[Deep Dive] How many times does one line of PyTorch access GPU memory? ~Counting kernels to understand slowness~

I recently read an article by Adam Mainz (@MainzOnX) titled "What even is a kernel?". It is an introductory article that ...
HackerNoon

GPU Kernels Explained: The Hidden Reason Your AI Model Runs Slowly

A GPU kernel is the code that runs on the GPU when you call an operation like torch.matmul, as thousands of copies at once.
quantumzeitgeist

NVIDIA Dynamo-Triton speeds up generative recommenders with PyTorch

NVIDIA Dynamo-Triton supports an end-to-end Hierarchical Sequential Transduction Unit (HSTU) GR inference workflow.
wccftech

ROCm 6.4.4: AMD’s Official PyTorch for Windows — See the Supported Radeon 9000/7000 GPUs & Ryzen AI APUs

AMD has finally enabled PyTorch support on Windows for Radeon RX 9000, RX 7000 GPUs & Ryzen AI APUs with ROCm 6.4.4. AMD Radeon RX 9000, RX 7000 GPUs, & Ryzen AI APUs Now Support PyTorch On Windows ...
Boston University

PyTorch and Tensorflow

On this page you will find instructions on using PyTorch and Tensorflow software via your own installation or SCC modules. RCS does not intend to install newer versions of PyTorch and Tensorflow as ...