- huawei P30 Pro(Kirin 980, Mali-G76 MP10)
| benchmark model | cpu time(thread 1,fp16, ms) | gpu time(ms) |
|---|
| DenseNet 121 | 65.70 | 45.83 |
| Inception v3 | 130.98 | 67.36 |
| Inception v4 | 310.67 | 129.59 |
| MnasNet | 11.74 | 9.16 |
| MobileNet v1 | 16.39 | 11.18 |
| MobileNet v2 | 14.81 | 11.24 |
| ResNet50 v1 | 77.11 | 44.29 |
| ResNet50 v2 | 90.53 | 48.63 |
| ShuffleNet v2 | 7.66 | 10.39 |
| SqueezeNet 1.0 | 8.38 | 8.90 |
| SqueezeNet 1.1 | 8.37 | 8.66 |
- xiaomi 6(Snapdragon 835, Adreno 540)
| benchmark model | cpu time(thread 1,fp16, ms) | gpu time(ms) |
|---|
| DenseNet 121 | 349.65 | 86.81 |
| Inception v3 | 924.54 | 77.01 |
| Inception v4 | 2286.02 | 229.54 |
| MnasNet | 61.80 | 16.64 |
| MobileNet v1 | 95.46 | 12.30 |
| MobileNet v2 | 82.85 | 11.58 |
| ResNet50 v1 | 465.54 | 65.77 |
| ResNet50 v2 | 575.29 | 72.23 |
| ShuffleNet v2 | 36.93 | 22.30 |
| SqueezeNet 1.0 | 53.37 | 11.60 |
| SqueezeNet 1.1 | 53.47 | 12.18 |
- samsung Galaxy S9+(Snapdragon 845, Adreno 630)
| benchmark model | cpu time(thread 1,fp16, ms) | gpu time(ms) |
|---|
| DenseNet 121 | 128.19 | 63.65 |
| Inception v3 | 245.01 | 71.00 |
| Inception v4 | 591.45 | 145.76 |
| MnasNet | 21.86 | 9.35 |
| MobileNet v1 | 31.91 | 10.15 |
| MobileNet v2 | 28.22 | 9.89 |
| ResNet50 v1 | 152.59 | 39.94 |
| ResNet50 v2 | 177.18 | 45.34 |
| ShuffleNet v2 | 13.78 | 9.41 |
| SqueezeNet 1.0 | 15.71 | 6.58 |
| SqueezeNet 1.1 | 15.64 | 7.00 |
- Oppo K3(Snapdragon 710, Adreno 616)
| benchmark model | cpu time(thread 1,fp16, ms) | gpu time(ms) |
|---|
| DenseNet 121 | 157.61 | 114.56 |
| Inception v3 | 299.34 | 163.22 |
| Inception v4 | 711.74 | 345.85 |
| MnasNet | 26.08 | 18.69 |
| MobileNet v1 | 39.69 | 23.10 |
| MobileNet v2 | 34.20 | 22.21 |
| ResNet50 v1 | 184.75 | 94.61 |
| ResNet50 v2 | 216.65 | 107.23 |
| ShuffleNet v2 | 16.29 | 12.90 |
| SqueezeNet 1.0 | 19.81 | 15.70 |
| SqueezeNet 1.1 | 19.74 | 15.74 |
- Intel(R) Xeon(R) Gold 6133 CPU
| benchmark model | cpu time(thread 1,fp32, ms) |
|---|
| Resnet50 | 151.00 |
| YoloV5 | 2428.00 |
| Bert-Based | 832.00 |
| Bert-Squad10 | 1093.00 |
| benchmark model | gpu time(fp32, ms) |
|---|
| Resnet50 | 2.22 |
| YoloV5 | 17.47 |
| Bert-Based | 8.16 |
| Bert-Squad10 | 9.60 |
| model | cpu time(single thread, ms) | gpu time(ms) |
|---|
| Mobilenet_v1 | 88 | 12 |
| Mobilenet_v1_int8 | 55 | |
| Mobilenet_v2 | 58 | 11 |
| Mobilenet_v2_int8 | 41 | |
| squeezenet_v1.0 | 127 | 20 |
| squeezenet_v1.0_int8 | 82 | |
| model | cpu time(single thread, ms) | gpu time(ms) |
|---|
| Mobilenet_v1 | 94 | 16 |
| Mobilenet_v1_int8 | 62 | |
| Mobilenet_v2 | 61 | 14 |
| Mobilenet_v2_int8 | 47 | |
| squeezenet_v1.0 | 122 | 28 |
| squeezenet_v1.0_int8 | 93 | |
| model | cpu time(single thread, ms) | gpu time(ms) |
|---|
| Mobilenet_v1 | 60 | 10 |
| Mobilenet_v1_int8 | 37 | |
| Mobilenet_v2 | 39 | 8 |
| Mobilenet_v2_int8 | 28 | |
| squeezenet_v1.0 | 74 | 14 |
| squeezenet_v1.0_int8 | 56 | |