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https://github.com/ionelmc/pytest-benchmark

pytest fixture for benchmarking code
https://github.com/ionelmc/pytest-benchmark

benchmark benchmarking performance pytest python

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pytest fixture for benchmarking code

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README

        

========
Overview
========

.. start-badges

.. list-table::
:stub-columns: 1

* - docs
- |docs| |gitter|
* - tests
- |github-actions| |coveralls| |codecov|
* - package
- |version| |wheel| |supported-versions| |supported-implementations| |commits-since|
.. |docs| image:: https://readthedocs.org/projects/pytest-benchmark/badge/?style=flat
:target: https://readthedocs.org/projects/pytest-benchmark/
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:alt: GitHub Actions Build Status
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:alt: Join the chat at https://gitter.im/ionelmc/pytest-benchmark
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.. |coveralls| image:: https://coveralls.io/repos/github/ionelmc/pytest-benchmark/badge.svg?branch=main
:alt: Coverage Status
:target: https://coveralls.io/github/ionelmc/pytest-benchmark?branch=main

.. |codecov| image:: https://codecov.io/gh/ionelmc/pytest-benchmark/branch/main/graphs/badge.svg?branch=main
:alt: Coverage Status
:target: https://app.codecov.io/github/ionelmc/pytest-benchmark

.. |version| image:: https://img.shields.io/pypi/v/pytest-benchmark.svg
:alt: PyPI Package latest release
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:alt: PyPI Wheel
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.. |supported-versions| image:: https://img.shields.io/pypi/pyversions/pytest-benchmark.svg
:alt: Supported versions
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.. |supported-implementations| image:: https://img.shields.io/pypi/implementation/pytest-benchmark.svg
:alt: Supported implementations
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.. |commits-since| image:: https://img.shields.io/github/commits-since/ionelmc/pytest-benchmark/v5.1.0.svg
:alt: Commits since latest release
:target: https://github.com/ionelmc/pytest-benchmark/compare/v5.1.0...main

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A ``pytest`` fixture for benchmarking code. It will group the tests into rounds that are calibrated to the chosen
timer.

See calibration_ and FAQ_.

* Free software: BSD 2-Clause License

Installation
============

::

pip install pytest-benchmark

Documentation
=============

For latest release: `pytest-benchmark.readthedocs.org/en/stable `_.

For master branch (may include documentation fixes): `pytest-benchmark.readthedocs.io/en/latest `_.

Examples
========

But first, a prologue:

This plugin tightly integrates into pytest. To use this effectively you should know a thing or two about pytest first.
Take a look at the `introductory material `_
or watch `talks `_.

Few notes:

* This plugin benchmarks functions and only that. If you want to measure block of code
or whole programs you will need to write a wrapper function.
* In a test you can only benchmark one function. If you want to benchmark many functions write more tests or
use `parametrization `_.
* To run the benchmarks you simply use `pytest` to run your "tests". The plugin will automatically do the
benchmarking and generate a result table. Run ``pytest --help`` for more details.

This plugin provides a `benchmark` fixture. This fixture is a callable object that will benchmark any function passed
to it.

Example:

.. code-block:: python

def something(duration=0.000001):
"""
Function that needs some serious benchmarking.
"""
time.sleep(duration)
# You may return anything you want, like the result of a computation
return 123

def test_my_stuff(benchmark):
# benchmark something
result = benchmark(something)

# Extra code, to verify that the run completed correctly.
# Sometimes you may want to check the result, fast functions
# are no good if they return incorrect results :-)
assert result == 123

You can also pass extra arguments:

.. code-block:: python

def test_my_stuff(benchmark):
benchmark(time.sleep, 0.02)

Or even keyword arguments:

.. code-block:: python

def test_my_stuff(benchmark):
benchmark(time.sleep, duration=0.02)

Another pattern seen in the wild, that is not recommended for micro-benchmarks (very fast code) but may be convenient:

.. code-block:: python

def test_my_stuff(benchmark):
@benchmark
def something(): # unnecessary function call
time.sleep(0.000001)

A better way is to just benchmark the final function:

.. code-block:: python

def test_my_stuff(benchmark):
benchmark(time.sleep, 0.000001) # way more accurate results!

If you need to do fine control over how the benchmark is run (like a `setup` function, exact control of `iterations` and
`rounds`) there's a special mode - pedantic_:

.. code-block:: python

def my_special_setup():
...

def test_with_setup(benchmark):
benchmark.pedantic(something, setup=my_special_setup, args=(1, 2, 3), kwargs={'foo': 'bar'}, iterations=10, rounds=100)

Screenshots
-----------

Normal run:

.. image:: https://github.com/ionelmc/pytest-benchmark/raw/master/docs/screenshot.png
:alt: Screenshot of pytest summary

Compare mode (``--benchmark-compare``):

.. image:: https://github.com/ionelmc/pytest-benchmark/raw/master/docs/screenshot-compare.png
:alt: Screenshot of pytest summary in compare mode

Histogram (``--benchmark-histogram``):

.. image:: https://cdn.rawgit.com/ionelmc/pytest-benchmark/94860cc8f47aed7ba4f9c7e1380c2195342613f6/docs/sample-tests_test_normal.py_test_xfast_parametrized%5B0%5D.svg
:alt: Histogram sample

..

Also, it has `nice tooltips `_.

Development
===========

To run the all tests run::

tox

Credits
=======

* Timing code and ideas taken from: https://github.com/vstinner/misc/blob/34d3128468e450dad15b6581af96a790f8bd58ce/python/benchmark.py

.. _FAQ: http://pytest-benchmark.readthedocs.org/en/latest/faq.html
.. _calibration: http://pytest-benchmark.readthedocs.org/en/latest/calibration.html
.. _pedantic: http://pytest-benchmark.readthedocs.org/en/latest/pedantic.html