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Commit a9858036 authored by RJ Nowling's avatar RJ Nowling Committed by Andrew Or
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Add example that reads a local file, writes to a DFS path provided by th...

...e user, reads the file back from the DFS, and compares word counts on the local and DFS versions. Useful for verifying DFS correctness.

Author: RJ Nowling <rnowling@gmail.com>

Closes #3347 from rnowling/dfs_read_write_test and squashes the following commits:

af8ccb7 [RJ Nowling] Don't use java.io.File since DFS may not be POSIX-compatible
b0ef9ea [RJ Nowling] Fix string style
07c6132 [RJ Nowling] Fix string style
7d9a8df [RJ Nowling] Fix string style
f74c160 [RJ Nowling] Fix else statement style
b9edf12 [RJ Nowling] Fix spark wc style
44415b9 [RJ Nowling] Fix local wc style
94a4691 [RJ Nowling] Fix space
df59b65 [RJ Nowling] Fix if statements
1b314f0 [RJ Nowling] Add scaladoc
a931d70 [RJ Nowling] Fix import order
0c89558 [RJ Nowling] 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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/*
* 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.examples
import java.io.File
import scala.io.Source._
import org.apache.spark.{SparkContext, SparkConf}
import org.apache.spark.SparkContext._
/**
* Simple test for reading and writing to a distributed
* file system. This example does the following:
*
* 1. Reads local file
* 2. Computes word count on local file
* 3. Writes local file to a DFS
* 4. Reads the file back from the DFS
* 5. Computes word count on the file using Spark
* 6. Compares the word count results
*/
object DFSReadWriteTest {
private var localFilePath: File = new File(".")
private var dfsDirPath: String = ""
private val NPARAMS = 2
private def readFile(filename: String): List[String] = {
val lineIter: Iterator[String] = fromFile(filename).getLines()
val lineList: List[String] = lineIter.toList
lineList
}
private def printUsage(): Unit = {
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"
println(usage)
}
private def parseArgs(args: Array[String]): Unit = {
if (args.length != NPARAMS) {
printUsage()
System.exit(1)
}
var i = 0
localFilePath = new File(args(i))
if (!localFilePath.exists) {
System.err.println("Given path (" + args(i) + ") does not exist.\n")
printUsage()
System.exit(1)
}
if (!localFilePath.isFile) {
System.err.println("Given path (" + args(i) + ") is not a file.\n")
printUsage()
System.exit(1)
}
i += 1
dfsDirPath = args(i)
}
def runLocalWordCount(fileContents: List[String]): Int = {
fileContents.flatMap(_.split(" "))
.flatMap(_.split("\t"))
.filter(_.size > 0)
.groupBy(w => w)
.mapValues(_.size)
.values
.sum
}
def main(args: Array[String]): Unit = {
parseArgs(args)
println("Performing local word count")
val fileContents = readFile(localFilePath.toString())
val localWordCount = runLocalWordCount(fileContents)
println("Creating SparkConf")
val conf = new SparkConf().setAppName("DFS Read Write Test")
println("Creating SparkContext")
val sc = new SparkContext(conf)
println("Writing local file to DFS")
val dfsFilename = dfsDirPath + "/dfs_read_write_test"
val fileRDD = sc.parallelize(fileContents)
fileRDD.saveAsTextFile(dfsFilename)
println("Reading file from DFS and running Word Count")
val readFileRDD = sc.textFile(dfsFilename)
val dfsWordCount = readFileRDD
.flatMap(_.split(" "))
.flatMap(_.split("\t"))
.filter(_.size > 0)
.map(w => (w, 1))
.countByKey()
.values
.sum
sc.stop()
if (localWordCount == dfsWordCount) {
println(s"Success! Local Word Count ($localWordCount) " +
s"and DFS Word Count ($dfsWordCount) agree.")
} else {
println(s"Failure! Local Word Count ($localWordCount) " +
s"and DFS Word Count ($dfsWordCount) disagree.")
}
}
}
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