import java.io.IOException; import java.util.Random; import org.apache.hadoop.conf.Configuration; import org.apache.hadoop.fs.FileSystem; import org.apache.hadoop.fs.Path; import org.apache.hadoop.io.IntWritable; import org.apache.hadoop.io.Text; import org.apache.hadoop.io.WritableComparable; 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 csdn{ public static class CountMapper extends Mapper{ private final static IntWritable one = new IntWritable(1); private Text password = new Text(); public void map(Object key, Text value, Context context) throws IOException, InterruptedException { String eachline=value.toString(); String [] eachterm=eachline.split("#"); password.set(eachterm[1]); context.write(password, one); } } public static class CountReducer extends Reducer { private IntWritable total = new IntWritable(); public void reduce(Text key, Iterable values, Context context) throws IOException, InterruptedException { int sum = 0; for (IntWritable val : values) { sum += val.get(); } total.set(sum); context.write(key,total); } } public static class SortMapper extends Mapper{ public void map(Object key, Text value, Context context) throws IOException, InterruptedException { IntWritable times = new IntWritable(1); Text password = new Text(); String eachline=value.toString(); String[] eachterm =eachline.split(" "); if(eachterm.length==2){ password.set(eachterm[0]); times.set(Integer.parseInt(eachterm[1])); context.write(times,password); }else{ password.set("errorpassword"); context.write(times,password); } } } public static class SortReducer extends Reducer { private Text password = new Text(); public void reduce(IntWritable key,Iterable values, Context context) throws IOException, InterruptedException { //不同的密码可能出现相同的次数 for (Text val : values) { password.set(val); context.write(key,password); } } } private static class IntDecreasingComparator extends IntWritable.Comparator { public int compare(WritableComparable a, WritableComparable b) { return -super.compare(a, b); } public int compare(byte[] b1, int s1, int l1, byte[] b2, int s2, int l2) { return -super.compare(b1, s1, l1, b2, s2, l2); } } public static void main(String[] args) throws Exception { Configuration conf = new Configuration(); String[] otherArgs = new GenericOptionsParser(conf, args).getRemainingArgs(); if (otherArgs.length != 2) { System.err.println("Usage: csdn "); System.exit(2); } Job job = new Job(conf, "csdn"); job.setJarByClass(csdn.class); job.setMapperClass(CountMapper.class); job.setCombinerClass(CountReducer.class); job.setReducerClass(CountReducer.class); job.setOutputKeyClass(Text.class); job.setOutputValueClass(IntWritable.class); //定义一个临时目录,先将词频统计任务的输出结果写到临时目录中, 下一个排序任务以临时目录为输入目录。 FileInputFormat.addInputPath(job, new Path(otherArgs[0])); Path tempDir = new Path("csdn-temp-" + Integer.toString(new Random().nextInt(Integer.MAX_VALUE))); FileOutputFormat.setOutputPath(job, tempDir); if(job.waitForCompletion(true)) { Job sortJob = new Job(conf, "csdnsort"); sortJob.setJarByClass(csdn.class); FileInputFormat.addInputPath(sortJob, tempDir); sortJob.setMapperClass(SortMapper.class); FileOutputFormat.setOutputPath(sortJob, new Path(otherArgs[1])); sortJob.setOutputKeyClass(IntWritable.class); sortJob.setOutputValueClass(Text.class); sortJob.setSortComparatorClass(IntDecreasingComparator.class); FileSystem.get(conf).deleteOnExit(tempDir); System.exit(sortJob.waitForCompletion(true) ? 0 : 1); } System.exit(job.waitForCompletion(true) ? 0 : 1); } }