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База знаний1 мин

从开源采用到开源创新:中国的下一篇章 - 卢守群

乔纳森·波拉斯基(Jonathan Polasky),三星科技,三星,三星,标记,韩国三星科技,三星。 CNCF,学习路径对很多人开放,学习路径,一切都是pi-touch,学习路径,她的层,太阳的丛林,她,你燃烧它们。变成了呼叫。原生色,来,打开图层,...

YouTube — PyTorch Official
Исследования1 мин

优化 ARM CPU 上的专家混合 LLM 推理

大家好,我是来自英特尔印度研究院的 Majid,我很高兴能在今年 10 月的 PyTorch 北美会议上发表演讲。我将讨论使用 VLLM 和 OpenVINO 的专家 LLM 推理的有效组合,以及我们如何在 ARM CPU 上高效运行这些模型。如果…

YouTube — PyTorch Official
Инфраструктура1 мин

Integrating RCCL GPU-Initiated Networking into TorchTitan’s MoE Communication

Hi, I'm Rishi from AMD. Within distributed training, communication is one of the primary bottlenecks, and limiting the time spent on communication can massively boost end-to-end performance. We investigate this hypothesis by integrating work from the Rickle team to use…

YouTube — PyTorch Official
База знаний1 мин

What You Cannot Profile, You Cannot Optimize: Learning to Read PyTorch Traces

Hello, my name is Souvik and I work at hugging face. I'm going to be at the PyTorch conference 2026 and I will be talking about how you can get started with using the PyTorch profiler on your models. And how you can extract the maximum efficiency from them. Come join us on…

YouTube — PyTorch Official
Инфраструктура1 мин

Extending TorchInductor with FlyDSL: A New MLIR-Native Backend for High-Performance GEMMs

Здравствуйте, я Лиз Ли из AMD. >> Здравствуйте, я Джек Хуай из AMD. >> Современные рабочие нагрузки ИИ зависят от растущего спектра специализированных ядер GPU, и ни один бэкенд генерации ядер не является оптимальным для всех форм операторов и архитектур. Мы исследуем эту…

YouTube — PyTorch Official
Исследования1 мин

PyTorch-Native LLM Serving on TPU: SGLang and vLLM

Hi, I'm G from Google. >> I'm Colin from Meta. >> I'm Angela from Meta. >> We are going to be speaking at the PyTorch conference San Jose about new VLM and SG learn engines built on a new PyTorch native TPU backend torch TPU. >> Rather than build a new serving engine or porting…

YouTube — PyTorch Official
База знаний1 мин

Making Weather Forecasts More Accurate

So we know the Earth is getting warmer. We understand climate change at a big picture, but we're struggling to predict the details of what that means for the Earth. NeuralGCM is a new kind of atmospheric model. We feel it has potential to transform how we understand climate.…

YouTube — Google Research
База знаний1 мин

Project Vaani

- In India, we've got 1,300+ languages. There's a saying here, every mile the taste of water changes and every four miles the language changes. - If you travel from one state to another, even one district to another district, you find it difficult to communicate. What will…

YouTube — Google Research
База знаний1 мин

Language AI at Google

- Language is core to what it means to be human. It's how we make sense of the world around us and how we relate to one another. It's an expression of identity. Language is not only how we communicate with one another, it's also how we communicate with technology. And while most…

YouTube — Google Research
База знаний1 мин

A Conversation on Language AI

- I wanna start with Google's sort of broader mission of making information more accessible and useful. And for 25 years or so, we've done that, impacting billions of people across the world. What do you see as the future of making information universally accessible and what…

YouTube — Google Research
База знаний1 мин

Can we hear disease before we see it?

Интересно представить, что будущее клинической помощи может заключаться в том, что мы будем слышать, прежде чем видеть. В исследовательском центре Google мы разработали акустические модели для здравоохранения, известные как Here, которые являются базовой моделью. С помощью Here…

YouTube — Google Research
Инфраструктура1 мин

High-Velocity GPU Kernel Authoring with CUTLASS Python

Hi everyone. I am Guray, compiler engineer in Nvidia, and I'm going to share our recent improvements to CUTLASS for Python. CUTLASS for Python is our technology stack for writing speed of light kernels for the latest generations of GPUs and can be found under the hood today's…

YouTube — PyTorch Official