@StevenJokes I think the issue about DCGAN is related to D2L and you'd better 
to discuss it in the D2L-related channels. (Find one in the D2L: 
https://github.com/d2l-ai/d2l-en/issues/1381) If you have specific issues about 
MXNet, you may create an issue and tag it as BUG, or other labels so we can 
take a look.

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