You're running models that need 32GB and your current card is swapping to system memory mid-inference. The RTX PRO 4500 Blackwell gives you 32GB of GDDR7 with ECC at 896 GB/s bandwidth. Fourth-gen RT Cores, two NVENC 9th Gen encoders, 200W max draw. For the workloads where every extra gigabyte of VRAM keeps you out of the "out of memory" error loop
| brand | Leadtek |
| gpu_architecture | NVIDIA Blackwell |
| rt_cores | 4th Generation |
| memory | 32GB GDDR7 with ECC |
| memory_bandwidth | 896 GB/s |
| max_power_wattage | 200W |
| video_engines | 2x NVENC (9th Gen), 2x NVDEC (6th Gen) |