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   <div class="section" id="module-apache_beam.runners.interactive.interactive_runner">
 <span id="apache-beam-runners-interactive-interactive-runner-module"></span><h1>apache_beam.runners.interactive.interactive_runner module<a class="headerlink" href="#module-apache_beam.runners.interactive.interactive_runner" title="Permalink to this headline">¶</a></h1>
 <p>A runner that allows running of Beam pipelines interactively.</p>
 <p>This module is experimental. No backwards-compatibility guarantees.</p>
 <dl class="class">
 <dt id="apache_beam.runners.interactive.interactive_runner.InteractiveRunner">
 <em class="property">class </em><code class="descclassname">apache_beam.runners.interactive.interactive_runner.</code><code class="descname">InteractiveRunner</code><span class="sig-paren">(</span><em>underlying_runner=&lt;apache_beam.runners.direct.direct_runner.BundleBasedDirectRunner object&gt;</em><span class="sig-paren">)</span><a class="reference internal" href="_modules/apache_beam/runners/interactive/interactive_runner.html#InteractiveRunner"><span class="viewcode-link">[source]</span></a><a class="headerlink" href="#apache_beam.runners.interactive.interactive_runner.InteractiveRunner" title="Permalink to this definition">¶</a></dt>
 <dd><p>Bases: <a class="reference internal" href="apache_beam.runners.runner.html#apache_beam.runners.runner.PipelineRunner" title="apache_beam.runners.runner.PipelineRunner"><code class="xref py py-class docutils literal"><span class="pre">apache_beam.runners.runner.PipelineRunner</span></code></a></p>
 <p>An interactive runner for Beam Python pipelines.</p>
 <p>Allows interactively building and running Beam Python pipelines.</p>
 <dl class="method">
 <dt id="apache_beam.runners.interactive.interactive_runner.InteractiveRunner.cleanup">
 <code class="descname">cleanup</code><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="reference internal" href="_modules/apache_beam/runners/interactive/interactive_runner.html#InteractiveRunner.cleanup"><span class="viewcode-link">[source]</span></a><a class="headerlink" href="#apache_beam.runners.interactive.interactive_runner.InteractiveRunner.cleanup" title="Permalink to this definition">¶</a></dt>
 <dd></dd></dl>

 <dl class="method">
 <dt id="apache_beam.runners.interactive.interactive_runner.InteractiveRunner.apply">
 <code class="descname">apply</code><span class="sig-paren">(</span><em>transform</em>, <em>pvalueish</em><span class="sig-paren">)</span><a class="reference internal" href="_modules/apache_beam/runners/interactive/interactive_runner.html#InteractiveRunner.apply"><span class="viewcode-link">[source]</span></a><a class="headerlink" href="#apache_beam.runners.interactive.interactive_runner.InteractiveRunner.apply" title="Permalink to this definition">¶</a></dt>
 <dd></dd></dl>

 <dl class="method">
 <dt id="apache_beam.runners.interactive.interactive_runner.InteractiveRunner.run_pipeline">
 <code class="descname">run_pipeline</code><span class="sig-paren">(</span><em>pipeline</em><span class="sig-paren">)</span><a class="reference internal" href="_modules/apache_beam/runners/interactive/interactive_runner.html#InteractiveRunner.run_pipeline"><span class="viewcode-link">[source]</span></a><a class="headerlink" href="#apache_beam.runners.interactive.interactive_runner.InteractiveRunner.run_pipeline" title="Permalink to this definition">¶</a></dt>
 <dd></dd></dl>

 </dd></dl>

 <dl class="class">
 <dt id="apache_beam.runners.interactive.interactive_runner.ReadCache">
 <em class="property">class </em><code class="descclassname">apache_beam.runners.interactive.interactive_runner.</code><code class="descname">ReadCache</code><span class="sig-paren">(</span><em>cache_manager</em>, <em>label</em><span class="sig-paren">)</span><a class="reference internal" href="_modules/apache_beam/runners/interactive/interactive_runner.html#ReadCache"><span class="viewcode-link">[source]</span></a><a class="headerlink" href="#apache_beam.runners.interactive.interactive_runner.ReadCache" title="Permalink to this definition">¶</a></dt>
 <dd><p>Bases: <a class="reference internal" href="apache_beam.transforms.ptransform.html#apache_beam.transforms.ptransform.PTransform" title="apache_beam.transforms.ptransform.PTransform"><code class="xref py py-class docutils literal"><span class="pre">apache_beam.transforms.ptransform.PTransform</span></code></a></p>
 <p>A PTransform that reads the PCollections from the cache.</p>
 <dl class="method">
 <dt id="apache_beam.runners.interactive.interactive_runner.ReadCache.expand">
 <code class="descname">expand</code><span class="sig-paren">(</span><em>pbegin</em><span class="sig-paren">)</span><a class="reference internal" href="_modules/apache_beam/runners/interactive/interactive_runner.html#ReadCache.expand"><span class="viewcode-link">[source]</span></a><a class="headerlink" href="#apache_beam.runners.interactive.interactive_runner.ReadCache.expand" title="Permalink to this definition">¶</a></dt>
 <dd></dd></dl>

 </dd></dl>

 <dl class="class">
 <dt id="apache_beam.runners.interactive.interactive_runner.WriteCache">
 <em class="property">class </em><code class="descclassname">apache_beam.runners.interactive.interactive_runner.</code><code class="descname">WriteCache</code><span class="sig-paren">(</span><em>cache_manager</em>, <em>sample=False</em><span class="sig-paren">)</span><a class="reference internal" href="_modules/apache_beam/runners/interactive/interactive_runner.html#WriteCache"><span class="viewcode-link">[source]</span></a><a class="headerlink" href="#apache_beam.runners.interactive.interactive_runner.WriteCache" title="Permalink to this definition">¶</a></dt>
 <dd><p>Bases: <a class="reference internal" href="apache_beam.transforms.ptransform.html#apache_beam.transforms.ptransform.PTransform" title="apache_beam.transforms.ptransform.PTransform"><code class="xref py py-class docutils literal"><span class="pre">apache_beam.transforms.ptransform.PTransform</span></code></a></p>
 <p>A PTransform that writes the PCollections to the cache.</p>
 <dl class="method">
 <dt id="apache_beam.runners.interactive.interactive_runner.WriteCache.expand">
 <code class="descname">expand</code><span class="sig-paren">(</span><em>pcolls_to_write</em><span class="sig-paren">)</span><a class="reference internal" href="_modules/apache_beam/runners/interactive/interactive_runner.html#WriteCache.expand"><span class="viewcode-link">[source]</span></a><a class="headerlink" href="#apache_beam.runners.interactive.interactive_runner.WriteCache.expand" title="Permalink to this definition">¶</a></dt>
 <dd></dd></dl>

 </dd></dl>

 <dl class="class">
 <dt id="apache_beam.runners.interactive.interactive_runner.CacheManager">
 <em class="property">class </em><code class="descclassname">apache_beam.runners.interactive.interactive_runner.</code><code class="descname">CacheManager</code><span class="sig-paren">(</span><em>temp_dir=None</em><span class="sig-paren">)</span><a class="reference internal" href="_modules/apache_beam/runners/interactive/interactive_runner.html#CacheManager"><span class="viewcode-link">[source]</span></a><a class="headerlink" href="#apache_beam.runners.interactive.interactive_runner.CacheManager" title="Permalink to this definition">¶</a></dt>
 <dd><p>Bases: <a class="reference external" href="https://docs.python.org/2/library/functions.html#object" title="(in Python v2.7)"><code class="xref py py-class docutils literal"><span class="pre">object</span></code></a></p>
 <p>Maps PCollections to files for materialization.</p>
 <dl class="method">
 <dt id="apache_beam.runners.interactive.interactive_runner.CacheManager.exists">
 <code class="descname">exists</code><span class="sig-paren">(</span><em>*labels</em><span class="sig-paren">)</span><a class="reference internal" href="_modules/apache_beam/runners/interactive/interactive_runner.html#CacheManager.exists"><span class="viewcode-link">[source]</span></a><a class="headerlink" href="#apache_beam.runners.interactive.interactive_runner.CacheManager.exists" title="Permalink to this definition">¶</a></dt>
 <dd></dd></dl>

 <dl class="method">
 <dt id="apache_beam.runners.interactive.interactive_runner.CacheManager.read">
 <code class="descname">read</code><span class="sig-paren">(</span><em>prefix</em>, <em>cache_label</em><span class="sig-paren">)</span><a class="reference internal" href="_modules/apache_beam/runners/interactive/interactive_runner.html#CacheManager.read"><span class="viewcode-link">[source]</span></a><a class="headerlink" href="#apache_beam.runners.interactive.interactive_runner.CacheManager.read" title="Permalink to this definition">¶</a></dt>
 <dd></dd></dl>

 <dl class="method">
 <dt id="apache_beam.runners.interactive.interactive_runner.CacheManager.glob_path">
 <code class="descname">glob_path</code><span class="sig-paren">(</span><em>*labels</em><span class="sig-paren">)</span><a class="reference internal" href="_modules/apache_beam/runners/interactive/interactive_runner.html#CacheManager.glob_path"><span class="viewcode-link">[source]</span></a><a class="headerlink" href="#apache_beam.runners.interactive.interactive_runner.CacheManager.glob_path" title="Permalink to this definition">¶</a></dt>
 <dd></dd></dl>

 <dl class="method">
 <dt id="apache_beam.runners.interactive.interactive_runner.CacheManager.path">
 <code class="descname">path</code><span class="sig-paren">(</span><em>*labels</em><span class="sig-paren">)</span><a class="reference internal" href="_modules/apache_beam/runners/interactive/interactive_runner.html#CacheManager.path"><span class="viewcode-link">[source]</span></a><a class="headerlink" href="#apache_beam.runners.interactive.interactive_runner.CacheManager.path" title="Permalink to this definition">¶</a></dt>
 <dd></dd></dl>

 <dl class="method">
 <dt id="apache_beam.runners.interactive.interactive_runner.CacheManager.cleanup">
 <code class="descname">cleanup</code><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="reference internal" href="_modules/apache_beam/runners/interactive/interactive_runner.html#CacheManager.cleanup"><span class="viewcode-link">[source]</span></a><a class="headerlink" href="#apache_beam.runners.interactive.interactive_runner.CacheManager.cleanup" title="Permalink to this definition">¶</a></dt>
 <dd></dd></dl>

 </dd></dl>

 <dl class="class">
 <dt id="apache_beam.runners.interactive.interactive_runner.PipelineInfo">
 <em class="property">class </em><code class="descclassname">apache_beam.runners.interactive.interactive_runner.</code><code class="descname">PipelineInfo</code><span class="sig-paren">(</span><em>proto</em><span class="sig-paren">)</span><a class="reference internal" href="_modules/apache_beam/runners/interactive/interactive_runner.html#PipelineInfo"><span class="viewcode-link">[source]</span></a><a class="headerlink" href="#apache_beam.runners.interactive.interactive_runner.PipelineInfo" title="Permalink to this definition">¶</a></dt>
 <dd><p>Bases: <a class="reference external" href="https://docs.python.org/2/library/functions.html#object" title="(in Python v2.7)"><code class="xref py py-class docutils literal"><span class="pre">object</span></code></a></p>
 <p>Provides access to pipeline metadata.</p>
 <dl class="method">
 <dt id="apache_beam.runners.interactive.interactive_runner.PipelineInfo.all_pcollections">
 <code class="descname">all_pcollections</code><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="reference internal" href="_modules/apache_beam/runners/interactive/interactive_runner.html#PipelineInfo.all_pcollections"><span class="viewcode-link">[source]</span></a><a class="headerlink" href="#apache_beam.runners.interactive.interactive_runner.PipelineInfo.all_pcollections" title="Permalink to this definition">¶</a></dt>
 <dd></dd></dl>

 <dl class="method">
 <dt id="apache_beam.runners.interactive.interactive_runner.PipelineInfo.leaf_pcollections">
 <code class="descname">leaf_pcollections</code><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="reference internal" href="_modules/apache_beam/runners/interactive/interactive_runner.html#PipelineInfo.leaf_pcollections"><span class="viewcode-link">[source]</span></a><a class="headerlink" href="#apache_beam.runners.interactive.interactive_runner.PipelineInfo.leaf_pcollections" title="Permalink to this definition">¶</a></dt>
 <dd></dd></dl>

 <dl class="method">
 <dt id="apache_beam.runners.interactive.interactive_runner.PipelineInfo.producer">
 <code class="descname">producer</code><span class="sig-paren">(</span><em>pcoll_id</em><span class="sig-paren">)</span><a class="reference internal" href="_modules/apache_beam/runners/interactive/interactive_runner.html#PipelineInfo.producer"><span class="viewcode-link">[source]</span></a><a class="headerlink" href="#apache_beam.runners.interactive.interactive_runner.PipelineInfo.producer" title="Permalink to this definition">¶</a></dt>
 <dd></dd></dl>

 <dl class="method">
 <dt id="apache_beam.runners.interactive.interactive_runner.PipelineInfo.derivation">
 <code class="descname">derivation</code><span class="sig-paren">(</span><em>pcoll_id</em><span class="sig-paren">)</span><a class="reference internal" href="_modules/apache_beam/runners/interactive/interactive_runner.html#PipelineInfo.derivation"><span class="viewcode-link">[source]</span></a><a class="headerlink" href="#apache_beam.runners.interactive.interactive_runner.PipelineInfo.derivation" title="Permalink to this definition">¶</a></dt>
 <dd><p>Returns the Derivation corresponding to the PCollection.</p>
 </dd></dl>

 </dd></dl>

 <dl class="class">
 <dt id="apache_beam.runners.interactive.interactive_runner.Derivation">
 <em class="property">class </em><code class="descclassname">apache_beam.runners.interactive.interactive_runner.</code><code class="descname">Derivation</code><span class="sig-paren">(</span><em>inputs</em>, <em>transform_proto</em>, <em>output_tag</em><span class="sig-paren">)</span><a class="reference internal" href="_modules/apache_beam/runners/interactive/interactive_runner.html#Derivation"><span class="viewcode-link">[source]</span></a><a class="headerlink" href="#apache_beam.runners.interactive.interactive_runner.Derivation" title="Permalink to this definition">¶</a></dt>
 <dd><p>Bases: <a class="reference external" href="https://docs.python.org/2/library/functions.html#object" title="(in Python v2.7)"><code class="xref py py-class docutils literal"><span class="pre">object</span></code></a></p>
 <p>Records derivation info of a PCollection. Helper for PipelineInfo.</p>
 <p>Constructor of Derivation.</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>inputs</strong> – (Dict[str, str]) a dict that contains input PCollections to the
 producing PTransform of the output PCollection. Maps local names to IDs.</li>
 <li><strong>transform_proto</strong> – (Transform proto) the producing PTransform of the output
 PCollection.</li>
 <li><strong>output_tag</strong> – (str) local name of the output PCollection; this is the
 PCollection in analysis.</li>
 </ul>
 </td>
 </tr>
 </tbody>
 </table>
 <dl class="method">
 <dt id="apache_beam.runners.interactive.interactive_runner.Derivation.cache_label">
 <code class="descname">cache_label</code><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="reference internal" href="_modules/apache_beam/runners/interactive/interactive_runner.html#Derivation.cache_label"><span class="viewcode-link">[source]</span></a><a class="headerlink" href="#apache_beam.runners.interactive.interactive_runner.Derivation.cache_label" title="Permalink to this definition">¶</a></dt>
 <dd></dd></dl>

 <dl class="method">
 <dt id="apache_beam.runners.interactive.interactive_runner.Derivation.json">
 <code class="descname">json</code><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="reference internal" href="_modules/apache_beam/runners/interactive/interactive_runner.html#Derivation.json"><span class="viewcode-link">[source]</span></a><a class="headerlink" href="#apache_beam.runners.interactive.interactive_runner.Derivation.json" title="Permalink to this definition">¶</a></dt>
 <dd></dd></dl>

 </dd></dl>

 <dl class="class">
 <dt id="apache_beam.runners.interactive.interactive_runner.SafeFastPrimitivesCoder">
 <em class="property">class </em><code class="descclassname">apache_beam.runners.interactive.interactive_runner.</code><code class="descname">SafeFastPrimitivesCoder</code><a class="reference internal" href="_modules/apache_beam/runners/interactive/interactive_runner.html#SafeFastPrimitivesCoder"><span class="viewcode-link">[source]</span></a><a class="headerlink" href="#apache_beam.runners.interactive.interactive_runner.SafeFastPrimitivesCoder" title="Permalink to this definition">¶</a></dt>
 <dd><p>Bases: <a class="reference internal" href="apache_beam.coders.coders.html#apache_beam.coders.coders.Coder" title="apache_beam.coders.coders.Coder"><code class="xref py py-class docutils literal"><span class="pre">apache_beam.coders.coders.Coder</span></code></a></p>
 <p>This class add an quote/unquote step to escape special characters.</p>
 <dl class="method">
 <dt id="apache_beam.runners.interactive.interactive_runner.SafeFastPrimitivesCoder.encode">
 <code class="descname">encode</code><span class="sig-paren">(</span><em>value</em><span class="sig-paren">)</span><a class="reference internal" href="_modules/apache_beam/runners/interactive/interactive_runner.html#SafeFastPrimitivesCoder.encode"><span class="viewcode-link">[source]</span></a><a class="headerlink" href="#apache_beam.runners.interactive.interactive_runner.SafeFastPrimitivesCoder.encode" title="Permalink to this definition">¶</a></dt>
 <dd></dd></dl>

 <dl class="method">
 <dt id="apache_beam.runners.interactive.interactive_runner.SafeFastPrimitivesCoder.decode">
 <code class="descname">decode</code><span class="sig-paren">(</span><em>value</em><span class="sig-paren">)</span><a class="reference internal" href="_modules/apache_beam/runners/interactive/interactive_runner.html#SafeFastPrimitivesCoder.decode"><span class="viewcode-link">[source]</span></a><a class="headerlink" href="#apache_beam.runners.interactive.interactive_runner.SafeFastPrimitivesCoder.decode" title="Permalink to this definition">¶</a></dt>
 <dd></dd></dl>

 </dd></dl>

 <dl class="function">
 <dt id="apache_beam.runners.interactive.interactive_runner.set_proto_map">
 <code class="descclassname">apache_beam.runners.interactive.interactive_runner.</code><code class="descname">set_proto_map</code><span class="sig-paren">(</span><em>proto_map</em>, <em>new_value</em><span class="sig-paren">)</span><a class="reference internal" href="_modules/apache_beam/runners/interactive/interactive_runner.html#set_proto_map"><span class="viewcode-link">[source]</span></a><a class="headerlink" href="#apache_beam.runners.interactive.interactive_runner.set_proto_map" title="Permalink to this definition">¶</a></dt>
 <dd></dd></dl>

 <dl class="class">
 <dt id="apache_beam.runners.interactive.interactive_runner.PipelineResult">
 <em class="property">class </em><code class="descclassname">apache_beam.runners.interactive.interactive_runner.</code><code class="descname">PipelineResult</code><span class="sig-paren">(</span><em>underlying_result</em>, <em>runner</em>, <em>pipeline_info</em>, <em>cache_manager</em>, <em>pcolls_to_pcoll_id</em><span class="sig-paren">)</span><a class="reference internal" href="_modules/apache_beam/runners/interactive/interactive_runner.html#PipelineResult"><span class="viewcode-link">[source]</span></a><a class="headerlink" href="#apache_beam.runners.interactive.interactive_runner.PipelineResult" title="Permalink to this definition">¶</a></dt>
 <dd><p>Bases: <a class="reference internal" href="apache_beam.runners.runner.html#apache_beam.runners.runner.PipelineResult" title="apache_beam.runners.runner.PipelineResult"><code class="xref py py-class docutils literal"><span class="pre">apache_beam.runners.runner.PipelineResult</span></code></a></p>
 <p>Provides access to information about a pipeline.</p>
 <dl class="method">
 <dt id="apache_beam.runners.interactive.interactive_runner.PipelineResult.wait_until_finish">
 <code class="descname">wait_until_finish</code><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="reference internal" href="_modules/apache_beam/runners/interactive/interactive_runner.html#PipelineResult.wait_until_finish"><span class="viewcode-link">[source]</span></a><a class="headerlink" href="#apache_beam.runners.interactive.interactive_runner.PipelineResult.wait_until_finish" title="Permalink to this definition">¶</a></dt>
 <dd></dd></dl>

 <dl class="method">
 <dt id="apache_beam.runners.interactive.interactive_runner.PipelineResult.get">
 <code class="descname">get</code><span class="sig-paren">(</span><em>pcoll</em><span class="sig-paren">)</span><a class="reference internal" href="_modules/apache_beam/runners/interactive/interactive_runner.html#PipelineResult.get"><span class="viewcode-link">[source]</span></a><a class="headerlink" href="#apache_beam.runners.interactive.interactive_runner.PipelineResult.get" title="Permalink to this definition">¶</a></dt>
 <dd></dd></dl>

 <dl class="method">
 <dt id="apache_beam.runners.interactive.interactive_runner.PipelineResult.sample">
 <code class="descname">sample</code><span class="sig-paren">(</span><em>pcoll</em><span class="sig-paren">)</span><a class="reference internal" href="_modules/apache_beam/runners/interactive/interactive_runner.html#PipelineResult.sample"><span class="viewcode-link">[source]</span></a><a class="headerlink" href="#apache_beam.runners.interactive.interactive_runner.PipelineResult.sample" title="Permalink to this definition">¶</a></dt>
 <dd></dd></dl>

 </dd></dl>

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