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Dion3 optimizes Muon optimizer, achieving 6x speedup

Researchers have developed Dion3, an optimized version of the Muon optimizer that significantly reduces computational and communication overhead. By implementing algorithmic improvements like the Gram Newton-Schulz algorithm, kernel-level enhancements using CuTeDSL, and an update rule that selects only a fraction of the momentum matrix, Dion3 achieves up to a 6x reduction in optimizer step time while maintaining or improving performance. The code for Dion3 is available as a drop-in replacement for Muon. AI

IMPACT This optimization could lead to faster training times for large models, potentially accelerating research and development cycles.

RANK_REASON This is a research paper detailing an algorithmic improvement to an existing optimizer. [lever_c_demoted from research: ic=1 ai=1.0]

Read on Hugging Face Daily Papers →

AI-generated summary · Google Gemini · from 1 sources. How we write summaries →

Dion3 optimizes Muon optimizer, achieving 6x speedup

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This is a research paper detailing an algorithmic improvement to an existing optimizer. [lever_c_demoted from research: ic=1 ai=1.0]
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COVERAGE [1]

  1. Hugging Face Daily Papers TIER_1 English(EN) ·

    Dion3: Full-Stack Orthogonal Updates

    Dion3 accelerates the Muon optimizer by reducing orthogonalization and communication overhead through algorithmic, kernel-level, and update-rule improvements.