admin:Breeze
使用MapReduce来统计图书馆的书籍数量,并且按照数量从上至下进行排序。
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.TextInputFormat;
import org.apache.hadoop.mapreduce.lib.output.TextOutputFormat;
import java.io.IOException;
public class LibraryBookCount {
public static class BookCountMapper extends Mapper<Object, Text, Text, IntWritable> {
private Text bookTitle = new Text();
private IntWritable count = new IntWritable(1);
public void map(Object key, Text value, Context context) throws IOException, InterruptedException {
// 解析每行文本,假设格式为 "书名 数量"
String[] parts = value.toString().split("\\s+");
if (parts.length == 2) {
bookTitle.set(parts[0]);
count.set(Integer.parseInt(parts[1]));
context.write(bookTitle, count);
}
}
}
public static class BookCountReducer 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 Exception {
Configuration conf = new Configuration();
Job job = Job.getInstance(conf, "Library Book Count");
job.setJarByClass(LibraryBookCount.class);
// 设置Mapper和Reducer类
job.setMapperClass(BookCountMapper.class);
job.setCombinerClass(BookCountReducer.class);
job.setReducerClass(BookCountReducer.class);
// 设置输入和输出格式
job.setInputFormatClass(TextInputFormat.class);
job.setOutputFormatClass(TextOutputFormat.class);
// 设置输出键值对类型
job.setOutputKeyClass(Text.class);
job.setOutputValueClass(IntWritable.class);
// 设置输入和输出路径
TextInputFormat.addInputPath(job, new Path(args[0]));
TextOutputFormat.setOutputPath(job, new Path(args[1]));
// 提交作业并等待完成
System.exit(job.waitForCompletion(true) ? 0 : 1);
}
}
BookCountMapper 类:解析每行文本,将书名作为键,数量作为值输出。
BookCountReducer 类:对相同书名的数量进行汇总。
main 方法:设置作业的各种参数,包括输入路径、输出路径、Mapper、Reducer等。
发表回复
要发表评论,您必须先登录。