@jasonyu1996 There is a PR to fix this issue 
https://github.com/dmlc/nnvm/pull/525 and an associated change on mxnet 
https://github.com/apache/incubator-mxnet/pull/12479. I know that this issue is 
blocking everyone else so hopefully this gets through soon and we can get your 
changes merged too.

Thanks for all of your explanations on the code (especially the code you didnt 
write)! I hope you dont mind, I asked another one while we wait for the nnvm 
fix. 

Also, can you explain the backward pass with the diagonal operator? What 
exactly is happening there, the diagonal comes in and the original input matrix 
gets updated? What is the ML meaning in the diag case; what error is there to 
correct in this calculation?

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