41af409b7b
### What changes were proposed in this pull request? PySpark added pinned thread mode at https://github.com/apache/spark/pull/24898 to sync Python thread to JVM thread. Previously, one JVM thread could be reused which ends up with messed inheritance hierarchy such as thread local especially when multiple jobs run in parallel. To completely fix this, we should enable this mode by default. ### Why are the changes needed? To correctly support parallel job submission and management. ### Does this PR introduce _any_ user-facing change? Yes, now Python thread is mapped to JVM thread one to one. ### How was this patch tested? Existing tests should cover it. Closes #32429 from HyukjinKwon/SPARK-35303. Authored-by: HyukjinKwon <gurwls223@apache.org> Signed-off-by: Hyukjin Kwon <gurwls223@apache.org>
285 lines
6.2 KiB
ReStructuredText
285 lines
6.2 KiB
ReStructuredText
.. Licensed to the Apache Software Foundation (ASF) under one
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or more contributor license agreements. See the NOTICE file
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distributed with this work for additional information
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regarding copyright ownership. The ASF licenses this file
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to you under the Apache License, Version 2.0 (the
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"License"); you may not use this file except in compliance
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with the License. You may obtain a copy of the License at
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.. http://www.apache.org/licenses/LICENSE-2.0
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.. Unless required by applicable law or agreed to in writing,
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software distributed under the License is distributed on an
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"AS IS" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY
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KIND, either express or implied. See the License for the
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specific language governing permissions and limitations
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under the License.
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==========
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Spark Core
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==========
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Public Classes
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--------------
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.. currentmodule:: pyspark
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.. autosummary::
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:toctree: api/
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SparkContext
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RDD
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Broadcast
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Accumulator
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AccumulatorParam
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SparkConf
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SparkFiles
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StorageLevel
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TaskContext
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RDDBarrier
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BarrierTaskContext
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BarrierTaskInfo
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InheritableThread
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util.VersionUtils
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Spark Context APIs
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------------------
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.. currentmodule:: pyspark
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.. autosummary::
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:toctree: api/
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SparkContext.PACKAGE_EXTENSIONS
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SparkContext.accumulator
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SparkContext.addFile
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SparkContext.addPyFile
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SparkContext.applicationId
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SparkContext.binaryFiles
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SparkContext.binaryRecords
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SparkContext.broadcast
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SparkContext.cancelAllJobs
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SparkContext.cancelJobGroup
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SparkContext.defaultMinPartitions
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SparkContext.defaultParallelism
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SparkContext.dump_profiles
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SparkContext.emptyRDD
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SparkContext.getCheckpointDir
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SparkContext.getConf
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SparkContext.getLocalProperty
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SparkContext.getOrCreate
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SparkContext.hadoopFile
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SparkContext.hadoopRDD
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SparkContext.newAPIHadoopFile
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SparkContext.newAPIHadoopRDD
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SparkContext.parallelize
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SparkContext.pickleFile
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SparkContext.range
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SparkContext.resources
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SparkContext.runJob
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SparkContext.sequenceFile
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SparkContext.setCheckpointDir
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SparkContext.setJobDescription
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SparkContext.setJobGroup
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SparkContext.setLocalProperty
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SparkContext.setLogLevel
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SparkContext.setSystemProperty
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SparkContext.show_profiles
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SparkContext.sparkUser
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SparkContext.startTime
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SparkContext.statusTracker
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SparkContext.stop
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SparkContext.textFile
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SparkContext.uiWebUrl
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SparkContext.union
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SparkContext.version
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SparkContext.wholeTextFiles
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RDD APIs
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--------
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.. currentmodule:: pyspark
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.. autosummary::
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:toctree: api/
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RDD.aggregate
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RDD.aggregateByKey
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RDD.barrier
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RDD.cache
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RDD.cartesian
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RDD.checkpoint
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RDD.coalesce
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RDD.cogroup
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RDD.collect
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RDD.collectAsMap
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RDD.collectWithJobGroup
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RDD.combineByKey
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RDD.context
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RDD.count
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RDD.countApprox
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RDD.countApproxDistinct
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RDD.countByKey
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RDD.countByValue
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RDD.distinct
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RDD.filter
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RDD.first
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RDD.flatMap
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RDD.flatMapValues
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RDD.fold
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RDD.foldByKey
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RDD.foreach
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RDD.foreachPartition
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RDD.fullOuterJoin
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RDD.getCheckpointFile
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RDD.getNumPartitions
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RDD.getResourceProfile
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RDD.getStorageLevel
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RDD.glom
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RDD.groupBy
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RDD.groupByKey
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RDD.groupWith
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RDD.histogram
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RDD.id
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RDD.intersection
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RDD.isCheckpointed
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RDD.isEmpty
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RDD.isLocallyCheckpointed
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RDD.join
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RDD.keyBy
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RDD.keys
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RDD.leftOuterJoin
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RDD.localCheckpoint
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RDD.lookup
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RDD.map
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RDD.mapPartitions
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RDD.mapPartitionsWithIndex
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RDD.mapPartitionsWithSplit
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RDD.mapValues
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RDD.max
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RDD.mean
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RDD.meanApprox
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RDD.min
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RDD.name
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RDD.partitionBy
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RDD.persist
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RDD.pipe
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RDD.randomSplit
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RDD.reduce
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RDD.reduceByKey
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RDD.reduceByKeyLocally
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RDD.repartition
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RDD.repartitionAndSortWithinPartitions
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RDD.rightOuterJoin
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RDD.sample
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RDD.sampleByKey
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RDD.sampleStdev
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RDD.sampleVariance
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RDD.saveAsHadoopDataset
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RDD.saveAsHadoopFile
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RDD.saveAsNewAPIHadoopDataset
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RDD.saveAsNewAPIHadoopFile
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RDD.saveAsPickleFile
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RDD.saveAsSequenceFile
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RDD.saveAsTextFile
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RDD.setName
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RDD.sortBy
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RDD.sortByKey
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RDD.stats
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RDD.stdev
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RDD.subtract
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RDD.subtractByKey
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RDD.sum
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RDD.sumApprox
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RDD.take
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RDD.takeOrdered
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RDD.takeSample
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RDD.toDebugString
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RDD.toLocalIterator
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RDD.top
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RDD.treeAggregate
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RDD.treeReduce
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RDD.union
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RDD.unpersist
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RDD.values
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RDD.variance
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RDD.withResources
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RDD.zip
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RDD.zipWithIndex
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RDD.zipWithUniqueId
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Broadcast and Accumulator
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-------------------------
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.. currentmodule:: pyspark
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.. autosummary::
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:toctree: api/
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Broadcast.destroy
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Broadcast.dump
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Broadcast.load
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Broadcast.load_from_path
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Broadcast.unpersist
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Broadcast.value
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Accumulator.add
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Accumulator.value
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AccumulatorParam.addInPlace
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AccumulatorParam.zero
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Management
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----------
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.. currentmodule:: pyspark
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.. autosummary::
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:toctree: api/
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inheritable_thread_target
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SparkConf.contains
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SparkConf.get
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SparkConf.getAll
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SparkConf.set
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SparkConf.setAll
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SparkConf.setAppName
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SparkConf.setExecutorEnv
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SparkConf.setIfMissing
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SparkConf.setMaster
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SparkConf.setSparkHome
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SparkConf.toDebugString
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SparkFiles.get
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SparkFiles.getRootDirectory
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StorageLevel.DISK_ONLY
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StorageLevel.DISK_ONLY_2
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StorageLevel.DISK_ONLY_3
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StorageLevel.MEMORY_AND_DISK
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StorageLevel.MEMORY_AND_DISK_2
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StorageLevel.MEMORY_ONLY
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StorageLevel.MEMORY_ONLY_2
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StorageLevel.OFF_HEAP
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TaskContext.attemptNumber
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TaskContext.get
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TaskContext.getLocalProperty
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TaskContext.partitionId
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TaskContext.resources
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TaskContext.stageId
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TaskContext.taskAttemptId
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RDDBarrier.mapPartitions
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RDDBarrier.mapPartitionsWithIndex
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BarrierTaskContext.allGather
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BarrierTaskContext.attemptNumber
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BarrierTaskContext.barrier
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BarrierTaskContext.get
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BarrierTaskContext.getLocalProperty
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BarrierTaskContext.getTaskInfos
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BarrierTaskContext.partitionId
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BarrierTaskContext.resources
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BarrierTaskContext.stageId
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BarrierTaskContext.taskAttemptId
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util.VersionUtils.majorMinorVersion
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