Github user desperadoxx commented on the issue:

    https://github.com/apache/spark/pull/18337
  
    I also met this problem. The rmse doesn't get converged on some common 
dataset, including movielens.
    At least, it should not be clipped by maxValue and minValue when computing 
the gradient, which will change loss function to non-convex, but the original 
is convex.


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