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Beacon Profiling for Python

The current stable version is beacon-profiling==1.0.0. The previously published Guance profiling package is a separate legacy release; see ../../beacon/README.md in this repository for status.

This package provides a Python profiling runtime for OpenTelemetry auto-instrumentation. The current implementation exports profiles via OTLP or a compatible pprof endpoint and supports multiple collector types:

  • stack sampling

  • handled exceptions

  • threading and asyncio lock contention

  • threading and asyncio condition wait time

  • heap snapshots via tracemalloc

  • child-process restart after fork()

Handled-exception collection requires Python sys.monitoring (Python 3.12+); on Python 3.10/3.11 the other collectors remain available.

Usage

Enable profiling for applications launched via beacon after installing beacon-otel[profiling]:

export OTEL_PROFILING_ENABLED=true
beacon python app.py

Programmatic usage:

from opentelemetry.sdk.extension.profiling import Profiler

profiler = Profiler()
profiler.start()

Configuration

The following environment variables are supported:

  • OTEL_PROFILING_ENABLED

  • OTEL_PROFILING_EXPORTER (otlp or pprof)

  • OTEL_PROFILING_SAMPLE_INTERVAL

  • OTEL_PROFILING_EXPORT_INTERVAL (defaults to 60 seconds and can be overridden by the Profiler(export_interval=...) argument)

  • OTEL_PROFILING_MAX_FRAMES

  • OTEL_PROFILING_INCLUDE_TRACE_CONTEXT

  • OTEL_PROFILING_EXCEPTION_ENABLED

  • OTEL_PROFILING_EXCEPTION_SAMPLING_INTERVAL

  • OTEL_PROFILING_EXCEPTION_COLLECT_MESSAGE

  • OTEL_PROFILING_LOCK_ENABLED

  • OTEL_PROFILING_MEMORY_ENABLED

  • OTEL_PROFILING_MEMORY_INTERVAL (defaults to the profile export interval and can be overridden by the Profiler(memory_interval=...) argument)

  • OTEL_PROFILING_MEMORY_TOP_STATS

  • OTEL_PROFILING_MEMORY_IGNORE_PROFILER

  • OTEL_EXPORTER_OTLP_PROFILES_PROTOCOL

  • OTEL_EXPORTER_OTLP_PROFILES_ENDPOINT

  • OTEL_EXPORTER_OTLP_PROFILES_HEADERS

  • OTEL_EXPORTER_OTLP_PROFILES_TIMEOUT

  • OTEL_EXPORTER_OTLP_PROFILES_COMPRESSION

  • OTEL_EXPORTER_OTLP_PROFILES_CERTIFICATE

  • OTEL_EXPORTER_OTLP_PROFILES_CLIENT_KEY

  • OTEL_EXPORTER_OTLP_PROFILES_CLIENT_CERTIFICATE

  • OTEL_PROFILING_PPROF_PATH

  • OTEL_PROFILING_PPROF_UPLOAD_URL

  • OTEL_PROFILING_PPROF_HEADERS

Service metadata should be configured with standard OpenTelemetry resource settings such as OTEL_SERVICE_NAME and OTEL_RESOURCE_ATTRIBUTES.

Examples

Collect stack, exception, lock, and heap profiles and export them with OTLP/HTTP:

export OTEL_PROFILING_ENABLED=true
export OTEL_PROFILING_EXCEPTION_ENABLED=true
export OTEL_PROFILING_LOCK_ENABLED=true
export OTEL_PROFILING_MEMORY_ENABLED=true
export OTEL_EXPORTER_OTLP_PROFILES_PROTOCOL=http/protobuf
export OTEL_EXPORTER_OTLP_PROFILES_ENDPOINT=http://localhost:4318/v1development/profiles
beacon python app.py

To dump pprof files instead of OTLP, set:

export OTEL_PROFILING_EXPORTER=pprof
export OTEL_PROFILING_PPROF_PATH=/tmp/otel-profile

To POST pprof directly to a compatible agent endpoint and keep a local copy:

export OTEL_PROFILING_PPROF_UPLOAD_URL=http://localhost:9529/profiling/v1/input
export OTEL_PROFILING_PPROF_HEADERS="X-API-Key:xxx"
beacon python app.py

When OTEL_PROFILING_EXPORTER is unset and OTEL_PROFILING_PPROF_UPLOAD_URL is configured, the runtime defaults to a legacy-compatible pprof upload layout. Set OTEL_PROFILING_EXPORTER=otlp to force OTLP profile export.

Metadata

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