GitHub user noel-smith opened a pull request:
https://github.com/apache/spark/pull/8399
[SPARK-10188] [Pyspark] Pyspark CrossValidator with RMSE selects incorrect
model
* Added isLargerBetter() method to Pyspark Evaluator to match the Scala
version.
* JavaEvaluator delegates isLargerBetter() to underlying Scala object.
* Added check for isLargerBetter() in CrossValidator to determine whether
to use argmin or argmax.
* Added test cases for where smaller is better (RMSE) and larger is better
(R-Squared).
(This contribution is my original work and that I license the work to the
project under Sparks' open source license)
You can merge this pull request into a Git repository by running:
$ git pull https://github.com/noel-smith/spark pyspark-rmse-xval-fix
Alternatively you can review and apply these changes as the patch at:
https://github.com/apache/spark/pull/8399.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 #8399
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commit d00357e40cef090c20ed4089d1cc23ebdaba2918
Author: noelsmith <[email protected]>
Date: 2015-08-24T17:02:13Z
Added test for cross validation
commit 6cd4ed12e4c37e80a3f88f93cb4255a1c011f5af
Author: noelsmith <[email protected]>
Date: 2015-08-24T18:03:18Z
Added/fixed tests for cross validation
commit 63b3835b3676d8c1c19f756d4e9dba5575ef9d3f
Author: noelsmith <[email protected]>
Date: 2015-08-24T18:24:48Z
Removed print statements
commit 7794cf73e10f2b5c57cfff1a2ea4a175e282c33c
Author: noelsmith <[email protected]>
Date: 2015-08-24T18:25:33Z
Added checks for isLargerBetter()
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