Ring Attention (2024年)（リングアテンション）

概要

Ring Attention は2024年成熟・Industry-leading block-wise attention parallelism 2024年UC Berkeley Liu+Zaharia Ring Attention long-context attention position確立。Industry-leading 10M+ tokens long context + near-infinite context theoretical + 1M-1B context demonstrations + Gemini 1.5 inspiration + UC Berkeley innovation。

主な特徴・仕組み

• Industry-leading UC Berkeley Sky Computing Lab Hao Liu + Matei Zaharia + Pieter Abbeel 2023年10月 paper → 2024 mature
• Industry-leading block-wise attention parallelism signature
• Industry-leading 10M+ tokens long context demonstration signature
• Industry-leading near-infinite context theoretical signature
• Industry-leading ring communication topology signature (devices in ring)
• Industry-leading 1M-1B context window demonstrations
• Industry-leading Gemini 1.5 Pro 1M context inspiration signature (rumor)
• Industry-leading 2023年10月 ArXiv paper "Ring Attention with Blockwise Transformers for Near-Infinite Context"
• Industry-leading 2024 long-context training standard
• Industry-leading UC Berkeley Sky Computing Lab Liu + Zaharia + Abbeel pioneer

まとめ

Ring Attention = 2024年成熟のpremium long-context attention。Industry-leading block-wise attention parallelism + 10M+ tokens long context demonstration + near-infinite context theoretical + ring communication topology devices in ring + 1M-1B context window demonstrations + Gemini 1.5 Pro 1M context inspiration + 2023年10月 ArXiv paper + UC Berkeley Sky Computing Lab Hao Liu + Matei Zaharia + Pieter Abbeel 2023→2024 mature position確立。