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| <section id="module-apache_beam.ml.rag"> |
| <span id="apache-beam-ml-rag-package"></span><h1>apache_beam.ml.rag package<a class="headerlink" href="#module-apache_beam.ml.rag" title="Link to this heading"></a></h1> |
| <p>Apache Beam RAG (Retrieval Augmented Generation) components. |
| This package provides components for building RAG pipelines in Apache Beam, |
| including: |
| - Chunking |
| - Embedding generation |
| - Vector storage |
| - Vector search enrichment</p> |
| <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.rag.chunking.html">apache_beam.ml.rag.chunking package</a><ul> |
| <li class="toctree-l2"><a class="reference internal" href="apache_beam.ml.rag.chunking.html#submodules">Submodules</a><ul> |
| <li class="toctree-l3"><a class="reference internal" href="apache_beam.ml.rag.chunking.base.html">apache_beam.ml.rag.chunking.base module</a><ul> |
| <li class="toctree-l4"><a class="reference internal" href="apache_beam.ml.rag.chunking.base.html#apache_beam.ml.rag.chunking.base.ChunkingTransformProvider"><code class="docutils literal notranslate"><span class="pre">ChunkingTransformProvider</span></code></a></li> |
| </ul> |
| </li> |
| <li class="toctree-l3"><a class="reference internal" href="apache_beam.ml.rag.chunking.langchain.html">apache_beam.ml.rag.chunking.langchain module</a><ul> |
| <li class="toctree-l4"><a class="reference internal" href="apache_beam.ml.rag.chunking.langchain.html#apache_beam.ml.rag.chunking.langchain.LangChainChunker"><code class="docutils literal notranslate"><span class="pre">LangChainChunker</span></code></a></li> |
| </ul> |
| </li> |
| </ul> |
| </li> |
| </ul> |
| </li> |
| <li class="toctree-l1"><a class="reference internal" href="apache_beam.ml.rag.embeddings.html">apache_beam.ml.rag.embeddings package</a><ul> |
| <li class="toctree-l2"><a class="reference internal" href="apache_beam.ml.rag.embeddings.html#submodules">Submodules</a><ul> |
| <li class="toctree-l3"><a class="reference internal" href="apache_beam.ml.rag.embeddings.base.html">apache_beam.ml.rag.embeddings.base module</a><ul> |
| <li class="toctree-l4"><a class="reference internal" href="apache_beam.ml.rag.embeddings.base.html#apache_beam.ml.rag.embeddings.base.create_rag_adapter"><code class="docutils literal notranslate"><span class="pre">create_rag_adapter()</span></code></a></li> |
| </ul> |
| </li> |
| <li class="toctree-l3"><a class="reference internal" href="apache_beam.ml.rag.embeddings.huggingface.html">apache_beam.ml.rag.embeddings.huggingface module</a><ul> |
| <li class="toctree-l4"><a class="reference internal" href="apache_beam.ml.rag.embeddings.huggingface.html#apache_beam.ml.rag.embeddings.huggingface.HuggingfaceTextEmbeddings"><code class="docutils literal notranslate"><span class="pre">HuggingfaceTextEmbeddings</span></code></a></li> |
| </ul> |
| </li> |
| <li class="toctree-l3"><a class="reference internal" href="apache_beam.ml.rag.embeddings.vertex_ai.html">apache_beam.ml.rag.embeddings.vertex_ai module</a><ul> |
| <li class="toctree-l4"><a class="reference internal" href="apache_beam.ml.rag.embeddings.vertex_ai.html#apache_beam.ml.rag.embeddings.vertex_ai.VertexAITextEmbeddings"><code class="docutils literal notranslate"><span class="pre">VertexAITextEmbeddings</span></code></a></li> |
| </ul> |
| </li> |
| </ul> |
| </li> |
| </ul> |
| </li> |
| <li class="toctree-l1"><a class="reference internal" href="apache_beam.ml.rag.enrichment.html">apache_beam.ml.rag.enrichment package</a><ul> |
| <li class="toctree-l2"><a class="reference internal" href="apache_beam.ml.rag.enrichment.html#submodules">Submodules</a><ul> |
| <li class="toctree-l3"><a class="reference internal" href="apache_beam.ml.rag.enrichment.bigquery_vector_search.html">apache_beam.ml.rag.enrichment.bigquery_vector_search module</a><ul> |
| <li class="toctree-l4"><a class="reference internal" href="apache_beam.ml.rag.enrichment.bigquery_vector_search.html#apache_beam.ml.rag.enrichment.bigquery_vector_search.BigQueryVectorSearchParameters"><code class="docutils literal notranslate"><span class="pre">BigQueryVectorSearchParameters</span></code></a></li> |
| <li class="toctree-l4"><a class="reference internal" href="apache_beam.ml.rag.enrichment.bigquery_vector_search.html#apache_beam.ml.rag.enrichment.bigquery_vector_search.BigQueryVectorSearchEnrichmentHandler"><code class="docutils literal notranslate"><span class="pre">BigQueryVectorSearchEnrichmentHandler</span></code></a></li> |
| <li class="toctree-l4"><a class="reference internal" href="apache_beam.ml.rag.enrichment.bigquery_vector_search.html#apache_beam.ml.rag.enrichment.bigquery_vector_search.join_fn"><code class="docutils literal notranslate"><span class="pre">join_fn()</span></code></a></li> |
| </ul> |
| </li> |
| <li class="toctree-l3"><a class="reference internal" href="apache_beam.ml.rag.enrichment.milvus_search.html">apache_beam.ml.rag.enrichment.milvus_search module</a><ul> |
| <li class="toctree-l4"><a class="reference internal" href="apache_beam.ml.rag.enrichment.milvus_search.html#apache_beam.ml.rag.enrichment.milvus_search.SearchStrategy"><code class="docutils literal notranslate"><span class="pre">SearchStrategy</span></code></a></li> |
| <li class="toctree-l4"><a class="reference internal" href="apache_beam.ml.rag.enrichment.milvus_search.html#apache_beam.ml.rag.enrichment.milvus_search.KeywordSearchMetrics"><code class="docutils literal notranslate"><span class="pre">KeywordSearchMetrics</span></code></a></li> |
| <li class="toctree-l4"><a class="reference internal" href="apache_beam.ml.rag.enrichment.milvus_search.html#apache_beam.ml.rag.enrichment.milvus_search.VectorSearchMetrics"><code class="docutils literal notranslate"><span class="pre">VectorSearchMetrics</span></code></a></li> |
| <li class="toctree-l4"><a class="reference internal" href="apache_beam.ml.rag.enrichment.milvus_search.html#apache_beam.ml.rag.enrichment.milvus_search.MilvusBaseRanker"><code class="docutils literal notranslate"><span class="pre">MilvusBaseRanker</span></code></a></li> |
| <li class="toctree-l4"><a class="reference internal" href="apache_beam.ml.rag.enrichment.milvus_search.html#apache_beam.ml.rag.enrichment.milvus_search.MilvusConnectionParameters"><code class="docutils literal notranslate"><span class="pre">MilvusConnectionParameters</span></code></a></li> |
| <li class="toctree-l4"><a class="reference internal" href="apache_beam.ml.rag.enrichment.milvus_search.html#apache_beam.ml.rag.enrichment.milvus_search.BaseSearchParameters"><code class="docutils literal notranslate"><span class="pre">BaseSearchParameters</span></code></a></li> |
| <li class="toctree-l4"><a class="reference internal" href="apache_beam.ml.rag.enrichment.milvus_search.html#apache_beam.ml.rag.enrichment.milvus_search.VectorSearchParameters"><code class="docutils literal notranslate"><span class="pre">VectorSearchParameters</span></code></a></li> |
| <li class="toctree-l4"><a class="reference internal" href="apache_beam.ml.rag.enrichment.milvus_search.html#apache_beam.ml.rag.enrichment.milvus_search.KeywordSearchParameters"><code class="docutils literal notranslate"><span class="pre">KeywordSearchParameters</span></code></a></li> |
| <li class="toctree-l4"><a class="reference internal" href="apache_beam.ml.rag.enrichment.milvus_search.html#apache_beam.ml.rag.enrichment.milvus_search.HybridSearchParameters"><code class="docutils literal notranslate"><span class="pre">HybridSearchParameters</span></code></a></li> |
| <li class="toctree-l4"><a class="reference internal" href="apache_beam.ml.rag.enrichment.milvus_search.html#apache_beam.ml.rag.enrichment.milvus_search.MilvusSearchParameters"><code class="docutils literal notranslate"><span class="pre">MilvusSearchParameters</span></code></a></li> |
| <li class="toctree-l4"><a class="reference internal" href="apache_beam.ml.rag.enrichment.milvus_search.html#apache_beam.ml.rag.enrichment.milvus_search.MilvusCollectionLoadParameters"><code class="docutils literal notranslate"><span class="pre">MilvusCollectionLoadParameters</span></code></a></li> |
| <li class="toctree-l4"><a class="reference internal" href="apache_beam.ml.rag.enrichment.milvus_search.html#apache_beam.ml.rag.enrichment.milvus_search.MilvusSearchResult"><code class="docutils literal notranslate"><span class="pre">MilvusSearchResult</span></code></a></li> |
| <li class="toctree-l4"><a class="reference internal" href="apache_beam.ml.rag.enrichment.milvus_search.html#apache_beam.ml.rag.enrichment.milvus_search.MilvusSearchEnrichmentHandler"><code class="docutils literal notranslate"><span class="pre">MilvusSearchEnrichmentHandler</span></code></a></li> |
| <li class="toctree-l4"><a class="reference internal" href="apache_beam.ml.rag.enrichment.milvus_search.html#apache_beam.ml.rag.enrichment.milvus_search.join_fn"><code class="docutils literal notranslate"><span class="pre">join_fn()</span></code></a></li> |
| <li class="toctree-l4"><a class="reference internal" href="apache_beam.ml.rag.enrichment.milvus_search.html#apache_beam.ml.rag.enrichment.milvus_search.unpack_dataclass_with_kwargs"><code class="docutils literal notranslate"><span class="pre">unpack_dataclass_with_kwargs()</span></code></a></li> |
| </ul> |
| </li> |
| </ul> |
| </li> |
| </ul> |
| </li> |
| <li class="toctree-l1"><a class="reference internal" href="apache_beam.ml.rag.ingestion.html">apache_beam.ml.rag.ingestion package</a><ul> |
| <li class="toctree-l2"><a class="reference internal" href="apache_beam.ml.rag.ingestion.html#submodules">Submodules</a><ul> |
| <li class="toctree-l3"><a class="reference internal" href="apache_beam.ml.rag.ingestion.alloydb.html">apache_beam.ml.rag.ingestion.alloydb module</a><ul> |
| <li class="toctree-l4"><a class="reference internal" href="apache_beam.ml.rag.ingestion.alloydb.html#apache_beam.ml.rag.ingestion.alloydb.AlloyDBLanguageConnectorConfig"><code class="docutils literal notranslate"><span class="pre">AlloyDBLanguageConnectorConfig</span></code></a></li> |
| <li class="toctree-l4"><a class="reference internal" href="apache_beam.ml.rag.ingestion.alloydb.html#apache_beam.ml.rag.ingestion.alloydb.AlloyDBVectorWriterConfig"><code class="docutils literal notranslate"><span class="pre">AlloyDBVectorWriterConfig</span></code></a></li> |
| </ul> |
| </li> |
| <li class="toctree-l3"><a class="reference internal" href="apache_beam.ml.rag.ingestion.base.html">apache_beam.ml.rag.ingestion.base module</a><ul> |
| <li class="toctree-l4"><a class="reference internal" href="apache_beam.ml.rag.ingestion.base.html#apache_beam.ml.rag.ingestion.base.VectorDatabaseWriteConfig"><code class="docutils literal notranslate"><span class="pre">VectorDatabaseWriteConfig</span></code></a></li> |
| <li class="toctree-l4"><a class="reference internal" href="apache_beam.ml.rag.ingestion.base.html#apache_beam.ml.rag.ingestion.base.VectorDatabaseWriteTransform"><code class="docutils literal notranslate"><span class="pre">VectorDatabaseWriteTransform</span></code></a></li> |
| </ul> |
| </li> |
| <li class="toctree-l3"><a class="reference internal" href="apache_beam.ml.rag.ingestion.bigquery.html">apache_beam.ml.rag.ingestion.bigquery module</a><ul> |
| <li class="toctree-l4"><a class="reference internal" href="apache_beam.ml.rag.ingestion.bigquery.html#apache_beam.ml.rag.ingestion.bigquery.SchemaConfig"><code class="docutils literal notranslate"><span class="pre">SchemaConfig</span></code></a></li> |
| <li class="toctree-l4"><a class="reference internal" href="apache_beam.ml.rag.ingestion.bigquery.html#apache_beam.ml.rag.ingestion.bigquery.BigQueryVectorWriterConfig"><code class="docutils literal notranslate"><span class="pre">BigQueryVectorWriterConfig</span></code></a></li> |
| </ul> |
| </li> |
| <li class="toctree-l3"><a class="reference internal" href="apache_beam.ml.rag.ingestion.cloudsql.html">apache_beam.ml.rag.ingestion.cloudsql module</a><ul> |
| <li class="toctree-l4"><a class="reference internal" href="apache_beam.ml.rag.ingestion.cloudsql.html#apache_beam.ml.rag.ingestion.cloudsql.LanguageConnectorConfig"><code class="docutils literal notranslate"><span class="pre">LanguageConnectorConfig</span></code></a></li> |
| <li class="toctree-l4"><a class="reference internal" href="apache_beam.ml.rag.ingestion.cloudsql.html#apache_beam.ml.rag.ingestion.cloudsql.CloudSQLPostgresVectorWriterConfig"><code class="docutils literal notranslate"><span class="pre">CloudSQLPostgresVectorWriterConfig</span></code></a></li> |
| <li class="toctree-l4"><a class="reference internal" href="apache_beam.ml.rag.ingestion.cloudsql.html#apache_beam.ml.rag.ingestion.cloudsql.CloudSQLMySQLVectorWriterConfig"><code class="docutils literal notranslate"><span class="pre">CloudSQLMySQLVectorWriterConfig</span></code></a></li> |
| </ul> |
| </li> |
| <li class="toctree-l3"><a class="reference internal" href="apache_beam.ml.rag.ingestion.jdbc_common.html">apache_beam.ml.rag.ingestion.jdbc_common module</a><ul> |
| <li class="toctree-l4"><a class="reference internal" href="apache_beam.ml.rag.ingestion.jdbc_common.html#apache_beam.ml.rag.ingestion.jdbc_common.ConnectionConfig"><code class="docutils literal notranslate"><span class="pre">ConnectionConfig</span></code></a></li> |
| <li class="toctree-l4"><a class="reference internal" href="apache_beam.ml.rag.ingestion.jdbc_common.html#apache_beam.ml.rag.ingestion.jdbc_common.WriteConfig"><code class="docutils literal notranslate"><span class="pre">WriteConfig</span></code></a></li> |
| </ul> |
| </li> |
| <li class="toctree-l3"><a class="reference internal" href="apache_beam.ml.rag.ingestion.mysql.html">apache_beam.ml.rag.ingestion.mysql module</a><ul> |
| <li class="toctree-l4"><a class="reference internal" href="apache_beam.ml.rag.ingestion.mysql.html#apache_beam.ml.rag.ingestion.mysql.MySQLVectorWriterConfig"><code class="docutils literal notranslate"><span class="pre">MySQLVectorWriterConfig</span></code></a></li> |
| </ul> |
| </li> |
| <li class="toctree-l3"><a class="reference internal" href="apache_beam.ml.rag.ingestion.mysql_common.html">apache_beam.ml.rag.ingestion.mysql_common module</a><ul> |
| <li class="toctree-l4"><a class="reference internal" href="apache_beam.ml.rag.ingestion.mysql_common.html#apache_beam.ml.rag.ingestion.mysql_common.chunk_embedding_fn"><code class="docutils literal notranslate"><span class="pre">chunk_embedding_fn()</span></code></a></li> |
| <li class="toctree-l4"><a class="reference internal" href="apache_beam.ml.rag.ingestion.mysql_common.html#apache_beam.ml.rag.ingestion.mysql_common.ColumnSpec"><code class="docutils literal notranslate"><span class="pre">ColumnSpec</span></code></a></li> |
| <li class="toctree-l4"><a class="reference internal" href="apache_beam.ml.rag.ingestion.mysql_common.html#apache_beam.ml.rag.ingestion.mysql_common.embedding_to_string"><code class="docutils literal notranslate"><span class="pre">embedding_to_string()</span></code></a></li> |
| <li class="toctree-l4"><a class="reference internal" href="apache_beam.ml.rag.ingestion.mysql_common.html#apache_beam.ml.rag.ingestion.mysql_common.ColumnSpecsBuilder"><code class="docutils literal notranslate"><span class="pre">ColumnSpecsBuilder</span></code></a></li> |
| <li class="toctree-l4"><a class="reference internal" href="apache_beam.ml.rag.ingestion.mysql_common.html#apache_beam.ml.rag.ingestion.mysql_common.ConflictResolution"><code class="docutils literal notranslate"><span class="pre">ConflictResolution</span></code></a></li> |
| </ul> |
| </li> |
| <li class="toctree-l3"><a class="reference internal" href="apache_beam.ml.rag.ingestion.postgres.html">apache_beam.ml.rag.ingestion.postgres module</a><ul> |
| <li class="toctree-l4"><a class="reference internal" href="apache_beam.ml.rag.ingestion.postgres.html#apache_beam.ml.rag.ingestion.postgres.PostgresVectorWriterConfig"><code class="docutils literal notranslate"><span class="pre">PostgresVectorWriterConfig</span></code></a></li> |
| </ul> |
| </li> |
| <li class="toctree-l3"><a class="reference internal" href="apache_beam.ml.rag.ingestion.postgres_common.html">apache_beam.ml.rag.ingestion.postgres_common module</a><ul> |
| <li class="toctree-l4"><a class="reference internal" href="apache_beam.ml.rag.ingestion.postgres_common.html#apache_beam.ml.rag.ingestion.postgres_common.chunk_embedding_fn"><code class="docutils literal notranslate"><span class="pre">chunk_embedding_fn()</span></code></a></li> |
| <li class="toctree-l4"><a class="reference internal" href="apache_beam.ml.rag.ingestion.postgres_common.html#apache_beam.ml.rag.ingestion.postgres_common.ColumnSpec"><code class="docutils literal notranslate"><span class="pre">ColumnSpec</span></code></a></li> |
| <li class="toctree-l4"><a class="reference internal" href="apache_beam.ml.rag.ingestion.postgres_common.html#apache_beam.ml.rag.ingestion.postgres_common.ColumnSpecsBuilder"><code class="docutils literal notranslate"><span class="pre">ColumnSpecsBuilder</span></code></a></li> |
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| <li class="toctree-l3"><a class="reference internal" href="apache_beam.ml.rag.ingestion.test_utils.html">apache_beam.ml.rag.ingestion.test_utils module</a><ul> |
| <li class="toctree-l4"><a class="reference internal" href="apache_beam.ml.rag.ingestion.test_utils.html#apache_beam.ml.rag.ingestion.test_utils.row_to_chunk"><code class="docutils literal notranslate"><span class="pre">row_to_chunk()</span></code></a></li> |
| <li class="toctree-l4"><a class="reference internal" href="apache_beam.ml.rag.ingestion.test_utils.html#apache_beam.ml.rag.ingestion.test_utils.ChunkTestUtils"><code class="docutils literal notranslate"><span class="pre">ChunkTestUtils</span></code></a></li> |
| <li class="toctree-l4"><a class="reference internal" href="apache_beam.ml.rag.ingestion.test_utils.html#apache_beam.ml.rag.ingestion.test_utils.HashingFn"><code class="docutils literal notranslate"><span class="pre">HashingFn</span></code></a></li> |
| <li class="toctree-l4"><a class="reference internal" href="apache_beam.ml.rag.ingestion.test_utils.html#apache_beam.ml.rag.ingestion.test_utils.generate_expected_hash"><code class="docutils literal notranslate"><span class="pre">generate_expected_hash()</span></code></a></li> |
| <li class="toctree-l4"><a class="reference internal" href="apache_beam.ml.rag.ingestion.test_utils.html#apache_beam.ml.rag.ingestion.test_utils.key_on_id"><code class="docutils literal notranslate"><span class="pre">key_on_id()</span></code></a></li> |
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| <li class="toctree-l1"><a class="reference internal" href="apache_beam.ml.rag.types.html">apache_beam.ml.rag.types module</a><ul> |
| <li class="toctree-l2"><a class="reference internal" href="apache_beam.ml.rag.types.html#apache_beam.ml.rag.types.Content"><code class="docutils literal notranslate"><span class="pre">Content</span></code></a><ul> |
| <li class="toctree-l3"><a class="reference internal" href="apache_beam.ml.rag.types.html#apache_beam.ml.rag.types.Content.text"><code class="docutils literal notranslate"><span class="pre">Content.text</span></code></a></li> |
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| <li class="toctree-l2"><a class="reference internal" href="apache_beam.ml.rag.types.html#apache_beam.ml.rag.types.Embedding"><code class="docutils literal notranslate"><span class="pre">Embedding</span></code></a><ul> |
| <li class="toctree-l3"><a class="reference internal" href="apache_beam.ml.rag.types.html#apache_beam.ml.rag.types.Embedding.dense_embedding"><code class="docutils literal notranslate"><span class="pre">Embedding.dense_embedding</span></code></a></li> |
| <li class="toctree-l3"><a class="reference internal" href="apache_beam.ml.rag.types.html#apache_beam.ml.rag.types.Embedding.sparse_embedding"><code class="docutils literal notranslate"><span class="pre">Embedding.sparse_embedding</span></code></a></li> |
| </ul> |
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| <li class="toctree-l2"><a class="reference internal" href="apache_beam.ml.rag.types.html#apache_beam.ml.rag.types.Chunk"><code class="docutils literal notranslate"><span class="pre">Chunk</span></code></a><ul> |
| <li class="toctree-l3"><a class="reference internal" href="apache_beam.ml.rag.types.html#apache_beam.ml.rag.types.Chunk.content"><code class="docutils literal notranslate"><span class="pre">Chunk.content</span></code></a></li> |
| <li class="toctree-l3"><a class="reference internal" href="apache_beam.ml.rag.types.html#apache_beam.ml.rag.types.Chunk.id"><code class="docutils literal notranslate"><span class="pre">Chunk.id</span></code></a></li> |
| <li class="toctree-l3"><a class="reference internal" href="apache_beam.ml.rag.types.html#apache_beam.ml.rag.types.Chunk.index"><code class="docutils literal notranslate"><span class="pre">Chunk.index</span></code></a></li> |
| <li class="toctree-l3"><a class="reference internal" href="apache_beam.ml.rag.types.html#apache_beam.ml.rag.types.Chunk.metadata"><code class="docutils literal notranslate"><span class="pre">Chunk.metadata</span></code></a></li> |
| <li class="toctree-l3"><a class="reference internal" href="apache_beam.ml.rag.types.html#apache_beam.ml.rag.types.Chunk.embedding"><code class="docutils literal notranslate"><span class="pre">Chunk.embedding</span></code></a></li> |
| <li class="toctree-l3"><a class="reference internal" href="apache_beam.ml.rag.types.html#apache_beam.ml.rag.types.Chunk.dense_embedding"><code class="docutils literal notranslate"><span class="pre">Chunk.dense_embedding</span></code></a></li> |
| <li class="toctree-l3"><a class="reference internal" href="apache_beam.ml.rag.types.html#apache_beam.ml.rag.types.Chunk.sparse_embedding"><code class="docutils literal notranslate"><span class="pre">Chunk.sparse_embedding</span></code></a></li> |
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