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Update README.md #4847

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251 changes: 251 additions & 0 deletions benchmark/README.md
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Original file line number Diff line number Diff line change
Expand Up @@ -4231,6 +4231,257 @@ cooling_down = 0
FastestDet min = 3.59 max = 3.61 avg = 3.60
```

### HUAWEI KunPeng 920 3211K (x24 cores)
test on ubuntu 22.04
```
(base) mobtgzhang@mobtgzhang-PC:~/ncnn/benchmark$ ./benchncnn 10 1 0 -1 0
loop_count = 10
num_threads = 1
powersave = 0
gpu_device = -1
cooling_down = 0
squeezenet min = 12.11 max = 12.20 avg = 12.14
squeezenet_int8 min = 14.34 max = 14.46 avg = 14.41
mobilenet min = 20.27 max = 20.36 avg = 20.31
mobilenet_int8 min = 17.45 max = 17.74 avg = 17.58
mobilenet_v2 min = 13.72 max = 13.87 avg = 13.78
mobilenet_v3 min = 11.51 max = 11.69 avg = 11.61
shufflenet min = 8.07 max = 8.36 avg = 8.20
shufflenet_v2 min = 8.13 max = 8.17 avg = 8.14
mnasnet min = 13.34 max = 13.45 avg = 13.41
proxylessnasnet min = 16.22 max = 16.35 avg = 16.29
efficientnet_b0 min = 34.69 max = 35.14 avg = 34.82
efficientnetv2_b0 min = 44.54 max = 44.68 avg = 44.61
regnety_400m min = 18.06 max = 18.15 avg = 18.10
blazeface min = 3.06 max = 3.22 avg = 3.12
googlenet min = 56.80 max = 57.60 avg = 57.08
googlenet_int8 min = 58.64 max = 59.98 avg = 59.42
resnet18 min = 35.02 max = 35.35 avg = 35.10
resnet18_int8 min = 61.13 max = 61.68 avg = 61.33
alexnet min = 42.56 max = 43.05 avg = 42.69
vgg16 min = 186.32 max = 188.73 avg = 187.20
vgg16_int8 min = 459.01 max = 461.48 avg = 460.29
resnet50 min = 97.59 max = 98.32 avg = 97.83
resnet50_int8 min = 118.67 max = 120.45 avg = 119.78
squeezenet_ssd min = 39.62 max = 39.95 avg = 39.81
squeezenet_ssd_int8 min = 56.72 max = 57.63 avg = 57.00
mobilenet_ssd min = 45.44 max = 45.82 avg = 45.63
mobilenet_ssd_int8 min = 38.99 max = 40.08 avg = 39.39
mobilenet_yolo min = 98.71 max = 99.27 avg = 98.94
mobilenetv2_yolov3 min = 51.50 max = 52.41 avg = 51.87
yolov4-tiny min = 68.02 max = 68.43 avg = 68.24
nanodet_m min = 20.49 max = 20.64 avg = 20.59
yolo-fastest-1.1 min = 8.17 max = 8.45 avg = 8.23
yolo-fastestv2 min = 7.73 max = 8.06 avg = 7.87
vision_transformer min = 1620.65 max = 1630.45 avg = 1625.64
FastestDet min = 7.65 max = 7.77 avg = 7.69
(base) mobtgzhang@mobtgzhang-PC:~/ncnn/benchmark$ ./benchncnn 10 2 0 -1 0
loop_count = 10
num_threads = 2
powersave = 0
gpu_device = -1
cooling_down = 0
squeezenet min = 6.77 max = 6.85 avg = 6.81
squeezenet_int8 min = 7.98 max = 8.07 avg = 8.03
mobilenet min = 10.70 max = 10.78 avg = 10.73
mobilenet_int8 min = 9.21 max = 9.36 avg = 9.28
mobilenet_v2 min = 7.91 max = 7.99 avg = 7.94
mobilenet_v3 min = 6.72 max = 6.92 avg = 6.78
shufflenet min = 5.34 max = 5.55 avg = 5.38
shufflenet_v2 min = 5.12 max = 5.15 avg = 5.14
mnasnet min = 7.74 max = 7.86 avg = 7.80
proxylessnasnet min = 9.00 max = 9.03 avg = 9.02
efficientnet_b0 min = 18.51 max = 18.58 avg = 18.54
efficientnetv2_b0 min = 23.68 max = 23.83 avg = 23.74
regnety_400m min = 12.65 max = 12.68 avg = 12.66
blazeface min = 1.99 max = 2.14 avg = 2.03
googlenet min = 30.83 max = 31.29 avg = 30.91
googlenet_int8 min = 31.97 max = 33.12 avg = 32.45
resnet18 min = 18.81 max = 18.87 avg = 18.84
resnet18_int8 min = 32.80 max = 32.99 avg = 32.90
alexnet min = 22.88 max = 23.16 avg = 22.94
vgg16 min = 100.58 max = 101.12 avg = 100.90
vgg16_int8 min = 235.81 max = 237.97 avg = 236.20
resnet50 min = 51.12 max = 51.43 avg = 51.28
resnet50_int8 min = 62.46 max = 63.02 avg = 62.72
squeezenet_ssd min = 23.26 max = 23.73 avg = 23.38
squeezenet_ssd_int8 min = 31.91 max = 32.30 avg = 32.13
mobilenet_ssd min = 24.73 max = 24.95 avg = 24.84
mobilenet_ssd_int8 min = 20.99 max = 21.52 avg = 21.21
mobilenet_yolo min = 54.91 max = 55.70 avg = 55.15
mobilenetv2_yolov3 min = 30.18 max = 30.52 avg = 30.31
yolov4-tiny min = 40.46 max = 40.61 avg = 40.55
nanodet_m min = 12.56 max = 12.72 avg = 12.62
yolo-fastest-1.1 min = 6.00 max = 6.15 avg = 6.04
yolo-fastestv2 min = 5.32 max = 5.59 avg = 5.43
vision_transformer min = 894.51 max = 896.28 avg = 895.57
FastestDet min = 5.33 max = 5.42 avg = 5.36
(base) mobtgzhang@mobtgzhang-PC:~/ncnn/benchmark$ ./benchncnn 10 4 0 -1 0
loop_count = 10
num_threads = 4
powersave = 0
gpu_device = -1
cooling_down = 0
squeezenet min = 4.18 max = 4.35 avg = 4.22
squeezenet_int8 min = 4.85 max = 4.98 avg = 4.89
mobilenet min = 5.80 max = 5.95 avg = 5.89
mobilenet_int8 min = 4.86 max = 4.94 avg = 4.89
mobilenet_v2 min = 4.66 max = 4.73 avg = 4.69
mobilenet_v3 min = 4.46 max = 4.50 avg = 4.48
shufflenet min = 4.01 max = 4.17 avg = 4.04
shufflenet_v2 min = 3.39 max = 3.41 avg = 3.39
mnasnet min = 4.81 max = 4.93 avg = 4.85
proxylessnasnet min = 5.47 max = 5.54 avg = 5.49
efficientnet_b0 min = 10.49 max = 10.55 avg = 10.52
efficientnetv2_b0 min = 13.67 max = 13.77 avg = 13.72
regnety_400m min = 10.20 max = 10.24 avg = 10.21
blazeface min = 1.52 max = 1.58 avg = 1.54
googlenet min = 17.65 max = 17.69 avg = 17.68
googlenet_int8 min = 18.14 max = 18.27 avg = 18.19
resnet18 min = 10.52 max = 10.63 avg = 10.57
resnet18_int8 min = 17.42 max = 17.53 avg = 17.49
alexnet min = 13.12 max = 13.20 avg = 13.16
vgg16 min = 55.24 max = 55.45 avg = 55.35
vgg16_int8 min = 123.46 max = 124.23 avg = 123.75
resnet50 min = 28.31 max = 28.57 avg = 28.39
resnet50_int8 min = 34.10 max = 34.39 avg = 34.23
squeezenet_ssd min = 14.85 max = 14.96 avg = 14.91
squeezenet_ssd_int8 min = 19.71 max = 19.88 avg = 19.82
mobilenet_ssd min = 13.49 max = 13.58 avg = 13.52
mobilenet_ssd_int8 min = 11.60 max = 11.70 avg = 11.66
mobilenet_yolo min = 31.74 max = 31.96 avg = 31.81
mobilenetv2_yolov3 min = 17.87 max = 18.03 avg = 17.93
yolov4-tiny min = 25.63 max = 25.78 avg = 25.72
nanodet_m min = 8.16 max = 8.22 avg = 8.20
yolo-fastest-1.1 min = 4.72 max = 4.86 avg = 4.75
yolo-fastestv2 min = 3.98 max = 4.15 avg = 4.00
vision_transformer min = 501.18 max = 503.51 avg = 502.12
FastestDet min = 3.74 max = 3.76 avg = 3.75
(base) mobtgzhang@mobtgzhang-PC:~/ncnn/benchmark$ ./benchncnn 10 8 0 -1 0
loop_count = 10
num_threads = 8
powersave = 0
gpu_device = -1
cooling_down = 0
squeezenet min = 2.91 max = 3.10 avg = 2.97
squeezenet_int8 min = 3.42 max = 3.74 avg = 3.51
mobilenet min = 3.57 max = 3.70 avg = 3.61
mobilenet_int8 min = 3.06 max = 3.14 avg = 3.10
mobilenet_v2 min = 3.73 max = 3.75 avg = 3.75
mobilenet_v3 min = 3.50 max = 3.66 avg = 3.56
shufflenet min = 3.63 max = 3.65 avg = 3.64
shufflenet_v2 min = 2.85 max = 3.02 avg = 2.95
mnasnet min = 3.60 max = 3.67 avg = 3.62
proxylessnasnet min = 4.00 max = 4.08 avg = 4.03
efficientnet_b0 min = 7.31 max = 7.34 avg = 7.33
efficientnetv2_b0 min = 9.44 max = 9.51 avg = 9.47
regnety_400m min = 9.76 max = 10.07 avg = 9.90
blazeface min = 1.56 max = 1.75 avg = 1.61
googlenet min = 11.22 max = 11.28 avg = 11.25
googlenet_int8 min = 11.40 max = 12.82 avg = 11.76
resnet18 min = 6.83 max = 6.96 avg = 6.90
resnet18_int8 min = 10.28 max = 10.38 avg = 10.33
alexnet min = 8.75 max = 8.88 avg = 8.80
vgg16 min = 36.00 max = 36.72 avg = 36.29
vgg16_int8 min = 67.38 max = 67.72 avg = 67.54
resnet50 min = 17.63 max = 17.82 avg = 17.68
resnet50_int8 min = 20.05 max = 20.21 avg = 20.15
squeezenet_ssd min = 11.18 max = 11.45 avg = 11.26
squeezenet_ssd_int8 min = 14.09 max = 14.23 avg = 14.18
mobilenet_ssd min = 8.60 max = 8.69 avg = 8.64
mobilenet_ssd_int8 min = 7.75 max = 7.87 avg = 7.81
mobilenet_yolo min = 21.97 max = 22.25 avg = 22.09
mobilenetv2_yolov3 min = 14.04 max = 14.18 avg = 14.12
yolov4-tiny min = 19.66 max = 19.93 avg = 19.81
nanodet_m min = 6.52 max = 6.67 avg = 6.57
yolo-fastest-1.1 min = 4.61 max = 4.76 avg = 4.66
yolo-fastestv2 min = 3.78 max = 3.91 avg = 3.82
vision_transformer min = 323.01 max = 327.38 avg = 323.75
FastestDet min = 3.50 max = 3.54 avg = 3.51
(base) mobtgzhang@mobtgzhang-PC:~/ncnn/benchmark$ ./benchncnn 10 16 0 -1 0
loop_count = 10
num_threads = 16
powersave = 0
gpu_device = -1
cooling_down = 0
squeezenet min = 3.00 max = 3.25 avg = 3.08
squeezenet_int8 min = 4.13 max = 4.47 avg = 4.21
mobilenet min = 3.27 max = 3.42 avg = 3.34
mobilenet_int8 min = 3.49 max = 3.58 avg = 3.56
mobilenet_v2 min = 3.86 max = 4.10 avg = 3.97
mobilenet_v3 min = 3.72 max = 3.80 avg = 3.76
shufflenet min = 4.67 max = 4.78 avg = 4.72
shufflenet_v2 min = 3.16 max = 3.24 avg = 3.20
mnasnet min = 3.51 max = 3.65 avg = 3.57
proxylessnasnet min = 4.08 max = 4.35 avg = 4.15
efficientnet_b0 min = 7.51 max = 7.80 avg = 7.63
efficientnetv2_b0 min = 8.92 max = 9.39 avg = 9.05
regnety_400m min = 14.80 max = 15.05 avg = 14.89
blazeface min = 2.14 max = 2.28 avg = 2.20
googlenet min = 9.91 max = 10.00 avg = 9.96
googlenet_int8 min = 11.51 max = 11.65 avg = 11.60
resnet18 min = 6.39 max = 6.56 avg = 6.46
resnet18_int8 min = 9.76 max = 9.91 avg = 9.84
alexnet min = 6.99 max = 7.10 avg = 7.04
vgg16 min = 27.52 max = 28.64 avg = 27.88
vgg16_int8 min = 45.64 max = 45.93 avg = 45.78
resnet50 min = 13.96 max = 14.17 avg = 14.07
resnet50_int8 min = 16.82 max = 16.93 avg = 16.89
squeezenet_ssd min = 11.11 max = 11.54 avg = 11.23
squeezenet_ssd_int8 min = 13.77 max = 14.00 avg = 13.88
mobilenet_ssd min = 8.21 max = 8.46 avg = 8.35
mobilenet_ssd_int8 min = 8.87 max = 9.03 avg = 8.94
mobilenet_yolo min = 30.77 max = 31.35 avg = 31.08
mobilenetv2_yolov3 min = 12.11 max = 13.10 avg = 12.43
yolov4-tiny min = 18.25 max = 18.68 avg = 18.41
nanodet_m min = 6.55 max = 6.68 avg = 6.59
yolo-fastest-1.1 min = 6.00 max = 6.22 avg = 6.09
yolo-fastestv2 min = 4.86 max = 5.01 avg = 4.94
vision_transformer min = 218.18 max = 220.49 avg = 218.79
FastestDet min = 5.01 max = 5.14 avg = 5.07
(base) mobtgzhang@mobtgzhang-PC:~/ncnn/benchmark$ ./benchncnn 10 24 0 -1 0
loop_count = 10
num_threads = 24
powersave = 0
gpu_device = -1
cooling_down = 0
squeezenet min = 3.52 max = 3.96 avg = 3.70
squeezenet_int8 min = 5.49 max = 5.83 avg = 5.65
mobilenet min = 3.42 max = 3.83 avg = 3.55
mobilenet_int8 min = 3.69 max = 45.17 avg = 11.59
mobilenet_v2 min = 4.63 max = 5.44 avg = 4.84
mobilenet_v3 min = 4.51 max = 4.89 avg = 4.68
shufflenet min = 6.21 max = 6.52 avg = 6.36
shufflenet_v2 min = 3.98 max = 17.54 avg = 5.45
mnasnet min = 4.28 max = 4.56 avg = 4.39
proxylessnasnet min = 4.76 max = 5.13 avg = 4.92
efficientnet_b0 min = 7.45 max = 111.76 avg = 22.59
efficientnetv2_b0 min = 10.87 max = 33.13 avg = 13.51
regnety_400m min = 20.97 max = 21.73 avg = 21.46
blazeface min = 2.56 max = 2.82 avg = 2.67
googlenet min = 10.54 max = 105.87 avg = 21.85
googlenet_int8 min = 14.21 max = 77.02 avg = 22.23
resnet18 min = 7.08 max = 7.51 avg = 7.31
resnet18_int8 min = 11.25 max = 50.66 avg = 19.14
alexnet min = 7.13 max = 8.67 avg = 7.44
vgg16 min = 27.59 max = 35.35 avg = 29.12
vgg16_int8 min = 44.43 max = 51.76 avg = 46.90
resnet50 min = 15.16 max = 105.98 avg = 24.91
resnet50_int8 min = 19.82 max = 20.50 avg = 20.16
squeezenet_ssd min = 13.03 max = 13.69 avg = 13.40
squeezenet_ssd_int8 min = 17.62 max = 187.55 avg = 39.92
mobilenet_ssd min = 8.83 max = 71.97 avg = 15.37
mobilenet_ssd_int8 min = 10.22 max = 49.61 avg = 15.26
mobilenet_yolo min = 35.19 max = 46.43 avg = 36.93
mobilenetv2_yolov3 min = 12.96 max = 15.57 avg = 13.41
yolov4-tiny min = 19.22 max = 21.43 avg = 19.89
nanodet_m min = 7.71 max = 8.74 avg = 8.09
yolo-fastest-1.1 min = 6.71 max = 78.72 avg = 14.16
yolo-fastestv2 min = 5.72 max = 6.08 avg = 5.88
vision_transformer min = 192.16 max = 221.86 avg = 202.73
FastestDet min = 5.13 max = 5.47 avg = 5.30
```

### Intel Atom x5-Z8350
```
nihui@nihui-ROCK-Pi-X:~/ncnn/build/benchmark$ ./benchncnn 20 4 0 -1 1
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