Communications of the ACM

The LLVM Compiler Infrastructure

LLVM powers the core development tools, operating systems, and most applications at Apple Computer, where it long ago ...
Hacker

Building a Transformer From Scratch in Annotated PyTorch

A complete walkthrough of implementing the original Attention Is All You Need encoder-decoder Transformer—no torch. nn.Transformer, no shortcuts. The 2017 paper "Attention Is All You Need" by Vaswani ...
Hacker

Your PyTorch Model Is Slower Than You Think: This Is the Reason Why

Your browser does not support the audio element. You moved your model to the GPU. You watched nvidia-smi climb toward 100%. You assumed you were done. You probably ...
Reuters

Google works to erode Nvidia's software advantage with Meta's help

Google's TorchTPU aims to enhance TPU compatibility with PyTorch Google seeks to help AI developers reduce reliance on Nvidia's CUDA ecosystem TorchTPU initiative is part of Google's plan to attract ...
腾讯网

PyTorch 分布式训练底层原理与 DDP 实战指南

深度学习模型参数量和训练数据集的爆炸式增长，以 Llama 3.1 为例：4050 亿参数、15.6 万亿 token 的训练量，如果仅靠单 GPU可能需要数百年才能跑完，或者根本无法加载模型。 并行计算（Parallelism）通过将训练任务分发到多个 GPU（单机多卡或多机多卡），并利用 ...
Semiconductor Engineering

Deploying PyTorch Models On Edge Devices

AI is being rapidly adopted in edge computing. As a result, it is increasingly important to deploy machine learning models on Arm edge devices. Arm-based processors are common in embedded systems ...