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<section id="module-apache_beam.runners.interactive.utils">
<span id="apache-beam-runners-interactive-utils-module"></span><h1>apache_beam.runners.interactive.utils module<a class="headerlink" href="#module-apache_beam.runners.interactive.utils" title="Link to this heading"></a></h1>
<p>Utilities to be used in Interactive Beam.</p>
<dl class="py function">
<dt class="sig sig-object py" id="apache_beam.runners.interactive.utils.to_element_list">
<span class="sig-prename descclassname"><span class="pre">apache_beam.runners.interactive.utils.</span></span><span class="sig-name descname"><span class="pre">to_element_list</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">reader</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference external" href="https://docs.python.org/3/library/typing.html#typing.Iterator" title="(in Python v3.13)"><span class="pre">Iterator</span></a><span class="p"><span class="pre">[</span></span><span class="pre">Event</span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><span class="pre">WindowedValueHolder</span><span class="p"><span class="pre">]</span></span></span></em>, <em class="sig-param"><span class="n"><span class="pre">coder</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference internal" href="apache_beam.coders.coders.html#apache_beam.coders.coders.Coder" title="apache_beam.coders.coders.Coder"><span class="pre">Coder</span></a></span></em>, <em class="sig-param"><span class="n"><span class="pre">include_window_info</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)"><span class="pre">bool</span></a></span></em>, <em class="sig-param"><span class="n"><span class="pre">n</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.13)"><span class="pre">int</span></a><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/constants.html#None" title="(in Python v3.13)"><span class="pre">None</span></a></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">include_time_events</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)"><span class="pre">bool</span></a></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">False</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><a class="reference external" href="https://docs.python.org/3/library/typing.html#typing.List" title="(in Python v3.13)"><span class="pre">List</span></a><span class="p"><span class="pre">[</span></span><span class="pre">WindowedValue</span><span class="p"><span class="pre">]</span></span></span></span><a class="reference internal" href="_modules/apache_beam/runners/interactive/utils.html#to_element_list"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#apache_beam.runners.interactive.utils.to_element_list" title="Link to this definition"></a></dt>
<dd><p>Returns an iterator that properly decodes the elements from the reader.</p>
</dd></dl>
<dl class="py function">
<dt class="sig sig-object py" id="apache_beam.runners.interactive.utils.elements_to_df">
<span class="sig-prename descclassname"><span class="pre">apache_beam.runners.interactive.utils.</span></span><span class="sig-name descname"><span class="pre">elements_to_df</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">elements</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference external" href="https://docs.python.org/3/library/typing.html#typing.List" title="(in Python v3.13)"><span class="pre">List</span></a><span class="p"><span class="pre">[</span></span><span class="pre">WindowedValue</span><span class="p"><span class="pre">]</span></span></span></em>, <em class="sig-param"><span class="n"><span class="pre">include_window_info</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)"><span class="pre">bool</span></a></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">False</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">element_type</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference external" href="https://docs.python.org/3/library/typing.html#typing.Any" title="(in Python v3.13)"><span class="pre">Any</span></a></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">DataFrame</span></span></span><a class="reference internal" href="_modules/apache_beam/runners/interactive/utils.html#elements_to_df"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#apache_beam.runners.interactive.utils.elements_to_df" title="Link to this definition"></a></dt>
<dd><p>Parses the given elements into a Dataframe.</p>
<p>If the elements are a list of WindowedValues, then it will break out the
elements into their own DataFrame and return it. If include_window_info is
True, then it will concatenate the windowing information onto the elements
DataFrame.</p>
</dd></dl>
<dl class="py function">
<dt class="sig sig-object py" id="apache_beam.runners.interactive.utils.register_ipython_log_handler">
<span class="sig-prename descclassname"><span class="pre">apache_beam.runners.interactive.utils.</span></span><span class="sig-name descname"><span class="pre">register_ipython_log_handler</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><a class="reference external" href="https://docs.python.org/3/library/constants.html#None" title="(in Python v3.13)"><span class="pre">None</span></a></span></span><a class="reference internal" href="_modules/apache_beam/runners/interactive/utils.html#register_ipython_log_handler"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#apache_beam.runners.interactive.utils.register_ipython_log_handler" title="Link to this definition"></a></dt>
<dd><p>Adds the IPython handler to a dummy parent logger (named
‘apache_beam.runners.interactive’) of all interactive modules’ loggers so that
if is_in_notebook, logging displays the logs as HTML in frontends.</p>
</dd></dl>
<dl class="py class">
<dt class="sig sig-object py" id="apache_beam.runners.interactive.utils.IPythonLogHandler">
<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">apache_beam.runners.interactive.utils.</span></span><span class="sig-name descname"><span class="pre">IPythonLogHandler</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">level</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">0</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="_modules/apache_beam/runners/interactive/utils.html#IPythonLogHandler"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#apache_beam.runners.interactive.utils.IPythonLogHandler" title="Link to this definition"></a></dt>
<dd><p>Bases: <a class="reference external" href="https://docs.python.org/3/library/logging.html#logging.Handler" title="(in Python v3.13)"><code class="xref py py-class docutils literal notranslate"><span class="pre">Handler</span></code></a></p>
<p>A logging handler to display logs as HTML in IPython backed frontends.</p>
<p>Initializes the instance - basically setting the formatter to None
and the filter list to empty.</p>
<dl class="py attribute">
<dt class="sig sig-object py" id="apache_beam.runners.interactive.utils.IPythonLogHandler.log_template">
<span class="sig-name descname"><span class="pre">log_template</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">'\n</span>&#160;&#160;&#160;&#160;&#160;&#160;&#160;&#160;&#160;&#160;&#160; <span class="pre">&lt;link</span> <span class="pre">rel=&quot;stylesheet&quot;</span> <span class="pre">href=&quot;https://stackpath.bootstrapcdn.com/bootstrap/4.4.1/css/bootstrap.min.css&quot;</span> <span class="pre">integrity=&quot;sha384-Vkoo8x4CGsO3+Hhxv8T/Q5PaXtkKtu6ug5TOeNV6gBiFeWPGFN9MuhOf23Q9Ifjh&quot;</span> <span class="pre">crossorigin=&quot;anonymous&quot;&gt;\n</span>&#160;&#160;&#160;&#160;&#160;&#160;&#160;&#160;&#160;&#160;&#160; <span class="pre">&lt;div</span> <span class="pre">class=&quot;alert</span> <span class="pre">alert-{level}&quot;&gt;{msg}&lt;/div&gt;'</span></em><a class="headerlink" href="#apache_beam.runners.interactive.utils.IPythonLogHandler.log_template" title="Link to this definition"></a></dt>
<dd></dd></dl>
<dl class="py attribute">
<dt class="sig sig-object py" id="apache_beam.runners.interactive.utils.IPythonLogHandler.logging_to_alert_level_map">
<span class="sig-name descname"><span class="pre">logging_to_alert_level_map</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">{0:</span> <span class="pre">'light',</span> <span class="pre">10:</span> <span class="pre">'dark',</span> <span class="pre">20:</span> <span class="pre">'info',</span> <span class="pre">30:</span> <span class="pre">'warning',</span> <span class="pre">40:</span> <span class="pre">'danger',</span> <span class="pre">50:</span> <span class="pre">'danger'}</span></em><a class="headerlink" href="#apache_beam.runners.interactive.utils.IPythonLogHandler.logging_to_alert_level_map" title="Link to this definition"></a></dt>
<dd></dd></dl>
<dl class="py method">
<dt class="sig sig-object py" id="apache_beam.runners.interactive.utils.IPythonLogHandler.emit">
<span class="sig-name descname"><span class="pre">emit</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">record</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="_modules/apache_beam/runners/interactive/utils.html#IPythonLogHandler.emit"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#apache_beam.runners.interactive.utils.IPythonLogHandler.emit" title="Link to this definition"></a></dt>
<dd></dd></dl>
</dd></dl>
<dl class="py function">
<dt class="sig sig-object py" id="apache_beam.runners.interactive.utils.obfuscate">
<span class="sig-prename descclassname"><span class="pre">apache_beam.runners.interactive.utils.</span></span><span class="sig-name descname"><span class="pre">obfuscate</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="o"><span class="pre">*</span></span><span class="n"><span class="pre">inputs</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference external" href="https://docs.python.org/3/library/typing.html#typing.Any" title="(in Python v3.13)"><span class="pre">Any</span></a></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a></span></span><a class="reference internal" href="_modules/apache_beam/runners/interactive/utils.html#obfuscate"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#apache_beam.runners.interactive.utils.obfuscate" title="Link to this definition"></a></dt>
<dd><p>Obfuscates any inputs into a hexadecimal string.</p>
</dd></dl>
<dl class="py class">
<dt class="sig sig-object py" id="apache_beam.runners.interactive.utils.ProgressIndicator">
<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">apache_beam.runners.interactive.utils.</span></span><span class="sig-name descname"><span class="pre">ProgressIndicator</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">enter_text</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a></span></em>, <em class="sig-param"><span class="n"><span class="pre">exit_text</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a></span></em><span class="sig-paren">)</span><a class="reference internal" href="_modules/apache_beam/runners/interactive/utils.html#ProgressIndicator"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#apache_beam.runners.interactive.utils.ProgressIndicator" title="Link 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 v3.13)"><code class="xref py py-class docutils literal notranslate"><span class="pre">object</span></code></a></p>
<p>An indicator visualizing code execution in progress.</p>
<dl class="py attribute">
<dt class="sig sig-object py" id="apache_beam.runners.interactive.utils.ProgressIndicator.spinner_template">
<span class="sig-name descname"><span class="pre">spinner_template</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">'\n</span>&#160;&#160;&#160;&#160;&#160;&#160;&#160;&#160;&#160;&#160;&#160; <span class="pre">&lt;link</span> <span class="pre">rel=&quot;stylesheet&quot;</span> <span class="pre">href=&quot;https://stackpath.bootstrapcdn.com/bootstrap/4.4.1/css/bootstrap.min.css&quot;</span> <span class="pre">integrity=&quot;sha384-Vkoo8x4CGsO3+Hhxv8T/Q5PaXtkKtu6ug5TOeNV6gBiFeWPGFN9MuhOf23Q9Ifjh&quot;</span> <span class="pre">crossorigin=&quot;anonymous&quot;&gt;\n</span>&#160;&#160;&#160;&#160;&#160;&#160;&#160;&#160;&#160;&#160;&#160; <span class="pre">&lt;div</span> <span class="pre">id=&quot;{id}&quot;&gt;\n</span>&#160;&#160;&#160;&#160;&#160;&#160;&#160;&#160;&#160;&#160;&#160;&#160;&#160; <span class="pre">&lt;div</span> <span class="pre">class=&quot;spinner-border</span> <span class="pre">text-info&quot;</span> <span class="pre">role=&quot;status&quot;&gt;&lt;/div&gt;\n</span>&#160;&#160;&#160;&#160;&#160;&#160;&#160;&#160;&#160;&#160;&#160;&#160;&#160; <span class="pre">&lt;span</span> <span class="pre">class=&quot;text-info&quot;&gt;{text}&lt;/span&gt;\n</span>&#160;&#160;&#160;&#160;&#160;&#160;&#160;&#160;&#160;&#160;&#160; <span class="pre">&lt;/div&gt;\n</span>&#160;&#160;&#160;&#160;&#160;&#160;&#160;&#160;&#160;&#160;&#160; <span class="pre">'</span></em><a class="headerlink" href="#apache_beam.runners.interactive.utils.ProgressIndicator.spinner_template" title="Link to this definition"></a></dt>
<dd></dd></dl>
<dl class="py attribute">
<dt class="sig sig-object py" id="apache_beam.runners.interactive.utils.ProgressIndicator.spinner_removal_template">
<span class="sig-name descname"><span class="pre">spinner_removal_template</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">'\n</span>&#160;&#160;&#160;&#160;&#160;&#160;&#160;&#160;&#160;&#160;&#160; <span class="pre">$(&quot;#{id}&quot;).remove();'</span></em><a class="headerlink" href="#apache_beam.runners.interactive.utils.ProgressIndicator.spinner_removal_template" title="Link to this definition"></a></dt>
<dd></dd></dl>
</dd></dl>
<dl class="py function">
<dt class="sig sig-object py" id="apache_beam.runners.interactive.utils.progress_indicated">
<span class="sig-prename descclassname"><span class="pre">apache_beam.runners.interactive.utils.</span></span><span class="sig-name descname"><span class="pre">progress_indicated</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">func</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference external" href="https://docs.python.org/3/library/typing.html#typing.Callable" title="(in Python v3.13)"><span class="pre">Callable</span></a><span class="p"><span class="pre">[</span></span><span class="p"><span class="pre">[</span></span><span class="p"><span class="pre">...</span></span><span class="p"><span class="pre">]</span></span><span class="p"><span class="pre">,</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/typing.html#typing.Any" title="(in Python v3.13)"><span class="pre">Any</span></a><span class="p"><span class="pre">]</span></span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><a class="reference external" href="https://docs.python.org/3/library/typing.html#typing.Callable" title="(in Python v3.13)"><span class="pre">Callable</span></a><span class="p"><span class="pre">[</span></span><span class="p"><span class="pre">[</span></span><span class="p"><span class="pre">...</span></span><span class="p"><span class="pre">]</span></span><span class="p"><span class="pre">,</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/typing.html#typing.Any" title="(in Python v3.13)"><span class="pre">Any</span></a><span class="p"><span class="pre">]</span></span></span></span><a class="reference internal" href="_modules/apache_beam/runners/interactive/utils.html#progress_indicated"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#apache_beam.runners.interactive.utils.progress_indicated" title="Link to this definition"></a></dt>
<dd><p>A decorator using a unique progress indicator as a context manager to
execute the given function within.</p>
</dd></dl>
<dl class="py function">
<dt class="sig sig-object py" id="apache_beam.runners.interactive.utils.as_json">
<span class="sig-prename descclassname"><span class="pre">apache_beam.runners.interactive.utils.</span></span><span class="sig-name descname"><span class="pre">as_json</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">func</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference external" href="https://docs.python.org/3/library/typing.html#typing.Callable" title="(in Python v3.13)"><span class="pre">Callable</span></a><span class="p"><span class="pre">[</span></span><span class="p"><span class="pre">[</span></span><span class="p"><span class="pre">...</span></span><span class="p"><span class="pre">]</span></span><span class="p"><span class="pre">,</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/typing.html#typing.Any" title="(in Python v3.13)"><span class="pre">Any</span></a><span class="p"><span class="pre">]</span></span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><a class="reference external" href="https://docs.python.org/3/library/typing.html#typing.Callable" title="(in Python v3.13)"><span class="pre">Callable</span></a><span class="p"><span class="pre">[</span></span><span class="p"><span class="pre">[</span></span><span class="p"><span class="pre">...</span></span><span class="p"><span class="pre">]</span></span><span class="p"><span class="pre">,</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a><span class="p"><span class="pre">]</span></span></span></span><a class="reference internal" href="_modules/apache_beam/runners/interactive/utils.html#as_json"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#apache_beam.runners.interactive.utils.as_json" title="Link to this definition"></a></dt>
<dd><p>A decorator convert python objects returned by callables to json
string.</p>
<p>The decorated function should always return an object parsable by json.dumps.
If the object is not parsable, the str() of original object is returned
instead.</p>
</dd></dl>
<dl class="py function">
<dt class="sig sig-object py" id="apache_beam.runners.interactive.utils.deferred_df_to_pcollection">
<span class="sig-prename descclassname"><span class="pre">apache_beam.runners.interactive.utils.</span></span><span class="sig-name descname"><span class="pre">deferred_df_to_pcollection</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">df</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="_modules/apache_beam/runners/interactive/utils.html#deferred_df_to_pcollection"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#apache_beam.runners.interactive.utils.deferred_df_to_pcollection" title="Link to this definition"></a></dt>
<dd></dd></dl>
<dl class="py function">
<dt class="sig sig-object py" id="apache_beam.runners.interactive.utils.pcoll_by_name">
<span class="sig-prename descclassname"><span class="pre">apache_beam.runners.interactive.utils.</span></span><span class="sig-name descname"><span class="pre">pcoll_by_name</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><a class="reference external" href="https://docs.python.org/3/library/typing.html#typing.Dict" title="(in Python v3.13)"><span class="pre">Dict</span></a><span class="p"><span class="pre">[</span></span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a><span class="p"><span class="pre">,</span></span><span class="w"> </span><a class="reference internal" href="apache_beam.pvalue.html#apache_beam.pvalue.PCollection" title="apache_beam.pvalue.PCollection"><span class="pre">PCollection</span></a><span class="p"><span class="pre">]</span></span></span></span><a class="reference internal" href="_modules/apache_beam/runners/interactive/utils.html#pcoll_by_name"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#apache_beam.runners.interactive.utils.pcoll_by_name" title="Link to this definition"></a></dt>
<dd><p>Finds all PCollections by their variable names defined in the notebook.</p>
</dd></dl>
<dl class="py function">
<dt class="sig sig-object py" id="apache_beam.runners.interactive.utils.find_pcoll_name">
<span class="sig-prename descclassname"><span class="pre">apache_beam.runners.interactive.utils.</span></span><span class="sig-name descname"><span class="pre">find_pcoll_name</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">pcoll</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference internal" href="apache_beam.pvalue.html#apache_beam.pvalue.PCollection" title="apache_beam.pvalue.PCollection"><span class="pre">PCollection</span></a></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a></span></span><a class="reference internal" href="_modules/apache_beam/runners/interactive/utils.html#find_pcoll_name"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#apache_beam.runners.interactive.utils.find_pcoll_name" title="Link to this definition"></a></dt>
<dd><p>Finds the variable name of a PCollection defined by the user.</p>
<p>Returns None if not assigned to any variable.</p>
</dd></dl>
<dl class="py function">
<dt class="sig sig-object py" id="apache_beam.runners.interactive.utils.cacheables">
<span class="sig-prename descclassname"><span class="pre">apache_beam.runners.interactive.utils.</span></span><span class="sig-name descname"><span class="pre">cacheables</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><a class="reference external" href="https://docs.python.org/3/library/typing.html#typing.Dict" title="(in Python v3.13)"><span class="pre">Dict</span></a><span class="p"><span class="pre">[</span></span><a class="reference internal" href="apache_beam.runners.interactive.caching.cacheable.html#apache_beam.runners.interactive.caching.cacheable.CacheKey" title="apache_beam.runners.interactive.caching.cacheable.CacheKey"><span class="pre">CacheKey</span></a><span class="p"><span class="pre">,</span></span><span class="w"> </span><a class="reference internal" href="apache_beam.runners.interactive.caching.cacheable.html#apache_beam.runners.interactive.caching.cacheable.Cacheable" title="apache_beam.runners.interactive.caching.cacheable.Cacheable"><span class="pre">Cacheable</span></a><span class="p"><span class="pre">]</span></span></span></span><a class="reference internal" href="_modules/apache_beam/runners/interactive/utils.html#cacheables"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#apache_beam.runners.interactive.utils.cacheables" title="Link to this definition"></a></dt>
<dd><p>Finds all Cacheables with their CacheKeys.</p>
</dd></dl>
<dl class="py function">
<dt class="sig sig-object py" id="apache_beam.runners.interactive.utils.watch_sources">
<span class="sig-prename descclassname"><span class="pre">apache_beam.runners.interactive.utils.</span></span><span class="sig-name descname"><span class="pre">watch_sources</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">pipeline</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="_modules/apache_beam/runners/interactive/utils.html#watch_sources"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#apache_beam.runners.interactive.utils.watch_sources" title="Link to this definition"></a></dt>
<dd><p>Watches the unbounded sources in the pipeline.</p>
<p>Sources can output to a PCollection without a user variable reference. In
this case the source is not cached. We still want to cache the data so we
synthetically create a variable to the intermediate PCollection.</p>
</dd></dl>
<dl class="py function">
<dt class="sig sig-object py" id="apache_beam.runners.interactive.utils.has_unbounded_sources">
<span class="sig-prename descclassname"><span class="pre">apache_beam.runners.interactive.utils.</span></span><span class="sig-name descname"><span class="pre">has_unbounded_sources</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">pipeline</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="_modules/apache_beam/runners/interactive/utils.html#has_unbounded_sources"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#apache_beam.runners.interactive.utils.has_unbounded_sources" title="Link to this definition"></a></dt>
<dd><p>Checks if a given pipeline has recordable sources.</p>
</dd></dl>
<dl class="py function">
<dt class="sig sig-object py" id="apache_beam.runners.interactive.utils.unbounded_sources">
<span class="sig-prename descclassname"><span class="pre">apache_beam.runners.interactive.utils.</span></span><span class="sig-name descname"><span class="pre">unbounded_sources</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">pipeline</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="_modules/apache_beam/runners/interactive/utils.html#unbounded_sources"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#apache_beam.runners.interactive.utils.unbounded_sources" title="Link to this definition"></a></dt>
<dd><p>Returns a pipeline’s recordable sources.</p>
</dd></dl>
<dl class="py function">
<dt class="sig sig-object py" id="apache_beam.runners.interactive.utils.create_var_in_main">
<span class="sig-prename descclassname"><span class="pre">apache_beam.runners.interactive.utils.</span></span><span class="sig-name descname"><span class="pre">create_var_in_main</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">name</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a></span></em>, <em class="sig-param"><span class="n"><span class="pre">value</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference external" href="https://docs.python.org/3/library/typing.html#typing.Any" title="(in Python v3.13)"><span class="pre">Any</span></a></span></em>, <em class="sig-param"><span class="n"><span class="pre">watch</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)"><span class="pre">bool</span></a></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">True</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><a class="reference external" href="https://docs.python.org/3/library/typing.html#typing.Tuple" title="(in Python v3.13)"><span class="pre">Tuple</span></a><span class="p"><span class="pre">[</span></span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a><span class="p"><span class="pre">,</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/typing.html#typing.Any" title="(in Python v3.13)"><span class="pre">Any</span></a><span class="p"><span class="pre">]</span></span></span></span><a class="reference internal" href="_modules/apache_beam/runners/interactive/utils.html#create_var_in_main"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#apache_beam.runners.interactive.utils.create_var_in_main" title="Link to this definition"></a></dt>
<dd><p>Declares a variable in the main module.</p>
<dl class="field-list simple">
<dt class="field-odd">Parameters<span class="colon">:</span></dt>
<dd class="field-odd"><ul class="simple">
<li><p><strong>name</strong> – the variable name in the main module.</p></li>
<li><p><strong>value</strong> – the value of the variable.</p></li>
<li><p><strong>watch</strong> – whether to watch it in the interactive environment.</p></li>
</ul>
</dd>
<dt class="field-even">Returns<span class="colon">:</span></dt>
<dd class="field-even"><p>A 2-entry tuple of the variable name and value.</p>
</dd>
</dl>
</dd></dl>
<dl class="py function">
<dt class="sig sig-object py" id="apache_beam.runners.interactive.utils.assert_bucket_exists">
<span class="sig-prename descclassname"><span class="pre">apache_beam.runners.interactive.utils.</span></span><span class="sig-name descname"><span class="pre">assert_bucket_exists</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">bucket_name</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><a class="reference external" href="https://docs.python.org/3/library/constants.html#None" title="(in Python v3.13)"><span class="pre">None</span></a></span></span><a class="reference internal" href="_modules/apache_beam/runners/interactive/utils.html#assert_bucket_exists"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#apache_beam.runners.interactive.utils.assert_bucket_exists" title="Link to this definition"></a></dt>
<dd><p>Asserts whether the specified GCS bucket with the name
bucket_name exists.</p>
<blockquote>
<div><p>Logs an error and raises a ValueError if the bucket does not exist.</p>
<p>Logs a warning if the bucket cannot be verified to exist.</p>
</div></blockquote>
</dd></dl>
<dl class="py function">
<dt class="sig sig-object py" id="apache_beam.runners.interactive.utils.detect_pipeline_runner">
<span class="sig-prename descclassname"><span class="pre">apache_beam.runners.interactive.utils.</span></span><span class="sig-name descname"><span class="pre">detect_pipeline_runner</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">pipeline</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="_modules/apache_beam/runners/interactive/utils.html#detect_pipeline_runner"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#apache_beam.runners.interactive.utils.detect_pipeline_runner" title="Link to this definition"></a></dt>
<dd></dd></dl>
</section>
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