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October 2, 2012 02:22
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Hadoop 101 - Distributed Cache
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// In the job driver code, specify cache file location, add file to distributed cache | |
import org.apache.hadoop.fs.FileSystem; | |
import org.apache.hadoop.fs.Path; | |
import org.apache.hadoop.filecache.DistributedCache; | |
public class testdistcache extends Configured implements Tool { | |
public static final String localCacheFile= "localpath/localCacheFile.txt"; | |
public static final String hdfsCacheFile = "hdfspath/hdfsCacheFile.txt"; | |
@Override | |
public int run(String[] args) throws Exception { | |
Configuration conf = getConf(); | |
// Add Distributed Cache | |
FileSystem fs = FileSystem.get(conf); | |
Path hdfsPath = new Path(hdfsCacheFile); | |
fs.copyFromLocalFile(false, true, new Path(localCacheFile),hdfsPath); // Load file into HDFS | |
DistributedCache.addCacheFile(hdfsPath.toUri(), conf); // Add file to distributed cache | |
Job job = new Job(conf, "Test Distributed Cache"); | |
job.setJarByClass(testdistcache.class); | |
// other job related configuration are omitted ... | |
// Execute job | |
job.waitForCompletion(true); | |
return 0; | |
} | |
//---------------------------------------------------------------------- | |
public static void main(String[] args) throws Exception { | |
int exitCode = ToolRunner.run(new Configuration(), new testdistcache(), args); | |
System.exit(exitCode); | |
} | |
} |
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// In the mapper or reducer code, get distributed cache file name and read the cache file | |
import java.io.BufferedReader; | |
import java.io.FileReader; | |
import org.apache.hadoop.filecache.DistributedCache; | |
import org.apache.hadoop.fs.Path; | |
public static class TestDistCacheMapper extends Mapper<Text, Text, Text, Text> { | |
private HashMap<String, String> idmap; | |
@Override | |
public void setup(Context context) { | |
LoadDistCache(context); | |
} | |
public void LoadDistCache(String hdfsCacheFile, int linenum_index) throws IOException { | |
String line; | |
int linenum = 0; | |
BufferedReader bufferedReader = new BufferedReader(new FileReader(LoadDistCache)); | |
while ((line = bufferedReader.readLine()) != null) { | |
linenum = linenum + 1; | |
if (linenum == linenum_index) { | |
linecontent = line.toString(); | |
break; | |
} | |
} | |
bufferedReader.close(); | |
} | |
@Override | |
public void map(Text key, Text value, Context context) throws InterruptedException { | |
// mapping details omitted | |
context.write(outkey, outvalue); | |
} | |
} |
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