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Add example that reads a local file, writes to a DFS path provided by…
… the user, reads the file back from the DFS, and compares word counts on the local and DFS versions. Useful for verifying DFS correctness.
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examples/src/main/scala/org/apache/spark/examples/DFSReadWriteTest.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.examples | ||
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import org.apache.spark.{SparkContext, SparkConf} | ||
import org.apache.spark.SparkContext._ | ||
import scala.io.Source._ | ||
import java.io.File | ||
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object DFSReadWriteTest { | ||
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private var localFilePath: File = new File(".") | ||
private var dfsDirPath: File = new File(".") | ||
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private val NPARAMS = 2 | ||
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private def readFile(filename: String): List[String] = { | ||
val lineIter: Iterator[String] = fromFile(filename).getLines() | ||
val lineList: List[String] = lineIter.toList | ||
lineList | ||
} | ||
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private def printUsage() { | ||
val usage: String = "DFS Read-Write Test\n" + | ||
"\n" + | ||
"Usage: localFile dfsDir\n" + | ||
"\n" + | ||
"localFile - (string) local file to use in test\n" + | ||
"dfsDir - (string) DFS directory for read/write tests\n" | ||
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println(usage) | ||
} | ||
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private def parseArgs(args: Array[String]) { | ||
if(args.length != NPARAMS) { | ||
printUsage() | ||
System.exit(1) | ||
} | ||
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var i = 0 | ||
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localFilePath = new File(args(i)) | ||
if(! localFilePath.exists()) { | ||
System.err.println("Given path (" + args(i) + ") does not exist.\n") | ||
printUsage() | ||
System.exit(1) | ||
} | ||
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if(! localFilePath.isFile()) { | ||
System.err.println("Given path (" + args(i) + ") is not a file.\n") | ||
printUsage() | ||
System.exit(1) | ||
} | ||
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i += 1 | ||
dfsDirPath = new File(args(i)) | ||
if(! dfsDirPath.exists()) { | ||
System.err.println("Given path (" + args(i) + ") does not exist.\n") | ||
printUsage() | ||
System.exit(1) | ||
} | ||
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if(! dfsDirPath.isDirectory()) { | ||
System.err.println("Given path (" + args(i) + ") is not a directory.\n") | ||
printUsage() | ||
System.exit(1) | ||
} | ||
} | ||
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def runLocalWordCount(fileContents: List[String]) : Int = { | ||
fileContents.flatMap { | ||
ln => ln.split(" ") }.flatMap { | ||
ln => ln.split("\t") }.filter { | ||
ln => ln.size > 0 }.groupBy { | ||
w => w }.mapValues { | ||
lst => lst.size }.values.sum | ||
} | ||
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def main(args: Array[String]) { | ||
parseArgs(args) | ||
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println("Performing local word count") | ||
val fileContents = readFile(localFilePath.toString()) | ||
val localWordCount = runLocalWordCount(fileContents) | ||
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println("Creating SparkConf") | ||
val conf = new SparkConf().setAppName("DFS Read Write Test") | ||
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println("Creating SparkContext") | ||
val sc = new SparkContext(conf) | ||
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println("Writing local file to DFS") | ||
val dfsFilename = dfsDirPath.toString() + "/dfs_read_write_test" | ||
val fileRDD = sc.parallelize(fileContents) | ||
fileRDD.saveAsTextFile(dfsFilename) | ||
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println("Reading file from DFS and running Word Count") | ||
val readFileRDD = sc.textFile(dfsFilename) | ||
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val dfsWordCount = readFileRDD.flatMap { | ||
ln => ln.split(" ") }.flatMap { | ||
ln => ln.split("\t") }.filter { | ||
ln => ln.size > 0 }.map { | ||
w => (w, 1) }.countByKey().values.sum | ||
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sc.stop() | ||
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if(localWordCount == dfsWordCount) | ||
{ | ||
println("Success! Local Word Count (" + localWordCount + | ||
") and DFS Word Count (" + dfsWordCount + ") agree.") | ||
} | ||
else | ||
{ | ||
println("Failure! Local Word Count (" + localWordCount + | ||
") and DFS Word Count (" + dfsWordCount + ") disagree.") | ||
} | ||
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} | ||
} |