Hadoop编程调用HDFS
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前言
HDFS 全称Hadoop分步文件系统(Hadoop Distributed File System),是Hadoop的核心部分之一。要实现MapReduce的分步式算法时,数据必需提前放在HDFS上。因此,对于HDFS的操作就变得非常重要。Hadoop的命令行,提供了一套完整命令接口,就像Linux命令一样方便使用。
不过,有时候我们还需要在程序中直接访问HDFS,我们可以通过API的方式进行HDFS操作。
目录
- 系统环境
- ls操作
- rmr操作
- mkdir操作
- copyFromLocal操作
- cat操作
- copyToLocal操作
- 创建一个新文件,并写入内容
1.系统环境
Hadoop集群环境
Linux Ubuntu 64bit Server 12.04.2 LTS
Java 1.6.0_29
Hadoop 1.1.2
如何搭建Hadoop集群环境?参考文章:Hadoop历史版本安装;
开发环境
Win7 64bit
Java 1.6.0_45
Maven 3
Hadoop 1.1.2
Eclipse Juno Service Release 2
如何用Maven搭建Win7的Hadoop开发环境? 请参考文章:用Maven构建Hadoop项目
注:hadoop-core-1.1.2.jar,已重新编译,已解决了Win远程调用Hadoop的问题,请参考文章:Hadoop历史版本安装
Hadooop命令行:java FsShell
~ hadoop fsUsage: java FsShell [-ls ] [-lsr ] [-du ] [-dus ] [-count[-q] ] [-mv ] [-cp ] [-rm [-skipTrash] ] [-rmr [-skipTrash] ] [-expunge] [-put ... ] [-copyFromLocal ... ] [-moveFromLocal ... ] [-get [-ignoreCrc] [-crc] ] [-getmerge [addnl]] [-cat ] [-text ] [-copyToLocal [-ignoreCrc] [-crc] ] [-moveToLocal [-crc] ] [-mkdir ] [-setrep [-R] [-w] ] [-touchz ] [-test -[ezd] ] [-stat [format] ] [-tail [-f] ] [-chmod [-R] PATH...] [-chown [-R] [OWNER][:[GROUP]] PATH...] [-chgrp [-R] GROUP PATH...] [-help [cmd]]
上面列出了30个命令,我只实现了一部分的HDFS的命令!
新建文件:HdfsDAO.java,用来调用HDFS的API。
public class HdfsDAO { //HDFS访问地址 private static final String HDFS = "hdfs://192.168.1.210:9000/"; public HdfsDAO(Configuration conf) { this(HDFS, conf); } public HdfsDAO(String hdfs, Configuration conf) { this.hdfsPath = hdfs; this.conf = conf; } //hdfs路径 private String hdfsPath; //Hadoop系统配置 private Configuration conf; //启动函数 public static void main(String[] args) throws IOException { JobConf conf = config(); HdfsDAO hdfs = new HdfsDAO(conf); hdfs.mkdirs("/tmp/new/two"); hdfs.ls("/tmp/new"); } //加载Hadoop配置文件 public static JobConf config(){ JobConf conf = new JobConf(HdfsDAO.class); conf.setJobName("HdfsDAO"); conf.addResource("classpath:/hadoop/core-site.xml"); conf.addResource("classpath:/hadoop/hdfs-site.xml"); conf.addResource("classpath:/hadoop/mapred-site.xml"); return conf; } //API实现 public void cat(String remoteFile) throws IOException {...} public void mkdirs(String folder) throws IOException {...} ...}
2.ls操作
说明:查看目录文件
对应Hadoop命令:
~ hadoop fs -ls /Found 3 itemsdrwxr-xr-x - conan supergroup 0 2013-10-03 05:03 /homedrwxr-xr-x - Administrator supergroup 0 2013-10-03 13:49 /tmpdrwxr-xr-x - conan supergroup 0 2013-10-03 09:11 /user
Java程序:
public void ls(String folder) throws IOException { Path path = new Path(folder); FileSystem fs = FileSystem.get(URI.create(hdfsPath), conf); FileStatus[] list = fs.listStatus(path); System.out.println("ls: " + folder); System.out.println("=========================================================="); for (FileStatus f : list) { System.out.printf("name: %s, folder: %s, size: %d\n", f.getPath(), f.isDir(), f.getLen()); } System.out.println("=========================================================="); fs.close(); } public static void main(String[] args) throws IOException { JobConf conf = config(); HdfsDAO hdfs = new HdfsDAO(conf); hdfs.ls("/"); }
控制台输出:
ls: /==========================================================name: hdfs://192.168.1.210:9000/home, folder: true, size: 0name: hdfs://192.168.1.210:9000/tmp, folder: true, size: 0name: hdfs://192.168.1.210:9000/user, folder: true, size: 0==========================================================
3.mkdir操作
说明:创建目录,可以创建多级目录
对应Hadoop命令:
~ hadoop fs -mkdir /tmp/new/one~ hadoop fs -ls /tmp/newFound 1 itemsdrwxr-xr-x - conan supergroup 0 2013-10-03 15:35 /tmp/new/one
Java程序:
public void mkdirs(String folder) throws IOException { Path path = new Path(folder); FileSystem fs = FileSystem.get(URI.create(hdfsPath), conf); if (!fs.exists(path)) { fs.mkdirs(path); System.out.println("Create: " + folder); } fs.close(); } public static void main(String[] args) throws IOException { JobConf conf = config(); HdfsDAO hdfs = new HdfsDAO(conf); hdfs.mkdirs("/tmp/new/two"); hdfs.ls("/tmp/new"); }
控制台输出:
Create: /tmp/new/twols: /tmp/new==========================================================name: hdfs://192.168.1.210:9000/tmp/new/one, folder: true, size: 0name: hdfs://192.168.1.210:9000/tmp/new/two, folder: true, size: 0==========================================================
4.rmr操作
说明:删除目录和文件
对应Hadoop命令:
~ hadoop fs -rmr /tmp/new/oneDeleted hdfs://master:9000/tmp/new/one~ hadoop fs -ls /tmp/newFound 1 itemsdrwxr-xr-x - Administrator supergroup 0 2013-10-03 15:38 /tmp/new/two
Java程序:
public void rmr(String folder) throws IOException { Path path = new Path(folder); FileSystem fs = FileSystem.get(URI.create(hdfsPath), conf); fs.deleteOnExit(path); System.out.println("Delete: " + folder); fs.close(); } public static void main(String[] args) throws IOException { JobConf conf = config(); HdfsDAO hdfs = new HdfsDAO(conf); hdfs.rmr("/tmp/new/two"); hdfs.ls("/tmp/new"); }
控制台输出:
Delete: /tmp/new/twols: /tmp/new====================================================================================================================
5.copyFromLocal操作
说明:复制本地系统到HDFS
对应Hadoop命令:
~ hadoop fs -copyFromLocal /home/conan/datafiles/item.csv /tmp/new/~ hadoop fs -ls /tmp/new/Found 1 items-rw-r--r-- 1 conan supergroup 210 2013-10-03 16:07 /tmp/new/item.csv
Java程序:
public void copyFile(String local, String remote) throws IOException { FileSystem fs = FileSystem.get(URI.create(hdfsPath), conf); fs.copyFromLocalFile(new Path(local), new Path(remote)); System.out.println("copy from: " + local + " to " + remote); fs.close(); } public static void main(String[] args) throws IOException { JobConf conf = config(); HdfsDAO hdfs = new HdfsDAO(conf); hdfs.copyFile("datafile/randomData.csv", "/tmp/new"); hdfs.ls("/tmp/new"); }
控制台输出:
copy from: datafile/randomData.csv to /tmp/newls: /tmp/new==========================================================name: hdfs://192.168.1.210:9000/tmp/new/item.csv, folder: false, size: 210name: hdfs://192.168.1.210:9000/tmp/new/randomData.csv, folder: false, size: 36655==========================================================
6.cat操作
说明:查看文件内容
对应Hadoop命令:
~ hadoop fs -cat /tmp/new/item.csv1,101,5.01,102,3.01,103,2.52,101,2.02,102,2.52,103,5.02,104,2.03,101,2.53,104,4.03,105,4.53,107,5.04,101,5.04,103,3.04,104,4.54,106,4.05,101,4.05,102,3.05,103,2.05,104,4.05,105,3.55,106,4.0
Java程序:
public void cat(String remoteFile) throws IOException { Path path = new Path(remoteFile); FileSystem fs = FileSystem.get(URI.create(hdfsPath), conf); FSDataInputStream fsdis = null; System.out.println("cat: " + remoteFile); try { fsdis =fs.open(path); IOUtils.copyBytes(fsdis, System.out, 4096, false); } finally { IOUtils.closeStream(fsdis); fs.close(); } } public static void main(String[] args) throws IOException { JobConf conf = config(); HdfsDAO hdfs = new HdfsDAO(conf); hdfs.cat("/tmp/new/item.csv"); }
控制台输出:
cat: /tmp/new/item.csv1,101,5.01,102,3.01,103,2.52,101,2.02,102,2.52,103,5.02,104,2.03,101,2.53,104,4.03,105,4.53,107,5.04,101,5.04,103,3.04,104,4.54,106,4.05,101,4.05,102,3.05,103,2.05,104,4.05,105,3.55,106,4.0
7.copyToLocal操作
说明:从HDFS复制文件到本地操作系统
对应Hadoop命令:
~ hadoop fs -copyToLocal /tmp/new/item.csv /home/conan/datafiles/tmp/~ ls -l /home/conan/datafiles/tmp/-rw-rw-r-- 1 conan conan 210 Oct 3 16:16 item.csv
Java程序:
public void download(String remote, String local) throws IOException { Path path = new Path(remote); FileSystem fs = FileSystem.get(URI.create(hdfsPath), conf); fs.copyToLocalFile(path, new Path(local)); System.out.println("download: from" + remote + " to " + local); fs.close(); } public static void main(String[] args) throws IOException { JobConf conf = config(); HdfsDAO hdfs = new HdfsDAO(conf); hdfs.download("/tmp/new/item.csv", "datafile/download"); File f = new File("datafile/download/item.csv"); System.out.println(f.getAbsolutePath()); }
控制台输出:
2013-10-12 17:17:32 org.apache.hadoop.util.NativeCodeLoader 警告: Unable to load native-hadoop library for your platform... using builtin-java classes where applicabledownload: from/tmp/new/item.csv to datafile/downloadD:\workspace\java\myMahout\datafile\download\item.csv
8.创建一个新文件,并写入内容
说明:创建一个新文件,并写入内容
1. touchz:可以用来创建一个新文件,或者修改文件的时间戳。
2. 写入内容没有对应命令。
对应Hadoop命令:
~ hadoop fs -touchz /tmp/new/empty~ hadoop fs -ls /tmp/newFound 3 items-rw-r--r-- 1 conan supergroup 0 2013-10-03 16:24 /tmp/new/empty-rw-r--r-- 1 conan supergroup 210 2013-10-03 16:07 /tmp/new/item.csv-rw-r--r-- 3 Administrator supergroup 36655 2013-10-03 16:09 /tmp/new/randomData.csv~ hadoop fs -cat /tmp/new/empty
Java程序:
public void createFile(String file, String content) throws IOException { FileSystem fs = FileSystem.get(URI.create(hdfsPath), conf); byte[] buff = content.getBytes(); FSDataOutputStream os = null; try { os = fs.create(new Path(file)); os.write(buff, 0, buff.length); System.out.println("Create: " + file); } finally { if (os != null) os.close(); } fs.close(); } public static void main(String[] args) throws IOException { JobConf conf = config(); HdfsDAO hdfs = new HdfsDAO(conf); hdfs.createFile("/tmp/new/text", "Hello world!!"); hdfs.cat("/tmp/new/text"); }
控制台输出:
Create: /tmp/new/textcat: /tmp/new/textHello world!!
完整的文件为HdfsDAO.java
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