Luma's MARBLE: exact sequence parallelism for packed multimodal masks, wins 47/48 vs FlashMask+Ulysses

mrjonfinger · x · 2026-10-20

Luma released MARBLE, an exact sequence parallelism solution for packed multimodal masks. It selects per layer and workload among load-balanced ring attention (with PTRR), an online FlashAttention-4 kernel, chunked ring attention, and sparse all-to-all, matching single-GPU numerics while beating a FlashMask + Ulysses hybrid in 47 of 48 cases.

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