Can I Run Llama 3.2 1B Instruct on NVIDIA RTX PRO 6000 Blackwell?
Written by Jakub Rusinowski · Last updated July 21, 2026
Yes. Llama 3.2 1B Instruct needs 1.8 GB at 8K context (0.7 GB weights + 1.1 GB KV cache/overhead) at Q4_K_M and the NVIDIA RTX PRO 6000 Blackwell has 96 GB, leaving about 94.2 GB of headroom, at roughly 354 tok/s (estimated) with room for up to 64K of context.
See what else this hardware can run →
The numbers
| Model | Llama 3.2 1B Instruct |
| Parameters | 1B |
| Quantization | Q4_K_M |
| VRAM needed (8K context) | 1.8 GB |
| NVIDIA RTX PRO 6000 Blackwell VRAM | 96 GB |
| Verdict | Runs |
| Max context | 64K |
| Estimated speed | ~354 tok/s |
Llama 3.2 1B Instruct on the NVIDIA RTX PRO 6000 Blackwell: VRAM by quantization
| Quant | VRAM needed | Fits 96 GB? | Max context | Whole PC |
|---|---|---|---|---|
| F16 | 3.5 GB | ✓ Yes | 64K | — |
| Q8_0 | 2.4 GB | ✓ Yes | 64K | — |
| Q6_K | 2.1 GB | ✓ Yes | 64K | — |
| Q5_K_M | 1.9 GB | ✓ Yes | 64K | — |
| Q4_K_M | 1.8 GB | ✓ Yes | 64K | — |
| Q3_K_M | 1.6 GB | ✓ Yes | 64K | — |
| Q2_K | 1.5 GB | ✓ Yes | 64K | — |
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 96 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 RTX PRO 6000 Blackwell: 8K 1.8 GB · 32K 2.6 GB · 125K 5.7 GB. Every window this model publishes still fits 96 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? Llama 3.2 Family on 8 GB of system RAM, CPU only: runs.
Running Llama 3.2 1B Instruct on this card:
At 2 hrs/day, buying (~$8,565) beats renting at $0.34/hr after about 35.0 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 Llama 3.2 Family sizes on the NVIDIA RTX PRO 6000 Blackwell
- Llama 3.2 90B Vision Instruct — runs (57.8 GB)
- Llama 3.2 11B Vision Instruct — runs (8.5 GB)
- Llama 3.2 3B Instruct — runs (3.7 GB)
Llama 3.2 1B Instruct on nearby hardware
- NVIDIA H100 80GB (PCIe) (80 GB) — runs
- Apple M4 Max (128 GB) — runs
All Llama 3.2 Family sizes on the NVIDIA RTX PRO 6000 Blackwell | Llama 3.2 1B Instruct model page | NVIDIA RTX PRO 6000 Blackwell GPU page | VRAM calculator | Check your hardware