NVIDIA A16 64GBOpção econômica64 GB VRAM (+16)
C
Adds memory headroom for longer context windows and future model growth.16 tok/s decodificação
Adds memory headroom for longer context windows and future model growth.
~$6,500 MSRP
Can Qwen3 48B A4B Savant Commander Distill 12X Closed Open Heretic Uncensored run on Quadro RTX 8000 48GB?
YES — Tight Fit
C48Usable
Estimated from fit model
Qwen3 48B A4B Savant Commander Distill 12X Closed Open Heretic Uncensored needs ~40.9 GB VRAM. Quadro RTX 8000 48GB has 48.0 GB. With Q4_K_M quantization, expect ~16 tok/s.
Runtime: OllamaCapacity: TightBandwidth: MediumStack: BasicBottleneck: Balanced
Operating mode
Choose the run profile you care about
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
Q4_K_M (Medium quality) — 40.9 GB, 15.8 tok/s, Tight fit
40.9 GB required48.0 GB available
85% VRAM used
Fit status
Tight fit
Decode
15.8 tok/s
TTFT
12225 ms
Safe context
36K
Memory
40.9 GB / 48.0 GB
Memory breakdown
Weights29.3 GB
KV Cache5.6 GB
Runtime1.2 GB
Headroom4.8 GB
See how fast it feels
See how fast it feelsQwen3 48B A4B Savant Commander Distill 12X Closed Open Heretic Uncensored on Quadro RTX 8000 48GB
1st promptCold start — includes initialization
>Solve: If a train travels at 60 mph for 2.5 hours, how far does it go?
Let me work through this step by step.
Given information:
- Speed = 60 mph (miles per hour)
- Time = 2.5 hours
Formula: Distance = Speed x Time
Calculation:
Distance = 60 mph x 2.5 h
= 150 miles
The train travels 150 miles.
Double-check: at 60 mph the train covers 60 miles each hour. In half an hour it covers 30 miles. So in 2.5 hours: 60 + 60 + 30 = 150 miles. Confirmed.
2nd promptWarm — model ready, no init overhead
>What if the train stops for 20 minutes halfway?
The stop doesn't change the total distance covered while moving, but it affects total trip time.
Breakdown:
- First half: 1.25 hours at 60 mph = 75 miles
- Stop: 20 minutes (no distance)
- Second half: 1.25 hours at 60 mph = 75 miles
Total distance: 150 miles (same)
Total time: 2.5 h + 0.33 h = 2.83 hours
Average speed: 150 / 2.83 = 53 mph
The distance stays the same but average speed drops to 53 mph because of the stop.
Estimated: 15.8 tok/s decode · 12.2s TTFT (warm) · 40 tok/s prefill
What limits this setup
This setup is broadly balanced for this model.
Older PCIe generation
PCIe 3.0 is workable, but it compounds the penalty when you offload heavily or try to scale across multiple cards.
Best improvement path
Performance by workload
| Workload | Grade | Fit | Decode | TTFT | Context |
|---|---|---|---|---|---|
| Chat | C | Runs well | 15.8 tok/s | 6668 ms | 36K |
| Coding | C | Tight fit | 15.8 tok/s | 12225 ms | 36K |
| Agentic Coding | C | Runs with offload | 15.8 tok/s | 17782 ms | 36K |
| Reasoning | C | Tight fit | 15.8 tok/s | 14448 ms | 36K |
| RAG | C | Runs with offload | 15.8 tok/s | 22228 ms | 36K |
Quantization options
How Qwen3 48B A4B Savant Commander Distill 12X Closed Open Heretic Uncensored (48B params) fits at each quantization level on Quadro RTX 8000 48GB (48.0 GB usable).
| Quant | Bits | VRAM | Quality | Fit |
|---|---|---|---|---|
Q2_K | 2 | 18.7 GB | Low | C46 |
Q3_K_S | 3 | 23.5 GB | Low | C48 |
NVFP4 | 4 | 26.9 GB | Medium | C48 |
Q4_K_M | 4 | 29.3 GB | Medium | C48 |
Q5_K_MBest for your GPU | 5 | 34.6 GB | High | C48 |
Q6_K | 6 | 39.4 GB | High | F0 |
Q8_0 | 8 | 51.4 GB | Very High | F0 |
F16 | 16 | 98.4 GB | Maximum | F0 |
Get started
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
Hardware que roda bem Qwen3 48B A4B Savant Commander Distill 12X Closed Open Heretic Uncensored
NVIDIA A16 64GBOpção econômicaRTX PRO 6000 Blackwell Workstation Edition 96GBMelhor custo-benefício96 GB VRAM (+48)1792 GB/s (+1120)
C
Raises estimated decode speed by about 225%.51.4 tok/s decodificação
Raises estimated decode speed by about 225%.
Adds memory headroom for longer context windows and future model growth.
~$9,999 MSRP
RTX PRO 6000 Blackwell Server Edition 96GBUpgrade NVIDIA96 GB VRAM (+48)1597 GB/s (+925)
C
Raises estimated decode speed by about 190%.45.8 tok/s decodificação
Raises estimated decode speed by about 190%.
Adds memory headroom for longer context windows and future model growth.
~$9,999 MSRP
Frequently asked questions
Can Quadro RTX 8000 48GB run Qwen3 48B A4B Savant Commander Distill 12X Closed Open Heretic Uncensored?
Yes, Quadro RTX 8000 48GB can run Qwen3 48B A4B Savant Commander Distill 12X Closed Open Heretic Uncensored with a C grade (Tight fit). Expected decode speed: 15.8 tok/s.
How much VRAM does Qwen3 48B A4B Savant Commander Distill 12X Closed Open Heretic Uncensored need?
Qwen3 48B A4B Savant Commander Distill 12X Closed Open Heretic Uncensored (48B parameters) requires approximately 40.9 GB of memory with Q4_K_M quantization.
What is the best quantization for Qwen3 48B A4B Savant Commander Distill 12X Closed Open Heretic Uncensored?
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.
What speed will Qwen3 48B A4B Savant Commander Distill 12X Closed Open Heretic Uncensored run at on Quadro RTX 8000 48GB?
On Quadro RTX 8000 48GB, Qwen3 48B A4B Savant Commander Distill 12X Closed Open Heretic Uncensored achieves approximately 15.8 tokens per second decode speed with a time-to-first-token of 12225ms using Q4_K_M quantization.
Can Quadro RTX 8000 48GB run Qwen3 48B A4B Savant Commander Distill 12X Closed Open Heretic Uncensored for coding?
For coding workloads, Qwen3 48B A4B Savant Commander Distill 12X Closed Open Heretic Uncensored on Quadro RTX 8000 48GB receives a C grade with 15.8 tok/s and 36K context.
What context window can Qwen3 48B A4B Savant Commander Distill 12X Closed Open Heretic Uncensored use on Quadro RTX 8000 48GB?
On Quadro RTX 8000 48GB, Qwen3 48B A4B Savant Commander Distill 12X Closed Open Heretic Uncensored can safely use up to 36K tokens of context. The model's official context limit is —, but available memory constrains the safe maximum.
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