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| <section id="module-apache_beam.ml.anomaly"> |
| <span id="apache-beam-ml-anomaly-package"></span><h1>apache_beam.ml.anomaly package<a class="headerlink" href="#module-apache_beam.ml.anomaly" title="Link to this heading"></a></h1> |
| <section id="subpackages"> |
| <h2>Subpackages<a class="headerlink" href="#subpackages" title="Link to this heading"></a></h2> |
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| <li class="toctree-l1"><a class="reference internal" href="apache_beam.ml.anomaly.detectors.html">apache_beam.ml.anomaly.detectors package</a><ul> |
| <li class="toctree-l2"><a class="reference internal" href="apache_beam.ml.anomaly.detectors.html#submodules">Submodules</a><ul> |
| <li class="toctree-l3"><a class="reference internal" href="apache_beam.ml.anomaly.detectors.iqr.html">apache_beam.ml.anomaly.detectors.iqr module</a><ul> |
| <li class="toctree-l4"><a class="reference internal" href="apache_beam.ml.anomaly.detectors.iqr.html#apache_beam.ml.anomaly.detectors.iqr.IQR"><code class="docutils literal notranslate"><span class="pre">IQR</span></code></a></li> |
| </ul> |
| </li> |
| <li class="toctree-l3"><a class="reference internal" href="apache_beam.ml.anomaly.detectors.offline.html">apache_beam.ml.anomaly.detectors.offline module</a><ul> |
| <li class="toctree-l4"><a class="reference internal" href="apache_beam.ml.anomaly.detectors.offline.html#apache_beam.ml.anomaly.detectors.offline.OfflineDetector"><code class="docutils literal notranslate"><span class="pre">OfflineDetector</span></code></a></li> |
| </ul> |
| </li> |
| <li class="toctree-l3"><a class="reference internal" href="apache_beam.ml.anomaly.detectors.pyod_adapter.html">apache_beam.ml.anomaly.detectors.pyod_adapter module</a></li> |
| <li class="toctree-l3"><a class="reference internal" href="apache_beam.ml.anomaly.detectors.robust_zscore.html">apache_beam.ml.anomaly.detectors.robust_zscore module</a><ul> |
| <li class="toctree-l4"><a class="reference internal" href="apache_beam.ml.anomaly.detectors.robust_zscore.html#apache_beam.ml.anomaly.detectors.robust_zscore.RobustZScore"><code class="docutils literal notranslate"><span class="pre">RobustZScore</span></code></a></li> |
| </ul> |
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| <li class="toctree-l3"><a class="reference internal" href="apache_beam.ml.anomaly.detectors.zscore.html">apache_beam.ml.anomaly.detectors.zscore module</a><ul> |
| <li class="toctree-l4"><a class="reference internal" href="apache_beam.ml.anomaly.detectors.zscore.html#apache_beam.ml.anomaly.detectors.zscore.ZScore"><code class="docutils literal notranslate"><span class="pre">ZScore</span></code></a></li> |
| </ul> |
| </li> |
| </ul> |
| </li> |
| </ul> |
| </li> |
| <li class="toctree-l1"><a class="reference internal" href="apache_beam.ml.anomaly.univariate.html">apache_beam.ml.anomaly.univariate package</a><ul> |
| <li class="toctree-l2"><a class="reference internal" href="apache_beam.ml.anomaly.univariate.html#submodules">Submodules</a><ul> |
| <li class="toctree-l3"><a class="reference internal" href="apache_beam.ml.anomaly.univariate.base.html">apache_beam.ml.anomaly.univariate.base module</a><ul> |
| <li class="toctree-l4"><a class="reference internal" href="apache_beam.ml.anomaly.univariate.base.html#apache_beam.ml.anomaly.univariate.base.BaseTracker"><code class="docutils literal notranslate"><span class="pre">BaseTracker</span></code></a></li> |
| <li class="toctree-l4"><a class="reference internal" href="apache_beam.ml.anomaly.univariate.base.html#apache_beam.ml.anomaly.univariate.base.WindowMode"><code class="docutils literal notranslate"><span class="pre">WindowMode</span></code></a></li> |
| <li class="toctree-l4"><a class="reference internal" href="apache_beam.ml.anomaly.univariate.base.html#apache_beam.ml.anomaly.univariate.base.WindowedTracker"><code class="docutils literal notranslate"><span class="pre">WindowedTracker</span></code></a></li> |
| </ul> |
| </li> |
| <li class="toctree-l3"><a class="reference internal" href="apache_beam.ml.anomaly.univariate.mad.html">apache_beam.ml.anomaly.univariate.mad module</a><ul> |
| <li class="toctree-l4"><a class="reference internal" href="apache_beam.ml.anomaly.univariate.mad.html#apache_beam.ml.anomaly.univariate.mad.MadTracker"><code class="docutils literal notranslate"><span class="pre">MadTracker</span></code></a></li> |
| </ul> |
| </li> |
| <li class="toctree-l3"><a class="reference internal" href="apache_beam.ml.anomaly.univariate.mean.html">apache_beam.ml.anomaly.univariate.mean module</a><ul> |
| <li class="toctree-l4"><a class="reference internal" href="apache_beam.ml.anomaly.univariate.mean.html#apache_beam.ml.anomaly.univariate.mean.MeanTracker"><code class="docutils literal notranslate"><span class="pre">MeanTracker</span></code></a></li> |
| <li class="toctree-l4"><a class="reference internal" href="apache_beam.ml.anomaly.univariate.mean.html#apache_beam.ml.anomaly.univariate.mean.SimpleSlidingMeanTracker"><code class="docutils literal notranslate"><span class="pre">SimpleSlidingMeanTracker</span></code></a></li> |
| <li class="toctree-l4"><a class="reference internal" href="apache_beam.ml.anomaly.univariate.mean.html#apache_beam.ml.anomaly.univariate.mean.IncMeanTracker"><code class="docutils literal notranslate"><span class="pre">IncMeanTracker</span></code></a></li> |
| <li class="toctree-l4"><a class="reference internal" href="apache_beam.ml.anomaly.univariate.mean.html#apache_beam.ml.anomaly.univariate.mean.IncLandmarkMeanTracker"><code class="docutils literal notranslate"><span class="pre">IncLandmarkMeanTracker</span></code></a></li> |
| <li class="toctree-l4"><a class="reference internal" href="apache_beam.ml.anomaly.univariate.mean.html#apache_beam.ml.anomaly.univariate.mean.IncSlidingMeanTracker"><code class="docutils literal notranslate"><span class="pre">IncSlidingMeanTracker</span></code></a></li> |
| </ul> |
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| <li class="toctree-l3"><a class="reference internal" href="apache_beam.ml.anomaly.univariate.median.html">apache_beam.ml.anomaly.univariate.median module</a><ul> |
| <li class="toctree-l4"><a class="reference internal" href="apache_beam.ml.anomaly.univariate.median.html#apache_beam.ml.anomaly.univariate.median.MedianTracker"><code class="docutils literal notranslate"><span class="pre">MedianTracker</span></code></a></li> |
| </ul> |
| </li> |
| <li class="toctree-l3"><a class="reference internal" href="apache_beam.ml.anomaly.univariate.quantile.html">apache_beam.ml.anomaly.univariate.quantile module</a><ul> |
| <li class="toctree-l4"><a class="reference internal" href="apache_beam.ml.anomaly.univariate.quantile.html#apache_beam.ml.anomaly.univariate.quantile.QuantileTracker"><code class="docutils literal notranslate"><span class="pre">QuantileTracker</span></code></a></li> |
| <li class="toctree-l4"><a class="reference internal" href="apache_beam.ml.anomaly.univariate.quantile.html#apache_beam.ml.anomaly.univariate.quantile.SimpleSlidingQuantileTracker"><code class="docutils literal notranslate"><span class="pre">SimpleSlidingQuantileTracker</span></code></a></li> |
| <li class="toctree-l4"><a class="reference internal" href="apache_beam.ml.anomaly.univariate.quantile.html#apache_beam.ml.anomaly.univariate.quantile.BufferedQuantileTracker"><code class="docutils literal notranslate"><span class="pre">BufferedQuantileTracker</span></code></a></li> |
| <li class="toctree-l4"><a class="reference internal" href="apache_beam.ml.anomaly.univariate.quantile.html#apache_beam.ml.anomaly.univariate.quantile.SecondaryBufferedQuantileTracker"><code class="docutils literal notranslate"><span class="pre">SecondaryBufferedQuantileTracker</span></code></a></li> |
| <li class="toctree-l4"><a class="reference internal" href="apache_beam.ml.anomaly.univariate.quantile.html#apache_beam.ml.anomaly.univariate.quantile.BufferedLandmarkQuantileTracker"><code class="docutils literal notranslate"><span class="pre">BufferedLandmarkQuantileTracker</span></code></a></li> |
| <li class="toctree-l4"><a class="reference internal" href="apache_beam.ml.anomaly.univariate.quantile.html#apache_beam.ml.anomaly.univariate.quantile.BufferedSlidingQuantileTracker"><code class="docutils literal notranslate"><span class="pre">BufferedSlidingQuantileTracker</span></code></a></li> |
| </ul> |
| </li> |
| <li class="toctree-l3"><a class="reference internal" href="apache_beam.ml.anomaly.univariate.stdev.html">apache_beam.ml.anomaly.univariate.stdev module</a><ul> |
| <li class="toctree-l4"><a class="reference internal" href="apache_beam.ml.anomaly.univariate.stdev.html#apache_beam.ml.anomaly.univariate.stdev.StdevTracker"><code class="docutils literal notranslate"><span class="pre">StdevTracker</span></code></a></li> |
| <li class="toctree-l4"><a class="reference internal" href="apache_beam.ml.anomaly.univariate.stdev.html#apache_beam.ml.anomaly.univariate.stdev.SimpleSlidingStdevTracker"><code class="docutils literal notranslate"><span class="pre">SimpleSlidingStdevTracker</span></code></a></li> |
| <li class="toctree-l4"><a class="reference internal" href="apache_beam.ml.anomaly.univariate.stdev.html#apache_beam.ml.anomaly.univariate.stdev.IncStdevTracker"><code class="docutils literal notranslate"><span class="pre">IncStdevTracker</span></code></a></li> |
| <li class="toctree-l4"><a class="reference internal" href="apache_beam.ml.anomaly.univariate.stdev.html#apache_beam.ml.anomaly.univariate.stdev.IncLandmarkStdevTracker"><code class="docutils literal notranslate"><span class="pre">IncLandmarkStdevTracker</span></code></a></li> |
| <li class="toctree-l4"><a class="reference internal" href="apache_beam.ml.anomaly.univariate.stdev.html#apache_beam.ml.anomaly.univariate.stdev.IncSlidingStdevTracker"><code class="docutils literal notranslate"><span class="pre">IncSlidingStdevTracker</span></code></a></li> |
| </ul> |
| </li> |
| </ul> |
| </li> |
| </ul> |
| </li> |
| </ul> |
| </div> |
| </section> |
| <section id="submodules"> |
| <h2>Submodules<a class="headerlink" href="#submodules" title="Link to this heading"></a></h2> |
| <div class="toctree-wrapper compound"> |
| <ul> |
| <li class="toctree-l1"><a class="reference internal" href="apache_beam.ml.anomaly.aggregations.html">apache_beam.ml.anomaly.aggregations module</a><ul> |
| <li class="toctree-l2"><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><ul> |
| <li class="toctree-l3"><a class="reference internal" href="apache_beam.ml.anomaly.aggregations.html#apache_beam.ml.anomaly.aggregations.LabelAggregation.apply"><code class="docutils literal notranslate"><span class="pre">LabelAggregation.apply()</span></code></a></li> |
| </ul> |
| </li> |
| <li class="toctree-l2"><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><ul> |
| <li class="toctree-l3"><a class="reference internal" href="apache_beam.ml.anomaly.aggregations.html#apache_beam.ml.anomaly.aggregations.ScoreAggregation.apply"><code class="docutils literal notranslate"><span class="pre">ScoreAggregation.apply()</span></code></a></li> |
| </ul> |
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| <li class="toctree-l2"><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><ul> |
| <li class="toctree-l3"><a class="reference internal" href="apache_beam.ml.anomaly.aggregations.html#apache_beam.ml.anomaly.aggregations.MajorityVote.MajorityVote__spec_type"><code class="docutils literal notranslate"><span class="pre">MajorityVote.MajorityVote__spec_type</span></code></a></li> |
| <li class="toctree-l3"><a class="reference internal" href="apache_beam.ml.anomaly.aggregations.html#apache_beam.ml.anomaly.aggregations.MajorityVote.from_spec"><code class="docutils literal notranslate"><span class="pre">MajorityVote.from_spec()</span></code></a></li> |
| <li class="toctree-l3"><a class="reference internal" href="apache_beam.ml.anomaly.aggregations.html#apache_beam.ml.anomaly.aggregations.MajorityVote.run_original_init"><code class="docutils literal notranslate"><span class="pre">MajorityVote.run_original_init()</span></code></a></li> |
| <li class="toctree-l3"><a class="reference internal" href="apache_beam.ml.anomaly.aggregations.html#apache_beam.ml.anomaly.aggregations.MajorityVote.spec_type"><code class="docutils literal notranslate"><span class="pre">MajorityVote.spec_type()</span></code></a></li> |
| <li class="toctree-l3"><a class="reference internal" href="apache_beam.ml.anomaly.aggregations.html#apache_beam.ml.anomaly.aggregations.MajorityVote.to_spec"><code class="docutils literal notranslate"><span class="pre">MajorityVote.to_spec()</span></code></a></li> |
| <li class="toctree-l3"><a class="reference internal" href="apache_beam.ml.anomaly.aggregations.html#apache_beam.ml.anomaly.aggregations.MajorityVote.unspecifiable"><code class="docutils literal notranslate"><span class="pre">MajorityVote.unspecifiable()</span></code></a></li> |
| </ul> |
| </li> |
| <li class="toctree-l2"><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><ul> |
| <li class="toctree-l3"><a class="reference internal" href="apache_beam.ml.anomaly.aggregations.html#apache_beam.ml.anomaly.aggregations.AllVote.AllVote__spec_type"><code class="docutils literal notranslate"><span class="pre">AllVote.AllVote__spec_type</span></code></a></li> |
| <li class="toctree-l3"><a class="reference internal" href="apache_beam.ml.anomaly.aggregations.html#apache_beam.ml.anomaly.aggregations.AllVote.from_spec"><code class="docutils literal notranslate"><span class="pre">AllVote.from_spec()</span></code></a></li> |
| <li class="toctree-l3"><a class="reference internal" href="apache_beam.ml.anomaly.aggregations.html#apache_beam.ml.anomaly.aggregations.AllVote.run_original_init"><code class="docutils literal notranslate"><span class="pre">AllVote.run_original_init()</span></code></a></li> |
| <li class="toctree-l3"><a class="reference internal" href="apache_beam.ml.anomaly.aggregations.html#apache_beam.ml.anomaly.aggregations.AllVote.spec_type"><code class="docutils literal notranslate"><span class="pre">AllVote.spec_type()</span></code></a></li> |
| <li class="toctree-l3"><a class="reference internal" href="apache_beam.ml.anomaly.aggregations.html#apache_beam.ml.anomaly.aggregations.AllVote.to_spec"><code class="docutils literal notranslate"><span class="pre">AllVote.to_spec()</span></code></a></li> |
| <li class="toctree-l3"><a class="reference internal" href="apache_beam.ml.anomaly.aggregations.html#apache_beam.ml.anomaly.aggregations.AllVote.unspecifiable"><code class="docutils literal notranslate"><span class="pre">AllVote.unspecifiable()</span></code></a></li> |
| </ul> |
| </li> |
| <li class="toctree-l2"><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><ul> |
| <li class="toctree-l3"><a class="reference internal" href="apache_beam.ml.anomaly.aggregations.html#apache_beam.ml.anomaly.aggregations.AnyVote.AnyVote__spec_type"><code class="docutils literal notranslate"><span class="pre">AnyVote.AnyVote__spec_type</span></code></a></li> |
| <li class="toctree-l3"><a class="reference internal" href="apache_beam.ml.anomaly.aggregations.html#apache_beam.ml.anomaly.aggregations.AnyVote.from_spec"><code class="docutils literal notranslate"><span class="pre">AnyVote.from_spec()</span></code></a></li> |
| <li class="toctree-l3"><a class="reference internal" href="apache_beam.ml.anomaly.aggregations.html#apache_beam.ml.anomaly.aggregations.AnyVote.run_original_init"><code class="docutils literal notranslate"><span class="pre">AnyVote.run_original_init()</span></code></a></li> |
| <li class="toctree-l3"><a class="reference internal" href="apache_beam.ml.anomaly.aggregations.html#apache_beam.ml.anomaly.aggregations.AnyVote.spec_type"><code class="docutils literal notranslate"><span class="pre">AnyVote.spec_type()</span></code></a></li> |
| <li class="toctree-l3"><a class="reference internal" href="apache_beam.ml.anomaly.aggregations.html#apache_beam.ml.anomaly.aggregations.AnyVote.to_spec"><code class="docutils literal notranslate"><span class="pre">AnyVote.to_spec()</span></code></a></li> |
| <li class="toctree-l3"><a class="reference internal" href="apache_beam.ml.anomaly.aggregations.html#apache_beam.ml.anomaly.aggregations.AnyVote.unspecifiable"><code class="docutils literal notranslate"><span class="pre">AnyVote.unspecifiable()</span></code></a></li> |
| </ul> |
| </li> |
| <li class="toctree-l2"><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><ul> |
| <li class="toctree-l3"><a class="reference internal" href="apache_beam.ml.anomaly.aggregations.html#apache_beam.ml.anomaly.aggregations.AverageScore.AverageScore__spec_type"><code class="docutils literal notranslate"><span class="pre">AverageScore.AverageScore__spec_type</span></code></a></li> |
| <li class="toctree-l3"><a class="reference internal" href="apache_beam.ml.anomaly.aggregations.html#apache_beam.ml.anomaly.aggregations.AverageScore.from_spec"><code class="docutils literal notranslate"><span class="pre">AverageScore.from_spec()</span></code></a></li> |
| <li class="toctree-l3"><a class="reference internal" href="apache_beam.ml.anomaly.aggregations.html#apache_beam.ml.anomaly.aggregations.AverageScore.run_original_init"><code class="docutils literal notranslate"><span class="pre">AverageScore.run_original_init()</span></code></a></li> |
| <li class="toctree-l3"><a class="reference internal" href="apache_beam.ml.anomaly.aggregations.html#apache_beam.ml.anomaly.aggregations.AverageScore.spec_type"><code class="docutils literal notranslate"><span class="pre">AverageScore.spec_type()</span></code></a></li> |
| <li class="toctree-l3"><a class="reference internal" href="apache_beam.ml.anomaly.aggregations.html#apache_beam.ml.anomaly.aggregations.AverageScore.to_spec"><code class="docutils literal notranslate"><span class="pre">AverageScore.to_spec()</span></code></a></li> |
| <li class="toctree-l3"><a class="reference internal" href="apache_beam.ml.anomaly.aggregations.html#apache_beam.ml.anomaly.aggregations.AverageScore.unspecifiable"><code class="docutils literal notranslate"><span class="pre">AverageScore.unspecifiable()</span></code></a></li> |
| </ul> |
| </li> |
| <li class="toctree-l2"><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><ul> |
| <li class="toctree-l3"><a class="reference internal" href="apache_beam.ml.anomaly.aggregations.html#apache_beam.ml.anomaly.aggregations.MaxScore.MaxScore__spec_type"><code class="docutils literal notranslate"><span class="pre">MaxScore.MaxScore__spec_type</span></code></a></li> |
| <li class="toctree-l3"><a class="reference internal" href="apache_beam.ml.anomaly.aggregations.html#apache_beam.ml.anomaly.aggregations.MaxScore.from_spec"><code class="docutils literal notranslate"><span class="pre">MaxScore.from_spec()</span></code></a></li> |
| <li class="toctree-l3"><a class="reference internal" href="apache_beam.ml.anomaly.aggregations.html#apache_beam.ml.anomaly.aggregations.MaxScore.run_original_init"><code class="docutils literal notranslate"><span class="pre">MaxScore.run_original_init()</span></code></a></li> |
| <li class="toctree-l3"><a class="reference internal" href="apache_beam.ml.anomaly.aggregations.html#apache_beam.ml.anomaly.aggregations.MaxScore.spec_type"><code class="docutils literal notranslate"><span class="pre">MaxScore.spec_type()</span></code></a></li> |
| <li class="toctree-l3"><a class="reference internal" href="apache_beam.ml.anomaly.aggregations.html#apache_beam.ml.anomaly.aggregations.MaxScore.to_spec"><code class="docutils literal notranslate"><span class="pre">MaxScore.to_spec()</span></code></a></li> |
| <li class="toctree-l3"><a class="reference internal" href="apache_beam.ml.anomaly.aggregations.html#apache_beam.ml.anomaly.aggregations.MaxScore.unspecifiable"><code class="docutils literal notranslate"><span class="pre">MaxScore.unspecifiable()</span></code></a></li> |
| </ul> |
| </li> |
| </ul> |
| </li> |
| <li class="toctree-l1"><a class="reference internal" href="apache_beam.ml.anomaly.base.html">apache_beam.ml.anomaly.base module</a><ul> |
| <li class="toctree-l2"><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><ul> |
| <li class="toctree-l3"><a class="reference internal" href="apache_beam.ml.anomaly.base.html#apache_beam.ml.anomaly.base.AnomalyPrediction.model_id"><code class="docutils literal notranslate"><span class="pre">AnomalyPrediction.model_id</span></code></a></li> |
| <li class="toctree-l3"><a class="reference internal" href="apache_beam.ml.anomaly.base.html#apache_beam.ml.anomaly.base.AnomalyPrediction.score"><code class="docutils literal notranslate"><span class="pre">AnomalyPrediction.score</span></code></a></li> |
| <li class="toctree-l3"><a class="reference internal" href="apache_beam.ml.anomaly.base.html#apache_beam.ml.anomaly.base.AnomalyPrediction.label"><code class="docutils literal notranslate"><span class="pre">AnomalyPrediction.label</span></code></a></li> |
| <li class="toctree-l3"><a class="reference internal" href="apache_beam.ml.anomaly.base.html#apache_beam.ml.anomaly.base.AnomalyPrediction.threshold"><code class="docutils literal notranslate"><span class="pre">AnomalyPrediction.threshold</span></code></a></li> |
| <li class="toctree-l3"><a class="reference internal" href="apache_beam.ml.anomaly.base.html#apache_beam.ml.anomaly.base.AnomalyPrediction.info"><code class="docutils literal notranslate"><span class="pre">AnomalyPrediction.info</span></code></a></li> |
| <li class="toctree-l3"><a class="reference internal" href="apache_beam.ml.anomaly.base.html#apache_beam.ml.anomaly.base.AnomalyPrediction.source_predictions"><code class="docutils literal notranslate"><span class="pre">AnomalyPrediction.source_predictions</span></code></a></li> |
| </ul> |
| </li> |
| <li class="toctree-l2"><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><ul> |
| <li class="toctree-l3"><a class="reference internal" href="apache_beam.ml.anomaly.base.html#apache_beam.ml.anomaly.base.AnomalyResult.example"><code class="docutils literal notranslate"><span class="pre">AnomalyResult.example</span></code></a></li> |
| <li class="toctree-l3"><a class="reference internal" href="apache_beam.ml.anomaly.base.html#apache_beam.ml.anomaly.base.AnomalyResult.predictions"><code class="docutils literal notranslate"><span class="pre">AnomalyResult.predictions</span></code></a></li> |
| </ul> |
| </li> |
| <li class="toctree-l2"><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><ul> |
| <li class="toctree-l3"><a class="reference internal" href="apache_beam.ml.anomaly.base.html#apache_beam.ml.anomaly.base.ThresholdFn.is_stateful"><code class="docutils literal notranslate"><span class="pre">ThresholdFn.is_stateful</span></code></a></li> |
| <li class="toctree-l3"><a class="reference internal" href="apache_beam.ml.anomaly.base.html#apache_beam.ml.anomaly.base.ThresholdFn.threshold"><code class="docutils literal notranslate"><span class="pre">ThresholdFn.threshold</span></code></a></li> |
| <li class="toctree-l3"><a class="reference internal" href="apache_beam.ml.anomaly.base.html#apache_beam.ml.anomaly.base.ThresholdFn.apply"><code class="docutils literal notranslate"><span class="pre">ThresholdFn.apply()</span></code></a></li> |
| </ul> |
| </li> |
| <li class="toctree-l2"><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><ul> |
| <li class="toctree-l3"><a class="reference internal" href="apache_beam.ml.anomaly.base.html#apache_beam.ml.anomaly.base.AggregationFn.apply"><code class="docutils literal notranslate"><span class="pre">AggregationFn.apply()</span></code></a></li> |
| </ul> |
| </li> |
| <li class="toctree-l2"><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><ul> |
| <li class="toctree-l3"><a class="reference internal" href="apache_beam.ml.anomaly.base.html#apache_beam.ml.anomaly.base.AnomalyDetector.learn_one"><code class="docutils literal notranslate"><span class="pre">AnomalyDetector.learn_one()</span></code></a></li> |
| <li class="toctree-l3"><a class="reference internal" href="apache_beam.ml.anomaly.base.html#apache_beam.ml.anomaly.base.AnomalyDetector.score_one"><code class="docutils literal notranslate"><span class="pre">AnomalyDetector.score_one()</span></code></a></li> |
| </ul> |
| </li> |
| <li class="toctree-l2"><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><ul> |
| <li class="toctree-l3"><a class="reference internal" href="apache_beam.ml.anomaly.base.html#apache_beam.ml.anomaly.base.EnsembleAnomalyDetector.learn_one"><code class="docutils literal notranslate"><span class="pre">EnsembleAnomalyDetector.learn_one()</span></code></a></li> |
| <li class="toctree-l3"><a class="reference internal" href="apache_beam.ml.anomaly.base.html#apache_beam.ml.anomaly.base.EnsembleAnomalyDetector.score_one"><code class="docutils literal notranslate"><span class="pre">EnsembleAnomalyDetector.score_one()</span></code></a></li> |
| </ul> |
| </li> |
| </ul> |
| </li> |
| <li class="toctree-l1"><a class="reference internal" href="apache_beam.ml.anomaly.specifiable.html">apache_beam.ml.anomaly.specifiable module</a><ul> |
| <li class="toctree-l2"><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><ul> |
| <li class="toctree-l3"><a class="reference internal" href="apache_beam.ml.anomaly.specifiable.html#apache_beam.ml.anomaly.specifiable.Spec.type"><code class="docutils literal notranslate"><span class="pre">Spec.type</span></code></a></li> |
| <li class="toctree-l3"><a class="reference internal" href="apache_beam.ml.anomaly.specifiable.html#apache_beam.ml.anomaly.specifiable.Spec.config"><code class="docutils literal notranslate"><span class="pre">Spec.config</span></code></a></li> |
| </ul> |
| </li> |
| <li class="toctree-l2"><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><ul> |
| <li class="toctree-l3"><a class="reference internal" href="apache_beam.ml.anomaly.specifiable.html#apache_beam.ml.anomaly.specifiable.Specifiable.spec_type"><code class="docutils literal notranslate"><span class="pre">Specifiable.spec_type()</span></code></a></li> |
| <li class="toctree-l3"><a class="reference internal" href="apache_beam.ml.anomaly.specifiable.html#apache_beam.ml.anomaly.specifiable.Specifiable.from_spec"><code class="docutils literal notranslate"><span class="pre">Specifiable.from_spec()</span></code></a></li> |
| <li class="toctree-l3"><a class="reference internal" href="apache_beam.ml.anomaly.specifiable.html#apache_beam.ml.anomaly.specifiable.Specifiable.to_spec"><code class="docutils literal notranslate"><span class="pre">Specifiable.to_spec()</span></code></a></li> |
| <li class="toctree-l3"><a class="reference internal" href="apache_beam.ml.anomaly.specifiable.html#apache_beam.ml.anomaly.specifiable.Specifiable.run_original_init"><code class="docutils literal notranslate"><span class="pre">Specifiable.run_original_init()</span></code></a></li> |
| <li class="toctree-l3"><a class="reference internal" href="apache_beam.ml.anomaly.specifiable.html#apache_beam.ml.anomaly.specifiable.Specifiable.unspecifiable"><code class="docutils literal notranslate"><span class="pre">Specifiable.unspecifiable()</span></code></a></li> |
| </ul> |
| </li> |
| <li class="toctree-l2"><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-l1"><a class="reference internal" href="apache_beam.ml.anomaly.thresholds.html">apache_beam.ml.anomaly.thresholds module</a><ul> |
| <li class="toctree-l2"><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><ul> |
| <li class="toctree-l3"><a class="reference internal" href="apache_beam.ml.anomaly.thresholds.html#apache_beam.ml.anomaly.thresholds.FixedThreshold.is_stateful"><code class="docutils literal notranslate"><span class="pre">FixedThreshold.is_stateful</span></code></a></li> |
| <li class="toctree-l3"><a class="reference internal" href="apache_beam.ml.anomaly.thresholds.html#apache_beam.ml.anomaly.thresholds.FixedThreshold.threshold"><code class="docutils literal notranslate"><span class="pre">FixedThreshold.threshold</span></code></a></li> |
| <li class="toctree-l3"><a class="reference internal" href="apache_beam.ml.anomaly.thresholds.html#apache_beam.ml.anomaly.thresholds.FixedThreshold.apply"><code class="docutils literal notranslate"><span class="pre">FixedThreshold.apply()</span></code></a></li> |
| <li class="toctree-l3"><a class="reference internal" href="apache_beam.ml.anomaly.thresholds.html#apache_beam.ml.anomaly.thresholds.FixedThreshold.FixedThreshold__spec_type"><code class="docutils literal notranslate"><span class="pre">FixedThreshold.FixedThreshold__spec_type</span></code></a></li> |
| <li class="toctree-l3"><a class="reference internal" href="apache_beam.ml.anomaly.thresholds.html#apache_beam.ml.anomaly.thresholds.FixedThreshold.from_spec"><code class="docutils literal notranslate"><span class="pre">FixedThreshold.from_spec()</span></code></a></li> |
| <li class="toctree-l3"><a class="reference internal" href="apache_beam.ml.anomaly.thresholds.html#apache_beam.ml.anomaly.thresholds.FixedThreshold.run_original_init"><code class="docutils literal notranslate"><span class="pre">FixedThreshold.run_original_init()</span></code></a></li> |
| <li class="toctree-l3"><a class="reference internal" href="apache_beam.ml.anomaly.thresholds.html#apache_beam.ml.anomaly.thresholds.FixedThreshold.spec_type"><code class="docutils literal notranslate"><span class="pre">FixedThreshold.spec_type()</span></code></a></li> |
| <li class="toctree-l3"><a class="reference internal" href="apache_beam.ml.anomaly.thresholds.html#apache_beam.ml.anomaly.thresholds.FixedThreshold.to_spec"><code class="docutils literal notranslate"><span class="pre">FixedThreshold.to_spec()</span></code></a></li> |
| <li class="toctree-l3"><a class="reference internal" href="apache_beam.ml.anomaly.thresholds.html#apache_beam.ml.anomaly.thresholds.FixedThreshold.unspecifiable"><code class="docutils literal notranslate"><span class="pre">FixedThreshold.unspecifiable()</span></code></a></li> |
| </ul> |
| </li> |
| <li class="toctree-l2"><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><ul> |
| <li class="toctree-l3"><a class="reference internal" href="apache_beam.ml.anomaly.thresholds.html#apache_beam.ml.anomaly.thresholds.QuantileThreshold.is_stateful"><code class="docutils literal notranslate"><span class="pre">QuantileThreshold.is_stateful</span></code></a></li> |
| <li class="toctree-l3"><a class="reference internal" href="apache_beam.ml.anomaly.thresholds.html#apache_beam.ml.anomaly.thresholds.QuantileThreshold.threshold"><code class="docutils literal notranslate"><span class="pre">QuantileThreshold.threshold</span></code></a></li> |
| <li class="toctree-l3"><a class="reference internal" href="apache_beam.ml.anomaly.thresholds.html#apache_beam.ml.anomaly.thresholds.QuantileThreshold.QuantileThreshold__spec_type"><code class="docutils literal notranslate"><span class="pre">QuantileThreshold.QuantileThreshold__spec_type</span></code></a></li> |
| <li class="toctree-l3"><a class="reference internal" href="apache_beam.ml.anomaly.thresholds.html#apache_beam.ml.anomaly.thresholds.QuantileThreshold.apply"><code class="docutils literal notranslate"><span class="pre">QuantileThreshold.apply()</span></code></a></li> |
| <li class="toctree-l3"><a class="reference internal" href="apache_beam.ml.anomaly.thresholds.html#apache_beam.ml.anomaly.thresholds.QuantileThreshold.from_spec"><code class="docutils literal notranslate"><span class="pre">QuantileThreshold.from_spec()</span></code></a></li> |
| <li class="toctree-l3"><a class="reference internal" href="apache_beam.ml.anomaly.thresholds.html#apache_beam.ml.anomaly.thresholds.QuantileThreshold.run_original_init"><code class="docutils literal notranslate"><span class="pre">QuantileThreshold.run_original_init()</span></code></a></li> |
| <li class="toctree-l3"><a class="reference internal" href="apache_beam.ml.anomaly.thresholds.html#apache_beam.ml.anomaly.thresholds.QuantileThreshold.spec_type"><code class="docutils literal notranslate"><span class="pre">QuantileThreshold.spec_type()</span></code></a></li> |
| <li class="toctree-l3"><a class="reference internal" href="apache_beam.ml.anomaly.thresholds.html#apache_beam.ml.anomaly.thresholds.QuantileThreshold.to_spec"><code class="docutils literal notranslate"><span class="pre">QuantileThreshold.to_spec()</span></code></a></li> |
| <li class="toctree-l3"><a class="reference internal" href="apache_beam.ml.anomaly.thresholds.html#apache_beam.ml.anomaly.thresholds.QuantileThreshold.unspecifiable"><code class="docutils literal notranslate"><span class="pre">QuantileThreshold.unspecifiable()</span></code></a></li> |
| </ul> |
| </li> |
| </ul> |
| </li> |
| <li class="toctree-l1"><a class="reference internal" href="apache_beam.ml.anomaly.transforms.html">apache_beam.ml.anomaly.transforms module</a><ul> |
| <li class="toctree-l2"><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><ul> |
| <li class="toctree-l3"><a class="reference internal" href="apache_beam.ml.anomaly.transforms.html#apache_beam.ml.anomaly.transforms.RunScoreAndLearn.expand"><code class="docutils literal notranslate"><span class="pre">RunScoreAndLearn.expand()</span></code></a></li> |
| </ul> |
| </li> |
| <li class="toctree-l2"><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><ul> |
| <li class="toctree-l3"><a class="reference internal" href="apache_beam.ml.anomaly.transforms.html#apache_beam.ml.anomaly.transforms.RunThresholdCriterion.expand"><code class="docutils literal notranslate"><span class="pre">RunThresholdCriterion.expand()</span></code></a></li> |
| </ul> |
| </li> |
| <li class="toctree-l2"><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><ul> |
| <li class="toctree-l3"><a class="reference internal" href="apache_beam.ml.anomaly.transforms.html#apache_beam.ml.anomaly.transforms.RunAggregationStrategy.expand"><code class="docutils literal notranslate"><span class="pre">RunAggregationStrategy.expand()</span></code></a></li> |
| </ul> |
| </li> |
| <li class="toctree-l2"><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><ul> |
| <li class="toctree-l3"><a class="reference internal" href="apache_beam.ml.anomaly.transforms.html#apache_beam.ml.anomaly.transforms.RunOneDetector.expand"><code class="docutils literal notranslate"><span class="pre">RunOneDetector.expand()</span></code></a></li> |
| </ul> |
| </li> |
| <li class="toctree-l2"><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><ul> |
| <li class="toctree-l3"><a class="reference internal" href="apache_beam.ml.anomaly.transforms.html#apache_beam.ml.anomaly.transforms.RunOfflineDetector.expand"><code class="docutils literal notranslate"><span class="pre">RunOfflineDetector.expand()</span></code></a></li> |
| </ul> |
| </li> |
| <li class="toctree-l2"><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><ul> |
| <li class="toctree-l3"><a class="reference internal" href="apache_beam.ml.anomaly.transforms.html#apache_beam.ml.anomaly.transforms.RunEnsembleDetector.expand"><code class="docutils literal notranslate"><span class="pre">RunEnsembleDetector.expand()</span></code></a></li> |
| </ul> |
| </li> |
| <li class="toctree-l2"><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><ul> |
| <li class="toctree-l3"><a class="reference internal" href="apache_beam.ml.anomaly.transforms.html#apache_beam.ml.anomaly.transforms.AnomalyDetection.expand"><code class="docutils literal notranslate"><span class="pre">AnomalyDetection.expand()</span></code></a></li> |
| </ul> |
| </li> |
| </ul> |
| </li> |
| </ul> |
| </div> |
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