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Can a M2 Ultra 128GB run Laya 421M (Convai, decision)?

Yes. Laya 421M (Convai, decision) fits in fast memory on M2 Ultra 128GB at BF16 (1.5 GB needed, 96.0 GB usable), about 762 tok/s (estimate).

Hardware: M2 Ultra 128GB · Model: Laya 421M (Convai, decision)

M2 Ultra 128GB has 128 GB of unified memory and 800 GB/s of memory bandwidth. The checker leaves macOS a share of unified memory, so Ollama can use 96.0 GB. Laya 421M (Convai, decision) (0.421B, Convai Innovations) at BF16 is a 0.84 GB download and needs 1.5 GB with headroom for about 8k tokens.

Best quantBF16
Download size0.84 GB
Memory needed1.5 GB
Usable fast memory96.0 GB
Fitfits in fast memory
Estimated speed~762 tok/s (estimate)
Commandollama run laya:421m-english-bf16
Open M2 Ultra 128GB in the checker

Estimates, not benchmarks. Model sizes are ollama.com download sizes; memory needed adds headroom for ~8k tokens of context; speeds are rough figures from memory bandwidth. Data updated 2026-10-23.

A project by OnDevice Labs · llms.txt