Ring Attention Math Deep

Why it matters

Ring Attention enables million-token context. Understanding shapes long context.

The architecture

Sequence sharded across GPUs.

Q stays local.

K + V rotate ring.

Overlap send / receive with compute.

How it works end to end

Liu et al. 2023.

Blockwise variant.

Fabric-aware ring topology.

Overlap comm-compute critical.