Convolution Implementation and Parallelism

Write a function to implement a convolution operation with a 3x3 kernel on a 4096x4096 image, having 256 input channels, 28 samples per batch, and producing 128 output channels. The solution should support multiple parallel processing methods, especially focusing on synchronization during forward pass in machine learning. Example Input Provide input format needed