Hadoop中基于文件的数据格式(1)SequenceFile

    xiaoxiao2025-10-23  7

    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 recordsRecordCompressWriter : Record-compressed files, only compress valuesBlockCompressWriter : 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); } }
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