Solved by ptrblck in post #10 
              
              
                The patience is applied to the last minimal loss value and the subsequent values. 
Let’s analyze the behavior for patience=0: 

Until epoch10 the loss is decreasing (starting with epoch0).
The loss in epoch11 increases; since patience=0, we are decreasing the lr. The current min value is 10980 from …