Abstract: Deep learning (DL) accelerators are optimized for standard convolution. However, lightweight convolutional neural networks (CNNs) use depthwise convolution (DwC) in key layers, and the ...

In this video, we will understand what is Convolution Operation in CNN. Convolution Operation is the heart of Convolutional Neural Network. It is responsible for detecting the edges or features of the ...

When implementing a quantized GEMM/convolution with INT8 activations and weights, it's common to also have the bias as INT32. The usual trick for adding a bias seems to be initializing the C matrix to ...

User has a question about an accuracy gap in pytorch convolution between CUDNN_CONVOLUTION_FWD_ALGO_IMPLICIT_PRECOMP_GEMM and CUDNN_CONVOLUTION_FWD_ALGO_IMPLICIT_GEMM.

The rapid growth of large language models (LLMs) and their increasing computational requirements have prompted a pressing need for optimized solutions to manage memory usage and inference speed. As ...