# PyTorch ## Posts - [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: - [Bringing PyTorch Monarch to AMD GPUs: Single-Controller Distributed Training on ROCm](https://pytorch.org/blog/bringing-pytorch-monarch-to-amd-gpus-single-controller-distributed-training-on-rocm/): Training state-of-the-art large language models (LLMs) with billions of parameters requires distributed training across hundreds or thousands of GPUs. At - [Understanding PyTorch’s Test Infrastructure](https://pytorch.org/blog/understanding-pytorchs-test-infrastructure/): TL;DR PyTorch tests are often generated at import time, so CI failures may show device/dtype-specific names that differ from the ## Pages - [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 - [Brand Guidelines](https://pytorch.org/brand-guidelines/): We welcome our community to use PyTorch Foundation brand assets. Purpose The PyTorch Foundation is the vendor-neutral home for open - [RAY](https://pytorch.org/projects/ray/): RAY Ray is a unified framework for scaling AI and Python applications. Ray consists of a core distributed runtime and ## 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 - [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 - [World Artificial Intelligence Conference (WAIC) 2026](https://pytorch.org/event/world-artificial-intelligence-conference-waic-2026/): 2026世界人工智能大会 The World Artificial Intelligence Conference and High-Level Meeting on Global AI Governance will take place July 17–20, 2026, in - [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)