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java实现对Hadoop的操作

2021-09-23 13:21Even710 Java教程

这篇文章主要介绍了java实现对Hadoop的操作,通过非常完整详细的代码展示了如何去进行一系列操作,包括基本操作,文件读写,需要的朋友可以参考下

基本操作

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import org.apache.hadoop.conf.Configuration;
import org.apache.hadoop.fs.*;
import org.junit.Test;
import org.junit.jupiter.api.BeforeEach;
import org.junit.jupiter.api.DisplayName;
import org.junit.runner.RunWith;
import org.junit.runners.JUnit4;
 
import java.io.IOException;
import java.net.URI;
import java.net.URISyntaxException;
import java.util.Arrays;
 
@RunWith(JUnit4.class)
@DisplayName("Test using junit4")
public class HadoopClientTest {
 
    private FileSystem fileSystem = null;
 
    @BeforeEach
    public void init() throws URISyntaxException, IOException, InterruptedException {
        Configuration configuration = new Configuration();
 
        configuration.set("dfs.replication", "1");
        configuration.set("dfs.blocksize", "64m");
        fileSystem = FileSystem.get(new URI("hdfs://hd-even-01:9000"), configuration, "root");
    }
    /**
     * 从本地复制文件到Hadoop
     *
     * @throws URISyntaxException
     * @throws IOException
     * @throws InterruptedException
     */
    @Test
    public void copyFileFromLocal() throws URISyntaxException, IOException, InterruptedException {
        // 上传文件
        fileSystem.copyFromLocalFile(new Path("C:\\Users\\Administrator\\Desktop\\win10激活.txt"), new Path("/even1"));
        // 关闭流,报错winUtils,因为使用了linux的tar包,如果windows要使用,则需要编译好这个winUtils包才能使用
        fileSystem.close();
    }
 
    /**
     * 从Hadoop下载文件到本地,下载需要配置Hadoop环境,并添加winutils到bin目录
     *
     * @throws URISyntaxException
     * @throws IOException
     * @throws InterruptedException
     */
    @Test
    public void copyFileToLocal() throws URISyntaxException, IOException, InterruptedException {
        // 下载文件
        fileSystem.copyToLocalFile(new Path("/win10激活.txt"), new Path("E:/"));
        // 关闭流,报错winUtils,因为使用了linux的tar包,如果windows要使用,则需要编译好这个winUtils包才能使用
        fileSystem.close();
    }
 
 
    /**
     * 创建文件夹
     *
     * @throws IOException
     */
    @Test
    public void hdfsMkdir() throws IOException {
        // 调用创建文件夹方法
        fileSystem.mkdirs(new Path("/even1"));
        // 关闭方法
        fileSystem.close();
    }
 
    /**
     * 移动文件/修改文件名
     */
    public void hdfsRename() throws IOException {
        fileSystem.rename(new Path(""), new Path(""));
        fileSystem.close();
    }
 
    /**
     * 删除文件/文件夹
     *
     * @throws IOException
     */
    @Test
    public void hdfsRm() throws IOException {
//        fileSystem.delete(new Path(""));
        // 第二个参数表示递归删除
        fileSystem.delete(new Path(""), true);
 
        fileSystem.close();
    }
 
    /**
     * 查看hdfs指定目录的信息
     *
     * @throws IOException
     */
    @Test
    public void hdfsLs() throws IOException {
        // 调用方法返回远程迭代器,第二个参数是把目录文件夹内的文件也列出来
        RemoteIterator<LocatedFileStatus> listFiles = fileSystem.listFiles(new Path("/"), true);
        while (listFiles.hasNext()) {
            LocatedFileStatus locatedFileStatus = listFiles.next();
 
            System.out.println("文件路径:" + locatedFileStatus.getPath());
            System.out.println("块大小:" + locatedFileStatus.getBlockSize());
            System.out.println("文件长度:" + locatedFileStatus.getLen());
            System.out.println("副本数量:" + locatedFileStatus.getReplication());
            System.out.println("块信息:" + Arrays.toString(locatedFileStatus.getBlockLocations()));
        }
 
        fileSystem.close();
    }
 
    /**
     * 判断是文件还是文件夹
     */
    @Test
    public void findHdfs() throws IOException {
        // 1,展示状态信息
        FileStatus[] listStatus = fileSystem.listStatus(new Path("/"));
        // 2,遍历所有文件
        for (FileStatus fileStatus : listStatus) {
            if (fileStatus.isFile())
                System.out.println("是文件:" + fileStatus.getPath().getName());
            else if (fileStatus.isDirectory())
                System.out.println("是文件夹:" + fileStatus.getPath().getName());
        }
 
        fileSystem.close();
    }
 
}

文件读写

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import org.apache.hadoop.conf.Configuration;
import org.apache.hadoop.fs.FSDataInputStream;
import org.apache.hadoop.fs.FSDataOutputStream;
import org.apache.hadoop.fs.FileSystem;
import org.apache.hadoop.fs.Path;
import org.apache.hadoop.io.IOUtils;
import org.junit.Before;
import org.junit.Test;
import org.junit.jupiter.api.DisplayName;
import org.junit.runner.RunWith;
import org.junit.runners.JUnit4;
 
import java.io.*;
import java.net.URI;
import java.net.URISyntaxException;
import java.nio.charset.StandardCharsets;
import java.util.Arrays;
 
@RunWith(JUnit4.class)
@DisplayName("this is read write test!")
public class HadoopReadWriteTest {
    FileSystem fileSystem = null;
    Configuration configuration = null;
    @Before
    public void init() throws URISyntaxException, IOException, InterruptedException {
        // 1,加载配置
        configuration = new Configuration();
        // 2,构建客户端
        fileSystem = FileSystem.get(new URI("hdfs://hd-even-01:9000/"), configuration, "root");
    }
 
 
    @Test
    public void testReadData() throws IOException {
        // 1,获取hdfs文件流
        FSDataInputStream open = fileSystem.open(new Path("/win10激活.txt"));
        // 2,设置一次获取的大小
        byte[] bytes = new byte[1024];
        // 3,读取数据
        while (open.read(bytes) != -1)
            System.out.println(Arrays.toString(bytes));
 
        open.close();
        fileSystem.close();
    }
 
    /**
     * 使用缓存流
     *
     * @throws IOException
     */
    @Test
    public void testReadData1() throws IOException {
        FSDataInputStream open = fileSystem.open(new Path("/win10激活.txt"));
 
        // 使用缓冲流会快点
        BufferedReader bufferedReader = new BufferedReader(new InputStreamReader(open, StandardCharsets.UTF_8));
 
        String line = "";
 
        while ((line = bufferedReader.readLine()) != null) {
            System.out.println(line);
        }
 
        bufferedReader.close();
        open.close();
        fileSystem.close();
    }
 
    /**
     * 指定偏移量来实现只读部分内容
     */
    @Test
    public void readSomeData() throws IOException {
        FSDataInputStream open = fileSystem.open(new Path("/win10激活.txt"));
 
 
        // 指定开始的index
        open.seek(14);
 
        // 指定读的多少
        byte[] bytes = new byte[5];
        while (open.read(bytes) != -1)
            System.out.println(new String(bytes));
 
        open.close();
        fileSystem.close();
 
    }
 
    /**
     * 流方式写数据
     * @throws IOException
     */
    @Test
    public void writeData() throws IOException {
        // 1,获取输出流
        FSDataOutputStream out = fileSystem.create(new Path("/win11.txt"), false);
 
        // 2,获取需要写的文件输入流
        FileInputStream in = new FileInputStream(new File("C:\\Users\\Administrator\\Desktop\\xixi.txt"));
 
        byte[] b = new byte[1024];
        int read = 0;
        while ((read = in.read(b)) != -1) {
            out.write(b, 0, read);
        }
        in.close();
        out.close();
        fileSystem.close();
    }
 
    /**
     * 直接写字符串
     */
    @Test
    public void writeData1() throws IOException {
        // 1,创建输出流
        FSDataOutputStream out = fileSystem.create(new Path("/aibaobao.txt"), false);
        // 2,写数据
        out.write("wochaoaibaobao".getBytes());
        // 3,关闭流
        IOUtils.closeStream(out);
        fileSystem.close();
    }
 
    /**
     * IOUtils方式上传
     *
     * @throws IOException
     */
    @Test
    public void putToHdfs() throws IOException {
        // 1,获取输入流
        FileInputStream in = new FileInputStream(new File("C:\\Users\\Administrator\\Desktop\\xixi.txt"));
        // 2,获取输出流
        FSDataOutputStream out = fileSystem.create(new Path("/haddopPut.txt"), false);
        // 3,拷贝
        IOUtils.copyBytes(in, out, configuration);
        // 4,关闭流
        IOUtils.closeStream(in);
        IOUtils.closeStream(out);
        fileSystem.close();
    }
 
    /**
     * IOUtils方式下载
     * @throws IOException
     */
    @Test
    public void getFromHdfs() throws IOException {
        // 1,获取输入流
        FSDataInputStream open = fileSystem.open(new Path("/haddopPut.txt"));
        // 2,获取输出流
        FileOutputStream out = new FileOutputStream(new File("C:\\Users\\Administrator\\Desktop\\haddopPut.txt"));
        // 3,拷贝
        IOUtils.copyBytes(open, out, configuration);
        // 4,关闭流
        IOUtils.closeStream(open);
        IOUtils.closeStream(out);
        fileSystem.close();
    }
}

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原文链接:https://blog.csdn.net/weixin_37581297/article/details/84349916

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