Reducing CNN model size

Hello, i am trying to reduce the size(in MB) of my model either during training or post-training. I have tried post-training quantization for this purpose, which works. I am looking for any other methods that might be available on pytorch. I have also tried pruning, but that does not reduce the size of the model.
Any advice would be appreciated.