# PyTorch

## Posts
- [PyTorch Conference North America Schedule Is Live](https://pytorch.org/blog/pytorch-conference-north-america-schedule-is-live/): PyTorch Conference North America will bring developers, researchers, and practitioners to San Jose on October 20–21 for sessions spanning training
- [TLX Block Attention: A Warp-Specialized Blackwell Kernel for Fixed-Block Sparse Self-Attention](https://pytorch.org/blog/tlx-block-attention-a-warp-specialized-blackwell-kernel-for-fixed-block-sparse-self-attention/): Code available at: https://github._model_kernel_library  In this post, we present the design of TLX Block Attention — a Triton kernel targeting
- [Triton Plugin Extensions: Enabling TLX and Custom Compiler Passes Out of the Box](https://pytorch.org/blog/triton-plugin-extensions-enabling-tlx-and-custom-compiler-passes-out-of-the-box/): TLDR The PyTorch-Triton 3.7 release introduces the Triton Plugin Extensions system, a framework for dynamically loading custom compiler passes, dialects
- [Towards Free Normalization: Fusing Normalization into GEMM and Attention Kernels](https://pytorch.org/blog/towards-free-normalization-fusing-normalization-into-gemm-and-attention-kernels/): TL;DR In this blog post, we present various novel kernel fusion techniques for common normalization ops like LayerNorm and RMSNorm,
- [PyTorch 2.13 Release Blog](https://pytorch.org/blog/pytorch-2-13-release-blog/): We are excited to announce the release of PyTorch® 2.13 (release notes)! The PyTorch 2.13 release features the following changes:

## Pages
- [Start via Cloud Partners](https://pytorch.org/get-started/cloud-partners/)
- [PyTorch Foundation Contributor Awards](https://pytorch.org/contributor-awards/): PyTorch Foundation Contributor Awards The Annual PyTorch Foundation Contributor Awards honor individuals who have made significant contributions to PyTorch Foundation
- [PyTorch Foundation](https://pytorch.org/foundation/): PyTorch Foundation Accelerating Open Source AI Welcome to the PyTorch Foundation, a vibrant, community-driven hub for open source AI. Developers,
- [Previous PyTorch Versions](https://pytorch.org/get-started/previous-versions/)
- [Protected: Additional Platforms](https://pytorch.org/get-started/additional-platforms/): In the selector below, you will find compute platforms and configurations provided by our partners and community members. Choose your

## Venues
- [Nanhaitai](https://pytorch.org/venue/nanhaitai/)
- [the Limelight Boulder](https://pytorch.org/venue/the-limelight-boulder/)
- [Amsterdam](https://pytorch.org/venue/amsterdam/)
- [Pasadena, CA, USA](https://pytorch.org/venue/pasadena-ca-usa/)
- [Philadelphia, United States](https://pytorch.org/venue/philadelphia-united-states/)

## Organizers
- [Zhiqing Xiao, PyTorch Ambassador](https://pytorch.org/organizer/zhiqing-xiao-pytorch-ambassador/)
- [Southern California Linux Expo](https://pytorch.org/organizer/southern-california-linux-expo/)
- [PyTorch Foundation](https://pytorch.org/organizer/pytorch-foundation/)

## Events
- [AMD Advancing AI](https://pytorch.org/event/amd-advancing-ai/): PyTorch Foundation CTO Matt White will speak at AMD Advancing AI on how right-sized models, intelligent routing, caching, bounded escalation,
- [PyTorch Conference 2026](https://pytorch.org/event/pytorch-conference-2026/): Step into the Future of AI at PyTorch Conference North America 2026 Join us in San Jose, CA, October 20-21
- [PyTorch 2.13 Release Live Q&A](https://pytorch.org/event/pytorch-2-13-release-live-qa/): PyTorch 2.13 introduces updates across attention, compilation, distributed training, memory efficiency, Python support, and accelerator platforms. Highlights include FlexAttention support
- [AgenticAI Summit 2026](https://pytorch.org/event/agenticai-summit/): August 1–2, 2026 University of California, Berkeley PyTorch Foundation is a Gold Sponsor of Agentic AI Summit 2026, a two-day
- [KubeCon + CloudNativeCon + OpenInfra Summit + PyTorch Conference China 2026](https://pytorch.org/event/kubecon-cloudnativecon-openinfra-summit-pytorch-conference-china-2026/): KubeCon + CloudNativeCon + OpenInfra Summit + PyTorch Conference China 2026 convenes the OpenInfra, cloud native, and AI communities in

## Models
- [PyTorch-Transformers](https://pytorch.org/hub/huggingface_pytorch-transformers/): PyTorch implementations of popular NLP Transformers
- [SSD](https://pytorch.org/hub/nvidia_deeplearningexamples_ssd/): Single Shot MultiBox Detector model for object detection
- [Progressive Growing of GANs (PGAN)](https://pytorch.org/hub/facebookresearch_pytorch-gan-zoo_pgan/): High-quality image generation of fashion, celebrity faces
- [AlexNet](https://pytorch.org/hub/pytorch_vision_alexnet/): The 2012 ImageNet winner achieved a top-5 error of 15.3%, more than 10.8 percentage points lower than that of the runner up.
- [Densenet](https://pytorch.org/hub/pytorch_vision_densenet/): Dense Convolutional Network (DenseNet), connects each layer to every other layer in a feed-forward fashion.

## Newsletters
- [July 2026](https://pytorch.org/newsletter/july-2026/): Welcome to the PyTorch Foundation monthly newsletter! AI progress is increasingly shaped by the systems that make breakthroughs usable: compilers,
- [June, 2026](https://pytorch.org/newsletter/june-2026/): Welcome to the PyTorch Foundation monthly newsletter! Since joining as Executive Director of the PyTorch Foundation earlier this year, I’ve
- [May, 2026](https://pytorch.org/newsletter/may-newsletter/): Welcome to the May edition of the PyTorch Foundation Newsletter. This month, we reflect on the success of PyTorch Conference
- [April, 2026](https://pytorch.org/newsletter/april-2026/): Welcome to the April edition of the PyTorch Foundation Newsletter. Inside: highlights from PyTorch Conference Europe 2026, Helion and Safetensors
- [March, 2026](https://pytorch.org/newsletter/march-2026/): Welcome to the March edition of the PyTorch Foundation Newsletter. Inside: the release of PyTorch 2.11 and our upcoming Live

## Categories
- [Blog](https://pytorch.org/blog/category/blog/)
- [Announcements](https://pytorch.org/blog/category/announcements/)
- [Case Studies](https://pytorch.org/blog/category/case-studies/)
- [Community](https://pytorch.org/blog/category/community/)
- [Ecosystem](https://pytorch.org/blog/category/ecosystem/)

## Tags
- [Research](https://pytorch.org/blog/tag/research/)
- [Technology](https://pytorch.org/blog/tag/technology/)
- [Medical](https://pytorch.org/blog/tag/medical/)
- [NLP](https://pytorch.org/blog/tag/nlp/)
- [Media & Entertainment](https://pytorch.org/blog/tag/media-entertainment/)

## Event Categories
- [Community-hosted](https://pytorch.org/event-calendar/category/community-hosted/)
- [PyTorch-hosted](https://pytorch.org/event-calendar/category/pytorch-hosted/)

## Model Type
- [Vision](https://pytorch.org/blog/lf-model-type/vision/)
- [Scriptable](https://pytorch.org/blog/lf-model-type/scriptable/)
- [Audio](https://pytorch.org/blog/lf-model-type/audio/)
- [Nlp](https://pytorch.org/blog/lf-model-type/nlp/)
- [Generative](https://pytorch.org/blog/lf-model-type/generative/)

## Projects
- [PyTorch](https://pytorch.org/blog/project/pytorch/)
- [vLLM](https://pytorch.org/blog/project/vllm/)
- [Helion](https://pytorch.org/blog/project/helion/)
- [DeepSpeed](https://pytorch.org/blog/project/deepspeed/)
- [Ray](https://pytorch.org/blog/project/ray/)

## Optional
- [Sitemap index](https://pytorch.org/wp-sitemap.xml)