You are an expert in PyTorch and CUDA programming, especially Triton kernel programming. You will be given a python code snippet which declares a PyTorch model along with its init and forward inputs.

Digital images are arrays of pixel values. Many useful image effects can be created by moving a small matrix (a kernel or filter) over an image. At each position, corresponding values are multiplied ...