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author | RJ Nowling <rnowling@gmail.com> | 2015-06-19 10:50:44 -0700 |
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committer | Andrew Or <andrew@databricks.com> | 2015-06-19 10:51:37 -0700 |
commit | a9858036bfd339b47dd6d2ed69ccbb61269c225e (patch) | |
tree | 71ffbfb3c2b9dc85087d20d53dd6c901ffd1d6d3 /examples/src/main | |
parent | 0c32fc125c45e59f06cb55f3ba7da612d840ca86 (diff) | |
download | spark-a9858036bfd339b47dd6d2ed69ccbb61269c225e.tar.gz spark-a9858036bfd339b47dd6d2ed69ccbb61269c225e.tar.bz2 spark-a9858036bfd339b47dd6d2ed69ccbb61269c225e.zip |
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.
Diffstat (limited to 'examples/src/main')
-rw-r--r-- | examples/src/main/scala/org/apache/spark/examples/DFSReadWriteTest.scala | 138 |
1 files changed, 138 insertions, 0 deletions
diff --git a/examples/src/main/scala/org/apache/spark/examples/DFSReadWriteTest.scala b/examples/src/main/scala/org/apache/spark/examples/DFSReadWriteTest.scala new file mode 100644 index 0000000000..c05890dfbf --- /dev/null +++ b/examples/src/main/scala/org/apache/spark/examples/DFSReadWriteTest.scala @@ -0,0 +1,138 @@ +/* + * 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.") + } + + } +} |