The recent integration of Intel Gaudi accelerators into the Ray framework introduces a groundbreaking option for GenAI tasks and workloads, offering superior performance, scalability, and efficiency for entire lifecycle of LLM. This presentation will provide a deep dive into the capabilities provided by Intel Gaudi accelerators within Ray, particularly focusing on large language models (LLMs).
Our session will showcase LLM pre-training, fine-tuning and serving cases that leveraging Ray’s unprecedent scalability, distributed computation, and fault tolerance capability, demonstrating the effective configuration, optimization, and scalability benefits of training and deploying LLMs on the Intel Gaudi platform. Attendees will gain detailed insights on how to configure and manage Ray clusters optimized with Intel Gaudi accelerators that leads to improved scalability and cost-effectiveness, with a wide range of popular models like Llama, Mistral, and Stable Diffusion. Performance results will also be disclosed. This session is designed to equip developers, data scientists, and AI practitioners with the practical know-how to fully utilize Intel Gaudi accelerators in their GenAI endeavors, ensuring they can harness state-of-the-art technology to push the boundaries of what is possible in AI. Join us to explore how Intel Gaudi accelerators and Ray are reshaping the landscape of AI through enhanced scalability, efficiency, and performance.
Our session will showcase LLM pre-training, fine-tuning and serving cases that leveraging Ray’s unprecedent scalability, distributed computation, and fault tolerance capability, demonstrating the effective configuration, optimization, and scalability benefits of training and deploying LLMs on the Intel Gaudi platform. Attendees will gain detailed insights on how to configure and manage Ray clusters optimized with Intel Gaudi accelerators that leads to improved scalability and cost-effectiveness, with a wide range of popular models like Llama, Mistral, and Stable Diffusion. Performance results will also be disclosed. This session is designed to equip developers, data scientists, and AI practitioners with the practical know-how to fully utilize Intel Gaudi accelerators in their GenAI endeavors, ensuring they can harness state-of-the-art technology to push the boundaries of what is possible in AI. Join us to explore how Intel Gaudi accelerators and Ray are reshaping the landscape of AI through enhanced scalability, efficiency, and performance.

