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<div class="section" id="module-apache_beam.testing.load_tests.load_test_metrics_utils">
<span id="apache-beam-testing-load-tests-load-test-metrics-utils-module"></span><h1>apache_beam.testing.load_tests.load_test_metrics_utils module<a class="headerlink" href="#module-apache_beam.testing.load_tests.load_test_metrics_utils" title="Permalink to this headline"></a></h1>
<p>Utility functions used for integrating Metrics API into load tests pipelines.</p>
<p>Metrics are send to BigQuery in following format:
test_id | submit_timestamp | metric_type | value</p>
<p>The ‘test_id’ is common for all metrics for one run.
Currently it is possible to have following metrics types:
* runtime
* total_bytes_count</p>
<dl class="function">
<dt id="apache_beam.testing.load_tests.load_test_metrics_utils.parse_step">
<code class="descclassname">apache_beam.testing.load_tests.load_test_metrics_utils.</code><code class="descname">parse_step</code><span class="sig-paren">(</span><em>step_name</em><span class="sig-paren">)</span><a class="reference internal" href="_modules/apache_beam/testing/load_tests/load_test_metrics_utils.html#parse_step"><span class="viewcode-link">[source]</span></a><a class="headerlink" href="#apache_beam.testing.load_tests.load_test_metrics_utils.parse_step" title="Permalink to this definition"></a></dt>
<dd><p>Replaces white spaces and removes ‘Step:’ label</p>
<table class="docutils field-list" frame="void" rules="none">
<col class="field-name" />
<col class="field-body" />
<tbody valign="top">
<tr class="field-odd field"><th class="field-name">Parameters:</th><td class="field-body"><strong>step_name</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.9)"><em>str</em></a>) – step name passed in metric ParDo</td>
</tr>
<tr class="field-even field"><th class="field-name">Returns:</th><td class="field-body">lower case step name without namespace and step label</td>
</tr>
</tbody>
</table>
</dd></dl>
<dl class="function">
<dt id="apache_beam.testing.load_tests.load_test_metrics_utils.split_metrics_by_namespace_and_name">
<code class="descclassname">apache_beam.testing.load_tests.load_test_metrics_utils.</code><code class="descname">split_metrics_by_namespace_and_name</code><span class="sig-paren">(</span><em>metrics</em>, <em>namespace</em>, <em>name</em><span class="sig-paren">)</span><a class="reference internal" href="_modules/apache_beam/testing/load_tests/load_test_metrics_utils.html#split_metrics_by_namespace_and_name"><span class="viewcode-link">[source]</span></a><a class="headerlink" href="#apache_beam.testing.load_tests.load_test_metrics_utils.split_metrics_by_namespace_and_name" title="Permalink to this definition"></a></dt>
<dd><p>Splits metrics list namespace and name.</p>
<table class="docutils field-list" frame="void" rules="none">
<col class="field-name" />
<col class="field-body" />
<tbody valign="top">
<tr class="field-odd field"><th class="field-name">Parameters:</th><td class="field-body"><ul class="first simple">
<li><strong>metrics</strong> – list of metrics from pipeline result</li>
<li><strong>namespace</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.9)"><em>str</em></a>) – filter metrics by namespace</li>
<li><strong>name</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.9)"><em>str</em></a>) – filter metrics by name</li>
</ul>
</td>
</tr>
<tr class="field-even field"><th class="field-name">Returns:</th><td class="field-body"><p class="first last">two lists - one of metrics which are matching filters
and second of not matching</p>
</td>
</tr>
</tbody>
</table>
</dd></dl>
<dl class="function">
<dt id="apache_beam.testing.load_tests.load_test_metrics_utils.get_generic_distributions">
<code class="descclassname">apache_beam.testing.load_tests.load_test_metrics_utils.</code><code class="descname">get_generic_distributions</code><span class="sig-paren">(</span><em>generic_dists</em>, <em>metric_id</em><span class="sig-paren">)</span><a class="reference internal" href="_modules/apache_beam/testing/load_tests/load_test_metrics_utils.html#get_generic_distributions"><span class="viewcode-link">[source]</span></a><a class="headerlink" href="#apache_beam.testing.load_tests.load_test_metrics_utils.get_generic_distributions" title="Permalink to this definition"></a></dt>
<dd><p>Creates flatten list of distributions per its value type.
A generic distribution is the one which is not processed but saved in
the most raw version.</p>
<table class="docutils field-list" frame="void" rules="none">
<col class="field-name" />
<col class="field-body" />
<tbody valign="top">
<tr class="field-odd field"><th class="field-name">Parameters:</th><td class="field-body"><ul class="first simple">
<li><strong>generic_dists</strong> – list of distributions to be saved</li>
<li><strong>metric_id</strong> (<em>uuid</em>) – id of the current test run</li>
</ul>
</td>
</tr>
<tr class="field-even field"><th class="field-name">Returns:</th><td class="field-body"><p class="first last">list of dictionaries made from <a class="reference internal" href="#apache_beam.testing.load_tests.load_test_metrics_utils.DistributionMetric" title="apache_beam.testing.load_tests.load_test_metrics_utils.DistributionMetric"><code class="xref py py-class docutils literal notranslate"><span class="pre">DistributionMetric</span></code></a></p>
</td>
</tr>
</tbody>
</table>
</dd></dl>
<dl class="function">
<dt id="apache_beam.testing.load_tests.load_test_metrics_utils.get_all_distributions_by_type">
<code class="descclassname">apache_beam.testing.load_tests.load_test_metrics_utils.</code><code class="descname">get_all_distributions_by_type</code><span class="sig-paren">(</span><em>dist</em>, <em>metric_id</em><span class="sig-paren">)</span><a class="reference internal" href="_modules/apache_beam/testing/load_tests/load_test_metrics_utils.html#get_all_distributions_by_type"><span class="viewcode-link">[source]</span></a><a class="headerlink" href="#apache_beam.testing.load_tests.load_test_metrics_utils.get_all_distributions_by_type" title="Permalink to this definition"></a></dt>
<dd><p>Creates new list of objects with type of each distribution
metric value.</p>
<table class="docutils field-list" frame="void" rules="none">
<col class="field-name" />
<col class="field-body" />
<tbody valign="top">
<tr class="field-odd field"><th class="field-name">Parameters:</th><td class="field-body"><ul class="first simple">
<li><strong>dist</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#object" title="(in Python v3.9)"><em>object</em></a>) – DistributionMetric object to be parsed</li>
<li><strong>metric_id</strong> (<em>uuid</em>) – id of the current test run</li>
</ul>
</td>
</tr>
<tr class="field-even field"><th class="field-name">Returns:</th><td class="field-body"><p class="first last">list of <a class="reference internal" href="#apache_beam.testing.load_tests.load_test_metrics_utils.DistributionMetric" title="apache_beam.testing.load_tests.load_test_metrics_utils.DistributionMetric"><code class="xref py py-class docutils literal notranslate"><span class="pre">DistributionMetric</span></code></a> objects</p>
</td>
</tr>
</tbody>
</table>
</dd></dl>
<dl class="function">
<dt id="apache_beam.testing.load_tests.load_test_metrics_utils.get_distribution_dict">
<code class="descclassname">apache_beam.testing.load_tests.load_test_metrics_utils.</code><code class="descname">get_distribution_dict</code><span class="sig-paren">(</span><em>metric_type</em>, <em>submit_timestamp</em>, <em>dist</em>, <em>metric_id</em><span class="sig-paren">)</span><a class="reference internal" href="_modules/apache_beam/testing/load_tests/load_test_metrics_utils.html#get_distribution_dict"><span class="viewcode-link">[source]</span></a><a class="headerlink" href="#apache_beam.testing.load_tests.load_test_metrics_utils.get_distribution_dict" title="Permalink to this definition"></a></dt>
<dd><p>Function creates <a class="reference internal" href="#apache_beam.testing.load_tests.load_test_metrics_utils.DistributionMetric" title="apache_beam.testing.load_tests.load_test_metrics_utils.DistributionMetric"><code class="xref py py-class docutils literal notranslate"><span class="pre">DistributionMetric</span></code></a></p>
<table class="docutils field-list" frame="void" rules="none">
<col class="field-name" />
<col class="field-body" />
<tbody valign="top">
<tr class="field-odd field"><th class="field-name">Parameters:</th><td class="field-body"><ul class="first simple">
<li><strong>metric_type</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.9)"><em>str</em></a>) – type of value from distribution metric which will
be saved (ex. max, min, mean, sum)</li>
<li><strong>submit_timestamp</strong> – timestamp when metric is saved</li>
<li><strong>dist</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#object" title="(in Python v3.9)"><em>object</em></a>) – </li>
<li><strong>metric_id</strong> (<em>uuid</em>) – id of the current test run</li>
</ul>
</td>
</tr>
<tr class="field-even field"><th class="field-name">Returns:</th><td class="field-body"><p class="first last">dictionary prepared for saving according to schema</p>
</td>
</tr>
</tbody>
</table>
</dd></dl>
<dl class="class">
<dt id="apache_beam.testing.load_tests.load_test_metrics_utils.MetricsReader">
<em class="property">class </em><code class="descclassname">apache_beam.testing.load_tests.load_test_metrics_utils.</code><code class="descname">MetricsReader</code><span class="sig-paren">(</span><em>project_name=None</em>, <em>bq_table=None</em>, <em>bq_dataset=None</em>, <em>publish_to_bq=False</em>, <em>influxdb_options=None</em>, <em>namespace=None</em>, <em>filters=None</em><span class="sig-paren">)</span><a class="reference internal" href="_modules/apache_beam/testing/load_tests/load_test_metrics_utils.html#MetricsReader"><span class="viewcode-link">[source]</span></a><a class="headerlink" href="#apache_beam.testing.load_tests.load_test_metrics_utils.MetricsReader" title="Permalink to this definition"></a></dt>
<dd><p>Bases: <a class="reference external" href="https://docs.python.org/3/library/functions.html#object" title="(in Python v3.9)"><code class="xref py py-class docutils literal notranslate"><span class="pre">object</span></code></a></p>
<p>A <a class="reference internal" href="#apache_beam.testing.load_tests.load_test_metrics_utils.MetricsReader" title="apache_beam.testing.load_tests.load_test_metrics_utils.MetricsReader"><code class="xref py py-class docutils literal notranslate"><span class="pre">MetricsReader</span></code></a> retrieves metrics from pipeline result,
prepares it for publishers and setup publishers.</p>
<p>Initializes <a class="reference internal" href="#apache_beam.testing.load_tests.load_test_metrics_utils.MetricsReader" title="apache_beam.testing.load_tests.load_test_metrics_utils.MetricsReader"><code class="xref py py-class docutils literal notranslate"><span class="pre">MetricsReader</span></code></a> .</p>
<table class="docutils field-list" frame="void" rules="none">
<col class="field-name" />
<col class="field-body" />
<tbody valign="top">
<tr class="field-odd field"><th class="field-name">Parameters:</th><td class="field-body"><ul class="first last simple">
<li><strong>project_name</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.9)"><em>str</em></a>) – project with BigQuery where metrics will be saved</li>
<li><strong>bq_table</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.9)"><em>str</em></a>) – BigQuery table where metrics will be saved</li>
<li><strong>bq_dataset</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.9)"><em>str</em></a>) – BigQuery dataset where metrics will be saved</li>
<li><strong>namespace</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.9)"><em>str</em></a>) – Namespace of the metrics</li>
<li><strong>filters</strong> – MetricFilter to query only filtered metrics</li>
</ul>
</td>
</tr>
</tbody>
</table>
<dl class="attribute">
<dt id="apache_beam.testing.load_tests.load_test_metrics_utils.MetricsReader.publishers">
<code class="descname">publishers</code><em class="property"> = []</em><a class="headerlink" href="#apache_beam.testing.load_tests.load_test_metrics_utils.MetricsReader.publishers" title="Permalink to this definition"></a></dt>
<dd></dd></dl>
<dl class="method">
<dt id="apache_beam.testing.load_tests.load_test_metrics_utils.MetricsReader.publish_metrics">
<code class="descname">publish_metrics</code><span class="sig-paren">(</span><em>result</em><span class="sig-paren">)</span><a class="reference internal" href="_modules/apache_beam/testing/load_tests/load_test_metrics_utils.html#MetricsReader.publish_metrics"><span class="viewcode-link">[source]</span></a><a class="headerlink" href="#apache_beam.testing.load_tests.load_test_metrics_utils.MetricsReader.publish_metrics" title="Permalink to this definition"></a></dt>
<dd></dd></dl>
<dl class="method">
<dt id="apache_beam.testing.load_tests.load_test_metrics_utils.MetricsReader.publish_values">
<code class="descname">publish_values</code><span class="sig-paren">(</span><em>labeled_values</em><span class="sig-paren">)</span><a class="reference internal" href="_modules/apache_beam/testing/load_tests/load_test_metrics_utils.html#MetricsReader.publish_values"><span class="viewcode-link">[source]</span></a><a class="headerlink" href="#apache_beam.testing.load_tests.load_test_metrics_utils.MetricsReader.publish_values" title="Permalink to this definition"></a></dt>
<dd><p>The method to publish simple labeled values.</p>
<table class="docutils field-list" frame="void" rules="none">
<col class="field-name" />
<col class="field-body" />
<tbody valign="top">
<tr class="field-odd field"><th class="field-name">Parameters:</th><td class="field-body"><strong>labeled_values</strong> (<em>List</em><em>[</em><em>Tuple</em><em>(</em><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.9)"><em>str</em></a><em>, </em><a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.9)"><em>int</em></a><em>)</em><em>]</em>) – list of (label, value)</td>
</tr>
</tbody>
</table>
</dd></dl>
</dd></dl>
<dl class="class">
<dt id="apache_beam.testing.load_tests.load_test_metrics_utils.Metric">
<em class="property">class </em><code class="descclassname">apache_beam.testing.load_tests.load_test_metrics_utils.</code><code class="descname">Metric</code><span class="sig-paren">(</span><em>submit_timestamp</em>, <em>metric_id</em>, <em>value</em>, <em>metric=None</em>, <em>label=None</em><span class="sig-paren">)</span><a class="reference internal" href="_modules/apache_beam/testing/load_tests/load_test_metrics_utils.html#Metric"><span class="viewcode-link">[source]</span></a><a class="headerlink" href="#apache_beam.testing.load_tests.load_test_metrics_utils.Metric" title="Permalink to this definition"></a></dt>
<dd><p>Bases: <a class="reference external" href="https://docs.python.org/3/library/functions.html#object" title="(in Python v3.9)"><code class="xref py py-class docutils literal notranslate"><span class="pre">object</span></code></a></p>
<p>Metric base class in ready-to-save format.</p>
<p>Initializes <a class="reference internal" href="#apache_beam.testing.load_tests.load_test_metrics_utils.Metric" title="apache_beam.testing.load_tests.load_test_metrics_utils.Metric"><code class="xref py py-class docutils literal notranslate"><span class="pre">Metric</span></code></a></p>
<table class="docutils field-list" frame="void" rules="none">
<col class="field-name" />
<col class="field-body" />
<tbody valign="top">
<tr class="field-odd field"><th class="field-name">Parameters:</th><td class="field-body"><ul class="first last simple">
<li><strong>metric</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#object" title="(in Python v3.9)"><em>object</em></a>) – object of metric result</li>
<li><strong>submit_timestamp</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#float" title="(in Python v3.9)"><em>float</em></a>) – date-time of saving metric to database</li>
<li><strong>metric_id</strong> (<em>uuid</em>) – unique id to identify test run</li>
<li><strong>value</strong> – value of metric</li>
<li><strong>label</strong> – custom metric name to be saved in database</li>
</ul>
</td>
</tr>
</tbody>
</table>
<dl class="method">
<dt id="apache_beam.testing.load_tests.load_test_metrics_utils.Metric.as_dict">
<code class="descname">as_dict</code><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="reference internal" href="_modules/apache_beam/testing/load_tests/load_test_metrics_utils.html#Metric.as_dict"><span class="viewcode-link">[source]</span></a><a class="headerlink" href="#apache_beam.testing.load_tests.load_test_metrics_utils.Metric.as_dict" title="Permalink to this definition"></a></dt>
<dd></dd></dl>
</dd></dl>
<dl class="class">
<dt id="apache_beam.testing.load_tests.load_test_metrics_utils.CounterMetric">
<em class="property">class </em><code class="descclassname">apache_beam.testing.load_tests.load_test_metrics_utils.</code><code class="descname">CounterMetric</code><span class="sig-paren">(</span><em>counter_metric</em>, <em>submit_timestamp</em>, <em>metric_id</em><span class="sig-paren">)</span><a class="reference internal" href="_modules/apache_beam/testing/load_tests/load_test_metrics_utils.html#CounterMetric"><span class="viewcode-link">[source]</span></a><a class="headerlink" href="#apache_beam.testing.load_tests.load_test_metrics_utils.CounterMetric" title="Permalink to this definition"></a></dt>
<dd><p>Bases: <a class="reference internal" href="#apache_beam.testing.load_tests.load_test_metrics_utils.Metric" title="apache_beam.testing.load_tests.load_test_metrics_utils.Metric"><code class="xref py py-class docutils literal notranslate"><span class="pre">apache_beam.testing.load_tests.load_test_metrics_utils.Metric</span></code></a></p>
<p>The Counter Metric in ready-to-publish format.</p>
<table class="docutils field-list" frame="void" rules="none">
<col class="field-name" />
<col class="field-body" />
<tbody valign="top">
<tr class="field-odd field"><th class="field-name">Parameters:</th><td class="field-body"><ul class="first last simple">
<li><strong>counter_metric</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#object" title="(in Python v3.9)"><em>object</em></a>) – counter metric object from MetricResult</li>
<li><strong>submit_timestamp</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#float" title="(in Python v3.9)"><em>float</em></a>) – date-time of saving metric to database</li>
<li><strong>metric_id</strong> (<em>uuid</em>) – unique id to identify test run</li>
</ul>
</td>
</tr>
</tbody>
</table>
</dd></dl>
<dl class="class">
<dt id="apache_beam.testing.load_tests.load_test_metrics_utils.DistributionMetric">
<em class="property">class </em><code class="descclassname">apache_beam.testing.load_tests.load_test_metrics_utils.</code><code class="descname">DistributionMetric</code><span class="sig-paren">(</span><em>dist_metric</em>, <em>submit_timestamp</em>, <em>metric_id</em>, <em>metric_type</em><span class="sig-paren">)</span><a class="reference internal" href="_modules/apache_beam/testing/load_tests/load_test_metrics_utils.html#DistributionMetric"><span class="viewcode-link">[source]</span></a><a class="headerlink" href="#apache_beam.testing.load_tests.load_test_metrics_utils.DistributionMetric" title="Permalink to this definition"></a></dt>
<dd><p>Bases: <a class="reference internal" href="#apache_beam.testing.load_tests.load_test_metrics_utils.Metric" title="apache_beam.testing.load_tests.load_test_metrics_utils.Metric"><code class="xref py py-class docutils literal notranslate"><span class="pre">apache_beam.testing.load_tests.load_test_metrics_utils.Metric</span></code></a></p>
<p>The Distribution Metric in ready-to-publish format.</p>
<table class="docutils field-list" frame="void" rules="none">
<col class="field-name" />
<col class="field-body" />
<tbody valign="top">
<tr class="field-odd field"><th class="field-name">Parameters:</th><td class="field-body"><ul class="first last simple">
<li><strong>dist_metric</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#object" title="(in Python v3.9)"><em>object</em></a>) – distribution metric object from MetricResult</li>
<li><strong>submit_timestamp</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#float" title="(in Python v3.9)"><em>float</em></a>) – date-time of saving metric to database</li>
<li><strong>metric_id</strong> (<em>uuid</em>) – unique id to identify test run</li>
</ul>
</td>
</tr>
</tbody>
</table>
</dd></dl>
<dl class="class">
<dt id="apache_beam.testing.load_tests.load_test_metrics_utils.RuntimeMetric">
<em class="property">class </em><code class="descclassname">apache_beam.testing.load_tests.load_test_metrics_utils.</code><code class="descname">RuntimeMetric</code><span class="sig-paren">(</span><em>runtime_list</em>, <em>metric_id</em><span class="sig-paren">)</span><a class="reference internal" href="_modules/apache_beam/testing/load_tests/load_test_metrics_utils.html#RuntimeMetric"><span class="viewcode-link">[source]</span></a><a class="headerlink" href="#apache_beam.testing.load_tests.load_test_metrics_utils.RuntimeMetric" title="Permalink to this definition"></a></dt>
<dd><p>Bases: <a class="reference internal" href="#apache_beam.testing.load_tests.load_test_metrics_utils.Metric" title="apache_beam.testing.load_tests.load_test_metrics_utils.Metric"><code class="xref py py-class docutils literal notranslate"><span class="pre">apache_beam.testing.load_tests.load_test_metrics_utils.Metric</span></code></a></p>
<p>The Distribution Metric in ready-to-publish format.</p>
<table class="docutils field-list" frame="void" rules="none">
<col class="field-name" />
<col class="field-body" />
<tbody valign="top">
<tr class="field-odd field"><th class="field-name">Parameters:</th><td class="field-body"><ul class="first last simple">
<li><strong>runtime_list</strong> – list of distributions metrics from MetricResult
with runtime name</li>
<li><strong>metric_id</strong> (<em>uuid</em>) – unique id to identify test run</li>
</ul>
</td>
</tr>
</tbody>
</table>
</dd></dl>
<dl class="class">
<dt id="apache_beam.testing.load_tests.load_test_metrics_utils.ConsoleMetricsPublisher">
<em class="property">class </em><code class="descclassname">apache_beam.testing.load_tests.load_test_metrics_utils.</code><code class="descname">ConsoleMetricsPublisher</code><a class="reference internal" href="_modules/apache_beam/testing/load_tests/load_test_metrics_utils.html#ConsoleMetricsPublisher"><span class="viewcode-link">[source]</span></a><a class="headerlink" href="#apache_beam.testing.load_tests.load_test_metrics_utils.ConsoleMetricsPublisher" title="Permalink to this definition"></a></dt>
<dd><p>Bases: <a class="reference external" href="https://docs.python.org/3/library/functions.html#object" title="(in Python v3.9)"><code class="xref py py-class docutils literal notranslate"><span class="pre">object</span></code></a></p>
<p>A <a class="reference internal" href="#apache_beam.testing.load_tests.load_test_metrics_utils.ConsoleMetricsPublisher" title="apache_beam.testing.load_tests.load_test_metrics_utils.ConsoleMetricsPublisher"><code class="xref py py-class docutils literal notranslate"><span class="pre">ConsoleMetricsPublisher</span></code></a> publishes collected metrics
to console output.</p>
<dl class="method">
<dt id="apache_beam.testing.load_tests.load_test_metrics_utils.ConsoleMetricsPublisher.publish">
<code class="descname">publish</code><span class="sig-paren">(</span><em>results</em><span class="sig-paren">)</span><a class="reference internal" href="_modules/apache_beam/testing/load_tests/load_test_metrics_utils.html#ConsoleMetricsPublisher.publish"><span class="viewcode-link">[source]</span></a><a class="headerlink" href="#apache_beam.testing.load_tests.load_test_metrics_utils.ConsoleMetricsPublisher.publish" title="Permalink to this definition"></a></dt>
<dd></dd></dl>
</dd></dl>
<dl class="class">
<dt id="apache_beam.testing.load_tests.load_test_metrics_utils.BigQueryMetricsPublisher">
<em class="property">class </em><code class="descclassname">apache_beam.testing.load_tests.load_test_metrics_utils.</code><code class="descname">BigQueryMetricsPublisher</code><span class="sig-paren">(</span><em>project_name</em>, <em>table</em>, <em>dataset</em><span class="sig-paren">)</span><a class="reference internal" href="_modules/apache_beam/testing/load_tests/load_test_metrics_utils.html#BigQueryMetricsPublisher"><span class="viewcode-link">[source]</span></a><a class="headerlink" href="#apache_beam.testing.load_tests.load_test_metrics_utils.BigQueryMetricsPublisher" title="Permalink to this definition"></a></dt>
<dd><p>Bases: <a class="reference external" href="https://docs.python.org/3/library/functions.html#object" title="(in Python v3.9)"><code class="xref py py-class docutils literal notranslate"><span class="pre">object</span></code></a></p>
<p>A <a class="reference internal" href="#apache_beam.testing.load_tests.load_test_metrics_utils.BigQueryMetricsPublisher" title="apache_beam.testing.load_tests.load_test_metrics_utils.BigQueryMetricsPublisher"><code class="xref py py-class docutils literal notranslate"><span class="pre">BigQueryMetricsPublisher</span></code></a> publishes collected metrics
to BigQuery output.</p>
<dl class="method">
<dt id="apache_beam.testing.load_tests.load_test_metrics_utils.BigQueryMetricsPublisher.publish">
<code class="descname">publish</code><span class="sig-paren">(</span><em>results</em><span class="sig-paren">)</span><a class="reference internal" href="_modules/apache_beam/testing/load_tests/load_test_metrics_utils.html#BigQueryMetricsPublisher.publish"><span class="viewcode-link">[source]</span></a><a class="headerlink" href="#apache_beam.testing.load_tests.load_test_metrics_utils.BigQueryMetricsPublisher.publish" title="Permalink to this definition"></a></dt>
<dd></dd></dl>
</dd></dl>
<dl class="class">
<dt id="apache_beam.testing.load_tests.load_test_metrics_utils.BigQueryClient">
<em class="property">class </em><code class="descclassname">apache_beam.testing.load_tests.load_test_metrics_utils.</code><code class="descname">BigQueryClient</code><span class="sig-paren">(</span><em>project_name</em>, <em>table</em>, <em>dataset</em><span class="sig-paren">)</span><a class="reference internal" href="_modules/apache_beam/testing/load_tests/load_test_metrics_utils.html#BigQueryClient"><span class="viewcode-link">[source]</span></a><a class="headerlink" href="#apache_beam.testing.load_tests.load_test_metrics_utils.BigQueryClient" title="Permalink to this definition"></a></dt>
<dd><p>Bases: <a class="reference external" href="https://docs.python.org/3/library/functions.html#object" title="(in Python v3.9)"><code class="xref py py-class docutils literal notranslate"><span class="pre">object</span></code></a></p>
<p>A <a class="reference internal" href="#apache_beam.testing.load_tests.load_test_metrics_utils.BigQueryClient" title="apache_beam.testing.load_tests.load_test_metrics_utils.BigQueryClient"><code class="xref py py-class docutils literal notranslate"><span class="pre">BigQueryClient</span></code></a> publishes collected metrics to
BigQuery output.</p>
<dl class="method">
<dt id="apache_beam.testing.load_tests.load_test_metrics_utils.BigQueryClient.save">
<code class="descname">save</code><span class="sig-paren">(</span><em>results</em><span class="sig-paren">)</span><a class="reference internal" href="_modules/apache_beam/testing/load_tests/load_test_metrics_utils.html#BigQueryClient.save"><span class="viewcode-link">[source]</span></a><a class="headerlink" href="#apache_beam.testing.load_tests.load_test_metrics_utils.BigQueryClient.save" title="Permalink to this definition"></a></dt>
<dd></dd></dl>
</dd></dl>
<dl class="class">
<dt id="apache_beam.testing.load_tests.load_test_metrics_utils.InfluxDBMetricsPublisherOptions">
<em class="property">class </em><code class="descclassname">apache_beam.testing.load_tests.load_test_metrics_utils.</code><code class="descname">InfluxDBMetricsPublisherOptions</code><span class="sig-paren">(</span><em>measurement</em>, <em>db_name</em>, <em>hostname</em>, <em>user=None</em>, <em>password=None</em><span class="sig-paren">)</span><a class="reference internal" href="_modules/apache_beam/testing/load_tests/load_test_metrics_utils.html#InfluxDBMetricsPublisherOptions"><span class="viewcode-link">[source]</span></a><a class="headerlink" href="#apache_beam.testing.load_tests.load_test_metrics_utils.InfluxDBMetricsPublisherOptions" title="Permalink to this definition"></a></dt>
<dd><p>Bases: <a class="reference external" href="https://docs.python.org/3/library/functions.html#object" title="(in Python v3.9)"><code class="xref py py-class docutils literal notranslate"><span class="pre">object</span></code></a></p>
<dl class="method">
<dt id="apache_beam.testing.load_tests.load_test_metrics_utils.InfluxDBMetricsPublisherOptions.validate">
<code class="descname">validate</code><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="reference internal" href="_modules/apache_beam/testing/load_tests/load_test_metrics_utils.html#InfluxDBMetricsPublisherOptions.validate"><span class="viewcode-link">[source]</span></a><a class="headerlink" href="#apache_beam.testing.load_tests.load_test_metrics_utils.InfluxDBMetricsPublisherOptions.validate" title="Permalink to this definition"></a></dt>
<dd></dd></dl>
<dl class="method">
<dt id="apache_beam.testing.load_tests.load_test_metrics_utils.InfluxDBMetricsPublisherOptions.http_auth_enabled">
<code class="descname">http_auth_enabled</code><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="reference internal" href="_modules/apache_beam/testing/load_tests/load_test_metrics_utils.html#InfluxDBMetricsPublisherOptions.http_auth_enabled"><span class="viewcode-link">[source]</span></a><a class="headerlink" href="#apache_beam.testing.load_tests.load_test_metrics_utils.InfluxDBMetricsPublisherOptions.http_auth_enabled" title="Permalink to this definition"></a></dt>
<dd></dd></dl>
</dd></dl>
<dl class="class">
<dt id="apache_beam.testing.load_tests.load_test_metrics_utils.InfluxDBMetricsPublisher">
<em class="property">class </em><code class="descclassname">apache_beam.testing.load_tests.load_test_metrics_utils.</code><code class="descname">InfluxDBMetricsPublisher</code><span class="sig-paren">(</span><em>options</em><span class="sig-paren">)</span><a class="reference internal" href="_modules/apache_beam/testing/load_tests/load_test_metrics_utils.html#InfluxDBMetricsPublisher"><span class="viewcode-link">[source]</span></a><a class="headerlink" href="#apache_beam.testing.load_tests.load_test_metrics_utils.InfluxDBMetricsPublisher" title="Permalink to this definition"></a></dt>
<dd><p>Bases: <a class="reference external" href="https://docs.python.org/3/library/functions.html#object" title="(in Python v3.9)"><code class="xref py py-class docutils literal notranslate"><span class="pre">object</span></code></a></p>
<p>Publishes collected metrics to InfluxDB database.</p>
<dl class="method">
<dt id="apache_beam.testing.load_tests.load_test_metrics_utils.InfluxDBMetricsPublisher.publish">
<code class="descname">publish</code><span class="sig-paren">(</span><em>results</em><span class="sig-paren">)</span><a class="reference internal" href="_modules/apache_beam/testing/load_tests/load_test_metrics_utils.html#InfluxDBMetricsPublisher.publish"><span class="viewcode-link">[source]</span></a><a class="headerlink" href="#apache_beam.testing.load_tests.load_test_metrics_utils.InfluxDBMetricsPublisher.publish" title="Permalink to this definition"></a></dt>
<dd></dd></dl>
</dd></dl>
<dl class="class">
<dt id="apache_beam.testing.load_tests.load_test_metrics_utils.MeasureTime">
<em class="property">class </em><code class="descclassname">apache_beam.testing.load_tests.load_test_metrics_utils.</code><code class="descname">MeasureTime</code><span class="sig-paren">(</span><em>namespace</em><span class="sig-paren">)</span><a class="reference internal" href="_modules/apache_beam/testing/load_tests/load_test_metrics_utils.html#MeasureTime"><span class="viewcode-link">[source]</span></a><a class="headerlink" href="#apache_beam.testing.load_tests.load_test_metrics_utils.MeasureTime" title="Permalink to this definition"></a></dt>
<dd><p>Bases: <a class="reference internal" href="apache_beam.transforms.core.html#apache_beam.transforms.core.DoFn" title="apache_beam.transforms.core.DoFn"><code class="xref py py-class docutils literal notranslate"><span class="pre">apache_beam.transforms.core.DoFn</span></code></a></p>
<p>A distribution metric prepared to be added to pipeline as ParDo
to measure runtime.</p>
<p>Initializes <a class="reference internal" href="#apache_beam.testing.load_tests.load_test_metrics_utils.MeasureTime" title="apache_beam.testing.load_tests.load_test_metrics_utils.MeasureTime"><code class="xref py py-class docutils literal notranslate"><span class="pre">MeasureTime</span></code></a>.</p>
<p>namespace(str): namespace of metric</p>
<dl class="method">
<dt id="apache_beam.testing.load_tests.load_test_metrics_utils.MeasureTime.start_bundle">
<code class="descname">start_bundle</code><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="reference internal" href="_modules/apache_beam/testing/load_tests/load_test_metrics_utils.html#MeasureTime.start_bundle"><span class="viewcode-link">[source]</span></a><a class="headerlink" href="#apache_beam.testing.load_tests.load_test_metrics_utils.MeasureTime.start_bundle" title="Permalink to this definition"></a></dt>
<dd></dd></dl>
<dl class="method">
<dt id="apache_beam.testing.load_tests.load_test_metrics_utils.MeasureTime.finish_bundle">
<code class="descname">finish_bundle</code><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="reference internal" href="_modules/apache_beam/testing/load_tests/load_test_metrics_utils.html#MeasureTime.finish_bundle"><span class="viewcode-link">[source]</span></a><a class="headerlink" href="#apache_beam.testing.load_tests.load_test_metrics_utils.MeasureTime.finish_bundle" title="Permalink to this definition"></a></dt>
<dd></dd></dl>
<dl class="method">
<dt id="apache_beam.testing.load_tests.load_test_metrics_utils.MeasureTime.process">
<code class="descname">process</code><span class="sig-paren">(</span><em>element</em><span class="sig-paren">)</span><a class="reference internal" href="_modules/apache_beam/testing/load_tests/load_test_metrics_utils.html#MeasureTime.process"><span class="viewcode-link">[source]</span></a><a class="headerlink" href="#apache_beam.testing.load_tests.load_test_metrics_utils.MeasureTime.process" title="Permalink to this definition"></a></dt>
<dd></dd></dl>
</dd></dl>
<dl class="class">
<dt id="apache_beam.testing.load_tests.load_test_metrics_utils.MeasureBytes">
<em class="property">class </em><code class="descclassname">apache_beam.testing.load_tests.load_test_metrics_utils.</code><code class="descname">MeasureBytes</code><span class="sig-paren">(</span><em>namespace</em>, <em>extractor=None</em><span class="sig-paren">)</span><a class="reference internal" href="_modules/apache_beam/testing/load_tests/load_test_metrics_utils.html#MeasureBytes"><span class="viewcode-link">[source]</span></a><a class="headerlink" href="#apache_beam.testing.load_tests.load_test_metrics_utils.MeasureBytes" title="Permalink to this definition"></a></dt>
<dd><p>Bases: <a class="reference internal" href="apache_beam.transforms.core.html#apache_beam.transforms.core.DoFn" title="apache_beam.transforms.core.DoFn"><code class="xref py py-class docutils literal notranslate"><span class="pre">apache_beam.transforms.core.DoFn</span></code></a></p>
<p>Metric to measure how many bytes was observed in pipeline.</p>
<p>Initializes <a class="reference internal" href="#apache_beam.testing.load_tests.load_test_metrics_utils.MeasureBytes" title="apache_beam.testing.load_tests.load_test_metrics_utils.MeasureBytes"><code class="xref py py-class docutils literal notranslate"><span class="pre">MeasureBytes</span></code></a>.</p>
<table class="docutils field-list" frame="void" rules="none">
<col class="field-name" />
<col class="field-body" />
<tbody valign="top">
<tr class="field-odd field"><th class="field-name">Parameters:</th><td class="field-body"><ul class="first last simple">
<li><strong>namespace</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.9)"><em>str</em></a>) – metric namespace</li>
<li><strong>extractor</strong> – function to extract elements to be count</li>
</ul>
</td>
</tr>
</tbody>
</table>
<dl class="attribute">
<dt id="apache_beam.testing.load_tests.load_test_metrics_utils.MeasureBytes.LABEL">
<code class="descname">LABEL</code><em class="property"> = 'total_bytes'</em><a class="headerlink" href="#apache_beam.testing.load_tests.load_test_metrics_utils.MeasureBytes.LABEL" title="Permalink to this definition"></a></dt>
<dd></dd></dl>
<dl class="method">
<dt id="apache_beam.testing.load_tests.load_test_metrics_utils.MeasureBytes.process">
<code class="descname">process</code><span class="sig-paren">(</span><em>element</em>, <em>*args</em><span class="sig-paren">)</span><a class="reference internal" href="_modules/apache_beam/testing/load_tests/load_test_metrics_utils.html#MeasureBytes.process"><span class="viewcode-link">[source]</span></a><a class="headerlink" href="#apache_beam.testing.load_tests.load_test_metrics_utils.MeasureBytes.process" title="Permalink to this definition"></a></dt>
<dd></dd></dl>
</dd></dl>
<dl class="class">
<dt id="apache_beam.testing.load_tests.load_test_metrics_utils.CountMessages">
<em class="property">class </em><code class="descclassname">apache_beam.testing.load_tests.load_test_metrics_utils.</code><code class="descname">CountMessages</code><span class="sig-paren">(</span><em>namespace</em><span class="sig-paren">)</span><a class="reference internal" href="_modules/apache_beam/testing/load_tests/load_test_metrics_utils.html#CountMessages"><span class="viewcode-link">[source]</span></a><a class="headerlink" href="#apache_beam.testing.load_tests.load_test_metrics_utils.CountMessages" title="Permalink to this definition"></a></dt>
<dd><p>Bases: <a class="reference internal" href="apache_beam.transforms.core.html#apache_beam.transforms.core.DoFn" title="apache_beam.transforms.core.DoFn"><code class="xref py py-class docutils literal notranslate"><span class="pre">apache_beam.transforms.core.DoFn</span></code></a></p>
<dl class="attribute">
<dt id="apache_beam.testing.load_tests.load_test_metrics_utils.CountMessages.LABEL">
<code class="descname">LABEL</code><em class="property"> = 'total_messages'</em><a class="headerlink" href="#apache_beam.testing.load_tests.load_test_metrics_utils.CountMessages.LABEL" title="Permalink to this definition"></a></dt>
<dd></dd></dl>
<dl class="method">
<dt id="apache_beam.testing.load_tests.load_test_metrics_utils.CountMessages.process">
<code class="descname">process</code><span class="sig-paren">(</span><em>element</em><span class="sig-paren">)</span><a class="reference internal" href="_modules/apache_beam/testing/load_tests/load_test_metrics_utils.html#CountMessages.process"><span class="viewcode-link">[source]</span></a><a class="headerlink" href="#apache_beam.testing.load_tests.load_test_metrics_utils.CountMessages.process" title="Permalink to this definition"></a></dt>
<dd></dd></dl>
</dd></dl>
<dl class="class">
<dt id="apache_beam.testing.load_tests.load_test_metrics_utils.MeasureLatency">
<em class="property">class </em><code class="descclassname">apache_beam.testing.load_tests.load_test_metrics_utils.</code><code class="descname">MeasureLatency</code><span class="sig-paren">(</span><em>namespace</em><span class="sig-paren">)</span><a class="reference internal" href="_modules/apache_beam/testing/load_tests/load_test_metrics_utils.html#MeasureLatency"><span class="viewcode-link">[source]</span></a><a class="headerlink" href="#apache_beam.testing.load_tests.load_test_metrics_utils.MeasureLatency" title="Permalink to this definition"></a></dt>
<dd><p>Bases: <a class="reference internal" href="apache_beam.transforms.core.html#apache_beam.transforms.core.DoFn" title="apache_beam.transforms.core.DoFn"><code class="xref py py-class docutils literal notranslate"><span class="pre">apache_beam.transforms.core.DoFn</span></code></a></p>
<p>A distribution metric which captures the latency based on the timestamps
of the processed elements.</p>
<p>Initializes <a class="reference internal" href="#apache_beam.testing.load_tests.load_test_metrics_utils.MeasureLatency" title="apache_beam.testing.load_tests.load_test_metrics_utils.MeasureLatency"><code class="xref py py-class docutils literal notranslate"><span class="pre">MeasureLatency</span></code></a>.</p>
<p>namespace(str): namespace of metric</p>
<dl class="attribute">
<dt id="apache_beam.testing.load_tests.load_test_metrics_utils.MeasureLatency.LABEL">
<code class="descname">LABEL</code><em class="property"> = 'latency'</em><a class="headerlink" href="#apache_beam.testing.load_tests.load_test_metrics_utils.MeasureLatency.LABEL" title="Permalink to this definition"></a></dt>
<dd></dd></dl>
<dl class="method">
<dt id="apache_beam.testing.load_tests.load_test_metrics_utils.MeasureLatency.process">
<code class="descname">process</code><span class="sig-paren">(</span><em>element</em>, <em>timestamp=TimestampParam</em><span class="sig-paren">)</span><a class="reference internal" href="_modules/apache_beam/testing/load_tests/load_test_metrics_utils.html#MeasureLatency.process"><span class="viewcode-link">[source]</span></a><a class="headerlink" href="#apache_beam.testing.load_tests.load_test_metrics_utils.MeasureLatency.process" title="Permalink to this definition"></a></dt>
<dd></dd></dl>
</dd></dl>
<dl class="class">
<dt id="apache_beam.testing.load_tests.load_test_metrics_utils.AssignTimestamps">
<em class="property">class </em><code class="descclassname">apache_beam.testing.load_tests.load_test_metrics_utils.</code><code class="descname">AssignTimestamps</code><a class="reference internal" href="_modules/apache_beam/testing/load_tests/load_test_metrics_utils.html#AssignTimestamps"><span class="viewcode-link">[source]</span></a><a class="headerlink" href="#apache_beam.testing.load_tests.load_test_metrics_utils.AssignTimestamps" title="Permalink to this definition"></a></dt>
<dd><p>Bases: <a class="reference internal" href="apache_beam.transforms.core.html#apache_beam.transforms.core.DoFn" title="apache_beam.transforms.core.DoFn"><code class="xref py py-class docutils literal notranslate"><span class="pre">apache_beam.transforms.core.DoFn</span></code></a></p>
<p>DoFn to assigned timestamps to elements.</p>
<dl class="method">
<dt id="apache_beam.testing.load_tests.load_test_metrics_utils.AssignTimestamps.process">
<code class="descname">process</code><span class="sig-paren">(</span><em>element</em><span class="sig-paren">)</span><a class="reference internal" href="_modules/apache_beam/testing/load_tests/load_test_metrics_utils.html#AssignTimestamps.process"><span class="viewcode-link">[source]</span></a><a class="headerlink" href="#apache_beam.testing.load_tests.load_test_metrics_utils.AssignTimestamps.process" title="Permalink to this definition"></a></dt>
<dd></dd></dl>
</dd></dl>
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