@ThomasDelteil `cudnn_off` is more of a testing functionality which allows us 
to compare all versions (in-house CPU, in-house GPU, CuDNN) without re-building 
the package, but sometimes if users are not satisfied with CuDNN for some 
reason they can also use that in their code. I think you got the idea behind 
the change to GPU impl. I'm not familiar with the operator either but we know 
we should give same results from all 3 version and the GPU one is violating 
that rule, so after comparison I found that GPU code is a bit different, thus 
the change.

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