1)需求
过滤输入的log日志中是否包含atguigu
(1)包含atguigu的网站输出到e:/atguigu.log
(2)不包含atguigu的网站输出到e:/other.log
2)输入数据
http://www.baidu.com http://www.google.com
http://cn.bing.com
http://www.atguigu.com
http://www.sohu.com
http://www.sina.com
http://www.sin2a.com
http://www.sin2desa.com
http://www.sindsafa.com
输出预期:
1:http://www.atguigu.com
2:
http://cn.bing.com http://www.baidu.com
http://www.google.com
http://www.sin2a.com
http://www.sin2desa.com
http://www.sina.com
http://www.sindsafa.com
http://www.sohu.com
3)具体程序:
(1)自定义一个outputformat
package com.atguigu.mapreduce.outputformat; import java.io.IOException; import org.apache.hadoop.io.NullWritable; import org.apache.hadoop.io.Text; import org.apache.hadoop.mapreduce.RecordWriter; import org.apache.hadoop.mapreduce.TaskAttemptContext; import org.apache.hadoop.mapreduce.lib.output.FileOutputFormat;
public class FilterOutputFormat extends FileOutputFormat<Text, NullWritable>{
@Override public RecordWriter<Text, NullWritable> getRecordWriter(TaskAttemptContext job) throws IOException, InterruptedException {
// 创建一个RecordWriter return new FilterRecordWriter(job); } } |
(2)具体的写数据RecordWriter
package com.atguigu.mapreduce.outputformat; import java.io.IOException; import org.apache.hadoop.fs.FSDataOutputStream; import org.apache.hadoop.fs.FileSystem; import org.apache.hadoop.fs.Path; import org.apache.hadoop.io.NullWritable; import org.apache.hadoop.io.Text; import org.apache.hadoop.mapreduce.RecordWriter; import org.apache.hadoop.mapreduce.TaskAttemptContext;
public class FilterRecordWriter extends RecordWriter<Text, NullWritable> { FSDataOutputStream atguiguOut = null; FSDataOutputStream otherOut = null;
public FilterRecordWriter(TaskAttemptContext job) { // 1 获取文件系统 FileSystem fs;
try { fs = FileSystem.get(job.getConfiguration());
// 2 创建输出文件路径 Path atguiguPath = new Path("e:/atguigu.log"); Path otherPath = new Path("e:/other.log");
// 3 创建输出流 atguiguOut = fs.create(atguiguPath); otherOut = fs.create(otherPath); } catch (IOException e) { e.printStackTrace(); } }
@Override public void write(Text key, NullWritable value) throws IOException, InterruptedException {
// 判断是否包含“atguigu”输出到不同文件 if (key.toString().contains("atguigu")) { atguiguOut.write(key.toString().getBytes()); } else { otherOut.write(key.toString().getBytes()); } }
@Override public void close(TaskAttemptContext context) throws IOException, InterruptedException { // 关闭资源 if (atguiguOut != null) { atguiguOut.close(); }
if (otherOut != null) { otherOut.close(); } } } |
(3)编写FilterMapper
package com.atguigu.mapreduce.outputformat; import java.io.IOException; import org.apache.hadoop.io.LongWritable; import org.apache.hadoop.io.NullWritable; import org.apache.hadoop.io.Text; import org.apache.hadoop.mapreduce.Mapper;
public class FilterMapper extends Mapper<LongWritable, Text, Text, NullWritable>{
Text k = new Text();
@Override protected void map(LongWritable key, Text value, Context context) throws IOException, InterruptedException { // 1 获取一行 String line = value.toString();
k.set(line);
// 3 写出 context.write(k, NullWritable.get()); } } |
(4)编写FilterReducer
package com.atguigu.mapreduce.outputformat; import java.io.IOException; import org.apache.hadoop.io.NullWritable; import org.apache.hadoop.io.Text; import org.apache.hadoop.mapreduce.Reducer;
public class FilterReducer extends Reducer<Text, NullWritable, Text, NullWritable> {
@Override protected void reduce(Text key, Iterable<NullWritable> values, Context context) throws IOException, InterruptedException {
String k = key.toString(); k = k + "\r\n";
context.write(new Text(k), NullWritable.get()); } } |
(5)编写FilterDriver
package com.atguigu.mapreduce.outputformat; import org.apache.hadoop.conf.Configuration; import org.apache.hadoop.fs.Path; import org.apache.hadoop.io.NullWritable; 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 FilterDriver { public static void main(String[] args) throws Exception {
args = new String[] { "e:/input/inputoutputformat", "e:/output2" };
Configuration conf = new Configuration();
Job job = Job.getInstance(conf);
job.setJarByClass(FilterDriver.class); job.setMapperClass(FilterMapper.class); job.setReducerClass(FilterReducer.class);
job.setMapOutputKeyClass(Text.class); job.setMapOutputValueClass(NullWritable.class);
job.setOutputKeyClass(Text.class); job.setOutputValueClass(NullWritable.class);
// 要将自定义的输出格式组件设置到job中 job.setOutputFormatClass(FilterOutputFormat.class);
FileInputFormat.setInputPaths(job, new Path(args[0]));
// 虽然我们自定义了outputformat,但是因为我们的outputformat继承自fileoutputformat // 而fileoutputformat要输出一个_SUCCESS文件,所以,在这还得指定一个输出目录 FileOutputFormat.setOutputPath(job, new Path(args[1]));
boolean result = job.waitForCompletion(true); System.exit(result ? 0 : 1); } } |