I started testing the convnet on TeslaK40 but I see an abnormal memory use.
Usually the convnet uses about 20 Gbyte of RAM but now I have 
pygpu.gpuarray.Exception. Out of memory because it wants more than 78 
gigabytes of the  available RAM.



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