Fred
I started testing float16 on Tesla K 40: I see that running the convnet  
with floatX=float16 is about three  times slower then floatx=float32.

For example one epoch using float32 needs 8 minutes while using float16 
needs about 25 minutes.

Many thanks.
Luca

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