NVIDIA A16 64GBGünstige Wahl64 GB VRAM (+16)
C
Adds memory headroom for longer context windows and future model growth.16 tok/s Dekodierung
Adds memory headroom for longer context windows and future model growth.
ca. $6,500 MSRP
Can Qwen3 48B A4B Savant Commander Distill 12X Closed Open Heretic Uncensored run on RTX 6000 Ada 48GB?
YES — Tight Fit
C50Usable
Estimated from fit model
Qwen3 48B A4B Savant Commander Distill 12X Closed Open Heretic Uncensored needs ~40.9 GB VRAM. RTX 6000 Ada 48GB has 48.0 GB. With Q4_K_M quantization, expect ~27 tok/s.
Runtime: OllamaCapacity: TightBandwidth: HighStack: 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, 26.9 tok/s, Tight fit
40.9 GB required48.0 GB available
85% VRAM used
Fit status
Tight fit
Decode
26.9 tok/s
TTFT
7201 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 6000 Ada 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: 26.9 tok/s decode · 7.2s TTFT (warm) · 67 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 | 26.9 tok/s | 3928 ms | 36K |
| Coding | C | Tight fit | 26.9 tok/s | 7201 ms | 36K |
| Agentic Coding | C | Runs with offload | 26.9 tok/s | 10474 ms | 36K |
| Reasoning | C | Tight fit | 26.9 tok/s | 8510 ms | 36K |
| RAG | C | Runs with offload | 26.9 tok/s | 13093 ms | 36K |
Quantization options
How Qwen3 48B A4B Savant Commander Distill 12X Closed Open Heretic Uncensored (48B params) fits at each quantization level on RTX 6000 Ada 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 startUpgrade-Optionen
Hardware, die Qwen3 48B A4B Savant Commander Distill 12X Closed Open Heretic Uncensored gut ausführt
NVIDIA A16 64GBGünstige WahlRTX PRO 6000 Blackwell Workstation Edition 96GBBestes Preis-Leistungs-Verhältnis96 GB VRAM (+48)1792 GB/s (+832)
C
Raises estimated decode speed by about 91%.51.4 tok/s Dekodierung
Raises estimated decode speed by about 91%.
Adds memory headroom for longer context windows and future model growth.
ca. $9,999 MSRP
NVIDIA H20 96GBNVIDIA-Upgrade96 GB VRAM (+48)4000 GB/s (+3040)
C
Raises estimated decode speed by about 312%.110.7 tok/s Dekodierung
Raises estimated decode speed by about 312%.
Adds memory headroom for longer context windows and future model growth.
ca. $12,000 MSRP
Frequently asked questions
Can RTX 6000 Ada 48GB run Qwen3 48B A4B Savant Commander Distill 12X Closed Open Heretic Uncensored?
Yes, RTX 6000 Ada 48GB can run Qwen3 48B A4B Savant Commander Distill 12X Closed Open Heretic Uncensored with a C grade (Tight fit). Expected decode speed: 26.9 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 6000 Ada 48GB?
On RTX 6000 Ada 48GB, Qwen3 48B A4B Savant Commander Distill 12X Closed Open Heretic Uncensored achieves approximately 26.9 tokens per second decode speed with a time-to-first-token of 7201ms using Q4_K_M quantization.
Can RTX 6000 Ada 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 6000 Ada 48GB receives a C grade with 26.9 tok/s and 36K context.
What context window can Qwen3 48B A4B Savant Commander Distill 12X Closed Open Heretic Uncensored use on RTX 6000 Ada 48GB?
On RTX 6000 Ada 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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