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MLC 支持在浏览器、iPhone 和 AMD 显卡上运行大型模型

由卡内基梅隆大学(CMU)的 Tianqi Chen 领导的机器学习编译(MLC)小组正在开发 MLC ChatWeb LLM 等框架,以支持在包括 iPhone 和网页浏览器在内的消费级硬件上运行大型语言模型。该计划旨在通过允许模型在配备 AMD 显卡甚至仅 CPU 的设备上本地运行,来缓解当前的 GPU 短缺问题。Hugging Face 的 text-to-webapp 生成器和 Gradio 等项目也在为开发者和最终用户更轻松地部署和访问机器学习模型做出贡献。 AI

排序理由 该集群讨论的是用于更广泛可访问性的机器学习编译框架和工具的研究与开发,而非特定的前沿模型发布或重大的行业转变。

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MLC 支持在浏览器、iPhone 和 AMD 显卡上运行大型模型

报道来源 [8]

  1. Hugging Face Blog TIER_1 English(EN) ·

    使用开源机器学习模型构建 Web 应用生成器

  2. Eugene Yan TIER_1 English(EN) ·

    关于构建机器学习系统、扩展、执行等方面的 39 个经验教训

    ML systems, production & scaling, execution & collaboration, building for users, conference etiquette.

  3. Eugene Yan TIER_1 English(EN) ·

    The Data Scientist Show - 构建端到端机器学习系统

    Daliana and I had a 2hr chat on all things data science and machine learning.

  4. Eugene Yan TIER_1 English(EN) ·

    DataTalksClub - 构建机器学习系统;幕后故事

    Design and architecture, tech stack, methodology, results, and lessons learned.

  5. Latent Space Podcast TIER_1 English(EN) · Tianqi Chen ·

    LLMs无处不在:使用MLC在浏览器和iPhone上运行70B模型——与CMU/OctoML的陈天奇

    <p><em>We have just announced our first set of speakers at </em><a href="https://www.ai.engineer/summit" target="_blank"><em>AI Engineer Summit</em></a><em>! Sign up for the livestream or email </em><a href="http://[email protected]" target="_blank"><em>[email protected]</e…

  6. Practical AI TIER_1 English(EN) · Practical AI LLC ·

    为机器学习应用快速构建美观的Web界面

    <p>Abubakar Abid joins Daniel and Chris for a tour of <a href="https://www.gradio.app">Gradio</a> and tells them about the project joining Hugging Face. What’s Gradio? The fastest way to demo your machine learning model with a friendly web interface, allowing non-technical users …

  7. Practical AI TIER_1 English(EN) · Practical AI LLC ·

    构建支持机器学习的应用程序的最快方法

    <p>Tuhin Srivastava tells Daniel and Chris why <a href="https://www.baseten.co">BaseTen</a> is <em>the</em> application development toolkit for data scientists. BaseTen’s goal is to make it simple to serve machine learning models, write custom business logic around them, and expo…

  8. Practical AI TIER_1 English(EN) · Practical AI LLC ·

    在MLCommons加速ML创新

    <p>MLCommons launched in December 2020 as an open engineering consortium that seeks to accelerate machine learning innovation and broaden access to this critical technology for the public good. David Kanter, the executive director of MLCommons, joins us to discuss the launch and …