Details
Description
Hadoop assumes that if the input data is compressed, it can not be split (mainly due to the limitation of many codecs that they need the whole input stream to decompress successfully). So in such a case, Hadoop prepares only one split per compressed file, where the lower split limit is at 0 while the upper limit is the end of the file. The consequence of this decision is that, one compress file goes to a single mapper. Although it circumvents the limitation of codecs (as mentioned above) but reduces the parallelism substantially, as it was possible otherwise in case of splitting.
BZip2 is a compression / De-Compression algorithm which does compression on blocks of data and later these compressed blocks can be decompressed independent of each other. This is indeed an opportunity that instead of one BZip2 compressed file going to one mapper, we can process chunks of file in parallel. The correctness criteria of such a processing is that for a bzip2 compressed file, each compressed block should be processed by only one mapper and ultimately all the blocks of the file should be processed. (By processing we mean the actual utilization of that un-compressed data (coming out of the codecs) in a mapper).
We are writing the code to implement this suggested functionality. Although we have used bzip2 as an example, but we have tried to extend Hadoop's compression interfaces so that any other codecs with the same capability as that of bzip2, could easily use the splitting support. The details of these changes will be posted when we submit the code.
Attachments
Attachments
Issue Links
- blocks
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MAPREDUCE-830 Providing BZip2 splitting support for Text data
- Closed
- depends upon
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HADOOP-5213 BZip2CompressionOutputStream NullPointerException
- Closed
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MAPREDUCE-772 Chaging LineRecordReader algo so that it does not need to skip backwards in the stream
- Closed
- is cloned by
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HADOOP-7823 port HADOOP-4012 to branch-1 (splitting support for bzip2)
- Closed
- is duplicated by
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HADOOP-7386 Support concatenated bzip2 files
- Resolved
- relates to
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HADOOP-5602 existing Bzip2Codec supported in hadoop 0.19/0.20 skipps the input records when input bzip2 compressed files is made up of concatinating multiple .bz2 files.
- Resolved
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MAPREDUCE-477 Support for reading bzip2 compressed file created using concatenation of multiple .bz2 files
- Resolved
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HADOOP-3646 Providing bzip2 as codec
- Closed