load multiple models in Tensorflow

Question

I have written the following convolutional neural network (CNN) class in Tensorflow [I have tried to omit some lines of code for clarity.]

class CNN:
de         


        

Answer 1

One way is to clear your session if you want to train or load multiple models in succession. You can easily do this using

from keras import backend as K 

# load and use model 1

K.clear_session()

# load and use  model 2

K.clear_session()`

K.clear_session() destroys the current TF graph and creates a new one. Useful to avoid clutter from old models / layers.