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2026-11-10 · America/Los_Angeles · 官方发布 · #15

Announcing Long-Context Training on TPUs with MaxText Context Parallelism

Google Cloud's MaxText framework now supports long-context training up to 14 million tokens on Cloud TPUs by implementing four context-parallel strategies: All-gather, A2A, P2P, and USP. Powered by the Tokamax Splash Attention kernel, these strategies effectively manage attention compute and memory bottlenecks without materializing full key-value sequences in high-bandwidth memory. Developers can adopt these capabilities in MaxText v0.2.4 to achieve high Model FLOPs Utilization (MFU) across large-scale model training workflows.

Announcing Long-Context Training on TPUs with MaxText Context Parallelism

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