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Quanlu Zhang

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نسخة أولية وصول مفتوح

HAPMoE: Heterogeneity-Aware Automatic Parallelism Planning for Mixture-of-Experts Models Training

Mengyuan Fan, Peizhuang Cong, Zixiao Huang وآخرون · 2026

As model sizes continue to scale, distributed training has become inevitable. Automatic parallelization techniques can derive efficient training parallelism strategies at low cost while achieving superior performance. The difficulty of this problem is jointly determined by the complexity of the model and the underlying …

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