Lightnews — Scholar-powered news

PyTorch @pytorch.org · Jun 17

DeepNVMe just got faster and more flexible:
✅ Gen5 NVMe support
✅ 20X faster model checkpointing
✅ Cost-efficient SGLang inference via ZeRO-Inference
✅ CPU-only pinned memory support

📘 pytorch.org/blog/deepnvm...
#PyTorch #DeepSpeed #AIInfrastructure

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PyTorch @pytorch.org · Jun 16

The #PyTorchFoundation newsletter is your go-to source for the latest updates, events, and community insights to build and innovate with #PyTorch—all in support of accelerating #OpenSourceAI.

📬 Subscribe: pytorch.org/newsletter/
📖 June: pytorch.org/newsletter/j...

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PyTorch @pytorch.org · Jun 9

Update from the PyTorch ecosystem: The latest NVIDIA
DALI release adds DALI Proxy—making it easier to accelerate parts of your PyTorch DataLoader pipeline without a full refactor.
Learn more
🔗 developer.nvidia.com/blog/unlock-...

#PyTorch #OpenSourceAI #DataPipelines #DeepLearning

Unlock Efficient Data Processing with the Latest from NVIDIA DALI | NVIDIA Technical Blog

NVIDIA DALI, a portable, open source software library for decoding and augmenting images, videos, and speech, recently introduced several features that improve performance and enable DALI with new use...

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PyTorch @pytorch.org · Jun 4

🧠 Responsible AI is a design decision—and a strategic edge.

This new guide shows how to build a Yellow Teaming assistant using PyTorch and AWS Graviton4 to surface risks early and build more accountable systems.

🔗 pytorch.org/blog/build-r...

#ResponsibleAI #LLM #PyTorch #builtonArm

PyTorch @pytorch.org · Jun 2

⏳ Just a few days left to apply for the PyTorch Ambassador Program.

If you're making an impact with PyTorch through research, code, education, or community work, now’s your chance to join a global network of ML leaders.

📅 Deadline: June 7
🔗 pytorch.org/programs/amb...
#PyTorch #AICommunity

PyTorch Ambassadors – PyTorch

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PyTorch @pytorch.org · Jun 2

Join us at #GTC25Paris25 for the session “10x Your GPU Power with #Python: Python for Programming the GPU”

Learn how Python now matches the performance and control of C++ #CUDA.

Explore #PyTorch, CuPy, RAPIDS, cuda.parallel, numba.cuda, cuTile, etc.
🔗 www.nvidia.com/en-eu/gtc/se...

NVIDIA GTC Paris 2025 - Schedule

Browse technical sessions designed to sharpen your skills and expand your expertise.

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PyTorch @pytorch.org · May 12

Mixture-of-Experts (MoE) is a popular #LLM architecture that reduces computation by activating fewer parameters per token. But it brings memory, communication, & control challenges.

💡We introduce MetaShuffling, enabling efficient Llama 4 model inference in production. 🔗 pytorch.org/blog/metashu...

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PyTorch @pytorch.org · May 12

The PyTorch Foundation is a Gold Sponsor of #MLSys2025 this week in Santa Clara.

Visit the booth and explore talks from Soumith Chintala, Ion Stoica, and Exec Dir Matt White on open source AI and scalable ML systems.

🔗 pytorch.org/blog/pytorch...

#PyTorch #OpenSourceAI #AIInfrastructure

PyTorch @pytorch.org · May 9

🖇️: pytorch.org/event/toward...

PyTorch @pytorch.org · May 9

PyTorch Foundation has expanded into an umbrella foundation.
vLLM and DeepSpeed have been accepted as hosted projects, advancing community-driven AI across the full lifecycle.

Quotes from AMD, AWS, Arm, Huawei, HuggingFace, IBM, Intel, LightningAI, Meta.

Read more: pytorch.org/blog/press-r...

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PyTorch @pytorch.org · May 5

Can language model systems autonomously complete entire tasks end-to-end?

In our next Expert Exchange webinar, Ofir Press explores autonomous LM systems for software engineering, featuring SWE-bench & SWE-agent—used by OpenAI, Meta, & more.

🔗 pytorch.org/autonomous-l...

#PyTorch #AI #OpenSource

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PyTorch @pytorch.org · Apr 28

TODAY: Join PyTorch Core Maintainers Piotr Bialecki (NVIDIA) and Nikita Shulga (Meta) for a live Q&A session on the #PyTorch 2.7 release at 12 PM PST.

Have questions? Drop them below, & we'll share them during the webinar.

🔗 More info: pytorch.org/pt-27-releas...

#MachineLearning #OpenSourceAI

PyTorch 2.7 Release Live Q&A

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PyTorch @pytorch.org · Apr 23

Update from the PyTorch maintainers: 2.7 is out now.
🔹 Support for NVIDIA Blackwell (CUDA 12.8)
🔹 Mega Cache
🔹 torch.compile for Function Modes
🔹 FlexAttention updates
🔹 Intel GPU perf boost
🔗 Blog: hubs.la/Q03jBPSL0
📄 Release notes: hubs.la/Q03jBPlW0
#PyTorch #OpenSourceAI

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PyTorch @pytorch.org · Apr 23

The PyTorch Day France 2025 schedule is now live:
Explore the full agenda of talks and sessions
⛓️ pytorchdayfrance2025.sched.com
Co-located with #GOSIMAI2025

🎟️ Use code PYTORCHFRIEND for 25% off registration
👉 Or enter the Lucky Draw: paris2025.gosim.org

#PyTorch #PyTorchDayFrance

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PyTorch @pytorch.org · Apr 22

🔊 PyTorch's updated Sphinx theme is now in the main branch on docs.pytorch.org (coming to stable in v2.8)!
This update features dark mode, page ratings, expandable nav & more.
Try it out and share feedback via our survey: forms.gle/VJCypjGdZ1Ty.... #PyTorch #Documentation

Page Redirection

docs.pytorch.org

PyTorch @pytorch.org · Apr 21

Enter GOSIM Foundation's Lucky Draw for 70–90% off PyTorch Day France tickets—co-located with GOSIM AI Paris 2025.

👉 Look for banner at paris2025.gosim.org

Schedule: paris2025.gosim.org/schedule-day...
Info: events.linuxfoundation.org/pytorch-day-...

#PyTorch #GOSIMAIParis #PyTorchDayFrance

GOSIM AI Paris 2025

GOSIM Paris, the City of Light, transforms into the City of Artificial Brilliance this May. GOSIM AI 2025 invites visionaries, disruptors, and pioneers to converge at Station F, a crucible of innovati...

paris2025.gosim.org

PyTorch @pytorch.org · Apr 16

Curious about what’s coming in PyTorch 2.7?

Core Maintainers Piotr Bialecki (NVIDIA) and Nikita Shulga (Meta) will take them live during a Q&A on April 28 at 12 PM PST.

Hear directly from the folks behind CUDA, CI, and releases.

🔗 pytorch.org/pt-27-releas...

#PyTorch #PyTorch27 #OpenSourceAI #ML

PyTorch 2.7 Release Live Q&A

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Reposted by PyTorch

Linux Foundation Europe @linuxfoundationeu.bsky.social · Apr 3

🚀 The EU AI Act is here—the world’s first comprehensive AI regulation. While it recognizes open source AI’s value, its exemptions aren’t unlimited.

🔹 Who’s affected
🔹 Open source exemptions
🔹 GPAI provider obligations

linuxfoundation.eu/newsroom/ai-...

#AIAct #OpenSourceAI

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PyTorch @pytorch.org · Mar 27

Jim Zemlin on how open source PyTorch powers DeepSeek's AI breakthroughs and expands access to innovation: lnkd.in/earz5jQa

DeepSeek is building an F1 racer—fast and specialized. PyTorch is an all-terrain vehicle—modular and open for anyone to customize their ML stack.

#OpenSource #AI #PyTorch

DeepSeek Moments Fuel PyTorch and Open Source Over the Long Haul

How open source PyTorch helps DeepSeek make AI performance breakthroughs and unlocks AI innovation for all Chinese AI startup DeepSeek followed up its epic R1 launch with a Week of Open Source, a fest...

lnkd.in

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PyTorch @pytorch.org · Mar 26

Please fill out the linked form to participate in our documentation survey to help the PyTorch documentation team know which areas to focus on to improve your docs experience: forms.gle/KZ4xGL65VRMY...

PyTorch Site Survey

We appreciate the time you've taken to provide your feedback. This survey aims to help the PyTorch team better understand how users interact with the PyTorch Docs and Tutorials site, enabling us to m...

forms.gle

PyTorch @pytorch.org · Mar 26

PyTorch documentation is the cornerstone for how developers get the information they need about PyTorch!

As such, the PyTorch documentation team is looking towards improving this overall experience and would love your feedback on how we can improve! ⏬

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PyTorch @pytorch.org · Mar 14

Explore how PyTorch and DINOv2 power multi-label plant species classification in our upcoming webinar with Intel's Murilo Gustineli on March 27 at 12 PM PST.

👋 Register today: pytorch.org/pt-dinov2-mu...

#pytorch #machinelearning #optimization

Using PyTorch and DINOv2 for Multi-label Plant Species Classification

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PyTorch @pytorch.org · Mar 14

We're sponsoring TODAY's SemiAnalysis GPU Hackathon in San Jose ahead of GTC 🎙️ Speakers: Mark Saroufim, Vijay Thakkar, Horace He, Philippe Tillet & Tri Dao 🏆 Prizes include hundreds of GPU compute credits for top participants. More: semianalysis.com/hackathon-20... We can't wait to see you there!

Hackathon 2025

SemiAnalysis is kicking things off ahead of NVIDIA GTC! Start your day with engaging morning keynotes, hack all day with low-level NVIDIA GPU programming (maybe even Blackwell), take a breather wit…

semianalysis.com

PyTorch @pytorch.org · Mar 12

Join us in San Francisco Oct 22-23 to showcase your expertise at #PyTorchConf 2025! Share insights with the global #AI community at this industry-leading #OpenSource #ML framework event. Submit proposals for sessions, lightning talks & more by June 1: hubs.ly/Q03bpZ310

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PyTorch @pytorch.org · Mar 6

Explore the integration of a custom #triton kernel, Liger Kernel w/ torch.compile to enhance the performance of fine-tuning #LLMs using #torchtune.

💡 Results show a 47% reduction in peak GPU memory allocation at batch size 256 with meta-llama/Llama-3.2-1B

📖 Read more: pytorch.org/blog/peak-pe...

Peak Performance, Minimized Memory: Optimizing torchtune’s performance with torch.compile & Liger Kernel

LinkedIn: Shivam Sahni, Byron Hsu, Yanning Chen Meta: Ankith Gunapal, Evan Smothers

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