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No. Ling-3.1-flash 560B-A25B (MoE) does not fit on M2 Ultra 192GB: Q4_K_M needs 360.3 GB and 144.0 GB is usable.
Hardware: M2 Ultra 192GB · Model: Ling-3.1-flash 560B-A25B (MoE)
M2 Ultra 192GB has 192 GB of unified memory and 800 GB/s of memory bandwidth. The checker leaves macOS a share of unified memory, so Ollama can use 144.0 GB. Ling-3.1-flash 560B-A25B (MoE) (560B, 25B active, inclusionAI) at Q4_K_M is a 357.97 GB download and needs 360.3 GB with headroom for about 8k tokens.
| Best quant | Q4_K_M |
|---|---|
| Download size | 357.97 GB |
| Memory needed | 360.3 GB |
| Usable fast memory | 144.0 GB |
| Fit | does not fit |
| Estimated speed | no estimate, it does not fit |
| Command | ollama run hf.co/bartowski/Ling-3.1-flash-GGUF:Q4_K_M |
Smallest hardware that runs it: 4x Mac Studio M5 Max (40c GPU) 128GB at Q4_K_M (fits in fast memory, 360.3 GB needed, 378.0 GB usable, about 34 tok/s (estimate)).
No smaller inclusionAI model in this list fits M2 Ultra 192GB.
Open M2 Ultra 192GB in the checkerEstimates, 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.
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