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v0.3 benchmark

  • 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
  • TITAN Xp GPU
benchmark model gpu time(fp32, ms)
Resnet50 2.22
YoloV5 17.47
Bert-Based 8.16
Bert-Squad10 9.60

v0.1 benchmark

  • Kirin970：
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
  • Snapdragon 835：
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
  • Snapdragon 845：
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