llama-stack/llama_stack/providers/remote/telemetry/opentelemetry/opentelemetry.py
2024-11-06 14:54:05 -08:00

201 lines
6.5 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.
from datetime import datetime
from opentelemetry import metrics, trace
from opentelemetry.exporter.jaeger.thrift import JaegerExporter
from opentelemetry.sdk.metrics import MeterProvider
from opentelemetry.sdk.metrics.export import (
ConsoleMetricExporter,
PeriodicExportingMetricReader,
)
from opentelemetry.sdk.resources import Resource
from opentelemetry.sdk.trace import TracerProvider
from opentelemetry.sdk.trace.export import BatchSpanProcessor
from opentelemetry.semconv.resource import ResourceAttributes
from llama_stack.apis.telemetry import * # noqa: F403
from .config import OpenTelemetryConfig
def string_to_trace_id(s: str) -> int:
# Convert the string to bytes and then to an integer
return int.from_bytes(s.encode(), byteorder="big", signed=False)
def string_to_span_id(s: str) -> int:
# Use only the first 8 bytes (64 bits) for span ID
return int.from_bytes(s.encode()[:8], byteorder="big", signed=False)
def is_tracing_enabled(tracer):
with tracer.start_as_current_span("check_tracing") as span:
return span.is_recording()
class OpenTelemetryAdapter(Telemetry):
def __init__(self, config: OpenTelemetryConfig):
self.config = config
self.resource = Resource.create(
{ResourceAttributes.SERVICE_NAME: "foobar-service"}
)
# Set up tracing with Jaeger exporter
jaeger_exporter = JaegerExporter(
agent_host_name=self.config.jaeger_host,
agent_port=self.config.jaeger_port,
)
trace_provider = TracerProvider(resource=self.resource)
trace_processor = BatchSpanProcessor(jaeger_exporter)
trace_provider.add_span_processor(trace_processor)
trace.set_tracer_provider(trace_provider)
self.tracer = trace.get_tracer(__name__)
# Set up metrics
metric_reader = PeriodicExportingMetricReader(ConsoleMetricExporter())
metric_provider = MeterProvider(
resource=self.resource, metric_readers=[metric_reader]
)
metrics.set_meter_provider(metric_provider)
self.meter = metrics.get_meter(__name__)
async def initialize(self) -> None:
pass
async def shutdown(self) -> None:
trace.get_tracer_provider().shutdown()
metrics.get_meter_provider().shutdown()
async def log_event(self, event: Event) -> None:
if isinstance(event, UnstructuredLogEvent):
self._log_unstructured(event)
elif isinstance(event, MetricEvent):
self._log_metric(event)
elif isinstance(event, StructuredLogEvent):
self._log_structured(event)
def _log_unstructured(self, event: UnstructuredLogEvent) -> None:
span = trace.get_current_span()
span.add_event(
name=event.message,
attributes={"severity": event.severity.value, **event.attributes},
timestamp=event.timestamp,
)
def _log_metric(self, event: MetricEvent) -> None:
if isinstance(event.value, int):
self.meter.create_counter(
name=event.metric,
unit=event.unit,
description=f"Counter for {event.metric}",
).add(event.value, attributes=event.attributes)
elif isinstance(event.value, float):
self.meter.create_gauge(
name=event.metric,
unit=event.unit,
description=f"Gauge for {event.metric}",
).set(event.value, attributes=event.attributes)
def _log_structured(self, event: StructuredLogEvent) -> None:
if isinstance(event.payload, SpanStartPayload):
context = trace.set_span_in_context(
trace.NonRecordingSpan(
trace.SpanContext(
trace_id=string_to_trace_id(event.trace_id),
span_id=string_to_span_id(event.span_id),
is_remote=True,
)
)
)
span = self.tracer.start_span(
name=event.payload.name,
kind=trace.SpanKind.INTERNAL,
context=context,
attributes=event.attributes,
)
if event.payload.parent_span_id:
span.set_parent(
trace.SpanContext(
trace_id=string_to_trace_id(event.trace_id),
span_id=string_to_span_id(event.payload.parent_span_id),
is_remote=True,
)
)
elif isinstance(event.payload, SpanEndPayload):
span = trace.get_current_span()
span.set_status(
trace.Status(
trace.StatusCode.OK
if event.payload.status == SpanStatus.OK
else trace.StatusCode.ERROR
)
)
span.end(end_time=event.timestamp)
async def get_trace(self, trace_id: str) -> Trace:
# we need to look up the root span id
raise NotImplementedError("not yet no")
# Usage example
async def main():
telemetry = OpenTelemetryTelemetry("my-service")
await telemetry.initialize()
# Log an unstructured event
await telemetry.log_event(
UnstructuredLogEvent(
trace_id="trace123",
span_id="span456",
timestamp=datetime.now(),
message="This is a log message",
severity=LogSeverity.INFO,
)
)
# Log a metric event
await telemetry.log_event(
MetricEvent(
trace_id="trace123",
span_id="span456",
timestamp=datetime.now(),
metric="my_metric",
value=42,
unit="count",
)
)
# Log a structured event (span start)
await telemetry.log_event(
StructuredLogEvent(
trace_id="trace123",
span_id="span789",
timestamp=datetime.now(),
payload=SpanStartPayload(name="my_operation"),
)
)
# Log a structured event (span end)
await telemetry.log_event(
StructuredLogEvent(
trace_id="trace123",
span_id="span789",
timestamp=datetime.now(),
payload=SpanEndPayload(status=SpanStatus.OK),
)
)
await telemetry.shutdown()
if __name__ == "__main__":
import asyncio
asyncio.run(main())