mapreduce 求最大值最小值问题代码,Java代码库,德仔网

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【Java】 mapreduce 求最大值最小值问题
作者:新沣 / 发布于2017/7/12/ 554
import java.io.File;  
import java.io.IOException;  
  
import org.apache.hadoop.conf.Configuration;  
import org.apache.hadoop.fs.Path;  
import org.apache.hadoop.io.Text;  
import org.apache.hadoop.mapred.JobConf;  
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 GetMinMaxKeyMapReduce {  
      
    public static class GetMinMaxKeyMap extends Mapper<Object, Text, Text,Text> {  
        private Text min = new Text();  
        private Text max = new Text();  
        private Long i = new Long(0);  
        public void map(Object key, Text value, Context context) throws IOException, InterruptedException {  
            String[] strs = value.toString().split("\t");  
            if (strs!=null && strs.length>5 &&strs[3].length() > 20 && strs[3].indexOf(" ") == -1 && strs[3].indexOf("=") == -1) {  
                if(i==0){  
                    min= new Text(strs[3]);  
                    max= new Text(strs[3]);  
                }  
                if(strs[3].compareTo(min.toString())<0){  
                    min=new Text(strs[3]);  
                }  
                if(strs[3].compareTo(max.toString())>0){  
                    max=new Text(strs[3]);  
                }  
                i++;  
            }  
        }  
          
        @Override  
        protected void cleanup(Context context) throws IOException, InterruptedException {  
            context.write(new Text("min"), min);  
            context.write(new Text("max"), max);  
        }  
    }  
  
    public static class GetMinMaxKeyReducer extends Reducer<Text, Text, Text, Text> {  
        public void reduce(Text key, Iterable<Text> values, Context context) throws IOException, InterruptedException {  
            String result ="";  
            for (Text value : values) {  
                if(result.equals("")){  
                    result = value.toString();  
                }  
                if (("min").equals(key.toString())) {  
                    if(value.toString().compareTo(result)<0){  
                        result=value.toString();  
                    }  
                } else if (("max").equals(key.toString())) {  
                    if(value.toString().compareTo(result)>0){  
                        result=value.toString();  
                    }  
                } else {  
                    System.err.println("未知reduce 输入key:" + key.toString());  
                }  
            }  
            context.write(key, new Text(result));  
        }  
    }  
  
    public static void main(String[] args) throws Exception {   
        File jarFile = EJob.createTempJar("bin");  
        ClassLoader classLoader = EJob.getClassLoader();  
        Thread.currentThread().setContextClassLoader(classLoader);  
          
        //Hadoop 运行环境  
        Configuration conf = new Configuration();  
        conf.set("mapred.job.tracker", "bfdbjc1:12001");;  
          
        //任务参数设置  
        Job job = new Job(conf, "GetMinMaxKey");  
  
        job.setJarByClass(GetMinMaxKeyMapReduce.class);  
        job.setMapperClass(GetMinMaxKeyMap.class);  
        job.setReducerClass(GetMinMaxKeyReducer.class);  
  
        job.setMapOutputKeyClass(Text.class);  
        job.setMapOutputValueClass(Text.class);  
  
        job.setOutputKeyClass(Text.class);  
        job.setOutputValueClass(Text.class);  
          
        FileInputFormat.addInputPath(job, new Path("hdfs://bfdbjc1:12000/user/work/tables2/raw_kafka/l_date=2013-09-15"));  
        FileOutputFormat.setOutputPath(job, new Path("hdfs://bfdbjc1:12000/user/work/output/minmaxkey/"));  
          
        //Eclipse 本地提交  
        ((JobConf) job.getConfiguration()).setJar(jarFile.toString());  
          
        //等待任务运行完成  
        System.exit(job.waitForCompletion(true) ? 0 : 1);  
    }  
}
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