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Can a Mac Studio M3 Ultra (80c GPU) 512GB run SmolLM2 360M?

Yes. SmolLM2 360M fits in fast memory on Mac Studio M3 Ultra (80c GPU) 512GB at FP16 (1.3 GB needed, 384.0 GB usable), about 898 tok/s (estimate).

Hardware: Mac Studio M3 Ultra (80c GPU) 512GB · Model: SmolLM2 360M

Mac Studio M3 Ultra (80c GPU) 512GB has 512 GB of unified memory and 819 GB/s of memory bandwidth. The checker leaves macOS a share of unified memory, so Ollama can use 384.0 GB. SmolLM2 360M (0.362B, HuggingFace) at FP16 is a 0.73 GB download and needs 1.3 GB with headroom for about 8k tokens.

Best quantFP16
Download size0.73 GB
Memory needed1.3 GB
Usable fast memory384.0 GB
Fitfits in fast memory
Estimated speed~898 tok/s (estimate)
Commandollama run smollm2:360m
Open Mac Studio M3 Ultra (80c GPU) 512GB 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