Ring Attention — Distributed Long Context

Why it matters

Ring attention enables million-token context. Understanding shapes long-context serving.

The architecture

Split sequence across GPUs.

Q stays local.

K, V rotate through ring.

How it works end to end

Ring: send K, V to next GPU.

Overlap compute + comm.

Memory per GPU: O(N/P).

Combined with FlashAttention.