Advancing Direct Convolution using Convolution Slicing Optimization and ISA Extensions

Victor Ferrari, Rafael Sousa, Marcio Pereira +4

Convolution is one of the most computationally intensive operations that must be performed for machine-learning model inference. A traditional approach to compute convolutions is k…