Github user zhengruifeng commented on the issue:

    https://github.com/apache/spark/pull/11974
  
    @MLnick  @sethah    According to the 
[paper](https://www.eecs.tufts.edu/%7Edsculley/papers/fastkmeans.pdf), 
`MiniBatchKMeans` with `fraction=1.0` is not equal to `KMeans`, and they are 
quite different two algorithms that we should implement different logic for 
them.
    So I think we should make `MiniBatchKMeans` a separate estimator, and can 
close this pr for now.


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