package com.educoder.bigData.sharedbicycle;
import java.io.IOException;
import org.apache.hadoop.conf.Configuration;
import org.apache.hadoop.conf.Configured;
import org.apache.hadoop.hbase.client.Put;
import org.apache.hadoop.hbase.client.Result;
import org.apache.hadoop.hbase.client.Scan;
import org.apache.hadoop.hbase.io.ImmutableBytesWritable;
import org.apache.hadoop.hbase.mapreduce.TableMapReduceUtil;
import org.apache.hadoop.hbase.mapreduce.TableMapper;
import org.apache.hadoop.hbase.mapreduce.TableReducer;
import org.apache.hadoop.hbase.util.Bytes;
import org.apache.hadoop.io.IntWritable;
import org.apache.hadoop.io.Text;
import org.apache.hadoop.mapreduce.Job;
import org.apache.hadoop.util.Tool;
import com.educoder.bigData.util.HbaseUtil;
public class LineTotalMapReduce extends Configured implements Tool {
public static final byte[] family = "info".getBytes();
public static class MyMapper extends TableMapper {
protected void map(ImmutableBytesWritable rowKey, Result result, Context context)
throws IOException, InterruptedException {
String start_latitude = Bytes.toString(result.getValue(family, "start_latitude".getBytes()));
String start_longitude = Bytes.toString(result.getValue(family, "start_longitude".getBytes()));
String stop_latitude = Bytes.toString(result.getValue(family, "stop_latitude".getBytes()));
String stop_longitude = Bytes.toString(result.getValue(family, "stop_longitude".getBytes()));
String departure = Bytes.toString(result.getValue(family, "departure".getBytes()));
String destination = Bytes.toString(result.getValue(family, "destination".getBytes()));
IntWritable doubleWritable = new IntWritable(1);
context.write(new Text(start_latitude + "-" + start_longitude + "_" + stop_latitude + "-" + stop_longitude + "_" + departure + "-" + destination), doubleWritable);
}
}
public static class MyTableReducer extends TableReducer {
@Override
public void reduce(Text key, Iterable values, Context context)
throws IOException, InterruptedException {
int totalNum = 0;
for (IntWritable num : values) {
int d = num.get();
totalNum += d;
}
Put put = new Put(Bytes.toBytes(key.toString() + totalNum ));
put.addColumn(family, "lineTotal".getBytes(), Bytes.toBytes(String.valueOf(totalNum)));
context.write(null, put);
}
}
public int run(String[] args) throws Exception {
// 配置Job
Configuration conf = HbaseUtil.conf;
// Scanner sc = new Scanner(System.in);
// String arg1 = sc.next();
// String arg2 = sc.next();
String arg1 = "t_shared_bicycle";
String arg2 = "t_bicycle_linetotal";
try {
HbaseUtil.createTable(arg2, new String[] { "info" });
} catch (Exception e) {
// 创建表失败
e.printStackTrace();
}
Job job = configureJob(conf, new String[] { arg1, arg2 });
return job.waitForCompletion(true) ? 0 : 1;
}
private Job configureJob(Configuration conf, String[] args) throws IOException {
String tablename = args[0];
String targetTable = args[1];
Job job = new Job(conf, tablename);
Scan scan = new Scan();
scan.setCaching(300);
scan.setCacheBlocks(false);// 在mapreduce程序中千万不要设置允许缓存
// 初始化Mapreduce程序
TableMapReduceUtil.initTableMapperJob(tablename, scan, MyMapper.class, Text.class, IntWritable.class, job);
// 初始化Reduce
TableMapReduceUtil.initTableReducerJob(targetTable, // output table
MyTableReducer.class, // reducer class
job);
job.setNumReduceTasks(1);
return job;
}
}