Hadoop HDFS的Java API使用

忘是亡心i 2022-02-24 04:06 275阅读 0赞

### 前言 ###

在前面的章节中[Hadoop Shell 命令 与 WordCount][Hadoop Shell _ _ WordCount]. 我们介绍了经常使用的HDFS经常使用的Shell命令. 本章我们讲解下 Hadoop的HDFS Java API.

本文相关代码, 可在我的Github项目 [https://github.com/SeanYanxml/bigdata/][https_github.com_SeanYanxml_bigdata] 目录下可以找到. PS: (如果觉得项目不错, 可以给我一个Star.)

--------------------

### 正文 - 简单示例(上传/下载) ###

*  Pom.xml(导入需要的Jar包)

使用Java操作HDFS之前, 我们需要先导入相应的Jar包. 如果你使用过Maven, 那么操作将会非常简单. (如果你没有使用过Maven, 那么手动将HadoopClient依赖的包下载到本地, 然后导入.) 注意, Jar包版本尽量要高于你`Hadoop`安装的版本.

<project xmlns="http://maven.apache.org/POM/4.0.0" xmlns:xsi="http://www.w3.org/2001/XMLSchema-instance"
    	xsi:schemaLocation="http://maven.apache.org/POM/4.0.0 http://maven.apache.org/xsd/maven-4.0.0.xsd">
    	<modelVersion>4.0.0</modelVersion>
    	<parent>
    		<groupId>com.yanxml</groupId>
    		<artifactId>bigdata</artifactId>
    		<version>0.0.1-SNAPSHOT</version>
    	</parent>
    	<artifactId>hadoop</artifactId>
    
    	<dependencies>
    		
    		<dependency>
    			<groupId>org.apache.hadoop</groupId>
    			<artifactId>hadoop-client</artifactId>
    			<version>2.7.5</version>
    		</dependency>
    		
    		
    		<dependency>
    			<groupId>junit</groupId>
    			<artifactId>junit</artifactId>
    			<version>4.12</version>
    			<scope>test</scope>
    		</dependency>
    
    	</dependencies>
    
    </project>

*  HdfsClientDemo.java  
    下方的例子中主要包括3个部分.(1. 获取FS 2. 上传 3. 下载)

package com.yanxml.bigdata.hadoop.hdfs.simple;
    
    import java.io.IOException;
    import java.net.URI;
    
    import org.apache.hadoop.conf.Configuration;
    import org.apache.hadoop.fs.FileSystem;
    import org.apache.hadoop.fs.Path;
    import org.junit.Before;
    import org.junit.Test;
    
    /**
     * Hadoop HDFS 的Java API.
     * 
     * 客户端去操作Hdfs时, 是有一个用户身份的
     * 默认情况下, hdfs客户端API会从jvm中获取一个参数作为自己的身份, -DHADOOP_USER_NAME=hadoop
     * 
     * 也可以咋构造客户端fs对象时, 通过参数传递进去.
     * */
    public class HdfsClientDemo {
    	FileSystem fs = null;
    	
    	@Before
    	public void init(){
    		
    		Configuration conf = new Configuration();
    //		conf.set("fs.defaultFS", "hdfs://localhost:9000");
    		// 拿到一个文件操作系统的客户端实例对象
    		try {
    //			fs = FileSystem.get(conf);
    			// 直接传入URL 与用户证明
    			fs = FileSystem.get(new URI("hdfs://localhost:9000"), conf, "Sean");
    		} catch (Exception e) {
    			e.printStackTrace();
    		}
    		
    	}
    	
    	// 测试上传
    	@Test
    	public void testUpload(){
    		try {
    //			Thread.sleep(1000000);
    			fs.copyFromLocalFile(new Path("/Users/Sean/Desktop/hello.sh"), new Path("/"+System.currentTimeMillis()));
    		} catch (IllegalArgumentException e) {
    			e.printStackTrace();
    		} catch (IOException e) {
    			e.printStackTrace();
    		}catch (Exception e) {
    			e.printStackTrace();
    		}finally {
    			try {
    				fs.close();
    			} catch (IOException e) {
    				e.printStackTrace();
    			}
    		}
    	}
    	
    	// 测试下载
    	@Test
    	public void testDownLoad(){
    		try {
    			fs.copyToLocalFile(new Path("/hello2019.sh"), new Path("/Users/Sean/Desktop/"));
    			fs.close();
    		} catch (IllegalArgumentException e) {
    			e.printStackTrace();
    		} catch (IOException e) {
    			e.printStackTrace();
    		}
    
    	}
    }

文件系统的使用类型.  
![在这里插入图片描述][watermark_type_ZmFuZ3poZW5naGVpdGk_shadow_10_text_aHR0cHM6Ly95YW54bWwuYmxvZy5jc2RuLm5ldA_size_16_color_FFFFFF_t_70]

*  配置用户  
    配置方法1 (JVM运行时传递)  
    ![在这里插入图片描述][watermark_type_ZmFuZ3poZW5naGVpdGk_shadow_10_text_aHR0cHM6Ly95YW54bWwuYmxvZy5jc2RuLm5ldA_size_16_color_FFFFFF_t_70 1]  
    配置参数2

fs = FileSystem.get(new URI("hdfs://localhost:9000"), conf, "Sean");

*  Tips  
    Tips1 配置用户后 使用`jconsole`链接查看相关参数.  
    ![在这里插入图片描述][watermark_type_ZmFuZ3poZW5naGVpdGk_shadow_10_text_aHR0cHM6Ly95YW54bWwuYmxvZy5jc2RuLm5ldA_size_16_color_FFFFFF_t_70 2]  
    Tips2 配置用户后 使用`jvisualvm`链接查看相关参数.  
    ![在这里插入图片描述][watermark_type_ZmFuZ3poZW5naGVpdGk_shadow_10_text_aHR0cHM6Ly95YW54bWwuYmxvZy5jc2RuLm5ldA_size_16_color_FFFFFF_t_70 3]  
    Tip3 没有权限异常(按照上方配置更改后, 成功)

org.apache.hadoop.security.AccessControlException: Permission denied: user=hadoop, access=WRITE, inode="/":Sean:supergroup:drwxr-xr-x
    	at org.apache.hadoop.hdfs.server.namenode.FSPermissionChecker.check(FSPermissionChecker.java:308)
    	at org.apache.hadoop.hdfs.server.namenode.FSPermissionChecker.checkPermission(FSPermissionChecker.java:214)
    	at org.apache.hadoop.hdfs.server.namenode.FSPermissionChecker.checkPermission(FSPermissionChecker.java:190)
    	at org.apache.hadoop.hdfs.server.namenode.FSDirectory.checkPermission(FSDirectory.java:1752)
    	at org.apache.hadoop.hdfs.server.namenode.FSDirectory.checkPermission(FSDirectory.java:1736)
    	at org.apache.hadoop.hdfs.server.namenode.FSDirectory.checkAncestorAccess(FSDirectory.java:1719)
    	at org.apache.hadoop.hdfs.server.namenode.FSNamesystem.startFileInternal(FSNamesystem.java:2536)
    	at org.apache.hadoop.hdfs.server.namenode.FSNamesystem.startFileInt(FSNamesystem.java:2471)
    	at org.apache.hadoop.hdfs.server.namenode.FSNamesystem.startFile(FSNamesystem.java:2355)
    	at org.apache.hadoop.hdfs.server.namenode.NameNodeRpcServer.create(NameNodeRpcServer.java:624)
    	at org.apache.hadoop.hdfs.protocolPB.ClientNamenodeProtocolServerSideTranslatorPB.create(ClientNamenodeProtocolServerSideTranslatorPB.java:398)
    	at org.apache.hadoop.hdfs.protocol.proto.ClientNamenodeProtocolProtos$ClientNamenodeProtocol$2.callBlockingMethod(ClientNamenodeProtocolProtos.java)
    	at org.apache.hadoop.ipc.ProtobufRpcEngine$Server$ProtoBufRpcInvoker.call(ProtobufRpcEngine.java:616)
    	at org.apache.hadoop.ipc.RPC$Server.call(RPC.java:982)
    	at org.apache.hadoop.ipc.Server$Handler$1.run(Server.java:2217)
    	at org.apache.hadoop.ipc.Server$Handler$1.run(Server.java:2213)
    	at java.security.AccessController.doPrivileged(Native Method)
    	at javax.security.auth.Subject.doAs(Subject.java:422)
    	at org.apache.hadoop.security.UserGroupInformation.doAs(UserGroupInformation.java:1754)
    	at org.apache.hadoop.ipc.Server$Handler.run(Server.java:2213)
    
    	at sun.reflect.NativeConstructorAccessorImpl.newInstance0(Native Method)
    	at sun.reflect.NativeConstructorAccessorImpl.newInstance(NativeConstructorAccessorImpl.java:57)
    	at sun.reflect.DelegatingConstructorAccessorImpl.newInstance(DelegatingConstructorAccessorImpl.java:45)
    	at java.lang.reflect.Constructor.newInstance(Constructor.java:526)
    	at org.apache.hadoop.ipc.RemoteException.instantiateException(RemoteException.java:106)
    	at org.apache.hadoop.ipc.RemoteException.unwrapRemoteException(RemoteException.java:73)
    	at org.apache.hadoop.hdfs.DFSOutputStream.newStreamForCreate(DFSOutputStream.java:1841)
    	at org.apache.hadoop.hdfs.DFSClient.create(DFSClient.java:1698)
    	at org.apache.hadoop.hdfs.DFSClient.create(DFSClient.java:1633)
    	at org.apache.hadoop.hdfs.DistributedFileSystem$7.doCall(DistributedFileSystem.java:448)
    	at org.apache.hadoop.hdfs.DistributedFileSystem$7.doCall(DistributedFileSystem.java:444)
    	at org.apache.hadoop.fs.FileSystemLinkResolver.resolve(FileSystemLinkResolver.java:81)
    	at org.apache.hadoop.hdfs.DistributedFileSystem.create(DistributedFileSystem.java:459)
    	at org.apache.hadoop.hdfs.DistributedFileSystem.create(DistributedFileSystem.java:387)
    	at org.apache.hadoop.fs.FileSystem.create(FileSystem.java:910)
    	at org.apache.hadoop.fs.FileSystem.create(FileSystem.java:891)
    	at org.apache.hadoop.fs.FileSystem.create(FileSystem.java:788)
    	at org.apache.hadoop.fs.FileUtil.copy(FileUtil.java:365)
    	at org.apache.hadoop.fs.FileUtil.copy(FileUtil.java:338)
    	at org.apache.hadoop.fs.FileSystem.copyFromLocalFile(FileSystem.java:1968)
    	at org.apache.hadoop.fs.FileSystem.copyFromLocalFile(FileSystem.java:1936)
    	at org.apache.hadoop.fs.FileSystem.copyFromLocalFile(FileSystem.java:1901)
    	at com.yanxml.bigdata.hadoop.hdfs.simple.HdfsClientDemo.testUpload(HdfsClientDemo.java:43)
    	at sun.reflect.NativeMethodAccessorImpl.invoke0(Native Method)
    	at sun.reflect.NativeMethodAccessorImpl.invoke(NativeMethodAccessorImpl.java:57)
    	at sun.reflect.DelegatingMethodAccessorImpl.invoke(DelegatingMethodAccessorImpl.java:43)
    	at java.lang.reflect.Method.invoke(Method.java:606)
    	at org.junit.runners.model.FrameworkMethod$1.runReflectiveCall(FrameworkMethod.java:50)
    	at org.junit.internal.runners.model.ReflectiveCallable.run(ReflectiveCallable.java:12)
    	at org.junit.runners.model.FrameworkMethod.invokeExplosively(FrameworkMethod.java:47)
    	at org.junit.internal.runners.statements.InvokeMethod.evaluate(InvokeMethod.java:17)
    	at org.junit.internal.runners.statements.RunBefores.evaluate(RunBefores.java:26)
    	at org.junit.runners.ParentRunner.runLeaf(ParentRunner.java:325)
    	at org.junit.runners.BlockJUnit4ClassRunner.runChild(BlockJUnit4ClassRunner.java:78)
    	at org.junit.runners.BlockJUnit4ClassRunner.runChild(BlockJUnit4ClassRunner.java:57)
    	at org.junit.runners.ParentRunner$3.run(ParentRunner.java:290)
    	at org.junit.runners.ParentRunner$1.schedule(ParentRunner.java:71)
    	at org.junit.runners.ParentRunner.runChildren(ParentRunner.java:288)
    	at org.junit.runners.ParentRunner.access$000(ParentRunner.java:58)
    	at org.junit.runners.ParentRunner$2.evaluate(ParentRunner.java:268)
    	at org.junit.runners.ParentRunner.run(ParentRunner.java:363)
    	at org.eclipse.jdt.internal.junit4.runner.JUnit4TestReference.run(JUnit4TestReference.java:86)
    	at org.eclipse.jdt.internal.junit.runner.TestExecution.run(TestExecution.java:38)
    	at org.eclipse.jdt.internal.junit.runner.RemoteTestRunner.runTests(RemoteTestRunner.java:459)
    	at org.eclipse.jdt.internal.junit.runner.RemoteTestRunner.runTests(RemoteTestRunner.java:678)
    	at org.eclipse.jdt.internal.junit.runner.RemoteTestRunner.run(RemoteTestRunner.java:382)
    	at org.eclipse.jdt.internal.junit.runner.RemoteTestRunner.main(RemoteTestRunner.java:192)
    Caused by: org.apache.hadoop.ipc.RemoteException(org.apache.hadoop.security.AccessControlException): Permission denied: user=hadoop, access=WRITE, inode="/":Sean:supergroup:drwxr-xr-x
    	at org.apache.hadoop.hdfs.server.namenode.FSPermissionChecker.check(FSPermissionChecker.java:308)
    	at org.apache.hadoop.hdfs.server.namenode.FSPermissionChecker.checkPermission(FSPermissionChecker.java:214)
    	at org.apache.hadoop.hdfs.server.namenode.FSPermissionChecker.checkPermission(FSPermissionChecker.java:190)
    	at org.apache.hadoop.hdfs.server.namenode.FSDirectory.checkPermission(FSDirectory.java:1752)
    	at org.apache.hadoop.hdfs.server.namenode.FSDirectory.checkPermission(FSDirectory.java:1736)
    	at org.apache.hadoop.hdfs.server.namenode.FSDirectory.checkAncestorAccess(FSDirectory.java:1719)
    	at org.apache.hadoop.hdfs.server.namenode.FSNamesystem.startFileInternal(FSNamesystem.java:2536)
    	at org.apache.hadoop.hdfs.server.namenode.FSNamesystem.startFileInt(FSNamesystem.java:2471)
    	at org.apache.hadoop.hdfs.server.namenode.FSNamesystem.startFile(FSNamesystem.java:2355)
    	at org.apache.hadoop.hdfs.server.namenode.NameNodeRpcServer.create(NameNodeRpcServer.java:624)
    	at org.apache.hadoop.hdfs.protocolPB.ClientNamenodeProtocolServerSideTranslatorPB.create(ClientNamenodeProtocolServerSideTranslatorPB.java:398)
    	at org.apache.hadoop.hdfs.protocol.proto.ClientNamenodeProtocolProtos$ClientNamenodeProtocol$2.callBlockingMethod(ClientNamenodeProtocolProtos.java)
    	at org.apache.hadoop.ipc.ProtobufRpcEngine$Server$ProtoBufRpcInvoker.call(ProtobufRpcEngine.java:616)
    	at org.apache.hadoop.ipc.RPC$Server.call(RPC.java:982)
    	at org.apache.hadoop.ipc.Server$Handler$1.run(Server.java:2217)
    	at org.apache.hadoop.ipc.Server$Handler$1.run(Server.java:2213)
    	at java.security.AccessController.doPrivileged(Native Method)
    	at javax.security.auth.Subject.doAs(Subject.java:422)
    	at org.apache.hadoop.security.UserGroupInformation.doAs(UserGroupInformation.java:1754)
    	at org.apache.hadoop.ipc.Server$Handler.run(Server.java:2213)
    
    	at org.apache.hadoop.ipc.Client.call(Client.java:1476)
    	at org.apache.hadoop.ipc.Client.call(Client.java:1413)
    	at org.apache.hadoop.ipc.ProtobufRpcEngine$Invoker.invoke(ProtobufRpcEngine.java:229)
    	at com.sun.proxy.$Proxy14.create(Unknown Source)
    	at org.apache.hadoop.hdfs.protocolPB.ClientNamenodeProtocolTranslatorPB.create(ClientNamenodeProtocolTranslatorPB.java:296)
    	at sun.reflect.NativeMethodAccessorImpl.invoke0(Native Method)
    	at sun.reflect.NativeMethodAccessorImpl.invoke(NativeMethodAccessorImpl.java:57)
    	at sun.reflect.DelegatingMethodAccessorImpl.invoke(DelegatingMethodAccessorImpl.java:43)
    	at java.lang.reflect.Method.invoke(Method.java:606)
    	at org.apache.hadoop.io.retry.RetryInvocationHandler.invokeMethod(RetryInvocationHandler.java:191)
    	at org.apache.hadoop.io.retry.RetryInvocationHandler.invoke(RetryInvocationHandler.java:102)
    	at com.sun.proxy.$Proxy15.create(Unknown Source)
    	at org.apache.hadoop.hdfs.DFSOutputStream.newStreamForCreate(DFSOutputStream.java:1836)
    	... 40 more

Tip4 - Windows系统可能需要配置相应的`Path`变量才能执行成功.

--------------------

### 正文 - 基本API(常用API) ###

在上节内, 我们介绍了`Hadoop`的`HDFS`简单`Java API`的简单使用.

##### 增删查改 #####

*  获取配置(初始化)

public void init(){
    		conf = new Configuration();
    		// 拿到一个文件操作系统的客户端实例对象
    		try {
    			// 直接传入URL 与用户证明
    			fs = FileSystem.get(new URI("hdfs://localhost:9000"), conf, "Sean");
    		} catch (Exception e) {
    			e.printStackTrace();
    		}
    	}

*  创建目录

// 递归删除
    	@Test
    	public void testMkdir() throws IllegalArgumentException, IOException{
    		boolean flag = fs.mkdirs(new Path("/sean2019/aaa/bbb"));
    	}

*  创建文件(上传文件)

// 上传文件
    		@Test
    	public void testUpload(){
    		try {
    			fs.copyFromLocalFile(new Path("/Users/Sean/Desktop/hello.sh"), new Path("/"+System.currentTimeMillis()));
    		} catch (Exception e) {
    			e.printStackTrace();
    		}finally {
    			try {
    				fs.close();
    			} catch (IOException e) {
    				e.printStackTrace();
    			}
    		}
    	}

*  删除(目录/文件)

// 递归删除
    	@Test
    	public void testDelete() throws IllegalArgumentException, IOException{
    		// 递归删除
    		boolean flag = fs.delete(new Path("/sean2019/aaa"),true);
    		System.out.println(flag);
    	}

*  下载文件

// 下载文件
    	@Test
    	public void testDownLoad(){
    		try {
    			fs.copyToLocalFile(new Path("/hello2019.sh"), new Path("/Users/Sean/Desktop/"));
    			fs.close();
    		} catch (IllegalArgumentException e) {
    			e.printStackTrace();
    		} catch (IOException e) {
    			e.printStackTrace();
    		}
    
    	}

*  查询目录 - 迭代器  
    主要注意的是迭代器内, 还能获取到文件的块的信息.

// 递归列出子文件夹下的所有文件
    	// 目录(层级递归) - 返回迭代器 
    	@Test
    	public void testLs() throws FileNotFoundException, IllegalArgumentException, IOException{
    		RemoteIterator<LocatedFileStatus> listFiles = fs.listFiles(new Path("/"), true);
    		while(listFiles.hasNext()){
    			LocatedFileStatus file = listFiles.next();
    			System.out.println("Name: "+file.getPath().getName());
    			System.out.println("Permission: "+file.getPermission());
    			System.out.println("BlockSize: "+file.getBlockSize());
    			System.out.println("Owner: "+file.getOwner());
    			System.out.println("Replication: "+file.getReplication());
    			BlockLocation[] blockLocations = file.getBlockLocations();
    			for(BlockLocation blockLocation: blockLocations){
    				// 偏移量
    				System.out.println("Block "+blockLocation.getOffset());
    				System.out.println("Block Length: "+blockLocation.getLength());
    				for(String data:blockLocation.getHosts()){
    					System.out.println("Block Host:"+data);
    				}
    			}
    		}
    	}

@Test
    	public void testLs2() throws FileNotFoundException, IllegalArgumentException, IOException{
    		FileStatus[] fileStatus= fs.listStatus(new Path("/"));
    		for(FileStatus file:fileStatus){
    			System.out.println("Name:" + file.getPath().getName());
    			System.out.println(file.isFile()?"file":"directory");
    		}
    	}

##### 流模式(上传/下载/指定长度) #####

*  流模式上传

/**
    	 * 通过流的方式 上传文件到Hdfs.
    	 * 
    	 * */
    	@Test
    	public void testUpload() throws IllegalArgumentException, IOException{
    		// HDFS输出流
    		FSDataOutputStream outputStream = fs.create(new Path("/sean2019/hellok.sh"),true);
    		// 获取本地输入流
    		FileInputStream localInputStream = new FileInputStream("/Users/Sean/Desktop/hello.sh");
    		IOUtils.copy(localInputStream, outputStream);
    	}

*  流模式下载

/**
    	 * 通过流的方式 下载文件.
    	 * @throws IOException 
    	 * @throws IllegalArgumentException 
    	 * */
    //	@Test
    	public void testWrite() throws IllegalArgumentException, IOException{
    		FSDataInputStream  inputStream = fs.open(new Path("/sean2019/hellok.sh"));
    		FileOutputStream localOutPutStream = new FileOutputStream("/Users/Sean/Desktop/helloG.sh");
    		IOUtils.copy(inputStream, localOutPutStream);
    	}

*  流模式指定长度  
    使用`inputStream.seek(xxx)`方法可以指定文件读取的开始长度. 使用`IOUtils.copyLarge()`方法可以指定开始和结束长度.  
    ![在这里插入图片描述][watermark_type_ZmFuZ3poZW5naGVpdGk_shadow_10_text_aHR0cHM6Ly95YW54bWwuYmxvZy5jc2RuLm5ldA_size_16_color_FFFFFF_t_70 4]

/**
    	 * 指定文件流.
    	 * @throws IOException 
    	 * @throws IllegalArgumentException 
    	 * */
    	@Test
    	public void testRandomAccess() throws IllegalArgumentException, IOException{
    		FSDataInputStream  inputStream = fs.open(new Path("/sean2019/hellok.sh"));
    		// 通过Seek方法指定长度
    		inputStream.seek(12);
    		FileOutputStream localOutPutStream = new FileOutputStream("/Users/Sean/Desktop/helloG.sh.part2");
    		IOUtils.copy(inputStream, localOutPutStream);
    	}

*  输出到窗口(`System.out`流)

/**
    	 * 显示文件流到屏幕上
    	 * @throws IOException 
    	 * @throws IllegalArgumentException 
    	 * */
    	@Test
    	public void testConsole() throws IllegalArgumentException, IOException{
    		FSDataInputStream  inputStream = fs.open(new Path("/sean2019/hellok.sh"));
    		IOUtils.copy(inputStream, System.out);
    	}

// 读取指定长度伪代码
    //inputStream.seek(60M);
    //while(read){
    //	count++;
    //	if(count>60M)break;
    //}

--------------------

### Reference ###

\[1\].

[Hadoop Shell _ _ WordCount]: https://blog.csdn.net/u010416101/article/details/88915893
[https_github.com_SeanYanxml_bigdata]: https://github.com/SeanYanxml/bigdata/
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[watermark_type_ZmFuZ3poZW5naGVpdGk_shadow_10_text_aHR0cHM6Ly95YW54bWwuYmxvZy5jc2RuLm5ldA_size_16_color_FFFFFF_t_70 1]: /images/20220224/7a61320167f04bce9a16075a246d6146.png
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