Thom Wolf Releases Free MoE Training Handbook After 800K GPU Hours of Experiments

Thom_Wolf · x · 2026-11-06

Mistral co-founder Thom Wolf notes 18 of the top 20 open models are Mixture-of-Experts — dense is basically over — yet MoE training know-how lives in a handful of teams' heads.

His team spent 800K GPU hours running the experiments and released the free "Ultimate MoE Training Handbook" covering: expert count/size and shared experts, hiding all-to-all latency, mystery 25x slowdowns, router choices (softmax/sigmoid/sqrt(softplus), fp32), aux loss vs DeepSeek's loss-free bias, and upcycling dense models to MoE.

Related event: Hugging Face Releases Ultimate MoE Training Handbook After Hundreds of Thousands of GPU Hours(20 posts)→

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