Can I Run Devstral-2 123B on NVIDIA DGX Spark?
Written by Jakub Rusinowski · Last updated July 21, 2026
Yes. Devstral-2 123B needs 77.9 GB at 8K context (74.3 GB weights + 3.6 GB KV cache/overhead) at Q4_K_M and the NVIDIA DGX Spark has 128 GB, leaving about 50.1 GB of headroom, at roughly 3 tok/s (estimated) with room for up to 128K of context.
See what else this hardware can run →
The numbers
| Model | Devstral-2 123B |
| Parameters | 123B |
| Quantization | Q4_K_M |
| VRAM needed (8K context) | 77.9 GB |
| NVIDIA DGX Spark VRAM | 128 GB |
| Verdict | Runs |
| Max context | 128K |
| Estimated speed | ~3 tok/s |
Devstral-2 123B on the NVIDIA DGX Spark: VRAM by quantization
| Quant | VRAM needed | Fits 128 GB? | Max context | Whole PC |
|---|---|---|---|---|
| F16 | 249.7 GB | ✗ No | — | — |
| Q8_0 | 134.4 GB | ✗ No | — | — |
| Q6_K | 104.5 GB | ✓ Yes | 64K | — |
| Q5_K_M | 90.9 GB | ✓ Yes | 64K | — |
| Q4_K_M | 77.9 GB | ✓ Yes | 128K | — |
| Q3_K_M | 56.1 GB | ✓ Yes | 128K | — |
| Q2_K | 44.1 GB | ✓ Yes | 128K | — |
Assumes an 8K-token context with an f16 KV cache, on an estimated architecture — this model publishes no config we can read. A longer window needs more; a quantized KV cache needs less. “Max context” is the largest window that still fits in 128 GB. Figures are estimates from parameter count, quantization and memory bandwidth — the analyzer lets you tune KV-cache quant and context.
Context costs VRAM too. At Q4_K_M on the NVIDIA DGX Spark: 8K 77.9 GB · 32K 86.6 GB · 128K 121.2 GB. Every window this model publishes still fits 128 GB.
What to do next
Nothing to change — run it at Q4_K_M. If you want more capability, check whether the next size up also fits.
No compatible GPU? Devstral on 16 GB of system RAM, CPU only: runs, but it is tight.
Running Devstral-2 123B on this card:
At 2 hrs/day, buying (~$4,699) beats renting at $0.77/hr after about 8.5 years.
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Cloud rates verified 2026-07 — estimates, and marketplace prices vary. Buying price is GPU MSRP only, not a full PC.
Other Devstral sizes on the NVIDIA DGX Spark
- Devstral Small 2505 24B — runs (16.6 GB)
- Devstral Small 2 24B — runs (16.6 GB)
Devstral-2 123B on nearby hardware
- NVIDIA RTX PRO 6000 Blackwell (96 GB) — runs
All Devstral sizes on the NVIDIA DGX Spark | Devstral-2 123B model page | NVIDIA DGX Spark GPU page | VRAM calculator | Check your hardware