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[SPARK-10210] [STREAMING] Filter out non-existent blocks before creating BlockRDD #8405

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Original file line number Diff line number Diff line change
Expand Up @@ -116,7 +116,15 @@ abstract class ReceiverInputDStream[T: ClassTag](@transient ssc_ : StreamingCont
logWarning("Some blocks have Write Ahead Log information; this is unexpected")
}
}
new BlockRDD[T](ssc.sc, blockIds)
val validBlockIds = blockIds.filter { id =>
ssc.sparkContext.env.blockManager.master.contains(id)
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Is it worth to add some warning log here? I think the user may forget to enable receiver log.

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Added warning.

}
if (validBlockIds.size != blockIds.size) {
logWarning("Some blocks could not be recovered as they were not found in memory. " +
"To prevent such data loss, enabled Write Ahead Log (see programming guide " +
"for more details.")
}
new BlockRDD[T](ssc.sc, validBlockIds)
}
} else {
// If no block is ready now, creating WriteAheadLogBackedBlockRDD or BlockRDD
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Original file line number Diff line number Diff line change
Expand Up @@ -75,7 +75,7 @@ private[streaming]
class WriteAheadLogBackedBlockRDD[T: ClassTag](
@transient sc: SparkContext,
@transient blockIds: Array[BlockId],
@transient walRecordHandles: Array[WriteAheadLogRecordHandle],
@transient val walRecordHandles: Array[WriteAheadLogRecordHandle],
@transient isBlockIdValid: Array[Boolean] = Array.empty,
storeInBlockManager: Boolean = false,
storageLevel: StorageLevel = StorageLevel.MEMORY_ONLY_SER)
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Original file line number Diff line number Diff line change
@@ -0,0 +1,156 @@
/*
* 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.
*/

package org.apache.spark.streaming

import scala.util.Random

import org.scalatest.BeforeAndAfterAll

import org.apache.spark.rdd.BlockRDD
import org.apache.spark.storage.{StorageLevel, StreamBlockId}
import org.apache.spark.streaming.dstream.ReceiverInputDStream
import org.apache.spark.streaming.rdd.WriteAheadLogBackedBlockRDD
import org.apache.spark.streaming.receiver.{BlockManagerBasedStoreResult, Receiver, WriteAheadLogBasedStoreResult}
import org.apache.spark.streaming.scheduler.ReceivedBlockInfo
import org.apache.spark.streaming.util.{WriteAheadLogRecordHandle, WriteAheadLogUtils}
import org.apache.spark.{SparkConf, SparkEnv}

class ReceiverInputDStreamSuite extends TestSuiteBase with BeforeAndAfterAll {

override def afterAll(): Unit = {
StreamingContext.getActive().map { _.stop() }
}

testWithoutWAL("createBlockRDD creates empty BlockRDD when no block info") { receiverStream =>
val rdd = receiverStream.createBlockRDD(Time(0), Seq.empty)
assert(rdd.isInstanceOf[BlockRDD[_]])
assert(!rdd.isInstanceOf[WriteAheadLogBackedBlockRDD[_]])
assert(rdd.isEmpty())
}

testWithoutWAL("createBlockRDD creates correct BlockRDD with block info") { receiverStream =>
val blockInfos = Seq.fill(5) { createBlockInfo(withWALInfo = false) }
val blockIds = blockInfos.map(_.blockId)

// Verify that there are some blocks that are present, and some that are not
require(blockIds.forall(blockId => SparkEnv.get.blockManager.master.contains(blockId)))

val rdd = receiverStream.createBlockRDD(Time(0), blockInfos)
assert(rdd.isInstanceOf[BlockRDD[_]])
assert(!rdd.isInstanceOf[WriteAheadLogBackedBlockRDD[_]])
val blockRDD = rdd.asInstanceOf[BlockRDD[_]]
assert(blockRDD.blockIds.toSeq === blockIds)
}

testWithoutWAL("createBlockRDD filters non-existent blocks before creating BlockRDD") {
receiverStream =>
val presentBlockInfos = Seq.fill(2)(createBlockInfo(withWALInfo = false, createBlock = true))
val absentBlockInfos = Seq.fill(3)(createBlockInfo(withWALInfo = false, createBlock = false))
val blockInfos = presentBlockInfos ++ absentBlockInfos
val blockIds = blockInfos.map(_.blockId)

// Verify that there are some blocks that are present, and some that are not
require(blockIds.exists(blockId => SparkEnv.get.blockManager.master.contains(blockId)))
require(blockIds.exists(blockId => !SparkEnv.get.blockManager.master.contains(blockId)))

val rdd = receiverStream.createBlockRDD(Time(0), blockInfos)
assert(rdd.isInstanceOf[BlockRDD[_]])
val blockRDD = rdd.asInstanceOf[BlockRDD[_]]
assert(blockRDD.blockIds.toSeq === presentBlockInfos.map { _.blockId})
}

testWithWAL("createBlockRDD creates empty WALBackedBlockRDD when no block info") {
receiverStream =>
val rdd = receiverStream.createBlockRDD(Time(0), Seq.empty)
assert(rdd.isInstanceOf[WriteAheadLogBackedBlockRDD[_]])
assert(rdd.isEmpty())
}

testWithWAL(
"createBlockRDD creates correct WALBackedBlockRDD with all block info having WAL info") {
receiverStream =>
val blockInfos = Seq.fill(5) { createBlockInfo(withWALInfo = true) }
val blockIds = blockInfos.map(_.blockId)
val rdd = receiverStream.createBlockRDD(Time(0), blockInfos)
assert(rdd.isInstanceOf[WriteAheadLogBackedBlockRDD[_]])
val blockRDD = rdd.asInstanceOf[WriteAheadLogBackedBlockRDD[_]]
assert(blockRDD.blockIds.toSeq === blockIds)
assert(blockRDD.walRecordHandles.toSeq === blockInfos.map { _.walRecordHandleOption.get })
}

testWithWAL("createBlockRDD creates BlockRDD when some block info dont have WAL info") {
receiverStream =>
val blockInfos1 = Seq.fill(2) { createBlockInfo(withWALInfo = true) }
val blockInfos2 = Seq.fill(3) { createBlockInfo(withWALInfo = false) }
val blockInfos = blockInfos1 ++ blockInfos2
val blockIds = blockInfos.map(_.blockId)
val rdd = receiverStream.createBlockRDD(Time(0), blockInfos)
assert(rdd.isInstanceOf[BlockRDD[_]])
val blockRDD = rdd.asInstanceOf[BlockRDD[_]]
assert(blockRDD.blockIds.toSeq === blockIds)
}


private def testWithoutWAL(msg: String)(body: ReceiverInputDStream[_] => Unit): Unit = {
test(s"Without WAL enabled: $msg") {
runTest(enableWAL = false, body)
}
}

private def testWithWAL(msg: String)(body: ReceiverInputDStream[_] => Unit): Unit = {
test(s"With WAL enabled: $msg") {
runTest(enableWAL = true, body)
}
}

private def runTest(enableWAL: Boolean, body: ReceiverInputDStream[_] => Unit): Unit = {
val conf = new SparkConf()
conf.setMaster("local[4]").setAppName("ReceiverInputDStreamSuite")
conf.set(WriteAheadLogUtils.RECEIVER_WAL_ENABLE_CONF_KEY, enableWAL.toString)
require(WriteAheadLogUtils.enableReceiverLog(conf) === enableWAL)
val ssc = new StreamingContext(conf, Seconds(1))
val receiverStream = new ReceiverInputDStream[Int](ssc) {
override def getReceiver(): Receiver[Int] = null
}
withStreamingContext(ssc) { ssc =>
body(receiverStream)
}
}

/**
* Create a block info for input to the ReceiverInputDStream.createBlockRDD
* @param withWALInfo Create block with WAL info in it
* @param createBlock Actually create the block in the BlockManager
* @return
*/
private def createBlockInfo(
withWALInfo: Boolean,
createBlock: Boolean = true): ReceivedBlockInfo = {
val blockId = new StreamBlockId(0, Random.nextLong())
if (createBlock) {
SparkEnv.get.blockManager.putSingle(blockId, 1, StorageLevel.MEMORY_ONLY, tellMaster = true)
require(SparkEnv.get.blockManager.master.contains(blockId))
}
val storeResult = if (withWALInfo) {
new WriteAheadLogBasedStoreResult(blockId, None, new WriteAheadLogRecordHandle { })
} else {
new BlockManagerBasedStoreResult(blockId, None)
}
new ReceivedBlockInfo(0, None, None, storeResult)
}
}