一. 配置hadoop插件
1. 安装插件
将hadoop-eclipse-plugin-1.1.2.jar复制到eclipse/plugins目录下,重启eclipse
2. 打开MapReduce视图
window -> open perspective -> other 选择Map/Reduce 图标是一个蓝色的象
3. 添加一个MapReduce环境
在eclipse下端,控制台旁边会多一个Tab “Map/Reduce Locations”, 在下面空白的地方点右键,选择“New Hadoop location”,配置如下:
Location name(起一个名字)
Map/Reduce Master (Job Tracker的IP和端口,根据mapred-site.xml配置的mapred.job.tracker来填写)
DFS Master (Name Node的IP和端口,根据core-site.xml中配置的fs.default.name来填写)
4. 使用eclipse对HDFS内容进行修改
经过上一步骤,左侧“Project Explorer”中会出现配置好的HDFS,点击右键,可以进行新建文件,删除文件等操作。
注意:每一次操作完在eclipse中不能马上显示变化,必须得刷新一下。
二. 开发hadoop程序
1. WordCount.java
public class WordCount { public static class TokenizerMapper extends Mapper<Object, Text, Text, IntWritable> { private final static IntWritable one = new IntWritable(1); private Text word = new Text(); public void map(Object key, Text value, Context context) throws IOException, InterruptedException { StringTokenizer itr = new StringTokenizer(value.toString()); while (itr.hasMoreTokens()) { word.set(itr.nextToken()); context.write(word, one); } } } public static class IntSumReducer extends Reducer<Text, IntWritable, Text, IntWritable> { private IntWritable result = new IntWritable(); public void reduce(Text key, Iterable<IntWritable> values, Context context) throws IOException, InterruptedException { int sum = 0; for (IntWritable val : values) { sum += val.get(); } result.set(sum); context.write(key, result); } } public static void main(String[] args) throws Exception { // 使用程序生成临时jar文件 File jarFile = EJob.createTempJar("bin"); EJob.addClasspath("/cloud/hadoop/conf"); ClassLoader classLoader = EJob.getClassLoader(); Thread.currentThread().setContextClassLoader(classLoader); // 设置hadoop配置参数 Configuration conf = new Configuration(); conf.set("fs.default.name", "hdfs://hadoop001:9000"); conf.set("hadoop.job.user", "root"); conf.set("mapred.job.tracker", "hadoop001:9001"); Job job = new Job(conf, "word count"); ((JobConf) job.getConfiguration()).setJar(jarFile.toString()); job.setJarByClass(WordCount.class); job.setMapperClass(TokenizerMapper.class); job.setCombinerClass(IntSumReducer.class); job.setReducerClass(IntSumReducer.class); job.setOutputKeyClass(Text.class); job.setOutputValueClass(IntWritable.class); String input = "hdfs://hadoop001:9000/user/root/tmp_file_1"; String output = "hdfs://hadoop001:9000/user/root/tmp_file_2"; FileInputFormat.addInputPath(job, new Path(input)); FileOutputFormat.setOutputPath(job, new Path(output)); System.exit(job.waitForCompletion(true) ? 0 : 1); } }
2. Ejob.java
// 生成临时jar文件的类 public class EJob { // To declare global field private static List<URL> classPath = new ArrayList<URL>(); // To declare method public static File createTempJar(String root) throws IOException { if (!new File(root).exists()) { return null; } Manifest manifest = new Manifest(); manifest.getMainAttributes().putValue("Manifest-Version", "1.0"); final File jarFile = File.createTempFile("EJob-", ".jar", new File( System.getProperty("java.io.tmpdir"))); Runtime.getRuntime().addShutdownHook(new Thread() { public void run() { jarFile.delete(); } }); JarOutputStream out = new JarOutputStream( new FileOutputStream(jarFile), manifest); createTempJarInner(out, new File(root), ""); out.flush(); out.close(); return jarFile; } private static void createTempJarInner(JarOutputStream out, File f, String base) throws IOException { if (f.isDirectory()) { File[] fl = f.listFiles(); if (base.length() > 0) { base = base + "/"; } for (int i = 0; i < fl.length; i++) { createTempJarInner(out, fl[i], base + fl[i].getName()); } } else { out.putNextEntry(new JarEntry(base)); FileInputStream in = new FileInputStream(f); byte[] buffer = new byte[1024]; int n = in.read(buffer); while (n != -1) { out.write(buffer, 0, n); n = in.read(buffer); } in.close(); } } public static ClassLoader getClassLoader() { ClassLoader parent = Thread.currentThread().getContextClassLoader(); if (parent == null) { parent = EJob.class.getClassLoader(); } if (parent == null) { parent = ClassLoader.getSystemClassLoader(); } return new URLClassLoader(classPath.toArray(new URL[0]), parent); } public static void addClasspath(String component) { if ((component != null) && (component.length() > 0)) { try { File f = new File(component); if (f.exists()) { URL key = f.getCanonicalFile().toURL(); if (!classPath.contains(key)) { classPath.add(key); } } } catch (IOException e) { } } } }