Github user haying commented on the issue:

    https://github.com/apache/incubator-madlib/pull/75
  
    I am not so sure about the technical details about convergence behavior of 
this algorithm. But it seems to me that it could be beneficial to expose the 
gradient so that users can do convergence tests and stepsize/batchsize tuning 
more easily. Of course, it would be even better if we can do more like 
providing a warning if we observe the model may not converge, etc.


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