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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.flink.examples.java.wordcount;
import org.apache.flink.api.common.functions.FlatMapFunction;
import org.apache.flink.api.java.DataSet;
import org.apache.flink.api.java.ExecutionEnvironment;
import org.apache.flink.api.java.tuple.Tuple2;
import org.apache.flink.examples.java.wordcount.util.WordCountData;
import org.apache.flink.util.Collector;
/**
* Implements the "WordCount" program that computes a simple word occurrence histogram
* over text files.
*
* <p>
* The input is a plain text file with lines separated by newline characters.
*
* <p>
* Usage: <code>WordCount &lt;text path&gt; &lt;result path&gt;</code><br>
* If no parameters are provided, the program is run with default data from {@link WordCountData}.
*
* <p>
* This example shows how to:
* <ul>
* <li>write a simple Flink program.
* <li>use Tuple data types.
* <li>write and use user-defined functions.
* </ul>
*
*/
@SuppressWarnings("serial")
public class WordCount {
// *************************************************************************
// PROGRAM
// *************************************************************************
public static void main(String[] args) throws Exception {
if(!parseParameters(args)) {
return;
}
// set up the execution environment
final ExecutionEnvironment env = ExecutionEnvironment.getExecutionEnvironment();
// get input data
DataSet<String> text = getTextDataSet(env);
DataSet<Tuple2<String, Integer>> counts =
// split up the lines in pairs (2-tuples) containing: (word,1)
text.flatMap(new Tokenizer())
// group by the tuple field "0" and sum up tuple field "1"
.groupBy(0)
.sum(1);
// emit result
if(fileOutput) {
counts.writeAsCsv(outputPath, "\n", " ");
// execute program
env.execute("WordCount Example");
} else {
counts.print();
}
}
// *************************************************************************
// USER FUNCTIONS
// *************************************************************************
/**
* Implements the string tokenizer that splits sentences into words as a user-defined
* FlatMapFunction. The function takes a line (String) and splits it into
* multiple pairs in the form of "(word,1)" ({@code Tuple2<String, Integer>}).
*/
public static final class Tokenizer implements FlatMapFunction<String, Tuple2<String, Integer>> {
@Override
public void flatMap(String value, Collector<Tuple2<String, Integer>> out) {
// normalize and split the line
String[] tokens = value.toLowerCase().split("\\W+");
// emit the pairs
for (String token : tokens) {
if (token.length() > 0) {
out.collect(new Tuple2<String, Integer>(token, 1));
}
}
}
}
// *************************************************************************
// UTIL METHODS
// *************************************************************************
private static boolean fileOutput = false;
private static String textPath;
private static String outputPath;
private static boolean parseParameters(String[] args) {
if(args.length > 0) {
// parse input arguments
fileOutput = true;
if(args.length == 2) {
textPath = args[0];
outputPath = args[1];
} else {
System.err.println("Usage: WordCount <text path> <result path>");
return false;
}
} else {
System.out.println("Executing WordCount example with built-in default data.");
System.out.println(" Provide parameters to read input data from a file.");
System.out.println(" Usage: WordCount <text path> <result path>");
}
return true;
}
private static DataSet<String> getTextDataSet(ExecutionEnvironment env) {
if(fileOutput) {
// read the text file from given input path
return env.readTextFile(textPath);
} else {
// get default test text data
return WordCountData.getDefaultTextLineDataSet(env);
}
}
}