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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 <[email protected]> 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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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 java.io.File | ||
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import scala.io.Source._ | ||
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import org.apache.spark.{SparkContext, SparkConf} | ||
import org.apache.spark.SparkContext._ | ||
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/** | ||
* 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 { | ||
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private var localFilePath: File = new File(".") | ||
private var dfsDirPath: String = "" | ||
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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(): 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" | ||
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println(usage) | ||
} | ||
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private def parseArgs(args: Array[String]): Unit = { | ||
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 = args(i) | ||
} | ||
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def runLocalWordCount(fileContents: List[String]): Int = { | ||
fileContents.flatMap(_.split(" ")) | ||
.flatMap(_.split("\t")) | ||
.filter(_.size > 0) | ||
.groupBy(w => w) | ||
.mapValues(_.size) | ||
.values | ||
.sum | ||
} | ||
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def main(args: Array[String]): Unit = { | ||
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 + "/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(_.split(" ")) | ||
.flatMap(_.split("\t")) | ||
.filter(_.size > 0) | ||
.map(w => (w, 1)) | ||
.countByKey() | ||
.values | ||
.sum | ||
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sc.stop() | ||
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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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} | ||
} |
a985803
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@andrewor14 This break master (scala style)
a985803
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Let's either revert this or push a hotfix ASAP.