ptrendx opened a new pull request #18905:
URL: https://github.com/apache/incubator-mxnet/pull/18905


   ## Description ##
   cuDNN expects bias stride to be (C, 1, C, C), whereas currently it is 
provided by MXNet as (C, 1, 1, 1).
   This PR also changes the order of calls to wgrad and bgrad. This has 
potential to boost performance, because wgrad uses the same data as bgrad, but 
is typically compute-limited (so the data transfer cost is hidden), so there is 
a chance that the data needed by purely BW-bound bgrad is already in cache.. 
   
   @DickJC123 


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