大資料(hadoop-mapreduce程式設計應用)
阿新 • • 發佈:2019-06-03
package demo; import java.io.*; import org.apache.hadoop.*; import org.apache.hadoop.conf.Configuration; import org.apache.hadoop.fs.Path; 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; import org.apache.hadoop.util.GenericOptionsParser; public class dataRedunplication { public static class Map extends Mapper<Object,Text,Text,Text>{ private static Text line = new Text(); public void map(Object key, Text value, Context context)throws IOException,InterruptedException { line = value; context.write(line, new Text("")); } } public static class Reduce extends Reducer<Text,Text,Text,Text> { public void reduce(Text key, Iterable <Text>values, Context context) throws IOException, InterruptedException { context.write(key, new Text("")); } } public static void main(String[] args) throws Exception { Configuration conf = new Configuration(); conf.set("mapred.job.tracker","192.168.1.2:9001"); String[] ioArgs = new String[]{"input","output"}; String[] otherArgs = new GenericOptionsParser(conf,ioArgs).getRemainingArgs(); if(otherArgs.length!= 2) { System.err.println("Usage:Data redunplication <in><out>"); System.exit(2); } Job job = new Job(conf,"Data Redunplication"); job.setJarByClass(dataRedunplication.class); job.setMapperClass(Map.class); job.setReducerClass(Reduce.class); //job.setCombinerClass(Reduce.class); job.setOutputKeyClass(Text.class); job.setOutputValueClass(Text.class); FileInputFormat.addInputPath(job, new Path(otherArgs[0])); FileOutputFormat.setOutputPath(job, new Path(otherArgs[1])); System.exit(job.waitForCompletion(true)?0:1); } }
package demo; 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.NullWritable; 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.Mapper.Context; import org.apache.hadoop.mapreduce.lib.input.FileInputFormat; import org.apache.hadoop.mapreduce.lib.output.FileOutputFormat; import org.apache.hadoop.util.GenericOptionsParser; import demo.dataRedunplication.Map; import demo.dataRedunplication.Reduce; public class hufen { public static class Map extends Mapper<LongWritable,Text,Text,NullWritable>{ Text keyout =new Text(); Text valueout =new Text(); public void map(LongWritable key, Text value, Context context)throws IOException,InterruptedException { String[] rdLine = value.toString().trim().split(":"); String username = rdLine[0]; String[] fans = rdLine[1].split(","); for(int i =0;i<fans.length;i++) { String fansname = fans[i]; String hufenzu = ""; if(username.compareTo(fansname)<0) { hufenzu = username+"-"+fansname;// a-b } else { hufenzu = fansname+"-"+username;// b-a=> a-b } keyout.set(hufenzu); context.write(keyout,NullWritable.get()); } } public static class Reduce extends Reducer<Text,NullWritable,Text,NullWritable> { Text keyout =new Text(); Text valueout =new Text(); public void reduce(Text key, Iterable <NullWritable>values, Context context) throws IOException, InterruptedException { int count = 0; for(NullWritable text : values ) { count++; } if(count == 2) { context.write(key, NullWritable.get()); } } } public static void main(String[] args) throws Exception { Configuration conf = new Configuration(); conf.set("mapred.job.tracker","192.168.1.2:9001"); String[] ioArgs = new String[]{"input2","output2"}; String[] otherArgs = new GenericOptionsParser(conf,ioArgs).getRemainingArgs(); Job job = new Job(conf,"hufen"); job.setJarByClass(hufen.class); job.setMapperClass(Map.class); job.setReducerClass(Reduce.class); //job.setCombinerClass(Reduce.class); job.setOutputKeyClass(Text.class); job.setOutputValueClass(NullWritable.class); FileInputFormat.addInputPath(job, new Path(otherArgs[0])); FileOutputFormat.setOutputPath(job, new Path(otherArgs[1])); System.exit(job.waitForCompletion(true)?0:1); } } }