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| <section id="module-apache_beam.ml.transforms"> |
| <span id="apache-beam-ml-transforms-package"></span><h1>apache_beam.ml.transforms package<a class="headerlink" href="#module-apache_beam.ml.transforms" title="Link to this heading"></a></h1> |
| <section id="subpackages"> |
| <h2>Subpackages<a class="headerlink" href="#subpackages" title="Link to this heading"></a></h2> |
| <div class="toctree-wrapper compound"> |
| <ul> |
| <li class="toctree-l1"><a class="reference internal" href="apache_beam.ml.transforms.embeddings.html">apache_beam.ml.transforms.embeddings package</a><ul> |
| <li class="toctree-l2"><a class="reference internal" href="apache_beam.ml.transforms.embeddings.html#submodules">Submodules</a><ul> |
| <li class="toctree-l3"><a class="reference internal" href="apache_beam.ml.transforms.embeddings.huggingface.html">apache_beam.ml.transforms.embeddings.huggingface module</a><ul> |
| <li class="toctree-l4"><a class="reference internal" href="apache_beam.ml.transforms.embeddings.huggingface.html#apache_beam.ml.transforms.embeddings.huggingface.SentenceTransformerEmbeddings"><code class="docutils literal notranslate"><span class="pre">SentenceTransformerEmbeddings</span></code></a></li> |
| <li class="toctree-l4"><a class="reference internal" href="apache_beam.ml.transforms.embeddings.huggingface.html#apache_beam.ml.transforms.embeddings.huggingface.InferenceAPIEmbeddings"><code class="docutils literal notranslate"><span class="pre">InferenceAPIEmbeddings</span></code></a></li> |
| </ul> |
| </li> |
| <li class="toctree-l3"><a class="reference internal" href="apache_beam.ml.transforms.embeddings.open_ai.html">apache_beam.ml.transforms.embeddings.open_ai module</a><ul> |
| <li class="toctree-l4"><a class="reference internal" href="apache_beam.ml.transforms.embeddings.open_ai.html#apache_beam.ml.transforms.embeddings.open_ai.OpenAITextEmbeddings"><code class="docutils literal notranslate"><span class="pre">OpenAITextEmbeddings</span></code></a></li> |
| </ul> |
| </li> |
| <li class="toctree-l3"><a class="reference internal" href="apache_beam.ml.transforms.embeddings.tensorflow_hub.html">apache_beam.ml.transforms.embeddings.tensorflow_hub module</a><ul> |
| <li class="toctree-l4"><a class="reference internal" href="apache_beam.ml.transforms.embeddings.tensorflow_hub.html#apache_beam.ml.transforms.embeddings.tensorflow_hub.TensorflowHubTextEmbeddings"><code class="docutils literal notranslate"><span class="pre">TensorflowHubTextEmbeddings</span></code></a></li> |
| <li class="toctree-l4"><a class="reference internal" href="apache_beam.ml.transforms.embeddings.tensorflow_hub.html#apache_beam.ml.transforms.embeddings.tensorflow_hub.TensorflowHubImageEmbeddings"><code class="docutils literal notranslate"><span class="pre">TensorflowHubImageEmbeddings</span></code></a></li> |
| </ul> |
| </li> |
| <li class="toctree-l3"><a class="reference internal" href="apache_beam.ml.transforms.embeddings.vertex_ai.html">apache_beam.ml.transforms.embeddings.vertex_ai module</a><ul> |
| <li class="toctree-l4"><a class="reference internal" href="apache_beam.ml.transforms.embeddings.vertex_ai.html#apache_beam.ml.transforms.embeddings.vertex_ai.VertexAITextEmbeddings"><code class="docutils literal notranslate"><span class="pre">VertexAITextEmbeddings</span></code></a></li> |
| <li class="toctree-l4"><a class="reference internal" href="apache_beam.ml.transforms.embeddings.vertex_ai.html#apache_beam.ml.transforms.embeddings.vertex_ai.VertexAIImageEmbeddings"><code class="docutils literal notranslate"><span class="pre">VertexAIImageEmbeddings</span></code></a></li> |
| </ul> |
| </li> |
| </ul> |
| </li> |
| </ul> |
| </li> |
| </ul> |
| </div> |
| </section> |
| <section id="submodules"> |
| <h2>Submodules<a class="headerlink" href="#submodules" title="Link to this heading"></a></h2> |
| <div class="toctree-wrapper compound"> |
| <ul> |
| <li class="toctree-l1"><a class="reference internal" href="apache_beam.ml.transforms.base.html">apache_beam.ml.transforms.base module</a><ul> |
| <li class="toctree-l2"><a class="reference internal" href="apache_beam.ml.transforms.base.html#apache_beam.ml.transforms.base.MLTransform"><code class="docutils literal notranslate"><span class="pre">MLTransform</span></code></a><ul> |
| <li class="toctree-l3"><a class="reference internal" href="apache_beam.ml.transforms.base.html#apache_beam.ml.transforms.base.MLTransform.expand"><code class="docutils literal notranslate"><span class="pre">MLTransform.expand()</span></code></a></li> |
| <li class="toctree-l3"><a class="reference internal" href="apache_beam.ml.transforms.base.html#apache_beam.ml.transforms.base.MLTransform.with_transform"><code class="docutils literal notranslate"><span class="pre">MLTransform.with_transform()</span></code></a></li> |
| <li class="toctree-l3"><a class="reference internal" href="apache_beam.ml.transforms.base.html#apache_beam.ml.transforms.base.MLTransform.with_exception_handling"><code class="docutils literal notranslate"><span class="pre">MLTransform.with_exception_handling()</span></code></a></li> |
| </ul> |
| </li> |
| <li class="toctree-l2"><a class="reference internal" href="apache_beam.ml.transforms.base.html#apache_beam.ml.transforms.base.ProcessHandler"><code class="docutils literal notranslate"><span class="pre">ProcessHandler</span></code></a><ul> |
| <li class="toctree-l3"><a class="reference internal" href="apache_beam.ml.transforms.base.html#apache_beam.ml.transforms.base.ProcessHandler.append_transform"><code class="docutils literal notranslate"><span class="pre">ProcessHandler.append_transform()</span></code></a></li> |
| </ul> |
| </li> |
| <li class="toctree-l2"><a class="reference internal" href="apache_beam.ml.transforms.base.html#apache_beam.ml.transforms.base.MLTransformProvider"><code class="docutils literal notranslate"><span class="pre">MLTransformProvider</span></code></a><ul> |
| <li class="toctree-l3"><a class="reference internal" href="apache_beam.ml.transforms.base.html#apache_beam.ml.transforms.base.MLTransformProvider.get_ptransform_for_processing"><code class="docutils literal notranslate"><span class="pre">MLTransformProvider.get_ptransform_for_processing()</span></code></a></li> |
| <li class="toctree-l3"><a class="reference internal" href="apache_beam.ml.transforms.base.html#apache_beam.ml.transforms.base.MLTransformProvider.get_counter"><code class="docutils literal notranslate"><span class="pre">MLTransformProvider.get_counter()</span></code></a></li> |
| </ul> |
| </li> |
| <li class="toctree-l2"><a class="reference internal" href="apache_beam.ml.transforms.base.html#apache_beam.ml.transforms.base.BaseOperation"><code class="docutils literal notranslate"><span class="pre">BaseOperation</span></code></a><ul> |
| <li class="toctree-l3"><a class="reference internal" href="apache_beam.ml.transforms.base.html#apache_beam.ml.transforms.base.BaseOperation.apply_transform"><code class="docutils literal notranslate"><span class="pre">BaseOperation.apply_transform()</span></code></a></li> |
| </ul> |
| </li> |
| <li class="toctree-l2"><a class="reference internal" href="apache_beam.ml.transforms.base.html#apache_beam.ml.transforms.base.EmbeddingsManager"><code class="docutils literal notranslate"><span class="pre">EmbeddingsManager</span></code></a><ul> |
| <li class="toctree-l3"><a class="reference internal" href="apache_beam.ml.transforms.base.html#apache_beam.ml.transforms.base.EmbeddingsManager.get_model_handler"><code class="docutils literal notranslate"><span class="pre">EmbeddingsManager.get_model_handler()</span></code></a></li> |
| <li class="toctree-l3"><a class="reference internal" href="apache_beam.ml.transforms.base.html#apache_beam.ml.transforms.base.EmbeddingsManager.get_columns_to_apply"><code class="docutils literal notranslate"><span class="pre">EmbeddingsManager.get_columns_to_apply()</span></code></a></li> |
| </ul> |
| </li> |
| </ul> |
| </li> |
| <li class="toctree-l1"><a class="reference internal" href="apache_beam.ml.transforms.handlers.html">apache_beam.ml.transforms.handlers module</a><ul> |
| <li class="toctree-l2"><a class="reference internal" href="apache_beam.ml.transforms.handlers.html#apache_beam.ml.transforms.handlers.TFTProcessHandler"><code class="docutils literal notranslate"><span class="pre">TFTProcessHandler</span></code></a><ul> |
| <li class="toctree-l3"><a class="reference internal" href="apache_beam.ml.transforms.handlers.html#apache_beam.ml.transforms.handlers.TFTProcessHandler.append_transform"><code class="docutils literal notranslate"><span class="pre">TFTProcessHandler.append_transform()</span></code></a></li> |
| <li class="toctree-l3"><a class="reference internal" href="apache_beam.ml.transforms.handlers.html#apache_beam.ml.transforms.handlers.TFTProcessHandler.get_raw_data_feature_spec"><code class="docutils literal notranslate"><span class="pre">TFTProcessHandler.get_raw_data_feature_spec()</span></code></a></li> |
| <li class="toctree-l3"><a class="reference internal" href="apache_beam.ml.transforms.handlers.html#apache_beam.ml.transforms.handlers.TFTProcessHandler.convert_raw_data_feature_spec_to_dataset_metadata"><code class="docutils literal notranslate"><span class="pre">TFTProcessHandler.convert_raw_data_feature_spec_to_dataset_metadata()</span></code></a></li> |
| <li class="toctree-l3"><a class="reference internal" href="apache_beam.ml.transforms.handlers.html#apache_beam.ml.transforms.handlers.TFTProcessHandler.get_raw_data_metadata"><code class="docutils literal notranslate"><span class="pre">TFTProcessHandler.get_raw_data_metadata()</span></code></a></li> |
| <li class="toctree-l3"><a class="reference internal" href="apache_beam.ml.transforms.handlers.html#apache_beam.ml.transforms.handlers.TFTProcessHandler.write_transform_artifacts"><code class="docutils literal notranslate"><span class="pre">TFTProcessHandler.write_transform_artifacts()</span></code></a></li> |
| <li class="toctree-l3"><a class="reference internal" href="apache_beam.ml.transforms.handlers.html#apache_beam.ml.transforms.handlers.TFTProcessHandler.process_data_fn"><code class="docutils literal notranslate"><span class="pre">TFTProcessHandler.process_data_fn()</span></code></a></li> |
| <li class="toctree-l3"><a class="reference internal" href="apache_beam.ml.transforms.handlers.html#apache_beam.ml.transforms.handlers.TFTProcessHandler.expand"><code class="docutils literal notranslate"><span class="pre">TFTProcessHandler.expand()</span></code></a></li> |
| <li class="toctree-l3"><a class="reference internal" href="apache_beam.ml.transforms.handlers.html#apache_beam.ml.transforms.handlers.TFTProcessHandler.with_exception_handling"><code class="docutils literal notranslate"><span class="pre">TFTProcessHandler.with_exception_handling()</span></code></a></li> |
| </ul> |
| </li> |
| </ul> |
| </li> |
| <li class="toctree-l1"><a class="reference internal" href="apache_beam.ml.transforms.tft.html">apache_beam.ml.transforms.tft module</a><ul> |
| <li class="toctree-l2"><a class="reference internal" href="apache_beam.ml.transforms.tft.html#apache_beam.ml.transforms.tft.ComputeAndApplyVocabulary"><code class="docutils literal notranslate"><span class="pre">ComputeAndApplyVocabulary</span></code></a><ul> |
| <li class="toctree-l3"><a class="reference internal" href="apache_beam.ml.transforms.tft.html#apache_beam.ml.transforms.tft.ComputeAndApplyVocabulary.apply_transform"><code class="docutils literal notranslate"><span class="pre">ComputeAndApplyVocabulary.apply_transform()</span></code></a></li> |
| </ul> |
| </li> |
| <li class="toctree-l2"><a class="reference internal" href="apache_beam.ml.transforms.tft.html#apache_beam.ml.transforms.tft.ScaleToZScore"><code class="docutils literal notranslate"><span class="pre">ScaleToZScore</span></code></a><ul> |
| <li class="toctree-l3"><a class="reference internal" href="apache_beam.ml.transforms.tft.html#apache_beam.ml.transforms.tft.ScaleToZScore.apply_transform"><code class="docutils literal notranslate"><span class="pre">ScaleToZScore.apply_transform()</span></code></a></li> |
| </ul> |
| </li> |
| <li class="toctree-l2"><a class="reference internal" href="apache_beam.ml.transforms.tft.html#apache_beam.ml.transforms.tft.ScaleTo01"><code class="docutils literal notranslate"><span class="pre">ScaleTo01</span></code></a><ul> |
| <li class="toctree-l3"><a class="reference internal" href="apache_beam.ml.transforms.tft.html#apache_beam.ml.transforms.tft.ScaleTo01.apply_transform"><code class="docutils literal notranslate"><span class="pre">ScaleTo01.apply_transform()</span></code></a></li> |
| </ul> |
| </li> |
| <li class="toctree-l2"><a class="reference internal" href="apache_beam.ml.transforms.tft.html#apache_beam.ml.transforms.tft.ScaleToGaussian"><code class="docutils literal notranslate"><span class="pre">ScaleToGaussian</span></code></a><ul> |
| <li class="toctree-l3"><a class="reference internal" href="apache_beam.ml.transforms.tft.html#apache_beam.ml.transforms.tft.ScaleToGaussian.apply_transform"><code class="docutils literal notranslate"><span class="pre">ScaleToGaussian.apply_transform()</span></code></a></li> |
| </ul> |
| </li> |
| <li class="toctree-l2"><a class="reference internal" href="apache_beam.ml.transforms.tft.html#apache_beam.ml.transforms.tft.ApplyBuckets"><code class="docutils literal notranslate"><span class="pre">ApplyBuckets</span></code></a><ul> |
| <li class="toctree-l3"><a class="reference internal" href="apache_beam.ml.transforms.tft.html#apache_beam.ml.transforms.tft.ApplyBuckets.apply_transform"><code class="docutils literal notranslate"><span class="pre">ApplyBuckets.apply_transform()</span></code></a></li> |
| </ul> |
| </li> |
| <li class="toctree-l2"><a class="reference internal" href="apache_beam.ml.transforms.tft.html#apache_beam.ml.transforms.tft.ApplyBucketsWithInterpolation"><code class="docutils literal notranslate"><span class="pre">ApplyBucketsWithInterpolation</span></code></a><ul> |
| <li class="toctree-l3"><a class="reference internal" href="apache_beam.ml.transforms.tft.html#apache_beam.ml.transforms.tft.ApplyBucketsWithInterpolation.apply_transform"><code class="docutils literal notranslate"><span class="pre">ApplyBucketsWithInterpolation.apply_transform()</span></code></a></li> |
| </ul> |
| </li> |
| <li class="toctree-l2"><a class="reference internal" href="apache_beam.ml.transforms.tft.html#apache_beam.ml.transforms.tft.Bucketize"><code class="docutils literal notranslate"><span class="pre">Bucketize</span></code></a><ul> |
| <li class="toctree-l3"><a class="reference internal" href="apache_beam.ml.transforms.tft.html#apache_beam.ml.transforms.tft.Bucketize.apply_transform"><code class="docutils literal notranslate"><span class="pre">Bucketize.apply_transform()</span></code></a></li> |
| </ul> |
| </li> |
| <li class="toctree-l2"><a class="reference internal" href="apache_beam.ml.transforms.tft.html#apache_beam.ml.transforms.tft.TFIDF"><code class="docutils literal notranslate"><span class="pre">TFIDF</span></code></a><ul> |
| <li class="toctree-l3"><a class="reference internal" href="apache_beam.ml.transforms.tft.html#apache_beam.ml.transforms.tft.TFIDF.apply_transform"><code class="docutils literal notranslate"><span class="pre">TFIDF.apply_transform()</span></code></a></li> |
| </ul> |
| </li> |
| <li class="toctree-l2"><a class="reference internal" href="apache_beam.ml.transforms.tft.html#apache_beam.ml.transforms.tft.TFTOperation"><code class="docutils literal notranslate"><span class="pre">TFTOperation</span></code></a><ul> |
| <li class="toctree-l3"><a class="reference internal" href="apache_beam.ml.transforms.tft.html#apache_beam.ml.transforms.tft.TFTOperation.get_ptransform_for_processing"><code class="docutils literal notranslate"><span class="pre">TFTOperation.get_ptransform_for_processing()</span></code></a></li> |
| </ul> |
| </li> |
| <li class="toctree-l2"><a class="reference internal" href="apache_beam.ml.transforms.tft.html#apache_beam.ml.transforms.tft.ScaleByMinMax"><code class="docutils literal notranslate"><span class="pre">ScaleByMinMax</span></code></a><ul> |
| <li class="toctree-l3"><a class="reference internal" href="apache_beam.ml.transforms.tft.html#apache_beam.ml.transforms.tft.ScaleByMinMax.apply_transform"><code class="docutils literal notranslate"><span class="pre">ScaleByMinMax.apply_transform()</span></code></a></li> |
| </ul> |
| </li> |
| <li class="toctree-l2"><a class="reference internal" href="apache_beam.ml.transforms.tft.html#apache_beam.ml.transforms.tft.NGrams"><code class="docutils literal notranslate"><span class="pre">NGrams</span></code></a><ul> |
| <li class="toctree-l3"><a class="reference internal" href="apache_beam.ml.transforms.tft.html#apache_beam.ml.transforms.tft.NGrams.apply_transform"><code class="docutils literal notranslate"><span class="pre">NGrams.apply_transform()</span></code></a></li> |
| </ul> |
| </li> |
| <li class="toctree-l2"><a class="reference internal" href="apache_beam.ml.transforms.tft.html#apache_beam.ml.transforms.tft.BagOfWords"><code class="docutils literal notranslate"><span class="pre">BagOfWords</span></code></a><ul> |
| <li class="toctree-l3"><a class="reference internal" href="apache_beam.ml.transforms.tft.html#apache_beam.ml.transforms.tft.BagOfWords.apply_transform"><code class="docutils literal notranslate"><span class="pre">BagOfWords.apply_transform()</span></code></a></li> |
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| <li class="toctree-l2"><a class="reference internal" href="apache_beam.ml.transforms.tft.html#apache_beam.ml.transforms.tft.HashStrings"><code class="docutils literal notranslate"><span class="pre">HashStrings</span></code></a><ul> |
| <li class="toctree-l3"><a class="reference internal" href="apache_beam.ml.transforms.tft.html#apache_beam.ml.transforms.tft.HashStrings.apply_transform"><code class="docutils literal notranslate"><span class="pre">HashStrings.apply_transform()</span></code></a></li> |
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| <li class="toctree-l2"><a class="reference internal" href="apache_beam.ml.transforms.tft.html#apache_beam.ml.transforms.tft.DeduplicateTensorPerRow"><code class="docutils literal notranslate"><span class="pre">DeduplicateTensorPerRow</span></code></a><ul> |
| <li class="toctree-l3"><a class="reference internal" href="apache_beam.ml.transforms.tft.html#apache_beam.ml.transforms.tft.DeduplicateTensorPerRow.apply_transform"><code class="docutils literal notranslate"><span class="pre">DeduplicateTensorPerRow.apply_transform()</span></code></a></li> |
| </ul> |
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| </ul> |
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| <li class="toctree-l1"><a class="reference internal" href="apache_beam.ml.transforms.utils.html">apache_beam.ml.transforms.utils module</a><ul> |
| <li class="toctree-l2"><a class="reference internal" href="apache_beam.ml.transforms.utils.html#apache_beam.ml.transforms.utils.ArtifactsFetcher"><code class="docutils literal notranslate"><span class="pre">ArtifactsFetcher</span></code></a><ul> |
| <li class="toctree-l3"><a class="reference internal" href="apache_beam.ml.transforms.utils.html#apache_beam.ml.transforms.utils.ArtifactsFetcher.get_vocab_list"><code class="docutils literal notranslate"><span class="pre">ArtifactsFetcher.get_vocab_list()</span></code></a></li> |
| <li class="toctree-l3"><a class="reference internal" href="apache_beam.ml.transforms.utils.html#apache_beam.ml.transforms.utils.ArtifactsFetcher.get_vocab_filepath"><code class="docutils literal notranslate"><span class="pre">ArtifactsFetcher.get_vocab_filepath()</span></code></a></li> |
| <li class="toctree-l3"><a class="reference internal" href="apache_beam.ml.transforms.utils.html#apache_beam.ml.transforms.utils.ArtifactsFetcher.get_vocab_size"><code class="docutils literal notranslate"><span class="pre">ArtifactsFetcher.get_vocab_size()</span></code></a></li> |
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