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| LinearSVCSummary |
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| LogisticRegressionSummary |
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| BinaryLogisticRegressionSummary |
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| GBTClassifier |
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| RandomForestClassificationSummary |
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| RandomForestClassificationTrainingSummary |
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| BinaryRandomForestClassificationSummary |
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| NaiveBayes |
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| MultilayerPerceptronClassificationTrainingSummary |
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| FMClassifier |
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| FMClassificationModel |
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| FMClassificationSummary |
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| FMClassificationTrainingSummary |
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| KMeans |
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| <a class="reference internal" href="api/pyspark.StorageLevel.html"> |
| pyspark.StorageLevel |
| </a> |
| </li> |
| <li class="toctree-l2"> |
| <a class="reference internal" href="api/pyspark.TaskContext.html"> |
| pyspark.TaskContext |
| </a> |
| </li> |
| <li class="toctree-l2"> |
| <a class="reference internal" href="api/pyspark.RDDBarrier.html"> |
| pyspark.RDDBarrier |
| </a> |
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| <li class="toctree-l2"> |
| <a class="reference internal" href="api/pyspark.BarrierTaskContext.html"> |
| pyspark.BarrierTaskContext |
| </a> |
| </li> |
| <li class="toctree-l2"> |
| <a class="reference internal" href="api/pyspark.BarrierTaskInfo.html"> |
| pyspark.BarrierTaskInfo |
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| <li class="toctree-l2"> |
| <a class="reference internal" href="api/pyspark.InheritableThread.html"> |
| pyspark.InheritableThread |
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| <li class="toctree-l2"> |
| <a class="reference internal" href="api/pyspark.util.VersionUtils.html"> |
| pyspark.util.VersionUtils |
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| <a class="reference internal" href="api/pyspark.SparkContext.PACKAGE_EXTENSIONS.html"> |
| pyspark.SparkContext.PACKAGE_EXTENSIONS |
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| <li class="toctree-l2"> |
| <a class="reference internal" href="api/pyspark.SparkContext.accumulator.html"> |
| pyspark.SparkContext.accumulator |
| </a> |
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| <li class="toctree-l2"> |
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| pyspark.SparkContext.addArchive |
| </a> |
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| <li class="toctree-l2"> |
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| pyspark.SparkContext.addFile |
| </a> |
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| <li class="toctree-l2"> |
| <a class="reference internal" href="api/pyspark.SparkContext.addJobTag.html"> |
| pyspark.SparkContext.addJobTag |
| </a> |
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| <li class="toctree-l2"> |
| <a class="reference internal" href="api/pyspark.SparkContext.addPyFile.html"> |
| pyspark.SparkContext.addPyFile |
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| pyspark.SparkContext.applicationId |
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| <li class="toctree-l2"> |
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| pyspark.SparkContext.binaryFiles |
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| <li class="toctree-l2"> |
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| pyspark.SparkContext.binaryRecords |
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| <li class="toctree-l2"> |
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| pyspark.SparkContext.broadcast |
| </a> |
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| <a class="reference internal" href="api/pyspark.SparkContext.cancelAllJobs.html"> |
| pyspark.SparkContext.cancelAllJobs |
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| <li class="toctree-l2"> |
| <a class="reference internal" href="api/pyspark.SparkContext.cancelJobGroup.html"> |
| pyspark.SparkContext.cancelJobGroup |
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| <li class="toctree-l2"> |
| <a class="reference internal" href="api/pyspark.SparkContext.cancelJobsWithTag.html"> |
| pyspark.SparkContext.cancelJobsWithTag |
| </a> |
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| <a class="reference internal" href="api/pyspark.SparkContext.clearJobTags.html"> |
| pyspark.SparkContext.clearJobTags |
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| <a class="reference internal" href="api/pyspark.SparkContext.defaultMinPartitions.html"> |
| pyspark.SparkContext.defaultMinPartitions |
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| <a class="reference internal" href="api/pyspark.SparkContext.defaultParallelism.html"> |
| pyspark.SparkContext.defaultParallelism |
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| <a class="reference internal" href="api/pyspark.SparkContext.dump_profiles.html"> |
| pyspark.SparkContext.dump_profiles |
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| <a class="reference internal" href="api/pyspark.SparkContext.emptyRDD.html"> |
| pyspark.SparkContext.emptyRDD |
| </a> |
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| <a class="reference internal" href="api/pyspark.SparkContext.getCheckpointDir.html"> |
| pyspark.SparkContext.getCheckpointDir |
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| <a class="reference internal" href="api/pyspark.SparkContext.getConf.html"> |
| pyspark.SparkContext.getConf |
| </a> |
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| <a class="reference internal" href="api/pyspark.SparkContext.getJobTags.html"> |
| pyspark.SparkContext.getJobTags |
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| <li class="toctree-l2"> |
| <a class="reference internal" href="api/pyspark.SparkContext.getLocalProperty.html"> |
| pyspark.SparkContext.getLocalProperty |
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| <li class="toctree-l2"> |
| <a class="reference internal" href="api/pyspark.SparkContext.getOrCreate.html"> |
| pyspark.SparkContext.getOrCreate |
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| <a class="reference internal" href="api/pyspark.SparkContext.hadoopFile.html"> |
| pyspark.SparkContext.hadoopFile |
| </a> |
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| <a class="reference internal" href="api/pyspark.SparkContext.hadoopRDD.html"> |
| pyspark.SparkContext.hadoopRDD |
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| pyspark.SparkContext.listArchives |
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| <li class="toctree-l2"> |
| <a class="reference internal" href="api/pyspark.SparkContext.listFiles.html"> |
| pyspark.SparkContext.listFiles |
| </a> |
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| <li class="toctree-l2"> |
| <a class="reference internal" href="api/pyspark.SparkContext.newAPIHadoopFile.html"> |
| pyspark.SparkContext.newAPIHadoopFile |
| </a> |
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| <li class="toctree-l2"> |
| <a class="reference internal" href="api/pyspark.SparkContext.newAPIHadoopRDD.html"> |
| pyspark.SparkContext.newAPIHadoopRDD |
| </a> |
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| <a class="reference internal" href="api/pyspark.SparkContext.parallelize.html"> |
| pyspark.SparkContext.parallelize |
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| pyspark.SparkContext.pickleFile |
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| <li class="toctree-l2"> |
| <a class="reference internal" href="api/pyspark.SparkContext.range.html"> |
| pyspark.SparkContext.range |
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| <a class="reference internal" href="api/pyspark.SparkContext.resources.html"> |
| pyspark.SparkContext.resources |
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| <a class="reference internal" href="api/pyspark.SparkContext.removeJobTag.html"> |
| pyspark.SparkContext.removeJobTag |
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| <li class="toctree-l2"> |
| <a class="reference internal" href="api/pyspark.SparkContext.runJob.html"> |
| pyspark.SparkContext.runJob |
| </a> |
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| <a class="reference internal" href="api/pyspark.SparkContext.sequenceFile.html"> |
| pyspark.SparkContext.sequenceFile |
| </a> |
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| <a class="reference internal" href="api/pyspark.SparkContext.setCheckpointDir.html"> |
| pyspark.SparkContext.setCheckpointDir |
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| <a class="reference internal" href="api/pyspark.SparkContext.setInterruptOnCancel.html"> |
| pyspark.SparkContext.setInterruptOnCancel |
| </a> |
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| <a class="reference internal" href="api/pyspark.SparkContext.setJobDescription.html"> |
| pyspark.SparkContext.setJobDescription |
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| pyspark.SparkContext.setJobGroup |
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| <a class="reference internal" href="api/pyspark.SparkContext.setLocalProperty.html"> |
| pyspark.SparkContext.setLocalProperty |
| </a> |
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| <li class="toctree-l2"> |
| <a class="reference internal" href="api/pyspark.SparkContext.setLogLevel.html"> |
| pyspark.SparkContext.setLogLevel |
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| pyspark.SparkContext.setSystemProperty |
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| <a class="reference internal" href="api/pyspark.SparkContext.show_profiles.html"> |
| pyspark.SparkContext.show_profiles |
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| pyspark.SparkContext.sparkUser |
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| pyspark.SparkContext.startTime |
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| pyspark.SparkContext.statusTracker |
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| pyspark.SparkContext.stop |
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| pyspark.SparkContext.textFile |
| </a> |
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| pyspark.SparkContext.uiWebUrl |
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| <a class="reference internal" href="api/pyspark.SparkContext.union.html"> |
| pyspark.SparkContext.union |
| </a> |
| </li> |
| <li class="toctree-l2"> |
| <a class="reference internal" href="api/pyspark.SparkContext.version.html"> |
| pyspark.SparkContext.version |
| </a> |
| </li> |
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| pyspark.SparkContext.wholeTextFiles |
| </a> |
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| <li class="toctree-l2"> |
| <a class="reference internal" href="api/pyspark.RDD.aggregate.html"> |
| pyspark.RDD.aggregate |
| </a> |
| </li> |
| <li class="toctree-l2"> |
| <a class="reference internal" href="api/pyspark.RDD.aggregateByKey.html"> |
| pyspark.RDD.aggregateByKey |
| </a> |
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| <li class="toctree-l2"> |
| <a class="reference internal" href="api/pyspark.RDD.barrier.html"> |
| pyspark.RDD.barrier |
| </a> |
| </li> |
| <li class="toctree-l2"> |
| <a class="reference internal" href="api/pyspark.RDD.cache.html"> |
| pyspark.RDD.cache |
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| <a class="reference internal" href="api/pyspark.RDD.cartesian.html"> |
| pyspark.RDD.cartesian |
| </a> |
| </li> |
| <li class="toctree-l2"> |
| <a class="reference internal" href="api/pyspark.RDD.checkpoint.html"> |
| pyspark.RDD.checkpoint |
| </a> |
| </li> |
| <li class="toctree-l2"> |
| <a class="reference internal" href="api/pyspark.RDD.cleanShuffleDependencies.html"> |
| pyspark.RDD.cleanShuffleDependencies |
| </a> |
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| <li class="toctree-l2"> |
| <a class="reference internal" href="api/pyspark.RDD.coalesce.html"> |
| pyspark.RDD.coalesce |
| </a> |
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| <a class="reference internal" href="api/pyspark.RDD.cogroup.html"> |
| pyspark.RDD.cogroup |
| </a> |
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| <a class="reference internal" href="api/pyspark.RDD.collect.html"> |
| pyspark.RDD.collect |
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| <a class="reference internal" href="api/pyspark.RDD.collectAsMap.html"> |
| pyspark.RDD.collectAsMap |
| </a> |
| </li> |
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| <a class="reference internal" href="api/pyspark.RDD.collectWithJobGroup.html"> |
| pyspark.RDD.collectWithJobGroup |
| </a> |
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| <a class="reference internal" href="api/pyspark.RDD.combineByKey.html"> |
| pyspark.RDD.combineByKey |
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| <li class="toctree-l2"> |
| <a class="reference internal" href="api/pyspark.RDD.context.html"> |
| pyspark.RDD.context |
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| <a class="reference internal" href="api/pyspark.RDD.count.html"> |
| pyspark.RDD.count |
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| <a class="reference internal" href="api/pyspark.RDD.countApprox.html"> |
| pyspark.RDD.countApprox |
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| <a class="reference internal" href="api/pyspark.RDD.countApproxDistinct.html"> |
| pyspark.RDD.countApproxDistinct |
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| <li class="toctree-l2"> |
| <a class="reference internal" href="api/pyspark.RDD.countByKey.html"> |
| pyspark.RDD.countByKey |
| </a> |
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| <li class="toctree-l2"> |
| <a class="reference internal" href="api/pyspark.RDD.countByValue.html"> |
| pyspark.RDD.countByValue |
| </a> |
| </li> |
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| <a class="reference internal" href="api/pyspark.RDD.distinct.html"> |
| pyspark.RDD.distinct |
| </a> |
| </li> |
| <li class="toctree-l2"> |
| <a class="reference internal" href="api/pyspark.RDD.filter.html"> |
| pyspark.RDD.filter |
| </a> |
| </li> |
| <li class="toctree-l2"> |
| <a class="reference internal" href="api/pyspark.RDD.first.html"> |
| pyspark.RDD.first |
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| <li class="toctree-l2"> |
| <a class="reference internal" href="api/pyspark.RDD.flatMap.html"> |
| pyspark.RDD.flatMap |
| </a> |
| </li> |
| <li class="toctree-l2"> |
| <a class="reference internal" href="api/pyspark.RDD.flatMapValues.html"> |
| pyspark.RDD.flatMapValues |
| </a> |
| </li> |
| <li class="toctree-l2"> |
| <a class="reference internal" href="api/pyspark.RDD.fold.html"> |
| pyspark.RDD.fold |
| </a> |
| </li> |
| <li class="toctree-l2"> |
| <a class="reference internal" href="api/pyspark.RDD.foldByKey.html"> |
| pyspark.RDD.foldByKey |
| </a> |
| </li> |
| <li class="toctree-l2"> |
| <a class="reference internal" href="api/pyspark.RDD.foreach.html"> |
| pyspark.RDD.foreach |
| </a> |
| </li> |
| <li class="toctree-l2"> |
| <a class="reference internal" href="api/pyspark.RDD.foreachPartition.html"> |
| pyspark.RDD.foreachPartition |
| </a> |
| </li> |
| <li class="toctree-l2"> |
| <a class="reference internal" href="api/pyspark.RDD.fullOuterJoin.html"> |
| pyspark.RDD.fullOuterJoin |
| </a> |
| </li> |
| <li class="toctree-l2"> |
| <a class="reference internal" href="api/pyspark.RDD.getCheckpointFile.html"> |
| pyspark.RDD.getCheckpointFile |
| </a> |
| </li> |
| <li class="toctree-l2"> |
| <a class="reference internal" href="api/pyspark.RDD.getNumPartitions.html"> |
| pyspark.RDD.getNumPartitions |
| </a> |
| </li> |
| <li class="toctree-l2"> |
| <a class="reference internal" href="api/pyspark.RDD.getResourceProfile.html"> |
| pyspark.RDD.getResourceProfile |
| </a> |
| </li> |
| <li class="toctree-l2"> |
| <a class="reference internal" href="api/pyspark.RDD.getStorageLevel.html"> |
| pyspark.RDD.getStorageLevel |
| </a> |
| </li> |
| <li class="toctree-l2"> |
| <a class="reference internal" href="api/pyspark.RDD.glom.html"> |
| pyspark.RDD.glom |
| </a> |
| </li> |
| <li class="toctree-l2"> |
| <a class="reference internal" href="api/pyspark.RDD.groupBy.html"> |
| pyspark.RDD.groupBy |
| </a> |
| </li> |
| <li class="toctree-l2"> |
| <a class="reference internal" href="api/pyspark.RDD.groupByKey.html"> |
| pyspark.RDD.groupByKey |
| </a> |
| </li> |
| <li class="toctree-l2"> |
| <a class="reference internal" href="api/pyspark.RDD.groupWith.html"> |
| pyspark.RDD.groupWith |
| </a> |
| </li> |
| <li class="toctree-l2"> |
| <a class="reference internal" href="api/pyspark.RDD.histogram.html"> |
| pyspark.RDD.histogram |
| </a> |
| </li> |
| <li class="toctree-l2"> |
| <a class="reference internal" href="api/pyspark.RDD.id.html"> |
| pyspark.RDD.id |
| </a> |
| </li> |
| <li class="toctree-l2"> |
| <a class="reference internal" href="api/pyspark.RDD.intersection.html"> |
| pyspark.RDD.intersection |
| </a> |
| </li> |
| <li class="toctree-l2"> |
| <a class="reference internal" href="api/pyspark.RDD.isCheckpointed.html"> |
| pyspark.RDD.isCheckpointed |
| </a> |
| </li> |
| <li class="toctree-l2"> |
| <a class="reference internal" href="api/pyspark.RDD.isEmpty.html"> |
| pyspark.RDD.isEmpty |
| </a> |
| </li> |
| <li class="toctree-l2"> |
| <a class="reference internal" href="api/pyspark.RDD.isLocallyCheckpointed.html"> |
| pyspark.RDD.isLocallyCheckpointed |
| </a> |
| </li> |
| <li class="toctree-l2"> |
| <a class="reference internal" href="api/pyspark.RDD.join.html"> |
| pyspark.RDD.join |
| </a> |
| </li> |
| <li class="toctree-l2"> |
| <a class="reference internal" href="api/pyspark.RDD.keyBy.html"> |
| pyspark.RDD.keyBy |
| </a> |
| </li> |
| <li class="toctree-l2"> |
| <a class="reference internal" href="api/pyspark.RDD.keys.html"> |
| pyspark.RDD.keys |
| </a> |
| </li> |
| <li class="toctree-l2"> |
| <a class="reference internal" href="api/pyspark.RDD.leftOuterJoin.html"> |
| pyspark.RDD.leftOuterJoin |
| </a> |
| </li> |
| <li class="toctree-l2"> |
| <a class="reference internal" href="api/pyspark.RDD.localCheckpoint.html"> |
| pyspark.RDD.localCheckpoint |
| </a> |
| </li> |
| <li class="toctree-l2"> |
| <a class="reference internal" href="api/pyspark.RDD.lookup.html"> |
| pyspark.RDD.lookup |
| </a> |
| </li> |
| <li class="toctree-l2"> |
| <a class="reference internal" href="api/pyspark.RDD.map.html"> |
| pyspark.RDD.map |
| </a> |
| </li> |
| <li class="toctree-l2"> |
| <a class="reference internal" href="api/pyspark.RDD.mapPartitions.html"> |
| pyspark.RDD.mapPartitions |
| </a> |
| </li> |
| <li class="toctree-l2"> |
| <a class="reference internal" href="api/pyspark.RDD.mapPartitionsWithIndex.html"> |
| pyspark.RDD.mapPartitionsWithIndex |
| </a> |
| </li> |
| <li class="toctree-l2"> |
| <a class="reference internal" href="api/pyspark.RDD.mapPartitionsWithSplit.html"> |
| pyspark.RDD.mapPartitionsWithSplit |
| </a> |
| </li> |
| <li class="toctree-l2"> |
| <a class="reference internal" href="api/pyspark.RDD.mapValues.html"> |
| pyspark.RDD.mapValues |
| </a> |
| </li> |
| <li class="toctree-l2"> |
| <a class="reference internal" href="api/pyspark.RDD.max.html"> |
| pyspark.RDD.max |
| </a> |
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| <div class="section" id="spark-streaming-legacy"> |
| <h1>Spark Streaming (Legacy)<a class="headerlink" href="#spark-streaming-legacy" title="Permalink to this headline">¶</a></h1> |
| <div class="section" id="core-classes"> |
| <h2>Core Classes<a class="headerlink" href="#core-classes" title="Permalink to this headline">¶</a></h2> |
| <table class="longtable table autosummary"> |
| <colgroup> |
| <col style="width: 10%" /> |
| <col style="width: 90%" /> |
| </colgroup> |
| <tbody> |
| <tr class="row-odd"><td><p><a class="reference internal" href="api/pyspark.streaming.StreamingContext.html#pyspark.streaming.StreamingContext" title="pyspark.streaming.StreamingContext"><code class="xref py py-obj docutils literal notranslate"><span class="pre">StreamingContext</span></code></a>(sparkContext[, …])</p></td> |
| <td><p>Main entry point for Spark Streaming functionality.</p></td> |
| </tr> |
| <tr class="row-even"><td><p><a class="reference internal" href="api/pyspark.streaming.DStream.html#pyspark.streaming.DStream" title="pyspark.streaming.DStream"><code class="xref py py-obj docutils literal notranslate"><span class="pre">DStream</span></code></a>(jdstream, ssc, jrdd_deserializer)</p></td> |
| <td><p>A Discretized Stream (DStream), the basic abstraction in Spark Streaming, is a continuous sequence of RDDs (of the same type) representing a continuous stream of data (see <code class="xref py py-class docutils literal notranslate"><span class="pre">RDD</span></code> in the Spark core documentation for more details on RDDs).</p></td> |
| </tr> |
| </tbody> |
| </table> |
| </div> |
| <div class="section" id="streaming-management"> |
| <h2>Streaming Management<a class="headerlink" href="#streaming-management" title="Permalink to this headline">¶</a></h2> |
| <table class="longtable table autosummary"> |
| <colgroup> |
| <col style="width: 10%" /> |
| <col style="width: 90%" /> |
| </colgroup> |
| <tbody> |
| <tr class="row-odd"><td><p><a class="reference internal" href="api/pyspark.streaming.StreamingContext.addStreamingListener.html#pyspark.streaming.StreamingContext.addStreamingListener" title="pyspark.streaming.StreamingContext.addStreamingListener"><code class="xref py py-obj docutils literal notranslate"><span class="pre">StreamingContext.addStreamingListener</span></code></a>(…)</p></td> |
| <td><p>Add a [[org.apache.spark.streaming.scheduler.StreamingListener]] object for receiving system events related to streaming.</p></td> |
| </tr> |
| <tr class="row-even"><td><p><a class="reference internal" href="api/pyspark.streaming.StreamingContext.awaitTermination.html#pyspark.streaming.StreamingContext.awaitTermination" title="pyspark.streaming.StreamingContext.awaitTermination"><code class="xref py py-obj docutils literal notranslate"><span class="pre">StreamingContext.awaitTermination</span></code></a>([timeout])</p></td> |
| <td><p>Wait for the execution to stop.</p></td> |
| </tr> |
| <tr class="row-odd"><td><p><a class="reference internal" href="api/pyspark.streaming.StreamingContext.awaitTerminationOrTimeout.html#pyspark.streaming.StreamingContext.awaitTerminationOrTimeout" title="pyspark.streaming.StreamingContext.awaitTerminationOrTimeout"><code class="xref py py-obj docutils literal notranslate"><span class="pre">StreamingContext.awaitTerminationOrTimeout</span></code></a>(timeout)</p></td> |
| <td><p>Wait for the execution to stop.</p></td> |
| </tr> |
| <tr class="row-even"><td><p><a class="reference internal" href="api/pyspark.streaming.StreamingContext.checkpoint.html#pyspark.streaming.StreamingContext.checkpoint" title="pyspark.streaming.StreamingContext.checkpoint"><code class="xref py py-obj docutils literal notranslate"><span class="pre">StreamingContext.checkpoint</span></code></a>(directory)</p></td> |
| <td><p>Sets the context to periodically checkpoint the DStream operations for master fault-tolerance.</p></td> |
| </tr> |
| <tr class="row-odd"><td><p><a class="reference internal" href="api/pyspark.streaming.StreamingContext.getActive.html#pyspark.streaming.StreamingContext.getActive" title="pyspark.streaming.StreamingContext.getActive"><code class="xref py py-obj docutils literal notranslate"><span class="pre">StreamingContext.getActive</span></code></a>()</p></td> |
| <td><p>Return either the currently active StreamingContext (i.e., if there is a context started but not stopped) or None.</p></td> |
| </tr> |
| <tr class="row-even"><td><p><a class="reference internal" href="api/pyspark.streaming.StreamingContext.getActiveOrCreate.html#pyspark.streaming.StreamingContext.getActiveOrCreate" title="pyspark.streaming.StreamingContext.getActiveOrCreate"><code class="xref py py-obj docutils literal notranslate"><span class="pre">StreamingContext.getActiveOrCreate</span></code></a>(…)</p></td> |
| <td><p>Either return the active StreamingContext (i.e.</p></td> |
| </tr> |
| <tr class="row-odd"><td><p><a class="reference internal" href="api/pyspark.streaming.StreamingContext.getOrCreate.html#pyspark.streaming.StreamingContext.getOrCreate" title="pyspark.streaming.StreamingContext.getOrCreate"><code class="xref py py-obj docutils literal notranslate"><span class="pre">StreamingContext.getOrCreate</span></code></a>(checkpointPath, …)</p></td> |
| <td><p>Either recreate a StreamingContext from checkpoint data or create a new StreamingContext.</p></td> |
| </tr> |
| <tr class="row-even"><td><p><a class="reference internal" href="api/pyspark.streaming.StreamingContext.remember.html#pyspark.streaming.StreamingContext.remember" title="pyspark.streaming.StreamingContext.remember"><code class="xref py py-obj docutils literal notranslate"><span class="pre">StreamingContext.remember</span></code></a>(duration)</p></td> |
| <td><p>Set each DStreams in this context to remember RDDs it generated in the last given duration.</p></td> |
| </tr> |
| <tr class="row-odd"><td><p><a class="reference internal" href="api/pyspark.streaming.StreamingContext.sparkContext.html#pyspark.streaming.StreamingContext.sparkContext" title="pyspark.streaming.StreamingContext.sparkContext"><code class="xref py py-obj docutils literal notranslate"><span class="pre">StreamingContext.sparkContext</span></code></a></p></td> |
| <td><p>Return SparkContext which is associated with this StreamingContext.</p></td> |
| </tr> |
| <tr class="row-even"><td><p><a class="reference internal" href="api/pyspark.streaming.StreamingContext.start.html#pyspark.streaming.StreamingContext.start" title="pyspark.streaming.StreamingContext.start"><code class="xref py py-obj docutils literal notranslate"><span class="pre">StreamingContext.start</span></code></a>()</p></td> |
| <td><p>Start the execution of the streams.</p></td> |
| </tr> |
| <tr class="row-odd"><td><p><a class="reference internal" href="api/pyspark.streaming.StreamingContext.stop.html#pyspark.streaming.StreamingContext.stop" title="pyspark.streaming.StreamingContext.stop"><code class="xref py py-obj docutils literal notranslate"><span class="pre">StreamingContext.stop</span></code></a>([stopSparkContext, …])</p></td> |
| <td><p>Stop the execution of the streams, with option of ensuring all received data has been processed.</p></td> |
| </tr> |
| <tr class="row-even"><td><p><a class="reference internal" href="api/pyspark.streaming.StreamingContext.transform.html#pyspark.streaming.StreamingContext.transform" title="pyspark.streaming.StreamingContext.transform"><code class="xref py py-obj docutils literal notranslate"><span class="pre">StreamingContext.transform</span></code></a>(dstreams, …)</p></td> |
| <td><p>Create a new DStream in which each RDD is generated by applying a function on RDDs of the DStreams.</p></td> |
| </tr> |
| <tr class="row-odd"><td><p><a class="reference internal" href="api/pyspark.streaming.StreamingContext.union.html#pyspark.streaming.StreamingContext.union" title="pyspark.streaming.StreamingContext.union"><code class="xref py py-obj docutils literal notranslate"><span class="pre">StreamingContext.union</span></code></a>(*dstreams)</p></td> |
| <td><p>Create a unified DStream from multiple DStreams of the same type and same slide duration.</p></td> |
| </tr> |
| </tbody> |
| </table> |
| </div> |
| <div class="section" id="input-and-output"> |
| <h2>Input and Output<a class="headerlink" href="#input-and-output" title="Permalink to this headline">¶</a></h2> |
| <table class="longtable table autosummary"> |
| <colgroup> |
| <col style="width: 10%" /> |
| <col style="width: 90%" /> |
| </colgroup> |
| <tbody> |
| <tr class="row-odd"><td><p><a class="reference internal" href="api/pyspark.streaming.StreamingContext.binaryRecordsStream.html#pyspark.streaming.StreamingContext.binaryRecordsStream" title="pyspark.streaming.StreamingContext.binaryRecordsStream"><code class="xref py py-obj docutils literal notranslate"><span class="pre">StreamingContext.binaryRecordsStream</span></code></a>(…)</p></td> |
| <td><p>Create an input stream that monitors a Hadoop-compatible file system for new files and reads them as flat binary files with records of fixed length.</p></td> |
| </tr> |
| <tr class="row-even"><td><p><a class="reference internal" href="api/pyspark.streaming.StreamingContext.queueStream.html#pyspark.streaming.StreamingContext.queueStream" title="pyspark.streaming.StreamingContext.queueStream"><code class="xref py py-obj docutils literal notranslate"><span class="pre">StreamingContext.queueStream</span></code></a>(rdds[, …])</p></td> |
| <td><p>Create an input stream from a queue of RDDs or list.</p></td> |
| </tr> |
| <tr class="row-odd"><td><p><a class="reference internal" href="api/pyspark.streaming.StreamingContext.socketTextStream.html#pyspark.streaming.StreamingContext.socketTextStream" title="pyspark.streaming.StreamingContext.socketTextStream"><code class="xref py py-obj docutils literal notranslate"><span class="pre">StreamingContext.socketTextStream</span></code></a>(hostname, port)</p></td> |
| <td><p>Create an input from TCP source hostname:port.</p></td> |
| </tr> |
| <tr class="row-even"><td><p><a class="reference internal" href="api/pyspark.streaming.StreamingContext.textFileStream.html#pyspark.streaming.StreamingContext.textFileStream" title="pyspark.streaming.StreamingContext.textFileStream"><code class="xref py py-obj docutils literal notranslate"><span class="pre">StreamingContext.textFileStream</span></code></a>(directory)</p></td> |
| <td><p>Create an input stream that monitors a Hadoop-compatible file system for new files and reads them as text files.</p></td> |
| </tr> |
| <tr class="row-odd"><td><p><a class="reference internal" href="api/pyspark.streaming.DStream.pprint.html#pyspark.streaming.DStream.pprint" title="pyspark.streaming.DStream.pprint"><code class="xref py py-obj docutils literal notranslate"><span class="pre">DStream.pprint</span></code></a>([num])</p></td> |
| <td><p>Print the first num elements of each RDD generated in this DStream.</p></td> |
| </tr> |
| <tr class="row-even"><td><p><a class="reference internal" href="api/pyspark.streaming.DStream.saveAsTextFiles.html#pyspark.streaming.DStream.saveAsTextFiles" title="pyspark.streaming.DStream.saveAsTextFiles"><code class="xref py py-obj docutils literal notranslate"><span class="pre">DStream.saveAsTextFiles</span></code></a>(prefix[, suffix])</p></td> |
| <td><p>Save each RDD in this DStream as at text file, using string representation of elements.</p></td> |
| </tr> |
| </tbody> |
| </table> |
| </div> |
| <div class="section" id="transformations-and-actions"> |
| <h2>Transformations and Actions<a class="headerlink" href="#transformations-and-actions" title="Permalink to this headline">¶</a></h2> |
| <table class="longtable table autosummary"> |
| <colgroup> |
| <col style="width: 10%" /> |
| <col style="width: 90%" /> |
| </colgroup> |
| <tbody> |
| <tr class="row-odd"><td><p><a class="reference internal" href="api/pyspark.streaming.DStream.cache.html#pyspark.streaming.DStream.cache" title="pyspark.streaming.DStream.cache"><code class="xref py py-obj docutils literal notranslate"><span class="pre">DStream.cache</span></code></a>()</p></td> |
| <td><p>Persist the RDDs of this DStream with the default storage level (<cite>MEMORY_ONLY</cite>).</p></td> |
| </tr> |
| <tr class="row-even"><td><p><a class="reference internal" href="api/pyspark.streaming.DStream.checkpoint.html#pyspark.streaming.DStream.checkpoint" title="pyspark.streaming.DStream.checkpoint"><code class="xref py py-obj docutils literal notranslate"><span class="pre">DStream.checkpoint</span></code></a>(interval)</p></td> |
| <td><p>Enable periodic checkpointing of RDDs of this DStream</p></td> |
| </tr> |
| <tr class="row-odd"><td><p><a class="reference internal" href="api/pyspark.streaming.DStream.cogroup.html#pyspark.streaming.DStream.cogroup" title="pyspark.streaming.DStream.cogroup"><code class="xref py py-obj docutils literal notranslate"><span class="pre">DStream.cogroup</span></code></a>(other[, numPartitions])</p></td> |
| <td><p>Return a new DStream by applying ‘cogroup’ between RDDs of this DStream and <cite>other</cite> DStream.</p></td> |
| </tr> |
| <tr class="row-even"><td><p><a class="reference internal" href="api/pyspark.streaming.DStream.combineByKey.html#pyspark.streaming.DStream.combineByKey" title="pyspark.streaming.DStream.combineByKey"><code class="xref py py-obj docutils literal notranslate"><span class="pre">DStream.combineByKey</span></code></a>(createCombiner, …[, …])</p></td> |
| <td><p>Return a new DStream by applying combineByKey to each RDD.</p></td> |
| </tr> |
| <tr class="row-odd"><td><p><a class="reference internal" href="api/pyspark.streaming.DStream.context.html#pyspark.streaming.DStream.context" title="pyspark.streaming.DStream.context"><code class="xref py py-obj docutils literal notranslate"><span class="pre">DStream.context</span></code></a>()</p></td> |
| <td><p>Return the StreamingContext associated with this DStream</p></td> |
| </tr> |
| <tr class="row-even"><td><p><a class="reference internal" href="api/pyspark.streaming.DStream.count.html#pyspark.streaming.DStream.count" title="pyspark.streaming.DStream.count"><code class="xref py py-obj docutils literal notranslate"><span class="pre">DStream.count</span></code></a>()</p></td> |
| <td><p>Return a new DStream in which each RDD has a single element generated by counting each RDD of this DStream.</p></td> |
| </tr> |
| <tr class="row-odd"><td><p><a class="reference internal" href="api/pyspark.streaming.DStream.countByValue.html#pyspark.streaming.DStream.countByValue" title="pyspark.streaming.DStream.countByValue"><code class="xref py py-obj docutils literal notranslate"><span class="pre">DStream.countByValue</span></code></a>()</p></td> |
| <td><p>Return a new DStream in which each RDD contains the counts of each distinct value in each RDD of this DStream.</p></td> |
| </tr> |
| <tr class="row-even"><td><p><a class="reference internal" href="api/pyspark.streaming.DStream.countByValueAndWindow.html#pyspark.streaming.DStream.countByValueAndWindow" title="pyspark.streaming.DStream.countByValueAndWindow"><code class="xref py py-obj docutils literal notranslate"><span class="pre">DStream.countByValueAndWindow</span></code></a>(…[, …])</p></td> |
| <td><p>Return a new DStream in which each RDD contains the count of distinct elements in RDDs in a sliding window over this DStream.</p></td> |
| </tr> |
| <tr class="row-odd"><td><p><a class="reference internal" href="api/pyspark.streaming.DStream.countByWindow.html#pyspark.streaming.DStream.countByWindow" title="pyspark.streaming.DStream.countByWindow"><code class="xref py py-obj docutils literal notranslate"><span class="pre">DStream.countByWindow</span></code></a>(windowDuration, …)</p></td> |
| <td><p>Return a new DStream in which each RDD has a single element generated by counting the number of elements in a window over this DStream.</p></td> |
| </tr> |
| <tr class="row-even"><td><p><a class="reference internal" href="api/pyspark.streaming.DStream.filter.html#pyspark.streaming.DStream.filter" title="pyspark.streaming.DStream.filter"><code class="xref py py-obj docutils literal notranslate"><span class="pre">DStream.filter</span></code></a>(f)</p></td> |
| <td><p>Return a new DStream containing only the elements that satisfy predicate.</p></td> |
| </tr> |
| <tr class="row-odd"><td><p><a class="reference internal" href="api/pyspark.streaming.DStream.flatMap.html#pyspark.streaming.DStream.flatMap" title="pyspark.streaming.DStream.flatMap"><code class="xref py py-obj docutils literal notranslate"><span class="pre">DStream.flatMap</span></code></a>(f[, preservesPartitioning])</p></td> |
| <td><p>Return a new DStream by applying a function to all elements of this DStream, and then flattening the results</p></td> |
| </tr> |
| <tr class="row-even"><td><p><a class="reference internal" href="api/pyspark.streaming.DStream.flatMapValues.html#pyspark.streaming.DStream.flatMapValues" title="pyspark.streaming.DStream.flatMapValues"><code class="xref py py-obj docutils literal notranslate"><span class="pre">DStream.flatMapValues</span></code></a>(f)</p></td> |
| <td><p>Return a new DStream by applying a flatmap function to the value of each key-value pairs in this DStream without changing the key.</p></td> |
| </tr> |
| <tr class="row-odd"><td><p><a class="reference internal" href="api/pyspark.streaming.DStream.foreachRDD.html#pyspark.streaming.DStream.foreachRDD" title="pyspark.streaming.DStream.foreachRDD"><code class="xref py py-obj docutils literal notranslate"><span class="pre">DStream.foreachRDD</span></code></a>(func)</p></td> |
| <td><p>Apply a function to each RDD in this DStream.</p></td> |
| </tr> |
| <tr class="row-even"><td><p><a class="reference internal" href="api/pyspark.streaming.DStream.fullOuterJoin.html#pyspark.streaming.DStream.fullOuterJoin" title="pyspark.streaming.DStream.fullOuterJoin"><code class="xref py py-obj docutils literal notranslate"><span class="pre">DStream.fullOuterJoin</span></code></a>(other[, numPartitions])</p></td> |
| <td><p>Return a new DStream by applying ‘full outer join’ between RDDs of this DStream and <cite>other</cite> DStream.</p></td> |
| </tr> |
| <tr class="row-odd"><td><p><a class="reference internal" href="api/pyspark.streaming.DStream.glom.html#pyspark.streaming.DStream.glom" title="pyspark.streaming.DStream.glom"><code class="xref py py-obj docutils literal notranslate"><span class="pre">DStream.glom</span></code></a>()</p></td> |
| <td><p>Return a new DStream in which RDD is generated by applying glom() to RDD of this DStream.</p></td> |
| </tr> |
| <tr class="row-even"><td><p><a class="reference internal" href="api/pyspark.streaming.DStream.groupByKey.html#pyspark.streaming.DStream.groupByKey" title="pyspark.streaming.DStream.groupByKey"><code class="xref py py-obj docutils literal notranslate"><span class="pre">DStream.groupByKey</span></code></a>([numPartitions])</p></td> |
| <td><p>Return a new DStream by applying groupByKey on each RDD.</p></td> |
| </tr> |
| <tr class="row-odd"><td><p><a class="reference internal" href="api/pyspark.streaming.DStream.groupByKeyAndWindow.html#pyspark.streaming.DStream.groupByKeyAndWindow" title="pyspark.streaming.DStream.groupByKeyAndWindow"><code class="xref py py-obj docutils literal notranslate"><span class="pre">DStream.groupByKeyAndWindow</span></code></a>(windowDuration, …)</p></td> |
| <td><p>Return a new DStream by applying <cite>groupByKey</cite> over a sliding window.</p></td> |
| </tr> |
| <tr class="row-even"><td><p><a class="reference internal" href="api/pyspark.streaming.DStream.join.html#pyspark.streaming.DStream.join" title="pyspark.streaming.DStream.join"><code class="xref py py-obj docutils literal notranslate"><span class="pre">DStream.join</span></code></a>(other[, numPartitions])</p></td> |
| <td><p>Return a new DStream by applying ‘join’ between RDDs of this DStream and <cite>other</cite> DStream.</p></td> |
| </tr> |
| <tr class="row-odd"><td><p><a class="reference internal" href="api/pyspark.streaming.DStream.leftOuterJoin.html#pyspark.streaming.DStream.leftOuterJoin" title="pyspark.streaming.DStream.leftOuterJoin"><code class="xref py py-obj docutils literal notranslate"><span class="pre">DStream.leftOuterJoin</span></code></a>(other[, numPartitions])</p></td> |
| <td><p>Return a new DStream by applying ‘left outer join’ between RDDs of this DStream and <cite>other</cite> DStream.</p></td> |
| </tr> |
| <tr class="row-even"><td><p><a class="reference internal" href="api/pyspark.streaming.DStream.map.html#pyspark.streaming.DStream.map" title="pyspark.streaming.DStream.map"><code class="xref py py-obj docutils literal notranslate"><span class="pre">DStream.map</span></code></a>(f[, preservesPartitioning])</p></td> |
| <td><p>Return a new DStream by applying a function to each element of DStream.</p></td> |
| </tr> |
| <tr class="row-odd"><td><p><a class="reference internal" href="api/pyspark.streaming.DStream.mapPartitions.html#pyspark.streaming.DStream.mapPartitions" title="pyspark.streaming.DStream.mapPartitions"><code class="xref py py-obj docutils literal notranslate"><span class="pre">DStream.mapPartitions</span></code></a>(f[, preservesPartitioning])</p></td> |
| <td><p>Return a new DStream in which each RDD is generated by applying mapPartitions() to each RDDs of this DStream.</p></td> |
| </tr> |
| <tr class="row-even"><td><p><a class="reference internal" href="api/pyspark.streaming.DStream.mapPartitionsWithIndex.html#pyspark.streaming.DStream.mapPartitionsWithIndex" title="pyspark.streaming.DStream.mapPartitionsWithIndex"><code class="xref py py-obj docutils literal notranslate"><span class="pre">DStream.mapPartitionsWithIndex</span></code></a>(f[, …])</p></td> |
| <td><p>Return a new DStream in which each RDD is generated by applying mapPartitionsWithIndex() to each RDDs of this DStream.</p></td> |
| </tr> |
| <tr class="row-odd"><td><p><a class="reference internal" href="api/pyspark.streaming.DStream.mapValues.html#pyspark.streaming.DStream.mapValues" title="pyspark.streaming.DStream.mapValues"><code class="xref py py-obj docutils literal notranslate"><span class="pre">DStream.mapValues</span></code></a>(f)</p></td> |
| <td><p>Return a new DStream by applying a map function to the value of each key-value pairs in this DStream without changing the key.</p></td> |
| </tr> |
| <tr class="row-even"><td><p><a class="reference internal" href="api/pyspark.streaming.DStream.partitionBy.html#pyspark.streaming.DStream.partitionBy" title="pyspark.streaming.DStream.partitionBy"><code class="xref py py-obj docutils literal notranslate"><span class="pre">DStream.partitionBy</span></code></a>(numPartitions[, …])</p></td> |
| <td><p>Return a copy of the DStream in which each RDD are partitioned using the specified partitioner.</p></td> |
| </tr> |
| <tr class="row-odd"><td><p><a class="reference internal" href="api/pyspark.streaming.DStream.persist.html#pyspark.streaming.DStream.persist" title="pyspark.streaming.DStream.persist"><code class="xref py py-obj docutils literal notranslate"><span class="pre">DStream.persist</span></code></a>(storageLevel)</p></td> |
| <td><p>Persist the RDDs of this DStream with the given storage level</p></td> |
| </tr> |
| <tr class="row-even"><td><p><a class="reference internal" href="api/pyspark.streaming.DStream.reduce.html#pyspark.streaming.DStream.reduce" title="pyspark.streaming.DStream.reduce"><code class="xref py py-obj docutils literal notranslate"><span class="pre">DStream.reduce</span></code></a>(func)</p></td> |
| <td><p>Return a new DStream in which each RDD has a single element generated by reducing each RDD of this DStream.</p></td> |
| </tr> |
| <tr class="row-odd"><td><p><a class="reference internal" href="api/pyspark.streaming.DStream.reduceByKey.html#pyspark.streaming.DStream.reduceByKey" title="pyspark.streaming.DStream.reduceByKey"><code class="xref py py-obj docutils literal notranslate"><span class="pre">DStream.reduceByKey</span></code></a>(func[, numPartitions])</p></td> |
| <td><p>Return a new DStream by applying reduceByKey to each RDD.</p></td> |
| </tr> |
| <tr class="row-even"><td><p><a class="reference internal" href="api/pyspark.streaming.DStream.reduceByKeyAndWindow.html#pyspark.streaming.DStream.reduceByKeyAndWindow" title="pyspark.streaming.DStream.reduceByKeyAndWindow"><code class="xref py py-obj docutils literal notranslate"><span class="pre">DStream.reduceByKeyAndWindow</span></code></a>(func, invFunc, …)</p></td> |
| <td><p>Return a new DStream by applying incremental <cite>reduceByKey</cite> over a sliding window.</p></td> |
| </tr> |
| <tr class="row-odd"><td><p><a class="reference internal" href="api/pyspark.streaming.DStream.reduceByWindow.html#pyspark.streaming.DStream.reduceByWindow" title="pyspark.streaming.DStream.reduceByWindow"><code class="xref py py-obj docutils literal notranslate"><span class="pre">DStream.reduceByWindow</span></code></a>(reduceFunc, …)</p></td> |
| <td><p>Return a new DStream in which each RDD has a single element generated by reducing all elements in a sliding window over this DStream.</p></td> |
| </tr> |
| <tr class="row-even"><td><p><a class="reference internal" href="api/pyspark.streaming.DStream.repartition.html#pyspark.streaming.DStream.repartition" title="pyspark.streaming.DStream.repartition"><code class="xref py py-obj docutils literal notranslate"><span class="pre">DStream.repartition</span></code></a>(numPartitions)</p></td> |
| <td><p>Return a new DStream with an increased or decreased level of parallelism.</p></td> |
| </tr> |
| <tr class="row-odd"><td><p><a class="reference internal" href="api/pyspark.streaming.DStream.rightOuterJoin.html#pyspark.streaming.DStream.rightOuterJoin" title="pyspark.streaming.DStream.rightOuterJoin"><code class="xref py py-obj docutils literal notranslate"><span class="pre">DStream.rightOuterJoin</span></code></a>(other[, numPartitions])</p></td> |
| <td><p>Return a new DStream by applying ‘right outer join’ between RDDs of this DStream and <cite>other</cite> DStream.</p></td> |
| </tr> |
| <tr class="row-even"><td><p><a class="reference internal" href="api/pyspark.streaming.DStream.slice.html#pyspark.streaming.DStream.slice" title="pyspark.streaming.DStream.slice"><code class="xref py py-obj docutils literal notranslate"><span class="pre">DStream.slice</span></code></a>(begin, end)</p></td> |
| <td><p>Return all the RDDs between ‘begin’ to ‘end’ (both included)</p></td> |
| </tr> |
| <tr class="row-odd"><td><p><a class="reference internal" href="api/pyspark.streaming.DStream.transform.html#pyspark.streaming.DStream.transform" title="pyspark.streaming.DStream.transform"><code class="xref py py-obj docutils literal notranslate"><span class="pre">DStream.transform</span></code></a>(func)</p></td> |
| <td><p>Return a new DStream in which each RDD is generated by applying a function on each RDD of this DStream.</p></td> |
| </tr> |
| <tr class="row-even"><td><p><a class="reference internal" href="api/pyspark.streaming.DStream.transformWith.html#pyspark.streaming.DStream.transformWith" title="pyspark.streaming.DStream.transformWith"><code class="xref py py-obj docutils literal notranslate"><span class="pre">DStream.transformWith</span></code></a>(func, other[, …])</p></td> |
| <td><p>Return a new DStream in which each RDD is generated by applying a function on each RDD of this DStream and ‘other’ DStream.</p></td> |
| </tr> |
| <tr class="row-odd"><td><p><a class="reference internal" href="api/pyspark.streaming.DStream.union.html#pyspark.streaming.DStream.union" title="pyspark.streaming.DStream.union"><code class="xref py py-obj docutils literal notranslate"><span class="pre">DStream.union</span></code></a>(other)</p></td> |
| <td><p>Return a new DStream by unifying data of another DStream with this DStream.</p></td> |
| </tr> |
| <tr class="row-even"><td><p><a class="reference internal" href="api/pyspark.streaming.DStream.updateStateByKey.html#pyspark.streaming.DStream.updateStateByKey" title="pyspark.streaming.DStream.updateStateByKey"><code class="xref py py-obj docutils literal notranslate"><span class="pre">DStream.updateStateByKey</span></code></a>(updateFunc[, …])</p></td> |
| <td><p>Return a new “state” DStream where the state for each key is updated by applying the given function on the previous state of the key and the new values of the key.</p></td> |
| </tr> |
| <tr class="row-odd"><td><p><a class="reference internal" href="api/pyspark.streaming.DStream.window.html#pyspark.streaming.DStream.window" title="pyspark.streaming.DStream.window"><code class="xref py py-obj docutils literal notranslate"><span class="pre">DStream.window</span></code></a>(windowDuration[, slideDuration])</p></td> |
| <td><p>Return a new DStream in which each RDD contains all the elements in seen in a sliding window of time over this DStream.</p></td> |
| </tr> |
| </tbody> |
| </table> |
| </div> |
| <div class="section" id="kinesis"> |
| <h2>Kinesis<a class="headerlink" href="#kinesis" title="Permalink to this headline">¶</a></h2> |
| <table class="longtable table autosummary"> |
| <colgroup> |
| <col style="width: 10%" /> |
| <col style="width: 90%" /> |
| </colgroup> |
| <tbody> |
| <tr class="row-odd"><td><p><a class="reference internal" href="api/pyspark.streaming.kinesis.KinesisUtils.createStream.html#pyspark.streaming.kinesis.KinesisUtils.createStream" title="pyspark.streaming.kinesis.KinesisUtils.createStream"><code class="xref py py-obj docutils literal notranslate"><span class="pre">KinesisUtils.createStream</span></code></a>(ssc, …[, …])</p></td> |
| <td><p>Create an input stream that pulls messages from a Kinesis stream.</p></td> |
| </tr> |
| <tr class="row-even"><td><p><a class="reference internal" href="api/pyspark.streaming.kinesis.InitialPositionInStream.LATEST.html#pyspark.streaming.kinesis.InitialPositionInStream.LATEST" title="pyspark.streaming.kinesis.InitialPositionInStream.LATEST"><code class="xref py py-obj docutils literal notranslate"><span class="pre">InitialPositionInStream.LATEST</span></code></a></p></td> |
| <td><p></p></td> |
| </tr> |
| <tr class="row-odd"><td><p><a class="reference internal" href="api/pyspark.streaming.kinesis.InitialPositionInStream.TRIM_HORIZON.html#pyspark.streaming.kinesis.InitialPositionInStream.TRIM_HORIZON" title="pyspark.streaming.kinesis.InitialPositionInStream.TRIM_HORIZON"><code class="xref py py-obj docutils literal notranslate"><span class="pre">InitialPositionInStream.TRIM_HORIZON</span></code></a></p></td> |
| <td><p></p></td> |
| </tr> |
| </tbody> |
| </table> |
| </div> |
| </div> |
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