Mapreduce实例-Top Key
2024-09-22 05:33:41
1 public class TopK extends Configured implements Tool { public static class TopKMapper extends Mapper<Object, Text, NullWritable, LongWritable> { public static final int K = 100;
private TreeMap<Long, Long> tm = new TreeMap<Long, Long>(); @Override
protected void map(Object key, Text value, Context context) throws IOException, InterruptedException {
try {
long k = Integer.parseInt(value.toString().substring(0, 9));
tm.put(k, k);
if (tm.size() > K) {
tm.remove(tm.firstKey());
}
} catch (Exception e) {
context.getCounter("TopK", "errorlog").increment(1);
}
} @Override
protected void cleanup(Context context) throws IOException, InterruptedException {
for (Long text : tm.values()) {
context.write(NullWritable.get(), new LongWritable(text));
}
}
} public static class TopKReducer extends Reducer<NullWritable, LongWritable, NullWritable, LongWritable> { public static final int K = 100;
private TreeMap<Long, Long> mt = new TreeMap<Long, Long>(); @Override
protected void reduce(NullWritable key, Iterable<LongWritable> values, Context context)
throws IOException, InterruptedException {
for (LongWritable value : values) {
mt.put(value.get(), value.get());
if (mt.size() > K) {
mt.remove(mt.firstKey());
}
}
for (Long val : mt.descendingKeySet()) {
context.write(NullWritable.get(), new LongWritable(val));
}
} } @Override
public int run(String[] args) throws Exception {
Configuration conf = getConf();
Job job = new Job(conf, "TopKNum");
job.setOutputKeyClass(NullWritable.class);
job.setOutputValueClass(LongWritable.class);
job.setMapperClass(TopKMapper.class);
job.setReducerClass(TopKReducer.class);
job.setJarByClass(TopK.class);
FileInputFormat.setInputPaths(job, new Path(args[0]));
FileOutputFormat.setOutputPath(job, new Path(args[1]));
job.setInputFormatClass(TextInputFormat.class);
job.setOutputFormatClass(TextOutputFormat.class); return job.waitForCompletion(true) ? 0 : 1;
} public static void main(String[] args) throws IOException, InterruptedException {
try {
if (args.length < 2) {
System.err.println("ERROR: Parameter format length ");
System.exit(0);
}
int ret = ToolRunner.run(new TopK(), args);
System.exit(ret);
} catch (Exception e) {
e.printStackTrace();
}
}
}
上面是求最大100个,如果求最小的100 个数,改map和reduce中的mt.remove(mt.firstKey());为mt.remove(mt.lastKey())
来自:http://blog.csdn.net/liuzhoulong/article/details/11175381
最新文章
- AngularJs的$http发送POST请求,php无法接收Post的数据解决方案
- web form 复合控件
- Vue.js进阶
- 【网络流24题】No. 17 运输问题 (费用流)
- 移植openssh到nuc951 evb板
- Node填坑教程——HelloWorld
- ListNode线性表
- 如何解决Visual Studio2012 与此版本的Windows不兼容
- 如何在一个项目中同时包含mvc建站、webapi接口
- HTTP 错误码
- 走进javascript——重拾数组
- VMware 15 pro虚拟机
- 打开控制台F12弹出弹窗
- pyspider爬一批文章保存到word中
- 任意格式视频转MP4格式
- mysql linux 安装卸载
- Oracle 12C -- Plug in a Non-CDB as a PDB
- Python学习-1.安装Python
- 最全的HTTP 响应状态码列表!
- vlc源码分析(三) 调用live555接收RTSP数据
热门文章
- PostgreSQL各命令行工具功能说明
- XStream转换Java对象与XML
- 用VC资源动态链接库解决国际化问题
- 使用 NuGet 更新套件時將 jQuery 升級到 2.0.2 應該如何降級
- Python脚本报错AttributeError: 'module' object has no attribute 'maketrans'
- Spring 反射注入+全注解注入
- FFmpeg深入分析之零-基础
- ubuntu12.04-server版 倒腾
- Win8 下配置Java开发环境
- Asp.net FileUpload+Image制作头像效果