The support vector machine design is validated on an AMD Alveo™ U250 board at a 300 MHz frequency. The hardware resource utilizations are listed in the following table.
Name | LUT | BRAM | URAM | DSP |
Platform | 178466 | 403 | 0 | 13 |
SVM | 366992 | 276 | 132 | 1232 |
SVM_1 | 91725 | 69 | 33 | 308 |
SVM_2 | 91671 | 69 | 33 | 308 |
SVM_3 | 91815 | 69 | 33 | 308 |
SVM_4 | 91781 | 69 | 33 | 308 |
User Budget | 1547750 | 2285 | 1280 | 12275 |
Used Resources | 366992 | 276 | 132 | 1232 |
Percentage | 23.71% | 12.08% | 10.31% | 10.04% |
- The performance is shown below.
- In above test, this design takes 0.23 ms to process 999 samples with 65 features, so its throughput is 1.05 Gb/s.