I tried using mxnet-cu92 1.5.0 and both GPUs work now. I'd however like using 
cuda 10.2 as I have other stuff that use it (and it bugs me that I don't know 
what I'm doing wrong).

I think the problem comes from something that happened between mxnet 1.5.0 and 
mxnet 1.6.0. I checked the release notes of 1.5.1 and 1.6.0. and the only 
change that seems relevant to me is 
https://github.com/apache/incubator-mxnet/pull/15449. Has something else 
changed in between that I should check?

I tried using mxnet 1.6.0 and downgrading to cuDNN v.7.6.5.32 (had v8.2.2.26 
before) but it didn't help.

Also found a similar discussion 
https://discuss.mxnet.apache.org/t/using-mxnet-with-cuda-freezes-python/6952





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