1. Maven依赖
<dependency>
<groupId>org.apache.hadoop
</groupId>
<artifactId>hadoop-client
</artifactId>
<version>2.7.2
</version>
</dependency>
<dependency>
<groupId>junit
</groupId>
<artifactId>junit
</artifactId>
<version>4.12
</version>
</dependency>
2. 调试设置
本地调试需要设置两点:
conf.
set(
"fs.default.name",
"file:///");
conf.
set(
"mapred.job.tracker",
"local");
这样MapReduce程序就不会读取HDFS目录上的文件,而是读取本地文件,如果不设置,就会找不到对应的文件而报错:
org
.apache.hadoop.mapreduce.lib.input.InvalidInputException: Input path does not exist: hdfs:
at org
.apache.hadoop.mapreduce.lib.input.FileInputFormat.singleThreadedListStatus(FileInputFormat
.java:
323)
at org
.apache.hadoop.mapreduce.lib.input.FileInputFormat.listStatus(FileInputFormat
.java:
265)
at org
.apache.hadoop.mapreduce.lib.input.FileInputFormat.getSplits(FileInputFormat
.java:
387)
...
at com
.intellij.junit4.JUnit4IdeaTestRunner.startRunnerWithArgs(JUnit4IdeaTestRunner
.java:
119)
at com
.intellij.junit4.JUnit4IdeaTestRunner.startRunnerWithArgs(JUnit4IdeaTestRunner
.java:
42)
at com
.intellij.rt.execution.junit.JUnitStarter.prepareStreamsAndStart(JUnitStarter
.java:
234)
at com
.intellij.rt.execution.junit.JUnitStarter.main(JUnitStarter
.java:
74)
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 com
.intellij.rt.execution.application.AppMain.main(AppMain
.java:
144)
3. 程序设置
我们在调试代码中对配置文件进行更改,传给MapReduce程序:
maxTemperature.
setConf(conf);
创建Job作业时必须使用如下方式指定我们设置的配置文件,否则读取不到我们更改的设置:
Configuration conf = this.getConf()
Job job = Job.getInstance(conf)
而不能使用:
Job job = Job.getInstance()
这样是不会读取我们更改的配置,只是读取默认配置,程序会去HDFS目录上找我们的输入文件而找不到报错.
4. 示例
4.1 本地调试代码
package com.sjf.
open;
import com.sjf.
open.maxTemperature.MaxTemperature;
import org.apache.hadoop.conf.Configuration;
import org.apache.hadoop.fs.FileSystem;
import org.apache.hadoop.fs.Path;
import java.io.IOException;
import static org.hamcrest.CoreMatchers.is;
import static org.hamcrest.MatcherAssert.assertThat;
import org.junit.Before;
import org.junit.Test;
public class MapReduceTest {
private Configuration conf =
new Configuration();
private Path inputPath;
private Path outputPath;
private String baseInputStr =
"/home/xiaosi/test/input";
private String outputStr =
"/home/xiaosi/test/output";
@Before
public void setUp()
throws IOException {
conf.
set(
"fs.default.name",
"file:///");
conf.
set(
"mapred.job.tracker",
"local");
outputPath =
new Path(outputStr);
FileSystem fileSystem = FileSystem.getLocal(conf);
fileSystem.delete(outputPath,
true);
}
@Test
public void MapReduceTest()
throws Exception {
String path = baseInputStr +
"/maxTemperature";
inputPath =
new Path(path);
outputPath =
new Path(outputStr);
MaxTemperature maxTemperature =
new MaxTemperature();
maxTemperature.setConf(conf);
int exitCode = maxTemperature.run(
new String[] {inputPath.toString(), outputPath.toString()});
assertThat(exitCode, is(
0));
}
}
4.2 程序Main代码
package com.sjf.open.maxTemperature;
import org.apache.hadoop.conf.Configuration;
import org.apache.hadoop.conf.Configured;
import org.apache.hadoop.fs.Path;
import org.apache.hadoop.io.IntWritable;
import org.apache.hadoop.io.Text;
import org.apache.hadoop.io.compress.CompressionCodec;
import org.apache.hadoop.io.compress.GzipCodec;
import org.apache.hadoop.mapreduce.Job;
import org.apache.hadoop.mapreduce.lib.input.FileInputFormat;
import org.apache.hadoop.mapreduce.lib.output.FileOutputFormat;
import org.apache.hadoop.util.Tool;
import org.apache.hadoop.util.ToolRunner;
import java.io.IOException;
public class MaxTemperature extends Configured implements Tool{
public static void main(String[] args)
throws Exception {
int status = ToolRunner.run(
new MaxTemperature(), args);
System.exit(status);
}
@Override
public int run(String[] args)
throws Exception {
if(args.length !=
2){
System.err.println(
"Usage: MaxTemperature <input path> <output path>");
System.exit(-
1);
}
String inputPath = args[
0];
String outputPath = args[
1];
Configuration conf =
this.getConf();
conf.setBoolean(
"mapred.output.compress",
true);
conf.setClass(
"mapred.output.compression.codec", GzipCodec.
class, CompressionCodec.
class);
Job job = Job.getInstance(conf);
job.setJarByClass(MaxTemperature.
class);
job.setMapperClass(MaxTemperatureMapper.
class);
job.setReducerClass(MaxTemperatureReducer.
class);
job.setMapOutputKeyClass(Text.
class);
job.setMapOutputValueClass(IntWritable.
class);
job.setOutputKeyClass(Text.
class);
job.setOutputValueClass(IntWritable.
class);
FileInputFormat.addInputPath(job,
new Path(inputPath));
FileOutputFormat.setOutputPath(job,
new Path(outputPath));
boolean success = job.waitForCompletion(
true);
return success ? 0 :
1;
}
}