• Hadoop-3、Mapred并行思想WordCount


    import java.io.IOException;
    import java.util.StringTokenizer;
    
    import org.apache.hadoop.conf.Configuration;
    import org.apache.hadoop.fs.Path;
    import org.apache.hadoop.io.IntWritable;
    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 WordCount {
        
        public static class TokenizerMapper extends Mapper<Object,Text,Text,IntWritable>{
            private final static IntWritable one = new IntWritable(1);
            private Text word =  new Text();
            public void map(Object key,Text value,Context context) throws IOException, InterruptedException{
                StringTokenizer itr = new StringTokenizer(value.toString());
                while(itr.hasMoreTokens()){
                    word.set(itr.nextToken());
                    context.write(word, one);
                }
            }
        }
        
        public static class IntSumReducer extends Reducer<Text,IntWritable,Text,IntWritable>{
            private IntWritable result = new IntWritable();
            public void reduce(Text key,Iterable<IntWritable> values,Context context) throws IOException, InterruptedException{
                int sum = 0;
                for(IntWritable val : values){
                    sum += val.get();
                }
                result.set(sum);
                
                context.write(key, result);
            }
        }
        
        public static void main(String[] args) throws IOException, ClassNotFoundException, InterruptedException{        
            Configuration conf = new Configuration();
            conf.addResource(new Path("/usr/hadoop-1.0.3/conf/core-site.xml"));
            String[] otherArgs = new GenericOptionsParser(conf,args).getRemainingArgs();
            
            Job job = new Job(conf,"WordCount");
            
            job.setJarByClass(WordCount.class);
            
            job.setMapperClass(TokenizerMapper.class);
            job.setCombinerClass(IntSumReducer.class);
            job.setReducerClass(IntSumReducer.class);
            
            job.setOutputKeyClass(Text.class);
            job.setOutputValueClass(IntWritable.class);
            
            FileInputFormat.addInputPath(job, new Path(otherArgs[0]));
            FileOutputFormat.setOutputPath(job, new Path(otherArgs[1]));
            
            System.exit(job.waitForCompletion(true) ? 0 : 1);
        }
    }
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  • 原文地址:https://www.cnblogs.com/wn19910213/p/3712504.html
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