Fred,
I started to look in cuddn:
I don't find cudnn dnn_conv3d in gpuarray.dnn.dnn_conv3d; what I found is 
class theano.sandbox.cuda.dnn.GpuDnnConv3d in 
http://deeplearning.net/software/theano/library/sandbox/cuda/dnn.html

while in http://deeplearning.net/software/theano/library/gpuarray/dnn.html
I don't see any 3dconv op.

Many thanks
Luca

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