1. jobtracker做了分离,分成了resourceManager和nodemanager;
2. MR变成了和HBase和Hive等一样的yarn上面的一个应用;
3. 1.x的默认块大小为64M,2.x的默认块大小为128M;
4. 在2.x中除了datanode要向namenode报告status,nodemanager也要向ResourceManager报告status
5.MR API差别
旧的WordCount
1 package org.apache.hadoop.maPRed; 2 3 ... ... 4 5 public class WordCount extends Configured implements Tool { 6 7 public static class MapClass extends MapReduceBase 8 implements Mapper<LongWritable, Text, Text, IntWritable> { 9 10 ... ...11 12 public void map(LongWritable key, Text value, 13 OutputCollector<Text, IntWritable> output, 14 Reporter reporter) throws IOException {15 ... ...16 }17 }18 19 public static class Reduce extends MapReduceBase20 implements Reducer<Text, IntWritable, Text, IntWritable> {21 22 public void reduce(Text key, Iterator<IntWritable> values,23 OutputCollector<Text, IntWritable> output, 24 Reporter reporter) throws IOException {25 ... ...26 }27 }28 29 static int printUsage() {30 System.out.println("wordcount [-m <maps>] [-r <reduces>] <input> <output>");31 ToolRunner.printGenericCommandUsage(System.out);32 return -1;33 }34 35 public int run(String[] args) throws Exception {36 ... ...37 return 0;38 }39 public static void main(String[] args) throws Exception {40 int res = ToolRunner.run(new Configuration(), new WordCount(), args);41 System.exit(res);42 }43 44 }
新的WordCount
1 package org.apache.hadoop.examples; 2 3 ... ... 4 5 public class WordCount { 6 7 public static class TokenizerMapper 8 extends Mapper<Object, Text, Text, IntWritable>{ 9 10 ... ... 11 12 public void map(Object key, Text value, Context context13 ) throws IOException, InterruptedException {14 ... ...15 }16 }17 18 public static class IntSumReducer 19 extends Reducer<Text,IntWritable,Text,IntWritable> {20 private IntWritable result = new IntWritable();21 22 public void reduce(Text key, Iterable<IntWritable> values, 23 Context context24 ) throws IOException, InterruptedException {25 ... ...26 }27 }28 29 public static void main(String[] args) throws Exception {30 ... ...31 System.exit(job.waitForCompletion(true) ? 0 : 1);32 }33 }
6.
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