NVIDIA A6000 meets the minimum VRAM requirement for Q4 inference of Qwen/Qwen3-8B-Base. Review the quantization breakdown below to see how higher precision settings impact VRAM and throughput.
NVIDIA A6000 can run Qwen/Qwen3-8B-Base with Q4 quantization. At approximately 142 tokens/second, you can expect Excellent speed - conversational response times under 1 second.
You have 44GB headroom, which is sufficient for system overhead and smooth operation.
| Quantization | VRAM needed | VRAM available | Estimated speed | Verdict |
|---|---|---|---|---|
| Q4 | 4GB | 48GB | 142.42 tok/s | ✅ Fits comfortably |
| Q8 | 9GB | 48GB | 87.32 tok/s | ✅ Fits comfortably |
| FP16 | 17GB | 48GB | 48.75 tok/s | ✅ Fits comfortably |