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Luma AIUpdated Oct 25 21:27

Luma Proposes Exact Sequence Parallelism for Packed Multimodal Masks

AI summary

Luma introduces an exact sequence parallelism method for packed multimodal masks: each layer chooses among ring attention, sparse all-to-all, or Ulysses, with numerical results consistent with a single GPU, and on up to 128 H100s it outperforms the FlashMask + Ulysses hybrid scheme in 47 of 48 cases.

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Exact sequence parallelism for packed multimodal masks.

It picks ring attention, a sparse all-to-all or Ulysses per layer, matches single-GPU numerics, and beats a FlashMask + Ulysses hybrid in 47 of 48 cases on up to 128 H100s.

Source

Luma AI