Moreover if you install Theano from scratch :

conda install theano pygpu

Fetching package metadata .........
Solving package specifications: .

Package plan for installation in environment /root/miniconda2:

The following NEW packages will be INSTALLED:

    libgpuarray: 0.6.8-0     
    pygpu:       0.6.8-py27_0
    theano:      0.9.0-py27_0


you need to run the following correction after :

conda install libgpuarray=0.6.4-0 pygpu=0.6.4


And now that works on the server I was initially working on. 

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