我有一个用例,我希望First MR的输出到第二个MR的输入。我在Hadoop中使用ControlJob实现了这一点,但在工作结束时我得到了下面提到的Exception。
java.lang.IllegalStateException: Job in state RUNNING instead of DEFINE
at org.apache.hadoop.mapreduce.Job.ensureState(Job.java:294)
at org.apache.hadoop.mapreduce.Job.submit(Job.java:1288)
at org.apache.hadoop.mapreduce.lib.jobcontrol.ControlledJob.submit(ControlledJob.java:335)
at org.apache.hadoop.mapreduce.lib.jobcontrol.JobControl.run(JobControl.java:240)
at com.hadoop.intellipaat.JoinClickImpressionDetailJob.runMRJobs(JoinClickImpressionDetailJob.java:353)
at com.hadoop.intellipaat.JoinClickImpressionDetailJob.run(JoinClickImpressionDetailJob.java:421)
at org.apache.hadoop.util.ToolRunner.run(ToolRunner.java:70)
at com.hadoop.intellipaat.JoinClickImpressionDetailJob.main(JoinClickImpressionDetailJob.java:309)
at sun.reflect.NativeMethodAccessorImpl.invoke0(Native Method)
at sun.reflect.NativeMethodAccessorImpl.invoke(NativeMethodAccessorImpl.java:62)
at sun.reflect.DelegatingMethodAccessorImpl.invoke(DelegatingMethodAccessorImpl.java:43)
at java.lang.reflect.Method.invoke(Method.java:498)
at org.apache.hadoop.util.RunJar.run(RunJar.java:221)
at org.apache.hadoop.util.RunJar.main(RunJar.java:136)
源代码
public static void main(String[] args) throws Exception {
ToolRunner.run(new Configuration(), new JoinClickImpressionDetailJob(), args);
System.exit(1);
}
private static int runMRJobs(String[] args) {
int result = -1;
Configuration conf = new Configuration();
conf.set("mapreduce.output.fileoutputformat.compress", "true");
conf.set("mapreduce.output.fileoutputformat.compress.codec", "org.apache.hadoop.io.compress.GzipCodec");
conf.set("mapreduce.map.output.compress.codec", "org.apache.hadoop.io.compress.SnappyCodec");
conf.set("mapreduce.output.fileoutputformat.compress.type", "BLOCK");
ControlledJob mrJob1 = null;
Job firstJob = null;
try {
deleteDirectory(args[2], conf);
mrJob1 = new ControlledJob(conf);
mrJob1.setJobName("IMPRESSION_CLICK_COMBINE_JOB");
firstJob = mrJob1.getJob();
result += firstMapReduceJob(args, firstJob);
} catch (Exception e) {
e.printStackTrace();
}
System.out.println("First Job Finished=============");
System.out.println("Second Job Started=============");
ControlledJob mrJob2 = null;
try {
mrJob2 = new ControlledJob(conf);
deleteDirectory(args[3], conf);
mrJob2.addDependingJob(mrJob1);
mrJob2.setJobName("IMPRESSION_CLICK_COMBINE_JOB1");
Job job2 = mrJob2.getJob();
result += secondMapReduceJob(args, job2);
} catch (Exception e) {
e.printStackTrace();
}
System.out.println("Second Job Finished=============");
JobControl jobControl = new JobControl("Click-Impression-aggregator");
jobControl.addJob(mrJob1);
jobControl.addJob(mrJob2);
jobControl.run();
return result;
}
private static int secondMapReduceJob(String[] args, Job job2) throws IOException, InterruptedException, ClassNotFoundException {
long startTime = System.currentTimeMillis();
job2.setMapOutputKeyClass(Text.class);
job2.setMapOutputValueClass(Text.class);
job2.setJarByClass(JoinClickImpressionDetailJob.class);
job2.setInputFormatClass(TextInputFormat.class);
job2.setOutputFormatClass(TextOutputFormat.class);
job2.setReducerClass(ImpressionAndClickReducer.class);
FileInputFormat.setInputDirRecursive(job2, true);
FileInputFormat.addInputPath(job2, new Path(args[2]));
job2.setMapperClass(ImpressionClickMapper.class);
FileOutputFormat.setOutputPath(job2, new Path(args[3]));
job2.setNumReduceTasks(8);
job2.setPartitionerClass(ClickNonClickPartitioner.class);
System.out.println("Time taken : " + (System.currentTimeMillis() - startTime) / 1000);
return job2.waitForCompletion(true) ? 1 : 0;
}
private static int firstMapReduceJob(String[] args, Job job) throws IOException, InterruptedException, ClassNotFoundException {
long startTime = System.currentTimeMillis();
job.setMapOutputKeyClass(Text.class);
job.setMapOutputValueClass(Text.class);
job.setJarByClass(JoinClickImpressionDetailJob.class);
job.setInputFormatClass(TextInputFormat.class);
job.setOutputFormatClass(TextOutputFormat.class);
job.setReducerClass(ImpressionClickReducer.class);
FileInputFormat.setInputDirRecursive(job, true);
/**
* Here directory of impressions will be present
*/
MultipleInputs.addInputPath(job, new Path(args[0]), TextInputFormat.class, ImpressionMapper.class);
/**
* Here directory of clicks will be present
*/
MultipleInputs.addInputPath(job, new Path(args[1]), TextInputFormat.class, ClickMapper.class);
FileOutputFormat.setOutputPath(job, new Path(args[2]));
job.setNumReduceTasks(10);
job.setPartitionerClass(TrackerPartitioner.class);
System.out.println("Time taken : " + (System.currentTimeMillis() - startTime) / 1000);
return job.waitForCompletion(true) ? 1 : 0;
}
private static void deleteDirectory(String args, Configuration conf) throws IOException {
Path p = new Path(args);
FileSystem fs = FileSystem.get(conf);
fs.exists(p);
fs.delete(p, true);
}
@Override
public int run(String[] args) throws Exception {
return runMRJobs(args);
}
答案 0 :(得分:0)
更新您的代码,如下所示。您无需控制作业即可实现此目的。
private static int runMRJobs(String[] args) {
int result = -1;
Configuration conf = getConf();
conf.set("mapreduce.output.fileoutputformat.compress", "true");
conf.set("mapreduce.output.fileoutputformat.compress.codec", "org.apache.hadoop.io.compress.GzipCodec");
conf.set("mapreduce.map.output.compress.codec", "org.apache.hadoop.io.compress.SnappyCodec");
conf.set("mapreduce.output.fileoutputformat.compress.type", "BLOCK");
Job job1 = new Job(conf,"IMPRESSION_CLICK_COMBINE_JOB");
try {
deleteDirectory(args[2], conf);
result += firstMapReduceJob(args, job1);
} catch (Exception e) {
e.printStackTrace();
}
System.out.println("First Job Finished=============");
System.out.println("Second Job Started=============");
Job job2 = new Job(conf,"IMPRESSION_CLICK_COMBINE_JOB1");
try {
deleteDirectory(args[3], conf);
result += secondMapReduceJob(args, job2);
} catch (Exception e) {
e.printStackTrace();
}
System.out.println("Second Job Finished=============");
return result;
}
在你的第一份工作回报如下
return job1.waitForCompletion(true);
在你的第二份工作回报如下
return job2.waitForCompletion(true) ? 0 : 1;