Qwen3 48B A4B Savant Commander Distill 12X Closed Open Heretic Uncensored needs ~45.7 GB VRAM. RTX PRO 6000 Blackwell Server Edition 96GB has 96.0 GB. With Q4_K_M quantization, expect ~46 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
45.8 tok/s
TTFT
4226 ms
Safe context
159K
Memory
45.7 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 | 45.8 tok/s | 2305 ms | 159K |
| Coding | C | Runs well | 45.8 tok/s | 4226 ms | 159K |
| Agentic Coding | C | Runs well | 45.8 tok/s | 6146 ms | 159K |
| Reasoning | C | Runs well | 45.8 tok/s | 4994 ms | 159K |
| RAG | C | Runs well | 45.8 tok/s | 7683 ms | 159K |
How Qwen3 48B A4B Savant Commander Distill 12X Closed Open Heretic Uncensored (48B params) fits at each quantization level on RTX PRO 6000 Blackwell Server Edition 96GB (96.0 GB usable).
| Quant | Bits | VRAM | Quality | Fit |
|---|---|---|---|---|
Q2_K | 2 | 18.7 GB | Low | C40 |
Q3_K_S | 3 | 23.5 GB | Low | C41 |
NVFP4 | 4 | 26.9 GB | Medium | C42 |
Q4_K_M | 4 | 29.3 GB | Medium | C42 |
Q5_K_M | 5 | 34.6 GB | High | C43 |
Q6_K | 6 | 39.4 GB | High | C44 |
Q8_0Best for your GPU | 8 | 51.4 GB | Very High | C47 |
F16 | 16 | 98.4 GB | Maximum | F0 |
Copy-paste commands to run Qwen3 48B A4B Savant Commander Distill 12X Closed Open Heretic Uncensored on your machine.
Run
lms load hf-davidau--qwen3-48b-a4b-savant-commander-distill-12x-closed-open-heretic-uncensored-gguf && lms server startOpções de upgrade
Raises estimated decode speed by about 177%.
Adds memory headroom for longer context windows and future model growth.
~$12,000 MSRP
Gaudi 3 128GBMelhor custo-benefícioRaises estimated decode speed by about 93%.
Adds memory headroom for longer context windows and future model growth.
~$15,000 MSRP
Yes, RTX PRO 6000 Blackwell Server Edition 96GB can run Qwen3 48B A4B Savant Commander Distill 12X Closed Open Heretic Uncensored with a C grade (Runs well). Expected decode speed: 45.8 tok/s.
Qwen3 48B A4B Savant Commander Distill 12X Closed Open Heretic Uncensored (48B parameters) requires approximately 45.7 GB of memory with Q4_K_M quantization.
The recommended quantization for Qwen3 48B A4B Savant Commander Distill 12X Closed Open Heretic Uncensored is Q4_K_M, which balances quality and memory efficiency.
On RTX PRO 6000 Blackwell Server Edition 96GB, Qwen3 48B A4B Savant Commander Distill 12X Closed Open Heretic Uncensored achieves approximately 45.8 tokens per second decode speed with a time-to-first-token of 4226ms using Q4_K_M quantization.
For coding workloads, Qwen3 48B A4B Savant Commander Distill 12X Closed Open Heretic Uncensored on RTX PRO 6000 Blackwell Server Edition 96GB receives a C grade with 45.8 tok/s and 159K context.
On RTX PRO 6000 Blackwell Server Edition 96GB, Qwen3 48B A4B Savant Commander Distill 12X Closed Open Heretic Uncensored can safely use up to 159K tokens of context. The model's official context limit is —, but available memory constrains the safe maximum.
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