Fred, 
many thanks for your help.

I reinstalled and updated anaconda.
I reinstalled  theano and gpuarray/pygpu:
Theano==0.9.0.dev2
pygpu==0.2.1

Then I tested a small 3D convnet  using first:
floatX = float32
device=gpu
and the neural network converges.


Then I tested the convnet using:
floatX = float16
device=cuda

and the neural network converges.

Next step I reinstall theano and gpuarray on the TeslaK40 server and test 
the large convnet: I'll give  another feedback next days.

Luca




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