Hadoop Common
  1. Hadoop Common
  2. HADOOP-4012

Providing splitting support for bzip2 compressed files

    Details

    • Type: New Feature New Feature
    • Status: Closed
    • Priority: Major Major
    • Resolution: Fixed
    • Affects Version/s: 0.21.0
    • Fix Version/s: 0.21.0
    • Component/s: io
    • Labels:
      None
    • Hadoop Flags:
      Reviewed
    • Release Note:
      BZip2 files can now be split.

      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.

      1. C4012-12.patch
        55 kB
        Chris Douglas
      2. C4012-13.patch
        52 kB
        Abdul Qadeer
      3. C4012-14.patch
        61 kB
        Chris Douglas
      4. Hadoop-4012-version1.patch
        51 kB
        Abdul Qadeer
      5. Hadoop-4012-version10.patch
        51 kB
        Abdul Qadeer
      6. Hadoop-4012-version11.patch
        51 kB
        Abdul Qadeer
      7. Hadoop-4012-version2.patch
        52 kB
        Abdul Qadeer
      8. Hadoop-4012-version3.patch
        52 kB
        Abdul Qadeer
      9. Hadoop-4012-version4.patch
        52 kB
        Abdul Qadeer
      10. Hadoop-4012-version5.patch
        51 kB
        Abdul Qadeer
      11. Hadoop-4012-version6.patch
        51 kB
        Abdul Qadeer
      12. Hadoop-4012-version7.patch
        67 kB
        Abdul Qadeer
      13. Hadoop-4012-version8.patch
        70 kB
        Abdul Qadeer
      14. Hadoop-4012-version9.patch
        70 kB
        Abdul Qadeer

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            • Assignee:
              Abdul Qadeer
              Reporter:
              Abdul Qadeer
            • Votes:
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              Watchers:
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              Dates

              • Created:
                Updated:
                Resolved:

                Development