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Tests to make sure that passing an unserializable closure to a transformation fails fast.
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core/src/test/scala/org/apache/spark/serializer/ProactiveClosureSerializationSuite.scala
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/* | ||
* Licensed to the Apache Software Foundation (ASF) under one or more | ||
* contributor license agreements. See the NOTICE file distributed with | ||
* this work for additional information regarding copyright ownership. | ||
* The ASF licenses this file to You under the Apache License, Version 2.0 | ||
* (the "License"); you may not use this file except in compliance with | ||
* the License. You may obtain a copy of the License at | ||
* | ||
* http://www.apache.org/licenses/LICENSE-2.0 | ||
* | ||
* Unless required by applicable law or agreed to in writing, software | ||
* distributed under the License is distributed on an "AS IS" BASIS, | ||
* WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. | ||
* See the License for the specific language governing permissions and | ||
* limitations under the License. | ||
*/ | ||
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package org.apache.spark.serializer; | ||
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import java.io.NotSerializableException | ||
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import org.scalatest.FunSuite | ||
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import org.apache.spark.rdd.RDD | ||
import org.apache.spark.SparkException | ||
import org.apache.spark.SharedSparkContext | ||
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/* A trivial (but unserializable) container for trivial functions */ | ||
class UnserializableClass { | ||
def op[T](x: T) = x.toString | ||
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def pred[T](x: T) = x.toString.length % 2 == 0 | ||
} | ||
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class ProactiveClosureSerializationSuite extends FunSuite with SharedSparkContext { | ||
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def fixture = (sc.parallelize(0 until 1000).map(_.toString), new UnserializableClass) | ||
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test("throws expected serialization exceptions on actions") { | ||
val (data, uc) = fixture | ||
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val ex = intercept[SparkException] { | ||
data.map(uc.op(_)).count | ||
} | ||
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assert(ex.getMessage.matches(".*Task not serializable.*")) | ||
} | ||
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// There is probably a cleaner way to eliminate boilerplate here, but we're | ||
// iterating over a map from transformation names to functions that perform that | ||
// transformation on a given RDD, creating one test case for each | ||
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for (transformation <- | ||
Map("map" -> xmap _, "flatMap" -> xflatMap _, "filter" -> xfilter _, "mapWith" -> xmapWith _, | ||
"mapPartitions" -> xmapPartitions _, "mapPartitionsWithIndex" -> xmapPartitionsWithIndex _, | ||
"mapPartitionsWithContext" -> xmapPartitionsWithContext _, "filterWith" -> xfilterWith _)) { | ||
val (name, xf) = transformation | ||
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test(s"$name transformations throw proactive serialization exceptions") { | ||
val (data, uc) = fixture | ||
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val ex = intercept[SparkException] { | ||
xf(data, uc) | ||
} | ||
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assert(ex.getMessage.matches(".*Task not serializable.*"), s"RDD.$name doesn't proactively throw NotSerializableException") | ||
} | ||
} | ||
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private def xmap(x: RDD[String], uc: UnserializableClass): RDD[String] = x.map(y=>uc.op(y)) | ||
private def xmapWith(x: RDD[String], uc: UnserializableClass): RDD[String] = x.mapWith(x => x.toString)((x,y)=>x + uc.op(y)) | ||
private def xflatMap(x: RDD[String], uc: UnserializableClass): RDD[String] = x.flatMap(y=>Seq(uc.op(y))) | ||
private def xfilter(x: RDD[String], uc: UnserializableClass): RDD[String] = x.filter(y=>uc.pred(y)) | ||
private def xfilterWith(x: RDD[String], uc: UnserializableClass): RDD[String] = x.filterWith(x => x.toString)((x,y)=>uc.pred(y)) | ||
private def xmapPartitions(x: RDD[String], uc: UnserializableClass): RDD[String] = x.mapPartitions(_.map(y=>uc.op(y))) | ||
private def xmapPartitionsWithIndex(x: RDD[String], uc: UnserializableClass): RDD[String] = x.mapPartitionsWithIndex((_, it) => it.map(y=>uc.op(y))) | ||
private def xmapPartitionsWithContext(x: RDD[String], uc: UnserializableClass): RDD[String] = x.mapPartitionsWithContext((_, it) => it.map(y=>uc.op(y))) | ||
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} |