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Revolutionizing Mixture of Experts Performance: 10x Speedup on AMD Instinct with Optimized Align & Sort

April 15, 2025 Lei Wang

A deep technical overview of the new MoE Align & Sort algorithm. By fully enabling concurrent multiple blocks execution with arbitrary expert numbers, and with aggressive usage of shared memory and registers, the MoE Align & Sort significant performance gains on AMD hardware, providing up to a 10x acceleration on MI100 and 7x on MI300X/MI300A.

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