import com.google.common.base.Splitter;import org.apache.spark.SparkConf;import org.apache.spark.api.java.JavaPairRDD;import org.apache.spark.api.java.JavaRDD;import org.apache.spark.api.java.JavaSparkContext;import org.apache.spark.api.java.function.FlatMapFunction;import org.apache.spark.api.java.function.Function2;import org.apache.spark.api.java.function.PairFunction;import org.apache.spark.api.java.function.VoidFunction;import scala.Tuple2; import java.util.Arrays;import java.util.Iterator; public class WordCount { public static void main(String[] args) { SparkConf sparkConf = new SparkConf().setAppName("WordCount").setMaster("local"); JavaSparkContext sc = new JavaSparkContext(sparkConf); JavaRDD lines = sc.textFile("file:/Users/zhudechao/gitee/bigdata/xzdream_spark/input/a.txt"); JavaRDD words = lines.flatMap(new FlatMapFunction() { @Override public Iterator call(String line) throws Exception { return Arrays.asList(line.split(" ")).iterator(); } }); JavaPairRDD pairRDD = words.mapToPair(new PairFunction() { @Override public Tuple2 call(String word) throws Exception { return new Tuple2(word,1); } }); JavaPairRDD wordCounts = pairRDD.reduceByKey(new Function2() { @Override public Integer call(Integer v1, Integer v2) throws Exception { return v1 + v2; } }); wordCounts.foreach(new VoidFunction<Tuple2>() { @Override public void call(Tuple2 wordcount) throws Exception { System.out.println(wordcount._1 + ":"+wordcount._2); } }); }}
package com.huawei.mapreduce.wordcount;import java.io.IOException;import org.apache.hadoop.conf.Configuration;import org.apache.hadoop.fs.Path;import org.apache.hadoop.io.LongWritable;import org.apache.hadoop.io.Text;import org.apache.hadoop.mapreduce.Job;import org.apache.hadoop.mapreduce.Mapper;import org.apache.hadoop.mapreduce.Reducer;import org.apache.hadoop.mapreduce.lib.input.FileInputFormat;import org.apache.hadoop.mapreduce.lib.output.FileOutputFormat;public class WordCountApp { public static class MyMapper extends Mapper{ @Override protected void map(LongWritable key, Text value, Mapper.Context context) throws IOException, InterruptedException { String line = value.toString(); String[] splited = line.split("\t"); for (String word : splited) { Text k2 = new Text(word); LongWritable v2 = new LongWritable(1); context.write(k2, v2); } } } public static class MyReducer extends Reducer{ @Override protected void reduce(Text k2, Iterable v2s, Reducer.Context context) throws IOException, InterruptedException { long count = 0L; for (LongWritable times : v2s) { count += times.get(); } LongWritable v3 = new LongWritable(count); context.write(k2, v3); } } public static void main(String[] args) throws Exception{ Configuration conf = new Configuration(); Job job = Job.getInstance(conf , WordCountApp.class.getSimpleName()); //必须指定 job.setJarByClass(WordCountApp.class); //指定本业务job要使用的Mapper业务类 job.setMapperClass(MyMapper.class); //指定mapper输出数据的的类型 job.setMapOutputKeyClass(Text.class); job.setMapOutputValueClass(LongWritable.class); //指定本业务job要使用的Reducer业务类 job.setReducerClass(MyReducer.class); //指定reducer输出数据的的类型 job.setOutputKeyClass(Text.class); job.setOutputValueClass(LongWritable.class); //输入数据来自哪里 FileInputFormat.setInputPaths(job, new Path(args[0])); //输出数据写到哪里 FileOutputFormat.setOutputPath(job, new Path(args[1])); //true表示将运行进度等信息及时输出给用户 boolean res = job.waitForCompletion(true); System.exit(res?0:1); }}
tar -zxvf jdk-8u341-linux-x64.tar.gzwget https://hcip-materials.obs.cn-north-4.myhuaweicloud.com/jdk-8u341-linux-x64.tar.gzscp ~/eclipse-workspace/HDFSAPI/target/HDFSAPI-jar-with-dependencies.jar root@xxx.xxx.xxx.xxx:/rootssh root@xxx.xxx.xxx.xxxyarn jar HDFSAPI-jar-with-dependencies.jar com.huawei.hdfs.IsFileyarn jar HDFSAPI-jar-with-dependencies.jar com.huawei.hdfs.CreateFile1yarn jar HDFSAPI-jar-with-dependencies.jar com.huawei.hdfs.IsFileyarn jar HDFSAPI-jar-with-dependencies.jar com.huawei.hdfs.CreateFile1yarn jar HDFSAPI-jar-with-dependencies.jar com.huawei.hdfs.CreateFile2yarn jar HDFSAPI-jar-with-dependencies.jar com.huawei.hdfs.ScanFile /user/test/hdfs/file10.txtyarn jar HDFSAPI-jar-with-dependencies.jar com.huawei.hdfs.ScanFile /user/test/hdfs/file11.txtyarn jar HDFSAPI-jar-with-dependencies.jar com.huawei.hdfs.DeleteFile /user/test/hdfs/file10.txtyarn jar HDFSAPI-jar-with-dependencies.jar com.huawei.hdfs.IsFileyarn jar MRAPI-jar-with-dependencies.jar com.huawei.mapreduce.wordcount.WordCountApp /user/user1/MR_data /user/user1/MR_outhdfs dfs -mkdir /user/user1hdfs dfs -put MR_data /user/user1/hdfs dfs -ls /user/user1/MR_out/hdfs dfs -cat /user/user1/MR_out/part-r-00000hdfs dfs -mkdir -p /user/user1/MR/inputhdfs dfs -mkdir -p /user/user1/MR/outputhdfs dfs -put mrsort.txt /user/user1/MR/inputhdfs dfs -ls /user/user1/MR/outputhdfs dfs -cat /user/user1/MR/output/part-r-00000hdfs dfs -cat /user/user1/MR/output/part-r-00001hdfs dfs -cat /user/user1/MR/output/part-r-00002