ionelmc/pytest-benchmark

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README.rst

Summary

Maintainability
Test Coverage
========
Overview
========

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    * - package
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    :alt: Supported implementations
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.. |commits-since| image:: https://img.shields.io/github/commits-since/ionelmc/pytest-benchmark/v4.0.0.svg
    :alt: Commits since latest release
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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 <http://pytest-benchmark.readthedocs.org/en/stable/>`_.

For master branch (may include documentation fixes): `pytest-benchmark.readthedocs.io/en/latest <http://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 <http://docs.pytest.org/en/latest/getting-started.html>`_
    or watch `talks <http://docs.pytest.org/en/latest/talks.html>`_.

    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 <http://docs.pytest.org/en/latest/parametrize.html>`_.
    * 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 <https://cdn.rawgit.com/ionelmc/pytest-benchmark/master/docs/sample.svg>`_.

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