heavyball Alternatives
Safer and better-maintained options, ranked by Nerq Trust Score. Updated 2026-07-27.
heavyball has a Nerq Trust Score of 64 (C+). Compile-first PyTorch optimizer library - AdamW, Muon, SOAP/Shampoo, PSGD, Schedule-Free, and 30+ more with torch.compile fusion and composable features
| # | Name | Trust | Grade | Stars | Key Difference |
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FAQ
What are the best alternatives to heavyball?
The top alternatives based on Nerq Trust Score are listed above, all independently evaluated for security and reliability.
Is it safe to switch from heavyball?
Check each alternative's safety report by clicking its name. Trust scores above 70 indicate strong reliability.
How does Nerq rank heavyball alternatives?
Alternatives are ranked by Trust Score v2, combining security, maintenance, documentation, and community signals.