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From takuti <...@git.apache.org>
Subject [GitHub] incubator-hivemall pull request #84: [WIP][HIVEMALL-19] Support DIMSUM for a...
Date Fri, 02 Jun 2017 22:29:52 GMT
GitHub user takuti opened a pull request:

    https://github.com/apache/incubator-hivemall/pull/84

    [WIP][HIVEMALL-19] Support DIMSUM for approx. all-pairs similarity

    ## What changes were proposed in this pull request?
    
    Support DIMSUM, Dimension Independent Matrix Square using MapReduce, for approximated
all-pairs similarity computation. It makes item-based CF more efficient.
    
    https://stanford.edu/~rezab/papers/dimsum.pdf
    
    ## What type of PR is it?
    
    Feature
    
    ## What is the Jira issue?
    
    - https://issues.apache.org/jira/browse/HIVEMALL-19
    
    ## How was this patch tested?
    
    - Unit tests
    - Manual tests on EMR
    
    ---
    
    ### TODO
    
    - [ ] Documentation
    - [ ] Evaluate on larger data e.g. MovieLens

You can merge this pull request into a Git repository by running:

    $ git pull https://github.com/takuti/incubator-hivemall DIMSUM

Alternatively you can review and apply these changes as the patch at:

    https://github.com/apache/incubator-hivemall/pull/84.patch

To close this pull request, make a commit to your master/trunk branch
with (at least) the following in the commit message:

    This closes #84
    
----
commit 1a661cef229a508655352c360a2890bd66da1ab0
Author: Takuya Kitazawa <k.takuti@gmail.com>
Date:   2017-06-01T03:30:08Z

    Add `l2_norm` UDAF

commit c19abc5b8e603b65595346c6fb76329a09a1e02c
Author: Takuya Kitazawa <k.takuti@gmail.com>
Date:   2017-06-01T09:10:16Z

    Implement DIMSUM mapper

commit 44367b29056752b32bbbd9601e9500fa6398e8ef
Author: Takuya Kitazawa <k.takuti@gmail.com>
Date:   2017-06-02T01:58:40Z

    Make symmetric output (j, k), (k, j) configureable

commit a6e854c856ce3deef46e6b8b0293497d57e82901
Author: Takuya Kitazawa <k.takuti@gmail.com>
Date:   2017-06-02T03:16:23Z

    Support string feature

commit 97cb91d8fef0cd2f85657a02bd9a2505d7551337
Author: Takuya Kitazawa <k.takuti@gmail.com>
Date:   2017-06-02T03:28:22Z

    Fix so that default `gamma` is computed correctly

commit b42b65b1cb358a89cd402f90b5ec3d6c79ff465c
Author: Takuya Kitazawa <k.takuti@gmail.com>
Date:   2017-06-02T07:04:25Z

    Add unit test for DIMSUMMapperUDTF

----


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