TABLE I:
Hardware specification comparisons on peak performance for data types FP32 and INT8, on-chip memory size, off-chip bandwidth (BW), TDP among AMD FPGA U250, Nvidia GPU A10G, Nvidia GPU Jetson AGX Orin, and AMD Versal ACAP VCK190.
| Hardware Spec. | Tech. Node | FP32 | INT8 | Off-chip BW | On-chip Mem. | Off-chip Mem. | TDP |
|---|---|---|---|---|---|---|---|
| AMD FPGA U250 | 16nm | 1.2T | 6.95T | 77GB/s | 53MB | 16GB | 225W |
| Nvidia GPU A10G | 8nm | 35T | 140T | 600GB/s | 14MB | 24GB | 300W |
| Nvidia GPU Jetson Orin | 8nm | 5.3T | 85T | 204GB/s | 6MB | 64GB | 60W |
| AMD ACAP VCK190 | 7nm | 6.4T | 102T | 25GB/s | 33MB | 8GB | <180W |