Works fine with CuDNN v5.1 but theano.tensor.grad() crashes python with the 
current latest cudnn-8.0-windows10-x64-v6.0. 

Here is theanoarc:

[global]
device = cuda0
floatX = float32
optimizer_including=cudnn
openmp=False
allow_input_downcast=True

[cuda]
root = C:\Program Files\NVIDIA GPU Computing Toolkit\CUDA\v8.0

[dnn]
enabled = True
include_path=C:\Program Files\NVIDIA GPU Computing Toolkit\CUDA\v8.0\include
library_path=C:\Program Files\NVIDIA GPU Computing Toolkit\CUDA\v8.0\lib\x64

[blas]
ldflags=-LC:\\Windows\system32

[gpuarray]
preallocate=0.8

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