96-Head MLA Hits 363 FLOPs/Byte Compute Intensity; FP8 KV Still Can't Escape Compute Bound

YouJiacheng · x · 2026-10-26

YouJiacheng and others discussed the compute/bandwidth trade-offs of MoE and linear projection: whether core attention is compute bound is independent of batch size, and the point of FP8 KV is to avoid OOM at large batch sizes—during computation it still gets dequantized to BF16 (see FlashMLA).

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