问题导读:
1.如何多个路径,mapreduce如何实现?
2.多种输入,mapreduce如何实现?
1.多路径输入
1)FileInputFormat.addInputPath 多次调用加载不同路径
FileInputFormat.addInputPath(job, new Path("hdfs://RS5-112:9000/cs/path1"));
FileInputFormat.addInputPath(job, new Path("hdfs://RS5-112:9000/cs/path2"));
2)FileInputFormat.addInputPaths一次调用加载 多路径字符串用逗号隔开
FileInputFormat.addInputPaths(job, "hdfs://RS5-112:9000/cs/path1,hdfs://RS5-112:9000/cs/path2");
2.多种输入
MultipleInputs可以加载不同路径的输入文件,并且每个路径可用不同的maper
MultipleInputs.addInputPath(job, new Path("hdfs://RS5-112:9000/cs/path1"), TextInputFormat.class,MultiTypeFileInput1Mapper.class);
MultipleInputs.addInputPath(job, new Path("hdfs://RS5-112:9000/cs/path3"), TextInputFormat.class,MultiTypeFileInput3Mapper.class);
例子:
package example;
import java.io.IOException;
import org.apache.hadoop.conf.Configuration;
import org.apache.hadoop.fs.Path;
import org.apache.hadoop.io.LongWritable;
import org.apache.hadoop.io.Text;
import org.apache.hadoop.mapreduce.Job;
import org.apache.hadoop.mapreduce.Mapper;
import org.apache.hadoop.mapreduce.Reducer;
import org.apache.hadoop.mapreduce.lib.input.FileInputFormat;
import org.apache.hadoop.mapreduce.lib.input.MultipleInputs;
import org.apache.hadoop.mapreduce.lib.input.TextInputFormat;
import org.apache.hadoop.mapreduce.lib.output.FileOutputFormat;
/**
* 多类型文件输入
* @author lijl
*
*/
public class MultiTypeFileInputMR {
static class MultiTypeFileInput1Mapper extends Mapper<LongWritable, Text, Text, Text>{
public void map(LongWritable key,Text value,Context context){
try {
String[] str = value.toString().split("\\|");
context.write(new Text(str[0]), new Text(str[1]));
} catch (IOException e) {
e.printStackTrace();
} catch (InterruptedException e) {
e.printStackTrace();
}
}
}
static class MultiTypeFileInput3Mapper extends Mapper<LongWritable, Text, Text, Text>{
public void map(LongWritable key,Text value,Context context){
try {
String[] str = value.toString().split("");
context.write(new Text(str[0]), new Text(str[1]));
} catch (IOException e) {
e.printStackTrace();
} catch (InterruptedException e) {
e.printStackTrace();
}
}
}
static class MultiTypeFileInputReducer extends Reducer<Text, Text, Text, Text>{
public void reduce(Text key,Iterable<Text> values,Context context){
try {
for(Text value:values){
context.write(key,value);
}
} catch (IOException e) {
e.printStackTrace();
} catch (InterruptedException e) {
e.printStackTrace();
}
}
}
public static void main(String[] args) throws IOException, InterruptedException, ClassNotFoundException {
Configuration conf = new Configuration();
conf.set("mapred.textoutputformat.separator", ",");
Job job = new Job(conf,"MultiPathFileInput");
job.setJarByClass(MultiTypeFileInputMR.class);
FileOutputFormat.setOutputPath(job, new Path("hdfs://RS5-112:9000/cs/path6"));
job.setMapOutputKeyClass(Text.class);
job.setMapOutputValueClass(Text.class);
job.setOutputKeyClass(Text.class);
job.setOutputValueClass(Text.class);
job.setReducerClass(MultiTypeFileInputReducer.class);
job.setNumReduceTasks(1);
MultipleInputs.addInputPath(job, new Path("hdfs://RS5-112:9000/cs/path1"), TextInputFormat.class,MultiTypeFileInput1Mapper.class);
MultipleInputs.addInputPath(job, new Path("hdfs://RS5-112:9000/cs/path3"), TextInputFormat.class,MultiTypeFileInput3Mapper.class);
System.exit(job.waitForCompletion(true)?0:1);
}
} 复制代码