Solved by superunification in post #3 
              
              
                Like ptrblock says, you have to generate conv/pool configuration before committing to it and mimic the calculations of the pool / conv layers in your NAS so that you disregard upfront the configuration candidates that pool too much or stride to much to end up with a positive input size at the end. 
I…