Can I Run Cogito v1 8B on NVIDIA GeForce RTX 4070 Ti?
Autor: Jakub Rusinowski · Ostatnia aktualizacja: 29 września 2026
Yes. Cogito v1 8B needs 6.7 GB at 8K context (4.8 GB weights + 1.9 GB KV cache/overhead) at Q4_K_M and the NVIDIA GeForce RTX 4070 Ti has 12 GB, leaving about 5.3 GB of headroom, at roughly 73 tok/s (estimated) with room for up to 32K of context.
See what else this hardware can run →
The numbers
| Model | Cogito v1 8B |
| Parameters | 8B |
| Quantization | Q4_K_M |
| VRAM needed (8K context) | 6.7 GB |
| NVIDIA GeForce RTX 4070 Ti VRAM | 12 GB |
| Verdict | Runs |
| Max context | 32K |
| Estimated speed | ~73 tok/s |
Cogito v1 8B on the NVIDIA GeForce RTX 4070 Ti: VRAM by quantization
| Quant | VRAM needed | Fits 12 GB? | Max context | Whole PC |
|---|---|---|---|---|
| F16 | 17.9 GB | ✗ No | — | — |
| Q8_0 | 10.4 GB | ✓ Yes | 16K | — |
| Q6_K | 8.4 GB | ✓ Yes | 32K | — |
| Q5_K_M | 7.5 GB | ✓ Yes | 32K | — |
| Q4_K_M | 6.7 GB | ✓ Yes | 32K | — |
| Q3_K_M | 5.3 GB | ✓ Yes | 32K | — |
| Q2_K | 4.5 GB | ✓ Yes | 32K | — |
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 Ti: 8K 6.7 GB · 32K 9.9 GB · 128K 22.8 GB ✗. Past 128K 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? Cogito v1 on 8 GB of system RAM, CPU only: runs.
Running Cogito v1 8B on this card:
At 2 hrs/day, buying (~$799) beats renting at $0.34/hr after about 3.3 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 Cogito v1 sizes on the NVIDIA GeForce RTX 4070 Ti
- Cogito v1 70B — does not fit (45.7 GB)
- Cogito v1 32B — does not fit (22.3 GB)
- Cogito v1 14B — runs (10.9 GB)
- Cogito v1 3B — runs (3.6 GB)
Cogito v1 8B on nearby hardware
- Intel Arc B570 (10 GB) — runs
- NVIDIA GeForce RTX 5080 (16 GB) — runs
All Cogito v1 sizes on the NVIDIA GeForce RTX 4070 Ti | Cogito v1 8B model page | NVIDIA GeForce RTX 4070 Ti GPU page | VRAM calculator | Check your hardware