NVIDIA H100 PCIe 80GB meets the minimum VRAM requirement for Q4 inference of Qwen/Qwen2-0.5B. Review the quantization breakdown below to see how higher precision settings impact VRAM and throughput.
NVIDIA H100 PCIe 80GB can run Qwen/Qwen2-0.5B with Q4 quantization. At approximately 321 tokens/second, you can expect Excellent speed - conversational response times under 1 second.
You have 77GB headroom, which is sufficient for system overhead and smooth operation.
| Quantization | VRAM needed | VRAM available | Estimated speed | Verdict |
|---|---|---|---|---|
| Q4 | 3GB | 80GB | 320.68 tok/s | ✅ Fits comfortably |
| Q8 | 5GB | 80GB | 212.87 tok/s | ✅ Fits comfortably |
| FP16 | 11GB | 80GB | 116.04 tok/s | ✅ Fits comfortably |