hadoop解决中文输出乱码

hadoop涉及输出文本的默认输出编码统一用没有BOM的UTF-8的形式，但是对于中文的输出window系统默认的是GBK，有些格式文件例如CSV格式的文件用excel打开输出编码为没有BOM的UTF-8文件时，输出的结果为乱码，只能由UE或者记事本打开才能正常显示。因此将hadoop默认输出编码更改为GBK成为非常常见的需求。

job.setOutputFormatClass(TextOutputFormat.class);

TextOutputFormat.class

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 * distributed with this work for additional information
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 * to you under the Apache License, Version 2.0 (the
 * "License"); you may not use this file except in compliance
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package org.apache.hadoop.mapreduce.lib.output;

import java.io.DataOutputStream;
import java.io.IOException;
import java.io.UnsupportedEncodingException;

import org.apache.hadoop.classification.InterfaceAudience;
import org.apache.hadoop.classification.InterfaceStability;
import org.apache.hadoop.conf.Configuration;
import org.apache.hadoop.fs.FileSystem;
import org.apache.hadoop.fs.Path;
import org.apache.hadoop.fs.FSDataOutputStream;

import org.apache.hadoop.io.NullWritable;
import org.apache.hadoop.io.Text;
import org.apache.hadoop.io.compress.CompressionCodec;
import org.apache.hadoop.io.compress.GzipCodec;
import org.apache.hadoop.mapreduce.OutputFormat;
import org.apache.hadoop.mapreduce.RecordWriter;
import org.apache.hadoop.mapreduce.TaskAttemptContext;
import org.apache.hadoop.util.*;

/** An {@link OutputFormat} that writes plain text files. */
@InterfaceAudience.Public
@InterfaceStability.Stable
public class TextOutputFormat<K, V> extends FileOutputFormat<K, V> {
  public static String SEPERATOR = "mapreduce.output.textoutputformat.separator";
  protected static class LineRecordWriter<K, V>
    extends RecordWriter<K, V> {
    private static final String utf8 = "UTF-8";  // 将UTF-8转换成GBK 
    private static final byte[] newline;
    static {
      try {
        newline = "\n".getBytes(utf8);
      } catch (UnsupportedEncodingException uee) {
        throw new IllegalArgumentException("can't find " + utf8 + " encoding");
      }
    }

    protected DataOutputStream out;
    private final byte[] keyValueSeparator;

    public LineRecordWriter(DataOutputStream out, String keyValueSeparator) {
      this.out = out;
      try {
        this.keyValueSeparator = keyValueSeparator.getBytes(utf8);
      } catch (UnsupportedEncodingException uee) {
        throw new IllegalArgumentException("can't find " + utf8 + " encoding");
      }
    }

    public LineRecordWriter(DataOutputStream out) {
      this(out, "\t");
    }

    /**
     * Write the object to the byte stream, handling Text as a special
     * case.
     * @param o the object to print
     * @throws IOException if the write throws, we pass it on
     */
    private void writeObject(Object o) throws IOException {
      if (o instanceof Text) {
        Text to = (Text) o;   // 将此行代码注释掉
        out.write(to.getBytes(), 0, to.getLength());  // 将此行代码注释掉
      } else { // 将此行代码注释掉      
        out.write(o.toString().getBytes(utf8));
      }
    }

    public synchronized void write(K key, V value)
      throws IOException {

      boolean nullKey = key == null || key instanceof NullWritable;
      boolean nullValue = value == null || value instanceof NullWritable;
      if (nullKey && nullValue) {
        return;
      }
      if (!nullKey) {
        writeObject(key);
      }
      if (!(nullKey || nullValue)) {
        out.write(keyValueSeparator);
      }
      if (!nullValue) {
        writeObject(value);
      }
      out.write(newline);
    }

    public synchronized 
    void close(TaskAttemptContext context) throws IOException {
      out.close();
    }
  }

  public RecordWriter<K, V> 
         getRecordWriter(TaskAttemptContext job
                         ) throws IOException, InterruptedException {
    Configuration conf = job.getConfiguration();
    boolean isCompressed = getCompressOutput(job);
    String keyValueSeparator= conf.get(SEPERATOR, "\t");
    CompressionCodec codec = null;
    String extension = "";
    if (isCompressed) {
      Class<? extends CompressionCodec> codecClass = 
        getOutputCompressorClass(job, GzipCodec.class);
      codec = (CompressionCodec) ReflectionUtils.newInstance(codecClass, conf);
      extension = codec.getDefaultExtension();
    }
    Path file = getDefaultWorkFile(job, extension);
    FileSystem fs = file.getFileSystem(conf);
    if (!isCompressed) {
      FSDataOutputStream fileOut = fs.create(file, false);
      return new LineRecordWriter<K, V>(fileOut, keyValueSeparator);
    } else {
      FSDataOutputStream fileOut = fs.create(file, false);
      return new LineRecordWriter<K, V>(new DataOutputStream
                                        (codec.createOutputStream(fileOut)),
                                        keyValueSeparator);
    }
  }
}

从上述代码的第48行可以看出hadoop已经限定此输出格式统一为UTF-8，因此为了改变hadoop的输出代码的文本编码只需定义一个和TextOutputFormat相同的类GbkOutputFormat同样继承FileOutputFormat（注意是org.apache.hadoop.mapreduce.lib.output.FileOutputFormat）即可，如下代码：

import java.io.DataOutputStream;
import java.io.IOException;
import java.io.UnsupportedEncodingException;

import org.apache.hadoop.classification.InterfaceAudience;
import org.apache.hadoop.classification.InterfaceStability;
import org.apache.hadoop.conf.Configuration;
import org.apache.hadoop.fs.FileSystem;
import org.apache.hadoop.fs.Path;
import org.apache.hadoop.fs.FSDataOutputStream;

import org.apache.hadoop.io.NullWritable;
import org.apache.hadoop.io.Text;
import org.apache.hadoop.io.compress.CompressionCodec;
import org.apache.hadoop.io.compress.GzipCodec;
import org.apache.hadoop.mapreduce.OutputFormat;
import org.apache.hadoop.mapreduce.RecordWriter;
import org.apache.hadoop.mapreduce.TaskAttemptContext;
import org.apache.hadoop.mapreduce.lib.output.FileOutputFormat;
import org.apache.hadoop.util.*;

@InterfaceAudience.Public
@InterfaceStability.Stable
public class GbkOutputFormat<K, V> extends FileOutputFormat<K, V> {
  public static String SEPERATOR = "mapreduce.output.textoutputformat.separator";
  protected static class LineRecordWriter<K, V>
    extends RecordWriter<K, V> {
    private static final String utf8 = "GBK";
    private static final byte[] newline;
    static {
      try {
        newline = "\n".getBytes(utf8);
      } catch (UnsupportedEncodingException uee) {
        throw new IllegalArgumentException("can't find " + utf8 + " encoding");
      }
    }

    protected DataOutputStream out;
    private final byte[] keyValueSeparator;

    public LineRecordWriter(DataOutputStream out, String keyValueSeparator) {
      this.out = out;
      try {
        this.keyValueSeparator = keyValueSeparator.getBytes(utf8);
      } catch (UnsupportedEncodingException uee) {
        throw new IllegalArgumentException("can't find " + utf8 + " encoding");
      }
    }

    public LineRecordWriter(DataOutputStream out) {
      this(out, "\t");
    }

    /**
     * Write the object to the byte stream, handling Text as a special
     * case.
     * @param o the object to print
     * @throws IOException if the write throws, we pass it on
     */
    private void writeObject(Object o) throws IOException {
      if (o instanceof Text) {
//        Text to = (Text) o;
//        out.write(to.getBytes(), 0, to.getLength());
//      } else {
        out.write(o.toString().getBytes(utf8));
      }
    }

    public synchronized void write(K key, V value)
      throws IOException {

      boolean nullKey = key == null || key instanceof NullWritable;
      boolean nullValue = value == null || value instanceof NullWritable;
      if (nullKey && nullValue) {
        return;
      }
      if (!nullKey) {
        writeObject(key);
      }
      if (!(nullKey || nullValue)) {
        out.write(keyValueSeparator);
      }
      if (!nullValue) {
        writeObject(value);
      }
      out.write(newline);
    }

    public synchronized 
    void close(TaskAttemptContext context) throws IOException {
      out.close();
    }
  }

  public RecordWriter<K, V> 
         getRecordWriter(TaskAttemptContext job
                         ) throws IOException, InterruptedException {
    Configuration conf = job.getConfiguration();
    boolean isCompressed = getCompressOutput(job);
    String keyValueSeparator= conf.get(SEPERATOR, "\t");
    CompressionCodec codec = null;
    String extension = "";
    if (isCompressed) {
      Class<? extends CompressionCodec> codecClass = 
        getOutputCompressorClass(job, GzipCodec.class);
      codec = (CompressionCodec) ReflectionUtils.newInstance(codecClass, conf);
      extension = codec.getDefaultExtension();
    }
    Path file = getDefaultWorkFile(job, extension);
    FileSystem fs = file.getFileSystem(conf);
    if (!isCompressed) {
      FSDataOutputStream fileOut = fs.create(file, false);
      return new LineRecordWriter<K, V>(fileOut, keyValueSeparator);
    } else {
      FSDataOutputStream fileOut = fs.create(file, false);
      return new LineRecordWriter<K, V>(new DataOutputStream
                                        (codec.createOutputStream(fileOut)),
                                        keyValueSeparator);
    }
  }
}

最后将输出编码类型设置成GbkOutputFormat.class，如：

job.setOutputFormatClass(GbkOutputFormat.class);