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scope-profiler

Profile Python code regions—and optionally C, Fortran, MPI, NVTX, and LIKWID—with one consistent API and HDF5 output format.

pip install scope-profiler

Quick start

from scope_profiler import ProfileManager

with ProfileManager.session():

    @ProfileManager.profile("main")
    def main():
        with ProfileManager.profile_region("work"):
            sum(range(100))  # replace with the code you want to measure

    main()
# writes profiling_data.h5 and prints a summary

You can also profile a script without changing its source:

scope-profiler run my_script.py
scope-profiler inspect profiling_data.h5
scope-profiler plot default profiling_data.h5 -o figures
scope-profiler report profiling_data.h5 -o report.html

Example output

The plotting tools include duration summaries and timelines for finding expensive regions:

Duration summary

Gantt chart

The overhead benchmark measures the cost of each instrumentation mode:

python examples/benchmark_overhead.py

Profiling overhead by region type

Documentation

Development

pip install -e '.[dev]'
pytest

See AGENTS.md for the measured benchmark workflow used when optimizing this project.

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