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courses:mapreduce-tutorial:step-29 [2012/01/29 17:23]
straka
courses:mapreduce-tutorial:step-29 [2012/02/05 18:23]
straka
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-====== MapReduce Tutorial : Custom input formats ======+====== MapReduce Tutorial : Custom sorting and grouping comparators. ======
  
-Every custom format reading keys of type ''K'' and values of type ''V'' must subclass [[http://hadoop.apache.org/common/docs/r1.0.0/api/org/apache/hadoop/mapreduce/InputFormat.html|InputFormat<K, V>]]. Usually it is easier to subclass [[http://hadoop.apache.org/common/docs/r1.0.0/api/org/apache/hadoop/mapreduce/lib/input/FileInputFormat.html|FileInputFormat<K, V>]] -- the file listing and splitting is then solved by the ''FileInputFormat'' itself.+====== Sorting comparator ======
  
-===== WholeFileInputFormat =====+The keys are sorted before processed by a reducer, using a 
 +[[http://hadoop.apache.org/common/docs/r1.0.0/api/org/apache/hadoop/io/RawComparator.html|Raw comparator]].
  
-We start by creating ''WholeFileInputFormat'', which reads any file and return exactly one input pair (input_path, file_content) with types (''Text'', ''BytesWritable''). The format does not allow file splitting -- each file will be processed by exactly one mapper.+====== Grouping comparator ======
  
-The main functionality lays in ''WholeFileRecordReader'', subclass of [[http://hadoop.apache.org/common/docs/r1.0.0/api/org/apache/hadoop/mapreduce/RecordReader.html|RecordReader<Text, BytesWritable]].+In reduce, it is guaranteed that keys are processed in ascending order. Sometimes it would be useful if the //values associated with one key// could also be processed in ascending order. 
 + 
 +---- 
 + 
 +<html> 
 +<table style="width:100%"> 
 +<tr> 
 +<td style="text-align:left; width: 33%; "></html>[[step-28|Step 28]]: Custom data types.<html></td> 
 +<td style="text-align:center; width: 33%; "></html>[[.|Overview]]<html></td> 
 +<td style="text-align:right; width: 33%; "></html>[[step-30|Step 30]]: Custom input formats.<html></td> 
 +</tr> 
 +</table> 
 +</html>
  

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