BestHub
Sign in
Infra Learning Club
Infra Learning Club
Mar 22, 2025 · Artificial Intelligence

How to Write CUDA Kernels in Python – Insights from Nvidia GTC 2025

The article reviews Nvidia GTC 2025’s session on writing CUDA kernels with Python, compares tools such as Numba, CuPy, PyTorch extensions and cuda‑python, demonstrates a segmented reduction example with C++ and Python code, explains the underlying CUDA concepts, and shows how to install and use cuda‑python to simplify kernel development.

CUDACuPyGPU
0 likes · 10 min read
How to Write CUDA Kernels in Python – Insights from Nvidia GTC 2025
MaGe Linux Operations
MaGe Linux Operations
Jul 26, 2021 · Fundamentals

Boost NumPy Performance 10× with CuPy: GPU Acceleration Guide

This article explains how CuPy mirrors NumPy's API to run array and matrix operations on NVIDIA GPUs, providing step‑by‑step installation, code examples, and benchmark results that demonstrate speedups ranging from 10× to over 700× compared to CPU‑only NumPy.

CUDACuPyGPU acceleration
0 likes · 5 min read
Boost NumPy Performance 10× with CuPy: GPU Acceleration Guide