NVIDIA H100 PCIe 80GB meets the minimum VRAM requirement for Q4 inference of unsloth/DeepSeek-R1-Distill-Qwen-32B-bnb-4bit. Review the quantization breakdown below to see how higher precision settings impact VRAM and throughput.
NVIDIA H100 PCIe 80GB can run unsloth/DeepSeek-R1-Distill-Qwen-32B-bnb-4bit with Q4 quantization. At approximately 116 tokens/second, you can expect Excellent speed - conversational response times under 1 second.
You have 64GB headroom, which is sufficient for system overhead and smooth operation.
| Quantization | VRAM needed | VRAM available | Estimated speed | Verdict |
|---|---|---|---|---|
| Q4 | 16GB | 80GB | 115.86 tok/s | ✅ Fits comfortably |
| Q8 | 33GB | 80GB | 69.93 tok/s | ✅ Fits comfortably |
| FP16 | 66GB | 80GB | 41.79 tok/s | ✅ Fits comfortably |