Paper
LLMs & Texto
One-Step Gradient Delay is Not a Barrier for Large-Scale Asynchronous Pipeline Parallel LLM Pretraining
Asynchronous pipeline parallelism with PipeDream-2BW can achieve near-synchronous performance through optimizer selection and error feedback correction, overcoming traditional stab…
Hugging Face · Daily Papers
·Philip Zmushko, Egor Petrov
·
·▲ 19 upvotes
Este artigo está em destaque na seleção diária de papers do Hugging Face, curada pela comunidade de pesquisa em IA.
Autores: Philip Zmushko, Egor Petrov, Nursultan Abdullaev, Mikhail Khrushchev, Samuel Horváth
- 19 upvotes da comunidade
- Temas: Pipeline Parallelism, asynchronous implementations, gradient staleness, PipeDream-2BW, AdamW, Muon
Resumo
Resumo original (em inglês), extraído do paper:
Asynchronous pipeline parallelism with PipeDream-2BW can achieve near-synchronous performance through optimizer selection and error feedback correction, overcoming traditional stability concerns.Onde ler
// relacionados
Leia também
Modelo
nvidia/Nemotron-Labs-TwoTower-30B-A3B-Base-BF16
Blog
OpenClaw is finally available on Android and iOS
Blog
Claude Science is Anthropic’s newest flagship product
Blog