Can I Run Gemma 3 12B Instruct on NVIDIA GeForce RTX 4070?
Written by Jakub Rusinowski · Last updated July 12, 2026
Yes, but it's tight. Gemma 3 12B Instruct needs 11.1 GB at 8K context (7.2 GB weights + 3.9 GB KV cache/overhead) at Q4_K_M and the NVIDIA GeForce RTX 4070 has 12 GB, leaving about 0.9 GB of headroom, at roughly 47 tok/s (estimated) with room for up to 8K of context.
See what else this hardware can run →
The numbers
| Model | Gemma 3 12B Instruct |
| Parameters | 12B |
| Quantization | Q4_K_M |
| VRAM needed (8K context) | 11.1 GB |
| NVIDIA GeForce RTX 4070 VRAM | 12 GB |
| Verdict | Runs |
| Max context | 8K |
| Estimated speed | ~47 tok/s |
Gemma 3 12B Instruct on the NVIDIA GeForce RTX 4070: VRAM by quantization
| Quant | VRAM needed | Fits 12 GB? | Max context | Whole PC |
|---|---|---|---|---|
| F16 | 27.9 GB | ✗ No | — | — |
| Q8_0 | 16.6 GB | ✗ No | — | Build for this |
| Q6_K | 13.7 GB | ✗ No | — | — |
| Q5_K_M | 12.4 GB | ✗ No | — | Build for this |
| Q4_K_M | 11.1 GB | ✓ Yes | 8K | Build for this |
| Q3_K_M | 9 GB | ✓ Yes | 8K | — |
| Q2_K | 7.8 GB | ✓ Yes | 16K | — |
Assumes an 8K-token context with an f16 KV cache. A longer window needs more; a quantized KV cache needs less. “Max context” is the largest window that still fits in 12 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 4070: 8K 11.1 GB · 32K 20.4 GB ✗ · 128K 57.4 GB ✗. Past 32K it no longer fits 12 GB — a q8_0 KV cache buys roughly half of that back, which the calculator will price for you.
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? Gemma 3 12B Instruct on 16 GB of system RAM, CPU only: runs, but it is tight.
Running Gemma 3 12B Instruct on this card:
At 2 hrs/day, buying (~$599) beats renting at $0.34/hr after about 2.4 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 Gemma 3 sizes on the NVIDIA GeForce RTX 4070
- Gemma 3 27B Instruct — does not fit (25.4 GB)
- Gemma 3 4B Instruct — runs (4.4 GB)
- Gemma 3 1B Instruct — runs (2 GB)
Gemma 3 12B Instruct on nearby hardware
- Intel Arc B570 (10 GB) — runs at a lower quant
- NVIDIA GeForce RTX 5080 (16 GB) — runs
All Gemma 3 sizes on the NVIDIA GeForce RTX 4070 | Gemma 3 12B Instruct model page | NVIDIA GeForce RTX 4070 GPU page | VRAM calculator | Check your hardware