.. DO NOT EDIT.
.. THIS FILE WAS AUTOMATICALLY GENERATED BY SPHINX-GALLERY.
.. TO MAKE CHANGES, EDIT THE SOURCE PYTHON FILE:
.. "gyexamples/plot_profiling.py"
.. LINE NUMBERS ARE GIVEN BELOW.

.. only:: html

    .. note::
        :class: sphx-glr-download-link-note

        :ref:`Go to the end <sphx_glr_download_gyexamples_plot_profiling.py>`
        to download the full example code

.. rst-class:: sphx-glr-example-title

.. _sphx_glr_gyexamples_plot_profiling.py:


.. _l-example-event-profling:

EventProfiler
=============

.. index:: event, profiling, profiler

Many profilers propose to see how long a program stays
in a function (see :mod:`cProfile`, :epkg:`pyinstrument`,
:epkg:`palanteer`). This one logs events. It merges function calls
and memory allocations. We compare the insertion and the search
of many elements.

.. contents::
    :local:

The simple function to look at
++++++++++++++++++++++++++++++

.. GENERATED FROM PYTHON SOURCE LINES 23-52

.. code-block:: default


    import time
    import inspect
    from cpyquickhelper.profiling import (
        EventProfiler, WithEventProfiler)
    from cpyquickhelper.profiling.event_profiler import EventProfilerDebug
    from cpyquickhelper.profiling._event_profiler_c import (
        _profiling_start, _profiling_stop,
        _profiling_log_event, _profiling_delete)


    def f1(t):
        time.sleep(t)


    def f2():
        f1(0.1)


    def f3():
        li = [0 for i in range(0, 100)]
        f1(0.2)
        return li


    def f4():
        f2()
        f3()








.. GENERATED FROM PYTHON SOURCE LINES 53-57

The profiling
+++++++++++++

It works the same way.

.. GENERATED FROM PYTHON SOURCE LINES 57-64

.. code-block:: default



    ev = EventProfiler()
    ev.start()
    f4()
    ev.stop()








.. GENERATED FROM PYTHON SOURCE LINES 65-67

The report
++++++++++

.. GENERATED FROM PYTHON SOURCE LINES 67-76

.. code-block:: default



    def clean_name(name):
        return "/".join(name.replace("\\", "/").split('/')[-3:])


    df = ev.retrieve_results(clean_file_name=clean_name)
    df






.. raw:: html

    <div class="output_subarea output_html rendered_html output_result">
    <div>
    <style scoped>
        .dataframe tbody tr th:only-of-type {
            vertical-align: middle;
        }

        .dataframe tbody tr th {
            vertical-align: top;
        }

        .dataframe thead th {
            text-align: right;
        }
    </style>
    <table border="1" class="dataframe">
      <thead>
        <tr style="text-align: right;">
          <th></th>
          <th>time</th>
          <th>value1</th>
          <th>value2</th>
          <th>event</th>
          <th>name</th>
          <th>mod</th>
          <th>lineno</th>
          <th>from_name</th>
          <th>from_mod</th>
          <th>from_line</th>
        </tr>
      </thead>
      <tbody>
        <tr>
          <th>0</th>
          <td>1688096092390937219</td>
          <td>0</td>
          <td>0</td>
          <td>return</td>
          <td>_setup_profiler</td>
          <td>cpyquickhelper/profiling/event_profiler.py</td>
          <td>153</td>
          <td>start</td>
          <td>cpyquickhelper/profiling/event_profiler.py</td>
          <td>126</td>
        </tr>
        <tr>
          <th>1</th>
          <td>1688096092390948739</td>
          <td>0</td>
          <td>0</td>
          <td>profiler_start</td>
          <td>__init__</td>
          <td>cpyquickhelper/profiling/event_profiler.py</td>
          <td>77</td>
          <td>&lt;module&gt;</td>
          <td>_doc/examples/plot_profiling.py</td>
          <td>61</td>
        </tr>
        <tr>
          <th>2</th>
          <td>1688096092390967509</td>
          <td>0</td>
          <td>0</td>
          <td>return</td>
          <td>start</td>
          <td>cpyquickhelper/profiling/event_profiler.py</td>
          <td>109</td>
          <td>&lt;module&gt;</td>
          <td>_doc/examples/plot_profiling.py</td>
          <td>61</td>
        </tr>
        <tr>
          <th>3</th>
          <td>1688096092390983048</td>
          <td>0</td>
          <td>0</td>
          <td>call</td>
          <td>f4</td>
          <td>_doc/examples/plot_profiling.py</td>
          <td>48</td>
          <td>&lt;module&gt;</td>
          <td>_doc/examples/plot_profiling.py</td>
          <td>61</td>
        </tr>
        <tr>
          <th>4</th>
          <td>1688096092390998198</td>
          <td>0</td>
          <td>0</td>
          <td>call</td>
          <td>f2</td>
          <td>_doc/examples/plot_profiling.py</td>
          <td>38</td>
          <td>f4</td>
          <td>_doc/examples/plot_profiling.py</td>
          <td>50</td>
        </tr>
        <tr>
          <th>...</th>
          <td>...</td>
          <td>...</td>
          <td>...</td>
          <td>...</td>
          <td>...</td>
          <td>...</td>
          <td>...</td>
          <td>...</td>
          <td>...</td>
          <td>...</td>
        </tr>
        <tr>
          <th>290</th>
          <td>1688096092695811836</td>
          <td>0</td>
          <td>0</td>
          <td>call</td>
          <td>&lt;module&gt;</td>
          <td>_doc/examples/plot_profiling.py</td>
          <td>62</td>
          <td>__call__</td>
          <td>site-packages/sphinx_gallery/gen_rst.py</td>
          <td>650</td>
        </tr>
        <tr>
          <th>291</th>
          <td>1688096092695830626</td>
          <td>0</td>
          <td>0</td>
          <td>call</td>
          <td>stop</td>
          <td>cpyquickhelper/profiling/event_profiler.py</td>
          <td>128</td>
          <td>&lt;module&gt;</td>
          <td>_doc/examples/plot_profiling.py</td>
          <td>1</td>
        </tr>
        <tr>
          <th>292</th>
          <td>1688096092695858806</td>
          <td>0</td>
          <td>0</td>
          <td>call</td>
          <td>_restore_profiler</td>
          <td>cpyquickhelper/profiling/event_profiler.py</td>
          <td>168</td>
          <td>stop</td>
          <td>cpyquickhelper/profiling/event_profiler.py</td>
          <td>151</td>
        </tr>
        <tr>
          <th>293</th>
          <td>1688096092695872996</td>
          <td>0</td>
          <td>0</td>
          <td>c_call</td>
          <td>setprofile</td>
          <td>sys</td>
          <td>168</td>
          <td>setprofile</td>
          <td>cpyquickhelper/profiling/event_profiler.py</td>
          <td>151</td>
        </tr>
        <tr>
          <th>294</th>
          <td>1688096092695890215</td>
          <td>0</td>
          <td>0</td>
          <td>profiler_sort</td>
          <td>__init__</td>
          <td>cpyquickhelper/profiling/event_profiler.py</td>
          <td>77</td>
          <td>&lt;module&gt;</td>
          <td>_doc/examples/plot_profiling.py</td>
          <td>61</td>
        </tr>
      </tbody>
    </table>
    <p>295 rows × 10 columns</p>
    </div>
    </div>
    <br />
    <br />

.. GENERATED FROM PYTHON SOURCE LINES 77-79

Plotting
++++++++

.. GENERATED FROM PYTHON SOURCE LINES 79-90

.. code-block:: default


    df['cst'] = 1
    df['nev'] = df['cst'].cumsum()
    ax = df[['time', 'nev']].plot(
        x='time', y='nev', title="Number of events / time")
    for i in range(1, df.shape[0]):
        x = (df.loc[i - 1, 'time'] + df.loc[i, 'time']) / 2
        y = df.loc[i, 'nev']
        ax.text(x, y, df.loc[i - 1, 'name'], rotation=90, fontsize=8)





.. image-sg:: /gyexamples/images/sphx_glr_plot_profiling_001.png
   :alt: Number of events / time
   :srcset: /gyexamples/images/sphx_glr_plot_profiling_001.png
   :class: sphx-glr-single-img





.. GENERATED FROM PYTHON SOURCE LINES 91-99

If the code raises an exception
+++++++++++++++++++++++++++++++

The program crashes if the profiled code raises an exception
because the memory profiler is not restored before python extracts
the call stack. New allocations still get logged into an object with
was deleted. The exception must be caught or another syntax can be
used.

.. GENERATED FROM PYTHON SOURCE LINES 99-106

.. code-block:: default


    wev = WithEventProfiler(clean_file_name=clean_name)
    with wev:
        f4()

    wev.report






.. raw:: html

    <div class="output_subarea output_html rendered_html output_result">
    <div>
    <style scoped>
        .dataframe tbody tr th:only-of-type {
            vertical-align: middle;
        }

        .dataframe tbody tr th {
            vertical-align: top;
        }

        .dataframe thead th {
            text-align: right;
        }
    </style>
    <table border="1" class="dataframe">
      <thead>
        <tr style="text-align: right;">
          <th></th>
          <th>time</th>
          <th>value1</th>
          <th>value2</th>
          <th>event</th>
          <th>name</th>
          <th>mod</th>
          <th>lineno</th>
          <th>from_name</th>
          <th>from_mod</th>
          <th>from_line</th>
        </tr>
      </thead>
      <tbody>
        <tr>
          <th>0</th>
          <td>1688096094681186875</td>
          <td>0</td>
          <td>0</td>
          <td>return</td>
          <td>_setup_profiler</td>
          <td>cpyquickhelper/profiling/event_profiler.py</td>
          <td>153</td>
          <td>start</td>
          <td>cpyquickhelper/profiling/event_profiler.py</td>
          <td>126</td>
        </tr>
        <tr>
          <th>1</th>
          <td>1688096094681198025</td>
          <td>0</td>
          <td>0</td>
          <td>profiler_start</td>
          <td>__init__</td>
          <td>cpyquickhelper/profiling/event_profiler.py</td>
          <td>77</td>
          <td>__enter__</td>
          <td>cpyquickhelper/profiling/event_profiler.py</td>
          <td>361</td>
        </tr>
        <tr>
          <th>2</th>
          <td>1688096094681216365</td>
          <td>0</td>
          <td>0</td>
          <td>return</td>
          <td>start</td>
          <td>cpyquickhelper/profiling/event_profiler.py</td>
          <td>109</td>
          <td>__enter__</td>
          <td>cpyquickhelper/profiling/event_profiler.py</td>
          <td>361</td>
        </tr>
        <tr>
          <th>3</th>
          <td>1688096094681229975</td>
          <td>0</td>
          <td>0</td>
          <td>return</td>
          <td>__enter__</td>
          <td>cpyquickhelper/profiling/event_profiler.py</td>
          <td>359</td>
          <td>&lt;module&gt;</td>
          <td>_doc/examples/plot_profiling.py</td>
          <td>102</td>
        </tr>
        <tr>
          <th>4</th>
          <td>1688096094681249135</td>
          <td>0</td>
          <td>0</td>
          <td>call</td>
          <td>f4</td>
          <td>_doc/examples/plot_profiling.py</td>
          <td>48</td>
          <td>&lt;module&gt;</td>
          <td>_doc/examples/plot_profiling.py</td>
          <td>102</td>
        </tr>
        <tr>
          <th>5</th>
          <td>1688096094681263704</td>
          <td>0</td>
          <td>0</td>
          <td>call</td>
          <td>f2</td>
          <td>_doc/examples/plot_profiling.py</td>
          <td>38</td>
          <td>f4</td>
          <td>_doc/examples/plot_profiling.py</td>
          <td>50</td>
        </tr>
        <tr>
          <th>6</th>
          <td>1688096094681279524</td>
          <td>0</td>
          <td>0</td>
          <td>call</td>
          <td>f1</td>
          <td>_doc/examples/plot_profiling.py</td>
          <td>34</td>
          <td>f2</td>
          <td>_doc/examples/plot_profiling.py</td>
          <td>39</td>
        </tr>
        <tr>
          <th>7</th>
          <td>1688096094681294434</td>
          <td>0</td>
          <td>0</td>
          <td>c_call</td>
          <td>sleep</td>
          <td>time</td>
          <td>34</td>
          <td>sleep</td>
          <td>_doc/examples/plot_profiling.py</td>
          <td>39</td>
        </tr>
        <tr>
          <th>8</th>
          <td>1688096094781475805</td>
          <td>0</td>
          <td>0</td>
          <td>c_return</td>
          <td>sleep</td>
          <td>time</td>
          <td>34</td>
          <td>sleep</td>
          <td>_doc/examples/plot_profiling.py</td>
          <td>39</td>
        </tr>
        <tr>
          <th>9</th>
          <td>1688096094781490075</td>
          <td>0</td>
          <td>0</td>
          <td>return</td>
          <td>f1</td>
          <td>_doc/examples/plot_profiling.py</td>
          <td>34</td>
          <td>f2</td>
          <td>_doc/examples/plot_profiling.py</td>
          <td>39</td>
        </tr>
        <tr>
          <th>10</th>
          <td>1688096094781502245</td>
          <td>0</td>
          <td>0</td>
          <td>return</td>
          <td>f2</td>
          <td>_doc/examples/plot_profiling.py</td>
          <td>38</td>
          <td>f4</td>
          <td>_doc/examples/plot_profiling.py</td>
          <td>50</td>
        </tr>
        <tr>
          <th>11</th>
          <td>1688096094781531814</td>
          <td>0</td>
          <td>0</td>
          <td>call</td>
          <td>f3</td>
          <td>_doc/examples/plot_profiling.py</td>
          <td>42</td>
          <td>f4</td>
          <td>_doc/examples/plot_profiling.py</td>
          <td>50</td>
        </tr>
        <tr>
          <th>12</th>
          <td>1688096094781558224</td>
          <td>0</td>
          <td>0</td>
          <td>call</td>
          <td>&lt;listcomp&gt;</td>
          <td>_doc/examples/plot_profiling.py</td>
          <td>43</td>
          <td>f3</td>
          <td>_doc/examples/plot_profiling.py</td>
          <td>45</td>
        </tr>
        <tr>
          <th>13</th>
          <td>1688096094781573984</td>
          <td>94842261879392</td>
          <td>608</td>
          <td>malloc</td>
          <td>start</td>
          <td>cpyquickhelper/profiling/event_profiler.py</td>
          <td>109</td>
          <td>__enter__</td>
          <td>cpyquickhelper/profiling/event_profiler.py</td>
          <td>361</td>
        </tr>
        <tr>
          <th>14</th>
          <td>1688096094781577534</td>
          <td>94842261879392</td>
          <td>-608</td>
          <td>realloc_free</td>
          <td>start</td>
          <td>cpyquickhelper/profiling/event_profiler.py</td>
          <td>109</td>
          <td>__enter__</td>
          <td>cpyquickhelper/profiling/event_profiler.py</td>
          <td>361</td>
        </tr>
        <tr>
          <th>15</th>
          <td>1688096094781577684</td>
          <td>94842261879392</td>
          <td>736</td>
          <td>realloc</td>
          <td>start</td>
          <td>cpyquickhelper/profiling/event_profiler.py</td>
          <td>109</td>
          <td>__enter__</td>
          <td>cpyquickhelper/profiling/event_profiler.py</td>
          <td>361</td>
        </tr>
        <tr>
          <th>16</th>
          <td>1688096094781579454</td>
          <td>94842261879392</td>
          <td>-736</td>
          <td>realloc_free</td>
          <td>start</td>
          <td>cpyquickhelper/profiling/event_profiler.py</td>
          <td>109</td>
          <td>__enter__</td>
          <td>cpyquickhelper/profiling/event_profiler.py</td>
          <td>361</td>
        </tr>
        <tr>
          <th>17</th>
          <td>1688096094781579584</td>
          <td>94842261879392</td>
          <td>864</td>
          <td>realloc</td>
          <td>start</td>
          <td>cpyquickhelper/profiling/event_profiler.py</td>
          <td>109</td>
          <td>__enter__</td>
          <td>cpyquickhelper/profiling/event_profiler.py</td>
          <td>361</td>
        </tr>
        <tr>
          <th>18</th>
          <td>1688096094781591574</td>
          <td>0</td>
          <td>0</td>
          <td>return</td>
          <td>&lt;listcomp&gt;</td>
          <td>_doc/examples/plot_profiling.py</td>
          <td>43</td>
          <td>f3</td>
          <td>_doc/examples/plot_profiling.py</td>
          <td>45</td>
        </tr>
        <tr>
          <th>19</th>
          <td>1688096094781601324</td>
          <td>94842258139520</td>
          <td>576</td>
          <td>malloc</td>
          <td>start</td>
          <td>cpyquickhelper/profiling/event_profiler.py</td>
          <td>109</td>
          <td>__enter__</td>
          <td>cpyquickhelper/profiling/event_profiler.py</td>
          <td>361</td>
        </tr>
        <tr>
          <th>20</th>
          <td>1688096094781609653</td>
          <td>0</td>
          <td>0</td>
          <td>call</td>
          <td>f1</td>
          <td>_doc/examples/plot_profiling.py</td>
          <td>34</td>
          <td>f3</td>
          <td>_doc/examples/plot_profiling.py</td>
          <td>45</td>
        </tr>
        <tr>
          <th>21</th>
          <td>1688096094781622793</td>
          <td>0</td>
          <td>0</td>
          <td>c_call</td>
          <td>sleep</td>
          <td>time</td>
          <td>34</td>
          <td>sleep</td>
          <td>_doc/examples/plot_profiling.py</td>
          <td>45</td>
        </tr>
        <tr>
          <th>22</th>
          <td>1688096094981924145</td>
          <td>0</td>
          <td>0</td>
          <td>c_return</td>
          <td>sleep</td>
          <td>time</td>
          <td>34</td>
          <td>sleep</td>
          <td>_doc/examples/plot_profiling.py</td>
          <td>45</td>
        </tr>
        <tr>
          <th>23</th>
          <td>1688096094981942345</td>
          <td>0</td>
          <td>0</td>
          <td>return</td>
          <td>f1</td>
          <td>_doc/examples/plot_profiling.py</td>
          <td>34</td>
          <td>f3</td>
          <td>_doc/examples/plot_profiling.py</td>
          <td>45</td>
        </tr>
        <tr>
          <th>24</th>
          <td>1688096094981957145</td>
          <td>0</td>
          <td>0</td>
          <td>return</td>
          <td>f3</td>
          <td>_doc/examples/plot_profiling.py</td>
          <td>42</td>
          <td>f4</td>
          <td>_doc/examples/plot_profiling.py</td>
          <td>50</td>
        </tr>
        <tr>
          <th>25</th>
          <td>1688096094981969435</td>
          <td>0</td>
          <td>0</td>
          <td>return</td>
          <td>f4</td>
          <td>_doc/examples/plot_profiling.py</td>
          <td>48</td>
          <td>&lt;module&gt;</td>
          <td>_doc/examples/plot_profiling.py</td>
          <td>102</td>
        </tr>
        <tr>
          <th>26</th>
          <td>1688096094981987695</td>
          <td>0</td>
          <td>0</td>
          <td>call</td>
          <td>__exit__</td>
          <td>cpyquickhelper/profiling/event_profiler.py</td>
          <td>363</td>
          <td>&lt;module&gt;</td>
          <td>_doc/examples/plot_profiling.py</td>
          <td>102</td>
        </tr>
        <tr>
          <th>27</th>
          <td>1688096094982010414</td>
          <td>0</td>
          <td>0</td>
          <td>call</td>
          <td>stop</td>
          <td>cpyquickhelper/profiling/event_profiler.py</td>
          <td>128</td>
          <td>__exit__</td>
          <td>cpyquickhelper/profiling/event_profiler.py</td>
          <td>365</td>
        </tr>
        <tr>
          <th>28</th>
          <td>1688096094982027424</td>
          <td>0</td>
          <td>0</td>
          <td>call</td>
          <td>_restore_profiler</td>
          <td>cpyquickhelper/profiling/event_profiler.py</td>
          <td>168</td>
          <td>stop</td>
          <td>cpyquickhelper/profiling/event_profiler.py</td>
          <td>151</td>
        </tr>
        <tr>
          <th>29</th>
          <td>1688096094982041424</td>
          <td>0</td>
          <td>0</td>
          <td>c_call</td>
          <td>setprofile</td>
          <td>sys</td>
          <td>168</td>
          <td>setprofile</td>
          <td>cpyquickhelper/profiling/event_profiler.py</td>
          <td>151</td>
        </tr>
        <tr>
          <th>30</th>
          <td>1688096094982057674</td>
          <td>0</td>
          <td>0</td>
          <td>profiler_sort</td>
          <td>__init__</td>
          <td>cpyquickhelper/profiling/event_profiler.py</td>
          <td>77</td>
          <td>__enter__</td>
          <td>cpyquickhelper/profiling/event_profiler.py</td>
          <td>361</td>
        </tr>
      </tbody>
    </table>
    </div>
    </div>
    <br />
    <br />

.. GENERATED FROM PYTHON SOURCE LINES 107-113

Profiling cost
++++++++++++++

Logging an events takes a few microseconds so
A class not profiling but still logging is available
to measure the cost of the profiling.

.. GENERATED FROM PYTHON SOURCE LINES 113-158

.. code-block:: default



    def measure_implementation(impl):
        N = 100000

        if impl == 'python':
            ev = EventProfilerDebug(impl=impl)
            ev.start()
            begin = time.perf_counter()
            for _ in range(N):
                ev.log_event(inspect.currentframe(), 'call', None)
                ev.log_event(inspect.currentframe(), 'return', None)
            end = time.perf_counter()
            ev.stop()
        elif impl == 'c':
            _profiling_start(10000000, True)
            begin = time.perf_counter()
            for _ in range(N):
                _profiling_log_event(inspect.currentframe(), 'call', None)
                _profiling_log_event(inspect.currentframe(), 'return', None)
            end = time.perf_counter()
            _profiling_delete()
            _profiling_stop()
        else:
            ev = EventProfilerDebug(impl=impl)
            ev.start()
            begin = time.perf_counter()
            for _ in range(N):
                ev._buffer.c_log_event(
                    inspect.currentframe(), 'call', None)
                ev._buffer.c_log_event(
                    inspect.currentframe(), 'return', None)
            end = time.perf_counter()
            ev.stop()

        duration = end - begin
        msg = f"{impl}: {duration / N * 1000000.0:1.6f} microsecond"
        return msg


    print(measure_implementation('python'))
    print(measure_implementation('pybind11'))
    print(measure_implementation('c'))






.. rst-class:: sphx-glr-script-out

 .. code-block:: none

    python: 24.464197 microsecond
    pybind11: 14.071535 microsecond
    c: 4.781298 microsecond




.. GENERATED FROM PYTHON SOURCE LINES 159-165

The fastest implementation uses Python C API and can be enabled
by using `EventProfiler(impl='c')`. This implementation
relies on function from `l-api-c-profiler`.

EventProfiler with C implementation
+++++++++++++++++++++++++++++++++++

.. GENERATED FROM PYTHON SOURCE LINES 165-171

.. code-block:: default


    wev = WithEventProfiler(clean_file_name=clean_name, impl='c')
    with wev:
        f4()

    wev.report





.. raw:: html

    <div class="output_subarea output_html rendered_html output_result">
    <div>
    <style scoped>
        .dataframe tbody tr th:only-of-type {
            vertical-align: middle;
        }

        .dataframe tbody tr th {
            vertical-align: top;
        }

        .dataframe thead th {
            text-align: right;
        }
    </style>
    <table border="1" class="dataframe">
      <thead>
        <tr style="text-align: right;">
          <th></th>
          <th>time</th>
          <th>value1</th>
          <th>value2</th>
          <th>event</th>
          <th>name</th>
          <th>mod</th>
          <th>lineno</th>
          <th>from_name</th>
          <th>from_mod</th>
          <th>from_line</th>
        </tr>
      </thead>
      <tbody>
        <tr>
          <th>0</th>
          <td>1688096100009888526</td>
          <td>0</td>
          <td>0</td>
          <td>return</td>
          <td>_setup_profiler</td>
          <td>cpyquickhelper/profiling/event_profiler.py</td>
          <td>153</td>
          <td>start</td>
          <td>cpyquickhelper/profiling/event_profiler.py</td>
          <td>126</td>
        </tr>
        <tr>
          <th>1</th>
          <td>1688096100009897186</td>
          <td>0</td>
          <td>0</td>
          <td>c_call</td>
          <td>_profiling_register_pyinstance</td>
          <td>cpyquickhelper.profiling._event_profiler_c</td>
          <td>109</td>
          <td>_profiling_register_pyinstance</td>
          <td>cpyquickhelper/profiling/event_profiler.py</td>
          <td>361</td>
        </tr>
        <tr>
          <th>2</th>
          <td>1688096100009902926</td>
          <td>0</td>
          <td>0</td>
          <td>c_return</td>
          <td>_profiling_register_pyinstance</td>
          <td>cpyquickhelper.profiling._event_profiler_c</td>
          <td>109</td>
          <td>_profiling_register_pyinstance</td>
          <td>cpyquickhelper/profiling/event_profiler.py</td>
          <td>361</td>
        </tr>
        <tr>
          <th>3</th>
          <td>1688096100009904886</td>
          <td>0</td>
          <td>0</td>
          <td>return</td>
          <td>start</td>
          <td>cpyquickhelper/profiling/event_profiler.py</td>
          <td>109</td>
          <td>__enter__</td>
          <td>cpyquickhelper/profiling/event_profiler.py</td>
          <td>361</td>
        </tr>
        <tr>
          <th>4</th>
          <td>1688096100009908736</td>
          <td>0</td>
          <td>0</td>
          <td>return</td>
          <td>__enter__</td>
          <td>cpyquickhelper/profiling/event_profiler.py</td>
          <td>359</td>
          <td>&lt;module&gt;</td>
          <td>_doc/examples/plot_profiling.py</td>
          <td>168</td>
        </tr>
        <tr>
          <th>5</th>
          <td>1688096100009918456</td>
          <td>0</td>
          <td>0</td>
          <td>call</td>
          <td>f4</td>
          <td>_doc/examples/plot_profiling.py</td>
          <td>48</td>
          <td>&lt;module&gt;</td>
          <td>_doc/examples/plot_profiling.py</td>
          <td>168</td>
        </tr>
        <tr>
          <th>6</th>
          <td>1688096100009921366</td>
          <td>0</td>
          <td>0</td>
          <td>call</td>
          <td>f2</td>
          <td>_doc/examples/plot_profiling.py</td>
          <td>38</td>
          <td>f4</td>
          <td>_doc/examples/plot_profiling.py</td>
          <td>50</td>
        </tr>
        <tr>
          <th>7</th>
          <td>1688096100009925866</td>
          <td>0</td>
          <td>0</td>
          <td>call</td>
          <td>f1</td>
          <td>_doc/examples/plot_profiling.py</td>
          <td>34</td>
          <td>f2</td>
          <td>_doc/examples/plot_profiling.py</td>
          <td>39</td>
        </tr>
        <tr>
          <th>8</th>
          <td>1688096100009930596</td>
          <td>0</td>
          <td>0</td>
          <td>c_call</td>
          <td>sleep</td>
          <td>time</td>
          <td>34</td>
          <td>sleep</td>
          <td>_doc/examples/plot_profiling.py</td>
          <td>39</td>
        </tr>
        <tr>
          <th>9</th>
          <td>1688096100110098966</td>
          <td>0</td>
          <td>0</td>
          <td>c_return</td>
          <td>sleep</td>
          <td>time</td>
          <td>34</td>
          <td>sleep</td>
          <td>_doc/examples/plot_profiling.py</td>
          <td>39</td>
        </tr>
        <tr>
          <th>10</th>
          <td>1688096100110101686</td>
          <td>0</td>
          <td>0</td>
          <td>return</td>
          <td>f1</td>
          <td>_doc/examples/plot_profiling.py</td>
          <td>34</td>
          <td>f2</td>
          <td>_doc/examples/plot_profiling.py</td>
          <td>39</td>
        </tr>
        <tr>
          <th>11</th>
          <td>1688096100110103366</td>
          <td>0</td>
          <td>0</td>
          <td>return</td>
          <td>f2</td>
          <td>_doc/examples/plot_profiling.py</td>
          <td>38</td>
          <td>f4</td>
          <td>_doc/examples/plot_profiling.py</td>
          <td>50</td>
        </tr>
        <tr>
          <th>12</th>
          <td>1688096100110111606</td>
          <td>0</td>
          <td>0</td>
          <td>call</td>
          <td>f3</td>
          <td>_doc/examples/plot_profiling.py</td>
          <td>42</td>
          <td>f4</td>
          <td>_doc/examples/plot_profiling.py</td>
          <td>50</td>
        </tr>
        <tr>
          <th>13</th>
          <td>1688096100110131386</td>
          <td>0</td>
          <td>0</td>
          <td>call</td>
          <td>&lt;listcomp&gt;</td>
          <td>_doc/examples/plot_profiling.py</td>
          <td>43</td>
          <td>f3</td>
          <td>_doc/examples/plot_profiling.py</td>
          <td>45</td>
        </tr>
        <tr>
          <th>14</th>
          <td>1688096100110145946</td>
          <td>94842260633568</td>
          <td>608</td>
          <td>malloc</td>
          <td>start</td>
          <td>cpyquickhelper/profiling/event_profiler.py</td>
          <td>109</td>
          <td>__enter__</td>
          <td>cpyquickhelper/profiling/event_profiler.py</td>
          <td>361</td>
        </tr>
        <tr>
          <th>15</th>
          <td>1688096100110150776</td>
          <td>94842260633568</td>
          <td>-608</td>
          <td>realloc_free</td>
          <td>start</td>
          <td>cpyquickhelper/profiling/event_profiler.py</td>
          <td>109</td>
          <td>__enter__</td>
          <td>cpyquickhelper/profiling/event_profiler.py</td>
          <td>361</td>
        </tr>
        <tr>
          <th>16</th>
          <td>1688096100110151026</td>
          <td>94842260623040</td>
          <td>736</td>
          <td>realloc</td>
          <td>start</td>
          <td>cpyquickhelper/profiling/event_profiler.py</td>
          <td>109</td>
          <td>__enter__</td>
          <td>cpyquickhelper/profiling/event_profiler.py</td>
          <td>361</td>
        </tr>
        <tr>
          <th>17</th>
          <td>1688096100110152906</td>
          <td>94842260623040</td>
          <td>-736</td>
          <td>realloc_free</td>
          <td>start</td>
          <td>cpyquickhelper/profiling/event_profiler.py</td>
          <td>109</td>
          <td>__enter__</td>
          <td>cpyquickhelper/profiling/event_profiler.py</td>
          <td>361</td>
        </tr>
        <tr>
          <th>18</th>
          <td>1688096100110153046</td>
          <td>94842260623040</td>
          <td>864</td>
          <td>realloc</td>
          <td>start</td>
          <td>cpyquickhelper/profiling/event_profiler.py</td>
          <td>109</td>
          <td>__enter__</td>
          <td>cpyquickhelper/profiling/event_profiler.py</td>
          <td>361</td>
        </tr>
        <tr>
          <th>19</th>
          <td>1688096100110155906</td>
          <td>0</td>
          <td>0</td>
          <td>return</td>
          <td>list</td>
          <td>builtins</td>
          <td>43</td>
          <td>list</td>
          <td>_doc/examples/plot_profiling.py</td>
          <td>45</td>
        </tr>
        <tr>
          <th>20</th>
          <td>1688096100110161436</td>
          <td>0</td>
          <td>0</td>
          <td>call</td>
          <td>f1</td>
          <td>_doc/examples/plot_profiling.py</td>
          <td>34</td>
          <td>f3</td>
          <td>_doc/examples/plot_profiling.py</td>
          <td>45</td>
        </tr>
        <tr>
          <th>21</th>
          <td>1688096100110164706</td>
          <td>0</td>
          <td>0</td>
          <td>c_call</td>
          <td>sleep</td>
          <td>time</td>
          <td>34</td>
          <td>sleep</td>
          <td>_doc/examples/plot_profiling.py</td>
          <td>45</td>
        </tr>
        <tr>
          <th>22</th>
          <td>1688096100310445338</td>
          <td>0</td>
          <td>0</td>
          <td>c_return</td>
          <td>sleep</td>
          <td>time</td>
          <td>34</td>
          <td>sleep</td>
          <td>_doc/examples/plot_profiling.py</td>
          <td>45</td>
        </tr>
        <tr>
          <th>23</th>
          <td>1688096100310450778</td>
          <td>0</td>
          <td>0</td>
          <td>return</td>
          <td>f1</td>
          <td>_doc/examples/plot_profiling.py</td>
          <td>34</td>
          <td>f3</td>
          <td>_doc/examples/plot_profiling.py</td>
          <td>45</td>
        </tr>
        <tr>
          <th>24</th>
          <td>1688096100310454848</td>
          <td>0</td>
          <td>0</td>
          <td>return</td>
          <td>list</td>
          <td>builtins</td>
          <td>42</td>
          <td>list</td>
          <td>_doc/examples/plot_profiling.py</td>
          <td>50</td>
        </tr>
        <tr>
          <th>25</th>
          <td>1688096100310457018</td>
          <td>0</td>
          <td>0</td>
          <td>return</td>
          <td>f4</td>
          <td>_doc/examples/plot_profiling.py</td>
          <td>48</td>
          <td>&lt;module&gt;</td>
          <td>_doc/examples/plot_profiling.py</td>
          <td>168</td>
        </tr>
        <tr>
          <th>26</th>
          <td>1688096100310467208</td>
          <td>0</td>
          <td>0</td>
          <td>call</td>
          <td>__exit__</td>
          <td>cpyquickhelper/profiling/event_profiler.py</td>
          <td>363</td>
          <td>&lt;module&gt;</td>
          <td>_doc/examples/plot_profiling.py</td>
          <td>168</td>
        </tr>
        <tr>
          <th>27</th>
          <td>1688096100310482457</td>
          <td>0</td>
          <td>0</td>
          <td>call</td>
          <td>stop</td>
          <td>cpyquickhelper/profiling/event_profiler.py</td>
          <td>128</td>
          <td>__exit__</td>
          <td>cpyquickhelper/profiling/event_profiler.py</td>
          <td>365</td>
        </tr>
        <tr>
          <th>28</th>
          <td>1688096100310489507</td>
          <td>0</td>
          <td>0</td>
          <td>call</td>
          <td>_restore_profiler</td>
          <td>cpyquickhelper/profiling/event_profiler.py</td>
          <td>168</td>
          <td>stop</td>
          <td>cpyquickhelper/profiling/event_profiler.py</td>
          <td>151</td>
        </tr>
        <tr>
          <th>29</th>
          <td>1688096100310494117</td>
          <td>0</td>
          <td>0</td>
          <td>c_call</td>
          <td>setprofile</td>
          <td>sys</td>
          <td>168</td>
          <td>setprofile</td>
          <td>cpyquickhelper/profiling/event_profiler.py</td>
          <td>151</td>
        </tr>
        <tr>
          <th>30</th>
          <td>1688096100310506497</td>
          <td>94842261880272</td>
          <td>576</td>
          <td>malloc</td>
          <td>start</td>
          <td>cpyquickhelper/profiling/event_profiler.py</td>
          <td>109</td>
          <td>__enter__</td>
          <td>cpyquickhelper/profiling/event_profiler.py</td>
          <td>361</td>
        </tr>
      </tbody>
    </table>
    </div>
    </div>
    <br />
    <br />


.. rst-class:: sphx-glr-timing

   **Total running time of the script:** ( 0 minutes  8.690 seconds)


.. _sphx_glr_download_gyexamples_plot_profiling.py:

.. only:: html

  .. container:: sphx-glr-footer sphx-glr-footer-example




    .. container:: sphx-glr-download sphx-glr-download-python

      :download:`Download Python source code: plot_profiling.py <plot_profiling.py>`

    .. container:: sphx-glr-download sphx-glr-download-jupyter

      :download:`Download Jupyter notebook: plot_profiling.ipynb <plot_profiling.ipynb>`


.. only:: html

 .. rst-class:: sphx-glr-signature

    `Gallery generated by Sphinx-Gallery <https://sphinx-gallery.github.io>`_