eric-haibin-lin opened a new issue #13752: Adam, AdaMax and FTML cannot be used 
with Trainer(update_on_kv=False)
URL: https://github.com/apache/incubator-mxnet/issues/13752
 
 
   These optimizers adjust the learning rate by the number of optimization 
steps, which is problematic if `update_on_kv=False` is set and multiple GPUs 
share the same optimizer object (leading to incorrect count of optimization 
steps). For example: 
https://github.com/apache/incubator-mxnet/blob/master/python/mxnet/optimizer/optimizer.py#L1093
   
   cc @szha @sandeep-krishnamurthy 

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