Github user hhbyyh commented on the issue:

    https://github.com/apache/spark/pull/19565
  
    @akopich I'm actually leaning towards "filter after sample". 
    
    1. so we don't need to change `miniBatchFraction` in 
    ` docs.sample(withReplacement = sampleWithReplacement, miniBatchFraction,
            randomGenerator.nextLong())`. 
    
    2. Minor: I'm not sure corpusSize = nonEmptyDoc is always good. I'd prefer 
to keep docs and corpusSize referring to the entire dataset. 
    
    



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