Solved by Super_Pie_Camel in post #3 
              
              
                Thanks for response! 
The problem is solved by modifying the procedure of training and validation. 
Original: 
1.all epochs training 

all epochs validation

Correct procedure: 


epoch 1 training 


epoch 1 validation 


epoch 2 training 


epoch 2 validation 


… 
…