blob: a837ba1bf2df2660a7d825511087ea7d24aafe5c [file] [log] [blame]
<!DOCTYPE html>
<html class="writer-html5" lang="en" data-content_root="./">
<head>
<meta charset="utf-8" /><meta name="viewport" content="width=device-width, initial-scale=1" />
<meta name="viewport" content="width=device-width, initial-scale=1.0" />
<title>apache_beam.ml.rag.enrichment package &mdash; Apache Beam 2.68.0 documentation</title>
<link rel="stylesheet" type="text/css" href="_static/pygments.css?v=b86133f3" />
<link rel="stylesheet" type="text/css" href="_static/css/theme.css?v=e59714d7" />
<script src="_static/jquery.js?v=5d32c60e"></script>
<script src="_static/_sphinx_javascript_frameworks_compat.js?v=2cd50e6c"></script>
<script src="_static/documentation_options.js?v=2388e03a"></script>
<script src="_static/doctools.js?v=9a2dae69"></script>
<script src="_static/sphinx_highlight.js?v=dc90522c"></script>
<script src="_static/js/theme.js"></script>
<link rel="index" title="Index" href="genindex.html" />
<link rel="search" title="Search" href="search.html" />
<link rel="next" title="apache_beam.ml.rag.enrichment.bigquery_vector_search module" href="apache_beam.ml.rag.enrichment.bigquery_vector_search.html" />
<link rel="prev" title="apache_beam.ml.rag.embeddings.vertex_ai module" href="apache_beam.ml.rag.embeddings.vertex_ai.html" />
</head>
<body class="wy-body-for-nav">
<div class="wy-grid-for-nav">
<nav data-toggle="wy-nav-shift" class="wy-nav-side">
<div class="wy-side-scroll">
<div class="wy-side-nav-search" >
<a href="index.html" class="icon icon-home">
Apache Beam
</a>
<div role="search">
<form id="rtd-search-form" class="wy-form" action="search.html" method="get">
<input type="text" name="q" placeholder="Search docs" aria-label="Search docs" />
<input type="hidden" name="check_keywords" value="yes" />
<input type="hidden" name="area" value="default" />
</form>
</div>
</div><div class="wy-menu wy-menu-vertical" data-spy="affix" role="navigation" aria-label="Navigation menu">
<ul class="current">
<li class="toctree-l1"><a class="reference internal" href="apache_beam.coders.html">apache_beam.coders package</a></li>
<li class="toctree-l1"><a class="reference internal" href="apache_beam.dataframe.html">apache_beam.dataframe package</a></li>
<li class="toctree-l1"><a class="reference internal" href="apache_beam.io.html">apache_beam.io package</a></li>
<li class="toctree-l1"><a class="reference internal" href="apache_beam.metrics.html">apache_beam.metrics package</a></li>
<li class="toctree-l1 current"><a class="reference internal" href="apache_beam.ml.html">apache_beam.ml package</a><ul class="current">
<li class="toctree-l2 current"><a class="reference internal" href="apache_beam.ml.html#subpackages">Subpackages</a><ul class="current">
<li class="toctree-l3"><a class="reference internal" href="apache_beam.ml.anomaly.html">apache_beam.ml.anomaly package</a></li>
<li class="toctree-l3"><a class="reference internal" href="apache_beam.ml.gcp.html">apache_beam.ml.gcp package</a></li>
<li class="toctree-l3"><a class="reference internal" href="apache_beam.ml.inference.html">apache_beam.ml.inference package</a></li>
<li class="toctree-l3 current"><a class="reference internal" href="apache_beam.ml.rag.html">apache_beam.ml.rag package</a><ul class="current">
<li class="toctree-l4 current"><a class="reference internal" href="apache_beam.ml.rag.html#subpackages">Subpackages</a></li>
<li class="toctree-l4"><a class="reference internal" href="apache_beam.ml.rag.html#submodules">Submodules</a></li>
</ul>
</li>
<li class="toctree-l3"><a class="reference internal" href="apache_beam.ml.transforms.html">apache_beam.ml.transforms package</a></li>
<li class="toctree-l3"><a class="reference internal" href="apache_beam.ml.ts.html">apache_beam.ml.ts package</a></li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l1"><a class="reference internal" href="apache_beam.options.html">apache_beam.options package</a></li>
<li class="toctree-l1"><a class="reference internal" href="apache_beam.portability.html">apache_beam.portability package</a></li>
<li class="toctree-l1"><a class="reference internal" href="apache_beam.runners.html">apache_beam.runners package</a></li>
<li class="toctree-l1"><a class="reference internal" href="apache_beam.testing.html">apache_beam.testing package</a></li>
<li class="toctree-l1"><a class="reference internal" href="apache_beam.transforms.html">apache_beam.transforms package</a></li>
<li class="toctree-l1"><a class="reference internal" href="apache_beam.typehints.html">apache_beam.typehints package</a></li>
<li class="toctree-l1"><a class="reference internal" href="apache_beam.utils.html">apache_beam.utils package</a></li>
<li class="toctree-l1"><a class="reference internal" href="apache_beam.yaml.html">apache_beam.yaml package</a></li>
</ul>
<ul>
<li class="toctree-l1"><a class="reference internal" href="apache_beam.error.html">apache_beam.error module</a></li>
<li class="toctree-l1"><a class="reference internal" href="apache_beam.pipeline.html">apache_beam.pipeline module</a></li>
<li class="toctree-l1"><a class="reference internal" href="apache_beam.pvalue.html">apache_beam.pvalue module</a></li>
</ul>
</div>
</div>
</nav>
<section data-toggle="wy-nav-shift" class="wy-nav-content-wrap"><nav class="wy-nav-top" aria-label="Mobile navigation menu" >
<i data-toggle="wy-nav-top" class="fa fa-bars"></i>
<a href="index.html">Apache Beam</a>
</nav>
<div class="wy-nav-content">
<div class="rst-content">
<div role="navigation" aria-label="Page navigation">
<ul class="wy-breadcrumbs">
<li><a href="index.html" class="icon icon-home" aria-label="Home"></a></li>
<li class="breadcrumb-item"><a href="apache_beam.ml.html">apache_beam.ml package</a></li>
<li class="breadcrumb-item"><a href="apache_beam.ml.rag.html">apache_beam.ml.rag package</a></li>
<li class="breadcrumb-item active">apache_beam.ml.rag.enrichment package</li>
<li class="wy-breadcrumbs-aside">
<a href="_sources/apache_beam.ml.rag.enrichment.rst.txt" rel="nofollow"> View page source</a>
</li>
</ul>
<hr/>
</div>
<div role="main" class="document" itemscope="itemscope" itemtype="http://schema.org/Article">
<div itemprop="articleBody">
<section id="module-apache_beam.ml.rag.enrichment">
<span id="apache-beam-ml-rag-enrichment-package"></span><h1>apache_beam.ml.rag.enrichment package<a class="headerlink" href="#module-apache_beam.ml.rag.enrichment" title="Link to this heading"></a></h1>
<p>Enrichment components for RAG pipelines.
This module provides components for vector search enrichment in RAG pipelines.</p>
<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.rag.enrichment.bigquery_vector_search.html">apache_beam.ml.rag.enrichment.bigquery_vector_search module</a><ul>
<li class="toctree-l2"><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><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.BigQueryVectorSearchParameters.project"><code class="docutils literal notranslate"><span class="pre">BigQueryVectorSearchParameters.project</span></code></a></li>
<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.BigQueryVectorSearchParameters.table_name"><code class="docutils literal notranslate"><span class="pre">BigQueryVectorSearchParameters.table_name</span></code></a></li>
<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.BigQueryVectorSearchParameters.embedding_column"><code class="docutils literal notranslate"><span class="pre">BigQueryVectorSearchParameters.embedding_column</span></code></a></li>
<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.BigQueryVectorSearchParameters.columns"><code class="docutils literal notranslate"><span class="pre">BigQueryVectorSearchParameters.columns</span></code></a></li>
<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.BigQueryVectorSearchParameters.neighbor_count"><code class="docutils literal notranslate"><span class="pre">BigQueryVectorSearchParameters.neighbor_count</span></code></a></li>
<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.BigQueryVectorSearchParameters.metadata_restriction_template"><code class="docutils literal notranslate"><span class="pre">BigQueryVectorSearchParameters.metadata_restriction_template</span></code></a></li>
<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.BigQueryVectorSearchParameters.distance_type"><code class="docutils literal notranslate"><span class="pre">BigQueryVectorSearchParameters.distance_type</span></code></a></li>
<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.BigQueryVectorSearchParameters.options"><code class="docutils literal notranslate"><span class="pre">BigQueryVectorSearchParameters.options</span></code></a></li>
<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.BigQueryVectorSearchParameters.include_distance"><code class="docutils literal notranslate"><span class="pre">BigQueryVectorSearchParameters.include_distance</span></code></a></li>
<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.BigQueryVectorSearchParameters.format_query"><code class="docutils literal notranslate"><span class="pre">BigQueryVectorSearchParameters.format_query()</span></code></a></li>
</ul>
</li>
<li class="toctree-l2"><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><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.BigQueryVectorSearchEnrichmentHandler.batch_elements_kwargs"><code class="docutils literal notranslate"><span class="pre">BigQueryVectorSearchEnrichmentHandler.batch_elements_kwargs()</span></code></a></li>
</ul>
</li>
<li class="toctree-l2"><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-l1"><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-l2"><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><ul>
<li class="toctree-l3"><a class="reference internal" href="apache_beam.ml.rag.enrichment.milvus_search.html#apache_beam.ml.rag.enrichment.milvus_search.SearchStrategy.HYBRID"><code class="docutils literal notranslate"><span class="pre">SearchStrategy.HYBRID</span></code></a></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.SearchStrategy.VECTOR"><code class="docutils literal notranslate"><span class="pre">SearchStrategy.VECTOR</span></code></a></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.SearchStrategy.KEYWORD"><code class="docutils literal notranslate"><span class="pre">SearchStrategy.KEYWORD</span></code></a></li>
</ul>
</li>
<li class="toctree-l2"><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><ul>
<li class="toctree-l3"><a class="reference internal" href="apache_beam.ml.rag.enrichment.milvus_search.html#apache_beam.ml.rag.enrichment.milvus_search.KeywordSearchMetrics.BM25"><code class="docutils literal notranslate"><span class="pre">KeywordSearchMetrics.BM25</span></code></a></li>
</ul>
</li>
<li class="toctree-l2"><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><ul>
<li class="toctree-l3"><a class="reference internal" href="apache_beam.ml.rag.enrichment.milvus_search.html#apache_beam.ml.rag.enrichment.milvus_search.VectorSearchMetrics.COSINE"><code class="docutils literal notranslate"><span class="pre">VectorSearchMetrics.COSINE</span></code></a></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.VectorSearchMetrics.EUCLIDEAN_DISTANCE"><code class="docutils literal notranslate"><span class="pre">VectorSearchMetrics.EUCLIDEAN_DISTANCE</span></code></a></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.VectorSearchMetrics.INNER_PRODUCT"><code class="docutils literal notranslate"><span class="pre">VectorSearchMetrics.INNER_PRODUCT</span></code></a></li>
</ul>
</li>
<li class="toctree-l2"><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><ul>
<li class="toctree-l3"><a class="reference internal" href="apache_beam.ml.rag.enrichment.milvus_search.html#apache_beam.ml.rag.enrichment.milvus_search.MilvusBaseRanker.dict"><code class="docutils literal notranslate"><span class="pre">MilvusBaseRanker.dict()</span></code></a></li>
</ul>
</li>
<li class="toctree-l2"><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><ul>
<li class="toctree-l3"><a class="reference internal" href="apache_beam.ml.rag.enrichment.milvus_search.html#apache_beam.ml.rag.enrichment.milvus_search.MilvusConnectionParameters.uri"><code class="docutils literal notranslate"><span class="pre">MilvusConnectionParameters.uri</span></code></a></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.MilvusConnectionParameters.user"><code class="docutils literal notranslate"><span class="pre">MilvusConnectionParameters.user</span></code></a></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.MilvusConnectionParameters.password"><code class="docutils literal notranslate"><span class="pre">MilvusConnectionParameters.password</span></code></a></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.MilvusConnectionParameters.db_id"><code class="docutils literal notranslate"><span class="pre">MilvusConnectionParameters.db_id</span></code></a></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.MilvusConnectionParameters.token"><code class="docutils literal notranslate"><span class="pre">MilvusConnectionParameters.token</span></code></a></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.MilvusConnectionParameters.timeout"><code class="docutils literal notranslate"><span class="pre">MilvusConnectionParameters.timeout</span></code></a></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.MilvusConnectionParameters.kwargs"><code class="docutils literal notranslate"><span class="pre">MilvusConnectionParameters.kwargs</span></code></a></li>
</ul>
</li>
<li class="toctree-l2"><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><ul>
<li class="toctree-l3"><a class="reference internal" href="apache_beam.ml.rag.enrichment.milvus_search.html#apache_beam.ml.rag.enrichment.milvus_search.BaseSearchParameters.anns_field"><code class="docutils literal notranslate"><span class="pre">BaseSearchParameters.anns_field</span></code></a></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.BaseSearchParameters.limit"><code class="docutils literal notranslate"><span class="pre">BaseSearchParameters.limit</span></code></a></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.BaseSearchParameters.filter"><code class="docutils literal notranslate"><span class="pre">BaseSearchParameters.filter</span></code></a></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.BaseSearchParameters.search_params"><code class="docutils literal notranslate"><span class="pre">BaseSearchParameters.search_params</span></code></a></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.BaseSearchParameters.consistency_level"><code class="docutils literal notranslate"><span class="pre">BaseSearchParameters.consistency_level</span></code></a></li>
</ul>
</li>
<li class="toctree-l2"><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><ul>
<li class="toctree-l3"><a class="reference internal" href="apache_beam.ml.rag.enrichment.milvus_search.html#apache_beam.ml.rag.enrichment.milvus_search.VectorSearchParameters.kwargs"><code class="docutils literal notranslate"><span class="pre">VectorSearchParameters.kwargs</span></code></a></li>
</ul>
</li>
<li class="toctree-l2"><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><ul>
<li class="toctree-l3"><a class="reference internal" href="apache_beam.ml.rag.enrichment.milvus_search.html#apache_beam.ml.rag.enrichment.milvus_search.KeywordSearchParameters.kwargs"><code class="docutils literal notranslate"><span class="pre">KeywordSearchParameters.kwargs</span></code></a></li>
</ul>
</li>
<li class="toctree-l2"><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><ul>
<li class="toctree-l3"><a class="reference internal" href="apache_beam.ml.rag.enrichment.milvus_search.html#apache_beam.ml.rag.enrichment.milvus_search.HybridSearchParameters.vector"><code class="docutils literal notranslate"><span class="pre">HybridSearchParameters.vector</span></code></a></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.HybridSearchParameters.keyword"><code class="docutils literal notranslate"><span class="pre">HybridSearchParameters.keyword</span></code></a></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.HybridSearchParameters.ranker"><code class="docutils literal notranslate"><span class="pre">HybridSearchParameters.ranker</span></code></a></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.HybridSearchParameters.limit"><code class="docutils literal notranslate"><span class="pre">HybridSearchParameters.limit</span></code></a></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.HybridSearchParameters.kwargs"><code class="docutils literal notranslate"><span class="pre">HybridSearchParameters.kwargs</span></code></a></li>
</ul>
</li>
<li class="toctree-l2"><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><ul>
<li class="toctree-l3"><a class="reference internal" href="apache_beam.ml.rag.enrichment.milvus_search.html#apache_beam.ml.rag.enrichment.milvus_search.MilvusSearchParameters.collection_name"><code class="docutils literal notranslate"><span class="pre">MilvusSearchParameters.collection_name</span></code></a></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.MilvusSearchParameters.search_strategy"><code class="docutils literal notranslate"><span class="pre">MilvusSearchParameters.search_strategy</span></code></a></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.MilvusSearchParameters.partition_names"><code class="docutils literal notranslate"><span class="pre">MilvusSearchParameters.partition_names</span></code></a></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.MilvusSearchParameters.output_fields"><code class="docutils literal notranslate"><span class="pre">MilvusSearchParameters.output_fields</span></code></a></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.MilvusSearchParameters.timeout"><code class="docutils literal notranslate"><span class="pre">MilvusSearchParameters.timeout</span></code></a></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.MilvusSearchParameters.round_decimal"><code class="docutils literal notranslate"><span class="pre">MilvusSearchParameters.round_decimal</span></code></a></li>
</ul>
</li>
<li class="toctree-l2"><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><ul>
<li class="toctree-l3"><a class="reference internal" href="apache_beam.ml.rag.enrichment.milvus_search.html#apache_beam.ml.rag.enrichment.milvus_search.MilvusCollectionLoadParameters.refresh"><code class="docutils literal notranslate"><span class="pre">MilvusCollectionLoadParameters.refresh</span></code></a></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.MilvusCollectionLoadParameters.resource_groups"><code class="docutils literal notranslate"><span class="pre">MilvusCollectionLoadParameters.resource_groups</span></code></a></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.MilvusCollectionLoadParameters.load_fields"><code class="docutils literal notranslate"><span class="pre">MilvusCollectionLoadParameters.load_fields</span></code></a></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.MilvusCollectionLoadParameters.skip_load_dynamic_field"><code class="docutils literal notranslate"><span class="pre">MilvusCollectionLoadParameters.skip_load_dynamic_field</span></code></a></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.MilvusCollectionLoadParameters.kwargs"><code class="docutils literal notranslate"><span class="pre">MilvusCollectionLoadParameters.kwargs</span></code></a></li>
</ul>
</li>
<li class="toctree-l2"><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><ul>
<li class="toctree-l3"><a class="reference internal" href="apache_beam.ml.rag.enrichment.milvus_search.html#apache_beam.ml.rag.enrichment.milvus_search.MilvusSearchResult.id"><code class="docutils literal notranslate"><span class="pre">MilvusSearchResult.id</span></code></a></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.MilvusSearchResult.distance"><code class="docutils literal notranslate"><span class="pre">MilvusSearchResult.distance</span></code></a></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.MilvusSearchResult.fields"><code class="docutils literal notranslate"><span class="pre">MilvusSearchResult.fields</span></code></a></li>
</ul>
</li>
<li class="toctree-l2"><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><ul>
<li class="toctree-l3"><a class="reference internal" href="apache_beam.ml.rag.enrichment.milvus_search.html#apache_beam.ml.rag.enrichment.milvus_search.MilvusSearchEnrichmentHandler.convert_sparse_embedding_to_milvus_format"><code class="docutils literal notranslate"><span class="pre">MilvusSearchEnrichmentHandler.convert_sparse_embedding_to_milvus_format()</span></code></a></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.MilvusSearchEnrichmentHandler.collection_name"><code class="docutils literal notranslate"><span class="pre">MilvusSearchEnrichmentHandler.collection_name</span></code></a></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.MilvusSearchEnrichmentHandler.search_strategy"><code class="docutils literal notranslate"><span class="pre">MilvusSearchEnrichmentHandler.search_strategy</span></code></a></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.MilvusSearchEnrichmentHandler.partition_names"><code class="docutils literal notranslate"><span class="pre">MilvusSearchEnrichmentHandler.partition_names</span></code></a></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.MilvusSearchEnrichmentHandler.output_fields"><code class="docutils literal notranslate"><span class="pre">MilvusSearchEnrichmentHandler.output_fields</span></code></a></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.MilvusSearchEnrichmentHandler.timeout"><code class="docutils literal notranslate"><span class="pre">MilvusSearchEnrichmentHandler.timeout</span></code></a></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.MilvusSearchEnrichmentHandler.round_decimal"><code class="docutils literal notranslate"><span class="pre">MilvusSearchEnrichmentHandler.round_decimal</span></code></a></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.MilvusSearchEnrichmentHandler.batch_elements_kwargs"><code class="docutils literal notranslate"><span class="pre">MilvusSearchEnrichmentHandler.batch_elements_kwargs()</span></code></a></li>
</ul>
</li>
<li class="toctree-l2"><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-l2"><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>
</div>
</section>
</section>
</div>
</div>
<footer><div class="rst-footer-buttons" role="navigation" aria-label="Footer">
<a href="apache_beam.ml.rag.embeddings.vertex_ai.html" class="btn btn-neutral float-left" title="apache_beam.ml.rag.embeddings.vertex_ai module" accesskey="p" rel="prev"><span class="fa fa-arrow-circle-left" aria-hidden="true"></span> Previous</a>
<a href="apache_beam.ml.rag.enrichment.bigquery_vector_search.html" class="btn btn-neutral float-right" title="apache_beam.ml.rag.enrichment.bigquery_vector_search module" accesskey="n" rel="next">Next <span class="fa fa-arrow-circle-right" aria-hidden="true"></span></a>
</div>
<hr/>
<div role="contentinfo">
<p>&#169; Copyright %Y, Apache Beam.</p>
</div>
Built with <a href="https://www.sphinx-doc.org/">Sphinx</a> using a
<a href="https://github.com/readthedocs/sphinx_rtd_theme">theme</a>
provided by <a href="https://readthedocs.org">Read the Docs</a>.
</footer>
</div>
</div>
</section>
</div>
<script>
jQuery(function () {
SphinxRtdTheme.Navigation.enable(true);
});
</script>
</body>
</html>