Hadoop中基于文件的数据格式（1）SequenceFile

来源：互联网发布：ubuntu wine qq2016 编辑：程序博客网时间：2024/05/01 05:23

1 概述

1 SequenceFile是Hadoop为例存储二进制的<k,v>而设计的一种平面文件。
2 SequenceFile的key和value是writable或者writable子类。
3 SequenceFile的存储不按照key排序，内部类Writer提供了append方法。
4 SequenceFile作为一个容器，可以将小文件打包到SequenceFile，高效对小文件进行存储和处理。

2 压缩类型

根据CompressionType的不同，有如下压缩类型
NONE：不压缩。每个记录有key长度、value长度、key、value组成，长度字段分别为4字节。
RECORD: 记录压缩。结构与NONE非常类似，用定义在头部的编码器压缩value，key不压缩。
BLOCK:块压缩。一次压缩多条记录，当记录字节数达到一个阈值则天际到块，io.seqfile.compress.blocksize控制。格式为：记录数，键长度，键，值长度，值。

分别对应Writer：

Writer : Uncompressed records
RecordCompressWriter : Record-compressed files, only compress values
BlockCompressWriter : Block-compressed files, both keys & values are collected in 'blocks' separately and compressed. The size of the 'block' is configurable

3 特点

优点

1 支持基于record和block的压缩

2 支持splittable，能够为Mapreduce作为输入分片

3 修改简单，只需要按照业务逻辑修改，不要考虑具体存储格式

缺点

合并后的文件不易查看。hadoop fs -cat看不到，hadoop fs -text可以看到。

4 代码

import java.io.IOException;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.IntWritable;import org.apache.hadoop.io.SequenceFile;import org.apache.hadoop.io.Text;import org.apache.hadoop.io.Writable;import org.apache.hadoop.util.ReflectionUtils;public class SequenceTest {public static final String Output_path = "hdfs://192.x.x.x:9000/a.txt";private static final String[] DATA = { "a", "b", "c", };@SuppressWarnings("deprecation")public static void write(String pathStr) throws IOException {Configuration conf = new Configuration();Path path = new Path(pathStr);FileSystem fs = path.getFileSystem(conf);SequenceFile.Writer writer = SequenceFile.createWriter(fs, conf, path,Text.class, IntWritable.class);Text key = new Text();IntWritable value = new IntWritable();for (int i = 0; i < DATA.length; i++) {key.set(DATA[i]);value.set(i);System.out.printf("[%s]\t%s\t%s\n", writer.getLength(), key, value);writer.append(key, value);}IOUtils.closeStream(writer);}@SuppressWarnings("deprecation")public static void read(String pathStr) throws IOException {Configuration conf = new Configuration();Path path = new Path(pathStr);FileSystem fs = path.getFileSystem(conf);SequenceFile.Reader reader = new SequenceFile.Reader(fs, new Path(pathStr), conf);Writable key = (Writable) ReflectionUtils.newInstance(reader.getKeyClass(), conf);Writable value = (Writable) ReflectionUtils.newInstance(reader.getValueClass(), conf);while (reader.next(key, value)) {System.out.printf("%s\t%s\n", key, value);}IOUtils.closeStream(reader);}public static void main(String[] args) throws IOException {write(Output_path);read(Output_path);}}

1 0