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benchmark: add raspberry pi 5 8G benchmark #5058

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Sep 28, 2023
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benchmark: add raspberry pi 5 8G benchmark #5058

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85 changes: 85 additions & 0 deletions benchmark/README.md
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Original file line number Diff line number Diff line change
Expand Up @@ -1631,7 +1631,92 @@ cooling_down = 1
vision_transformer min = 6605.19 max = 6606.66 avg = 6605.73
FastestDet min = 52.11 max = 52.97 avg = 52.61
```
### Raspberry Pi 5 Broadcom BCM2712, Cortex-A76 (ARMv8) (2.4GHz x 4)
```
pi@raspberrypi:~/ncnn/benchmark $ ./benchncnn 10 4 0 -1 1
loop_count = 10
num_threads = 4
powersave = 0
gpu_device = -1
cooling_down = 1
squeezenet min = 8.56 max = 8.65 avg = 8.61
squeezenet_int8 min = 11.65 max = 12.64 avg = 11.94
mobilenet min = 11.32 max = 13.46 avg = 11.75
mobilenet_int8 min = 11.30 max = 11.60 avg = 11.45
mobilenet_v2 min = 13.57 max = 13.77 avg = 13.63
mobilenet_v3 min = 9.18 max = 10.52 avg = 9.48
shufflenet min = 4.56 max = 6.19 avg = 5.98
shufflenet_v2 min = 5.04 max = 5.13 avg = 5.09
mnasnet min = 8.27 max = 9.86 avg = 8.65
proxylessnasnet min = 9.36 max = 11.18 avg = 9.62
efficientnet_b0 min = 14.77 max = 14.96 avg = 14.87
efficientnetv2_b0 min = 19.91 max = 20.11 avg = 19.99
regnety_400m min = 11.91 max = 12.10 avg = 11.96
blazeface min = 2.26 max = 2.29 avg = 2.28
googlenet min = 32.80 max = 33.17 avg = 32.97
googlenet_int8 min = 32.63 max = 32.99 avg = 32.78
resnet18 min = 23.95 max = 24.21 avg = 24.12
resnet18_int8 min = 32.50 max = 32.79 avg = 32.68
alexnet min = 25.31 max = 25.75 avg = 25.51
vgg16 min = 162.19 max = 165.08 avg = 163.75
vgg16_int8 min = 187.46 max = 191.21 avg = 189.09
resnet50 min = 55.95 max = 56.61 avg = 56.29
resnet50_int8 min = 73.34 max = 73.97 avg = 73.59
squeezenet_ssd min = 40.48 max = 41.39 avg = 40.92
squeezenet_ssd_int8 min = 45.67 max = 46.35 avg = 46.06
mobilenet_ssd min = 31.15 max = 31.73 avg = 31.48
mobilenet_ssd_int8 min = 31.09 max = 31.44 avg = 31.27
mobilenet_yolo min = 71.51 max = 72.38 avg = 71.95
mobilenetv2_yolov3 min = 47.86 max = 48.41 avg = 48.04
yolov4-tiny min = 55.95 max = 56.51 avg = 56.19
nanodet_m min = 14.26 max = 14.68 avg = 14.48
yolo-fastest-1.1 min = 6.48 max = 8.10 avg = 7.30
yolo-fastestv2 min = 6.03 max = 7.33 avg = 7.04
vision_transformer min = 613.62 max = 637.97 avg = 629.51
FastestDet min = 6.53 max = 6.66 avg = 6.59
pi@raspberrypi:~/ncnn/benchmark $ ./benchncnn 10 1 0 -1 1
loop_count = 10
num_threads = 1
powersave = 0
gpu_device = -1
cooling_down = 1
squeezenet min = 13.18 max = 13.27 avg = 13.22
squeezenet_int8 min = 15.69 max = 15.93 avg = 15.78
mobilenet min = 21.42 max = 21.55 avg = 21.46
mobilenet_int8 min = 14.92 max = 20.91 avg = 17.34
mobilenet_v2 min = 18.56 max = 23.06 avg = 19.24
mobilenet_v3 min = 13.16 max = 13.33 avg = 13.25
shufflenet min = 7.25 max = 11.14 avg = 8.43
shufflenet_v2 min = 7.17 max = 11.15 avg = 7.70
mnasnet min = 13.89 max = 13.94 avg = 13.91
proxylessnasnet min = 17.01 max = 17.26 avg = 17.07
efficientnet_b0 min = 26.19 max = 26.30 avg = 26.24
efficientnetv2_b0 min = 39.69 max = 40.12 avg = 39.97
regnety_400m min = 17.30 max = 17.44 avg = 17.36
blazeface min = 4.74 max = 4.78 avg = 4.76
googlenet min = 57.64 max = 57.84 avg = 57.72
googlenet_int8 min = 55.80 max = 56.01 avg = 55.93
resnet18 min = 31.90 max = 32.09 avg = 32.00
resnet18_int8 min = 56.92 max = 57.16 avg = 57.01
alexnet min = 39.84 max = 40.12 avg = 39.92
vgg16 min = 208.33 max = 211.06 avg = 209.64
vgg16_int8 min = 437.53 max = 440.55 avg = 439.35
resnet50 min = 95.75 max = 96.68 avg = 96.28
resnet50_int8 min = 116.80 max = 118.01 avg = 117.57
squeezenet_ssd min = 47.75 max = 47.97 avg = 47.86
squeezenet_ssd_int8 min = 61.98 max = 62.90 avg = 62.47
mobilenet_ssd min = 52.83 max = 53.39 avg = 53.07
mobilenet_ssd_int8 min = 46.15 max = 46.60 avg = 46.35
mobilenet_yolo min = 117.68 max = 117.97 avg = 117.81
mobilenetv2_yolov3 min = 67.37 max = 67.67 avg = 67.48
yolov4-tiny min = 73.85 max = 74.35 avg = 74.10
nanodet_m min = 22.78 max = 23.33 avg = 22.96
yolo-fastest-1.1 min = 8.82 max = 8.91 avg = 8.87
yolo-fastestv2 min = 8.18 max = 11.42 avg = 8.59
vision_transformer min = 1267.90 max = 1269.45 avg = 1268.82
FastestDet min = 7.79 max = 11.14 avg = 9.03

```
### Raspberry Pi Zero 2 W Broadcom BCM2710A1, Cortex-A53 (ARMv8) (1.0GHz x 4)

```
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