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| <div class="section" id="module-apache_beam.runners.interactive.pipeline_instrument"> |
| <span id="apache-beam-runners-interactive-pipeline-instrument-module"></span><h1>apache_beam.runners.interactive.pipeline_instrument module<a class="headerlink" href="#module-apache_beam.runners.interactive.pipeline_instrument" title="Permalink to this headline">¶</a></h1> |
| <p>Module to instrument interactivity to the given pipeline.</p> |
| <p>For internal use only; no backwards-compatibility guarantees. |
| This module accesses current interactive environment and analyzes given pipeline |
| to transform original pipeline into a one-shot pipeline with interactivity.</p> |
| <dl class="class"> |
| <dt id="apache_beam.runners.interactive.pipeline_instrument.PipelineInstrument"> |
| <em class="property">class </em><code class="descclassname">apache_beam.runners.interactive.pipeline_instrument.</code><code class="descname">PipelineInstrument</code><span class="sig-paren">(</span><em>pipeline</em>, <em>options=None</em><span class="sig-paren">)</span><a class="reference internal" href="_modules/apache_beam/runners/interactive/pipeline_instrument.html#PipelineInstrument"><span class="viewcode-link">[source]</span></a><a class="headerlink" href="#apache_beam.runners.interactive.pipeline_instrument.PipelineInstrument" 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>A pipeline instrument for pipeline to be executed by interactive runner.</p> |
| <p>This module should never depend on underlying runner that interactive runner |
| delegates. It instruments the original instance of pipeline directly by |
| appending or replacing transforms with help of cache. It provides |
| interfaces to recover states of original pipeline. It’s the interactive |
| runner’s responsibility to coordinate supported underlying runners to run |
| the pipeline instrumented and recover the original pipeline states if needed.</p> |
| <dl class="method"> |
| <dt id="apache_beam.runners.interactive.pipeline_instrument.PipelineInstrument.instrumented_pipeline_proto"> |
| <code class="descname">instrumented_pipeline_proto</code><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="reference internal" href="_modules/apache_beam/runners/interactive/pipeline_instrument.html#PipelineInstrument.instrumented_pipeline_proto"><span class="viewcode-link">[source]</span></a><a class="headerlink" href="#apache_beam.runners.interactive.pipeline_instrument.PipelineInstrument.instrumented_pipeline_proto" title="Permalink to this definition">¶</a></dt> |
| <dd><p>Always returns a new instance of portable instrumented proto.</p> |
| </dd></dl> |
| |
| <dl class="attribute"> |
| <dt id="apache_beam.runners.interactive.pipeline_instrument.PipelineInstrument.has_unbounded_source"> |
| <code class="descname">has_unbounded_source</code><a class="headerlink" href="#apache_beam.runners.interactive.pipeline_instrument.PipelineInstrument.has_unbounded_source" title="Permalink to this definition">¶</a></dt> |
| <dd><p>Checks if a given pipeline has any source that is unbounded.</p> |
| <p>The function directly checks the source transform definition instead |
| of pvalues in the pipeline. Thus manually setting is_bounded field of |
| a PCollection or switching streaming mode will not affect this |
| function’s result. The result is always deterministic when the source |
| code of a pipeline is defined.</p> |
| </dd></dl> |
| |
| <dl class="attribute"> |
| <dt id="apache_beam.runners.interactive.pipeline_instrument.PipelineInstrument.cacheables"> |
| <code class="descname">cacheables</code><a class="headerlink" href="#apache_beam.runners.interactive.pipeline_instrument.PipelineInstrument.cacheables" title="Permalink to this definition">¶</a></dt> |
| <dd><p>Finds cacheable PCollections from the pipeline.</p> |
| <p>The function only treats the result as cacheables since there is no |
| guarantee whether the cache desired PCollection has been cached or |
| not. A PCollection desires caching when it’s bound to a user defined |
| variable in source code. Otherwise, the PCollection is not reusale |
| nor introspectable which nullifying the need of cache.</p> |
| </dd></dl> |
| |
| <dl class="attribute"> |
| <dt id="apache_beam.runners.interactive.pipeline_instrument.PipelineInstrument.pcolls_to_pcoll_id"> |
| <code class="descname">pcolls_to_pcoll_id</code><a class="headerlink" href="#apache_beam.runners.interactive.pipeline_instrument.PipelineInstrument.pcolls_to_pcoll_id" title="Permalink to this definition">¶</a></dt> |
| <dd><p>Returns a dict mapping str(PCollection)s to IDs.</p> |
| </dd></dl> |
| |
| <dl class="attribute"> |
| <dt id="apache_beam.runners.interactive.pipeline_instrument.PipelineInstrument.original_pipeline_proto"> |
| <code class="descname">original_pipeline_proto</code><a class="headerlink" href="#apache_beam.runners.interactive.pipeline_instrument.PipelineInstrument.original_pipeline_proto" title="Permalink to this definition">¶</a></dt> |
| <dd><p>Returns the portable proto representation of the pipeline before |
| instrumentation.</p> |
| </dd></dl> |
| |
| <dl class="attribute"> |
| <dt id="apache_beam.runners.interactive.pipeline_instrument.PipelineInstrument.original_pipeline"> |
| <code class="descname">original_pipeline</code><a class="headerlink" href="#apache_beam.runners.interactive.pipeline_instrument.PipelineInstrument.original_pipeline" title="Permalink to this definition">¶</a></dt> |
| <dd><p>Returns a snapshot of the pipeline before instrumentation.</p> |
| </dd></dl> |
| |
| <dl class="method"> |
| <dt id="apache_beam.runners.interactive.pipeline_instrument.PipelineInstrument.instrument"> |
| <code class="descname">instrument</code><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="reference internal" href="_modules/apache_beam/runners/interactive/pipeline_instrument.html#PipelineInstrument.instrument"><span class="viewcode-link">[source]</span></a><a class="headerlink" href="#apache_beam.runners.interactive.pipeline_instrument.PipelineInstrument.instrument" title="Permalink to this definition">¶</a></dt> |
| <dd><p>Instruments original pipeline with cache.</p> |
| <p>For cacheable output PCollection, if cache for the key doesn’t exist, do |
| _write_cache(); for cacheable input PCollection, if cache for the key |
| exists, do _read_cache(). No instrument in any other situation.</p> |
| <dl class="docutils"> |
| <dt>Modifies:</dt> |
| <dd>self._pipeline</dd> |
| </dl> |
| </dd></dl> |
| |
| <dl class="method"> |
| <dt id="apache_beam.runners.interactive.pipeline_instrument.PipelineInstrument.cache_key"> |
| <code class="descname">cache_key</code><span class="sig-paren">(</span><em>pcoll</em><span class="sig-paren">)</span><a class="reference internal" href="_modules/apache_beam/runners/interactive/pipeline_instrument.html#PipelineInstrument.cache_key"><span class="viewcode-link">[source]</span></a><a class="headerlink" href="#apache_beam.runners.interactive.pipeline_instrument.PipelineInstrument.cache_key" title="Permalink to this definition">¶</a></dt> |
| <dd><p>Gets the identifier of a cacheable PCollection in cache.</p> |
| <p>If the pcoll is not a cacheable, return ‘’. |
| The key is what the pcoll would use as identifier if it’s materialized in |
| cache. It doesn’t mean that there would definitely be such cache already. |
| Also, the pcoll can come from the original user defined pipeline object or |
| an equivalent pcoll from a transformed copy of the original pipeline.</p> |
| </dd></dl> |
| |
| </dd></dl> |
| |
| <dl class="function"> |
| <dt id="apache_beam.runners.interactive.pipeline_instrument.pin"> |
| <code class="descclassname">apache_beam.runners.interactive.pipeline_instrument.</code><code class="descname">pin</code><span class="sig-paren">(</span><em>pipeline</em>, <em>options=None</em><span class="sig-paren">)</span><a class="reference internal" href="_modules/apache_beam/runners/interactive/pipeline_instrument.html#pin"><span class="viewcode-link">[source]</span></a><a class="headerlink" href="#apache_beam.runners.interactive.pipeline_instrument.pin" title="Permalink to this definition">¶</a></dt> |
| <dd><p>Creates PipelineInstrument for a pipeline and its options with cache.</p> |
| </dd></dl> |
| |
| <dl class="function"> |
| <dt id="apache_beam.runners.interactive.pipeline_instrument.cacheables"> |
| <code class="descclassname">apache_beam.runners.interactive.pipeline_instrument.</code><code class="descname">cacheables</code><span class="sig-paren">(</span><em>pcolls_to_pcoll_id</em><span class="sig-paren">)</span><a class="reference internal" href="_modules/apache_beam/runners/interactive/pipeline_instrument.html#cacheables"><span class="viewcode-link">[source]</span></a><a class="headerlink" href="#apache_beam.runners.interactive.pipeline_instrument.cacheables" title="Permalink to this definition">¶</a></dt> |
| <dd><p>Finds cache desired PCollections from the instrumented pipeline.</p> |
| <p>The function only treats the result as cacheables since whether the cache |
| desired PCollection has been cached depends on whether the pipeline has been |
| executed in current interactive environment. A PCollection desires caching |
| when it’s bound to a user defined variable in source code. Otherwise, the |
| PCollection is not reusable nor introspectable which nullifies the need of |
| cache. There might be multiple pipelines defined and watched, this will |
| return for PCollections from the ones with pcolls_to_pcoll_id analyzed. The |
| check is not strict because pcoll_id is not unique across multiple pipelines. |
| Additional check needs to be done during instrument.</p> |
| </dd></dl> |
| |
| <dl class="function"> |
| <dt id="apache_beam.runners.interactive.pipeline_instrument.cacheable_key"> |
| <code class="descclassname">apache_beam.runners.interactive.pipeline_instrument.</code><code class="descname">cacheable_key</code><span class="sig-paren">(</span><em>pcoll</em>, <em>pcolls_to_pcoll_id</em>, <em>pcoll_version_map=None</em><span class="sig-paren">)</span><a class="reference internal" href="_modules/apache_beam/runners/interactive/pipeline_instrument.html#cacheable_key"><span class="viewcode-link">[source]</span></a><a class="headerlink" href="#apache_beam.runners.interactive.pipeline_instrument.cacheable_key" title="Permalink to this definition">¶</a></dt> |
| <dd></dd></dl> |
| |
| <dl class="function"> |
| <dt id="apache_beam.runners.interactive.pipeline_instrument.has_unbounded_source"> |
| <code class="descclassname">apache_beam.runners.interactive.pipeline_instrument.</code><code class="descname">has_unbounded_source</code><span class="sig-paren">(</span><em>pipeline</em><span class="sig-paren">)</span><a class="reference internal" href="_modules/apache_beam/runners/interactive/pipeline_instrument.html#has_unbounded_source"><span class="viewcode-link">[source]</span></a><a class="headerlink" href="#apache_beam.runners.interactive.pipeline_instrument.has_unbounded_source" title="Permalink to this definition">¶</a></dt> |
| <dd><p>Checks if a given pipeline has any source that is unbounded.</p> |
| </dd></dl> |
| |
| <dl class="function"> |
| <dt id="apache_beam.runners.interactive.pipeline_instrument.pcolls_to_pcoll_id"> |
| <code class="descclassname">apache_beam.runners.interactive.pipeline_instrument.</code><code class="descname">pcolls_to_pcoll_id</code><span class="sig-paren">(</span><em>pipeline</em>, <em>original_context</em><span class="sig-paren">)</span><a class="reference internal" href="_modules/apache_beam/runners/interactive/pipeline_instrument.html#pcolls_to_pcoll_id"><span class="viewcode-link">[source]</span></a><a class="headerlink" href="#apache_beam.runners.interactive.pipeline_instrument.pcolls_to_pcoll_id" title="Permalink to this definition">¶</a></dt> |
| <dd><p>Returns a dict mapping PCollections string to PCollection IDs.</p> |
| <p>Using a PipelineVisitor to iterate over every node in the pipeline, |
| records the mapping from PCollections to PCollections IDs. This mapping |
| will be used to query cached PCollections.</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">Returns:</th><td class="field-body">(dict from str to str) a dict mapping str(pcoll) to pcoll_id.</td> |
| </tr> |
| </tbody> |
| </table> |
| </dd></dl> |
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