pyusdt 0.1.1

Python profiler using USDT probes for low-overhead performance monitoring with bpftrace

🐍 pyusdt 🐝

A Python profiler using USDT (User-level Statically Defined Tracing) probes for low-overhead performance monitoring.

Overview

pyusdt instruments Python code execution with USDT probes that can be traced using bpftrace. It uses Python's sys.monitoring API for efficient function-level tracing.

This tool is particularly designed to enable bpftrace workflows where traces need to span both kernel and userspace, allowing you to correlate Python function calls with kernel events in a single trace session.

Zero-overhead when not traced: pyusdt uses dynamic callback registration combined with USDT semaphores. When no tracer is attached, monitoring callbacks are not registered with sys.monitoring, resulting in essentially zero performance impact on your Python code. When bpftrace or another tracer attaches, callbacks are automatically enabled within ~100ms.

Requirements

• Python 3.12+ (for sys.monitoring API)
• Linux with USDT support
• bpftrace

Building

Make sure gcc and Python development headers are installed. Compile the USDT probe extension:

make

This creates libpyusdt.so, a Python C extension module with embedded USDT probes.

Usage

Run any Python script with USDT monitoring:

python -m pyusdt <script.py> [args...]

Example:

python -m pyusdt sleep.py

Configuration

Adjust the polling interval for tracer detection (default: 100ms):

# Check for attached tracers every 50ms
PYUSDT_CHECK_MSEC=50 python -m pyusdt sleep.py

# Check every 500ms (lower overhead, slower tracer detection)
PYUSDT_CHECK_MSEC=500 python -m pyusdt sleep.py

Tracing with bpftrace

Use the included bpftrace script to trace function calls:

sudo bpftrace sample.bt -c "python -m pyusdt sleep.py"

Or attach to a running process:

# In terminal 1:
python -m pyusdt sleep.py

# In terminal 2:
sudo bpftrace sample.bt -p $(pgrep -f "python -m pyusdt")

Example bpftrace Script

Here's a simple one-liner to trace Python function entries:

sudo bpftrace -e 'usdt:./libpyusdt.so:pyusdt:PY_START { printf("%s (%s:%d)\n", str(arg0), str(arg1), arg2); }' -c "python -m pyusdt sleep.py"

Note: When using pip install pyusdt, the library path will be different (installed in your Python site-packages). Use -p <PID> to attach to a running process instead of specifying the library path, and bpftrace will automatically find the loaded library.

Available USDT probes:

• PY_START - Function entry: (function, file, line, offset)
• PY_RESUME - Generator/coroutine resume: (function, file, line, offset)
• PY_RETURN - Function return: (function, file, line, offset, retval)
• PY_YIELD - Generator yield: (function, file, line, offset, yieldval)
• CALL - Function call: (function, file, line, offset, callable)
• LINE - Line execution: (function, file, line)

The included sample.bt script traces all 6 probe types with detailed output.

Testing

Run the test suite:

make test

How it Works

1. libpyusdt.so - Python C extension module with USDT probe definitions and sys.monitoring integration
2. pyusdt/__init__.py - Minimal Python wrapper that imports the C extension
3. pyusdt/__main__.py - Entry point for python -m pyusdt execution
4. sample.bt - bpftrace script to display traced function calls
5. usdt.h - Header-only USDT library from libbpf/usdt

When the pyusdt module is imported, the C extension starts a background thread that polls USDT semaphores to detect when a tracer (like bpftrace) attaches. Only when a tracer is active does pyusdt register callbacks with Python's sys.monitoring API (see PEP 669). When the tracer detaches, callbacks are automatically unregistered.

The following monitoring events are captured and exposed as USDT probes when tracing is active:

• PY_START - Function entry
• PY_RESUME - Generator/coroutine resumption
• PY_RETURN - Function return with return value
• PY_YIELD - Generator yield with yielded value
• CALL - Function calls
• LINE - Line-by-line execution

Each event triggers its corresponding USDT probe with relevant context (function name, filename, line number, and event-specific data).

Zero-Overhead Design

pyusdt achieves true zero overhead when not being traced through:

1. USDT Semaphores: The libbpf/usdt library uses kernel-managed semaphores that are incremented when tracers attach
2. Dynamic Callback Registration: A background thread polls semaphores every 100ms and only registers sys.monitoring callbacks when needed
3. Automatic Enable/Disable: When bpftrace attaches, monitoring activates within ~100ms; when it detaches, monitoring stops immediately

This means you can leave pyusdt enabled in production with virtually no performance impact until you need to trace.

References

• PEP 669 - Low Impact Monitoring for CPython
• sys.monitoring documentation
• libbpf/usdt - Header-only USDT library