Unverified50% confidenceBenchmarkExact time

Compared with the unfused attention baseline, pure wave reduces peak GPU memory by 78.7% at a 4096-token context (1404.3 MB vs. 6601.6 MB).

1

Sources

50%

Confidence

Long-term

Relevance

10/30/2026

First Seen

Sources

Attention vs. Dynamic Wave vs. Hybrid Sequences: Which Is More Efficient?

Related Entities

Dynamic Waveconcept Transformermodel 峰值显存concept

Related Claims

UnverifiedIn a 170k token scenario, the attention score matrix requires approximately 54 GB of VRAM in BF16 precision (170,000 × 170,000 × 2 bytes).67% similar VerifiedAt a sequence length of 4096, the N×N attention matrix alone consumes approximately 64 MB of memory in FP16 precision.64% similar

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