Can I Run Devstral-2 123B on NVIDIA GeForce RTX 4080?
Written by Jakub Rusinowski · Last updated July 12, 2026
No. 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 GeForce RTX 4080 has only 16 GB. No quantization we publish closes a gap that size.
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The numbers
| Model | Devstral-2 123B |
| Parameters | 123B |
| Quantization | Q4_K_M |
| VRAM needed (8K context) | 77.9 GB |
| NVIDIA GeForce RTX 4080 VRAM | 16 GB |
| Verdict | Does not fit |
Devstral-2 123B on the NVIDIA GeForce RTX 4080: VRAM by quantization
| Quant | VRAM needed | Fits 16 GB? | Max context | Whole PC |
|---|---|---|---|---|
| F16 | 249.7 GB | ✗ No | — | — |
| Q8_0 | 134.4 GB | ✗ No | — | — |
| Q6_K | 104.5 GB | ✗ No | — | — |
| Q5_K_M | 90.9 GB | ✗ No | — | — |
| Q4_K_M | 77.9 GB | ✗ No | — | — |
| Q3_K_M | 56.1 GB | ✗ No | — | — |
| Q2_K | 44.1 GB | ✗ No | — | — |
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 16 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 GeForce RTX 4080: 8K 77.9 GB ✗ · 32K 86.6 GB ✗ · 128K 121.2 GB ✗. Past 8K it no longer fits 16 GB — a q8_0 KV cache buys roughly half of that back, which the calculator will price for you.
What to do next
Either step down to a smaller size in this family, or move to a NVIDIA A100 80GB (PCIe) (80 GB), the card with the least memory we track that holds it.
No compatible GPU? Devstral on 16 GB of system RAM, CPU only: runs, but it is tight.
Cheapest card we track with enough VRAM for Devstral-2 123B:
Devstral-2 123B needs ~78 GB but this GPU has 16 GB. Rent a A100 (80 GB)-class GPU by the hour instead of buying one:
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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 GeForce RTX 4080
- Devstral Small 2505 24B — runs at a lower quant (16.6 GB)
- Devstral Small 2 24B — runs at a lower quant (16.6 GB)
Devstral-2 123B on nearby hardware
- Intel Arc B580 (12 GB) — does not fit
- AMD Radeon RX 7900 XT (20 GB) — does not fit
All Devstral sizes on the NVIDIA GeForce RTX 4080 | Devstral-2 123B model page | NVIDIA GeForce RTX 4080 GPU page | VRAM calculator | Check your hardware