diff --git a/letta/agent.py b/letta/agent.py index 986f9e4a..4ac5d792 100644 --- a/letta/agent.py +++ b/letta/agent.py @@ -60,6 +60,7 @@ from letta.services.tool_manager import ToolManager from letta.settings import summarizer_settings from letta.streaming_interface import StreamingRefreshCLIInterface from letta.system import get_heartbeat, get_token_limit_warning, package_function_response, package_summarize_message, package_user_message +from letta.tracing import trace_method from letta.utils import ( count_tokens, get_friendly_error_msg, @@ -309,6 +310,7 @@ class Agent(BaseAgent): # Return updated messages return messages + @trace_method("Get AI Reply") def _get_ai_reply( self, message_sequence: List[Message], @@ -399,6 +401,7 @@ class Agent(BaseAgent): log_telemetry(self.logger, "_handle_ai_response finish catch-all exception") raise Exception("Retries exhausted and no valid response received.") + @trace_method("Handle AI Response") def _handle_ai_response( self, response_message: ChatCompletionMessage, # TODO should we eventually move the Message creation outside of this function? @@ -633,6 +636,7 @@ class Agent(BaseAgent): log_telemetry(self.logger, "_handle_ai_response finish") return messages, heartbeat_request, function_failed + @trace_method("Agent Step") def step( self, messages: Union[Message, List[Message]], diff --git a/letta/llm_api/llm_api_tools.py b/letta/llm_api/llm_api_tools.py index b92098d4..4feaeec7 100644 --- a/letta/llm_api/llm_api_tools.py +++ b/letta/llm_api/llm_api_tools.py @@ -31,6 +31,7 @@ from letta.schemas.openai.chat_completion_request import ChatCompletionRequest, from letta.schemas.openai.chat_completion_response import ChatCompletionResponse from letta.settings import ModelSettings from letta.streaming_interface import AgentChunkStreamingInterface, AgentRefreshStreamingInterface +from letta.tracing import log_event, trace_method LLM_API_PROVIDER_OPTIONS = ["openai", "azure", "anthropic", "google_ai", "cohere", "local", "groq", "deepseek"] @@ -70,9 +71,28 @@ def retry_with_exponential_backoff( if http_err.response.status_code in error_codes: # Increment retries num_retries += 1 + log_event( + "llm_retry_attempt", + { + "attempt": num_retries, + "delay": delay, + "status_code": http_err.response.status_code, + "error_type": type(http_err).__name__, + "error": str(http_err), + }, + ) # Check if max retries has been reached if num_retries > max_retries: + log_event( + "llm_max_retries_exceeded", + { + "max_retries": max_retries, + "status_code": http_err.response.status_code, + "error_type": type(http_err).__name__, + "error": str(http_err), + }, + ) raise RateLimitExceededError("Maximum number of retries exceeded", max_retries=max_retries) # Increment the delay @@ -86,15 +106,21 @@ def retry_with_exponential_backoff( time.sleep(delay) else: # For other HTTP errors, re-raise the exception + log_event( + "llm_non_retryable_error", + {"status_code": http_err.response.status_code, "error_type": type(http_err).__name__, "error": str(http_err)}, + ) raise # Raise exceptions for any errors not specified except Exception as e: + log_event("llm_unexpected_error", {"error_type": type(e).__name__, "error": str(e)}) raise e return wrapper +@trace_method("LLM Request") @retry_with_exponential_backoff def create( # agent_state: AgentState, diff --git a/letta/server/rest_api/app.py b/letta/server/rest_api/app.py index de1a6486..de1eb2ff 100644 --- a/letta/server/rest_api/app.py +++ b/letta/server/rest_api/app.py @@ -231,6 +231,14 @@ def create_application() -> "FastAPI": allow_headers=["*"], ) + # Set up OpenTelemetry tracing + endpoint = os.getenv("OTEL_EXPORTER_OTLP_ENDPOINT") + if endpoint: + print(f"▶ Using OTLP tracing with endpoint: {endpoint}") + from letta.tracing import setup_tracing + + setup_tracing(endpoint=endpoint, service_name="memgpt-server") + for route in v1_routes: app.include_router(route, prefix=API_PREFIX) # this gives undocumented routes for "latest" and bare api calls. diff --git a/letta/server/rest_api/routers/v1/agents.py b/letta/server/rest_api/routers/v1/agents.py index 50a034f2..a26baea5 100644 --- a/letta/server/rest_api/routers/v1/agents.py +++ b/letta/server/rest_api/routers/v1/agents.py @@ -23,6 +23,7 @@ from letta.schemas.tool import Tool from letta.schemas.user import User from letta.server.rest_api.utils import get_letta_server from letta.server.server import SyncServer +from letta.tracing import trace_method # These can be forward refs, but because Fastapi needs them at runtime the must be imported normally @@ -463,6 +464,7 @@ def modify_message( response_model=LettaResponse, operation_id="send_message", ) +@trace_method("POST /v1/agents/{agent_id}/messages") async def send_message( agent_id: str, server: SyncServer = Depends(get_letta_server), @@ -501,6 +503,7 @@ async def send_message( } }, ) +@trace_method("POST /v1/agents/{agent_id}/messages/stream") async def send_message_streaming( agent_id: str, server: SyncServer = Depends(get_letta_server), @@ -512,7 +515,6 @@ async def send_message_streaming( This endpoint accepts a message from a user and processes it through the agent. It will stream the steps of the response always, and stream the tokens if 'stream_tokens' is set to True. """ - actor = server.user_manager.get_user_or_default(user_id=user_id) result = await server.send_message_to_agent( agent_id=agent_id, @@ -577,6 +579,7 @@ async def process_message_background( response_model=Run, operation_id="create_agent_message_async", ) +@trace_method("POST /v1/agents/{agent_id}/messages/async") async def send_message_async( agent_id: str, background_tasks: BackgroundTasks, diff --git a/letta/server/server.py b/letta/server/server.py index 7864dcd0..b77557d3 100644 --- a/letta/server/server.py +++ b/letta/server/server.py @@ -85,6 +85,7 @@ from letta.services.tool_execution_sandbox import ToolExecutionSandbox from letta.services.tool_manager import ToolManager from letta.services.user_manager import UserManager from letta.settings import model_settings, settings, tool_settings +from letta.tracing import trace_method from letta.utils import get_friendly_error_msg config = LettaConfig.load() @@ -1151,6 +1152,7 @@ class SyncServer(Server): actions = self.get_composio_client(api_key=api_key).actions.get(apps=[composio_app_name]) return actions + @trace_method("Send Message") async def send_message_to_agent( self, agent_id: str, @@ -1168,7 +1170,6 @@ class SyncServer(Server): metadata: Optional[dict] = None, ) -> Union[StreamingResponse, LettaResponse]: """Split off into a separate function so that it can be imported in the /chat/completion proxy.""" - # TODO: @charles is this the correct way to handle? include_final_message = True diff --git a/letta/tracing.py b/letta/tracing.py new file mode 100644 index 00000000..ca5bae06 --- /dev/null +++ b/letta/tracing.py @@ -0,0 +1,205 @@ +import asyncio +import inspect +import sys +import time +from functools import wraps +from typing import Any, Dict, Optional + +from fastapi import Request +from opentelemetry import trace +from opentelemetry.exporter.otlp.proto.http.trace_exporter import OTLPSpanExporter +from opentelemetry.instrumentation.requests import RequestsInstrumentor +from opentelemetry.sdk.resources import Resource +from opentelemetry.sdk.trace import TracerProvider +from opentelemetry.sdk.trace.export import BatchSpanProcessor +from opentelemetry.trace import Status, StatusCode +from opentelemetry.trace.span import Span + +# Get a tracer instance - will be no-op until setup_tracing is called +tracer = trace.get_tracer(__name__) + +# Track if tracing has been initialized +_is_tracing_initialized = False + + +def is_pytest_environment(): + """Check if we're running in pytest""" + return "pytest" in sys.modules + + +def trace_method(name=None): + """Decorator to add tracing to a method""" + + def decorator(func): + @wraps(func) + async def async_wrapper(*args, **kwargs): + # Skip tracing if not initialized + if not _is_tracing_initialized: + return await func(*args, **kwargs) + + span_name = name or func.__name__ + with tracer.start_as_current_span(span_name) as span: + span.set_attribute("code.namespace", inspect.getmodule(func).__name__) + span.set_attribute("code.function", func.__name__) + + if len(args) > 0 and hasattr(args[0], "__class__"): + span.set_attribute("code.class", args[0].__class__.__name__) + + request = _extract_request_info(args, span) + if request and len(request) > 0: + span.set_attribute("agent.id", kwargs.get("agent_id")) + span.set_attribute("actor.id", request.get("http.user_id")) + + try: + result = await func(*args, **kwargs) + span.set_status(Status(StatusCode.OK)) + return result + except Exception as e: + span.set_status(Status(StatusCode.ERROR)) + span.record_exception(e) + raise + + @wraps(func) + def sync_wrapper(*args, **kwargs): + # Skip tracing if not initialized + if not _is_tracing_initialized: + return func(*args, **kwargs) + + span_name = name or func.__name__ + with tracer.start_as_current_span(span_name) as span: + span.set_attribute("code.namespace", inspect.getmodule(func).__name__) + span.set_attribute("code.function", func.__name__) + + if len(args) > 0 and hasattr(args[0], "__class__"): + span.set_attribute("code.class", args[0].__class__.__name__) + + request = _extract_request_info(args, span) + if request and len(request) > 0: + span.set_attribute("agent.id", kwargs.get("agent_id")) + span.set_attribute("actor.id", request.get("http.user_id")) + + try: + result = func(*args, **kwargs) + span.set_status(Status(StatusCode.OK)) + return result + except Exception as e: + span.set_status(Status(StatusCode.ERROR)) + span.record_exception(e) + raise + + return async_wrapper if asyncio.iscoroutinefunction(func) else sync_wrapper + + return decorator + + +def log_attributes(attributes: Dict[str, Any]) -> None: + """ + Log multiple attributes to the current active span. + + Args: + attributes: Dictionary of attribute key-value pairs + """ + current_span = trace.get_current_span() + if current_span: + current_span.set_attributes(attributes) + + +def log_event(name: str, attributes: Optional[Dict[str, Any]] = None, timestamp: Optional[int] = None) -> None: + """ + Log an event to the current active span. + + Args: + name: Name of the event + attributes: Optional dictionary of event attributes + timestamp: Optional timestamp in nanoseconds + """ + current_span = trace.get_current_span() + if current_span: + if timestamp is None: + timestamp = int(time.perf_counter_ns()) + + current_span.add_event(name=name, attributes=attributes, timestamp=timestamp) + + +def get_trace_id() -> str: + current_span = trace.get_current_span() + if current_span: + return format(current_span.get_span_context().trace_id, "032x") + else: + return "" + + +def request_hook(span, response): + """Hook to update span based on response status code""" + status_code = response.status_code + if 200 <= status_code < 400: + span.set_status(Status(StatusCode.OK)) + else: + span.set_status(Status(StatusCode.ERROR)) + span.set_attribute("error.message", f"HTTP {status_code}: {response.reason}") + + +def setup_tracing(endpoint: str, service_name: str = "memgpt-server") -> None: + """ + Sets up OpenTelemetry tracing with OTLP exporter for specific endpoints + + Args: + endpoint: OTLP endpoint URL + service_name: Name of the service for tracing + """ + global _is_tracing_initialized + + # Skip tracing in pytest environment + if is_pytest_environment(): + print("ℹ️ Skipping tracing setup in pytest environment") + return + + # Create a Resource to identify our service + resource = Resource.create({"service.name": service_name, "service.namespace": "default", "deployment.environment": "production"}) + + # Initialize the TracerProvider with the resource + provider = TracerProvider(resource=resource) + + # Only set up OTLP export if endpoint is provided + if endpoint: + otlp_exporter = OTLPSpanExporter(endpoint=endpoint) + processor = BatchSpanProcessor(otlp_exporter) + provider.add_span_processor(processor) + _is_tracing_initialized = True + else: + print("⚠️ Warning: Tracing endpoint not provided, tracing will be disabled") + + # Set the global TracerProvider + trace.set_tracer_provider(provider) + + # Initialize automatic instrumentation for the requests library with response hook + if _is_tracing_initialized: + RequestsInstrumentor().instrument(response_hook=request_hook) + + +def _extract_request_info(args: tuple, span: Span) -> Dict[str, Any]: + """ + Safely extracts request information from function arguments. + Works with both FastAPI route handlers and inner functions. + """ + attributes = {} + + # Look for FastAPI Request object in args + request = next((arg for arg in args if isinstance(arg, Request)), None) + + if request: + attributes.update( + { + "http.route": request.url.path, + "http.method": request.method, + "http.scheme": request.url.scheme, + "http.target": str(request.url.path), + "http.url": str(request.url), + "http.flavor": request.scope.get("http_version", ""), + "http.client_ip": request.client.host if request.client else None, + "http.user_id": request.headers.get("user_id"), + } + ) + + span.set_attributes(attributes) + return attributes diff --git a/poetry.lock b/poetry.lock index 55290e12..09180909 100644 --- a/poetry.lock +++ b/poetry.lock @@ -1,4 +1,4 @@ -# This file is automatically @generated by Poetry 1.8.3 and should not be changed by hand. +# This file is automatically @generated by Poetry 1.8.5 and should not be changed by hand. 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