Introducing TorchRec, a library for modern production recommendation systems Blog Introducing TorchRec, a library for modern production recommendation systems We are excited to announce TorchRec, a PyTorch domain library for Recommendation Systems. This new library…Meta AI - Donny Greenberg, Colin Taylor, Dmytro Ivchenko, Xing Liu, Anirudh SudarshanFebruary 23, 2022
Practical Quantization in PyTorch Blog Practical Quantization in PyTorch Quantization is a cheap and easy way to make your DNN run faster and with…Suraj Subramanian, Mark Saroufim, Jerry ZhangFebruary 8, 2022
Introducing TorchVision’s New Multi-Weight Support API Blog Introducing TorchVision’s New Multi-Weight Support API TorchVision has a new backwards compatible API for building models with multi-weight support. The new…Vasilis VryniotisDecember 22, 2021
Efficient PyTorch: Tensor Memory Format Matters Blog Efficient PyTorch: Tensor Memory Format Matters Ensuring the right memory format for your inputs can significantly impact the running time of…Dhruv Matani, Suraj SubramanianDecember 15, 2021
Announcing the Winners of the 2021 PyTorch Annual Hackathon Blog Announcing the Winners of the 2021 PyTorch Annual Hackathon More than 1,900 people worked hard in this year’s PyTorch Annual Hackathon to create unique…PyTorch FoundationDecember 8, 2021
How to Train State-Of-The-Art Models Using TorchVision’s Latest Primitives Blog How to Train State-Of-The-Art Models Using TorchVision’s Latest Primitives A few weeks ago, TorchVision v0.11 was released packed with numerous new primitives, models and…Vasilis VryniotisNovember 18, 2021
Feature Extraction in TorchVision using Torch FX Blog Feature Extraction in TorchVision using Torch FX Introduction FX based feature extraction is a new TorchVision utility that lets us access intermediate transformations of an…Alexander Soare and Francisco MassaOctober 29, 2021
Accelerating PyTorch with CUDA Graphs Blog Accelerating PyTorch with CUDA Graphs Today, we are pleased to announce a new advanced CUDA feature, CUDA Graphs, has been…Vinh Nguyen, Michael Carilli, Sukru Burc Eryilmaz, Vartika Singh, Michelle Lin, Natalia Gimelshein, Alban Desmaison, Edward YangOctober 26, 2021
PyTorch 1.10 Release, including CUDA Graphs APIs, Frontend and Compiler Improvements Blog PyTorch 1.10 Release, including CUDA Graphs APIs, Frontend and Compiler Improvements We are excited to announce the release of PyTorch 1.10. This release is composed of…PyTorch FoundationOctober 21, 2021
New Library Releases in PyTorch 1.10, including TorchX, TorchAudio, TorchVision Blog New Library Releases in PyTorch 1.10, including TorchX, TorchAudio, TorchVision Today, we are announcing a number of new features and improvements to PyTorch libraries, alongside…PyTorch FoundationOctober 21, 2021
Announcing PyTorch Annual Hackathon 2021 Blog Announcing PyTorch Annual Hackathon 2021 We’re excited to announce the PyTorch Annual Hackathon 2021! This year, we’re looking to support…PyTorch FoundationSeptember 8, 2021
How Computational Graphs are Constructed in PyTorch Blog How Computational Graphs are Constructed in PyTorch In the previous post we went over the theoretical foundations of automatic differentiation and reviewed the implementation…Preferred NetworksAugust 31, 2021
Announcing PyTorch Developer Day 2021 Blog Announcing PyTorch Developer Day 2021 We are excited to announce PyTorch Developer Day (#PTD2), taking place virtually from December 1…PyTorch FoundationAugust 23, 2021
PipeTransformer: Automated Elastic Pipelining for Distributed Training of Large-scale Models Blog PipeTransformer: Automated Elastic Pipelining for Distributed Training of Large-scale Models In this blog post, we describe the first peer-reviewed research paper that explores accelerating the…Chaoyang He, Shen Li, Mahdi Soltanolkotabi, and Salman AvestimehrAugust 18, 2021
What’s New in PyTorch Profiler 1.9? Blog What’s New in PyTorch Profiler 1.9? PyTorch Profiler v1.9 has been released! The goal of this new release (previous PyTorch Profiler release)…Sabrina Smai, Program Manager on the AI Framework team at MicrosoftAugust 3, 2021
Everything You Need To Know About Torchvision’s SSDlite Implementation Blog Everything You Need To Know About Torchvision’s SSDlite Implementation In the previous article, we’ve discussed how the SSD algorithm works, covered its implementation details and…Vasilis VryniotisJune 27, 2021
The torch.linalg module: Accelerated Linear Algebra with Autograd in PyTorch Blog The torch.linalg module: Accelerated Linear Algebra with Autograd in PyTorch Linear algebra is essential to deep learning and scientific computing, and it’s always been a…Mike Ruberry, Ivan Yashchuk, Xiao Wang, Mario Lezcano and Natalia GimelsheinJune 23, 2021
An Overview of the PyTorch Mobile Demo Apps Blog An Overview of the PyTorch Mobile Demo Apps PyTorch Mobile provides a runtime environment to execute state-of-the-art machine learning models on mobile devices.…Jeff Tang and Mark SaroufimJune 18, 2021
Everything You Need To Know About Torchvision’s SSD Implementation Blog Everything You Need To Know About Torchvision’s SSD Implementation In TorchVision v0.10, we’ve released two new Object Detection models based on the SSD architecture.…Vasilis VryniotisJune 16, 2021
New PyTorch Library Releases in PyTorch 1.9, including TorchVision, TorchAudio, and more Blog New PyTorch Library Releases in PyTorch 1.9, including TorchVision, TorchAudio, and more Today, we are announcing updates to a number of PyTorch libraries, alongside the PyTorch 1.9 release.…PyTorch FoundationJune 15, 2021