Can Mac Studio M2 Ultra 192GB run Devstral-Small-2-24B-Instruct-2512?
Apple · 192 GB LPDDR5 · 800 GB/s bandwidth ·
Mistral · 24.0B · model ctx up to 256K
Yes — the Mac Studio M2 Ultra 192GB (192 GB LPDDR5) can run Devstral-Small-2-24B-Instruct-2512. At Q4 with the default 8K context it needs ≈ 19.0 GB VRAM (weights 13.2 GB + KV cache 4.8 GB + 1 GB runtime overhead), which fits within 192 GB. Decode at Q4/8K: ≈ 21.2 tok/s (estimated, batch 1). FP16 (≈ 53.8 GB) also fits, at ≈ 5.8 tok/s (estimated). Estimates come from memory-bandwidth math; rows tagged measured override estimates. Relative ranking is more reliable than absolute tok/s. Methodology.
Fit & speed by quant and context
Quant
Context
VRAM needed
Fits?
tok/s (decode)
Q4
4K
16.6 GB
Yes
21.2est.
Q4
8K default
19.0 GB
Yes
21.2est.
Q4
32K
33.4 GB
Yes
21.2est.
FP16
4K
51.4 GB
Yes
5.8est.
FP16
8K default
53.8 GB
Yes
5.8est.
FP16
32K
68.2 GB
Yes
5.8est.
Fits = weights + KV(ctx) + 1 GB overhead ≤ 95% of VRAM. Measured
anchors are context-agnostic; the fit verdict is recomputed per context. A missing tok/s
means the model is far beyond this card (offload-only territory).
VRAM breakdown at 8K context
Quant
Weights
KV cache
Overhead
Total needed
Mac Studio M2 Ultra 192GB VRAM
Q4
13.2 GB
4.8 GB
1 GB
19.0 GB
192 GB
FP16
48.0 GB
4.8 GB
1 GB
53.8 GB
192 GB
Other GPUs that run Devstral-Small-2-24B-Instruct-2512