szha edited a comment on issue #13512:
URL: 
https://github.com/apache/incubator-mxnet/issues/13512#issuecomment-688427818


   the gradient clipping happens inside optimizer update and is not updated 
back to the gradient buffers. if you are performing global gradient norm 
clipping, then you should use 
[trainer.allreduce_grads](https://github.com/apache/incubator-mxnet/blob/master/python/mxnet/gluon/trainer.py#L363-L373)
 first and then perform clipping with 
[gluon.utils.clip_global_norm](https://github.com/apache/incubator-mxnet/blob/master/python/mxnet/gluon/utils.py#L117)


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