Github user sethah commented on the issue:

    https://github.com/apache/spark/pull/15671
  
    IMO, the way we're doing this logging right now is unsustainable. It 
requires too much manual work. We can leave this discussion for a different 
JIRA, but what we could do is modify the `Instrumentation` class to just 
truncate the param value string after a certain number of characters. Then, we 
could even modify `Predictor.fit` to create Instrumentation and log all params. 
The only thing we'd have to do in the individual algorithms is log anything 
else - algorithm specific - that we want to add. I haven't tested this yet. 
@jkbradley @zhengruifeng  what do you think? 


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