Open Access
表4
针对混合精度ResNet-50, 采用不同阵列结构的各种资源使用情况和性能对比
| RmPE阵列结构 | ResNet4 | ResNet5 | ResNet6 | ResNet7 |
| DSP | 336(93%) | 350(97%) | 336(93%) | 343(95%) |
| LUTs/kB | 51.25(74%) | 53.04(77%) | 51.28(74%) | 52.01(75%) |
| FFs/kB | 78.01(57%) | 81.22(58%) | 78.02(56%) | 79.56(57%) |
| BRAMs/36kB | 210(97%) | 212(98%) | 212(98%) | 202(93%) |
| 运算次数/GOP | 8.24 | 8.24 | 8.24 | 8.24 |
| DSP数量 | 336 | 350 | 336 | 343 |
| 推理延时/ms | 37.53 | 38.28 | 42.15 | 44.79 |
| 计算性能 | 219.56 | 215.26 | 195.49 | 183.97 |
| 计算效率 | 0.653 | 0.615 | 0.582 | 0.536 |
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