SOLAR 10.7B Instruct v1.0 uncensored needs ~18.6 GB VRAM. RTX PRO 6000 Blackwell Workstation Edition 96GB has 96.0 GB. With Q4_K_M quantization, expect ~150 tok/s.
Operating mode
Interactive favors responsiveness, while light API and scale-out lean harder on serving readiness. The fit stays the same, but the recommendation lens changes.
Current mode
Balanced
Balanced for general local use. Keeps the ranking neutral across personal and serving workflows.
Select quantization to explore
Fit status
Runs well
Decode
149.8 tok/s
TTFT
1292 ms
Safe context
1.0M
Memory
18.6 GB / 96.0 GB
This setup is broadly balanced for this model.
No major red flags
This recommendation has enough memory headroom and acceptable estimated speed for the selected workload.
| Workload | Grade | Fit | Decode | TTFT | Context |
|---|---|---|---|---|---|
| Chat | C | Runs well | 149.8 tok/s | 705 ms | 1.0M |
| Coding | C | Runs well | 149.8 tok/s | 1292 ms | 1.0M |
| Agentic Coding | C | Runs well | 149.8 tok/s | 1880 ms | 1.0M |
| Reasoning | C | Runs well | 149.8 tok/s | 1527 ms | 1.0M |
| RAG | C | Runs well | 149.8 tok/s | 2350 ms | 1.0M |
How SOLAR 10.7B Instruct v1.0 uncensored (10.699999809265137B params) fits at each quantization level on RTX PRO 6000 Blackwell Workstation Edition 96GB (96.0 GB usable).
| Quant | Bits | VRAM | Quality | Fit |
|---|---|---|---|---|
Q2_K | 2 | 4.2 GB | Low | D39 |
Q3_K_S | 3 | 5.2 GB | Low | D39 |
NVFP4 | 4 | 6.0 GB | Medium | D39 |
Q4_K_M | 4 | 6.5 GB | Medium | D39 |
Q5_K_M | 5 | 7.7 GB | High | D39 |
Q6_K | 6 | 8.8 GB | High | D39 |
Q8_0 | 8 | 11.4 GB | Very High | D39 |
F16Best for your GPU | 16 | 21.9 GB | Maximum | C41 |
Copy-paste commands to run SOLAR 10.7B Instruct v1.0 uncensored on your machine.
Run
lms load hf-thebloke--solar-10-7b-instruct-v1-0-uncensored-gguf && lms server startYes, RTX PRO 6000 Blackwell Workstation Edition 96GB can run SOLAR 10.7B Instruct v1.0 uncensored with a C grade (Runs well). Expected decode speed: 149.8 tok/s.
SOLAR 10.7B Instruct v1.0 uncensored (10.699999809265137B parameters) requires approximately 18.6 GB of memory with Q4_K_M quantization.
The recommended quantization for SOLAR 10.7B Instruct v1.0 uncensored is Q4_K_M, which balances quality and memory efficiency.
On RTX PRO 6000 Blackwell Workstation Edition 96GB, SOLAR 10.7B Instruct v1.0 uncensored achieves approximately 149.8 tokens per second decode speed with a time-to-first-token of 1292ms using Q4_K_M quantization.
For coding workloads, SOLAR 10.7B Instruct v1.0 uncensored on RTX PRO 6000 Blackwell Workstation Edition 96GB receives a C grade with 149.8 tok/s and 1.0M context.
On RTX PRO 6000 Blackwell Workstation Edition 96GB, SOLAR 10.7B Instruct v1.0 uncensored can safely use up to 1.0M tokens of context. The model's official context limit is —, but available memory constrains the safe maximum.
Paste this snippet into any page to show a live fit card.
<iframe src="https://willitrunai.com/embed/hf-thebloke--solar-10-7b-instruct-v1-0-uncensored-gguf-on-rtx-pro-6000-blackwell-96gb" width="400" height="180" frameborder="0" style="border:none;border-radius:12px;overflow:hidden;" title="Will It Run AI — fit result"></iframe>
Preview: