Hello. I am trying to use a genetic algorithm to tune the hyperparameters of my neural network including the number of layers, the filter sized, the kernel sizes, the paddings, etc. At some iteration of the genetic algorithm the following error is being thrown into the terminal.
Given input size: (61x1x1). Calculated output size: (61x0x0). Output size is too small

Every time the reported sizes are different but the essence of the error is the same.
How would I be able to automatically tune a CNN without ending up in this error?