinstance(headers, httpx.Headers) else headers + return A2AError( + status_code=status_code, + message=error_message, + headers=headers_dict, + ) diff --git a/litellm/llms/a2a/common_utils.py b/litellm/llms/a2a/common_utils.py new file mode 100644 index 00000000000..4c7da78b42f --- /dev/null +++ b/litellm/llms/a2a/common_utils.py @@ -0,0 +1,134 @@ +""" +Common utilities for A2A (Agent-to-Agent) Protocol +""" +from typing import Any, Dict, List + +from pydantic import BaseModel + +from litellm.litellm_core_utils.prompt_templates.common_utils import ( + convert_content_list_to_str, +) +from litellm.llms.base_llm.chat.transformation import BaseLLMException +from litellm.types.llms.openai import AllMessageValues + + +class A2AError(BaseLLMException): + """Base exception for A2A protocol errors""" + + def __init__( + self, + status_code: int, + message: str, + headers: Dict[str, Any] = {}, + ): + super().__init__( + status_code=status_code, + message=message, + headers=headers, + ) + + +def convert_messages_to_prompt(messages: List[AllMessageValues]) -> str: + """ + Convert OpenAI messages to a single prompt string for A2A agent. + + Formats each message as "{role}: {content}" and joins with newlines + to preserve conversation history. Handles both string and list content. + + Args: + messages: List of OpenAI-format messages + + Returns: + Formatted prompt string with full conversation context + """ + conversation_parts = [] + for msg in messages: + # Use LiteLLM's helper to extract text from content (handles both str and list) + content_text = convert_content_list_to_str(message=msg) + + # Get role + if isinstance(msg, BaseModel): + role = msg.model_dump().get("role", "user") + elif isinstance(msg, dict): + role = msg.get("role", "user") + else: + role = dict(msg).get("role", "user") # type: ignore + + if content_text: + conversation_parts.append(f"{role}: {content_text}") + + return "\n".join(conversation_parts) + + +def extract_text_from_a2a_message( + message: Dict[str, Any], depth: int = 0, max_depth: int = 10 +) -> str: + """ + Extract text content from A2A message parts. + + Args: + message: A2A message dict with 'parts' containing text parts + depth: Current recursion depth (internal use) + max_depth: Maximum recursion depth to prevent infinite loops + + Returns: + Concatenated text from all text parts + """ + if message is None or depth >= max_depth: + return "" + + parts = message.get("parts", []) + text_parts: List[str] = [] + + for part in parts: + if part.get("kind") == "text": + text_parts.append(part.get("text", "")) + # Handle nested parts if they exist + elif "parts" in part: + nested_text = extract_text_from_a2a_message(part, depth + 1, max_depth) + if nested_text: + text_parts.append(nested_text) + + return " ".join(text_parts) + + +def extract_text_from_a2a_response( + response_dict: Dict[str, Any], max_depth: int = 10 +) -> str: + """ + Extract text content from A2A response result. + + Args: + response_dict: A2A response dict with 'result' containing message + max_depth: Maximum recursion depth to prevent infinite loops + + Returns: + Text from response message parts + """ + result = response_dict.get("result", {}) + if not isinstance(result, dict): + return "" + + # A2A response can have different formats: + # 1. Direct message: {"result": {"kind": "message", "parts": [...]}} + # 2. Nested message: {"result": {"message": {"parts": [...]}}} + # 3. Task with artifacts: {"result": {"kind": "task", "artifacts": [{"parts": [...]}]}} + + # Check if result itself has parts (direct message) + if "parts" in result: + return extract_text_from_a2a_message(result, depth=0, max_depth=max_depth) + + # Check for nested message + message = result.get("message") + if message: + return extract_text_from_a2a_message(message, depth=0, max_depth=max_depth) + + # Handle task result with artifacts + artifacts = result.get("artifacts", []) + if artifacts and len(artifacts) > 0: + first_artifact = artifacts[0] + return extract_text_from_a2a_message( + first_artifact, depth=0, max_depth=max_depth + ) + + return "" diff --git a/litellm/llms/anthropic/chat/guardrail_translation/handler.py b/litellm/llms/anthropic/chat/guardrail_translation/handler.py index 71d74121a30..8e1016bd5bd 100644 --- a/litellm/llms/anthropic/chat/guardrail_translation/handler.py +++ b/litellm/llms/anthropic/chat/guardrail_translation/handler.py @@ -74,7 +74,7 @@ class AnthropicMessagesHandler(BaseTranslation): if messages is None: return data - chat_completion_compatible_request = ( + chat_completion_compatible_request, tool_name_mapping = ( LiteLLMAnthropicMessagesAdapter().translate_anthropic_to_openai( anthropic_message_request=cast(AnthropicMessagesRequest, data) ) diff --git a/litellm/llms/anthropic/experimental_pass_through/adapters/handler.py b/litellm/llms/anthropic/experimental_pass_through/adapters/handler.py index 8fa7bb7e65e..a17eba75b3b 100644 --- a/litellm/llms/anthropic/experimental_pass_through/adapters/handler.py +++ b/litellm/llms/anthropic/experimental_pass_through/adapters/handler.py @@ -6,6 +6,7 @@ from typing import ( Dict, List, Optional, + Tuple, Union, cast, ) @@ -47,8 +48,14 @@ class LiteLLMMessagesToCompletionTransformationHandler: top_p: Optional[float] = None, output_format: Optional[Dict] = None, extra_kwargs: Optional[Dict[str, Any]] = None, - ) -> Dict[str, Any]: - """Prepare kwargs for litellm.completion/acompletion""" + ) -> Tuple[Dict[str, Any], Dict[str, str]]: + """Prepare kwargs for litellm.completion/acompletion. + + Returns: + Tuple of (completion_kwargs, tool_name_mapping) + - tool_name_mapping maps truncated tool names back to original names + for tools that exceeded OpenAI's 64-char limit + """ from litellm.litellm_core_utils.litellm_logging import ( Logging as LiteLLMLoggingObject, ) @@ -80,7 +87,7 @@ class LiteLLMMessagesToCompletionTransformationHandler: if output_format: request_data["output_format"] = output_format - openai_request = ANTHROPIC_ADAPTER.translate_completion_input_params( + openai_request, tool_name_mapping = ANTHROPIC_ADAPTER.translate_completion_input_params_with_tool_mapping( request_data ) @@ -116,7 +123,7 @@ class LiteLLMMessagesToCompletionTransformationHandler: ): completion_kwargs[key] = value - return completion_kwargs + return completion_kwargs, tool_name_mapping @staticmethod async def async_anthropic_messages_handler( @@ -137,7 +144,7 @@ class LiteLLMMessagesToCompletionTransformationHandler: **kwargs, ) -> Union[AnthropicMessagesResponse, AsyncIterator]: """Handle non-Anthropic models asynchronously using the adapter""" - completion_kwargs = ( + completion_kwargs, tool_name_mapping = ( LiteLLMMessagesToCompletionTransformationHandler._prepare_completion_kwargs( max_tokens=max_tokens, messages=messages, @@ -164,6 +171,7 @@ class LiteLLMMessagesToCompletionTransformationHandler: ANTHROPIC_ADAPTER.translate_completion_output_params_streaming( completion_response, model=model, + tool_name_mapping=tool_name_mapping, ) ) if transformed_stream is not None: @@ -172,7 +180,8 @@ class LiteLLMMessagesToCompletionTransformationHandler: else: anthropic_response = ( ANTHROPIC_ADAPTER.translate_completion_output_params( - cast(ModelResponse, completion_response) + cast(ModelResponse, completion_response), + tool_name_mapping=tool_name_mapping, ) ) if anthropic_response is not None: @@ -222,7 +231,7 @@ class LiteLLMMessagesToCompletionTransformationHandler: **kwargs, ) - completion_kwargs = ( + completion_kwargs, tool_name_mapping = ( LiteLLMMessagesToCompletionTransformationHandler._prepare_completion_kwargs( max_tokens=max_tokens, messages=messages, @@ -249,6 +258,7 @@ class LiteLLMMessagesToCompletionTransformationHandler: ANTHROPIC_ADAPTER.translate_completion_output_params_streaming( completion_response, model=model, + tool_name_mapping=tool_name_mapping, ) ) if transformed_stream is not None: @@ -257,7 +267,8 @@ class LiteLLMMessagesToCompletionTransformationHandler: else: anthropic_response = ( ANTHROPIC_ADAPTER.translate_completion_output_params( - cast(ModelResponse, completion_response) + cast(ModelResponse, completion_response), + tool_name_mapping=tool_name_mapping, ) ) if anthropic_response is not None: diff --git a/litellm/llms/anthropic/experimental_pass_through/adapters/streaming_iterator.py b/litellm/llms/anthropic/experimental_pass_through/adapters/streaming_iterator.py index 24524233ddf..a86820f82e8 100644 --- a/litellm/llms/anthropic/experimental_pass_through/adapters/streaming_iterator.py +++ b/litellm/llms/anthropic/experimental_pass_through/adapters/streaming_iterator.py @@ -3,7 +3,7 @@ import json import traceback from collections import deque -from typing import TYPE_CHECKING, Any, AsyncIterator, Iterator, Literal, Optional +from typing import TYPE_CHECKING, Any, AsyncIterator, Dict, Iterator, Literal, Optional from litellm import verbose_logger from litellm._uuid import uuid @@ -44,9 +44,16 @@ class AnthropicStreamWrapper(AdapterCompletionStreamWrapper): pending_new_content_block: bool = False chunk_queue: deque = deque() # Queue for buffering multiple chunks - def __init__(self, completion_stream: Any, model: str): + def __init__( + self, + completion_stream: Any, + model: str, + tool_name_mapping: Optional[Dict[str, str]] = None, + ): super().__init__(completion_stream) self.model = model + # Mapping of truncated tool names to original names (for OpenAI's 64-char limit) + self.tool_name_mapping = tool_name_mapping or {} def _create_initial_usage_delta(self) -> UsageDelta: """ @@ -401,6 +408,19 @@ class AnthropicStreamWrapper(AdapterCompletionStreamWrapper): choices=chunk.choices # type: ignore ) + # Restore original tool name if it was truncated for OpenAI's 64-char limit + if block_type == "tool_use": + # Type narrowing: content_block_start is ToolUseBlock when block_type is "tool_use" + from typing import cast + from litellm.types.llms.anthropic import ToolUseBlock + + tool_block = cast(ToolUseBlock, content_block_start) + + if tool_block.get("name"): + truncated_name = tool_block["name"] + original_name = self.tool_name_mapping.get(truncated_name, truncated_name) + tool_block["name"] = original_name + if block_type != self.current_content_block_type: self.current_content_block_type = block_type self.current_content_block_start = content_block_start @@ -408,9 +428,14 @@ class AnthropicStreamWrapper(AdapterCompletionStreamWrapper): # For parallel tool calls, we'll necessarily have a new content block # if we get a function name since it signals a new tool call - if block_type == "tool_use" and content_block_start.get("name"): - self.current_content_block_type = block_type - self.current_content_block_start = content_block_start - return True + if block_type == "tool_use": + from typing import cast + from litellm.types.llms.anthropic import ToolUseBlock + + tool_block = cast(ToolUseBlock, content_block_start) + if tool_block.get("name"): + self.current_content_block_type = block_type + self.current_content_block_start = content_block_start + return True return False diff --git a/litellm/llms/anthropic/experimental_pass_through/adapters/transformation.py b/litellm/llms/anthropic/experimental_pass_through/adapters/transformation.py index 5ba0754b744..444f821c20a 100644 --- a/litellm/llms/anthropic/experimental_pass_through/adapters/transformation.py +++ b/litellm/llms/anthropic/experimental_pass_through/adapters/transformation.py @@ -1,3 +1,4 @@ +import hashlib import json from typing import ( TYPE_CHECKING, @@ -12,6 +13,54 @@ from typing import ( cast, ) +# OpenAI has a 64-character limit for function/tool names +# Anthropic does not have this limit, so we need to truncate long names +OPENAI_MAX_TOOL_NAME_LENGTH = 64 +TOOL_NAME_HASH_LENGTH = 8 +TOOL_NAME_PREFIX_LENGTH = OPENAI_MAX_TOOL_NAME_LENGTH - TOOL_NAME_HASH_LENGTH - 1 # 55 + + +def truncate_tool_name(name: str) -> str: + """ + Truncate tool names that exceed OpenAI's 64-character limit. + + Uses format: {55-char-prefix}_{8-char-hash} to avoid collisions + when multiple tools have similar long names. + + Args: + name: The original tool name + + Returns: + The original name if <= 64 chars, otherwise truncated with hash + """ + if len(name) <= OPENAI_MAX_TOOL_NAME_LENGTH: + return name + + # Create deterministic hash from full name to avoid collisions + name_hash = hashlib.sha256(name.encode()).hexdigest()[:TOOL_NAME_HASH_LENGTH] + return f"{name[:TOOL_NAME_PREFIX_LENGTH]}_{name_hash}" + + +def create_tool_name_mapping( + tools: List[Dict[str, Any]], +) -> Dict[str, str]: + """ + Create a mapping of truncated tool names to original names. + + Args: + tools: List of tool definitions with 'name' field + + Returns: + Dict mapping truncated names to original names (only for truncated tools) + """ + mapping: Dict[str, str] = {} + for tool in tools: + original_name = tool.get("name", "") + truncated_name = truncate_tool_name(original_name) + if truncated_name != original_name: + mapping[truncated_name] = original_name + return mapping + from openai.types.chat.chat_completion_chunk import Choice as OpenAIStreamingChoice from litellm.litellm_core_utils.prompt_templates.common_utils import ( @@ -77,8 +126,29 @@ class AnthropicAdapter: self, kwargs ) -> Optional[ChatCompletionRequest]: """ + Translate Anthropic request params to OpenAI format. + - translate params, where needed - pass rest, as is + + Note: Use translate_completion_input_params_with_tool_mapping() if you need + the tool name mapping for restoring original names in responses. + """ + result, _ = self.translate_completion_input_params_with_tool_mapping(kwargs) + return result + + def translate_completion_input_params_with_tool_mapping( + self, kwargs + ) -> Tuple[Optional[ChatCompletionRequest], Dict[str, str]]: + """ + Translate Anthropic request params to OpenAI format, returning tool name mapping. + + This method handles truncation of tool names that exceed OpenAI's 64-character + limit. The mapping allows restoring original names when translating responses. + + Returns: + Tuple of (openai_request, tool_name_mapping) + - tool_name_mapping maps truncated tool names back to original names """ ######################################################### @@ -102,26 +172,51 @@ class AnthropicAdapter: model=model, messages=messages, **kwargs ) - translated_body = ( + translated_body, tool_name_mapping = ( LiteLLMAnthropicMessagesAdapter().translate_anthropic_to_openai( anthropic_message_request=request_body ) ) - return translated_body + return translated_body, tool_name_mapping def translate_completion_output_params( - self, response: ModelResponse + self, + response: ModelResponse, + tool_name_mapping: Optional[Dict[str, str]] = None, ) -> Optional[AnthropicMessagesResponse]: + """ + Translate OpenAI response to Anthropic format. + + Args: + response: The OpenAI ModelResponse + tool_name_mapping: Optional mapping of truncated tool names to original names. + Used to restore original names for tools that exceeded + OpenAI's 64-char limit. + """ return LiteLLMAnthropicMessagesAdapter().translate_openai_response_to_anthropic( - response=response + response=response, + tool_name_mapping=tool_name_mapping, ) def translate_completion_output_params_streaming( - self, completion_stream: Any, model: str + self, + completion_stream: Any, + model: str, + tool_name_mapping: Optional[Dict[str, str]] = None, ) -> Union[AsyncIterator[bytes], None]: + """ + Translate OpenAI streaming response to Anthropic format. + + Args: + completion_stream: The OpenAI streaming response + model: The model name + tool_name_mapping: Optional mapping of truncated tool names to original names. + """ anthropic_wrapper = AnthropicStreamWrapper( - completion_stream=completion_stream, model=model + completion_stream=completion_stream, + model=model, + tool_name_mapping=tool_name_mapping, ) # Return the SSE-wrapped version for proper event formatting return anthropic_wrapper.async_anthropic_sse_wrapper() @@ -417,8 +512,10 @@ class LiteLLMAnthropicMessagesAdapter: has_cache_control_in_text = True assistant_content_list.append(text_block) elif content.get("type") == "tool_use": + # Truncate tool name for OpenAI's 64-char limit + tool_name = truncate_tool_name(content.get("name", "")) function_chunk: ChatCompletionToolCallFunctionChunk = { - "name": content.get("name", ""), + "name": tool_name, "arguments": json.dumps(content.get("input", {})), } signature = ( @@ -587,8 +684,11 @@ class LiteLLMAnthropicMessagesAdapter: elif tool_choice["type"] == "auto": return "auto" elif tool_choice["type"] == "tool": + # Truncate tool name if it exceeds OpenAI's 64-char limit + original_name = tool_choice.get("name", "") + truncated_name = truncate_tool_name(original_name) tc_function_param = ChatCompletionToolChoiceFunctionParam( - name=tool_choice.get("name", "") + name=truncated_name ) return ChatCompletionToolChoiceObjectParam( type="function", function=tc_function_param @@ -600,12 +700,28 @@ class LiteLLMAnthropicMessagesAdapter: def translate_anthropic_tools_to_openai( self, tools: List[AllAnthropicToolsValues], model: Optional[str] = None - ) -> List[ChatCompletionToolParam]: + ) -> Tuple[List[ChatCompletionToolParam], Dict[str, str]]: + """ + Translate Anthropic tools to OpenAI format. + + Returns: + Tuple of (translated_tools, tool_name_mapping) + - tool_name_mapping maps truncated names back to original names + for tools that exceeded OpenAI's 64-char limit + """ new_tools: List[ChatCompletionToolParam] = [] + tool_name_mapping: Dict[str, str] = {} mapped_tool_params = ["name", "input_schema", "description", "cache_control"] for tool in tools: + original_name = tool["name"] + truncated_name = truncate_tool_name(original_name) + + # Store mapping if name was truncated + if truncated_name != original_name: + tool_name_mapping[truncated_name] = original_name + function_chunk = ChatCompletionToolParamFunctionChunk( - name=tool["name"], + name=truncated_name, ) if "input_schema" in tool: function_chunk["parameters"] = tool["input_schema"] # type: ignore @@ -619,7 +735,7 @@ class LiteLLMAnthropicMessagesAdapter: self._add_cache_control_if_applicable(tool, tool_param, model) new_tools.append(tool_param) # type: ignore[arg-type] - return new_tools # type: ignore[return-value] + return new_tools, tool_name_mapping # type: ignore[return-value] def translate_anthropic_output_format_to_openai( self, output_format: Any @@ -694,12 +810,18 @@ class LiteLLMAnthropicMessagesAdapter: def translate_anthropic_to_openai( self, anthropic_message_request: AnthropicMessagesRequest - ) -> ChatCompletionRequest: + ) -> Tuple[ChatCompletionRequest, Dict[str, str]]: """ This is used by the beta Anthropic Adapter, for translating anthropic `/v1/messages` requests to the openai format. + + Returns: + Tuple of (openai_request, tool_name_mapping) + - tool_name_mapping maps truncated tool names back to original names + for tools that exceeded OpenAI's 64-char limit """ # Debug: Processing Anthropic message request new_messages: List[AllMessageValues] = [] + tool_name_mapping: Dict[str, str] = {} ## CONVERT ANTHROPIC MESSAGES TO OPENAI messages_list: List[ @@ -750,7 +872,7 @@ class LiteLLMAnthropicMessagesAdapter: if "tools" in anthropic_message_request: tools = anthropic_message_request["tools"] if tools: - new_kwargs["tools"] = self.translate_anthropic_tools_to_openai( + new_kwargs["tools"], tool_name_mapping = self.translate_anthropic_tools_to_openai( tools=cast(List[AllAnthropicToolsValues], tools), model=new_kwargs.get("model"), ) @@ -784,7 +906,7 @@ class LiteLLMAnthropicMessagesAdapter: if k not in translatable_params: # pass remaining params as is new_kwargs[k] = v # type: ignore - return new_kwargs + return new_kwargs, tool_name_mapping def _translate_anthropic_image_to_openai(self, image_source: dict) -> Optional[str]: """ @@ -813,7 +935,11 @@ class LiteLLMAnthropicMessagesAdapter: return None - def _translate_openai_content_to_anthropic(self, choices: List[Choices]) -> List[ + def _translate_openai_content_to_anthropic( + self, + choices: List[Choices], + tool_name_mapping: Optional[Dict[str, str]] = None, + ) -> List[ Union[ AnthropicResponseContentBlockText, AnthropicResponseContentBlockToolUse, @@ -862,6 +988,18 @@ class LiteLLMAnthropicMessagesAdapter: data=str(data_value) if data_value is not None else "", ) ) + # Handle reasoning_content when thinking_blocks is not present + elif ( + hasattr(choice.message, "reasoning_content") + and choice.message.reasoning_content + ): + new_content.append( + AnthropicResponseContentBlockThinking( + type="thinking", + thinking=str(choice.message.reasoning_content), + signature=None, + ) + ) # Handle text content if choice.message.content is not None: @@ -883,13 +1021,21 @@ class LiteLLMAnthropicMessagesAdapter: if signature: provider_specific_fields["signature"] = signature + # Restore original tool name if it was truncated + truncated_name = tool_call.function.name or "" + original_name = ( + tool_name_mapping.get(truncated_name, truncated_name) + if tool_name_mapping + else truncated_name + ) + tool_use_block = AnthropicResponseContentBlockToolUse( type="tool_use", id=tool_call.id, - name=tool_call.function.name or "", + name=original_name, input=parse_tool_call_arguments( tool_call.function.arguments, - tool_name=tool_call.function.name, + tool_name=original_name, context="Anthropic pass-through adapter", ), ) @@ -914,10 +1060,24 @@ class LiteLLMAnthropicMessagesAdapter: return "end_turn" def translate_openai_response_to_anthropic( - self, response: ModelResponse + self, + response: ModelResponse, + tool_name_mapping: Optional[Dict[str, str]] = None, ) -> AnthropicMessagesResponse: + """ + Translate OpenAI response to Anthropic format. + + Args: + response: The OpenAI ModelResponse + tool_name_mapping: Optional mapping of truncated tool names to original names. + Used to restore original names for tools that exceeded + OpenAI's 64-char limit. + """ ## translate content block - anthropic_content = self._translate_openai_content_to_anthropic(choices=response.choices) # type: ignore + anthropic_content = self._translate_openai_content_to_anthropic( + choices=response.choices, # type: ignore + tool_name_mapping=tool_name_mapping, + ) ## extract finish reason anthropic_finish_reason = self._translate_openai_finish_reason_to_anthropic( openai_finish_reason=response.choices[0].finish_reason # type: ignore @@ -1036,6 +1196,13 @@ class LiteLLMAnthropicMessagesAdapter: reasoning_content += thinking reasoning_signature += signature + # Handle reasoning_content when thinking_blocks is not present + # This handles providers like OpenRouter that return reasoning_content + elif isinstance(choice, StreamingChoices) and hasattr( + choice.delta, "reasoning_content" + ): + if choice.delta.reasoning_content is not None: + reasoning_content += choice.delta.reasoning_content if reasoning_content and reasoning_signature: raise ValueError( diff --git a/litellm/llms/azure_ai/anthropic/count_tokens/transformation.py b/litellm/llms/azure_ai/anthropic/count_tokens/transformation.py index e284595cc8a..09b83b7c971 100644 --- a/litellm/llms/azure_ai/anthropic/count_tokens/transformation.py +++ b/litellm/llms/azure_ai/anthropic/count_tokens/transformation.py @@ -30,30 +30,32 @@ class AzureAIAnthropicCountTokensConfig(AnthropicCountTokensConfig): """ Get the required headers for the Azure AI Anthropic CountTokens API. - Uses Azure authentication (api-key header) instead of Anthropic's x-api-key. + Azure AI Anthropic uses Anthropic's native API format, which requires the + x-api-key header for authentication (in addition to Azure's api-key header). Args: api_key: The Azure AI API key litellm_params: Optional LiteLLM parameters for additional auth config Returns: - Dictionary of required headers with Azure authentication + Dictionary of required headers with both x-api-key and Azure authentication """ - # Start with base headers + # Start with base headers including x-api-key for Anthropic API compatibility headers = { "Content-Type": "application/json", "anthropic-version": "2023-06-01", "anthropic-beta": ANTHROPIC_TOKEN_COUNTING_BETA_VERSION, + "x-api-key": api_key, # Azure AI Anthropic requires this header } - # Use Azure authentication + # Also set up Azure auth headers for flexibility litellm_params = litellm_params or {} if "api_key" not in litellm_params: litellm_params["api_key"] = api_key litellm_params_obj = GenericLiteLLMParams(**litellm_params) - # Get Azure auth headers + # Get Azure auth headers (api-key or Authorization) azure_headers = BaseAzureLLM._base_validate_azure_environment( headers={}, litellm_params=litellm_params_obj ) @@ -68,7 +70,7 @@ class AzureAIAnthropicCountTokensConfig(AnthropicCountTokensConfig): Get the Azure AI Anthropic CountTokens API endpoint. Args: - api_base: The Azure AI API base URL + api_base: The Azure AI API base URL (e.g., https://my-resource.services.ai.azure.com or https://my-resource.services.ai.azure.com/anthropic) diff --git a/litellm/llms/azure_ai/azure_model_router/__init__.py b/litellm/llms/azure_ai/azure_model_router/__init__.py new file mode 100644 index 00000000000..0165d60b643 --- /dev/null +++ b/litellm/llms/azure_ai/azure_model_router/__init__.py @@ -0,0 +1,4 @@ +"""Azure AI Foundry Model Router support.""" +from .transformation import AzureModelRouterConfig + +__all__ = ["AzureModelRouterConfig"] diff --git a/litellm/llms/azure_ai/azure_model_router/transformation.py b/litellm/llms/azure_ai/azure_model_router/transformation.py new file mode 100644 index 00000000000..3d6dc53c515 --- /dev/null +++ b/litellm/llms/azure_ai/azure_model_router/transformation.py @@ -0,0 +1,125 @@ +""" +Transformation for Azure AI Foundry Model Router. + +The Model Router is a special Azure AI deployment that automatically routes requests +to the best available model. It has specific cost tracking requirements. +""" +from typing import Any, List, Optional + +from httpx import Response + +from litellm.llms.azure_ai.chat.transformation import AzureAIStudioConfig +from litellm.llms.base_llm.chat.transformation import LiteLLMLoggingObj +from litellm.types.llms.openai import AllMessageValues +from litellm.types.utils import ModelResponse + + +class AzureModelRouterConfig(AzureAIStudioConfig): + """ + Configuration for Azure AI Foundry Model Router. + + Handles: + - Stripping model_router prefix before sending to Azure API + - Preserving full model path in responses for cost tracking + - Calculating flat infrastructure costs for Model Router + """ + + def transform_request( + self, + model: str, + messages: List[AllMessageValues], + optional_params: dict, + litellm_params: dict, + headers: dict, + ) -> dict: + """ + Transform request for Model Router. + + Strips the model_router/ prefix so only the deployment name is sent to Azure. + Example: model_router/azure-model-router -> azure-model-router + """ + from litellm.llms.azure_ai.common_utils import AzureFoundryModelInfo + + # Get base model name (strips routing prefixes like model_router/) + base_model: str = AzureFoundryModelInfo.get_base_model(model) + + return super().transform_request( + base_model, messages, optional_params, litellm_params, headers + ) + + def transform_response( + self, + model: str, + raw_response: 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: + """ + Transform response for Model Router. + + Preserves the original model path (including model_router/ prefix) in the response + for proper cost tracking and logging. + """ + from litellm.llms.azure_ai.common_utils import AzureFoundryModelInfo + + # Preserve the original model from litellm_params (includes routing prefixes like model_router/) + # This ensures cost tracking and logging use the full model path + original_model: str = litellm_params.get("model") or model + if not original_model.startswith("azure_ai/"): + # Add provider prefix if not already present + model_response.model = f"azure_ai/{original_model}" + else: + model_response.model = original_model + + # Get base model for the parent call (strips routing prefixes for API compatibility) + base_model: str = AzureFoundryModelInfo.get_base_model(model) + + return super().transform_response( + model=base_model, + raw_response=raw_response, + model_response=model_response, + logging_obj=logging_obj, + request_data=request_data, + messages=messages, + optional_params=optional_params, + litellm_params=litellm_params, + encoding=encoding, + api_key=api_key, + json_mode=json_mode, + ) + + def calculate_additional_costs( + self, model: str, prompt_tokens: int, completion_tokens: int + ) -> Optional[dict]: + """ + Calculate additional costs for Azure Model Router. + + Adds a flat infrastructure cost of $0.14 per M input tokens for using the Model Router. + + Args: + model: The model name (should be a model router model) + prompt_tokens: Number of prompt tokens + completion_tokens: Number of completion tokens + + Returns: + Dictionary with additional costs, or None if not applicable. + """ + from litellm.llms.azure_ai.cost_calculator import ( + calculate_azure_model_router_flat_cost, + ) + + flat_cost = calculate_azure_model_router_flat_cost( + model=model, prompt_tokens=prompt_tokens + ) + + if flat_cost > 0: + return {"Azure Model Router Flat Cost": flat_cost} + + return None diff --git a/litellm/llms/azure_ai/common_utils.py b/litellm/llms/azure_ai/common_utils.py index 01a3f5766c6..47d397d6e98 100644 --- a/litellm/llms/azure_ai/common_utils.py +++ b/litellm/llms/azure_ai/common_utils.py @@ -13,14 +13,28 @@ class AzureFoundryModelInfo(BaseLLMModelInfo): self._model = model @staticmethod - def get_azure_ai_route(model: str) -> Literal["agents", "default"]: + def get_azure_ai_route(model: str) -> Literal["agents", "model_router", "default"]: """ Get the Azure AI route for the given model. Similar to BedrockModelInfo.get_bedrock_route(). + + Supported routes: + - agents: azure_ai/agents/ + - model_router: azure_ai/model_router/ or models with "model-router"/"model_router" in name + - default: standard models """ if "agents/" in model: return "agents" + # Detect model router by prefix (model_router/) or by name containing "model-router"/"model_router" + model_lower = model.lower() + if ( + "model_router/" in model_lower + or "model-router/" in model_lower + or "model-router" in model_lower + or "model_router" in model_lower + ): + return "model_router" return "default" @staticmethod @@ -75,8 +89,73 @@ class AzureFoundryModelInfo(BaseLLMModelInfo): ######################################################### @staticmethod - def get_base_model(model: str) -> Optional[str]: - raise NotImplementedError("Azure Foundry does not support base model") + def strip_model_router_prefix(model: str) -> str: + """ + Strip the model_router prefix from model name. + + Examples: + - "model_router/gpt-4o" -> "gpt-4o" + - "model-router/gpt-4o" -> "gpt-4o" + - "gpt-4o" -> "gpt-4o" + + Args: + model: Model name potentially with model_router prefix + + Returns: + Model name without the prefix + """ + if "model_router/" in model: + return model.split("model_router/", 1)[1] + if "model-router/" in model: + return model.split("model-router/", 1)[1] + return model + + @staticmethod + def get_base_model(model: str) -> str: + """ + Get the base model name, stripping any Azure AI routing prefixes. + + Args: + model: Model name potentially with routing prefixes + + Returns: + Base model name + """ + # Strip model_router prefix if present + model = AzureFoundryModelInfo.strip_model_router_prefix(model) + return model + + @staticmethod + def get_azure_ai_config_for_model(model: str): + """ + Get the appropriate Azure AI config class for the given model. + + Routes to specialized configs based on model type: + - Model Router: AzureModelRouterConfig + - Claude models: AzureAnthropicConfig + - Default: AzureAIStudioConfig + + Args: + model: The model name + + Returns: + The appropriate config instance + """ + azure_ai_route = AzureFoundryModelInfo.get_azure_ai_route(model) + + if azure_ai_route == "model_router": + from litellm.llms.azure_ai.azure_model_router.transformation import ( + AzureModelRouterConfig, + ) + return AzureModelRouterConfig() + elif "claude" in model.lower(): + from litellm.llms.azure_ai.anthropic.transformation import ( + AzureAnthropicConfig, + ) + return AzureAnthropicConfig() + else: + from litellm.llms.azure_ai.chat.transformation import AzureAIStudioConfig + return AzureAIStudioConfig() def validate_environment( self, diff --git a/litellm/llms/azure_ai/cost_calculator.py b/litellm/llms/azure_ai/cost_calculator.py new file mode 100644 index 00000000000..999f94da182 --- /dev/null +++ b/litellm/llms/azure_ai/cost_calculator.py @@ -0,0 +1,121 @@ +""" +Azure AI cost calculation helper. +Handles Azure AI Foundry Model Router flat cost and other Azure AI specific pricing. +""" + +from typing import Optional, Tuple + +from litellm._logging import verbose_logger +from litellm.litellm_core_utils.llm_cost_calc.utils import generic_cost_per_token +from litellm.types.utils import Usage +from litellm.utils import get_model_info + + +def _is_azure_model_router(model: str) -> bool: + """ + Check if the model is Azure AI Foundry Model Router. + + Detects patterns like: + - "azure-model-router" + - "model-router" + - "model_router/" + - "model-router/" + + Args: + model: The model name + + Returns: + bool: True if this is a model router model + """ + model_lower = model.lower() + return ( + "model-router" in model_lower + or "model_router" in model_lower + or model_lower == "azure-model-router" + ) + + +def calculate_azure_model_router_flat_cost(model: str, prompt_tokens: int) -> float: + """ + Calculate the flat cost for Azure AI Foundry Model Router. + + Args: + model: The model name (should be a model router model) + prompt_tokens: Number of prompt tokens + + Returns: + float: The flat cost in USD, or 0.0 if not applicable + """ + if not _is_azure_model_router(model): + return 0.0 + + # Get the model router pricing from model_prices_and_context_window.json + # Use "model_router" as the key (without actual model name suffix) + model_info = get_model_info(model="model_router", custom_llm_provider="azure_ai") + router_flat_cost_per_token = model_info.get("input_cost_per_token", 0) + + if router_flat_cost_per_token > 0: + return prompt_tokens * router_flat_cost_per_token + + return 0.0 + + +def cost_per_token( + model: str, usage: Usage, response_time_ms: Optional[float] = 0.0 +) -> Tuple[float, float]: + """ + Calculate the cost per token for Azure AI models. + + For Azure AI Foundry Model Router: + - Adds a flat cost of $0.14 per million input tokens (from model_prices_and_context_window.json) + - Plus the cost of the actual model used (handled by generic_cost_per_token) + + Args: + model: str, the model name without provider prefix + usage: LiteLLM Usage block + response_time_ms: Optional response time in milliseconds + + Returns: + Tuple[float, float] - prompt_cost_in_usd, completion_cost_in_usd + + Raises: + ValueError: If the model is not found in the cost map and cost cannot be calculated + (except for Model Router models where we return just the routing flat cost) + """ + prompt_cost = 0.0 + completion_cost = 0.0 + + # Calculate base cost using generic cost calculator + # This may raise an exception if the model is not in the cost map + try: + prompt_cost, completion_cost = generic_cost_per_token( + model=model, + usage=usage, + custom_llm_provider="azure_ai", + ) + except Exception as e: + # For Model Router, the model name (e.g., "azure-model-router") may not be in the cost map + # because it's a routing service, not an actual model. In this case, we continue + # to calculate just the routing flat cost. + if not _is_azure_model_router(model): + # Re-raise for non-router models - they should have pricing defined + raise + verbose_logger.debug( + f"Azure AI Model Router: model '{model}' not in cost map, calculating routing flat cost only. Error: {e}" + ) + + # Add flat cost for Azure Model Router + # The flat cost is defined in model_prices_and_context_window.json for azure_ai/model_router + if _is_azure_model_router(model): + router_flat_cost = calculate_azure_model_router_flat_cost(model, usage.prompt_tokens) + + if router_flat_cost > 0: + verbose_logger.debug( + f"Azure AI Model Router flat cost: ${router_flat_cost:.6f} " + f"({usage.prompt_tokens} tokens × ${router_flat_cost / usage.prompt_tokens:.9f}/token)" + ) + + # Add flat cost to prompt cost + prompt_cost += router_flat_cost + + return prompt_cost, completion_cost diff --git a/litellm/llms/azure_ai/rerank/transformation.py b/litellm/llms/azure_ai/rerank/transformation.py index a47b6082c37..f577a42ed58 100644 --- a/litellm/llms/azure_ai/rerank/transformation.py +++ b/litellm/llms/azure_ai/rerank/transformation.py @@ -11,6 +11,7 @@ from litellm.litellm_core_utils.litellm_logging import Logging as LiteLLMLogging from litellm.llms.cohere.rerank.transformation import CohereRerankConfig from litellm.secret_managers.main import get_secret_str from litellm.types.utils import RerankResponse +from litellm.utils import _add_path_to_api_base class AzureAIRerankConfig(CohereRerankConfig): @@ -28,9 +29,34 @@ class AzureAIRerankConfig(CohereRerankConfig): raise ValueError( "Azure AI API Base is required. api_base=None. Set in call or via `AZURE_AI_API_BASE` env var." ) - if not api_base.endswith("/v1/rerank"): - api_base = f"{api_base}/v1/rerank" - return api_base + original_url = httpx.URL(api_base) + if not original_url.is_absolute_url: + raise ValueError( + "Azure AI API Base must be an absolute URL including scheme (e.g. " + "'https://.services.ai.azure.com'). " + f"Got api_base={api_base!r}." + ) + normalized_path = original_url.path.rstrip("/") + + # Allow callers to pass either full v1/v2 rerank endpoints: + # - https://.services.ai.azure.com/v1/rerank + # - https://.services.ai.azure.com/providers/cohere/v2/rerank + if normalized_path.endswith("/v1/rerank") or normalized_path.endswith("/v2/rerank"): + return str(original_url.copy_with(path=normalized_path or "/")) + + # If callers pass just the version path (e.g. ".../v2" or ".../providers/cohere/v2"), append "/rerank" + if ( + normalized_path.endswith("/v1") + or normalized_path.endswith("/v2") + or normalized_path.endswith("/providers/cohere/v2") + ): + return _add_path_to_api_base( + api_base=str(original_url.copy_with(path=normalized_path or "/")), + ending_path="/rerank", + ) + + # Backwards compatible default: Azure AI rerank was originally exposed under /v1/rerank + return _add_path_to_api_base(api_base=api_base, ending_path="/v1/rerank") def validate_environment( self, diff --git a/litellm/llms/base_llm/chat/transformation.py b/litellm/llms/base_llm/chat/transformation.py index 41a1797cebe..ac209904e6e 100644 --- a/litellm/llms/base_llm/chat/transformation.py +++ b/litellm/llms/base_llm/chat/transformation.py @@ -437,3 +437,23 @@ class BaseConfig(ABC): By default, this is true for almost all providers. """ return True + + def calculate_additional_costs( + self, model: str, prompt_tokens: int, completion_tokens: int + ) -> Optional[dict]: + """ + Calculate any additional costs beyond standard token costs. + + This is used for provider-specific infrastructure costs, routing fees, etc. + + Args: + model: The model name + prompt_tokens: Number of prompt tokens + completion_tokens: Number of completion tokens + + Returns: + Optional dictionary with cost names and amounts, e.g.: + {"Infrastructure Fee": 0.001, "Routing Cost": 0.0005} + Returns None if no additional costs apply. + """ + return None diff --git a/litellm/llms/bedrock/chat/converse_transformation.py b/litellm/llms/bedrock/chat/converse_transformation.py index 0d29c1f01aa..f6d7e128580 100644 --- a/litellm/llms/bedrock/chat/converse_transformation.py +++ b/litellm/llms/bedrock/chat/converse_transformation.py @@ -805,7 +805,9 @@ class AmazonConverseConfig(BaseConfig): if bedrock_tier in ("default", "flex", "priority"): optional_params["serviceTier"] = {"type": bedrock_tier} - if param == "web_search_options" and value and isinstance(value, dict): + if param == "web_search_options" and isinstance(value, dict): + # Note: we use `isinstance(value, dict)` instead of `value and isinstance(value, dict)` + # because empty dict {} is falsy but is a valid way to enable Nova grounding grounding_tool = self._map_web_search_options(value, model) if grounding_tool is not None: optional_params = self._add_tools_to_optional_params( @@ -1079,10 +1081,16 @@ class AmazonConverseConfig(BaseConfig): user_betas = get_anthropic_beta_from_headers(headers) anthropic_beta_list.extend(user_betas) - # Filter out tool search tools - Bedrock Converse API doesn't support them + # Separate pre-formatted Bedrock tools (e.g. systemTool from web_search_options) + # from OpenAI-format tools that need transformation via _bedrock_tools_pt filtered_tools = [] + pre_formatted_tools: List[ToolBlock] = [] if original_tools: for tool in original_tools: + # Already-formatted Bedrock tools (e.g. systemTool for Nova grounding) + if "systemTool" in tool: + pre_formatted_tools.append(tool) + continue tool_type = tool.get("type", "") if tool_type in ( "tool_search_tool_regex_20251119", @@ -1114,6 +1122,9 @@ class AmazonConverseConfig(BaseConfig): # No computer use tools, process all tools as regular tools bedrock_tools = _bedrock_tools_pt(filtered_tools) + # Append pre-formatted tools (systemTool etc.) after transformation + bedrock_tools.extend(pre_formatted_tools) + # Set anthropic_beta in additional_request_params if we have any beta features # 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 diff --git a/litellm/llms/bedrock/embed/cohere_transformation.py b/litellm/llms/bedrock/embed/cohere_transformation.py index 490cd71b793..d00cb74aae0 100644 --- a/litellm/llms/bedrock/embed/cohere_transformation.py +++ b/litellm/llms/bedrock/embed/cohere_transformation.py @@ -15,7 +15,7 @@ class BedrockCohereEmbeddingConfig: pass def get_supported_openai_params(self) -> List[str]: - return ["encoding_format"] + return ["encoding_format", "dimensions"] def map_openai_params( self, non_default_params: dict, optional_params: dict @@ -23,6 +23,8 @@ class BedrockCohereEmbeddingConfig: for k, v in non_default_params.items(): if k == "encoding_format": optional_params["embedding_types"] = v + elif k == "dimensions": + optional_params["output_dimension"] = v return optional_params def _is_v3_model(self, model: str) -> bool: diff --git a/litellm/llms/bedrock/realtime/handler.py b/litellm/llms/bedrock/realtime/handler.py new file mode 100644 index 00000000000..9b6a80f4a2f --- /dev/null +++ b/litellm/llms/bedrock/realtime/handler.py @@ -0,0 +1,307 @@ +""" +This file contains the handler for AWS Bedrock Nova Sonic realtime API. + +This uses aws_sdk_bedrock_runtime for bidirectional streaming with Nova Sonic. +""" + +import asyncio +import json +from typing import Any, Optional + +from litellm._logging import verbose_proxy_logger +from litellm.litellm_core_utils.litellm_logging import Logging as LiteLLMLogging + +from ..base_aws_llm import BaseAWSLLM +from .transformation import BedrockRealtimeConfig + + +class BedrockRealtime(BaseAWSLLM): + """Handler for Bedrock Nova Sonic realtime speech-to-speech API.""" + + def __init__(self): + super().__init__() + + async def async_realtime( + self, + model: str, + websocket: Any, + logging_obj: LiteLLMLogging, + api_base: Optional[str] = None, + api_key: Optional[str] = None, + timeout: Optional[float] = None, + aws_region_name: Optional[str] = None, + aws_access_key_id: Optional[str] = None, + aws_secret_access_key: Optional[str] = None, + aws_session_token: Optional[str] = None, + aws_role_name: Optional[str] = None, + aws_session_name: Optional[str] = None, + aws_profile_name: Optional[str] = None, + aws_web_identity_token: Optional[str] = None, + aws_sts_endpoint: Optional[str] = None, + aws_bedrock_runtime_endpoint: Optional[str] = None, + aws_external_id: Optional[str] = None, + **kwargs, + ): + """ + Establish bidirectional streaming connection with Bedrock Nova Sonic. + + Args: + model: Model ID (e.g., 'amazon.nova-sonic-v1:0') + websocket: Client WebSocket connection + logging_obj: LiteLLM logging object + aws_region_name: AWS region + Various AWS authentication parameters + """ + try: + from aws_sdk_bedrock_runtime.client import ( + BedrockRuntimeClient, + InvokeModelWithBidirectionalStreamOperationInput, + ) + from aws_sdk_bedrock_runtime.config import Config + from smithy_aws_core.identity.environment import ( + EnvironmentCredentialsResolver, + ) + except ImportError: + raise ImportError( + "Missing aws_sdk_bedrock_runtime. Install with: pip install aws-sdk-bedrock-runtime" + ) + + # Get AWS region + if aws_region_name is None: + optional_params = { + "aws_region_name": aws_region_name, + } + aws_region_name = self._get_aws_region_name(optional_params, model) + + # Get endpoint URL + if api_base is not None: + endpoint_uri = api_base + elif aws_bedrock_runtime_endpoint is not None: + endpoint_uri = aws_bedrock_runtime_endpoint + else: + endpoint_uri = f"https://bedrock-runtime.{aws_region_name}.amazonaws.com" + + verbose_proxy_logger.debug( + f"Bedrock Realtime: Connecting to {endpoint_uri} with model {model}" + ) + + # Initialize Bedrock client with aws_sdk_bedrock_runtime + config = Config( + endpoint_uri=endpoint_uri, + region=aws_region_name, + aws_credentials_identity_resolver=EnvironmentCredentialsResolver(), + ) + bedrock_client = BedrockRuntimeClient(config=config) + + transformation_config = BedrockRealtimeConfig() + + try: + # Initialize the bidirectional stream + bedrock_stream = await bedrock_client.invoke_model_with_bidirectional_stream( + InvokeModelWithBidirectionalStreamOperationInput(model_id=model) + ) + + verbose_proxy_logger.debug( + "Bedrock Realtime: Bidirectional stream established" + ) + + # Track state for transformation + session_state = { + "current_output_item_id": None, + "current_response_id": None, + "current_conversation_id": None, + "current_delta_chunks": None, + "current_item_chunks": None, + "current_delta_type": None, + "session_configuration_request": None, + } + + # Create tasks for bidirectional forwarding + client_to_bedrock_task = asyncio.create_task( + self._forward_client_to_bedrock( + websocket, + bedrock_stream, + transformation_config, + model, + session_state, + ) + ) + + bedrock_to_client_task = asyncio.create_task( + self._forward_bedrock_to_client( + bedrock_stream, + websocket, + transformation_config, + model, + logging_obj, + session_state, + ) + ) + + # Wait for both tasks to complete + await asyncio.gather( + client_to_bedrock_task, + bedrock_to_client_task, + return_exceptions=True, + ) + + except Exception as e: + verbose_proxy_logger.exception( + f"Error in BedrockRealtime.async_realtime: {e}" + ) + try: + await websocket.close(code=1011, reason=f"Internal error: {str(e)}") + except Exception: + pass + raise + + async def _forward_client_to_bedrock( + self, + client_ws: Any, + bedrock_stream: Any, + transformation_config: BedrockRealtimeConfig, + model: str, + session_state: dict, + ): + """Forward messages from client WebSocket to Bedrock stream.""" + try: + from aws_sdk_bedrock_runtime.models import ( + BidirectionalInputPayloadPart, + InvokeModelWithBidirectionalStreamInputChunk, + ) + + while True: + # Receive message from client + message = await client_ws.receive_text() + verbose_proxy_logger.debug( + f"Bedrock Realtime: Received from client: {message[:200]}" + ) + + # Transform OpenAI format to Bedrock format + transformed_messages = transformation_config.transform_realtime_request( + message=message, + model=model, + session_configuration_request=session_state.get( + "session_configuration_request" + ), + ) + + # Send transformed messages to Bedrock + for bedrock_message in transformed_messages: + event = InvokeModelWithBidirectionalStreamInputChunk( + value=BidirectionalInputPayloadPart( + bytes_=bedrock_message.encode("utf-8") + ) + ) + await bedrock_stream.input_stream.send(event) + verbose_proxy_logger.debug( + f"Bedrock Realtime: Sent to Bedrock: {bedrock_message[:200]}" + ) + + except Exception as e: + verbose_proxy_logger.debug( + f"Client to Bedrock forwarding ended: {e}", exc_info=True + ) + # Close the Bedrock stream input + try: + await bedrock_stream.input_stream.close() + except Exception: + pass + + async def _forward_bedrock_to_client( + self, + bedrock_stream: Any, + client_ws: Any, + transformation_config: BedrockRealtimeConfig, + model: str, + logging_obj: LiteLLMLogging, + session_state: dict, + ): + """Forward messages from Bedrock stream to client WebSocket.""" + try: + while True: + # Receive from Bedrock + output = await bedrock_stream.await_output() + result = await output[1].receive() + + if result.value and result.value.bytes_: + bedrock_response = result.value.bytes_.decode("utf-8") + verbose_proxy_logger.debug( + f"Bedrock Realtime: Received from Bedrock: {bedrock_response[:200]}" + ) + + # Transform Bedrock format to OpenAI format + from litellm.types.realtime import RealtimeResponseTransformInput + + realtime_response_transform_input: RealtimeResponseTransformInput = { + "current_output_item_id": session_state.get( + "current_output_item_id" + ), + "current_response_id": session_state.get("current_response_id"), + "current_conversation_id": session_state.get( + "current_conversation_id" + ), + "current_delta_chunks": session_state.get( + "current_delta_chunks" + ), + "current_item_chunks": session_state.get("current_item_chunks"), + "current_delta_type": session_state.get("current_delta_type"), + "session_configuration_request": session_state.get( + "session_configuration_request" + ), + } + + transformed_response = ( + transformation_config.transform_realtime_response( + message=bedrock_response, + model=model, + logging_obj=logging_obj, + realtime_response_transform_input=realtime_response_transform_input, + ) + ) + + # Update session state + session_state.update( + { + "current_output_item_id": transformed_response.get( + "current_output_item_id" + ), + "current_response_id": transformed_response.get( + "current_response_id" + ), + "current_conversation_id": transformed_response.get( + "current_conversation_id" + ), + "current_delta_chunks": transformed_response.get( + "current_delta_chunks" + ), + "current_item_chunks": transformed_response.get( + "current_item_chunks" + ), + "current_delta_type": transformed_response.get( + "current_delta_type" + ), + "session_configuration_request": transformed_response.get( + "session_configuration_request" + ), + } + ) + + # Send transformed messages to client + openai_messages = transformed_response.get("response", []) + for openai_message in openai_messages: + message_json = json.dumps(openai_message) + await client_ws.send_text(message_json) + verbose_proxy_logger.debug( + f"Bedrock Realtime: Sent to client: {message_json[:200]}" + ) + + except Exception as e: + verbose_proxy_logger.debug( + f"Bedrock to client forwarding ended: {e}", exc_info=True + ) + # Close the client WebSocket + try: + await client_ws.close() + except Exception: + pass diff --git a/litellm/llms/bedrock/realtime/transformation.py b/litellm/llms/bedrock/realtime/transformation.py new file mode 100644 index 00000000000..1dde1b47fe3 --- /dev/null +++ b/litellm/llms/bedrock/realtime/transformation.py @@ -0,0 +1,1156 @@ +""" +This file contains the transformation logic for Bedrock Nova Sonic realtime API. + +Transforms between OpenAI Realtime API format and Bedrock Nova Sonic format. +""" + +import json +import uuid as uuid_lib +from typing import Any, List, Optional, Union + +from litellm._logging import verbose_logger +from litellm._uuid import uuid +from litellm.litellm_core_utils.litellm_logging import Logging as LiteLLMLoggingObj +from litellm.llms.base_llm.realtime.transformation import BaseRealtimeConfig +from litellm.types.llms.openai import ( + OpenAIRealtimeContentPartDone, + OpenAIRealtimeDoneEvent, + OpenAIRealtimeEvents, + OpenAIRealtimeOutputItemDone, + OpenAIRealtimeResponseAudioDone, + OpenAIRealtimeResponseContentPartAdded, + OpenAIRealtimeResponseDelta, + OpenAIRealtimeResponseDoneObject, + OpenAIRealtimeResponseTextDone, + OpenAIRealtimeStreamResponseBaseObject, + OpenAIRealtimeStreamResponseOutputItemAdded, + OpenAIRealtimeStreamSession, + OpenAIRealtimeStreamSessionEvents, +) +from litellm.types.realtime import ( + ALL_DELTA_TYPES, + RealtimeResponseTransformInput, + RealtimeResponseTypedDict, +) +from litellm.utils import get_empty_usage + + +class BedrockRealtimeConfig(BaseRealtimeConfig): + """Configuration for Bedrock Nova Sonic realtime transformations.""" + + def __init__(self): + # Track session state + self.prompt_name = str(uuid_lib.uuid4()) + self.content_name = str(uuid_lib.uuid4()) + self.audio_content_name = str(uuid_lib.uuid4()) + + # Default configuration values + # Inference configuration + self.max_tokens = 1024 + self.top_p = 0.9 + self.temperature = 0.7 + + # Audio output configuration + self.output_sample_rate_hertz = 24000 + self.output_sample_size_bits = 16 + self.output_channel_count = 1 + self.voice_id = "matthew" + self.output_encoding = "base64" + self.output_audio_type = "SPEECH" + self.output_media_type = "audio/lpcm" + + # Audio input configuration + self.input_sample_rate_hertz = 16000 + self.input_sample_size_bits = 16 + self.input_channel_count = 1 + self.input_encoding = "base64" + self.input_audio_type = "SPEECH" + self.input_media_type = "audio/lpcm" + + # Text configuration + self.text_media_type = "text/plain" + + def validate_environment( + self, headers: dict, model: str, api_key: Optional[str] = None + ) -> dict: + """Validate environment - no special validation needed for Bedrock.""" + return headers + + def get_complete_url( + self, api_base: Optional[str], model: str, api_key: Optional[str] = None + ) -> str: + """Get complete URL - handled by aws_sdk_bedrock_runtime.""" + return api_base or "" + + def requires_session_configuration(self) -> bool: + """Bedrock requires session configuration.""" + return True + + def session_configuration_request(self, model: str, tools: Optional[List[dict]] = None) -> str: + """ + Create initial session configuration for Bedrock Nova Sonic. + + Args: + model: Model ID + tools: Optional list of tool definitions + + Returns JSON string with session start and prompt start events. + """ + session_start = { + "event": { + "sessionStart": { + "inferenceConfiguration": { + "maxTokens": self.max_tokens, + "topP": self.top_p, + "temperature": self.temperature, + } + } + } + } + + prompt_start_config = { + "promptName": self.prompt_name, + "textOutputConfiguration": {"mediaType": self.text_media_type}, + "audioOutputConfiguration": { + "mediaType": self.output_media_type, + "sampleRateHertz": self.output_sample_rate_hertz, + "sampleSizeBits": self.output_sample_size_bits, + "channelCount": self.output_channel_count, + "voiceId": self.voice_id, + "encoding": self.output_encoding, + "audioType": self.output_audio_type, + }, + } + + # Add tool configuration if tools are provided + if tools: + prompt_start_config["toolUseOutputConfiguration"] = { + "mediaType": "application/json" + } + prompt_start_config["toolConfiguration"] = { + "tools": self._transform_tools_to_bedrock_format(tools) + } + + prompt_start = {"event": {"promptStart": prompt_start_config}} + + # Return as a marker that we've sent the configuration + return json.dumps( + {"session_start": session_start, "prompt_start": prompt_start} + ) + + def _transform_tools_to_bedrock_format(self, tools: List[dict]) -> List[dict]: + """ + Transform OpenAI tool format to Bedrock tool format. + + Args: + tools: List of OpenAI format tools + + Returns: + List of Bedrock format tools + """ + bedrock_tools = [] + for tool in tools: + if tool.get("type") == "function": + function = tool.get("function", {}) + bedrock_tool = { + "toolSpec": { + "name": function.get("name", ""), + "description": function.get("description", ""), + "inputSchema": { + "json": json.dumps(function.get("parameters", {})) + } + } + } + bedrock_tools.append(bedrock_tool) + return bedrock_tools + + def _map_audio_format_to_sample_rate(self, audio_format: str, is_output: bool = True) -> int: + """ + Map OpenAI audio format to sample rate. + + Args: + audio_format: OpenAI audio format (pcm16, g711_ulaw, g711_alaw) + is_output: Whether this is for output (True) or input (False) + + Returns: + Sample rate in Hz + """ + # OpenAI uses 24kHz for output and can vary for input + # Bedrock Nova Sonic uses 24kHz for output and 16kHz for input by default + if audio_format == "pcm16": + return 24000 if is_output else 16000 + elif audio_format in ["g711_ulaw", "g711_alaw"]: + return 8000 # G.711 typically uses 8kHz + return 24000 if is_output else 16000 + + def transform_session_update_event(self, json_message: dict) -> List[str]: + """ + Transform session.update event to Bedrock session configuration. + + Args: + json_message: OpenAI session.update message + + Returns: + List of Bedrock format messages (JSON strings) + """ + verbose_logger.debug("Handling session.update") + messages: List[str] = [] + + session_config = json_message.get("session", {}) + + # Update inference configuration from session if provided + if "max_response_output_tokens" in session_config: + self.max_tokens = session_config["max_response_output_tokens"] + if "temperature" in session_config: + self.temperature = session_config["temperature"] + + # Update audio output configuration from session if provided + if "voice" in session_config: + self.voice_id = session_config["voice"] + if "output_audio_format" in session_config: + output_format = session_config["output_audio_format"] + self.output_sample_rate_hertz = self._map_audio_format_to_sample_rate( + output_format, is_output=True + ) + + # Update audio input configuration from session if provided + if "input_audio_format" in session_config: + input_format = session_config["input_audio_format"] + self.input_sample_rate_hertz = self._map_audio_format_to_sample_rate( + input_format, is_output=False + ) + + # Allow direct override of sample rates if provided (custom extension) + if "output_sample_rate_hertz" in session_config: + self.output_sample_rate_hertz = session_config["output_sample_rate_hertz"] + if "input_sample_rate_hertz" in session_config: + self.input_sample_rate_hertz = session_config["input_sample_rate_hertz"] + + # Send session start + session_start = { + "event": { + "sessionStart": { + "inferenceConfiguration": { + "maxTokens": self.max_tokens, + "topP": self.top_p, + "temperature": self.temperature, + } + } + } + } + messages.append(json.dumps(session_start)) + + # Send prompt start + prompt_start_config = { + "promptName": self.prompt_name, + "textOutputConfiguration": {"mediaType": self.text_media_type}, + "audioOutputConfiguration": { + "mediaType": self.output_media_type, + "sampleRateHertz": self.output_sample_rate_hertz, + "sampleSizeBits": self.output_sample_size_bits, + "channelCount": self.output_channel_count, + "voiceId": self.voice_id, + "encoding": self.output_encoding, + "audioType": self.output_audio_type, + }, + } + + # Add tool configuration if tools are provided + tools = session_config.get("tools") + if tools: + prompt_start_config["toolUseOutputConfiguration"] = { + "mediaType": "application/json" + } + prompt_start_config["toolConfiguration"] = { + "tools": self._transform_tools_to_bedrock_format(tools) + } + + prompt_start = {"event": {"promptStart": prompt_start_config}} + messages.append(json.dumps(prompt_start)) + + # Send system prompt if provided + instructions = session_config.get("instructions") + if instructions: + text_content_name = str(uuid_lib.uuid4()) + + # Content start + text_content_start = { + "event": { + "contentStart": { + "promptName": self.prompt_name, + "contentName": text_content_name, + "type": "TEXT", + "interactive": False, + "role": "SYSTEM", + "textInputConfiguration": {"mediaType": self.text_media_type}, + } + } + } + messages.append(json.dumps(text_content_start)) + + # Text input + text_input = { + "event": { + "textInput": { + "promptName": self.prompt_name, + "contentName": text_content_name, + "content": instructions, + } + } + } + messages.append(json.dumps(text_input)) + + # Content end + text_content_end = { + "event": { + "contentEnd": { + "promptName": self.prompt_name, + "contentName": text_content_name, + } + } + } + messages.append(json.dumps(text_content_end)) + + return messages + + def transform_input_audio_buffer_append_event(self, json_message: dict) -> List[str]: + """ + Transform input_audio_buffer.append event to Bedrock audio input. + + Args: + json_message: OpenAI input_audio_buffer.append message + + Returns: + List of Bedrock format messages (JSON strings) + """ + verbose_logger.debug("Handling input_audio_buffer.append") + messages: List[str] = [] + + # Check if we need to start audio content + if not hasattr(self, "_audio_content_started"): + audio_content_start = { + "event": { + "contentStart": { + "promptName": self.prompt_name, + "contentName": self.audio_content_name, + "type": "AUDIO", + "interactive": True, + "role": "USER", + "audioInputConfiguration": { + "mediaType": self.input_media_type, + "sampleRateHertz": self.input_sample_rate_hertz, + "sampleSizeBits": self.input_sample_size_bits, + "channelCount": self.input_channel_count, + "audioType": self.input_audio_type, + "encoding": self.input_encoding, + }, + } + } + } + messages.append(json.dumps(audio_content_start)) + self._audio_content_started = True + + # Send audio chunk + audio_data = json_message.get("audio", "") + audio_event = { + "event": { + "audioInput": { + "promptName": self.prompt_name, + "contentName": self.audio_content_name, + "content": audio_data, + } + } + } + messages.append(json.dumps(audio_event)) + + return messages + + def transform_input_audio_buffer_commit_event(self, json_message: dict) -> List[str]: + """ + Transform input_audio_buffer.commit event to Bedrock audio content end. + + Args: + json_message: OpenAI input_audio_buffer.commit message + + Returns: + List of Bedrock format messages (JSON strings) + """ + verbose_logger.debug("Handling input_audio_buffer.commit") + messages: List[str] = [] + + if hasattr(self, "_audio_content_started"): + audio_content_end = { + "event": { + "contentEnd": { + "promptName": self.prompt_name, + "contentName": self.audio_content_name, + } + } + } + messages.append(json.dumps(audio_content_end)) + delattr(self, "_audio_content_started") + + return messages + + def transform_conversation_item_create_event(self, json_message: dict) -> List[str]: + """ + Transform conversation.item.create event to Bedrock text input or tool result. + + Args: + json_message: OpenAI conversation.item.create message + + Returns: + List of Bedrock format messages (JSON strings) + """ + verbose_logger.debug("Handling conversation.item.create") + messages: List[str] = [] + + item = json_message.get("item", {}) + item_type = item.get("type") + + # Handle tool result + if item_type == "function_call_output": + return self.transform_conversation_item_create_tool_result_event(json_message) + + # Handle regular message + if item_type == "message": + content = item.get("content", []) + for content_part in content: + if content_part.get("type") == "input_text": + text_content_name = str(uuid_lib.uuid4()) + + # Content start + text_content_start = { + "event": { + "contentStart": { + "promptName": self.prompt_name, + "contentName": text_content_name, + "type": "TEXT", + "interactive": True, + "role": "USER", + "textInputConfiguration": { + "mediaType": self.text_media_type + }, + } + } + } + messages.append(json.dumps(text_content_start)) + + # Text input + text_input = { + "event": { + "textInput": { + "promptName": self.prompt_name, + "contentName": text_content_name, + "content": content_part.get("text", ""), + } + } + } + messages.append(json.dumps(text_input)) + + # Content end + text_content_end = { + "event": { + "contentEnd": { + "promptName": self.prompt_name, + "contentName": text_content_name, + } + } + } + messages.append(json.dumps(text_content_end)) + + return messages + + def transform_response_create_event(self, json_message: dict) -> List[str]: + """ + Transform response.create event to Bedrock format. + + Args: + json_message: OpenAI response.create message + + Returns: + List of Bedrock format messages (JSON strings) + """ + verbose_logger.debug("Handling response.create") + # Bedrock starts generating automatically, no explicit trigger needed + return [] + + def transform_response_cancel_event(self, json_message: dict) -> List[str]: + """ + Transform response.cancel event to Bedrock format. + + Args: + json_message: OpenAI response.cancel message + + Returns: + List of Bedrock format messages (JSON strings) + """ + verbose_logger.debug("Handling response.cancel") + # Send interrupt signal if needed + return [] + + def transform_realtime_request( + self, + message: str, + model: str, + session_configuration_request: Optional[str] = None, + ) -> List[str]: + """ + Transform OpenAI realtime request to Bedrock Nova Sonic format. + + Args: + message: OpenAI format message (JSON string) + model: Model ID + session_configuration_request: Previous session config + + Returns: + List of Bedrock format messages (JSON strings) + """ + try: + json_message = json.loads(message) + except json.JSONDecodeError: + verbose_logger.warning(f"Invalid JSON message: {message[:200]}") + return [] + + message_type = json_message.get("type") + + # Route to appropriate transformation method + if message_type == "session.update": + return self.transform_session_update_event(json_message) + elif message_type == "input_audio_buffer.append": + return self.transform_input_audio_buffer_append_event(json_message) + elif message_type == "input_audio_buffer.commit": + return self.transform_input_audio_buffer_commit_event(json_message) + elif message_type == "conversation.item.create": + return self.transform_conversation_item_create_event(json_message) + elif message_type == "response.create": + return self.transform_response_create_event(json_message) + elif message_type == "response.cancel": + return self.transform_response_cancel_event(json_message) + else: + verbose_logger.warning(f"Unknown message type: {message_type}") + return [] + + def transform_session_start_event( + self, + event: dict, + model: str, + logging_obj: LiteLLMLoggingObj, + ) -> OpenAIRealtimeStreamSessionEvents: + """ + Transform Bedrock sessionStart event to OpenAI session.created. + + Args: + event: Bedrock sessionStart event + model: Model ID + logging_obj: Logging object + + Returns: + OpenAI session.created event + """ + verbose_logger.debug("Handling sessionStart") + + session = OpenAIRealtimeStreamSession( + id=logging_obj.litellm_trace_id, + modalities=["text", "audio"], + ) + if model is not None and isinstance(model, str): + session["model"] = model + + return OpenAIRealtimeStreamSessionEvents( + type="session.created", + session=session, + event_id=str(uuid.uuid4()), + ) + + def transform_content_start_event( + self, + event: dict, + current_response_id: Optional[str], + current_output_item_id: Optional[str], + current_conversation_id: Optional[str], + ) -> tuple[ + List[OpenAIRealtimeEvents], + Optional[str], + Optional[str], + Optional[str], + Optional[ALL_DELTA_TYPES], + ]: + """ + Transform Bedrock contentStart event to OpenAI response events. + + Args: + event: Bedrock contentStart event + current_response_id: Current response ID + current_output_item_id: Current output item ID + current_conversation_id: Current conversation ID + + Returns: + Tuple of (events, response_id, output_item_id, conversation_id, delta_type) + """ + content_start = event["contentStart"] + role = content_start.get("role") + + if role != "ASSISTANT": + return [], current_response_id, current_output_item_id, current_conversation_id, None + + verbose_logger.debug("Handling ASSISTANT contentStart") + + # Initialize IDs if needed + if not current_response_id: + current_response_id = f"resp_{uuid.uuid4()}" + if not current_output_item_id: + current_output_item_id = f"item_{uuid.uuid4()}" + if not current_conversation_id: + current_conversation_id = f"conv_{uuid.uuid4()}" + + # Determine content type + content_type = content_start.get("type", "TEXT") + current_delta_type: ALL_DELTA_TYPES = "text" if content_type == "TEXT" else "audio" + + returned_messages: List[OpenAIRealtimeEvents] = [] + + # Send response.created + response_created = OpenAIRealtimeStreamResponseBaseObject( + type="response.created", + event_id=f"event_{uuid.uuid4()}", + response={ + "object": "realtime.response", + "id": current_response_id, + "status": "in_progress", + "output": [], + "conversation_id": current_conversation_id, + }, + ) + returned_messages.append(response_created) + + # Send response.output_item.added + output_item_added = OpenAIRealtimeStreamResponseOutputItemAdded( + type="response.output_item.added", + response_id=current_response_id, + output_index=0, + item={ + "id": current_output_item_id, + "object": "realtime.item", + "type": "message", + "status": "in_progress", + "role": "assistant", + "content": [], + }, + ) + returned_messages.append(output_item_added) + + # Send response.content_part.added + content_part_added = OpenAIRealtimeResponseContentPartAdded( + type="response.content_part.added", + content_index=0, + output_index=0, + event_id=f"event_{uuid.uuid4()}", + item_id=current_output_item_id, + part=( + {"type": "text", "text": ""} + if current_delta_type == "text" + else {"type": "audio", "transcript": ""} + ), + response_id=current_response_id, + ) + returned_messages.append(content_part_added) + + return ( + returned_messages, + current_response_id, + current_output_item_id, + current_conversation_id, + current_delta_type, + ) + + def transform_text_output_event( + self, + event: dict, + current_output_item_id: Optional[str], + current_response_id: Optional[str], + current_delta_chunks: Optional[List[OpenAIRealtimeResponseDelta]], + ) -> tuple[List[OpenAIRealtimeEvents], Optional[List[OpenAIRealtimeResponseDelta]]]: + """ + Transform Bedrock textOutput event to OpenAI response.text.delta. + + Args: + event: Bedrock textOutput event + current_output_item_id: Current output item ID + current_response_id: Current response ID + current_delta_chunks: Current delta chunks + + Returns: + Tuple of (events, updated_delta_chunks) + """ + verbose_logger.debug("Handling textOutput") + text_content = event["textOutput"].get("content", "") + + if not current_output_item_id or not current_response_id: + return [], current_delta_chunks + + text_delta = OpenAIRealtimeResponseDelta( + type="response.text.delta", + content_index=0, + event_id=f"event_{uuid.uuid4()}", + item_id=current_output_item_id, + output_index=0, + response_id=current_response_id, + delta=text_content, + ) + + # Track delta chunks + if current_delta_chunks is None: + current_delta_chunks = [] + current_delta_chunks.append(text_delta) + + return [text_delta], current_delta_chunks + + def transform_audio_output_event( + self, + event: dict, + current_output_item_id: Optional[str], + current_response_id: Optional[str], + ) -> List[OpenAIRealtimeEvents]: + """ + Transform Bedrock audioOutput event to OpenAI response.audio.delta. + + Args: + event: Bedrock audioOutput event + current_output_item_id: Current output item ID + current_response_id: Current response ID + + Returns: + List of OpenAI events + """ + verbose_logger.debug("Handling audioOutput") + audio_content = event["audioOutput"].get("content", "") + + if not current_output_item_id or not current_response_id: + return [] + + audio_delta = OpenAIRealtimeResponseDelta( + type="response.audio.delta", + content_index=0, + event_id=f"event_{uuid.uuid4()}", + item_id=current_output_item_id, + output_index=0, + response_id=current_response_id, + delta=audio_content, + ) + + return [audio_delta] + + def transform_content_end_event( + self, + event: dict, + current_output_item_id: Optional[str], + current_response_id: Optional[str], + current_delta_type: Optional[str], + current_delta_chunks: Optional[List[OpenAIRealtimeResponseDelta]], + ) -> tuple[List[OpenAIRealtimeEvents], Optional[List[OpenAIRealtimeResponseDelta]]]: + """ + Transform Bedrock contentEnd event to OpenAI response done events. + + Args: + event: Bedrock contentEnd event + current_output_item_id: Current output item ID + current_response_id: Current response ID + current_delta_type: Current delta type (text or audio) + current_delta_chunks: Current delta chunks + + Returns: + Tuple of (events, reset_delta_chunks) + """ + content_end = event["contentEnd"] + verbose_logger.debug(f"Handling contentEnd: {content_end}") + + if not current_output_item_id or not current_response_id: + return [], current_delta_chunks + + returned_messages: List[OpenAIRealtimeEvents] = [] + + # Send appropriate done event based on type + if current_delta_type == "text": + # Accumulate text + accumulated_text = "" + if current_delta_chunks: + accumulated_text = "".join( + [chunk.get("delta", "") for chunk in current_delta_chunks] + ) + + text_done = OpenAIRealtimeResponseTextDone( + type="response.text.done", + content_index=0, + event_id=f"event_{uuid.uuid4()}", + item_id=current_output_item_id, + output_index=0, + response_id=current_response_id, + text=accumulated_text, + ) + returned_messages.append(text_done) + + # Send content_part.done + content_part_done = OpenAIRealtimeContentPartDone( + type="response.content_part.done", + content_index=0, + event_id=f"event_{uuid.uuid4()}", + item_id=current_output_item_id, + output_index=0, + part={"type": "text", "text": accumulated_text}, + response_id=current_response_id, + ) + returned_messages.append(content_part_done) + + elif current_delta_type == "audio": + audio_done = OpenAIRealtimeResponseAudioDone( + type="response.audio.done", + content_index=0, + event_id=f"event_{uuid.uuid4()}", + item_id=current_output_item_id, + output_index=0, + response_id=current_response_id, + ) + returned_messages.append(audio_done) + + # Send content_part.done + content_part_done = OpenAIRealtimeContentPartDone( + type="response.content_part.done", + content_index=0, + event_id=f"event_{uuid.uuid4()}", + item_id=current_output_item_id, + output_index=0, + part={"type": "audio", "transcript": ""}, + response_id=current_response_id, + ) + returned_messages.append(content_part_done) + + # Send output_item.done + output_item_done = OpenAIRealtimeOutputItemDone( + type="response.output_item.done", + event_id=f"event_{uuid.uuid4()}", + output_index=0, + response_id=current_response_id, + item={ + "id": current_output_item_id, + "object": "realtime.item", + "type": "message", + "status": "completed", + "role": "assistant", + "content": [], + }, + ) + returned_messages.append(output_item_done) + + # Reset delta chunks + return returned_messages, None + + def transform_prompt_end_event( + self, + event: dict, + current_response_id: Optional[str], + current_conversation_id: Optional[str], + ) -> tuple[List[OpenAIRealtimeEvents], Optional[str], Optional[str], Optional[ALL_DELTA_TYPES]]: + """ + Transform Bedrock promptEnd event to OpenAI response.done. + + Args: + event: Bedrock promptEnd event + current_response_id: Current response ID + current_conversation_id: Current conversation ID + + Returns: + Tuple of (events, reset_output_item_id, reset_response_id, reset_delta_type) + """ + verbose_logger.debug("Handling promptEnd") + + if not current_response_id or not current_conversation_id: + return [], None, None, None + + usage_obj = get_empty_usage() + response_done = OpenAIRealtimeDoneEvent( + type="response.done", + event_id=f"event_{uuid.uuid4()}", + response=OpenAIRealtimeResponseDoneObject( + object="realtime.response", + id=current_response_id, + status="completed", + output=[], + conversation_id=current_conversation_id, + usage={ + "prompt_tokens": usage_obj.prompt_tokens, + "completion_tokens": usage_obj.completion_tokens, + "total_tokens": usage_obj.total_tokens, + }, + ), + ) + + # Reset state for next response + return [response_done], None, None, None + + def transform_tool_use_event( + self, + event: dict, + current_output_item_id: Optional[str], + current_response_id: Optional[str], + ) -> tuple[List[OpenAIRealtimeEvents], str, str]: + """ + Transform Bedrock toolUse event to OpenAI format. + + Args: + event: Bedrock toolUse event + current_output_item_id: Current output item ID + current_response_id: Current response ID + + Returns: + Tuple of (events, tool_call_id, tool_name) for tracking + """ + verbose_logger.debug("Handling toolUse") + tool_use = event["toolUse"] + + if not current_output_item_id or not current_response_id: + return [], "", "" + + # Parse the tool input + tool_input = {} + if "input" in tool_use: + try: + tool_input = json.loads(tool_use["input"]) if isinstance(tool_use["input"], str) else tool_use["input"] + except json.JSONDecodeError: + tool_input = {} + + tool_call_id = tool_use.get("toolUseId", "") + tool_name = tool_use.get("toolName", "") + + # Create a function call arguments done event + # This is a custom event format that matches what clients expect + from typing import cast + function_call_event: dict[str, Any] = { + "type": "response.function_call_arguments.done", + "event_id": f"event_{uuid.uuid4()}", + "response_id": current_response_id, + "item_id": current_output_item_id, + "output_index": 0, + "call_id": tool_call_id, + "name": tool_name, + "arguments": json.dumps(tool_input), + } + + return [cast(OpenAIRealtimeEvents, function_call_event)], tool_call_id, tool_name + + def transform_conversation_item_create_tool_result_event(self, json_message: dict) -> List[str]: + """ + Transform conversation.item.create with tool result to Bedrock format. + + Args: + json_message: OpenAI conversation.item.create message with tool result + + Returns: + List of Bedrock format messages (JSON strings) + """ + verbose_logger.debug("Handling conversation.item.create for tool result") + messages: List[str] = [] + + item = json_message.get("item", {}) + if item.get("type") == "function_call_output": + tool_content_name = str(uuid_lib.uuid4()) + call_id = item.get("call_id", "") + output = item.get("output", "") + + # Content start for tool result + tool_content_start = { + "event": { + "contentStart": { + "promptName": self.prompt_name, + "contentName": tool_content_name, + "interactive": False, + "type": "TOOL", + "role": "TOOL", + "toolResultInputConfiguration": { + "toolUseId": call_id, + "type": "TEXT", + "textInputConfiguration": { + "mediaType": "text/plain" + } + } + } + } + } + messages.append(json.dumps(tool_content_start)) + + # Tool result + tool_result = { + "event": { + "toolResult": { + "promptName": self.prompt_name, + "contentName": tool_content_name, + "content": output if isinstance(output, str) else json.dumps(output) + } + } + } + messages.append(json.dumps(tool_result)) + + # Content end + tool_content_end = { + "event": { + "contentEnd": { + "promptName": self.prompt_name, + "contentName": tool_content_name, + } + } + } + messages.append(json.dumps(tool_content_end)) + + return messages + + def transform_realtime_response( + self, + message: Union[str, bytes], + model: str, + logging_obj: LiteLLMLoggingObj, + realtime_response_transform_input: RealtimeResponseTransformInput, + ) -> RealtimeResponseTypedDict: + """ + Transform Bedrock Nova Sonic response to OpenAI realtime format. + + Args: + message: Bedrock format message (JSON string) + model: Model ID + logging_obj: Logging object + realtime_response_transform_input: Current state + + Returns: + Transformed response with updated state + """ + try: + json_message = json.loads(message) + except json.JSONDecodeError: + message_preview = message[:200].decode('utf-8', errors='replace') if isinstance(message, bytes) else message[:200] + verbose_logger.warning(f"Invalid JSON message: {message_preview}") + return { + "response": [], + "current_output_item_id": realtime_response_transform_input.get( + "current_output_item_id" + ), + "current_response_id": realtime_response_transform_input.get( + "current_response_id" + ), + "current_delta_chunks": realtime_response_transform_input.get( + "current_delta_chunks" + ), + "current_conversation_id": realtime_response_transform_input.get( + "current_conversation_id" + ), + "current_item_chunks": realtime_response_transform_input.get( + "current_item_chunks" + ), + "current_delta_type": realtime_response_transform_input.get( + "current_delta_type" + ), + "session_configuration_request": realtime_response_transform_input.get( + "session_configuration_request" + ), + } + + # Extract state + current_output_item_id = realtime_response_transform_input.get( + "current_output_item_id" + ) + current_response_id = realtime_response_transform_input.get( + "current_response_id" + ) + current_conversation_id = realtime_response_transform_input.get( + "current_conversation_id" + ) + current_delta_chunks = realtime_response_transform_input.get( + "current_delta_chunks" + ) + current_delta_type = realtime_response_transform_input.get("current_delta_type") + session_configuration_request = realtime_response_transform_input.get( + "session_configuration_request" + ) + + returned_messages: List[OpenAIRealtimeEvents] = [] + + # Parse Bedrock event + event = json_message.get("event", {}) + + # Route to appropriate transformation method + if "sessionStart" in event: + session_created = self.transform_session_start_event( + event, model, logging_obj + ) + returned_messages.append(session_created) + session_configuration_request = json.dumps({"configured": True}) + + elif "contentStart" in event: + ( + events, + current_response_id, + current_output_item_id, + current_conversation_id, + current_delta_type, + ) = self.transform_content_start_event( + event, + current_response_id, + current_output_item_id, + current_conversation_id, + ) + returned_messages.extend(events) + + elif "textOutput" in event: + events, current_delta_chunks = self.transform_text_output_event( + event, + current_output_item_id, + current_response_id, + current_delta_chunks, + ) + returned_messages.extend(events) + + elif "audioOutput" in event: + events = self.transform_audio_output_event( + event, current_output_item_id, current_response_id + ) + returned_messages.extend(events) + + elif "contentEnd" in event: + events, current_delta_chunks = self.transform_content_end_event( + event, + current_output_item_id, + current_response_id, + current_delta_type, + current_delta_chunks, + ) + returned_messages.extend(events) + + elif "toolUse" in event: + events, tool_call_id, tool_name = self.transform_tool_use_event( + event, current_output_item_id, current_response_id + ) + returned_messages.extend(events) + # Store tool call info for potential use + verbose_logger.debug(f"Tool use event: {tool_name} (ID: {tool_call_id})") + + elif "promptEnd" in event: + ( + events, + current_output_item_id, + current_response_id, + current_delta_type, + ) = self.transform_prompt_end_event( + event, current_response_id, current_conversation_id + ) + returned_messages.extend(events) + + return { + "response": returned_messages, + "current_output_item_id": current_output_item_id, + "current_response_id": current_response_id, + "current_delta_chunks": current_delta_chunks, + "current_conversation_id": current_conversation_id, + "current_item_chunks": realtime_response_transform_input.get( + "current_item_chunks" + ), + "current_delta_type": current_delta_type, + "session_configuration_request": session_configuration_request, + } diff --git a/litellm/llms/cerebras/chat.py b/litellm/llms/cerebras/chat.py index 4e9c6811a77..9929e2ab9a2 100644 --- a/litellm/llms/cerebras/chat.py +++ b/litellm/llms/cerebras/chat.py @@ -7,6 +7,7 @@ this is OpenAI compatible - no translation needed / occurs from typing import Optional from litellm.llms.openai.chat.gpt_transformation import OpenAIGPTConfig +from litellm.utils import supports_reasoning class CerebrasConfig(OpenAIGPTConfig): @@ -24,6 +25,7 @@ class CerebrasConfig(OpenAIGPTConfig): tool_choice: Optional[str] = None tools: Optional[list] = None user: Optional[str] = None + reasoning_effort: Optional[str] = None def __init__( self, @@ -37,6 +39,7 @@ class CerebrasConfig(OpenAIGPTConfig): tool_choice: Optional[str] = None, tools: Optional[list] = None, user: Optional[str] = None, + reasoning_effort: Optional[str] = None, ) -> None: locals_ = locals().copy() for key, value in locals_.items(): @@ -53,7 +56,7 @@ class CerebrasConfig(OpenAIGPTConfig): """ - return [ + supported_params = [ "max_tokens", "max_completion_tokens", "response_format", @@ -67,6 +70,12 @@ class CerebrasConfig(OpenAIGPTConfig): "user", ] + # Only add reasoning_effort for models that support it + if supports_reasoning(model=model, custom_llm_provider="cerebras"): + supported_params.append("reasoning_effort") + + return supported_params + def map_openai_params( self, non_default_params: dict, diff --git a/litellm/llms/custom_httpx/http_handler.py b/litellm/llms/custom_httpx/http_handler.py index 4f86877a6c0..ac9dd5998e2 100644 --- a/litellm/llms/custom_httpx/http_handler.py +++ b/litellm/llms/custom_httpx/http_handler.py @@ -50,9 +50,21 @@ try: except Exception: version = "0.0.0" -headers = { - "User-Agent": f"litellm/{version}", -} +def get_default_headers() -> dict: + """ + Get default headers for HTTP requests. + + - Default: `User-Agent: litellm/{version}` + - Override: set `LITELLM_USER_AGENT` to fully override the header value. + """ + user_agent = os.environ.get("LITELLM_USER_AGENT") + if user_agent is not None: + return {"User-Agent": user_agent} + + return {"User-Agent": f"litellm/{version}"} + +# Initialize headers (User-Agent) +headers = get_default_headers() # https://www.python-httpx.org/advanced/timeouts _DEFAULT_TIMEOUT = httpx.Timeout(timeout=5.0, connect=5.0) @@ -371,13 +383,16 @@ class AsyncHTTPHandler: shared_session=shared_session, ) + # Get default headers (User-Agent, overridable via LITELLM_USER_AGENT) + default_headers = get_default_headers() + return httpx.AsyncClient( transport=transport, event_hooks=event_hooks, timeout=timeout, verify=ssl_config, cert=cert, - headers=headers, + headers=default_headers, follow_redirects=True, ) @@ -899,6 +914,9 @@ class HTTPHandler: # /path/to/client.pem cert = os.getenv("SSL_CERTIFICATE", litellm.ssl_certificate) + # Get default headers (User-Agent, overridable via LITELLM_USER_AGENT) + default_headers = get_default_headers() if not disable_default_headers else None + if client is None: transport = self._create_sync_transport() @@ -908,7 +926,7 @@ class HTTPHandler: timeout=timeout, verify=ssl_config, cert=cert, - headers=headers if not disable_default_headers else None, + headers=default_headers, follow_redirects=True, ) else: diff --git a/litellm/llms/custom_httpx/httpx_handler.py b/litellm/llms/custom_httpx/httpx_handler.py index 6f684ba01c2..491cd97f7db 100644 --- a/litellm/llms/custom_httpx/httpx_handler.py +++ b/litellm/llms/custom_httpx/httpx_handler.py @@ -1,3 +1,4 @@ +import os from typing import Optional, Union import httpx @@ -7,13 +8,22 @@ try: except Exception: version = "0.0.0" -headers = { - "User-Agent": f"litellm/{version}", -} +def get_default_headers() -> dict: + """ + Get default headers for HTTP requests. + - Default: `User-Agent: litellm/{version}` + - Override: set `LITELLM_USER_AGENT` to fully override the header value. + """ + user_agent = os.environ.get("LITELLM_USER_AGENT") + if user_agent is not None: + return {"User-Agent": user_agent} + + return {"User-Agent": f"litellm/{version}"} class HTTPHandler: def __init__(self, concurrent_limit=1000): + headers = get_default_headers() # Create a client with a connection pool self.client = httpx.AsyncClient( limits=httpx.Limits( diff --git a/litellm/llms/gemini/files/transformation.py b/litellm/llms/gemini/files/transformation.py index 44e09af892e..37f1376c2b1 100644 --- a/litellm/llms/gemini/files/transformation.py +++ b/litellm/llms/gemini/files/transformation.py @@ -4,7 +4,7 @@ Supports writing files to Google AI Studio Files API. For vertex ai, check out the vertex_ai/files/handler.py file. """ import time -from typing import List, Optional +from typing import Any, List, Literal, Optional import httpx from openai.types.file_deleted import FileDeleted @@ -17,6 +17,7 @@ from litellm.llms.base_llm.files.transformation import ( ) from litellm.types.llms.gemini import GeminiCreateFilesResponseObject from litellm.types.llms.openai import ( + AllMessageValues, CreateFileRequest, HttpxBinaryResponseContent, OpenAICreateFileRequestOptionalParams, @@ -37,22 +38,23 @@ class GoogleAIStudioFilesHandler(GeminiModelInfo, BaseFilesConfig): def validate_environment( self, - api_key: Optional[str], - headers: dict, + headers: dict[Any, Any], model: str, - messages: list, - optional_params: dict, - litellm_params: dict, - ) -> dict: + messages: List[AllMessageValues], + optional_params: dict[Any, Any], + litellm_params: dict[Any, Any], + api_key: Optional[str] = None, + api_base: Optional[str] = None, + ) -> dict[Any, Any]: """ Validate environment and add Gemini API key to headers. Google AI Studio uses x-goog-api-key header for authentication. """ - api_key = self.get_api_key(api_key) - if not api_key: + resolved_api_key = self.get_api_key(api_key) + if not resolved_api_key: raise ValueError("GEMINI_API_KEY is required for Google AI Studio file operations") - headers["x-goog-api-key"] = api_key + headers["x-goog-api-key"] = resolved_api_key return headers def get_complete_url( @@ -236,11 +238,13 @@ class GoogleAIStudioFilesHandler(GeminiModelInfo, BaseFilesConfig): # Map Gemini state to OpenAI status gemini_state = response_json.get("state", "STATE_UNSPECIFIED") - status = "uploaded" # Default + # Explicitly type status as the Literal union if gemini_state == "ACTIVE": - status = "processed" + status: Literal["uploaded", "processed", "error"] = "processed" elif gemini_state == "FAILED": status = "error" + else: + status = "uploaded" return OpenAIFileObject( id=response_json.get("uri", ""), @@ -301,7 +305,7 @@ class GoogleAIStudioFilesHandler(GeminiModelInfo, BaseFilesConfig): url = f"{api_base}/v1beta/{file_name}" # Add API key as header (Google AI Studio uses x-goog-api-key header) - params = {} + params: dict = {} return url, params diff --git a/litellm/llms/gemini/image_generation/transformation.py b/litellm/llms/gemini/image_generation/transformation.py index 63b835df9d0..73aef15e4c7 100644 --- a/litellm/llms/gemini/image_generation/transformation.py +++ b/litellm/llms/gemini/image_generation/transformation.py @@ -255,9 +255,11 @@ class GoogleImageGenConfig(BaseImageGenerationConfig): if "inlineData" in part: inline_data = part["inlineData"] if "data" in inline_data: + thought_sig = part.get("thoughtSignature") model_response.data.append(ImageObject( b64_json=inline_data["data"], url=None, + provider_specific_fields={"thought_signature": thought_sig} if thought_sig else None, )) # Extract usage metadata for Gemini models 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 289963e917a..ed4d2d6a740 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 @@ -27,6 +27,8 @@ local_cache_obj = Cache( type=LiteLLMCacheType.LOCAL ) # only used for calling 'get_cache_key' function +MAX_PAGINATION_PAGES = 100 # Reasonable upper bound for pagination + class ContextCachingEndpoints(VertexBase): """ @@ -115,7 +117,7 @@ class ContextCachingEndpoints(VertexBase): - None """ - _, url = self._get_token_and_url_context_caching( + _, base_url = self._get_token_and_url_context_caching( gemini_api_key=api_key, custom_llm_provider=custom_llm_provider, api_base=api_base, @@ -123,43 +125,63 @@ class ContextCachingEndpoints(VertexBase): vertex_location=vertex_location, vertex_auth_header=vertex_auth_header ) - try: - ## LOGGING - logging_obj.pre_call( - input="", - api_key="", - additional_args={ - "complete_input_dict": {}, - "api_base": url, - "headers": headers, - }, - ) - resp = client.get(url=url, headers=headers) - resp.raise_for_status() - except httpx.HTTPStatusError as e: - if e.response.status_code == 403: + page_token: Optional[str] = None + + # Iterate through all pages + for _ in range(MAX_PAGINATION_PAGES): + # Build URL with pagination token if present + if page_token: + separator = "&" if "?" in base_url else "?" + url = f"{base_url}{separator}pageToken={page_token}" + else: + url = base_url + + try: + ## LOGGING + logging_obj.pre_call( + input="", + api_key="", + additional_args={ + "complete_input_dict": {}, + "api_base": url, + "headers": headers, + }, + ) + + resp = client.get(url=url, headers=headers) + resp.raise_for_status() + except httpx.HTTPStatusError as e: + if e.response.status_code == 403: + return None + raise VertexAIError( + status_code=e.response.status_code, message=e.response.text + ) + except Exception as e: + raise VertexAIError(status_code=500, message=str(e)) + + raw_response = resp.json() + logging_obj.post_call(original_response=raw_response) + + if "cachedContents" not in raw_response: return None - raise VertexAIError( - status_code=e.response.status_code, message=e.response.text - ) - except Exception as e: - raise VertexAIError(status_code=500, message=str(e)) - raw_response = resp.json() - logging_obj.post_call(original_response=raw_response) - if "cachedContents" not in raw_response: - return None + all_cached_items = CachedContentListAllResponseBody(**raw_response) - all_cached_items = CachedContentListAllResponseBody(**raw_response) + if "cachedContents" not in all_cached_items: + return None - if "cachedContents" not in all_cached_items: - return None + # Check current page for matching cache_key + for cached_item in all_cached_items["cachedContents"]: + display_name = cached_item.get("displayName") + if display_name is not None and display_name == cache_key: + return cached_item.get("name") - for cached_item in all_cached_items["cachedContents"]: - display_name = cached_item.get("displayName") - if display_name is not None and display_name == cache_key: - return cached_item.get("name") + # Check if there are more pages + page_token = all_cached_items.get("nextPageToken") + if not page_token: + # No more pages, cache not found + break return None @@ -187,7 +209,7 @@ class ContextCachingEndpoints(VertexBase): - None """ - _, url = self._get_token_and_url_context_caching( + _, base_url = self._get_token_and_url_context_caching( gemini_api_key=api_key, custom_llm_provider=custom_llm_provider, api_base=api_base, @@ -195,43 +217,63 @@ class ContextCachingEndpoints(VertexBase): vertex_location=vertex_location, vertex_auth_header=vertex_auth_header ) - try: - ## LOGGING - logging_obj.pre_call( - input="", - api_key="", - additional_args={ - "complete_input_dict": {}, - "api_base": url, - "headers": headers, - }, - ) - resp = await client.get(url=url, headers=headers) - resp.raise_for_status() - except httpx.HTTPStatusError as e: - if e.response.status_code == 403: + page_token: Optional[str] = None + + # Iterate through all pages + for _ in range(MAX_PAGINATION_PAGES): + # Build URL with pagination token if present + if page_token: + separator = "&" if "?" in base_url else "?" + url = f"{base_url}{separator}pageToken={page_token}" + else: + url = base_url + + try: + ## LOGGING + logging_obj.pre_call( + input="", + api_key="", + additional_args={ + "complete_input_dict": {}, + "api_base": url, + "headers": headers, + }, + ) + + resp = await client.get(url=url, headers=headers) + resp.raise_for_status() + except httpx.HTTPStatusError as e: + if e.response.status_code == 403: + return None + raise VertexAIError( + status_code=e.response.status_code, message=e.response.text + ) + except Exception as e: + raise VertexAIError(status_code=500, message=str(e)) + + raw_response = resp.json() + logging_obj.post_call(original_response=raw_response) + + if "cachedContents" not in raw_response: return None - raise VertexAIError( - status_code=e.response.status_code, message=e.response.text - ) - except Exception as e: - raise VertexAIError(status_code=500, message=str(e)) - raw_response = resp.json() - logging_obj.post_call(original_response=raw_response) - if "cachedContents" not in raw_response: - return None + all_cached_items = CachedContentListAllResponseBody(**raw_response) - all_cached_items = CachedContentListAllResponseBody(**raw_response) + if "cachedContents" not in all_cached_items: + return None - if "cachedContents" not in all_cached_items: - return None + # Check current page for matching cache_key + for cached_item in all_cached_items["cachedContents"]: + display_name = cached_item.get("displayName") + if display_name is not None and display_name == cache_key: + return cached_item.get("name") - for cached_item in all_cached_items["cachedContents"]: - display_name = cached_item.get("displayName") - if display_name is not None and display_name == cache_key: - return cached_item.get("name") + # Check if there are more pages + page_token = all_cached_items.get("nextPageToken") + if not page_token: + # No more pages, cache not found + break return None @@ -501,4 +543,4 @@ class ContextCachingEndpoints(VertexBase): pass async def async_get_cache(self): - pass + pass \ No newline at end of file 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 a9ac21bb56f..b5a6949f272 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 @@ -478,6 +478,13 @@ class VertexGeminiConfig(VertexAIBaseConfig, BaseConfig): if "type" in tool and tool["type"] == "computer_use": computer_use_config = {k: v for k, v in tool.items() if k != "type"} tool = {VertexToolName.COMPUTER_USE.value: computer_use_config} + # Handle OpenAI-style web_search and web_search_preview tools + # Transform them to Gemini's googleSearch tool + elif "type" in tool and tool["type"] in ("web_search", "web_search_preview"): + verbose_logger.info( + f"Gemini: Transforming OpenAI-style '{tool['type']}' tool to googleSearch" + ) + tool = {VertexToolName.GOOGLE_SEARCH.value: {}} # Handle tools with 'type' field (OpenAI spec compliance) Ignore this field -> https://github.com/BerriAI/litellm/issues/14644#issuecomment-3342061838 elif "type" in tool: tool = {k: tool[k] for k in tool if k != "type"} 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 89ed9f1a8a5..ba3df88be14 100644 --- a/litellm/llms/vertex_ai/image_generation/vertex_gemini_transformation.py +++ b/litellm/llms/vertex_ai/image_generation/vertex_gemini_transformation.py @@ -295,9 +295,11 @@ class VertexAIGeminiImageGenerationConfig(BaseImageGenerationConfig, VertexLLM): if "inlineData" in part: inline_data = part["inlineData"] if "data" in inline_data: + thought_sig = part.get("thoughtSignature") model_response.data.append(ImageObject( b64_json=inline_data["data"], url=None, + provider_specific_fields={"thought_signature": thought_sig} if thought_sig else None, )) if usage_metadata := response_data.get("usageMetadata", None): diff --git a/litellm/llms/vertex_ai/vertex_llm_base.py b/litellm/llms/vertex_ai/vertex_llm_base.py index a185370e376..4613b6a5715 100644 --- a/litellm/llms/vertex_ai/vertex_llm_base.py +++ b/litellm/llms/vertex_ai/vertex_llm_base.py @@ -20,6 +20,7 @@ from .common_utils import ( _get_vertex_url, all_gemini_url_modes, get_vertex_base_model_name, + get_vertex_base_url, is_global_only_vertex_model, ) @@ -200,12 +201,7 @@ class VertexBase: ) -> str: if api_base: return api_base - elif vertex_location == "global": - return "https://aiplatform.googleapis.com" - elif vertex_location: - return f"https://{vertex_location}-aiplatform.googleapis.com" - else: - return f"https://{self.get_default_vertex_location()}-aiplatform.googleapis.com" + return get_vertex_base_url(vertex_location or self.get_default_vertex_location()) @staticmethod def create_vertex_url( @@ -218,7 +214,8 @@ class VertexBase: ) -> str: """Return the base url for the vertex partner models""" - api_base = api_base or f"https://{vertex_location}-aiplatform.googleapis.com" + if api_base is None: + api_base = get_vertex_base_url(vertex_location) if partner == VertexPartnerProvider.llama: return f"{api_base}/v1/projects/{vertex_project}/locations/{vertex_location}/endpoints/openapi/chat/completions" elif partner == VertexPartnerProvider.mistralai: @@ -247,11 +244,13 @@ class VertexBase: stream: Optional[bool], model: str, ) -> str: + # Use get_vertex_region to handle global-only models + resolved_location = self.get_vertex_region(vertex_location, model) api_base = self.get_api_base( - api_base=custom_api_base, vertex_location=vertex_location + api_base=custom_api_base, vertex_location=resolved_location ) default_api_base = VertexBase.create_vertex_url( - vertex_location=vertex_location or "us-central1", + vertex_location=resolved_location, vertex_project=vertex_project or project_id, partner=partner, stream=stream, @@ -274,7 +273,7 @@ class VertexBase: url=default_api_base, model=model, vertex_project=vertex_project or project_id, - vertex_location=vertex_location or "us-central1", + vertex_location=resolved_location, vertex_api_version="v1", # Partner models typically use v1 ) return api_base diff --git a/litellm/llms/watsonx/common_utils.py b/litellm/llms/watsonx/common_utils.py index 774f6dc1f3d..230c9f4cf6e 100644 --- a/litellm/llms/watsonx/common_utils.py +++ b/litellm/llms/watsonx/common_utils.py @@ -42,6 +42,7 @@ def generate_iam_token(api_key=None, **params) -> str: get_secret_str("WX_API_KEY") or get_secret_str("WATSONX_API_KEY") or get_secret_str("WATSONX_APIKEY") + or get_secret_str("WATSONX_ZENAPIKEY") ) if api_key is None: raise ValueError("API key is required") @@ -319,6 +320,7 @@ class IBMWatsonXMixin: or get_secret_str("WATSONX_APIKEY") or get_secret_str("WATSONX_API_KEY") or get_secret_str("WX_API_KEY") + or get_secret_str("WATSONX_ZENAPIKEY") ) api_base = ( diff --git a/litellm/main.py b/litellm/main.py index 13361c644cb..60c889ab1d0 100644 --- a/litellm/main.py +++ b/litellm/main.py @@ -2199,6 +2199,38 @@ def completion( # type: ignore # noqa: PLR0915 logging_obj=logging, # model call logging done inside the class as we make need to modify I/O to fit aleph alpha's requirements client=client, ) + elif custom_llm_provider == "a2a": + # A2A (Agent-to-Agent) Protocol + api_base = ( + api_base + or litellm.api_base + or get_secret_str("A2A_API_BASE") + ) + + if api_base is None: + raise Exception("api_base is required for A2A provider") + + headers = headers or litellm.headers + + response = base_llm_http_handler.completion( + model=model, + stream=stream, + messages=messages, + acompletion=acompletion, + api_base=api_base, + model_response=model_response, + optional_params=optional_params, + litellm_params=litellm_params, + shared_session=shared_session, + custom_llm_provider=custom_llm_provider, + timeout=timeout, + headers=headers, + encoding=_get_encoding(), + api_key=api_key, + logging_obj=logging, + client=client, + provider_config=provider_config, + ) elif custom_llm_provider == "gigachat": # GigaChat - Sber AI's LLM (Russia) api_key = ( @@ -3113,8 +3145,8 @@ def completion( # type: ignore # noqa: PLR0915 api_key or litellm.api_key or litellm.openrouter_key - or get_secret("OPENROUTER_API_KEY") - or get_secret("OR_API_KEY") + or get_secret_str("OPENROUTER_API_KEY") + or get_secret_str("OR_API_KEY") ) openrouter_site_url = get_secret("OR_SITE_URL") or "https://litellm.ai" @@ -4709,11 +4741,11 @@ def embedding( # noqa: PLR0915 litellm_params=litellm_params_dict, ) elif ( - model in litellm.open_ai_embedding_models - or custom_llm_provider == "openai" + custom_llm_provider == "openai" or custom_llm_provider == "together_ai" or custom_llm_provider == "nvidia_nim" or custom_llm_provider == "litellm_proxy" + or (model in litellm.open_ai_embedding_models and custom_llm_provider is None) ): api_base = ( api_base @@ -4884,8 +4916,8 @@ def embedding( # noqa: PLR0915 api_key or litellm.api_key or litellm.openrouter_key - or get_secret("OPENROUTER_API_KEY") - or get_secret("OR_API_KEY") + or get_secret_str("OPENROUTER_API_KEY") + or get_secret_str("OR_API_KEY") ) openrouter_site_url = get_secret("OR_SITE_URL") or "https://litellm.ai" diff --git a/litellm/model_prices_and_context_window_backup.json b/litellm/model_prices_and_context_window_backup.json index 6a605f460d4..b9e48fd7e11 100644 --- a/litellm/model_prices_and_context_window_backup.json +++ b/litellm/model_prices_and_context_window_backup.json @@ -749,7 +749,7 @@ "anthropic.claude-3-5-sonnet-20240620-v1:0": { "input_cost_per_token": 3e-06, "litellm_provider": "bedrock", - "max_input_tokens": 200000, + "max_input_tokens": 1000000, "max_output_tokens": 4096, "max_tokens": 4096, "mode": "chat", @@ -758,14 +758,22 @@ "supports_pdf_input": true, "supports_response_schema": true, "supports_tool_choice": true, - "supports_vision": true + "supports_vision": true, + "input_cost_per_token_above_200k_tokens": 6e-06, + "output_cost_per_token_above_200k_tokens": 3e-05, + "cache_creation_input_token_cost_above_200k_tokens": 7.5e-06, + "cache_read_input_token_cost_above_200k_tokens": 6e-07, + "cache_creation_input_token_cost_above_1hr": 7.5e-06, + "cache_creation_input_token_cost_above_1hr_above_200k_tokens": 1.5e-05, + "cache_creation_input_token_cost": 3.75e-06, + "cache_read_input_token_cost": 3e-07 }, "anthropic.claude-3-5-sonnet-20241022-v2:0": { "cache_creation_input_token_cost": 3.75e-06, "cache_read_input_token_cost": 3e-07, "input_cost_per_token": 3e-06, "litellm_provider": "bedrock", - "max_input_tokens": 200000, + "max_input_tokens": 1000000, "max_output_tokens": 8192, "max_tokens": 8192, "mode": "chat", @@ -777,7 +785,13 @@ "supports_prompt_caching": true, "supports_response_schema": true, "supports_tool_choice": true, - "supports_vision": true + "supports_vision": true, + "input_cost_per_token_above_200k_tokens": 6e-06, + "output_cost_per_token_above_200k_tokens": 3e-05, + "cache_creation_input_token_cost_above_200k_tokens": 7.5e-06, + "cache_read_input_token_cost_above_200k_tokens": 6e-07, + "cache_creation_input_token_cost_above_1hr": 7.5e-06, + "cache_creation_input_token_cost_above_1hr_above_200k_tokens": 1.5e-05 }, "anthropic.claude-3-7-sonnet-20240620-v1:0": { "cache_creation_input_token_cost": 4.5e-06, @@ -1517,6 +1531,14 @@ "supports_response_schema": true, "supports_tool_choice": true }, + "azure_ai/model_router": { + "input_cost_per_token": 1.4e-07, + "output_cost_per_token": 0, + "litellm_provider": "azure_ai", + "mode": "chat", + "source": "https://azure.microsoft.com/en-us/pricing/details/ai-services/", + "comment": "Flat cost of $0.14 per M input tokens for Azure AI Foundry Model Router infrastructure. Use pattern: azure_ai/model_router/ where deployment-name is your Azure deployment (e.g., azure-model-router)" + }, "azure/eu/gpt-4o-2024-08-06": { "deprecation_date": "2026-02-27", "cache_read_input_token_cost": 1.375e-06, @@ -3726,9 +3748,9 @@ "cache_read_input_token_cost": 1.75e-07, "input_cost_per_token": 1.75e-06, "litellm_provider": "azure", - "max_input_tokens": 128000, - "max_output_tokens": 16384, - "max_tokens": 16384, + "max_input_tokens": 272000, + "max_output_tokens": 128000, + "max_tokens": 128000, "mode": "responses", "output_cost_per_token": 1.4e-05, "supported_endpoints": [ @@ -6707,13 +6729,13 @@ "supports_tool_choice": true }, "cerebras/gpt-oss-120b": { - "input_cost_per_token": 2.5e-07, + "input_cost_per_token": 3.5e-07, "litellm_provider": "cerebras", "max_input_tokens": 131072, "max_output_tokens": 32768, "max_tokens": 32768, "mode": "chat", - "output_cost_per_token": 6.9e-07, + "output_cost_per_token": 7.5e-07, "source": "https://www.cerebras.ai/blog/openai-gpt-oss-120b-runs-fastest-on-cerebras", "supports_function_calling": true, "supports_parallel_function_calling": true, @@ -6731,6 +6753,7 @@ "output_cost_per_token": 8e-07, "source": "https://inference-docs.cerebras.ai/support/pricing", "supports_function_calling": true, + "supports_reasoning": true, "supports_tool_choice": true }, "cerebras/zai-glm-4.6": { @@ -18799,7 +18822,7 @@ "input_cost_per_token": 1.75e-06, "input_cost_per_token_priority": 3.5e-06, "litellm_provider": "openai", - "max_input_tokens": 400000, + "max_input_tokens": 272000, "max_output_tokens": 128000, "max_tokens": 128000, "mode": "responses", @@ -21465,6 +21488,20 @@ "supports_tool_choice": true, "supports_web_search": true }, + "moonshot/kimi-k2.5": { + "cache_read_input_token_cost": 1e-07, + "input_cost_per_token": 6e-07, + "litellm_provider": "moonshot", + "max_input_tokens": 262144, + "max_output_tokens": 262144, + "max_tokens": 262144, + "mode": "chat", + "output_cost_per_token": 3e-06, + "source": "https://platform.moonshot.ai/docs/pricing/chat", + "supports_function_calling": true, + "supports_tool_choice": true, + "supports_vision": true + }, "moonshot/kimi-latest": { "cache_read_input_token_cost": 1.5e-07, "input_cost_per_token": 2e-06, @@ -23790,6 +23827,20 @@ "output_cost_per_token": 6.5e-07, "supports_tool_choice": true }, + "openrouter/moonshotai/kimi-k2.5": { + "cache_read_input_token_cost": 1e-07, + "input_cost_per_token": 6e-07, + "litellm_provider": "openrouter", + "max_input_tokens": 262144, + "max_output_tokens": 262144, + "max_tokens": 262144, + "mode": "chat", + "output_cost_per_token": 3e-06, + "source": "https://openrouter.ai/moonshotai/kimi-k2.5", + "supports_function_calling": true, + "supports_tool_choice": true, + "supports_vision": true + }, "openrouter/nousresearch/nous-hermes-llama2-13b": { "input_cost_per_token": 2e-07, "litellm_provider": "openrouter", @@ -24003,7 +24054,7 @@ "cache_read_input_token_cost": 1.75e-07, "input_cost_per_token": 1.75e-06, "litellm_provider": "openrouter", - "max_input_tokens": 400000, + "max_input_tokens": 272000, "max_output_tokens": 128000, "max_tokens": 128000, "mode": "responses", @@ -24368,21 +24419,21 @@ "supports_tool_choice": true }, "openrouter/xiaomi/mimo-v2-flash": { - "input_cost_per_token": 9e-08, - "output_cost_per_token": 2.9e-07, - "cache_creation_input_token_cost": 0.0, - "cache_read_input_token_cost": 0.0, - "litellm_provider": "openrouter", - "max_input_tokens": 262144, - "max_output_tokens": 16384, - "max_tokens": 16384, - "mode": "chat", - "supports_function_calling": true, - "supports_tool_choice": true, - "supports_reasoning": true, - "supports_vision": false, - "supports_prompt_caching": false - }, + "input_cost_per_token": 9e-08, + "output_cost_per_token": 2.9e-07, + "cache_creation_input_token_cost": 0.0, + "cache_read_input_token_cost": 0.0, + "litellm_provider": "openrouter", + "max_input_tokens": 262144, + "max_output_tokens": 16384, + "max_tokens": 16384, + "mode": "chat", + "supports_function_calling": true, + "supports_tool_choice": true, + "supports_reasoning": true, + "supports_vision": false, + "supports_prompt_caching": false + }, "openrouter/z-ai/glm-4.7": { "input_cost_per_token": 4e-07, "output_cost_per_token": 1.5e-06, @@ -26297,13 +26348,13 @@ "litellm_provider": "bedrock", "max_input_tokens": 77, "mode": "image_edit", - "output_cost_per_image": 0.40 + "output_cost_per_image": 0.4 }, "stability.stable-creative-upscale-v1:0": { "litellm_provider": "bedrock", "max_input_tokens": 77, "mode": "image_edit", - "output_cost_per_image": 0.60 + "output_cost_per_image": 0.6 }, "stability.stable-fast-upscale-v1:0": { "litellm_provider": "bedrock", @@ -27062,6 +27113,34 @@ "supports_reasoning": true, "supports_tool_choice": true }, + "together_ai/zai-org/GLM-4.7": { + "input_cost_per_token": 4.5e-07, + "litellm_provider": "together_ai", + "max_input_tokens": 200000, + "max_output_tokens": 200000, + "max_tokens": 200000, + "mode": "chat", + "output_cost_per_token": 2e-06, + "source": "https://www.together.ai/models/glm-4-7", + "supports_function_calling": true, + "supports_parallel_function_calling": true, + "supports_reasoning": true, + "supports_tool_choice": true + }, + "together_ai/moonshotai/Kimi-K2.5": { + "input_cost_per_token": 5e-07, + "litellm_provider": "together_ai", + "max_input_tokens": 256000, + "max_output_tokens": 256000, + "max_tokens": 256000, + "mode": "chat", + "output_cost_per_token": 2.8e-06, + "source": "https://www.together.ai/models/kimi-k2-5", + "supports_function_calling": true, + "supports_tool_choice": true, + "supports_vision": true, + "supports_reasoning": true + }, "together_ai/moonshotai/Kimi-K2-Instruct-0905": { "input_cost_per_token": 1e-06, "litellm_provider": "together_ai", @@ -29748,6 +29827,7 @@ "mode": "chat", "output_cost_per_token": 1e-06, "source": "https://cloud.google.com/vertex-ai/generative-ai/pricing", + "supported_regions": ["global"], "supports_function_calling": true, "supports_tool_choice": true }, @@ -29760,6 +29840,7 @@ "mode": "chat", "output_cost_per_token": 4e-06, "source": "https://cloud.google.com/vertex-ai/generative-ai/pricing", + "supported_regions": ["global"], "supports_function_calling": true, "supports_tool_choice": true }, @@ -29772,6 +29853,7 @@ "mode": "chat", "output_cost_per_token": 1.2e-06, "source": "https://cloud.google.com/vertex-ai/generative-ai/pricing", + "supported_regions": ["global"], "supports_function_calling": true, "supports_tool_choice": true }, @@ -29784,6 +29866,7 @@ "mode": "chat", "output_cost_per_token": 1.2e-06, "source": "https://cloud.google.com/vertex-ai/generative-ai/pricing", + "supported_regions": ["global"], "supports_function_calling": true, "supports_tool_choice": true }, diff --git a/litellm/proxy/_experimental/mcp_server/mcp_server_manager.py b/litellm/proxy/_experimental/mcp_server/mcp_server_manager.py index 92fd54e8775..4c17a2ff3e0 100644 --- a/litellm/proxy/_experimental/mcp_server/mcp_server_manager.py +++ b/litellm/proxy/_experimental/mcp_server/mcp_server_manager.py @@ -11,7 +11,7 @@ import datetime import hashlib import json import re -from typing import Any, Dict, List, Literal, Optional, Set, Tuple, Union, cast, Callable +from typing import Any, Callable, Dict, List, Literal, Optional, Set, Tuple, Union, cast from urllib.parse import urlparse from fastapi import HTTPException @@ -30,7 +30,6 @@ from pydantic import AnyUrl import litellm from litellm._logging import verbose_logger -from litellm.types.utils import CallTypes from litellm.exceptions import BlockedPiiEntityError, GuardrailRaisedException from litellm.experimental_mcp_client.client import MCPClient from litellm.llms.custom_httpx.http_handler import get_async_httpx_client @@ -63,20 +62,23 @@ from litellm.types.mcp_server.mcp_server_manager import ( MCPOAuthMetadata, MCPServer, ) +from litellm.types.utils import CallTypes try: - from mcp.shared.tool_name_validation import SEP_986_URL, validate_tool_name # type: ignore + from mcp.shared.tool_name_validation import ( # type: ignore + SEP_986_URL, + validate_tool_name, + ) except ImportError: + from pydantic import BaseModel SEP_986_URL = "https://github.com/modelcontextprotocol/protocol/blob/main/proposals/0001-tool-name-validation.md" - def validate_tool_name(name: str): - from pydantic import BaseModel + class ToolNameValidationResult(BaseModel): + is_valid: bool = True + warnings: list = [] - class MockResult(BaseModel): - is_valid: bool = True - warnings: list = [] - - return MockResult() + def validate_tool_name(name: str) -> ToolNameValidationResult: # type: ignore[misc] + return ToolNameValidationResult() # Probe includes characters on both sides of the separator to mimic real prefixed tool names. diff --git a/litellm/proxy/_experimental/mcp_server/semantic_tool_filter.py b/litellm/proxy/_experimental/mcp_server/semantic_tool_filter.py new file mode 100644 index 00000000000..e5cb6a0098d --- /dev/null +++ b/litellm/proxy/_experimental/mcp_server/semantic_tool_filter.py @@ -0,0 +1,250 @@ +""" +Semantic MCP Tool Filtering using semantic-router + +Filters MCP tools semantically for /chat/completions and /responses endpoints. +""" +from typing import TYPE_CHECKING, Any, Dict, List, Optional + +from litellm._logging import verbose_logger + +if TYPE_CHECKING: + from semantic_router.routers import SemanticRouter + + from litellm.router import Router + + +class SemanticMCPToolFilter: + """Filters MCP tools using semantic similarity to reduce context window size.""" + + def __init__( + self, + embedding_model: str, + litellm_router_instance: "Router", + top_k: int = 10, + similarity_threshold: float = 0.3, + enabled: bool = True, + ): + """ + Initialize the semantic tool filter. + + Args: + embedding_model: Model to use for embeddings (e.g., "text-embedding-3-small") + litellm_router_instance: Router instance for embedding generation + top_k: Maximum number of tools to return + similarity_threshold: Minimum similarity score for filtering + enabled: Whether filtering is enabled + """ + self.enabled = enabled + self.top_k = top_k + self.similarity_threshold = similarity_threshold + self.embedding_model = embedding_model + self.router_instance = litellm_router_instance + self.tool_router: Optional["SemanticRouter"] = None + self._tool_map: Dict[str, Any] = {} # MCPTool objects or OpenAI function dicts + + async def build_router_from_mcp_registry(self) -> None: + """Build semantic router from all MCP tools in the registry (no auth checks).""" + from litellm.proxy._experimental.mcp_server.mcp_server_manager import ( + global_mcp_server_manager, + ) + + try: + # Get all servers from registry without auth checks + registry = global_mcp_server_manager.get_registry() + if not registry: + verbose_logger.warning("MCP registry is empty") + self.tool_router = None + return + + # Fetch tools from all servers in parallel + all_tools = [] + for server_id, server in registry.items(): + try: + tools = await global_mcp_server_manager.get_tools_for_server(server_id) + all_tools.extend(tools) + except Exception as e: + verbose_logger.warning(f"Failed to fetch tools from server {server_id}: {e}") + continue + + if not all_tools: + verbose_logger.warning("No MCP tools found in registry") + self.tool_router = None + return + + verbose_logger.info(f"Fetched {len(all_tools)} tools from {len(registry)} MCP servers") + self._build_router(all_tools) + + except Exception as e: + verbose_logger.error(f"Failed to build router from MCP registry: {e}") + self.tool_router = None + raise + + def _extract_tool_info(self, tool) -> tuple[str, str]: + """Extract name and description from MCP tool or OpenAI function dict.""" + name: str + description: str + + if isinstance(tool, dict): + # OpenAI function format + name = tool.get("name", "") + description = tool.get("description", name) + else: + # MCPTool object + name = str(tool.name) + description = str(tool.description) if tool.description else str(tool.name) + + return name, description + + def _build_router(self, tools: List) -> None: + """Build semantic router with tools (MCPTool objects or OpenAI function dicts).""" + from semantic_router.routers import SemanticRouter + from semantic_router.routers.base import Route + + from litellm.router_strategy.auto_router.litellm_encoder import ( + LiteLLMRouterEncoder, + ) + + if not tools: + self.tool_router = None + return + + try: + # Convert tools to routes + routes = [] + self._tool_map = {} + + for tool in tools: + name, description = self._extract_tool_info(tool) + self._tool_map[name] = tool + + routes.append( + Route( + name=name, + description=description, + utterances=[description], + score_threshold=self.similarity_threshold, + ) + ) + + self.tool_router = SemanticRouter( + routes=routes, + encoder=LiteLLMRouterEncoder( + litellm_router_instance=self.router_instance, + model_name=self.embedding_model, + score_threshold=self.similarity_threshold, + ), + auto_sync="local", + ) + + verbose_logger.info( + f"Built semantic router with {len(routes)} tools" + ) + + except Exception as e: + verbose_logger.error(f"Failed to build semantic router: {e}") + self.tool_router = None + raise + + async def filter_tools( + self, + query: str, + available_tools: List[Any], + top_k: Optional[int] = None, + ) -> List[Any]: + """ + Filter tools semantically based on query. + + Args: + query: User query to match against tools + available_tools: Full list of available MCP tools + top_k: Override default top_k (optional) + + Returns: + Filtered and ordered list of tools (up to top_k) + """ + # Early returns for cases where we can't/shouldn't filter + if not self.enabled: + return available_tools + + if not available_tools: + return available_tools + + if not query or not query.strip(): + return available_tools + + # Router should be built on startup - if not, something went wrong + if self.tool_router is None: + verbose_logger.warning("Router not initialized - was build_router_from_mcp_registry() called on startup?") + return available_tools + + # Run semantic filtering + try: + limit = top_k or self.top_k + matches = self.tool_router(text=query, limit=limit) + matched_tool_names = self._extract_tool_names_from_matches(matches) + + if not matched_tool_names: + return available_tools + + return self._get_tools_by_names(matched_tool_names, available_tools) + + except Exception as e: + verbose_logger.error(f"Semantic tool filter failed: {e}", exc_info=True) + return available_tools + + def _extract_tool_names_from_matches(self, matches) -> List[str]: + """Extract tool names from semantic router match results.""" + if not matches: + return [] + + # Handle single match + if hasattr(matches, "name") and matches.name: + return [matches.name] + + # Handle list of matches + if isinstance(matches, list): + return [m.name for m in matches if hasattr(m, "name") and m.name] + + return [] + + def _get_tools_by_names( + self, tool_names: List[str], available_tools: List[Any] + ) -> List[Any]: + """Get tools from available_tools by their names, preserving order.""" + # Match tools from available_tools (preserves format - dict or MCPTool) + matched_tools = [] + for tool in available_tools: + tool_name, _ = self._extract_tool_info(tool) + if tool_name in tool_names: + matched_tools.append(tool) + + # Reorder to match semantic router's ordering + tool_map = {self._extract_tool_info(t)[0]: t for t in matched_tools} + return [tool_map[name] for name in tool_names if name in tool_map] + + def extract_user_query(self, messages: List[Dict[str, Any]]) -> str: + """ + Extract user query from messages for /chat/completions or /responses. + + Args: + messages: List of message dictionaries (from 'messages' or 'input' field) + + Returns: + Extracted query string + """ + for msg in reversed(messages): + if msg.get("role") == "user": + content = msg.get("content", "") + + if isinstance(content, str): + return content + + if isinstance(content, list): + texts = [ + block.get("text", "") if isinstance(block, dict) else str(block) + for block in content + if isinstance(block, (dict, str)) + ] + return " ".join(texts) + + return "" diff --git a/litellm/proxy/_experimental/mcp_server/server.py b/litellm/proxy/_experimental/mcp_server/server.py index 6d54c3871e5..79cd88227a9 100644 --- a/litellm/proxy/_experimental/mcp_server/server.py +++ b/litellm/proxy/_experimental/mcp_server/server.py @@ -1840,6 +1840,43 @@ if MCP_AVAILABLE: raw_headers, ) + def _strip_stale_mcp_session_header( + scope: Scope, + mgr: "StreamableHTTPSessionManager", + ) -> None: + """ + Strip stale ``mcp-session-id`` headers so the session manager + creates a fresh session instead of returning 404 "Session not found". + + When clients like VSCode reconnect after a reload they may resend a + session id that has already been cleaned up. Rather than letting the + SDK return a 404 error loop, we detect the stale id and remove the + header so a brand-new session is created transparently. + + Fixes https://github.com/BerriAI/litellm/issues/20292 + """ + _mcp_session_header = b"mcp-session-id" + _session_id: Optional[str] = None + for header_name, header_value in scope.get("headers", []): + if header_name == _mcp_session_header: + _session_id = header_value.decode("utf-8", errors="replace") + break + + if _session_id is None: + return + + known_sessions = getattr(mgr, "_server_instances", None) + if known_sessions is not None and _session_id not in known_sessions: + verbose_logger.warning( + "MCP session ID '%s' not found in active sessions. " + "Stripping stale header to force new session creation.", + _session_id, + ) + scope["headers"] = [ + (k, v) for k, v in scope["headers"] + if k != _mcp_session_header + ] + async def handle_streamable_http_mcp( scope: Scope, receive: Receive, send: Send ) -> None: @@ -1896,6 +1933,8 @@ if MCP_AVAILABLE: # Give it a moment to start up await asyncio.sleep(0.1) + _strip_stale_mcp_session_header(scope, session_manager) + await session_manager.handle_request(scope, receive, send) except Exception as e: raise e diff --git a/litellm/proxy/_experimental/out/404.html b/litellm/proxy/_experimental/out/404.html index a8ef84a338e..a8bd30680ab 100644 --- a/litellm/proxy/_experimental/out/404.html +++ b/litellm/proxy/_experimental/out/404.html @@ -1 +1 @@ -404: This page could not be found.LiteLLM Dashboard

404

This page could not be found.

\ No newline at end of file +404: This page could not be found.LiteLLM Dashboard

404

This page could not be found.

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