NVIDIA A6000 meets the minimum VRAM requirement for Q4 inference of ai-forever/ruGPT-3.5-13B. Review the quantization breakdown below to see how higher precision settings impact VRAM and throughput.
NVIDIA A6000 can run ai-forever/ruGPT-3.5-13B with Q4 quantization. At approximately 91 tokens/second, you can expect Good speed - acceptable for interactive use.
You have 41GB headroom, which is sufficient for system overhead and smooth operation.
| Quantization | VRAM needed | VRAM available | Estimated speed | Verdict |
|---|---|---|---|---|
| Q4 | 7GB | 48GB | 91.04 tok/s | ✅ Fits comfortably |
| Q8 | 13GB | 48GB | 74.41 tok/s | ✅ Fits comfortably |
| FP16 | 27GB | 48GB | 41.36 tok/s | ✅ Fits comfortably |