Github user MLnick commented on the pull request: https://github.com/apache/spark/pull/12560#issuecomment-214490075 @wangmiao1981 I tend to agree with @yanboliang. I don't think adding instrumentation is critical enough to break the `train` method signature, even if it is `DeveloperApi`. I think we should just log what we can unobtrusively, and perhaps at a later stage further instrumentation can be added in a performant way.
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