| |
| |
| <!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 package — Apache Beam 2.67.0 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=959b4fbe"></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.anomaly package" href="apache_beam.ml.anomaly.html" /> |
| <link rel="prev" title="apache_beam.metrics.monitoring_infos module" href="apache_beam.metrics.monitoring_infos.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="current reference internal" href="#">apache_beam.ml package</a><ul> |
| <li class="toctree-l2"><a class="reference internal" href="#subpackages">Subpackages</a><ul> |
| <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"><a class="reference internal" href="apache_beam.ml.rag.html">apache_beam.ml.rag package</a></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 active">apache_beam.ml package</li> |
| <li class="wy-breadcrumbs-aside"> |
| <a href="_sources/apache_beam.ml.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"> |
| <span id="apache-beam-ml-package"></span><h1>apache_beam.ml package<a class="headerlink" href="#module-apache_beam.ml" title="Link to this heading"></a></h1> |
| <p>Contains packages for supported machine learning transforms.</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.anomaly.html">apache_beam.ml.anomaly package</a><ul> |
| <li class="toctree-l2"><a class="reference internal" href="apache_beam.ml.anomaly.html#subpackages">Subpackages</a><ul> |
| <li class="toctree-l3"><a class="reference internal" href="apache_beam.ml.anomaly.detectors.html">apache_beam.ml.anomaly.detectors package</a><ul> |
| <li class="toctree-l4"><a class="reference internal" href="apache_beam.ml.anomaly.detectors.html#submodules">Submodules</a></li> |
| </ul> |
| </li> |
| <li class="toctree-l3"><a class="reference internal" href="apache_beam.ml.anomaly.univariate.html">apache_beam.ml.anomaly.univariate package</a><ul> |
| <li class="toctree-l4"><a class="reference internal" href="apache_beam.ml.anomaly.univariate.html#submodules">Submodules</a></li> |
| </ul> |
| </li> |
| </ul> |
| </li> |
| <li class="toctree-l2"><a class="reference internal" href="apache_beam.ml.anomaly.html#submodules">Submodules</a><ul> |
| <li class="toctree-l3"><a class="reference internal" href="apache_beam.ml.anomaly.aggregations.html">apache_beam.ml.anomaly.aggregations module</a><ul> |
| <li class="toctree-l4"><a class="reference internal" href="apache_beam.ml.anomaly.aggregations.html#apache_beam.ml.anomaly.aggregations.LabelAggregation"><code class="docutils literal notranslate"><span class="pre">LabelAggregation</span></code></a></li> |
| <li class="toctree-l4"><a class="reference internal" href="apache_beam.ml.anomaly.aggregations.html#apache_beam.ml.anomaly.aggregations.ScoreAggregation"><code class="docutils literal notranslate"><span class="pre">ScoreAggregation</span></code></a></li> |
| <li class="toctree-l4"><a class="reference internal" href="apache_beam.ml.anomaly.aggregations.html#apache_beam.ml.anomaly.aggregations.MajorityVote"><code class="docutils literal notranslate"><span class="pre">MajorityVote</span></code></a></li> |
| <li class="toctree-l4"><a class="reference internal" href="apache_beam.ml.anomaly.aggregations.html#apache_beam.ml.anomaly.aggregations.AllVote"><code class="docutils literal notranslate"><span class="pre">AllVote</span></code></a></li> |
| <li class="toctree-l4"><a class="reference internal" href="apache_beam.ml.anomaly.aggregations.html#apache_beam.ml.anomaly.aggregations.AnyVote"><code class="docutils literal notranslate"><span class="pre">AnyVote</span></code></a></li> |
| <li class="toctree-l4"><a class="reference internal" href="apache_beam.ml.anomaly.aggregations.html#apache_beam.ml.anomaly.aggregations.AverageScore"><code class="docutils literal notranslate"><span class="pre">AverageScore</span></code></a></li> |
| <li class="toctree-l4"><a class="reference internal" href="apache_beam.ml.anomaly.aggregations.html#apache_beam.ml.anomaly.aggregations.MaxScore"><code class="docutils literal notranslate"><span class="pre">MaxScore</span></code></a></li> |
| </ul> |
| </li> |
| <li class="toctree-l3"><a class="reference internal" href="apache_beam.ml.anomaly.base.html">apache_beam.ml.anomaly.base module</a><ul> |
| <li class="toctree-l4"><a class="reference internal" href="apache_beam.ml.anomaly.base.html#apache_beam.ml.anomaly.base.AnomalyPrediction"><code class="docutils literal notranslate"><span class="pre">AnomalyPrediction</span></code></a></li> |
| <li class="toctree-l4"><a class="reference internal" href="apache_beam.ml.anomaly.base.html#apache_beam.ml.anomaly.base.AnomalyResult"><code class="docutils literal notranslate"><span class="pre">AnomalyResult</span></code></a></li> |
| <li class="toctree-l4"><a class="reference internal" href="apache_beam.ml.anomaly.base.html#apache_beam.ml.anomaly.base.ThresholdFn"><code class="docutils literal notranslate"><span class="pre">ThresholdFn</span></code></a></li> |
| <li class="toctree-l4"><a class="reference internal" href="apache_beam.ml.anomaly.base.html#apache_beam.ml.anomaly.base.AggregationFn"><code class="docutils literal notranslate"><span class="pre">AggregationFn</span></code></a></li> |
| <li class="toctree-l4"><a class="reference internal" href="apache_beam.ml.anomaly.base.html#apache_beam.ml.anomaly.base.AnomalyDetector"><code class="docutils literal notranslate"><span class="pre">AnomalyDetector</span></code></a></li> |
| <li class="toctree-l4"><a class="reference internal" href="apache_beam.ml.anomaly.base.html#apache_beam.ml.anomaly.base.EnsembleAnomalyDetector"><code class="docutils literal notranslate"><span class="pre">EnsembleAnomalyDetector</span></code></a></li> |
| </ul> |
| </li> |
| <li class="toctree-l3"><a class="reference internal" href="apache_beam.ml.anomaly.specifiable.html">apache_beam.ml.anomaly.specifiable module</a><ul> |
| <li class="toctree-l4"><a class="reference internal" href="apache_beam.ml.anomaly.specifiable.html#apache_beam.ml.anomaly.specifiable.Spec"><code class="docutils literal notranslate"><span class="pre">Spec</span></code></a></li> |
| <li class="toctree-l4"><a class="reference internal" href="apache_beam.ml.anomaly.specifiable.html#apache_beam.ml.anomaly.specifiable.Specifiable"><code class="docutils literal notranslate"><span class="pre">Specifiable</span></code></a></li> |
| <li class="toctree-l4"><a class="reference internal" href="apache_beam.ml.anomaly.specifiable.html#apache_beam.ml.anomaly.specifiable.specifiable"><code class="docutils literal notranslate"><span class="pre">specifiable()</span></code></a></li> |
| </ul> |
| </li> |
| <li class="toctree-l3"><a class="reference internal" href="apache_beam.ml.anomaly.thresholds.html">apache_beam.ml.anomaly.thresholds module</a><ul> |
| <li class="toctree-l4"><a class="reference internal" href="apache_beam.ml.anomaly.thresholds.html#apache_beam.ml.anomaly.thresholds.FixedThreshold"><code class="docutils literal notranslate"><span class="pre">FixedThreshold</span></code></a></li> |
| <li class="toctree-l4"><a class="reference internal" href="apache_beam.ml.anomaly.thresholds.html#apache_beam.ml.anomaly.thresholds.QuantileThreshold"><code class="docutils literal notranslate"><span class="pre">QuantileThreshold</span></code></a></li> |
| </ul> |
| </li> |
| <li class="toctree-l3"><a class="reference internal" href="apache_beam.ml.anomaly.transforms.html">apache_beam.ml.anomaly.transforms module</a><ul> |
| <li class="toctree-l4"><a class="reference internal" href="apache_beam.ml.anomaly.transforms.html#apache_beam.ml.anomaly.transforms.RunScoreAndLearn"><code class="docutils literal notranslate"><span class="pre">RunScoreAndLearn</span></code></a></li> |
| <li class="toctree-l4"><a class="reference internal" href="apache_beam.ml.anomaly.transforms.html#apache_beam.ml.anomaly.transforms.RunThresholdCriterion"><code class="docutils literal notranslate"><span class="pre">RunThresholdCriterion</span></code></a></li> |
| <li class="toctree-l4"><a class="reference internal" href="apache_beam.ml.anomaly.transforms.html#apache_beam.ml.anomaly.transforms.RunAggregationStrategy"><code class="docutils literal notranslate"><span class="pre">RunAggregationStrategy</span></code></a></li> |
| <li class="toctree-l4"><a class="reference internal" href="apache_beam.ml.anomaly.transforms.html#apache_beam.ml.anomaly.transforms.RunOneDetector"><code class="docutils literal notranslate"><span class="pre">RunOneDetector</span></code></a></li> |
| <li class="toctree-l4"><a class="reference internal" href="apache_beam.ml.anomaly.transforms.html#apache_beam.ml.anomaly.transforms.RunOfflineDetector"><code class="docutils literal notranslate"><span class="pre">RunOfflineDetector</span></code></a></li> |
| <li class="toctree-l4"><a class="reference internal" href="apache_beam.ml.anomaly.transforms.html#apache_beam.ml.anomaly.transforms.RunEnsembleDetector"><code class="docutils literal notranslate"><span class="pre">RunEnsembleDetector</span></code></a></li> |
| <li class="toctree-l4"><a class="reference internal" href="apache_beam.ml.anomaly.transforms.html#apache_beam.ml.anomaly.transforms.AnomalyDetection"><code class="docutils literal notranslate"><span class="pre">AnomalyDetection</span></code></a></li> |
| </ul> |
| </li> |
| </ul> |
| </li> |
| </ul> |
| </li> |
| <li class="toctree-l1"><a class="reference internal" href="apache_beam.ml.gcp.html">apache_beam.ml.gcp package</a><ul> |
| <li class="toctree-l2"><a class="reference internal" href="apache_beam.ml.gcp.html#submodules">Submodules</a><ul> |
| <li class="toctree-l3"><a class="reference internal" href="apache_beam.ml.gcp.cloud_dlp.html">apache_beam.ml.gcp.cloud_dlp module</a><ul> |
| <li class="toctree-l4"><a class="reference internal" href="apache_beam.ml.gcp.cloud_dlp.html#apache_beam.ml.gcp.cloud_dlp.MaskDetectedDetails"><code class="docutils literal notranslate"><span class="pre">MaskDetectedDetails</span></code></a></li> |
| <li class="toctree-l4"><a class="reference internal" href="apache_beam.ml.gcp.cloud_dlp.html#apache_beam.ml.gcp.cloud_dlp.InspectForDetails"><code class="docutils literal notranslate"><span class="pre">InspectForDetails</span></code></a></li> |
| </ul> |
| </li> |
| <li class="toctree-l3"><a class="reference internal" href="apache_beam.ml.gcp.naturallanguageml.html">apache_beam.ml.gcp.naturallanguageml module</a><ul> |
| <li class="toctree-l4"><a class="reference internal" href="apache_beam.ml.gcp.naturallanguageml.html#apache_beam.ml.gcp.naturallanguageml.Document"><code class="docutils literal notranslate"><span class="pre">Document</span></code></a></li> |
| <li class="toctree-l4"><a class="reference internal" href="apache_beam.ml.gcp.naturallanguageml.html#apache_beam.ml.gcp.naturallanguageml.AnnotateText"><code class="docutils literal notranslate"><span class="pre">AnnotateText()</span></code></a></li> |
| </ul> |
| </li> |
| <li class="toctree-l3"><a class="reference internal" href="apache_beam.ml.gcp.recommendations_ai.html">apache_beam.ml.gcp.recommendations_ai module</a><ul> |
| <li class="toctree-l4"><a class="reference internal" href="apache_beam.ml.gcp.recommendations_ai.html#apache_beam.ml.gcp.recommendations_ai.CreateCatalogItem"><code class="docutils literal notranslate"><span class="pre">CreateCatalogItem</span></code></a></li> |
| <li class="toctree-l4"><a class="reference internal" href="apache_beam.ml.gcp.recommendations_ai.html#apache_beam.ml.gcp.recommendations_ai.WriteUserEvent"><code class="docutils literal notranslate"><span class="pre">WriteUserEvent</span></code></a></li> |
| <li class="toctree-l4"><a class="reference internal" href="apache_beam.ml.gcp.recommendations_ai.html#apache_beam.ml.gcp.recommendations_ai.ImportCatalogItems"><code class="docutils literal notranslate"><span class="pre">ImportCatalogItems</span></code></a></li> |
| <li class="toctree-l4"><a class="reference internal" href="apache_beam.ml.gcp.recommendations_ai.html#apache_beam.ml.gcp.recommendations_ai.ImportUserEvents"><code class="docutils literal notranslate"><span class="pre">ImportUserEvents</span></code></a></li> |
| <li class="toctree-l4"><a class="reference internal" href="apache_beam.ml.gcp.recommendations_ai.html#apache_beam.ml.gcp.recommendations_ai.PredictUserEvent"><code class="docutils literal notranslate"><span class="pre">PredictUserEvent</span></code></a></li> |
| </ul> |
| </li> |
| <li class="toctree-l3"><a class="reference internal" href="apache_beam.ml.gcp.videointelligenceml.html">apache_beam.ml.gcp.videointelligenceml module</a><ul> |
| <li class="toctree-l4"><a class="reference internal" href="apache_beam.ml.gcp.videointelligenceml.html#apache_beam.ml.gcp.videointelligenceml.AnnotateVideo"><code class="docutils literal notranslate"><span class="pre">AnnotateVideo</span></code></a></li> |
| <li class="toctree-l4"><a class="reference internal" href="apache_beam.ml.gcp.videointelligenceml.html#apache_beam.ml.gcp.videointelligenceml.AnnotateVideoWithContext"><code class="docutils literal notranslate"><span class="pre">AnnotateVideoWithContext</span></code></a></li> |
| </ul> |
| </li> |
| <li class="toctree-l3"><a class="reference internal" href="apache_beam.ml.gcp.visionml.html">apache_beam.ml.gcp.visionml module</a><ul> |
| <li class="toctree-l4"><a class="reference internal" href="apache_beam.ml.gcp.visionml.html#apache_beam.ml.gcp.visionml.AnnotateImage"><code class="docutils literal notranslate"><span class="pre">AnnotateImage</span></code></a></li> |
| <li class="toctree-l4"><a class="reference internal" href="apache_beam.ml.gcp.visionml.html#apache_beam.ml.gcp.visionml.AnnotateImageWithContext"><code class="docutils literal notranslate"><span class="pre">AnnotateImageWithContext</span></code></a></li> |
| </ul> |
| </li> |
| </ul> |
| </li> |
| </ul> |
| </li> |
| <li class="toctree-l1"><a class="reference internal" href="apache_beam.ml.inference.html">apache_beam.ml.inference package</a><ul> |
| <li class="toctree-l2"><a class="reference internal" href="apache_beam.ml.inference.html#submodules">Submodules</a><ul> |
| <li class="toctree-l3"><a class="reference internal" href="apache_beam.ml.inference.base.html">apache_beam.ml.inference.base module</a><ul> |
| <li class="toctree-l4"><a class="reference internal" href="apache_beam.ml.inference.base.html#apache_beam.ml.inference.base.PredictionResult"><code class="docutils literal notranslate"><span class="pre">PredictionResult</span></code></a></li> |
| <li class="toctree-l4"><a class="reference internal" href="apache_beam.ml.inference.base.html#apache_beam.ml.inference.base.ModelMetadata"><code class="docutils literal notranslate"><span class="pre">ModelMetadata</span></code></a></li> |
| <li class="toctree-l4"><a class="reference internal" href="apache_beam.ml.inference.base.html#apache_beam.ml.inference.base.RunInferenceDLQ"><code class="docutils literal notranslate"><span class="pre">RunInferenceDLQ</span></code></a></li> |
| <li class="toctree-l4"><a class="reference internal" href="apache_beam.ml.inference.base.html#apache_beam.ml.inference.base.KeyModelPathMapping"><code class="docutils literal notranslate"><span class="pre">KeyModelPathMapping</span></code></a></li> |
| <li class="toctree-l4"><a class="reference internal" href="apache_beam.ml.inference.base.html#apache_beam.ml.inference.base.ModelHandler"><code class="docutils literal notranslate"><span class="pre">ModelHandler</span></code></a></li> |
| <li class="toctree-l4"><a class="reference internal" href="apache_beam.ml.inference.base.html#apache_beam.ml.inference.base.RemoteModelHandler"><code class="docutils literal notranslate"><span class="pre">RemoteModelHandler</span></code></a></li> |
| <li class="toctree-l4"><a class="reference internal" href="apache_beam.ml.inference.base.html#apache_beam.ml.inference.base.KeyModelMapping"><code class="docutils literal notranslate"><span class="pre">KeyModelMapping</span></code></a></li> |
| <li class="toctree-l4"><a class="reference internal" href="apache_beam.ml.inference.base.html#apache_beam.ml.inference.base.KeyedModelHandler"><code class="docutils literal notranslate"><span class="pre">KeyedModelHandler</span></code></a></li> |
| <li class="toctree-l4"><a class="reference internal" href="apache_beam.ml.inference.base.html#apache_beam.ml.inference.base.MaybeKeyedModelHandler"><code class="docutils literal notranslate"><span class="pre">MaybeKeyedModelHandler</span></code></a></li> |
| <li class="toctree-l4"><a class="reference internal" href="apache_beam.ml.inference.base.html#apache_beam.ml.inference.base.RunInference"><code class="docutils literal notranslate"><span class="pre">RunInference</span></code></a></li> |
| <li class="toctree-l4"><a class="reference internal" href="apache_beam.ml.inference.base.html#apache_beam.ml.inference.base.load_model_status"><code class="docutils literal notranslate"><span class="pre">load_model_status()</span></code></a></li> |
| </ul> |
| </li> |
| <li class="toctree-l3"><a class="reference internal" href="apache_beam.ml.inference.gemini_inference.html">apache_beam.ml.inference.gemini_inference module</a><ul> |
| <li class="toctree-l4"><a class="reference internal" href="apache_beam.ml.inference.gemini_inference.html#apache_beam.ml.inference.gemini_inference.generate_from_string"><code class="docutils literal notranslate"><span class="pre">generate_from_string()</span></code></a></li> |
| <li class="toctree-l4"><a class="reference internal" href="apache_beam.ml.inference.gemini_inference.html#apache_beam.ml.inference.gemini_inference.GeminiModelHandler"><code class="docutils literal notranslate"><span class="pre">GeminiModelHandler</span></code></a></li> |
| </ul> |
| </li> |
| <li class="toctree-l3"><a class="reference internal" href="apache_beam.ml.inference.huggingface_inference.html">apache_beam.ml.inference.huggingface_inference module</a><ul> |
| <li class="toctree-l4"><a class="reference internal" href="apache_beam.ml.inference.huggingface_inference.html#apache_beam.ml.inference.huggingface_inference.HuggingFaceModelHandlerTensor"><code class="docutils literal notranslate"><span class="pre">HuggingFaceModelHandlerTensor</span></code></a></li> |
| <li class="toctree-l4"><a class="reference internal" href="apache_beam.ml.inference.huggingface_inference.html#apache_beam.ml.inference.huggingface_inference.HuggingFaceModelHandlerKeyedTensor"><code class="docutils literal notranslate"><span class="pre">HuggingFaceModelHandlerKeyedTensor</span></code></a></li> |
| <li class="toctree-l4"><a class="reference internal" href="apache_beam.ml.inference.huggingface_inference.html#apache_beam.ml.inference.huggingface_inference.HuggingFacePipelineModelHandler"><code class="docutils literal notranslate"><span class="pre">HuggingFacePipelineModelHandler</span></code></a></li> |
| </ul> |
| </li> |
| <li class="toctree-l3"><a class="reference internal" href="apache_beam.ml.inference.onnx_inference.html">apache_beam.ml.inference.onnx_inference module</a><ul> |
| <li class="toctree-l4"><a class="reference internal" href="apache_beam.ml.inference.onnx_inference.html#apache_beam.ml.inference.onnx_inference.OnnxModelHandlerNumpy"><code class="docutils literal notranslate"><span class="pre">OnnxModelHandlerNumpy</span></code></a></li> |
| </ul> |
| </li> |
| <li class="toctree-l3"><a class="reference internal" href="apache_beam.ml.inference.pytorch_inference.html">apache_beam.ml.inference.pytorch_inference module</a><ul> |
| <li class="toctree-l4"><a class="reference internal" href="apache_beam.ml.inference.pytorch_inference.html#apache_beam.ml.inference.pytorch_inference.PytorchModelHandlerTensor"><code class="docutils literal notranslate"><span class="pre">PytorchModelHandlerTensor</span></code></a></li> |
| <li class="toctree-l4"><a class="reference internal" href="apache_beam.ml.inference.pytorch_inference.html#apache_beam.ml.inference.pytorch_inference.PytorchModelHandlerKeyedTensor"><code class="docutils literal notranslate"><span class="pre">PytorchModelHandlerKeyedTensor</span></code></a></li> |
| </ul> |
| </li> |
| <li class="toctree-l3"><a class="reference internal" href="apache_beam.ml.inference.sklearn_inference.html">apache_beam.ml.inference.sklearn_inference module</a><ul> |
| <li class="toctree-l4"><a class="reference internal" href="apache_beam.ml.inference.sklearn_inference.html#apache_beam.ml.inference.sklearn_inference.SklearnModelHandlerNumpy"><code class="docutils literal notranslate"><span class="pre">SklearnModelHandlerNumpy</span></code></a></li> |
| <li class="toctree-l4"><a class="reference internal" href="apache_beam.ml.inference.sklearn_inference.html#apache_beam.ml.inference.sklearn_inference.SklearnModelHandlerPandas"><code class="docutils literal notranslate"><span class="pre">SklearnModelHandlerPandas</span></code></a></li> |
| </ul> |
| </li> |
| <li class="toctree-l3"><a class="reference internal" href="apache_beam.ml.inference.tensorflow_inference.html">apache_beam.ml.inference.tensorflow_inference module</a><ul> |
| <li class="toctree-l4"><a class="reference internal" href="apache_beam.ml.inference.tensorflow_inference.html#apache_beam.ml.inference.tensorflow_inference.TFModelHandlerNumpy"><code class="docutils literal notranslate"><span class="pre">TFModelHandlerNumpy</span></code></a></li> |
| <li class="toctree-l4"><a class="reference internal" href="apache_beam.ml.inference.tensorflow_inference.html#apache_beam.ml.inference.tensorflow_inference.TFModelHandlerTensor"><code class="docutils literal notranslate"><span class="pre">TFModelHandlerTensor</span></code></a></li> |
| </ul> |
| </li> |
| <li class="toctree-l3"><a class="reference internal" href="apache_beam.ml.inference.tensorrt_inference.html">apache_beam.ml.inference.tensorrt_inference module</a><ul> |
| <li class="toctree-l4"><a class="reference internal" href="apache_beam.ml.inference.tensorrt_inference.html#apache_beam.ml.inference.tensorrt_inference.TensorRTEngine"><code class="docutils literal notranslate"><span class="pre">TensorRTEngine</span></code></a></li> |
| <li class="toctree-l4"><a class="reference internal" href="apache_beam.ml.inference.tensorrt_inference.html#apache_beam.ml.inference.tensorrt_inference.TensorRTEngineHandlerNumPy"><code class="docutils literal notranslate"><span class="pre">TensorRTEngineHandlerNumPy</span></code></a></li> |
| </ul> |
| </li> |
| <li class="toctree-l3"><a class="reference internal" href="apache_beam.ml.inference.utils.html">apache_beam.ml.inference.utils module</a><ul> |
| <li class="toctree-l4"><a class="reference internal" href="apache_beam.ml.inference.utils.html#apache_beam.ml.inference.utils.WatchFilePattern"><code class="docutils literal notranslate"><span class="pre">WatchFilePattern</span></code></a></li> |
| </ul> |
| </li> |
| <li class="toctree-l3"><a class="reference internal" href="apache_beam.ml.inference.vertex_ai_inference.html">apache_beam.ml.inference.vertex_ai_inference module</a><ul> |
| <li class="toctree-l4"><a class="reference internal" href="apache_beam.ml.inference.vertex_ai_inference.html#apache_beam.ml.inference.vertex_ai_inference.VertexAIModelHandlerJSON"><code class="docutils literal notranslate"><span class="pre">VertexAIModelHandlerJSON</span></code></a></li> |
| </ul> |
| </li> |
| <li class="toctree-l3"><a class="reference internal" href="apache_beam.ml.inference.vllm_inference.html">apache_beam.ml.inference.vllm_inference module</a><ul> |
| <li class="toctree-l4"><a class="reference internal" href="apache_beam.ml.inference.vllm_inference.html#apache_beam.ml.inference.vllm_inference.OpenAIChatMessage"><code class="docutils literal notranslate"><span class="pre">OpenAIChatMessage</span></code></a></li> |
| <li class="toctree-l4"><a class="reference internal" href="apache_beam.ml.inference.vllm_inference.html#apache_beam.ml.inference.vllm_inference.VLLMCompletionsModelHandler"><code class="docutils literal notranslate"><span class="pre">VLLMCompletionsModelHandler</span></code></a></li> |
| <li class="toctree-l4"><a class="reference internal" href="apache_beam.ml.inference.vllm_inference.html#apache_beam.ml.inference.vllm_inference.VLLMChatModelHandler"><code class="docutils literal notranslate"><span class="pre">VLLMChatModelHandler</span></code></a></li> |
| </ul> |
| </li> |
| <li class="toctree-l3"><a class="reference internal" href="apache_beam.ml.inference.xgboost_inference.html">apache_beam.ml.inference.xgboost_inference module</a><ul> |
| <li class="toctree-l4"><a class="reference internal" href="apache_beam.ml.inference.xgboost_inference.html#apache_beam.ml.inference.xgboost_inference.XGBoostModelHandler"><code class="docutils literal notranslate"><span class="pre">XGBoostModelHandler</span></code></a></li> |
| <li class="toctree-l4"><a class="reference internal" href="apache_beam.ml.inference.xgboost_inference.html#apache_beam.ml.inference.xgboost_inference.XGBoostModelHandlerNumpy"><code class="docutils literal notranslate"><span class="pre">XGBoostModelHandlerNumpy</span></code></a></li> |
| <li class="toctree-l4"><a class="reference internal" href="apache_beam.ml.inference.xgboost_inference.html#apache_beam.ml.inference.xgboost_inference.XGBoostModelHandlerPandas"><code class="docutils literal notranslate"><span class="pre">XGBoostModelHandlerPandas</span></code></a></li> |
| <li class="toctree-l4"><a class="reference internal" href="apache_beam.ml.inference.xgboost_inference.html#apache_beam.ml.inference.xgboost_inference.XGBoostModelHandlerSciPy"><code class="docutils literal notranslate"><span class="pre">XGBoostModelHandlerSciPy</span></code></a></li> |
| <li class="toctree-l4"><a class="reference internal" href="apache_beam.ml.inference.xgboost_inference.html#apache_beam.ml.inference.xgboost_inference.XGBoostModelHandlerDatatable"><code class="docutils literal notranslate"><span class="pre">XGBoostModelHandlerDatatable</span></code></a></li> |
| </ul> |
| </li> |
| </ul> |
| </li> |
| </ul> |
| </li> |
| <li class="toctree-l1"><a class="reference internal" href="apache_beam.ml.rag.html">apache_beam.ml.rag package</a><ul> |
| <li class="toctree-l2"><a class="reference internal" href="apache_beam.ml.rag.html#subpackages">Subpackages</a><ul> |
| <li class="toctree-l3"><a class="reference internal" href="apache_beam.ml.rag.chunking.html">apache_beam.ml.rag.chunking package</a><ul> |
| <li class="toctree-l4"><a class="reference internal" href="apache_beam.ml.rag.chunking.html#submodules">Submodules</a></li> |
| </ul> |
| </li> |
| <li class="toctree-l3"><a class="reference internal" href="apache_beam.ml.rag.embeddings.html">apache_beam.ml.rag.embeddings package</a><ul> |
| <li class="toctree-l4"><a class="reference internal" href="apache_beam.ml.rag.embeddings.html#submodules">Submodules</a></li> |
| </ul> |
| </li> |
| <li class="toctree-l3"><a class="reference internal" href="apache_beam.ml.rag.enrichment.html">apache_beam.ml.rag.enrichment package</a><ul> |
| <li class="toctree-l4"><a class="reference internal" href="apache_beam.ml.rag.enrichment.html#submodules">Submodules</a></li> |
| </ul> |
| </li> |
| <li class="toctree-l3"><a class="reference internal" href="apache_beam.ml.rag.ingestion.html">apache_beam.ml.rag.ingestion package</a><ul> |
| <li class="toctree-l4"><a class="reference internal" href="apache_beam.ml.rag.ingestion.html#submodules">Submodules</a></li> |
| </ul> |
| </li> |
| </ul> |
| </li> |
| <li class="toctree-l2"><a class="reference internal" href="apache_beam.ml.rag.html#submodules">Submodules</a><ul> |
| <li class="toctree-l3"><a class="reference internal" href="apache_beam.ml.rag.types.html">apache_beam.ml.rag.types module</a><ul> |
| <li class="toctree-l4"><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></li> |
| <li class="toctree-l4"><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></li> |
| <li class="toctree-l4"><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></li> |
| </ul> |
| </li> |
| </ul> |
| </li> |
| </ul> |
| </li> |
| <li class="toctree-l1"><a class="reference internal" href="apache_beam.ml.transforms.html">apache_beam.ml.transforms package</a><ul> |
| <li class="toctree-l2"><a class="reference internal" href="apache_beam.ml.transforms.html#subpackages">Subpackages</a><ul> |
| <li class="toctree-l3"><a class="reference internal" href="apache_beam.ml.transforms.embeddings.html">apache_beam.ml.transforms.embeddings package</a><ul> |
| <li class="toctree-l4"><a class="reference internal" href="apache_beam.ml.transforms.embeddings.html#submodules">Submodules</a></li> |
| </ul> |
| </li> |
| </ul> |
| </li> |
| <li class="toctree-l2"><a class="reference internal" href="apache_beam.ml.transforms.html#submodules">Submodules</a><ul> |
| <li class="toctree-l3"><a class="reference internal" href="apache_beam.ml.transforms.base.html">apache_beam.ml.transforms.base module</a><ul> |
| <li class="toctree-l4"><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></li> |
| <li class="toctree-l4"><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></li> |
| <li class="toctree-l4"><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></li> |
| <li class="toctree-l4"><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></li> |
| <li class="toctree-l4"><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></li> |
| </ul> |
| </li> |
| <li class="toctree-l3"><a class="reference internal" href="apache_beam.ml.transforms.handlers.html">apache_beam.ml.transforms.handlers module</a><ul> |
| <li class="toctree-l4"><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></li> |
| </ul> |
| </li> |
| <li class="toctree-l3"><a class="reference internal" href="apache_beam.ml.transforms.tft.html">apache_beam.ml.transforms.tft module</a><ul> |
| <li class="toctree-l4"><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></li> |
| <li class="toctree-l4"><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></li> |
| <li class="toctree-l4"><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></li> |
| <li class="toctree-l4"><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></li> |
| <li class="toctree-l4"><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></li> |
| <li class="toctree-l4"><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></li> |
| <li class="toctree-l4"><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></li> |
| <li class="toctree-l4"><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></li> |
| <li class="toctree-l4"><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></li> |
| <li class="toctree-l4"><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></li> |
| <li class="toctree-l4"><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></li> |
| <li class="toctree-l4"><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></li> |
| <li class="toctree-l4"><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></li> |
| <li class="toctree-l4"><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></li> |
| </ul> |
| </li> |
| <li class="toctree-l3"><a class="reference internal" href="apache_beam.ml.transforms.utils.html">apache_beam.ml.transforms.utils module</a><ul> |
| <li class="toctree-l4"><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></li> |
| </ul> |
| </li> |
| </ul> |
| </li> |
| </ul> |
| </li> |
| <li class="toctree-l1"><a class="reference internal" href="apache_beam.ml.ts.html">apache_beam.ml.ts package</a></li> |
| </ul> |
| </div> |
| </section> |
| </section> |
| |
| |
| </div> |
| </div> |
| <footer><div class="rst-footer-buttons" role="navigation" aria-label="Footer"> |
| <a href="apache_beam.metrics.monitoring_infos.html" class="btn btn-neutral float-left" title="apache_beam.metrics.monitoring_infos module" accesskey="p" rel="prev"><span class="fa fa-arrow-circle-left" aria-hidden="true"></span> Previous</a> |
| <a href="apache_beam.ml.anomaly.html" class="btn btn-neutral float-right" title="apache_beam.ml.anomaly package" accesskey="n" rel="next">Next <span class="fa fa-arrow-circle-right" aria-hidden="true"></span></a> |
| </div> |
| |
| <hr/> |
| |
| <div role="contentinfo"> |
| <p>© 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> |
