1.计算出10月1日这天每小时的载客量
JobMain
代码语言:javascript复制package input.mapreduceT1;
import org.apache.hadoop.conf.Configuration;
import org.apache.hadoop.fs.Path;
import org.apache.hadoop.io.LongWritable;
import org.apache.hadoop.io.Text;
import org.apache.hadoop.mapreduce.Job;
import org.apache.hadoop.mapreduce.lib.input.FileInputFormat;
import org.apache.hadoop.mapreduce.lib.output.FileOutputFormat;
public class JobMain {
//该方法用于指定一个job任务
public static void main(String[] args) throws Exception {
Job job = Job.getInstance(new Configuration(), "taxi");
//设置驱动方法
job.setJarByClass(JobMain.class);
//设置map,reduce
job.setMapperClass(WordCountMapper.class);
job.setReducerClass(WordCountReducer.class);
//设置map
job.setMapOutputKeyClass(Text.class);
job.setMapOutputValueClass(Text.class);
//设置reduce
job.setOutputKeyClass(Text.class);
job.setOutputValueClass(Text.class);
//输入输出路径
FileInputFormat.addInputPath(job,new Path("F:\Personal\Desktop\day05\代码\day05_mapreduce\src\main\java\租车\1.txt"));
FileOutputFormat.setOutputPath(job,new Path("F:\Personal\Desktop\day05\代码\day05_mapreduce\src\main\java\output\Test1.5"));
boolean b = job.waitForCompletion(true);
System.exit(b?0:1);
}
}
WordCountMapper
代码语言:javascript复制package input.mapreduceT1;
import org.apache.hadoop.io.LongWritable;
import org.apache.hadoop.io.Text;
import org.apache.hadoop.mapreduce.Mapper;
import java.io.IOException;
/*
四个泛型解释:
KEYIN :K1的类型
VALUEIN: V1的类型
KEYOUT: K2的类型
VALUEOUT: V2的类型
*/
public class WordCountMapper extends Mapper<LongWritable, Text,Text,Text>{
@Override
protected void map(LongWritable key, Text value, Context context) throws IOException, InterruptedException {
//214704,4,2,20121001081102,116.5546341,39.9706421,0,128,1
//车机标识,触发事件,运营状态,GPS时间,GPS经度,GPS纬度,GPS速度,GPS方向,GPS状态
String[] split = value.toString().split(",");
if (split.length >= 4){
//上车
if ("1".equals(split[1])){
//10月1日
String date = split[3].substring(0, 10);
//判断GPS是否有效
if (split[8].equals("1")){
if (date.substring(0, 8).endsWith("1001")){
//key是车牌号 每小时
context.write(new Text(date.substring(8,10)),value); }
}
}
}
//key GPS时间_车机标识 value 1
}
}
WordCountReducer
代码语言:javascript复制package input.mapreduceT1;
import org.apache.hadoop.io.LongWritable;
import org.apache.hadoop.io.Text;
import org.apache.hadoop.mapreduce.Reducer;
import java.io.IOException;
import java.util.ArrayList;
import java.util.HashMap;
/*
四个泛型解释:
KEYIN: K2类型
VALULEIN: V2类型
KEYOUT: K3类型
VALUEOUT:V3类型
*/
public class WordCountReducer extends Reducer<Text,Text,Text,Text>{
@Override
protected void reduce(Text key, Iterable<Text> values, Context context) throws IOException, InterruptedException {
/**
* 载客量
*/
int CarryingCapacity=0;
HashMap<String, ArrayList<String>> map = new HashMap<>();
ArrayList<String> list = new ArrayList<>();
for (Text value : values) {
String[] split = value.toString().split(",");
if (split[2].equals("1")){
CarryingCapacity ;
}
}
context.write(key,new Text(CarryingCapacity ""));
//每小时每个车载客量
}
}