llama-stack-mirror/llama_stack/providers/utils/telemetry/tracing.py
Dinesh Yeduguru 501e7c9d64
Fix opentelemetry adapter (#510)
# What does this PR do?

This PR fixes some of the issues with our telemetry setup to enable logs
to be delivered to opentelemetry and jaeger. Main fixes
1) Updates the open telemetry provider to use the latest oltp exports
instead of deprected ones.
2) Adds a tracing middleware, which injects traces into each HTTP
request that the server recieves and this is going to be the root trace.
Previously, we did this in the create_dynamic_route method, which is
actually not the actual exectuion flow, but more of a config and this
causes the traces to end prematurely. Through middleware, we plugin the
trace start and end at the right location.
3) We manage our own methods to create traces and spans and this does
not fit well with Opentelemetry SDK since it does not support provide a
way to take in traces and spans that are already created. it expects us
to use the SDK to create them. For now, I have a hacky approach of just
maintaining a map from our internal telemetry objects to the open
telemetry specfic ones. This is not the ideal solution. I will explore
other ways to get around this issue. for now, to have something that
works, i am going to keep this as is.

Addresses: #509
2024-11-22 18:18:11 -08:00

248 lines
7.1 KiB
Python

# Copyright (c) Meta Platforms, Inc. and affiliates.
# All rights reserved.
#
# This source code is licensed under the terms described in the LICENSE file in
# the root directory of this source tree.
import asyncio
import base64
import logging
import queue
import threading
import uuid
from datetime import datetime
from functools import wraps
from typing import Any, Callable, Dict, List
from llama_stack.apis.telemetry import * # noqa: F403
log = logging.getLogger(__name__)
def generate_short_uuid(len: int = 8):
full_uuid = uuid.uuid4()
uuid_bytes = full_uuid.bytes
encoded = base64.urlsafe_b64encode(uuid_bytes)
return encoded.rstrip(b"=").decode("ascii")[:len]
CURRENT_TRACE_CONTEXT = None
BACKGROUND_LOGGER = None
class BackgroundLogger:
def __init__(self, api: Telemetry, capacity: int = 1000):
self.api = api
self.log_queue = queue.Queue(maxsize=capacity)
self.worker_thread = threading.Thread(target=self._process_logs, daemon=True)
self.worker_thread.start()
def log_event(self, event):
try:
self.log_queue.put_nowait(event)
except queue.Full:
log.error("Log queue is full, dropping event")
def _process_logs(self):
while True:
try:
event = self.log_queue.get()
# figure out how to use a thread's native loop
asyncio.run(self.api.log_event(event))
except Exception:
import traceback
traceback.print_exc()
print("Error processing log event")
finally:
self.log_queue.task_done()
def __del__(self):
self.log_queue.join()
class TraceContext:
spans: List[Span] = []
def __init__(self, logger: BackgroundLogger, trace_id: str):
self.logger = logger
self.trace_id = trace_id
def push_span(self, name: str, attributes: Dict[str, Any] = None):
current_span = self.get_current_span()
span = Span(
span_id=generate_short_uuid(),
trace_id=self.trace_id,
name=name,
start_time=datetime.now(),
parent_span_id=current_span.span_id if current_span else None,
attributes=attributes,
)
self.logger.log_event(
StructuredLogEvent(
trace_id=span.trace_id,
span_id=span.span_id,
timestamp=span.start_time,
attributes=span.attributes,
payload=SpanStartPayload(
name=span.name,
parent_span_id=span.parent_span_id,
),
)
)
self.spans.append(span)
def pop_span(self, status: SpanStatus = SpanStatus.OK):
span = self.spans.pop()
if span is not None:
self.logger.log_event(
StructuredLogEvent(
trace_id=span.trace_id,
span_id=span.span_id,
timestamp=span.start_time,
attributes=span.attributes,
payload=SpanEndPayload(
status=status,
),
)
)
def get_current_span(self):
return self.spans[-1] if self.spans else None
def setup_logger(api: Telemetry, level: int = logging.INFO):
global BACKGROUND_LOGGER
BACKGROUND_LOGGER = BackgroundLogger(api)
logger = logging.getLogger()
logger.setLevel(level)
logger.addHandler(TelemetryHandler())
async def start_trace(name: str, attributes: Dict[str, Any] = None) -> TraceContext:
global CURRENT_TRACE_CONTEXT, BACKGROUND_LOGGER
if BACKGROUND_LOGGER is None:
log.info("No Telemetry implementation set. Skipping trace initialization...")
return
trace_id = generate_short_uuid(16)
context = TraceContext(BACKGROUND_LOGGER, trace_id)
context.push_span(name, {"__root__": True, **(attributes or {})})
CURRENT_TRACE_CONTEXT = context
return context
async def end_trace(status: SpanStatus = SpanStatus.OK):
global CURRENT_TRACE_CONTEXT
context = CURRENT_TRACE_CONTEXT
if context is None:
return
context.pop_span(status)
CURRENT_TRACE_CONTEXT = None
def severity(levelname: str) -> LogSeverity:
if levelname == "DEBUG":
return LogSeverity.DEBUG
elif levelname == "INFO":
return LogSeverity.INFO
elif levelname == "WARNING":
return LogSeverity.WARN
elif levelname == "ERROR":
return LogSeverity.ERROR
elif levelname == "CRITICAL":
return LogSeverity.CRITICAL
else:
raise ValueError(f"Unknown log level: {levelname}")
# TODO: ideally, the actual emitting should be done inside a separate daemon
# process completely isolated from the server
class TelemetryHandler(logging.Handler):
def emit(self, record: logging.LogRecord):
# horrendous hack to avoid logging from asyncio and getting into an infinite loop
if record.module in ("asyncio", "selector_events"):
return
global CURRENT_TRACE_CONTEXT, BACKGROUND_LOGGER
if BACKGROUND_LOGGER is None:
raise RuntimeError("Telemetry API not initialized")
context = CURRENT_TRACE_CONTEXT
if context is None:
return
span = context.get_current_span()
if span is None:
return
BACKGROUND_LOGGER.log_event(
UnstructuredLogEvent(
trace_id=span.trace_id,
span_id=span.span_id,
timestamp=datetime.now(),
message=self.format(record),
severity=severity(record.levelname),
)
)
def close(self):
pass
class SpanContextManager:
def __init__(self, name: str, attributes: Dict[str, Any] = None):
self.name = name
self.attributes = attributes
def __enter__(self):
global CURRENT_TRACE_CONTEXT
context = CURRENT_TRACE_CONTEXT
if context:
context.push_span(self.name, self.attributes)
return self
def __exit__(self, exc_type, exc_value, traceback):
global CURRENT_TRACE_CONTEXT
context = CURRENT_TRACE_CONTEXT
if context:
context.pop_span()
async def __aenter__(self):
return self.__enter__()
async def __aexit__(self, exc_type, exc_value, traceback):
self.__exit__(exc_type, exc_value, traceback)
def __call__(self, func: Callable):
@wraps(func)
def sync_wrapper(*args, **kwargs):
with self:
return func(*args, **kwargs)
@wraps(func)
async def async_wrapper(*args, **kwargs):
async with self:
return await func(*args, **kwargs)
@wraps(func)
def wrapper(*args, **kwargs):
if asyncio.iscoroutinefunction(func):
return async_wrapper(*args, **kwargs)
else:
return sync_wrapper(*args, **kwargs)
return wrapper
def span(name: str, attributes: Dict[str, Any] = None):
return SpanContextManager(name, attributes)