Github user srowen commented on the pull request:
https://github.com/apache/spark/pull/6905#issuecomment-113582385
Arguing with myself: I see the value of the eval is used in some log
statements including its mean. This may be a little less than useful when it is
some inverse RMSE but still probably a decent solution
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