共计 2251 个字符,预计需要花费 6 分钟才能阅读完成。
mapper
import org.apache.hadoop.io.IntWritable;
import org.apache.hadoop.io.LongWritable;
import org.apache.hadoop.io.Text;
import org.apache.hadoop.mapreduce.Mapper;
import java.io.IOException;
public class MavgaqiMapper extends Mapper<LongWritable, Text,Text,IntWritable> {
@Override | |
protected void map(LongWritable key, Text value, Context context) throws IOException, InterruptedException { | |
// 疏忽首行 | |
// 用 key 判断,第一行的 key 肯定是 0 | |
if (key.get()==0) {return;} | |
// 字符串类型转成 java 类型 | |
String data = value.toString(); | |
// 切片成数组,一共有 9 个元素 | |
String[] msgs = data.split(","); | |
if (!(msgs[6].equals("N/A"))){context.write(new Text(msgs[0]),new IntWritable(Integer.parseInt(msgs[6]))); | |
} | |
} |
}
reducer
import org.apache.hadoop.io.FloatWritable;
import org.apache.hadoop.io.IntWritable;
import org.apache.hadoop.io.Text;
import org.apache.hadoop.mapreduce.Reducer;
import java.io.IOException;
public class MavgaqiReducer extends Reducer<Text, IntWritable,Text, IntWritable> {
@Override | |
protected void reduce(Text key, Iterable<IntWritable> values, Context context) throws IOException, InterruptedException { | |
// 把解决的每一个 201601 的 value 值都加起来 | |
int total = 0; | |
int count = 0; | |
int avg = 0; | |
for (IntWritable v:values){ | |
// 把 IntWritable 类型转化为 int 型 | |
count++; | |
total += v.get();} | |
avg = total/count; | |
//total 由 int 类型变为 FloatWritable 类型 | |
context.write(key,new IntWritable(avg)); | |
} |
}
main
import org.apache.hadoop.conf.Configuration;
import org.apache.hadoop.fs.Path;
import org.apache.hadoop.io.FloatWritable;
import org.apache.hadoop.io.IntWritable;
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 MavgaqiMain {
public static void main(String[] args) throws Exception {Job job = Job.getInstance(new Configuration()); | |
// 程序主类 | |
job.setJarByClass(MavgaqiMain.class); | |
//Mapper 类的相干设置 | |
job.setMapperClass(MavgaqiMapper.class); | |
//Map 输入 key,[PerfectMoney 下载](https://www.gendan5.com/wallet/PerfectMoney.html)value 类型 | |
job.setMapOutputKeyClass(Text.class); | |
job.setMapOutputValueClass(IntWritable.class); | |
//Reducer 类的相干设置 | |
job.setReducerClass(MavgaqiReducer.class); | |
// 程序运行输入 key,value 类型 | |
job.setOutputKeyClass(Text.class); | |
job.setOutputValueClass(IntWritable.class); | |
// 设置输出,输入门路 | |
FileInputFormat.setInputPaths(job,new Path(args[0])); | |
FileOutputFormat.setOutputPath(job,new Path(args[1])); | |
// 提交工作,并期待工作运行实现 | |
job.waitForCompletion(true); | |
} |
}