Hadoop Writable深度复制及读取任意序列文件

上次留了一个问题如何实现Writable的深度复制,上网找了下,还真有这个类,叫做WritableDeepCopier,可以在http://mvnrepository.com/artifact/org.apache.crunch/crunch/0.5.0-incubating进行下载;下载导入,然后编程调用,但是如何调用?网上找了很多,但是都没有例子,哎,还是自己摸索吧,结果搞了一点时间还是不行,调用出错。然后就去看源码,它的deepCopy方法可以直接借鉴即可

 public T More ...deepCopy(T source) {
50    ByteArrayOutputStream byteOutStream = new ByteArrayOutputStream();
51    DataOutputStream dataOut = new DataOutputStream(byteOutStream);
52    T copiedValue = null;
53    try {
54      source.write(dataOut);
55      dataOut.flush();
56      ByteArrayInputStream byteInStream = new ByteArrayInputStream(byteOutStream.toByteArray());
57      DataInput dataInput = new DataInputStream(byteInStream);
58      copiedValue = writableClass.newInstance();
59      copiedValue.readFields(dataInput);
60    } catch (Exception e) {
61      throw new CrunchRuntimeException("Error while deep copying " + source, e);
62    }
63    return copiedValue;
64  }
上面代码可以看出只要传入classWritable变量即可使用这个方法了,所以编写了下面的测试代码:

package mahout.fansy.utils.read;

import java.io.ByteArrayInputStream;
import java.io.ByteArrayOutputStream;
import java.io.DataInput;
import java.io.DataInputStream;
import java.io.DataOutputStream;
import java.io.IOException;
import java.net.URI;
import java.util.HashMap;
import java.util.Map;

import org.apache.crunch.CrunchRuntimeException;
import org.apache.crunch.types.writable.WritableDeepCopier;
import org.apache.hadoop.conf.Configuration;
import org.apache.hadoop.fs.FileSystem;
import org.apache.hadoop.fs.Path;
import org.apache.hadoop.io.IOUtils;
import org.apache.hadoop.io.SequenceFile;
import org.apache.hadoop.io.Writable;
import org.apache.hadoop.util.ReflectionUtils;

public class ReadArbiKV {
 
	/**
	 * 读取任意<key,value>序列文件
	 */
	public static Configuration conf=new Configuration();
	public static WritableDeepCopier<Writable> wdc;
	static String fPath="";
	static String trainPath="";
	static{
		conf.set("mapred.job.tracker", "ubuntu:9001");
		fPath="hdfs://ubuntu:9000/home/mahout/mahout-work-mahout/labelindex"; //  数据文件
	}
	public static void main(String[] args) throws IOException {
		readFromFile(fPath);
//		readFromFile(trainPath);
	}
	
	/**
	 * 读取序列文件
	 * @param fPath
	 * @return
	 * @throws IOException
	 */
	public static Map<Writable,Writable> readFromFile(String fPath) throws IOException{
		FileSystem fs = FileSystem.get(URI.create(fPath), conf);
	    Path path = new Path(fPath);
	    Map<Writable,Writable> map=new HashMap<Writable,Writable>();
	    SequenceFile.Reader reader = null;
	    try {
	      reader = new SequenceFile.Reader(fs, path, conf);
	      Writable key = (Writable)
	        ReflectionUtils.newInstance(reader.getKeyClass(), conf);
	      Writable value = (Writable)
	        ReflectionUtils.newInstance(reader.getValueClass(), conf);
	      @SuppressWarnings("unchecked")
		Class<Writable> writableClassK=(Class<Writable>) reader.getKeyClass();
	      @SuppressWarnings("unchecked")
		Class<Writable> writableClassV=(Class<Writable>) reader.getValueClass();
	      while (reader.next(key, value)) {
	    	 // 	Writable k=;  // 如何实现Writable的深度复制?
	    	  Writable k=deepCopy(key, writableClassK); // Writable 的深度复制
	    	  Writable v=deepCopy(value,writableClassV);
	          map.put(k, v);
	    //	  System.out.println(key.toString()+", "+value.toString());
	    //	  System.exit(-1);// 只打印第一条记录
	      }
	    } finally {
	      IOUtils.closeStream(reader);
	    }
	    return map;
	}
	
	/**
	 * Writable 的深度复制
	 * 引自WritableDeepCopier
	 * @param fPath
	 * @return
	 * @throws IOException
	 */
	public static Writable deepCopy(Writable source,Class<Writable> writableClass) {
		    ByteArrayOutputStream byteOutStream = new ByteArrayOutputStream();
		    DataOutputStream dataOut = new DataOutputStream(byteOutStream);
		    Writable copiedValue = null;
		   try {
		     source.write(dataOut);
		     dataOut.flush();
		      ByteArrayInputStream byteInStream = new ByteArrayInputStream(byteOutStream.toByteArray());
		     DataInput dataInput = new DataInputStream(byteInStream);
		     copiedValue = writableClass.newInstance();
		      copiedValue.readFields(dataInput);
		    } catch (Exception e) {
		     throw new CrunchRuntimeException("Error while deep copying " + source, e);
		    }
		    return copiedValue;
		  }

}

上面的代码初步测试ok,这个可以把任意的<key,value>的序列文件(虽说是任意,但是key和value还有实现Writable接口才行)进行读取,并且读取到一个Map类中。


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