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Wonjun Han

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Open access Aug 2026

SwiftQK: Fast and Communication-Efficient Tensor Parallelism for Query-Key Normalization

SwiftQK is presented, a multi-GPU RMSNorm kernel that exchanges only scalar normalization statistics and overlaps the remaining Peer-to-Peer reduction with independent element-wise computation in a deadlock-safe persistent kernel.

Gyudong Kim, Wonjun Han, Young Geun Kim · 0 citations

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