Keras profile support

I want to do profiling with Keras. I am using a GPU server for profiling.

I want to calculate forward time, backward time, total average time and number of operations that are needed at each level, and many different parameters using Keras for different graphs such as: 1) Googlenet 2) Alexnet 3) Shrink mesh 4) VGG16 5 ) VGG19 6) InceptionV3.

Can someone please help me with some material so that it is useful to me. I am trying to work with Github torch-7 profiling.

https://github.com/e-lab/Torch7-profiling

But I only get forward time analysis. It would be nice if I could get all of the other analysis above. Thanks for the help.