NVIDIA A16 64GBOpción económica64 GB VRAM (+16)
C
Añade margen de memoria para más contexto y para que el modelo envejezca mejor.16 tok/s decodificación
Añade margen de memoria para más contexto y para que el modelo envejezca mejor.
~$6,500 MSRP
Can Qwen3 48B A4B Savant Commander Distill 12X Closed Open Heretic Uncensored run on RTX A6000 48GB?
YES — Tight Fit
C49Usable
Estimated from fit model
Qwen3 48B A4B Savant Commander Distill 12X Closed Open Heretic Uncensored needs ~40.9 GB VRAM. RTX A6000 48GB has 48.0 GB. With Q4_K_M quantization, expect ~20 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, 19.9 tok/s, Tight fit
40.9 GB required48.0 GB available
85% VRAM used
Fit status
Tight fit
Decode
19.9 tok/s
TTFT
9712 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 RTX A6000 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: 19.9 tok/s decode · 9.7s TTFT (warm) · 50 tok/s prefill
What limits this setup
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.
Best improvement path
Performance by workload
| Workload | Grade | Fit | Decode | TTFT | Context |
|---|---|---|---|---|---|
| Chat | C | Runs well | 19.9 tok/s | 5297 ms | 36K |
| Coding | C | Tight fit | 19.9 tok/s | 9712 ms | 36K |
| Agentic Coding | C | Runs with offload | 19.9 tok/s | 14126 ms | 36K |
| Reasoning | C | Tight fit | 19.9 tok/s | 11478 ms | 36K |
| RAG | C | Runs with offload | 19.9 tok/s | 17658 ms | 36K |
Inference speed
Qwen3 48B A4B Savant Commander Distill 12X Closed Open Heretic Uncensored inference speed — tokens per second by GPU & Mac
Estimated decode speed (tokens/sec) for Qwen3 48B A4B Savant Commander Distill 12X Closed Open Heretic Uncensored at Q4_K_M across popular GPUs and Apple Silicon, including multi-GPU rigs, using the fastest local runtime per device. Fastest is 2× RX 7900 XTX 24GB at ~40 tok/s. Speed is memory-bandwidth bound, so cards that fit the whole model in VRAM run far faster than ones that offload to system RAM.
| GPU / Mac | Memory | Quant | Speed (tok/s) | Fits? |
|---|---|---|---|---|
2× RX 7900 XTX 24GB | 48 GB | Q4_K_M | 40.1 | Tight |
| 2× RTX 4090 24GB | 48 GB | Q4_K_M | 21.1 | Tight |
| RTX 5090 32GB | 32 GB | Q4_K_M | 20.6 | Too big |
MacBook Pro M4 Max 128GB | 128 GB | Q4_K_M | 20.5 | Fits |
MacBook Pro M4 Max 64GB | 64 GB | Q4_K_M | 20.5 | Tight |
| 2× RTX 3090 24GB | 48 GB | Q4_K_M | 19.4 | Tight |
Mac Studio M3 Ultra 256GB | 256 GB | Q4_K_M | 19.0 | Fits |
| 4× RTX 3060 12GB | 48 GB | Q4_K_M | 17.1 | Tight |
Mac Studio M2 Ultra 128GB | 128 GB | Q4_K_M | 15.8 | Fits |
Mac Studio M1 Ultra 128GB | 128 GB | Q4_K_M | 15.0 | Fits |
MacBook Pro M4 Pro 48GB | 48 GB | Q4_K_M | 10.0 | Heavy offload |
MacBook Pro M3 Max 64GB | 64 GB | Q4_K_M | 8.2 | Tight |
MacBook Pro M1 Max 64GB | 64 GB | Q4_K_M | 7.5 | Tight |
| RTX 4090 24GB | 24 GB | Q4_K_M | 7.3 | Too big |
RX 7900 XTX 24GB | 24 GB | Q4_K_M | 6.7 | Too big |
| RTX 3090 24GB | 24 GB | Q4_K_M | 6.2 | Too big |
| RTX 4080 Super 16GB | 16 GB | Q4_K_M | 3.1 | Too big |
| RTX 4070 12GB | 12 GB | Q4_K_M | 2.0 | Too big |
| RTX 3060 12GB | 12 GB | Q4_K_M | 2.0 | Too big |
| RTX 4060 8GB | 8 GB | Q4_K_M | 2.0 | Too big |
Estimates for single-stream decoding at Q4_K_M; real tokens/sec varies with prompt length, context, batch size, and runtime build. Prompt processing (prefill) is faster than the decode figures shown here.
Quantization options
How Qwen3 48B A4B Savant Commander Distill 12X Closed Open Heretic Uncensored (48B params) fits at each quantization level on RTX A6000 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 startOpciones de mejora
Hardware que ejecuta bien Qwen3 48B A4B Savant Commander Distill 12X Closed Open Heretic Uncensored
NVIDIA A16 64GBOpción económicaRTX PRO 6000 Blackwell Workstation Edition 96GBMejor relación calidad-precio96 GB VRAM (+48)1792 GB/s (+1024)
C
Sube la velocidad estimada de decodificación alrededor de un 158%.51.4 tok/s decodificación
Sube la velocidad estimada de decodificación alrededor de un 158%.
Añade margen de memoria para más contexto y para que el modelo envejezca mejor.
~$9,999 MSRP
RTX PRO 6000 Blackwell Server Edition 96GBMejora NVIDIA96 GB VRAM (+48)1597 GB/s (+829)
C
Sube la velocidad estimada de decodificación alrededor de un 130%.45.8 tok/s decodificación
Sube la velocidad estimada de decodificación alrededor de un 130%.
Añade margen de memoria para más contexto y para que el modelo envejezca mejor.
~$9,999 MSRP
Frequently asked questions
Can RTX A6000 48GB run Qwen3 48B A4B Savant Commander Distill 12X Closed Open Heretic Uncensored?
Yes, RTX A6000 48GB can run Qwen3 48B A4B Savant Commander Distill 12X Closed Open Heretic Uncensored with a C grade (Tight fit). Expected decode speed: 19.9 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 RTX A6000 48GB?
On RTX A6000 48GB, Qwen3 48B A4B Savant Commander Distill 12X Closed Open Heretic Uncensored achieves approximately 19.9 tokens per second decode speed with a time-to-first-token of 9712ms using Q4_K_M quantization.
Can RTX A6000 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 RTX A6000 48GB receives a C grade with 19.9 tok/s and 36K context.
What context window can Qwen3 48B A4B Savant Commander Distill 12X Closed Open Heretic Uncensored use on RTX A6000 48GB?
On RTX A6000 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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<iframe src="https://willitrunai.com/embed/hf-davidau--qwen3-48b-a4b-savant-commander-distill-12x-closed-open-heretic-uncensored-gguf-on-a6000-48gb" width="400" height="180" frameborder="0" style="border:none;border-radius:12px;overflow:hidden;" title="Will It Run AI — fit result"></iframe>
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