benchncnn can be used to test neural network inference performance
Only the network definition files (ncnn param) are required.
The large model binary files (ncnn bin) are not loaded but generated randomly for speed test.
If no model specified, it would benchmark default list. More model networks may be added later.
Build
# assume you have already build ncnn library successfully
# uncomment the following line in <ncnn-root-dir>/CMakeLists.txt with your favorite editor
# add_subdirectory(benchmark)
cd <ncnn-root-dir>/<your-build-dir>
make -j4
# you can find benchncnn binary in <ncnn-root-dir>/<your-build-dir>/benchmarkUsage
# copy all param files to the current directory
./benchncnn [loop count] [num threads] [powersave] [gpu device] [cooling down] [(key=value)...]
param=model.param
shape=[227,227,3],..run benchncnn on android device
# for running on android device, upload to /data/local/tmp/ folder
adb push benchncnn /data/local/tmp/
adb push <ncnn-root-dir>/benchmark/*.param /data/local/tmp/
adb shell
# executed in android adb shell
cd /data/local/tmp/
./benchncnn [loop count] [num threads] [powersave] [gpu device] [cooling down] [(key=value)...]
param=model.param
shape=[227,227,3],..Parameter
| param | options | default |
|---|---|---|
| loop count | 1~N | 4 |
| num threads | 1~N | max_cpu_count |
| powersave | 0=all cores, 1=little cores only, 2=big cores only | 0 |
| gpu device | -1=cpu-only, 0=gpu0, 1=gpu1 ... | -1 |
| cooling down | 0=disable, 1=enable | 1 |
| param | ncnn model.param filepath | - |
| shape | model input shapes with, whc format | - |
Tips: Disable android UI server and set CPU and GPU to max frequency
# stopping android ui server, can be retarted later via adb shell start
adb root
adb shell stop
# executed in android adb shell
# set cpu performance mode
echo "performance" > /sys/devices/system/cpu/cpu0/cpufreq/scaling_governor
echo "performance" > /sys/devices/system/cpu/cpu1/cpufreq/scaling_governor
echo "performance" > /sys/devices/system/cpu/cpu2/cpufreq/scaling_governor
echo "performance" > /sys/devices/system/cpu/cpu3/cpufreq/scaling_governor
echo "performance" > /sys/devices/system/cpu/cpu4/cpufreq/scaling_governor
echo "performance" > /sys/devices/system/cpu/cpu5/cpufreq/scaling_governor
# set gpu performance mode (eg. RK3399)
echo "performance" > /sys/class/misc/mali0/device/devfreq/ff9a0000.gpu/governor
# set gpu performance mode (eg. Android Adreno)
echo 1 > /sys/class/kgsl/kgsl-3d0/force_clk_on
echo 10000000 > /sys/class/kgsl/kgsl-3d0/idle_timer
echo "performance" > /sys/class/kgsl/kgsl-3d0/devfreq/governor
echo <max freq> > /sys/class/kgsl/kgsl-3d0/gpuclkTypical output (executed in android adb shell)
i@orin:~/projects/ncnn/benchmark$ ./benchncnn 64 1 0 -1 0
loop_count = 64
num_threads = 1
powersave = 0
gpu_device = -1
cooling_down = 0
squeezenet min = 11.66 max = 11.80 avg = 11.74
squeezenet_int8 min = 12.24 max = 12.39 avg = 12.31
mobilenet min = 19.56 max = 19.73 avg = 19.65
mobilenet_int8 min = 16.06 max = 16.25 avg = 16.14
mobilenet_v2 min = 13.20 max = 13.41 avg = 13.29
mobilenet_v3 min = 11.39 max = 11.57 avg = 11.48
shufflenet min = 8.07 max = 8.18 avg = 8.11
shufflenet_v2 min = 8.41 max = 8.51 avg = 8.45
mnasnet min = 12.74 max = 12.91 avg = 12.79
proxylessnasnet min = 15.18 max = 15.32 avg = 15.25
efficientnet_b0 min = 26.86 max = 26.96 avg = 26.90
efficientnetv2_b0 min = 35.99 max = 36.15 avg = 36.07
regnety_400m min = 16.81 max = 16.98 avg = 16.87
blazeface min = 4.25 max = 4.37 avg = 4.29
googlenet min = 48.73 max = 48.98 avg = 48.87
googlenet_int8 min = 47.39 max = 47.60 avg = 47.49
resnet18 min = 30.93 max = 31.24 avg = 31.08
resnet18_int8 min = 55.44 max = 55.70 avg = 55.56
alexnet min = 44.19 max = 44.43 avg = 44.33
vgg16 min = 173.94 max = 174.97 avg = 174.46
vgg16_int8 min = 475.10 max = 479.37 avg = 477.33
resnet50 min = 89.50 max = 90.11 avg = 89.80
resnet50_int8 min = 106.77 max = 107.14 avg = 106.96
squeezenet_ssd min = 37.78 max = 38.35 avg = 37.93
squeezenet_ssd_int8 min = 50.48 max = 50.88 avg = 50.74
mobilenet_ssd min = 45.62 max = 46.12 avg = 45.74
mobilenet_ssd_int8 min = 37.77 max = 38.00 avg = 37.88
mobilenet_yolo min = 90.23 max = 90.49 avg = 90.35
mobilenetv2_yolov3 min = 47.27 max = 47.48 avg = 47.33
yolov4-tiny min = 60.41 max = 60.75 avg = 60.57
nanodet_m min = 19.26 max = 19.43 avg = 19.35
yolo-fastest-1.1 min = 8.16 max = 8.31 avg = 8.20
yolo-fastestv2 min = 8.26 max = 8.39 avg = 8.32
i@orin:~/projects/ncnn/benchmark$ ./benchncnn 64 2 0 -1 0
loop_count = 64
num_threads = 2
powersave = 0
gpu_device = -1
cooling_down = 0
squeezenet min = 6.83 max = 6.98 avg = 6.90
squeezenet_int8 min = 7.39 max = 7.50 avg = 7.45
mobilenet min = 10.40 max = 10.50 avg = 10.45
mobilenet_int8 min = 8.92 max = 9.09 avg = 8.99
mobilenet_v2 min = 7.67 max = 7.80 avg = 7.74
mobilenet_v3 min = 6.86 max = 7.01 avg = 6.93
shufflenet min = 6.34 max = 6.44 avg = 6.39
shufflenet_v2 min = 5.71 max = 5.83 avg = 5.76
mnasnet min = 7.47 max = 7.58 avg = 7.53
proxylessnasnet min = 8.73 max = 8.83 avg = 8.78
efficientnet_b0 min = 14.93 max = 15.13 avg = 15.03
efficientnetv2_b0 min = 20.17 max = 20.70 avg = 20.29
regnety_400m min = 12.50 max = 12.62 avg = 12.57
blazeface min = 2.95 max = 3.06 avg = 3.00
googlenet min = 26.25 max = 26.53 avg = 26.37
googlenet_int8 min = 26.54 max = 26.79 avg = 26.66
resnet18 min = 16.69 max = 16.90 avg = 16.80
resnet18_int8 min = 29.70 max = 29.93 avg = 29.81
alexnet min = 22.96 max = 23.12 avg = 23.03
vgg16 min = 88.39 max = 89.16 avg = 88.79
vgg16_int8 min = 245.86 max = 247.55 avg = 246.62
resnet50 min = 46.55 max = 46.86 avg = 46.70
resnet50_int8 min = 56.28 max = 56.63 avg = 56.43
squeezenet_ssd min = 23.65 max = 24.29 avg = 23.81
squeezenet_ssd_int8 min = 30.86 max = 31.27 avg = 30.99
mobilenet_ssd min = 25.17 max = 25.31 avg = 25.24
mobilenet_ssd_int8 min = 21.77 max = 21.97 avg = 21.84
mobilenet_yolo min = 48.03 max = 48.33 avg = 48.14
mobilenetv2_yolov3 min = 26.58 max = 26.81 avg = 26.66
yolov4-tiny min = 35.31 max = 35.53 avg = 35.41
nanodet_m min = 12.93 max = 13.08 avg = 13.01
yolo-fastest-1.1 min = 6.00 max = 6.10 avg = 6.04
yolo-fastestv2 min = 6.46 max = 6.61 avg = 6.52
i@orin:~/projects/ncnn/benchmark$ ./benchncnn 64 4 0 -1 0
loop_count = 64
num_threads = 4
powersave = 0
gpu_device = -1
cooling_down = 0
squeezenet min = 4.54 max = 4.84 avg = 4.61
squeezenet_int8 min = 4.96 max = 5.41 avg = 5.05
mobilenet min = 5.96 max = 6.23 avg = 6.04
mobilenet_int8 min = 5.21 max = 5.50 avg = 5.30
mobilenet_v2 min = 5.05 max = 5.26 avg = 5.15
mobilenet_v3 min = 4.83 max = 5.14 avg = 4.90
shufflenet min = 5.11 max = 5.34 avg = 5.18
shufflenet_v2 min = 4.13 max = 4.44 avg = 4.18
mnasnet min = 4.93 max = 5.27 avg = 5.01
proxylessnasnet min = 5.64 max = 5.89 avg = 5.72
efficientnet_b0 min = 9.47 max = 10.60 avg = 9.60
efficientnetv2_b0 min = 12.67 max = 13.06 avg = 12.82
regnety_400m min = 10.27 max = 10.58 avg = 10.38
blazeface min = 2.05 max = 2.27 avg = 2.10
googlenet min = 15.57 max = 15.96 avg = 15.68
googlenet_int8 min = 16.19 max = 16.65 avg = 16.32
resnet18 min = 10.20 max = 11.76 avg = 10.35
resnet18_int8 min = 16.89 max = 17.31 avg = 17.03
alexnet min = 13.13 max = 13.70 avg = 13.32
vgg16 min = 51.03 max = 52.46 avg = 51.35
vgg16_int8 min = 131.08 max = 139.44 avg = 133.78
resnet50 min = 26.74 max = 28.32 avg = 26.91
resnet50_int8 min = 32.15 max = 32.74 avg = 32.38
squeezenet_ssd min = 16.58 max = 16.99 avg = 16.70
squeezenet_ssd_int8 min = 20.22 max = 21.67 avg = 20.51
mobilenet_ssd min = 14.68 max = 16.07 avg = 14.83
mobilenet_ssd_int8 min = 12.89 max = 13.27 avg = 13.01
mobilenet_yolo min = 28.44 max = 28.85 avg = 28.58
mobilenetv2_yolov3 min = 17.21 max = 21.31 avg = 17.44
yolov4-tiny min = 23.68 max = 24.38 avg = 23.88
nanodet_m min = 8.76 max = 9.17 avg = 8.86
yolo-fastest-1.1 min = 4.83 max = 5.04 avg = 4.88
yolo-fastestv2 min = 4.93 max = 5.17 avg = 5.00
i@orin:~/projects/ncnn/benchmark$ ./benchncnn 64 8 0 -1 0
loop_count = 64
num_threads = 8
powersave = 0
gpu_device = -1
cooling_down = 0
squeezenet min = 3.52 max = 4.28 avg = 3.65
squeezenet_int8 min = 3.85 max = 4.11 avg = 3.93
mobilenet min = 3.78 max = 4.12 avg = 3.85
mobilenet_int8 min = 3.57 max = 3.85 avg = 3.63
mobilenet_v2 min = 4.14 max = 4.44 avg = 4.22
mobilenet_v3 min = 3.89 max = 4.26 avg = 3.97
shufflenet min = 4.78 max = 4.95 avg = 4.84
shufflenet_v2 min = 3.49 max = 3.84 avg = 3.54
mnasnet min = 3.94 max = 4.09 avg = 3.99
proxylessnasnet min = 4.41 max = 4.68 avg = 4.47
efficientnet_b0 min = 7.01 max = 7.85 avg = 7.13
efficientnetv2_b0 min = 9.22 max = 9.46 avg = 9.32
regnety_400m min = 9.34 max = 9.66 avg = 9.44
blazeface min = 1.86 max = 1.98 avg = 1.89
googlenet min = 10.37 max = 10.76 avg = 10.48
googlenet_int8 min = 11.03 max = 11.34 avg = 11.16
resnet18 min = 6.83 max = 7.12 avg = 6.93
resnet18_int8 min = 10.25 max = 11.50 avg = 10.42
alexnet min = 8.88 max = 9.71 avg = 9.01
vgg16 min = 31.26 max = 31.97 avg = 31.44
vgg16_int8 min = 71.31 max = 74.53 avg = 72.18
resnet50 min = 16.43 max = 16.84 avg = 16.52
resnet50_int8 min = 19.07 max = 20.28 avg = 19.42
squeezenet_ssd min = 13.50 max = 13.69 avg = 13.56
squeezenet_ssd_int8 min = 15.16 max = 16.06 avg = 15.30
mobilenet_ssd min = 9.73 max = 10.85 avg = 9.90
mobilenet_ssd_int8 min = 9.27 max = 9.46 avg = 9.36
mobilenet_yolo min = 17.58 max = 17.79 avg = 17.67
mobilenetv2_yolov3 min = 12.80 max = 13.50 avg = 12.90
yolov4-tiny min = 17.98 max = 21.31 avg = 18.24
nanodet_m min = 7.01 max = 7.18 avg = 7.09
yolo-fastest-1.1 min = 4.76 max = 4.86 avg = 4.80
yolo-fastestv2 min = 4.76 max = 4.88 avg = 4.82
i@orin:~/projects/ncnn/benchmark$ ./benchncnn 64 12 0 -1 0
loop_count = 64
num_threads = 12
powersave = 0
gpu_device = -1
cooling_down = 0
squeezenet min = 3.50 max = 5.21 avg = 3.65
squeezenet_int8 min = 3.97 max = 4.44 avg = 4.12
mobilenet min = 3.49 max = 7.73 avg = 3.78
mobilenet_int8 min = 3.40 max = 3.86 avg = 3.49
mobilenet_v2 min = 4.07 max = 4.39 avg = 4.17
mobilenet_v3 min = 3.92 max = 4.17 avg = 4.03
shufflenet min = 5.08 max = 6.63 avg = 5.18
shufflenet_v2 min = 3.64 max = 5.11 avg = 3.75
mnasnet min = 3.86 max = 4.16 avg = 3.95
proxylessnasnet min = 4.30 max = 5.39 avg = 4.38
efficientnet_b0 min = 6.42 max = 9.19 avg = 6.61
efficientnetv2_b0 min = 8.96 max = 9.43 avg = 9.12
regnety_400m min = 10.11 max = 10.89 avg = 10.27
blazeface min = 1.93 max = 2.16 avg = 1.99
googlenet min = 9.72 max = 10.84 avg = 10.01
googlenet_int8 min = 10.91 max = 13.03 avg = 11.17
resnet18 min = 6.70 max = 7.27 avg = 6.92
resnet18_int8 min = 9.62 max = 12.93 avg = 10.14
alexnet min = 7.21 max = 7.47 avg = 7.32
vgg16 min = 29.61 max = 63.73 avg = 30.86
vgg16_int8 min = 64.91 max = 75.06 avg = 68.72
resnet50 min = 15.35 max = 16.28 avg = 15.73
resnet50_int8 min = 17.47 max = 18.98 avg = 18.09
squeezenet_ssd min = 13.40 max = 28.74 avg = 14.07
squeezenet_ssd_int8 min = 15.35 max = 16.77 avg = 15.67
mobilenet_ssd min = 9.51 max = 11.49 avg = 9.88
mobilenet_ssd_int8 min = 9.43 max = 10.08 avg = 9.58
mobilenet_yolo min = 16.88 max = 17.45 avg = 17.09
mobilenetv2_yolov3 min = 11.91 max = 31.90 avg = 12.50
yolov4-tiny min = 17.85 max = 18.87 avg = 18.36
nanodet_m min = 6.88 max = 7.64 avg = 7.06
yolo-fastest-1.1 min = 5.02 max = 5.53 avg = 5.12
yolo-fastestv2 min = 4.95 max = 5.60 avg = 5.05
i@orin:~/projects/ncnn/benchmark$ ./benchncnn 128 1 0 0 0
[0 NVIDIA Tegra Orin (nvgpu)] queueC=2[8] queueG=0[16] queueT=1[2]
[0 NVIDIA Tegra Orin (nvgpu)] bugsbn1=0 bugbilz=0 bugcopc=0 bugihfa=0
[0 NVIDIA Tegra Orin (nvgpu)] fp16-p/s/a=1/1/1 int8-p/s/a=1/1/1
[0 NVIDIA Tegra Orin (nvgpu)] subgroup=32 basic=1 vote=1 ballot=1 shuffle=1
loop_count = 128
num_threads = 1
powersave = 0
gpu_device = 0
cooling_down = 0
squeezenet min = 2.13 max = 3.37 avg = 2.31
squeezenet_int8 min = 12.31 max = 12.51 avg = 12.42
mobilenet min = 2.03 max = 2.73 avg = 2.23
mobilenet_int8 min = 16.86 max = 17.91 avg = 16.99
mobilenet_v2 min = 2.59 max = 3.59 avg = 2.91
mobilenet_v3 min = 3.22 max = 4.23 avg = 3.71
shufflenet min = 2.57 max = 3.27 avg = 2.80
shufflenet_v2 min = 3.20 max = 4.03 avg = 3.47
mnasnet min = 2.45 max = 3.06 avg = 2.69
proxylessnasnet min = 2.50 max = 3.14 avg = 2.72
efficientnet_b0 min = 4.23 max = 8.73 avg = 4.85
efficientnetv2_b0 min = 8.15 max = 8.60 avg = 8.41
regnety_400m min = 3.25 max = 4.17 avg = 3.54
blazeface min = 1.29 max = 1.48 avg = 1.33
googlenet min = 4.95 max = 12.34 avg = 6.36
googlenet_int8 min = 47.49 max = 47.78 avg = 47.61
resnet18 min = 3.18 max = 9.49 avg = 4.04
resnet18_int8 min = 55.57 max = 55.88 avg = 55.73
alexnet min = 3.22 max = 14.56 avg = 4.25
vgg16 min = 6.82 max = 14.75 avg = 8.18
vgg16_int8 min = 473.55 max = 479.07 avg = 476.22
resnet50 min = 4.75 max = 15.06 avg = 6.08
resnet50_int8 min = 106.99 max = 107.48 avg = 107.22
squeezenet_ssd min = 6.87 max = 9.12 avg = 7.76
squeezenet_ssd_int8 min = 50.87 max = 51.17 avg = 51.01
mobilenet_ssd min = 4.44 max = 6.22 avg = 5.23
mobilenet_ssd_int8 min = 37.80 max = 38.03 avg = 37.92
mobilenet_yolo min = 5.41 max = 7.36 avg = 6.29
mobilenetv2_yolov3 min = 7.20 max = 9.96 avg = 7.30
yolov4-tiny min = 16.48 max = 28.81 avg = 18.40
nanodet_m min = 5.75 max = 8.54 avg = 6.85
yolo-fastest-1.1 min = 4.03 max = 4.75 avg = 4.35
yolo-fastestv2 min = 4.27 max = 5.23 avg = 4.71
i@s:~/qtang/ncnn/benchmark$ ../build-vulkan/benchmark/benchncnn 10 1 0 -1 0
loop_count = 10
num_threads = 1
powersave = 0
gpu_device = -1
cooling_down = 0
squeezenet min = 11.73 max = 11.88 avg = 11.78
mobilenet min = 21.63 max = 21.73 avg = 21.68
mobilenet_v2 min = 14.70 max = 14.95 avg = 14.82
mobilenet_v3 min = 12.12 max = 12.17 avg = 12.15
shufflenet min = 14.08 max = 14.16 avg = 14.12
shufflenet_v2 min = 25.99 max = 26.13 avg = 26.06
mnasnet min = 14.12 max = 14.17 avg = 14.14
proxylessnasnet min = 16.51 max = 16.71 avg = 16.61
efficientnet_b0 min = 22.88 max = 22.97 avg = 22.93
regnety_400m min = 18.50 max = 18.61 avg = 18.56
blazeface min = 6.18 max = 6.27 avg = 6.21
googlenet min = 58.42 max = 58.60 avg = 58.49
resnet18 min = 61.13 max = 61.84 avg = 61.40
alexnet min = 50.82 max = 50.98 avg = 50.92
vgg16 min = 217.19 max = 218.40 avg = 217.87
resnet50 min = 126.84 max = 137.46 avg = 128.21
squeezenet_ssd min = 114.24 max = 114.57 avg = 114.47
mobilenet_ssd min = 51.60 max = 51.89 avg = 51.77
mobilenet_yolo min = 125.09 max = 126.33 avg = 125.83
mobilenetv2_yolov3 min = 57.51 max = 57.79 avg = 57.65
yolov4-tiny min = 85.65 max = 85.97 avg = 85.79
i@s:~/qtang/ncnn/benchmark$ ../build-vulkan/benchmark/benchncnn 256 1 0 1 0
[0 Quadro RTX 8000] queueC=2[8] queueG=0[16] queueT=1[2]
[0 Quadro RTX 8000] bugsbn1=0 bugcopc=0 bugihfa=0
[0 Quadro RTX 8000] fp16p=1 fp16s=1 fp16a=1 int8s=1 int8a=1
[0 Quadro RTX 8000] subgroup=32 basic=1 vote=1 ballot=1 shuffle=1
[1 Quadro RTX 8000] queueC=2[8] queueG=0[16] queueT=1[2]
[1 Quadro RTX 8000] bugsbn1=0 bugcopc=0 bugihfa=0
[1 Quadro RTX 8000] fp16p=1 fp16s=1 fp16a=1 int8s=1 int8a=1
[1 Quadro RTX 8000] subgroup=32 basic=1 vote=1 ballot=1 shuffle=1
loop_count = 256
num_threads = 1
powersave = 0
gpu_device = 1
cooling_down = 0
squeezenet min = 0.84 max = 1.39 avg = 0.93
mobilenet min = 0.90 max = 2.30 avg = 0.91
mobilenet_v2 min = 1.35 max = 9.59 avg = 1.46
mobilenet_v3 min = 1.60 max = 77.94 avg = 2.12
shufflenet min = 0.86 max = 2.27 avg = 0.88
shufflenet_v2 min = 1.25 max = 1.47 avg = 1.27
mnasnet min = 1.42 max = 20.77 avg = 1.72
proxylessnasnet min = 1.48 max = 1.67 avg = 1.49
efficientnet_b0 min = 2.56 max = 12.86 avg = 2.77
regnety_400m min = 1.84 max = 14.98 avg = 2.42
blazeface min = 0.64 max = 0.90 avg = 0.65
googlenet min = 2.94 max = 76.82 avg = 3.45
resnet18 min = 1.27 max = 10.56 avg = 1.56
alexnet min = 1.53 max = 71.76 avg = 1.96
vgg16 min = 4.90 max = 78.12 avg = 5.80
resnet50 min = 3.00 max = 12.51 avg = 3.07
squeezenet_ssd min = 5.60 max = 97.09 avg = 6.50
mobilenet_ssd min = 2.40 max = 93.64 avg = 3.30
mobilenet_yolo min = 2.96 max = 19.15 avg = 3.25
mobilenetv2_yolov3 min = 4.52 max = 66.96 avg = 5.32
yolov4-tiny min = 9.32 max = 72.92 avg = 14.01
(base) i@t:~/wls/ncnn/benchmark$ ../build/benchmark/benchncnn 32 1 0 0 0
[0 GeForce RTX 3090] queueC=2[8] queueG=0[16] queueT=1[2]
[0 GeForce RTX 3090] bugsbn1=0 bugbilz=0 bugcopc=0 bugihfa=0
[0 GeForce RTX 3090] fp16-p/s/a=1/1/1 int8-p/s/a=1/1/1
[0 GeForce RTX 3090] subgroup=32 basic=1 vote=1 ballot=1 shuffle=1
[1 GeForce RTX 3090] queueC=2[8] queueG=0[16] queueT=1[2]
[1 GeForce RTX 3090] bugsbn1=0 bugbilz=0 bugcopc=0 bugihfa=0
[1 GeForce RTX 3090] fp16-p/s/a=1/1/1 int8-p/s/a=1/1/1
[1 GeForce RTX 3090] subgroup=32 basic=1 vote=1 ballot=1 shuffle=1
loop_count = 32
num_threads = 1
powersave = 0
gpu_device = 0
cooling_down = 0
squeezenet min = 1.76 max = 2.74 avg = 1.80
squeezenet_int8 min = 47.10 max = 47.75 avg = 47.21
mobilenet min = 4.77 max = 5.79 avg = 5.20
mobilenet_int8 min = 64.19 max = 67.05 avg = 64.39
mobilenet_v2 min = 2.44 max = 20.89 avg = 6.98
mobilenet_v3 min = 2.75 max = 2.87 avg = 2.77
shufflenet min = 2.20 max = 2.62 avg = 2.46
shufflenet_v2 min = 5.10 max = 7.43 avg = 5.75
mnasnet min = 3.47 max = 3.50 avg = 3.48
proxylessnasnet min = 2.59 max = 9.08 avg = 7.28
efficientnet_b0 min = 3.87 max = 4.65 avg = 3.91
efficientnetv2_b0 min = 29.48 max = 41.90 avg = 30.14
regnety_400m min = 2.89 max = 2.99 avg = 2.91
blazeface min = 1.55 max = 2.14 avg = 1.60
googlenet min = 4.33 max = 17.89 avg = 6.05
googlenet_int8 min = 174.46 max = 178.19 avg = 174.74
resnet18 min = 2.14 max = 11.04 avg = 5.33
resnet18_int8 min = 193.37 max = 193.83 avg = 193.55
alexnet min = 2.37 max = 15.99 avg = 4.50
vgg16 min = 4.55 max = 16.65 avg = 5.22
vgg16_int8 min = 1538.76 max = 1544.81 avg = 1540.79
resnet50 min = 4.13 max = 25.86 avg = 5.80
resnet50_int8 min = 400.89 max = 401.72 avg = 401.29
squeezenet_ssd min = 6.95 max = 7.81 avg = 7.07
squeezenet_ssd_int8 min = 158.51 max = 159.04 avg = 158.68
mobilenet_ssd min = 4.36 max = 18.98 avg = 9.40
mobilenet_ssd_int8 min = 130.74 max = 130.92 avg = 130.83
mobilenet_yolo min = 3.96 max = 11.94 avg = 6.48
mobilenetv2_yolov3 min = 6.07 max = 6.21 avg = 6.13
yolov4-tiny min = 13.01 max = 26.78 avg = 14.87
root@3090:~/Desktop/ncnn-20221128/build/benchmark$ ./benchncnn 100 10 2 0 0
[0 NVIDIA GeForce RTX 3090] queueC=2[8] queueG=0[16] queueT=1[2]
[0 NVIDIA GeForce RTX 3090] bugsbn1=0 bugbilz=0 bugcopc=0 bugihfa=0
[0 NVIDIA GeForce RTX 3090] fp16-p/s/a=1/1/1 int8-p/s/a=1/1/1
[0 NVIDIA GeForce RTX 3090] subgroup=32 basic=1 vote=1 ballot=1 shuffle=1
loop_count = 100
num_threads = 10
powersave = 2
gpu_device = 0
cooling_down = 0
squeezenet min = 0.64 max = 0.66 avg = 0.65
squeezenet_int8 min = 4.30 max = 4.93 avg = 4.45
mobilenet min = 0.60 max = 1.85 avg = 1.32
mobilenet_int8 min = 3.08 max = 3.17 avg = 3.12
mobilenet_v2 min = 1.40 max = 1.46 avg = 1.42
mobilenet_v3 min = 1.22 max = 6.10 avg = 3.02
shufflenet min = 0.90 max = 0.97 avg = 0.92
shufflenet_v2 min = 1.06 max = 1.13 avg = 1.09
mnasnet min = 0.84 max = 0.98 avg = 0.91
proxylessnasnet min = 0.99 max = 3.01 avg = 2.45
efficientnet_b0 min = 2.11 max = 2.85 avg = 2.16
efficientnetv2_b0 min = 7.46 max = 28.58 avg = 8.55
regnety_400m min = 1.53 max = 1.75 avg = 1.59
blazeface min = 0.59 max = 0.94 avg = 0.63
googlenet min = 1.90 max = 12.22 avg = 2.63
googlenet_int8 min = 17.45 max = 18.69 avg = 17.81
resnet18 min = 0.90 max = 13.14 avg = 3.09
resnet18_int8 min = 16.25 max = 17.34 avg = 16.50
alexnet min = 0.86 max = 4.77 avg = 2.59
vgg16 min = 1.38 max = 11.20 avg = 2.91
vgg16_int8 min = 47.17 max = 49.02 avg = 47.57
resnet50 min = 1.54 max = 2.16 avg = 1.64
resnet50_int8 min = 22.90 max = 24.46 avg = 23.23
squeezenet_ssd min = 2.25 max = 10.91 avg = 4.12
squeezenet_ssd_int8 min = 11.98 max = 14.54 avg = 12.31
mobilenet_ssd min = 1.46 max = 8.98 avg = 3.38
mobilenet_ssd_int8 min = 6.13 max = 6.65 avg = 6.23
mobilenet_yolo min = 1.29 max = 1.43 avg = 1.34
mobilenetv2_yolov3 min = 3.64 max = 6.66 avg = 3.77
yolov4-tiny min = 9.04 max = 11.65 avg = 9.54
nanodet_m min = 1.43 max = 11.90 avg = 3.16
yolo-fastest-1.1 min = 1.40 max = 1.82 avg = 1.57
yolo-fastestv2 min = 1.36 max = 2.30 avg = 1.42
vision_transformer min = 202.71 max = 244.47 avg = 218.69
FastestDet min = 1.37 max = 5.37 avg = 2.77
C:\Users\i\Desktop\benchmark>benchncnn.exe 32 1 0 -1 0
loop_count = 32
num_threads = 1
powersave = 0
gpu_device = -1
cooling_down = 0
squeezenet min = 22.13 max = 24.07 avg = 22.88
squeezenet_int8 min = 58.54 max = 62.21 avg = 59.55
mobilenet min = 40.99 max = 43.67 avg = 41.70
mobilenet_int8 min = 98.06 max = 111.37 avg = 101.15
mobilenet_v2 min = 26.53 max = 28.96 avg = 27.81
mobilenet_v3 min = 22.96 max = 25.25 avg = 23.30
shufflenet min = 20.17 max = 28.78 avg = 21.09
shufflenet_v2 min = 19.06 max = 19.72 avg = 19.47
mnasnet min = 25.11 max = 39.53 avg = 27.54
proxylessnasnet min = 28.84 max = 35.16 avg = 30.03
efficientnet_b0 min = 43.16 max = 46.03 avg = 43.65
efficientnetv2_b0 min = 48.64 max = 52.07 avg = 49.62
regnety_400m min = 33.43 max = 35.87 avg = 33.97
blazeface min = 5.43 max = 6.04 avg = 5.56
googlenet min = 85.80 max = 90.93 avg = 87.65
googlenet_int8 min = 214.37 max = 230.75 avg = 219.50
resnet18 min = 76.58 max = 80.38 avg = 77.34
resnet18_int8 min = 231.16 max = 255.22 avg = 236.65
alexnet min = 60.69 max = 64.06 avg = 61.34
vgg16 min = 286.45 max = 307.04 avg = 290.86
vgg16_int8 min = 1797.58 max = 2079.73 avg = 1844.78
resnet50 min = 198.27 max = 215.03 avg = 201.37
resnet50_int8 min = 493.52 max = 499.67 avg = 496.95
squeezenet_ssd min = 189.97 max = 198.53 avg = 192.10
squeezenet_ssd_int8 min = 198.81 max = 214.55 avg = 203.59
mobilenet_ssd min = 87.56 max = 92.72 avg = 89.03
mobilenet_ssd_int8 min = 196.97 max = 209.51 avg = 201.95
mobilenet_yolo min = 206.87 max = 218.48 avg = 210.84
mobilenetv2_yolov3 min = 102.72 max = 108.18 avg = 104.62
yolov4-tiny min = 117.97 max = 134.73 avg = 121.26
C:\Users\i\Desktop\benchmark>benchncnn.exe 32 2 0 -1 0
loop_count = 32
num_threads = 2
powersave = 0
gpu_device = -1
cooling_down = 0
squeezenet min = 13.43 max = 14.35 avg = 13.62
squeezenet_int8 min = 32.29 max = 50.76 avg = 33.56
mobilenet min = 23.42 max = 25.10 avg = 24.09
mobilenet_int8 min = 51.99 max = 55.42 avg = 53.01
mobilenet_v2 min = 15.45 max = 15.75 avg = 15.59
mobilenet_v3 min = 14.32 max = 14.75 avg = 14.39
shufflenet min = 12.64 max = 12.83 avg = 12.69
shufflenet_v2 min = 11.45 max = 12.44 avg = 11.60
mnasnet min = 14.43 max = 20.45 avg = 15.11
proxylessnasnet min = 16.18 max = 16.38 avg = 16.24
efficientnet_b0 min = 25.25 max = 28.42 avg = 26.59
efficientnetv2_b0 min = 27.57 max = 32.05 avg = 30.04
regnety_400m min = 22.74 max = 24.75 avg = 23.31
blazeface min = 3.44 max = 3.83 avg = 3.62
googlenet min = 49.39 max = 66.76 avg = 53.76
googlenet_int8 min = 113.89 max = 136.75 avg = 119.29
resnet18 min = 43.77 max = 67.24 avg = 46.14
resnet18_int8 min = 121.44 max = 148.01 avg = 126.95
alexnet min = 34.46 max = 37.38 avg = 35.50
vgg16 min = 177.16 max = 207.25 avg = 184.19
vgg16_int8 min = 951.86 max = 1155.60 avg = 990.51
resnet50 min = 112.28 max = 137.18 avg = 115.64
resnet50_int8 min = 260.69 max = 272.26 avg = 265.89
squeezenet_ssd min = 108.07 max = 121.66 avg = 110.35
squeezenet_ssd_int8 min = 109.01 max = 126.86 avg = 111.96
mobilenet_ssd min = 49.60 max = 52.62 avg = 50.46
mobilenet_ssd_int8 min = 104.22 max = 111.07 avg = 106.33
mobilenet_yolo min = 117.42 max = 136.73 avg = 122.92
mobilenetv2_yolov3 min = 61.66 max = 65.22 avg = 63.01
yolov4-tiny min = 72.64 max = 77.09 avg = 74.30
C:\Users\i\Desktop\benchmark>benchncnn.exe 32 4 0 -1 0
loop_count = 32
num_threads = 4
powersave = 0
gpu_device = -1
cooling_down = 0
squeezenet min = 9.19 max = 14.82 avg = 11.15
squeezenet_int8 min = 19.00 max = 40.30 avg = 24.80
mobilenet min = 18.02 max = 39.84 avg = 27.38
mobilenet_int8 min = 28.04 max = 57.59 avg = 34.15
mobilenet_v2 min = 10.26 max = 17.79 avg = 13.36
mobilenet_v3 min = 8.87 max = 10.87 avg = 9.11
shufflenet min = 8.93 max = 11.96 avg = 9.34
shufflenet_v2 min = 7.37 max = 13.10 avg = 8.72
mnasnet min = 9.24 max = 14.90 avg = 11.32
proxylessnasnet min = 10.21 max = 11.89 avg = 10.39
efficientnet_b0 min = 16.22 max = 23.71 avg = 16.59
efficientnetv2_b0 min = 17.44 max = 31.42 avg = 22.85
regnety_400m min = 18.32 max = 24.02 avg = 18.90
blazeface min = 2.22 max = 2.81 avg = 2.30
googlenet min = 31.52 max = 51.80 avg = 42.11
googlenet_int8 min = 65.47 max = 114.41 avg = 75.98
resnet18 min = 28.90 max = 64.62 avg = 37.58
resnet18_int8 min = 71.29 max = 136.67 avg = 103.03
alexnet min = 23.67 max = 34.01 avg = 29.78
vgg16 min = 142.18 max = 211.00 avg = 170.46
vgg16_int8 min = 531.36 max = 871.25 avg = 625.60
resnet50 min = 69.23 max = 108.67 avg = 73.68
resnet50_int8 min = 149.18 max = 309.88 avg = 168.68
squeezenet_ssd min = 68.83 max = 81.70 avg = 71.01
squeezenet_ssd_int8 min = 66.34 max = 118.16 avg = 74.34
mobilenet_ssd min = 29.96 max = 34.32 avg = 30.74
mobilenet_ssd_int8 min = 56.87 max = 92.24 avg = 65.57
mobilenet_yolo min = 74.26 max = 113.91 avg = 81.28
mobilenetv2_yolov3 min = 42.16 max = 63.49 avg = 45.34
yolov4-tiny min = 53.06 max = 69.84 avg = 55.81
C:\Users\i\Desktop\benchmark>benchncnn.exe 32 1 0 0 0
[0 AMD Radeon(TM) Vega 8 Graphics] queueC=1[2] queueG=0[1] queueT=2[1]
[0 AMD Radeon(TM) Vega 8 Graphics] bugsbn1=0 bugbilz=0 bugcopc=0 bugihfa=0
[0 AMD Radeon(TM) Vega 8 Graphics] fp16-p/s/a=1/1/1 int8-p/s/a=1/1/1
[0 AMD Radeon(TM) Vega 8 Graphics] subgroup=64 basic=1 vote=1 ballot=1 shuffle=1
loop_count = 32
num_threads = 1
powersave = 0
gpu_device = 0
cooling_down = 0
squeezenet min = 6.78 max = 7.09 avg = 6.91
squeezenet_int8 min = 58.93 max = 62.53 avg = 60.11
mobilenet min = 8.08 max = 8.39 avg = 8.25
mobilenet_int8 min = 97.74 max = 116.77 avg = 100.17
mobilenet_v2 min = 7.95 max = 8.27 avg = 8.14
mobilenet_v3 min = 8.70 max = 9.70 avg = 9.02
shufflenet min = 6.36 max = 7.64 avg = 7.01
shufflenet_v2 min = 7.04 max = 8.12 avg = 7.50
mnasnet min = 8.07 max = 9.08 avg = 8.38
proxylessnasnet min = 8.56 max = 9.66 avg = 8.81
efficientnet_b0 min = 16.68 max = 18.00 avg = 17.30
efficientnetv2_b0 min = 394.82 max = 404.88 avg = 401.05
regnety_400m min = 11.92 max = 12.17 avg = 12.03
blazeface min = 4.82 max = 6.50 avg = 5.42
googlenet min = 18.44 max = 19.66 avg = 19.18
googlenet_int8 min = 213.41 max = 231.79 avg = 218.31
resnet18 min = 14.27 max = 14.72 avg = 14.44
resnet18_int8 min = 228.79 max = 249.65 avg = 236.06
alexnet min = 17.31 max = 18.31 avg = 17.69
vgg16 min = 111.85 max = 123.35 avg = 112.98
vgg16_int8 min = 1789.64 max = 1838.84 avg = 1826.05
resnet50 min = 31.61 max = 32.86 avg = 32.12
resnet50_int8 min = 483.57 max = 505.72 avg = 491.76
squeezenet_ssd min = 99.66 max = 105.68 avg = 104.57
squeezenet_ssd_int8 min = 200.48 max = 208.71 avg = 203.02
mobilenet_ssd min = 33.45 max = 35.64 avg = 34.75
mobilenet_ssd_int8 min = 195.14 max = 205.35 avg = 200.18
mobilenet_yolo min = 59.20 max = 61.06 avg = 60.47
mobilenetv2_yolov3 min = 31.48 max = 33.25 avg = 32.84
yolov4-tiny min = 93.75 max = 97.45 avg = 96.00
OnePlus7T:/data/local/tmp # ./benchncnn 8 4 2 -1 1
loop_count = 8
num_threads = 4
powersave = 2
gpu_device = -1
cooling_down = 1
squeezenet min = 3.60 max = 3.70 avg = 3.64
squeezenet_int8 min = 3.67 max = 3.78 avg = 3.71
mobilenet min = 5.32 max = 5.42 avg = 5.38
mobilenet_int8 min = 4.20 max = 4.28 avg = 4.23
mobilenet_v2 min = 4.64 max = 4.73 avg = 4.68
mobilenet_v3 min = 4.13 max = 4.25 avg = 4.18
shufflenet min = 3.29 max = 3.40 avg = 3.33
shufflenet_v2 min = 2.98 max = 3.07 avg = 3.01
mnasnet min = 4.26 max = 4.37 avg = 4.31
proxylessnasnet min = 4.67 max = 4.78 avg = 4.72
efficientnet_b0 min = 7.23 max = 7.34 avg = 7.30
efficientnetv2_b0 min = 8.74 max = 8.87 avg = 8.81
regnety_400m min = 7.88 max = 7.99 avg = 7.95
blazeface min = 1.19 max = 1.30 avg = 1.22
googlenet min = 13.07 max = 13.20 avg = 13.12
googlenet_int8 min = 12.86 max = 12.98 avg = 12.93
resnet18 min = 10.33 max = 10.36 avg = 10.35
resnet18_int8 min = 9.42 max = 9.45 avg = 9.43
alexnet min = 11.88 max = 11.95 avg = 11.91
vgg16 min = 59.34 max = 60.69 avg = 60.19
vgg16_int8 min = 68.78 max = 69.07 avg = 68.93
resnet50 min = 26.18 max = 26.28 avg = 26.24
resnet50_int8 min = 20.86 max = 20.95 avg = 20.91
squeezenet_ssd min = 12.00 max = 12.76 avg = 12.19
squeezenet_ssd_int8 min = 11.67 max = 13.13 avg = 12.03
mobilenet_ssd min = 11.88 max = 12.68 avg = 12.03
mobilenet_ssd_int8 min = 9.28 max = 9.68 avg = 9.35
mobilenet_yolo min = 27.89 max = 28.06 avg = 27.96
mobilenetv2_yolov3 min = 18.00 max = 18.13 avg = 18.06
yolov4-tiny min = 25.25 max = 25.36 avg = 25.29
nanodet_m min = 8.93 max = 9.00 avg = 8.96
yolo-fastest-1.1 min = 3.73 max = 3.83 avg = 3.77
yolo-fastestv2 min = 3.38 max = 3.47 avg = 3.41
vision_transformer min = 567.94 max = 572.31 avg = 569.66
FastestDet min = 3.28 max = 3.37 avg = 3.32
OnePlus7T:/data/local/tmp # ./benchncnn 8 1 2 -1 1
loop_count = 8
num_threads = 1
powersave = 2
gpu_device = -1
cooling_down = 1
squeezenet min = 8.24 max = 8.34 avg = 8.31
squeezenet_int8 min = 8.23 max = 8.34 avg = 8.30
mobilenet min = 14.38 max = 14.56 avg = 14.45
mobilenet_int8 min = 11.12 max = 11.24 avg = 11.17
mobilenet_v2 min = 9.82 max = 9.88 avg = 9.84
mobilenet_v3 min = 8.15 max = 8.24 avg = 8.21
shufflenet min = 5.32 max = 5.44 avg = 5.37
shufflenet_v2 min = 5.38 max = 5.51 avg = 5.44
mnasnet min = 9.25 max = 9.36 avg = 9.31
proxylessnasnet min = 10.95 max = 11.01 avg = 10.98
efficientnet_b0 min = 17.67 max = 17.79 avg = 17.73
efficientnetv2_b0 min = 20.56 max = 20.70 avg = 20.60
regnety_400m min = 11.96 max = 12.07 avg = 12.00
blazeface min = 2.19 max = 2.87 avg = 2.47
googlenet min = 32.10 max = 32.20 avg = 32.15
googlenet_int8 min = 32.00 max = 32.15 avg = 32.07
resnet18 min = 22.02 max = 22.28 avg = 22.12
resnet18_int8 min = 26.17 max = 26.26 avg = 26.22
alexnet min = 24.83 max = 24.99 avg = 24.92
vgg16 min = 129.57 max = 129.95 avg = 129.78
vgg16_int8 min = 202.08 max = 202.34 avg = 202.19
resnet50 min = 65.85 max = 66.01 avg = 65.93
resnet50_int8 min = 56.33 max = 56.49 avg = 56.42
squeezenet_ssd min = 22.52 max = 24.50 avg = 22.93
squeezenet_ssd_int8 min = 24.51 max = 26.83 avg = 24.98
mobilenet_ssd min = 30.55 max = 32.68 avg = 30.85
mobilenet_ssd_int8 min = 22.96 max = 23.75 avg = 23.09
mobilenet_yolo min = 68.74 max = 69.01 avg = 68.88
mobilenetv2_yolov3 min = 36.98 max = 37.16 avg = 37.06
yolov4-tiny min = 47.36 max = 47.45 avg = 47.41
nanodet_m min = 15.08 max = 15.30 avg = 15.17
yolo-fastest-1.1 min = 5.51 max = 5.61 avg = 5.55
yolo-fastestv2 min = 4.92 max = 5.02 avg = 4.97
vision_transformer min = 990.13 max = 994.45 avg = 991.95
FastestDet min = 5.06 max = 5.17 avg = 5.11
OnePlus7T:/data/local/tmp $ ./benchncnn 8 1 2 0 1
[0 Adreno (TM) 640] queueC=0[3] queueG=0[3] queueT=0[3]
[0 Adreno (TM) 640] bugsbn1=0 bugbilz=0 bugcopc=0 bugihfa=1
[0 Adreno (TM) 640] fp16-p/s/a=1/0/1 int8-p/s/a=1/0/0
[0 Adreno (TM) 640] subgroup=64 basic=1 vote=1 ballot=0 shuffle=0
loop_count = 8
num_threads = 1
powersave = 2
gpu_device = 0
cooling_down = 1
squeezenet min = 8.59 max = 9.51 avg = 9.09
mobilenet min = 13.04 max = 13.45 avg = 13.22
mobilenet_v2 min = 10.68 max = 11.38 avg = 10.85
mobilenet_v3 min = 11.86 max = 12.37 avg = 12.08
shufflenet min = 8.21 max = 8.40 avg = 8.25
shufflenet_v2 min = 8.84 max = 9.13 avg = 8.97
mnasnet min = 11.32 max = 11.72 avg = 11.45
proxylessnasnet min = 12.27 max = 12.86 avg = 12.55
efficientnet_b0 min = 22.64 max = 22.82 avg = 22.75
efficientnetv2_b0 min = 32.32 max = 38.20 avg = 35.79
regnety_400m min = 15.35 max = 15.86 avg = 15.64
blazeface min = 2.82 max = 2.93 avg = 2.86
googlenet min = 28.22 max = 28.34 avg = 28.26
resnet18 min = 24.71 max = 24.96 avg = 24.82
alexnet min = 27.94 max = 28.10 avg = 28.01
vgg16 min = 106.08 max = 106.53 avg = 106.30
resnet50 min = 55.28 max = 56.03 avg = 55.68
squeezenet_ssd min = 29.77 max = 30.65 avg = 30.05
mobilenet_ssd min = 29.14 max = 29.39 avg = 29.25
mobilenet_yolo min = 49.78 max = 50.09 avg = 49.94
mobilenetv2_yolov3 min = 31.11 max = 31.97 avg = 31.60
yolov4-tiny min = 46.22 max = 46.90 avg = 46.63
nanodet_m min = 15.96 max = 16.52 avg = 16.13
yolo-fastest-1.1 min = 9.59 max = 9.66 avg = 9.61
yolo-fastestv2 min = 7.99 max = 8.23 avg = 8.13
violet:/data/local/tmp/ncnn $ ./benchncnn 8 2 0
loop_count = 8
num_threads = 2
powersave = 0
gpu_device = -1
squeezenet min = 23.29 max = 24.65 avg = 23.95
squeezenet_int8 min = 23.24 max = 61.55 avg = 31.20
mobilenet min = 31.60 max = 32.10 avg = 31.80
mobilenet_int8 min = 30.35 max = 32.03 avg = 30.95
mobilenet_v2 min = 25.92 max = 26.45 avg = 26.08
shufflenet min = 11.91 max = 12.11 avg = 12.00
mnasnet min = 21.38 max = 21.71 avg = 21.51
proxylessnasnet min = 25.53 max = 25.78 avg = 25.62
googlenet min = 93.62 max = 100.67 avg = 94.86
googlenet_int8 min = 90.74 max = 91.06 avg = 90.87
resnet18 min = 85.84 max = 87.37 avg = 86.50
resnet18_int8 min = 77.88 max = 78.11 avg = 78.00
alexnet min = 196.33 max = 201.73 avg = 200.19
vgg16 min = 560.71 max = 571.75 avg = 564.84
vgg16_int8 min = 651.51 max = 652.68 avg = 652.12
resnet50 min = 178.25 max = 179.86 avg = 178.77
resnet50_int8 min = 181.07 max = 183.26 avg = 181.64
squeezenet_ssd min = 64.86 max = 68.39 avg = 66.05
squeezenet_ssd_int8 min = 69.61 max = 70.37 avg = 69.93
mobilenet_ssd min = 65.92 max = 67.03 avg = 66.41
mobilenet_ssd_int8 min = 61.54 max = 63.38 avg = 62.27
mobilenet_yolo min = 143.42 max = 146.69 avg = 144.33
mobilenet_yolov3 min = 150.45 max = 152.30 avg = 151.36
violet:/data/local/tmp/ncnn $ ./benchncnn 8 1 0
loop_count = 8
num_threads = 1
powersave = 0
gpu_device = -1
squeezenet min = 36.04 max = 37.25 avg = 36.48
squeezenet_int8 min = 37.82 max = 79.20 avg = 43.13
mobilenet min = 54.29 max = 54.73 avg = 54.41
mobilenet_int8 min = 58.90 max = 60.11 avg = 59.39
mobilenet_v2 min = 38.64 max = 40.22 avg = 38.97
shufflenet min = 18.05 max = 18.39 avg = 18.19
mnasnet min = 34.65 max = 34.98 avg = 34.79
proxylessnasnet min = 42.61 max = 43.12 avg = 42.80
googlenet min = 164.74 max = 165.89 avg = 165.34
googlenet_int8 min = 159.93 max = 160.38 avg = 160.12
resnet18 min = 135.76 max = 137.93 avg = 136.98
resnet18_int8 min = 140.22 max = 144.06 avg = 141.92
alexnet min = 391.01 max = 396.85 avg = 392.74
vgg16 min = 1019.35 max = 1022.75 avg = 1021.26
vgg16_int8 min = 1122.25 max = 1137.99 avg = 1124.78
resnet50 min = 302.16 max = 304.22 avg = 303.05
resnet50_int8 min = 318.35 max = 319.50 avg = 318.84
squeezenet_ssd min = 91.26 max = 94.86 avg = 92.39
squeezenet_ssd_int8 min = 105.06 max = 106.17 avg = 105.56
mobilenet_ssd min = 105.01 max = 105.95 avg = 105.40
mobilenet_ssd_int8 min = 119.93 max = 120.50 avg = 120.19
mobilenet_yolo min = 229.87 max = 230.76 avg = 230.21
mobilenet_yolov3 min = 242.10 max = 242.91 avg = 242.47
HWEML:/data/local/tmp/ncnnbench $ ./benchncnn 8 4 2 -1 1
[0 Mali-G72] queueC=0[2] queueG=0[2] queueT=0[2]
[0 Mali-G72] buglssc=0 bugsbn1=0 buglbia=0 bugihfa=1
[0 Mali-G72] fp16p=1 fp16s=0 fp16a=1 int8s=0 int8a=0
loop_count = 8
num_threads = 4
powersave = 2
gpu_device = -1
cooling_down = 1
squeezenet min = 24.38 max = 28.03 avg = 25.83
squeezenet_int8 min = 21.79 max = 24.80 avg = 22.60
mobilenet min = 34.09 max = 36.88 avg = 35.93
mobilenet_int8 min = 52.62 max = 61.70 avg = 55.38
mobilenet_v2 min = 23.71 max = 25.70 avg = 24.49
mobilenet_v3 min = 20.66 max = 25.68 avg = 23.07
shufflenet min = 17.89 max = 19.91 avg = 18.53
shufflenet_v2 min = 13.73 max = 16.54 avg = 15.37
mnasnet min = 24.36 max = 27.14 avg = 25.58
proxylessnasnet min = 27.19 max = 29.70 avg = 28.59
efficientnet_b0 min = 49.31 max = 50.26 avg = 49.70
regnety_400m min = 42.54 max = 51.22 avg = 46.71
blazeface min = 5.49 max = 7.67 avg = 6.27
googlenet min = 72.67 max = 81.22 avg = 75.92
googlenet_int8 min = 67.60 max = 74.50 avg = 71.21
resnet18 min = 69.32 max = 81.59 avg = 73.45
resnet18_int8 min = 60.92 max = 68.11 avg = 64.18
alexnet min = 60.90 max = 79.28 avg = 66.72
vgg16 min = 337.01 max = 378.89 avg = 352.37
vgg16_int8 min = 465.88 max = 505.19 avg = 489.76
resnet50 min = 207.75 max = 220.74 avg = 214.42
resnet50_int8 min = 165.67 max = 183.80 avg = 171.27
squeezenet_ssd min = 72.77 max = 84.45 avg = 79.09
squeezenet_ssd_int8 min = 75.37 max = 86.58 avg = 78.70
mobilenet_ssd min = 88.88 max = 96.43 avg = 92.02
mobilenet_ssd_int8 min = 89.04 max = 101.35 avg = 92.23
mobilenet_yolo min = 189.73 max = 206.55 avg = 193.64
mobilenetv2_yolov3 min = 99.08 max = 111.64 avg = 104.23
HWEML:/data/local/tmp/ncnnbench $ ./benchncnn 8 1 2 -1 1
[0 Mali-G72] queueC=0[2] queueG=0[2] queueT=0[2]
[0 Mali-G72] buglssc=0 bugsbn1=0 buglbia=0 bugihfa=1
[0 Mali-G72] fp16p=1 fp16s=0 fp16a=1 int8s=0 int8a=0
loop_count = 8
num_threads = 1
powersave = 2
gpu_device = -1
cooling_down = 1
squeezenet min = 73.47 max = 81.39 avg = 76.06
squeezenet_int8 min = 62.63 max = 73.66 avg = 66.52
mobilenet min = 103.85 max = 112.83 avg = 108.98
mobilenet_int8 min = 152.27 max = 161.26 avg = 157.17
mobilenet_v2 min = 70.53 max = 87.26 avg = 76.67
mobilenet_v3 min = 59.87 max = 68.59 avg = 63.08
shufflenet min = 36.69 max = 41.45 avg = 39.24
shufflenet_v2 min = 33.97 max = 37.84 avg = 35.03
mnasnet min = 69.24 max = 79.73 avg = 74.20
proxylessnasnet min = 78.63 max = 88.57 avg = 81.83
efficientnet_b0 min = 147.45 max = 159.07 avg = 152.09
regnety_400m min = 90.83 max = 98.51 avg = 93.82
blazeface min = 10.05 max = 11.59 avg = 10.78
googlenet min = 240.26 max = 277.71 avg = 259.61
googlenet_int8 min = 214.64 max = 233.56 avg = 225.01
resnet18 min = 245.62 max = 268.49 avg = 260.37
resnet18_int8 min = 184.85 max = 194.91 avg = 190.60
alexnet min = 202.52 max = 241.12 avg = 211.51
vgg16 min = 1632.98 max = 1769.05 avg = 1710.89
vgg16_int8 min = 1237.01 max = 1316.40 avg = 1273.44
resnet50 min = 558.41 max = 601.59 avg = 581.26
resnet50_int8 min = 425.26 max = 445.19 avg = 436.22
squeezenet_ssd min = 228.50 max = 255.89 avg = 244.63
squeezenet_ssd_int8 min = 166.97 max = 193.77 avg = 180.22
mobilenet_ssd min = 226.54 max = 246.62 avg = 235.75
mobilenet_ssd_int8 min = 231.35 max = 249.63 avg = 241.29
mobilenet_yolo min = 469.71 max = 508.79 avg = 497.50
mobilenetv2_yolov3 min = 242.88 max = 265.30 avg = 254.68
HWEML:/data/local/tmp/ncnnbench $ ./benchncnn 4 1 2 0 1
[0 Mali-G72] queueC=0[2] queueG=0[2] queueT=0[2]
[0 Mali-G72] buglssc=0 bugsbn1=0 buglbia=0 bugihfa=1
[0 Mali-G72] fp16p=1 fp16s=0 fp16a=1 int8s=0 int8a=0
loop_count = 4
num_threads = 1
powersave = 2
gpu_device = 0
cooling_down = 1
squeezenet min = 24.54 max = 25.75 avg = 25.16
mobilenet min = 22.03 max = 29.61 avg = 27.31
mobilenet_v2 min = 20.15 max = 28.05 avg = 25.35
mobilenet_v3 min = 34.26 max = 37.49 avg = 35.51
shufflenet min = 26.29 max = 27.68 avg = 26.86
shufflenet_v2 min = 29.60 max = 32.08 avg = 31.27
mnasnet min = 25.85 max = 29.38 avg = 27.98
proxylessnasnet min = 23.64 max = 30.09 avg = 26.36
efficientnet_b0 min = 52.55 max = 58.51 avg = 55.56
regnety_400m min = 37.81 max = 43.22 avg = 40.30
blazeface min = 9.14 max = 10.93 avg = 10.08
googlenet min = 60.19 max = 62.84 avg = 61.51
resnet18 min = 50.42 max = 52.93 avg = 51.70
alexnet min = 195.34 max = 196.98 avg = 196.14
vgg16 min = 725.88 max = 751.20 avg = 739.99
resnet50 min = 124.47 max = 125.93 avg = 125.02
squeezenet_ssd min = 91.79 max = 97.04 avg = 93.56
mobilenet_ssd min = 51.81 max = 59.31 avg = 54.09
mobilenet_yolo min = 124.67 max = 127.62 avg = 126.53
mobilenetv2_yolov3 min = 53.11 max = 54.81 avg = 54.11
taimen:/data/local/tmp/ncnnbench $ ./benchncnn 8 4 2 -1 0
[0 Adreno (TM) 540] queueC=0[3] queueG=0[3] queueT=0[3]
[0 Adreno (TM) 540] buglssc=0 bugsbn1=1 buglbia=0 bugihfa=0
[0 Adreno (TM) 540] fp16p=1 fp16s=0 fp16a=0 int8s=0 int8a=0
loop_count = 8
num_threads = 4
powersave = 2
gpu_device = -1
cooling_down = 1
squeezenet min = 28.46 max = 30.89 avg = 29.77
squeezenet_int8 min = 30.32 max = 32.92 avg = 31.68
mobilenet min = 36.65 max = 38.37 avg = 37.32
mobilenet_int8 min = 62.91 max = 66.71 avg = 64.49
mobilenet_v2 min = 27.85 max = 31.21 avg = 29.41
mobilenet_v3 min = 23.83 max = 26.40 avg = 24.79
shufflenet min = 15.65 max = 16.88 avg = 16.27
shufflenet_v2 min = 13.70 max = 14.49 avg = 14.08
mnasnet min = 25.04 max = 28.35 avg = 26.45
proxylessnasnet min = 27.49 max = 29.58 avg = 28.62
efficientnet_b0 min = 48.43 max = 49.41 avg = 48.85
regnety_400m min = 42.48 max = 43.78 avg = 43.18
blazeface min = 4.39 max = 4.68 avg = 4.51
googlenet min = 75.98 max = 78.40 avg = 77.37
googlenet_int8 min = 79.26 max = 83.20 avg = 80.55
resnet18 min = 73.60 max = 76.97 avg = 75.63
resnet18_int8 min = 62.93 max = 65.94 avg = 64.50
alexnet min = 64.18 max = 67.02 avg = 65.49
vgg16 min = 389.39 max = 399.13 avg = 394.09
vgg16_int8 min = 509.06 max = 524.41 avg = 514.76
resnet50 min = 188.21 max = 194.58 avg = 191.98
resnet50_int8 min = 182.84 max = 187.22 avg = 184.23
squeezenet_ssd min = 77.69 max = 81.17 avg = 79.24
squeezenet_ssd_int8 min = 81.71 max = 84.12 avg = 82.90
mobilenet_ssd min = 78.35 max = 81.50 avg = 79.82
mobilenet_ssd_int8 min = 96.84 max = 100.97 avg = 98.42
mobilenet_yolo min = 167.32 max = 170.71 avg = 168.87
mobilenetv2_yolov3 min = 97.00 max = 102.11 avg = 99.01
taimen:/data/local/tmp/ncnnbench $ ./benchncnn 8 1 2 -1 1
[0 Adreno (TM) 540] queueC=0[3] queueG=0[3] queueT=0[3]
[0 Adreno (TM) 540] buglssc=0 bugsbn1=1 buglbia=0 bugihfa=0
[0 Adreno (TM) 540] fp16p=1 fp16s=0 fp16a=0 int8s=0 int8a=0
loop_count = 8
num_threads = 1
powersave = 2
gpu_device = -1
cooling_down = 1
squeezenet min = 67.25 max = 71.39 avg = 69.35
squeezenet_int8 min = 62.12 max = 66.35 avg = 63.73
mobilenet min = 103.30 max = 110.39 avg = 107.13
mobilenet_int8 min = 155.24 max = 161.42 avg = 157.82
mobilenet_v2 min = 71.89 max = 74.73 avg = 73.48
mobilenet_v3 min = 58.35 max = 63.43 avg = 60.68
shufflenet min = 35.96 max = 39.43 avg = 36.94
shufflenet_v2 min = 35.53 max = 39.86 avg = 37.10
mnasnet min = 66.71 max = 74.00 avg = 68.65
proxylessnasnet min = 76.50 max = 82.20 avg = 78.57
efficientnet_b0 min = 142.32 max = 152.17 avg = 146.14
regnety_400m min = 89.60 max = 98.27 avg = 92.62
blazeface min = 10.45 max = 12.81 avg = 11.07
googlenet min = 222.75 max = 233.61 avg = 228.38
googlenet_int8 min = 206.70 max = 212.20 avg = 209.24
resnet18 min = 210.86 max = 220.25 avg = 213.65
resnet18_int8 min = 176.04 max = 183.58 avg = 178.71
alexnet min = 185.97 max = 195.91 avg = 191.40
vgg16 min = 1176.82 max = 1200.64 avg = 1187.88
vgg16_int8 min = 1086.52 max = 1105.00 avg = 1095.53
resnet50 min = 517.48 max = 533.99 avg = 526.04
resnet50_int8 min = 417.30 max = 435.81 avg = 422.36
squeezenet_ssd min = 164.88 max = 171.21 avg = 167.51
squeezenet_ssd_int8 min = 164.78 max = 171.77 avg = 168.36
mobilenet_ssd min = 221.41 max = 229.13 avg = 226.18
mobilenet_ssd_int8 min = 234.15 max = 245.91 avg = 239.01
mobilenet_yolo min = 471.34 max = 484.99 avg = 477.15
mobilenetv2_yolov3 min = 249.14 max = 257.61 avg = 252.54
taimen:/data/local/tmp/ncnnbench $ ./benchncnn 8 1 2 0 1
[0 Adreno (TM) 540] queueC=0[3] queueG=0[3] queueT=0[3]
[0 Adreno (TM) 540] buglssc=0 bugsbn1=1 buglbia=0 bugihfa=0
[0 Adreno (TM) 540] fp16p=1 fp16s=0 fp16a=0 int8s=0 int8a=0
loop_count = 8
num_threads = 1
powersave = 2
gpu_device = 0
cooling_down = 1
squeezenet min = 18.74 max = 19.89 avg = 19.22
mobilenet min = 21.19 max = 25.61 avg = 22.94
mobilenet_v2 min = 24.15 max = 34.68 avg = 30.12
mobilenet_v3 min = 25.94 max = 33.15 avg = 30.09
shufflenet min = 25.05 max = 31.41 avg = 27.85
shufflenet_v2 min = 28.82 max = 32.04 avg = 30.95
mnasnet min = 21.34 max = 27.69 avg = 24.17
proxylessnasnet min = 25.51 max = 30.03 avg = 28.01
efficientnet_b0 min = 42.94 max = 47.44 avg = 45.28
regnety_400m min = 36.36 max = 55.73 avg = 41.82
blazeface min = 11.14 max = 13.11 avg = 12.20
googlenet min = 49.72 max = 56.92 avg = 51.79
resnet18 min = 44.63 max = 47.37 avg = 45.86
alexnet min = 42.83 max = 46.34 avg = 44.63
vgg16 min = 568.82 max = 586.75 avg = 578.60
resnet50 min = 108.63 max = 115.76 avg = 110.38
squeezenet_ssd min = 85.22 max = 104.73 avg = 93.14
mobilenet_ssd min = 49.91 max = 56.86 avg = 52.33
mobilenet_yolo min = 98.76 max = 109.37 avg = 102.27
mobilenetv2_yolov3 min = 57.49 max = 61.15 avg = 58.74
130|bramble:/data/local/tmp $ ./benchncnn 8 4 2 -1 1
loop_count = 8
num_threads = 4
powersave = 2
gpu_device = -1
cooling_down = 1
squeezenet min = 9.84 max = 11.72 avg = 10.36
squeezenet_int8 min = 10.80 max = 11.13 avg = 10.96
mobilenet min = 14.04 max = 14.37 avg = 14.20
mobilenet_int8 min = 13.39 max = 13.75 avg = 13.59
mobilenet_v2 min = 13.04 max = 13.51 avg = 13.27
mobilenet_v3 min = 11.00 max = 13.21 avg = 12.54
shufflenet min = 11.08 max = 11.22 avg = 11.16
shufflenet_v2 min = 8.45 max = 8.50 avg = 8.47
mnasnet min = 14.15 max = 14.69 avg = 14.38
proxylessnasnet min = 14.49 max = 15.07 avg = 14.83
efficientnet_b0 min = 28.99 max = 29.53 avg = 29.24
efficientnetv2_b0 min = 38.92 max = 39.34 avg = 39.14
regnety_400m min = 33.46 max = 33.81 avg = 33.62
blazeface min = 4.22 max = 4.30 avg = 4.27
googlenet min = 35.24 max = 36.94 avg = 35.57
googlenet_int8 min = 45.26 max = 46.46 avg = 45.78
resnet18 min = 33.14 max = 33.75 avg = 33.31
resnet18_int8 min = 43.26 max = 43.50 avg = 43.35
alexnet min = 25.40 max = 26.19 avg = 25.74
vgg16 min = 121.39 max = 122.35 avg = 121.78
vgg16_int8 min = 243.47 max = 249.94 avg = 245.56
resnet50 min = 67.05 max = 70.16 avg = 68.20
resnet50_int8 min = 76.95 max = 80.23 avg = 78.18
squeezenet_ssd min = 32.02 max = 33.27 avg = 32.51
squeezenet_ssd_int8 min = 36.31 max = 38.35 avg = 37.09
mobilenet_ssd min = 32.02 max = 34.55 avg = 32.99
mobilenet_ssd_int8 min = 32.31 max = 33.92 avg = 32.77
mobilenet_yolo min = 99.12 max = 109.81 avg = 103.00
mobilenetv2_yolov3 min = 59.74 max = 60.95 avg = 60.21
yolov4-tiny min = 57.83 max = 72.15 avg = 68.75
nanodet_m min = 22.76 max = 22.97 avg = 22.85
yolo-fastest-1.1 min = 13.58 max = 13.93 avg = 13.80
yolo-fastestv2 min = 12.06 max = 12.27 avg = 12.15
vision_transformer min = 1274.67 max = 1597.52 avg = 1363.14
FastestDet min = 9.75 max = 9.86 avg = 9.81
130|bramble:/data/local/tmp $ ./benchncnn 8 4 2 0 1
[0 Adreno (TM) 620] queueC=0[3] queueG=0[3] queueT=0[3]
[0 Adreno (TM) 620] bugsbn1=1 bugbilz=0 bugcopc=0 bugihfa=0
[0 Adreno (TM) 620] fp16-p/s/u/a=1/1/0/1 int8-p/s/u/a=1/0/0/1
[0 Adreno (TM) 620] subgroup=64 basic/vote/ballot/shuffle=1/1/1/1
[0 Adreno (TM) 620] fp16-8x8x16/16x8x8/16x8x16/16x16x16=0/0/0/0
loop_count = 8
num_threads = 4
powersave = 2
gpu_device = 0
cooling_down = 1
squeezenet min = 25.06 max = 25.80 avg = 25.53
squeezenet_int8 min = 9.75 max = 9.82 avg = 9.78
mobilenet min = 43.43 max = 44.04 avg = 43.71
mobilenet_int8 min = 11.12 max = 11.59 avg = 11.34
mobilenet_v2 min = 32.14 max = 32.58 avg = 32.40
mobilenet_v3 min = 32.75 max = 32.98 avg = 32.87
shufflenet min = 29.29 max = 29.63 avg = 29.40
shufflenet_v2 min = 32.43 max = 33.18 avg = 32.69
mnasnet min = 34.58 max = 35.24 avg = 35.00
proxylessnasnet min = 40.61 max = 41.40 avg = 40.98
efficientnet_b0 min = 49.44 max = 50.46 avg = 49.95
efficientnetv2_b0 min = 185.31 max = 187.37 avg = 186.24
regnety_400m min = 41.43 max = 42.75 avg = 41.84
blazeface min = 13.47 max = 14.07 avg = 13.72
googlenet min = 78.12 max = 79.06 avg = 78.56
googlenet_int8 min = 48.73 max = 50.13 avg = 49.20
resnet18 min = 73.61 max = 74.05 avg = 73.75
resnet18_int8 min = 21.87 max = 22.05 avg = 21.95
alexnet min = 128.58 max = 129.51 avg = 128.97
vgg16 min = 437.64 max = 439.12 avg = 438.28
vgg16_int8 min = 232.77 max = 243.06 avg = 239.54
resnet50 min = 187.36 max = 188.47 avg = 188.01
resnet50_int8 min = 75.79 max = 77.33 avg = 76.64
squeezenet_ssd min = 80.68 max = 84.50 avg = 81.93
squeezenet_ssd_int8 min = 29.88 max = 30.77 avg = 30.30
mobilenet_ssd min = 94.77 max = 96.46 avg = 95.79
mobilenet_ssd_int8 min = 29.03 max = 30.07 avg = 29.53
mobilenet_yolo min = 185.97 max = 188.11 avg = 186.59
mobilenetv2_yolov3 min = 108.43 max = 164.75 avg = 121.55
yolov4-tiny min = 149.38 max = 158.39 avg = 153.92
nanodet_m min = 46.73 max = 48.85 avg = 47.73
yolo-fastest-1.1 min = 26.32 max = 26.77 avg = 26.54
yolo-fastestv2 min = 38.87 max = 39.31 avg = 39.13
vision_transformer min = 3392.80 max = 3397.79 avg = 3396.09
FastestDet min = 43.05 max = 43.81 avg = 43.45
lavender:/data/local/tmp/ncnnbench $ ./benchncnn 8 8 0 -1 1
[0 Adreno (TM) 512] queueC=0[3] queueG=0[3] queueT=0[3]
[0 Adreno (TM) 512] buglssc=0 bugsbn1=1 buglbia=0 bugihfa=0
[0 Adreno (TM) 512] fp16p=1 fp16s=0 fp16a=0 int8s=0 int8a=0
loop_count = 8
num_threads = 8
powersave = 0
gpu_device = -1
cooling_down = 1
squeezenet min = 29.05 max = 44.86 avg = 33.26
squeezenet_int8 min = 35.47 max = 37.10 avg = 36.09
mobilenet min = 31.59 max = 33.47 avg = 32.33
mobilenet_int8 min = 77.50 max = 91.15 avg = 82.98
mobilenet_v2 min = 33.63 max = 35.43 avg = 34.54
mobilenet_v3 min = 29.97 max = 49.80 avg = 34.81
shufflenet min = 28.52 max = 30.09 avg = 29.09
shufflenet_v2 min = 19.15 max = 21.15 avg = 19.99
mnasnet min = 29.91 max = 35.11 avg = 31.46
proxylessnasnet min = 33.28 max = 117.09 avg = 55.22
efficientnet_b0 min = 52.29 max = 57.93 avg = 55.04
regnety_400m min = 96.05 max = 116.42 avg = 102.07
blazeface min = 7.98 max = 11.83 avg = 8.89
googlenet min = 76.88 max = 103.99 avg = 84.54
googlenet_int8 min = 97.68 max = 118.56 avg = 104.92
resnet18 min = 75.93 max = 89.31 avg = 80.00
resnet18_int8 min = 73.27 max = 80.84 avg = 76.19
alexnet min = 90.94 max = 114.57 avg = 96.42
vgg16 min = 381.30 max = 615.62 avg = 555.96
vgg16_int8 min = 803.75 max = 1126.53 avg = 886.03
resnet50 min = 257.38 max = 285.19 avg = 266.59
resnet50_int8 min = 304.81 max = 338.01 avg = 314.84
squeezenet_ssd min = 117.59 max = 145.79 avg = 123.79
squeezenet_ssd_int8 min = 132.80 max = 163.00 avg = 149.99
mobilenet_ssd min = 103.98 max = 126.90 avg = 113.10
mobilenet_ssd_int8 min = 167.86 max = 188.46 avg = 180.56
mobilenet_yolo min = 201.75 max = 263.92 avg = 240.17
mobilenetv2_yolov3 min = 143.76 max = 167.77 avg = 151.94
lavender:/data/local/tmp/ncnnbench $ ./benchncnn 4 1 2 -1 1
[0 Adreno (TM) 512] queueC=0[3] queueG=0[3] queueT=0[3]
[0 Adreno (TM) 512] buglssc=0 bugsbn1=1 buglbia=0 bugihfa=0
[0 Adreno (TM) 512] fp16p=1 fp16s=0 fp16a=0 int8s=0 int8a=0
loop_count = 4
num_threads = 1
powersave = 2
gpu_device = -1
cooling_down = 1
squeezenet min = 69.75 max = 71.33 avg = 70.38
squeezenet_int8 min = 67.12 max = 68.07 avg = 67.59
mobilenet min = 107.65 max = 110.48 avg = 108.82
mobilenet_int8 min = 163.13 max = 164.74 avg = 164.24
mobilenet_v2 min = 75.50 max = 77.36 avg = 76.38
mobilenet_v3 min = 59.05 max = 59.36 avg = 59.23
shufflenet min = 38.33 max = 38.74 avg = 38.57
shufflenet_v2 min = 37.43 max = 38.97 avg = 38.32
mnasnet min = 69.29 max = 73.20 avg = 70.73
proxylessnasnet min = 80.81 max = 82.66 avg = 81.52
efficientnet_b0 min = 151.20 max = 152.38 avg = 151.72
regnety_400m min = 93.53 max = 94.53 avg = 94.19
blazeface min = 12.15 max = 12.82 avg = 12.46
googlenet min = 239.63 max = 242.64 avg = 241.06
googlenet_int8 min = 214.71 max = 216.53 avg = 215.79
resnet18 min = 234.20 max = 238.74 avg = 236.90
resnet18_int8 min = 181.57 max = 183.97 avg = 182.66
alexnet min = 205.94 max = 207.44 avg = 206.63
vgg16 min = 1188.14 max = 1201.95 avg = 1196.93
vgg16_int8 min = 1081.21 max = 1087.84 avg = 1085.17
resnet50 min = 556.54 max = 566.68 avg = 561.21
resnet50_int8 min = 433.19 max = 433.93 avg = 433.48
squeezenet_ssd min = 169.02 max = 170.54 avg = 169.73
squeezenet_ssd_int8 min = 176.28 max = 177.90 avg = 176.87
mobilenet_ssd min = 228.15 max = 232.69 avg = 230.38
mobilenet_ssd_int8 min = 236.97 max = 239.69 avg = 238.35
mobilenet_yolo min = 493.33 max = 506.34 avg = 499.79
mobilenetv2_yolov3 min = 252.53 max = 261.58 avg = 256.30
lavender:/data/local/tmp/ncnnbench $ ./benchncnn 4 1 2 0 1
[0 Adreno (TM) 512] queueC=0[3] queueG=0[3] queueT=0[3]
[0 Adreno (TM) 512] buglssc=0 bugsbn1=1 buglbia=0 bugihfa=0
[0 Adreno (TM) 512] fp16p=1 fp16s=0 fp16a=0 int8s=0 int8a=0
loop_count = 4
num_threads = 1
powersave = 2
gpu_device = 0
cooling_down = 1
squeezenet min = 34.49 max = 34.65 avg = 34.55
mobilenet min = 54.45 max = 55.52 avg = 54.75
mobilenet_v2 min = 39.32 max = 39.58 avg = 39.50
mobilenet_v3 min = 36.13 max = 36.28 avg = 36.19
shufflenet min = 35.25 max = 35.42 avg = 35.31
shufflenet_v2 min = 31.38 max = 31.70 avg = 31.53
mnasnet min = 40.95 max = 41.32 avg = 41.13
proxylessnasnet min = 43.81 max = 44.05 avg = 43.90
efficientnet_b0 min = 68.34 max = 68.56 avg = 68.47
regnety_400m min = 53.89 max = 54.23 avg = 54.02
blazeface min = 19.82 max = 27.74 avg = 22.01
googlenet min = 119.46 max = 119.98 avg = 119.80
resnet18 min = 115.56 max = 120.28 avg = 116.88
alexnet min = 102.06 max = 105.56 avg = 102.97
vgg16 min = 1192.29 max = 1202.17 avg = 1197.03
resnet50 min = 294.87 max = 298.79 avg = 296.05
squeezenet_ssd min = 167.85 max = 168.42 avg = 168.09
mobilenet_ssd min = 120.30 max = 120.37 avg = 120.34
mobilenet_yolo min = 256.60 max = 260.21 avg = 257.54
mobilenetv2_yolov3 min = 121.48 max = 125.22 avg = 122.53
natrium:/data/local/tmp # ./benchncnn 8 4 0 -1 1
loop_count = 8
num_threads = 4
powersave = 0
gpu_device = -1
cooling_down = 1
squeezenet min = 18.46 max = 19.12 avg = 18.78
squeezenet_int8 min = 16.69 max = 17.22 avg = 16.95
mobilenet min = 27.33 max = 28.74 avg = 27.88
mobilenet_int8 min = 20.14 max = 20.71 avg = 20.46
mobilenet_v2 min = 21.94 max = 23.09 avg = 22.38
mobilenet_v3 min = 18.81 max = 19.45 avg = 19.04
shufflenet min = 14.07 max = 14.75 avg = 14.29
shufflenet_v2 min = 11.52 max = 11.92 avg = 11.71
mnasnet min = 20.41 max = 21.75 avg = 20.74
proxylessnasnet min = 22.99 max = 23.63 avg = 23.13
efficientnet_b0 min = 34.74 max = 35.26 avg = 34.91
efficientnetv2_b0 min = 41.16 max = 41.60 avg = 41.39
regnety_400m min = 44.27 max = 45.01 avg = 44.69
blazeface min = 4.25 max = 4.71 avg = 4.43
googlenet min = 54.88 max = 55.55 avg = 55.12
googlenet_int8 min = 51.88 max = 52.72 avg = 52.25
resnet18 min = 44.33 max = 45.44 avg = 44.88
resnet18_int8 min = 51.24 max = 51.94 avg = 51.54
alexnet min = 38.62 max = 39.31 avg = 38.88
vgg16 min = 242.53 max = 244.23 avg = 243.16
vgg16_int8 min = 183.15 max = 204.96 avg = 192.16
resnet50 min = 122.14 max = 124.29 avg = 122.94
resnet50_int8 min = 116.61 max = 118.47 avg = 117.56
squeezenet_ssd min = 47.92 max = 49.01 avg = 48.45
squeezenet_ssd_int8 min = 43.21 max = 44.45 avg = 43.76
mobilenet_ssd min = 56.92 max = 58.21 avg = 57.56
mobilenet_ssd_int8 min = 42.26 max = 42.92 avg = 42.48
mobilenet_yolo min = 126.20 max = 128.50 avg = 127.10
mobilenetv2_yolov3 min = 75.49 max = 76.50 avg = 76.01
yolov4-tiny min = 94.24 max = 95.75 avg = 94.83
nanodet_m min = 31.30 max = 31.93 avg = 31.62
yolo-fastest-1.1 min = 16.89 max = 17.56 avg = 17.23
yolo-fastestv2 min = 12.97 max = 13.50 avg = 13.15
natrium:/data/local/tmp # ./benchncnn 4 1 0 -1 1
loop_count = 4
num_threads = 1
powersave = 0
gpu_device = -1
cooling_down = 1
squeezenet min = 46.27 max = 46.60 avg = 46.45
squeezenet_int8 min = 41.33 max = 41.73 avg = 41.56
mobilenet min = 80.89 max = 81.16 avg = 81.00
mobilenet_int8 min = 60.33 max = 62.29 avg = 61.33
mobilenet_v2 min = 51.78 max = 52.02 avg = 51.88
mobilenet_v3 min = 43.71 max = 44.17 avg = 43.91
shufflenet min = 24.96 max = 25.08 avg = 25.02
shufflenet_v2 min = 24.09 max = 24.26 avg = 24.17
mnasnet min = 51.28 max = 51.42 avg = 51.35
proxylessnasnet min = 59.25 max = 59.66 avg = 59.48
efficientnet_b0 min = 92.16 max = 92.34 avg = 92.22
efficientnetv2_b0 min = 112.27 max = 113.63 avg = 113.17
regnety_400m min = 68.59 max = 68.85 avg = 68.75
blazeface min = 7.36 max = 7.83 avg = 7.59
googlenet min = 151.15 max = 151.53 avg = 151.37
googlenet_int8 min = 152.01 max = 158.63 avg = 154.18
resnet18 min = 121.49 max = 121.90 avg = 121.77
resnet18_int8 min = 154.54 max = 166.73 avg = 161.30
alexnet min = 97.41 max = 97.74 avg = 97.62
vgg16 min = 674.80 max = 675.86 avg = 675.38
vgg16_int8 min = 593.42 max = 602.98 avg = 596.93
resnet50 min = 360.44 max = 364.31 avg = 362.01
resnet50_int8 min = 371.21 max = 386.24 avg = 381.53
squeezenet_ssd min = 97.72 max = 98.32 avg = 98.01
squeezenet_ssd_int8 min = 98.33 max = 99.15 avg = 98.63
mobilenet_ssd min = 161.72 max = 161.89 avg = 161.79
mobilenet_ssd_int8 min = 122.44 max = 123.38 avg = 123.00
mobilenet_yolo min = 367.34 max = 369.59 avg = 368.97
mobilenetv2_yolov3 min = 190.09 max = 190.77 avg = 190.31
yolov4-tiny min = 241.59 max = 242.29 avg = 241.81
nanodet_m min = 63.03 max = 63.22 avg = 63.12
yolo-fastest-1.1 min = 29.06 max = 29.22 avg = 29.12
yolo-fastestv2 min = 22.72 max = 22.80 avg = 22.77
angler:/data/local/tmp $ ./benchncnn 8 8 0 -1 1
loop_count = 8
num_threads = 8
powersave = 0
gpu_device = -1
cooling_down = 1
squeezenet min = 25.83 max = 29.17 avg = 27.69
squeezenet_int8 min = 24.18 max = 26.31 avg = 25.18
mobilenet min = 33.94 max = 35.29 avg = 34.44
mobilenet_int8 min = 24.99 max = 26.12 avg = 25.46
mobilenet_v2 min = 32.63 max = 34.44 avg = 33.56
mobilenet_v3 min = 27.72 max = 30.14 avg = 29.35
shufflenet min = 23.23 max = 26.78 avg = 24.58
shufflenet_v2 min = 21.04 max = 22.25 avg = 21.68
mnasnet min = 29.51 max = 31.26 avg = 30.27
proxylessnasnet min = 34.21 max = 37.55 avg = 35.20
efficientnet_b0 min = 54.75 max = 60.45 avg = 56.38
efficientnetv2_b0 min = 63.60 max = 67.51 avg = 64.81
regnety_400m min = 60.80 max = 72.33 avg = 68.27
blazeface min = 5.96 max = 7.22 avg = 6.41
googlenet min = 80.62 max = 94.46 avg = 86.50
googlenet_int8 min = 69.05 max = 75.75 avg = 71.47
resnet18 min = 63.90 max = 75.96 avg = 69.64
resnet18_int8 min = 46.43 max = 62.23 avg = 53.22
alexnet min = 82.67 max = 90.25 avg = 87.03
vgg16 min = 562.23 max = 636.26 avg = 594.82
vgg16_int8 min = 303.42 max = 358.03 avg = 325.60
resnet50 min = 233.47 max = 279.99 avg = 248.49
resnet50_int8 min = 170.11 max = 198.27 avg = 183.35
squeezenet_ssd min = 86.97 max = 112.21 avg = 96.84
squeezenet_ssd_int8 min = 66.09 max = 77.00 avg = 70.57
mobilenet_ssd min = 76.95 max = 101.74 avg = 87.73
mobilenet_ssd_int8 min = 53.27 max = 60.50 avg = 57.46
mobilenet_yolo min = 206.42 max = 260.06 avg = 227.84
mobilenetv2_yolov3 min = 129.32 max = 147.76 avg = 138.90
yolov4-tiny min = 184.85 max = 213.03 avg = 203.52
nanodet_m min = 47.66 max = 60.55 avg = 53.00
angler:/data/local/tmp # ./benchncnn 4 4 2 -1 1
loop_count = 4
num_threads = 4
powersave = 2
gpu_device = -1
cooling_down = 1
squeezenet min = 41.39 max = 47.64 avg = 43.08
squeezenet_int8 min = 36.92 max = 37.59 avg = 37.24
mobilenet min = 59.04 max = 59.43 avg = 59.22
mobilenet_int8 min = 44.67 max = 46.60 avg = 45.58
mobilenet_v2 min = 43.38 max = 43.71 avg = 43.62
mobilenet_v3 min = 37.57 max = 37.82 avg = 37.65
shufflenet min = 30.67 max = 30.86 avg = 30.76
shufflenet_v2 min = 27.80 max = 28.12 avg = 27.97
mnasnet min = 42.99 max = 46.41 avg = 44.21
proxylessnasnet min = 51.26 max = 53.52 avg = 52.04
efficientnet_b0 min = 81.58 max = 82.30 avg = 82.03
efficientnetv2_b0 min = 94.01 max = 94.48 avg = 94.27
regnety_400m min = 82.38 max = 83.86 avg = 82.95
blazeface min = 10.02 max = 10.42 avg = 10.18
googlenet min = 125.47 max = 126.72 avg = 125.92
googlenet_int8 min = 109.92 max = 111.65 avg = 110.44
resnet18 min = 110.14 max = 111.95 avg = 110.76
resnet18_int8 min = 78.21 max = 79.65 avg = 79.07
alexnet min = 78.09 max = 80.34 avg = 78.87
vgg16 min = 486.69 max = 494.97 avg = 490.35
vgg16_int8 min = 370.66 max = 377.64 avg = 373.78
resnet50 min = 272.31 max = 278.64 avg = 274.10
resnet50_int8 min = 215.57 max = 218.55 avg = 217.27
squeezenet_ssd min = 112.98 max = 114.75 avg = 113.60
squeezenet_ssd_int8 min = 91.85 max = 94.82 avg = 93.13
mobilenet_ssd min = 115.18 max = 116.56 avg = 115.95
mobilenet_ssd_int8 min = 90.95 max = 92.21 avg = 91.39
mobilenet_yolo min = 255.07 max = 259.01 avg = 256.18
mobilenetv2_yolov3 min = 155.52 max = 156.58 avg = 156.09
yolov4-tiny min = 231.89 max = 234.14 avg = 232.97
nanodet_m min = 72.74 max = 74.71 avg = 73.52
yolo-fastest-1.1 min = 35.25 max = 36.51 avg = 35.77
yolo-fastestv2 min = 29.94 max = 31.09 avg = 30.75
angler:/data/local/tmp # ./benchncnn 4 1 2 -1 1
loop_count = 4
num_threads = 1
powersave = 2
gpu_device = -1
cooling_down = 1
squeezenet min = 70.83 max = 72.68 avg = 71.77
squeezenet_int8 min = 59.27 max = 59.60 avg = 59.51
mobilenet min = 110.70 max = 112.72 avg = 111.48
mobilenet_int8 min = 79.69 max = 80.01 avg = 79.81
mobilenet_v2 min = 77.85 max = 78.19 avg = 78.03
mobilenet_v3 min = 63.49 max = 63.92 avg = 63.73
shufflenet min = 41.43 max = 41.60 avg = 41.49
shufflenet_v2 min = 37.49 max = 38.26 avg = 37.97
mnasnet min = 73.91 max = 75.91 avg = 74.59
proxylessnasnet min = 94.13 max = 94.53 avg = 94.37
efficientnet_b0 min = 161.91 max = 162.38 avg = 162.10
efficientnetv2_b0 min = 179.33 max = 180.26 avg = 179.67
regnety_400m min = 100.35 max = 100.76 avg = 100.53
blazeface min = 12.57 max = 12.76 avg = 12.66
googlenet min = 232.77 max = 233.08 avg = 232.91
googlenet_int8 min = 203.39 max = 205.25 avg = 204.77
resnet18 min = 182.58 max = 183.17 avg = 182.91
resnet18_int8 min = 150.40 max = 152.07 avg = 151.35
alexnet min = 147.27 max = 149.00 avg = 148.06
vgg16 min = 986.93 max = 988.35 avg = 987.47
vgg16_int8 min = 816.37 max = 819.93 avg = 817.79
resnet50 min = 502.77 max = 510.88 avg = 508.53
resnet50_int8 min = 393.33 max = 398.07 avg = 395.86
squeezenet_ssd min = 175.01 max = 175.61 avg = 175.32
squeezenet_ssd_int8 min = 145.19 max = 145.94 avg = 145.66
mobilenet_ssd min = 231.04 max = 231.25 avg = 231.13
mobilenet_ssd_int8 min = 159.81 max = 160.52 avg = 160.13
mobilenet_yolo min = 517.86 max = 523.71 avg = 521.85
mobilenetv2_yolov3 min = 275.84 max = 279.16 avg = 277.13
yolov4-tiny min = 363.71 max = 366.14 avg = 364.56
nanodet_m min = 93.90 max = 95.09 avg = 94.40
yolo-fastest-1.1 min = 45.94 max = 46.09 avg = 46.01
yolo-fastestv2 min = 38.23 max = 38.33 avg = 38.29
angler:/data/local/tmp $ ./benchncnn 4 1 2 0 1
[0 Adreno (TM) 430] queueC=0[3] queueG=0[3] queueT=0[3]
[0 Adreno (TM) 430] buglssc=0 bugsbn1=1 buglbia=0 bugihfa=0
[0 Adreno (TM) 430] fp16p=1 fp16s=0 fp16a=0 int8s=0 int8a=0
loop_count = 4
num_threads = 1
powersave = 2
gpu_device = 0
cooling_down = 1
squeezenet min = 39.49 max = 41.93 avg = 40.62
mobilenet min = 60.30 max = 61.81 avg = 60.88
mobilenet_v2 min = 45.38 max = 47.10 avg = 45.88
mobilenet_v3 min = 45.97 max = 47.39 avg = 46.69
shufflenet min = 29.12 max = 31.02 avg = 29.91
shufflenet_v2 min = 47.58 max = 50.06 avg = 48.26
mnasnet min = 47.84 max = 49.17 avg = 48.26
proxylessnasnet min = 49.51 max = 51.03 avg = 49.97
efficientnet_b0 min = 100.56 max = 105.60 avg = 102.45
regnety_400m min = 59.67 max = 61.24 avg = 60.56
blazeface min = 13.87 max = 13.98 avg = 13.93
googlenet min = 131.26 max = 136.33 avg = 133.40
resnet18 min = 116.38 max = 117.92 avg = 116.93
alexnet min = 72.59 max = 73.94 avg = 73.29
vgg16 min = 1090.07 max = 1101.71 avg = 1096.34
resnet50 min = 299.76 max = 300.78 avg = 300.40
squeezenet_ssd min = 181.95 max = 182.83 avg = 182.39
mobilenet_ssd min = 148.44 max = 151.07 avg = 149.75
mobilenet_yolo min = 284.46 max = 285.74 avg = 285.39
mobilenetv2_yolov3 min = 140.28 max = 148.62 avg = 144.83
HM2014812:/data/local/tmp # ./benchncnn 8 4 0 -1 1
loop_count = 8
num_threads = 4
powersave = 0
gpu_device = -1
cooling_down = 1
squeezenet min = 65.45 max = 73.59 avg = 68.10
squeezenet_int8 min = 59.39 max = 65.54 avg = 61.14
mobilenet min = 86.69 max = 94.10 avg = 90.03
mobilenet_int8 min = 62.22 max = 69.67 avg = 64.13
mobilenet_v2 min = 77.98 max = 89.53 avg = 82.00
mobilenet_v3 min = 62.17 max = 68.31 avg = 63.90
shufflenet min = 47.52 max = 53.76 avg = 49.92
shufflenet_v2 min = 39.77 max = 46.08 avg = 40.66
mnasnet min = 69.27 max = 75.73 avg = 71.73
proxylessnasnet min = 78.72 max = 85.37 avg = 81.33
efficientnet_b0 min = 126.62 max = 136.67 avg = 130.69
efficientnetv2_b0 min = 143.24 max = 150.97 avg = 146.89
regnety_400m min = 108.79 max = 116.22 avg = 112.99
blazeface min = 14.85 max = 15.02 avg = 14.94
googlenet min = 180.91 max = 190.37 avg = 186.36
googlenet_int8 min = 160.07 max = 170.86 avg = 165.05
resnet18 min = 137.91 max = 155.37 avg = 144.99
resnet18_int8 min = 104.34 max = 110.20 avg = 106.76
alexnet min = 105.30 max = 114.73 avg = 109.53
vgg16 min = 829.16 max = 942.94 avg = 853.28
vgg16_int8 min = 515.61 max = 547.32 avg = 526.50
resnet50 min = 380.46 max = 443.90 avg = 393.71
resnet50_int8 min = 318.06 max = 327.13 avg = 323.23
squeezenet_ssd min = 178.22 max = 189.02 avg = 184.51
squeezenet_ssd_int8 min = 153.75 max = 163.44 avg = 158.05
mobilenet_ssd min = 189.45 max = 195.17 avg = 193.10
mobilenet_ssd_int8 min = 132.59 max = 139.63 avg = 137.23
mobilenet_yolo min = 404.52 max = 414.20 avg = 409.97
mobilenetv2_yolov3 min = 271.33 max = 279.98 avg = 275.08
yolov4-tiny min = 349.36 max = 372.54 avg = 357.98
nanodet_m min = 103.01 max = 111.71 avg = 105.82
HM2014812:/data/local/tmp # ./benchncnn 4 1 0 -1 1
loop_count = 4
num_threads = 1
powersave = 0
gpu_device = -1
cooling_down = 1
squeezenet min = 147.48 max = 149.35 avg = 148.40
squeezenet_int8 min = 143.20 max = 144.55 avg = 143.98
mobilenet min = 243.78 max = 244.33 avg = 244.08
mobilenet_int8 min = 206.23 max = 207.13 avg = 206.55
mobilenet_v2 min = 168.04 max = 170.37 avg = 169.06
mobilenet_v3 min = 147.10 max = 147.91 avg = 147.55
shufflenet min = 88.47 max = 89.31 avg = 88.85
shufflenet_v2 min = 84.47 max = 84.80 avg = 84.60
mnasnet min = 162.81 max = 163.93 avg = 163.22
proxylessnasnet min = 208.18 max = 209.15 avg = 208.61
efficientnet_b0 min = 370.06 max = 371.14 avg = 370.64
efficientnetv2_b0 min = 418.28 max = 429.68 avg = 423.01
regnety_400m min = 216.42 max = 217.19 avg = 216.71
blazeface min = 27.63 max = 28.67 avg = 28.00
googlenet min = 525.25 max = 528.83 avg = 526.23
googlenet_int8 min = 469.78 max = 472.51 avg = 470.76
resnet18 min = 396.46 max = 399.66 avg = 397.57
resnet18_int8 min = 324.07 max = 326.64 avg = 325.34
alexnet min = 362.44 max = 363.02 avg = 362.68
vgg16 min = 2174.86 max = 2252.92 avg = 2215.62
vgg16_int8 min = 1726.07 max = 1732.69 avg = 1729.18
resnet50 min = 1136.96 max = 1142.94 avg = 1139.91
resnet50_int8 min = 977.73 max = 983.64 avg = 980.71
squeezenet_ssd min = 350.46 max = 353.35 avg = 351.37
squeezenet_ssd_int8 min = 333.91 max = 336.59 avg = 334.77
mobilenet_ssd min = 513.18 max = 519.05 avg = 516.22
mobilenet_ssd_int8 min = 424.37 max = 426.89 avg = 426.03
mobilenet_yolo min = 1143.20 max = 1145.04 avg = 1144.31
mobilenetv2_yolov3 min = 617.45 max = 619.30 avg = 618.37
yolov4-tiny min = 839.32 max = 847.57 avg = 844.61
nanodet_m min = 208.41 max = 211.31 avg = 210.03
Qualcomm Snapdragon 888 (Cortex-X1 2.84GHz x1 + Cortex-A78 2.4GHz x3 + Cortex-A55 1.8GHz x4 + Adreno 660)
venus:/data/local/tmp $ ./benchncnn 8 8 2 -1 1
loop_count = 8
num_threads = 8
powersave = 2
gpu_device = -1
cooling_down = 1
squeezenet min = 5.89 max = 6.04 avg = 5.98
squeezenet_int8 min = 6.09 max = 6.29 avg = 6.25
mobilenet min = 9.27 max = 10.22 avg = 9.64
mobilenet_int8 min = 5.90 max = 6.05 avg = 5.97
mobilenet_v2 min = 6.87 max = 8.42 avg = 7.63
mobilenet_v3 min = 8.93 max = 12.22 avg = 9.55
shufflenet min = 8.72 max = 11.44 avg = 9.20
shufflenet_v2 min = 6.05 max = 8.24 avg = 7.40
mnasnet min = 7.83 max = 9.03 avg = 8.53
proxylessnasnet min = 7.03 max = 9.62 avg = 7.88
efficientnet_b0 min = 12.62 max = 18.01 avg = 15.51
efficientnetv2_b0 min = 14.96 max = 23.75 avg = 19.61
regnety_400m min = 23.58 max = 23.87 avg = 23.72
blazeface min = 4.62 max = 4.87 avg = 4.73
googlenet min = 17.23 max = 25.41 avg = 19.83
googlenet_int8 min = 16.91 max = 17.05 avg = 16.99
resnet18 min = 12.05 max = 14.90 avg = 13.47
resnet18_int8 min = 15.10 max = 15.42 avg = 15.27
alexnet min = 13.85 max = 15.73 avg = 14.50
vgg16 min = 56.85 max = 57.88 avg = 57.32
vgg16_int8 min = 70.12 max = 72.99 avg = 71.53
resnet50 min = 29.45 max = 29.78 avg = 29.64
resnet50_int8 min = 24.99 max = 25.31 avg = 25.16
squeezenet_ssd min = 17.51 max = 22.63 avg = 19.25
squeezenet_ssd_int8 min = 16.81 max = 17.26 avg = 16.98
mobilenet_ssd min = 15.96 max = 16.52 avg = 16.11
mobilenet_ssd_int8 min = 13.70 max = 14.26 avg = 13.95
mobilenet_yolo min = 50.48 max = 52.88 avg = 51.76
mobilenetv2_yolov3 min = 22.63 max = 22.99 avg = 22.85
yolov4-tiny min = 29.01 max = 38.20 avg = 32.50
nanodet_m min = 12.58 max = 15.53 avg = 13.86
yolo-fastest-1.1 min = 8.57 max = 9.18 avg = 8.86
yolo-fastestv2 min = 6.85 max = 8.47 avg = 8.05
vision_transformer min = 548.48 max = 703.29 avg = 614.47
FastestDet min = 7.71 max = 9.31 avg = 8.15
venus:/data/local/tmp $ ./benchncnn 8 8 2 0 1
./benchncnn 8 8 2 0 1
[0 Adreno (TM) 660] queueC=0[3] queueG=0[3] queueT=0[3]
[0 Adreno (TM) 660] bugsbn1=1 bugbilz=0 bugcopc=0 bugihfa=0
[0 Adreno (TM) 660] fp16-p/s/u/a=1/1/0/1 int8-p/s/u/a=1/0/0/1
[0 Adreno (TM) 660] subgroup=64 basic/vote/ballot/shuffle=1/1/1/1
[0 Adreno (TM) 660] fp16-8x8x16/16x8x8/16x8x16/16x16x16=0/0/0/0
loop_count = 8
num_threads = 8
powersave = 2
gpu_device = 0
cooling_down = 1
squeezenet min = 10.63 max = 12.41 avg = 11.80
squeezenet_int8 min = 6.93 max = 8.82 avg = 7.86
mobilenet min = 12.79 max = 14.12 avg = 13.48
mobilenet_int8 min = 9.18 max = 9.70 avg = 9.44
mobilenet_v2 min = 14.73 max = 15.62 avg = 15.13
mobilenet_v3 min = 14.68 max = 16.72 avg = 15.70
shufflenet min = 11.28 max = 12.75 avg = 12.17
shufflenet_v2 min = 11.44 max = 14.27 avg = 12.07
mnasnet min = 14.54 max = 15.94 avg = 15.35
proxylessnasnet min = 16.33 max = 17.31 avg = 16.71
efficientnet_b0 min = 22.64 max = 25.42 avg = 24.35
efficientnetv2_b0 min = 41.16 max = 52.08 avg = 45.61
regnety_400m min = 17.56 max = 18.08 avg = 17.85
blazeface min = 2.87 max = 3.89 avg = 3.34
googlenet min = 31.64 max = 33.38 avg = 32.14
googlenet_int8 min = 18.29 max = 19.15 avg = 18.73
resnet18 min = 23.47 max = 24.60 avg = 23.85
resnet18_int8 min = 11.89 max = 17.17 avg = 14.54
alexnet min = 25.62 max = 26.23 avg = 25.98
vgg16 min = 41.81 max = 42.69 avg = 42.12
vgg16_int8 min = 79.43 max = 123.88 avg = 93.17
resnet50 min = 41.28 max = 43.27 avg = 41.79
resnet50_int8 min = 25.55 max = 26.34 avg = 25.97
squeezenet_ssd min = 30.10 max = 33.64 avg = 31.39
squeezenet_ssd_int8 min = 18.12 max = 18.58 avg = 18.30
mobilenet_ssd min = 28.29 max = 28.90 avg = 28.66
mobilenet_ssd_int8 min = 13.90 max = 14.31 avg = 14.02
mobilenet_yolo min = 43.88 max = 45.43 avg = 44.58
mobilenetv2_yolov3 min = 16.49 max = 37.05 avg = 19.32
yolov4-tiny min = 22.70 max = 50.58 avg = 34.92
nanodet_m min = 19.31 max = 19.88 avg = 19.57
yolo-fastest-1.1 min = 11.17 max = 11.33 avg = 11.26
yolo-fastestv2 min = 9.72 max = 10.04 avg = 9.85
vision_transformer min = 744.98 max = 758.15 avg = 751.62
FastestDet min = 11.95 max = 13.12 avg = 12.46
pi@raspberrypi:~/ncnn/build/benchmark $ ./benchncnn 4 4 0 -1 1
loop_count = 4
num_threads = 4
powersave = 0
gpu_device = -1
cooling_down = 1
squeezenet min = 84.74 max = 85.60 avg = 85.22
squeezenet_int8 min = 74.48 max = 74.80 avg = 74.68
mobilenet min = 107.84 max = 110.13 avg = 108.66
mobilenet_int8 min = 66.91 max = 67.12 avg = 67.03
mobilenet_v2 min = 110.64 max = 112.73 avg = 111.68
mobilenet_v3 min = 85.78 max = 86.74 avg = 86.44
shufflenet min = 58.38 max = 60.32 avg = 59.33
shufflenet_v2 min = 46.76 max = 47.53 avg = 47.19
mnasnet min = 95.53 max = 95.88 avg = 95.78
proxylessnasnet min = 102.24 max = 105.58 avg = 103.38
efficientnet_b0 min = 134.87 max = 136.98 avg = 135.86
efficientnetv2_b0 min = 146.62 max = 148.06 avg = 147.13
regnety_400m min = 118.60 max = 119.51 avg = 119.03
blazeface min = 15.42 max = 15.61 avg = 15.52
googlenet min = 223.78 max = 224.85 avg = 224.22
googlenet_int8 min = 188.23 max = 190.15 avg = 189.21
resnet18 min = 270.86 max = 272.66 avg = 271.93
resnet18_int8 min = 159.57 max = 160.39 avg = 160.07
alexnet min = 157.79 max = 160.77 avg = 159.09
resnet50 min = 583.57 max = 591.41 avg = 587.42
resnet50_int8 min = 383.96 max = 401.37 avg = 391.87
squeezenet_ssd min = 247.90 max = 249.77 avg = 248.98
squeezenet_ssd_int8 min = 191.65 max = 192.81 avg = 192.17
mobilenet_ssd min = 240.11 max = 241.02 avg = 240.62
mobilenet_ssd_int8 min = 136.30 max = 137.26 avg = 136.73
mobilenet_yolo min = 523.59 max = 539.91 avg = 529.98
mobilenetv2_yolov3 min = 356.44 max = 366.85 avg = 362.06
yolov4-tiny min = 410.25 max = 422.18 avg = 417.17
nanodet_m min = 114.98 max = 115.83 avg = 115.40
yolo-fastest-1.1 min = 79.85 max = 80.83 avg = 80.28
yolo-fastestv2 min = 62.36 max = 62.91 avg = 62.60
FastestDet min = 67.11 max = 68.51 avg = 67.98
pi@raspberrypi:~/ncnn/build/benchmark $ ./benchncnn 4 1 0 -1 1
loop_count = 4
num_threads = 1
powersave = 0
gpu_device = -1
cooling_down = 1
squeezenet min = 125.34 max = 125.81 avg = 125.58
squeezenet_int8 min = 135.56 max = 136.34 avg = 135.98
mobilenet min = 204.62 max = 207.06 avg = 205.65
mobilenet_int8 min = 181.34 max = 182.46 avg = 181.91
mobilenet_v2 min = 158.69 max = 158.94 avg = 158.80
mobilenet_v3 min = 127.13 max = 127.31 avg = 127.23
shufflenet min = 84.64 max = 85.29 avg = 84.89
shufflenet_v2 min = 74.28 max = 74.64 avg = 74.44
mnasnet min = 148.12 max = 148.65 avg = 148.42
proxylessnasnet min = 199.56 max = 201.99 avg = 200.42
efficientnet_b0 min = 240.94 max = 241.75 avg = 241.27
efficientnetv2_b0 min = 270.71 max = 270.90 avg = 270.83
regnety_400m min = 186.89 max = 187.08 avg = 187.01
blazeface min = 22.75 max = 23.24 avg = 22.95
googlenet min = 450.64 max = 450.96 avg = 450.79
googlenet_int8 min = 424.66 max = 426.83 avg = 425.78
resnet18 min = 379.21 max = 380.01 avg = 379.57
resnet18_int8 min = 312.23 max = 313.21 avg = 312.68
alexnet min = 270.13 max = 270.88 avg = 270.55
resnet50 min = 977.51 max = 981.89 avg = 979.75
resnet50_int8 min = 890.77 max = 896.89 avg = 893.83
squeezenet_ssd min = 331.52 max = 333.47 avg = 332.46
squeezenet_ssd_int8 min = 317.71 max = 319.64 avg = 318.62
mobilenet_ssd min = 425.42 max = 426.52 avg = 425.93
mobilenet_ssd_int8 min = 370.17 max = 370.90 avg = 370.66
mobilenet_yolo min = 930.40 max = 932.24 avg = 931.46
mobilenetv2_yolov3 min = 534.79 max = 543.56 avg = 539.20
yolov4-tiny min = 675.33 max = 676.83 avg = 676.14
nanodet_m min = 178.13 max = 178.98 avg = 178.64
yolo-fastest-1.1 min = 100.83 max = 101.96 avg = 101.49
yolo-fastestv2 min = 79.73 max = 79.94 avg = 79.84
FastestDet min = 89.09 max = 90.07 avg = 89.78
pi@raspberrypi:~/ncnn/build/benchmark $ ./benchncnn 10 4 0 -1 1
loop_count = 10
num_threads = 4
powersave = 0
gpu_device = -1
cooling_down = 1
squeezenet min = 46.28 max = 46.91 avg = 46.65
squeezenet_int8 min = 42.18 max = 44.98 avg = 42.59
mobilenet min = 60.74 max = 61.79 avg = 61.17
mobilenet_int8 min = 34.19 max = 34.55 avg = 34.37
mobilenet_v2 min = 61.63 max = 62.02 avg = 61.88
mobilenet_v3 min = 47.08 max = 48.40 avg = 47.53
shufflenet min = 32.91 max = 33.30 avg = 33.09
shufflenet_v2 min = 24.37 max = 24.73 avg = 24.56
mnasnet min = 51.80 max = 52.14 avg = 51.98
proxylessnasnet min = 53.02 max = 53.58 avg = 53.32
efficientnet_b0 min = 73.92 max = 74.44 avg = 74.19
efficientnetv2_b0 min = 79.10 max = 79.60 avg = 79.34
regnety_400m min = 65.27 max = 66.12 avg = 65.70
blazeface min = 8.62 max = 8.75 avg = 8.69
googlenet min = 113.74 max = 115.14 avg = 114.35
googlenet_int8 min = 100.87 max = 101.71 avg = 101.25
resnet18 min = 122.27 max = 125.39 avg = 123.12
resnet18_int8 min = 82.19 max = 94.12 avg = 83.92
alexnet min = 75.75 max = 78.08 avg = 76.40
vgg16 min = 541.66 max = 552.56 avg = 547.09
vgg16_int8 min = 391.44 max = 395.73 avg = 394.23
resnet50 min = 261.90 max = 263.91 avg = 262.83
resnet50_int8 min = 195.60 max = 198.08 avg = 196.65
squeezenet_ssd min = 127.01 max = 129.85 avg = 127.61
squeezenet_ssd_int8 min = 104.98 max = 107.67 avg = 105.47
mobilenet_ssd min = 120.43 max = 123.28 avg = 121.46
mobilenet_ssd_int8 min = 70.70 max = 72.85 avg = 71.14
mobilenet_yolo min = 270.89 max = 273.42 avg = 272.33
mobilenetv2_yolov3 min = 183.85 max = 185.73 avg = 184.88
yolov4-tiny min = 205.95 max = 209.90 avg = 207.22
nanodet_m min = 68.08 max = 68.69 avg = 68.38
yolo-fastest-1.1 min = 47.97 max = 48.20 avg = 48.06
yolo-fastestv2 min = 37.17 max = 37.69 avg = 37.47
vision_transformer min = 1872.31 max = 1964.95 avg = 1909.21
FastestDet min = 38.39 max = 39.17 avg = 38.69
pi@raspberrypi:~/ncnn/build/benchmark $ ./benchncnn 10 1 0 -1 1
loop_count = 10
num_threads = 1
powersave = 0
gpu_device = -1
cooling_down = 1
squeezenet min = 73.35 max = 75.10 avg = 73.96
squeezenet_int8 min = 69.17 max = 69.66 avg = 69.42
mobilenet min = 123.76 max = 125.35 avg = 124.32
mobilenet_int8 min = 84.66 max = 85.24 avg = 84.82
mobilenet_v2 min = 92.98 max = 94.05 avg = 93.48
mobilenet_v3 min = 72.48 max = 73.14 avg = 72.81
shufflenet min = 47.17 max = 47.83 avg = 47.51
shufflenet_v2 min = 41.62 max = 42.60 avg = 42.12
mnasnet min = 83.60 max = 84.35 avg = 83.98
proxylessnasnet min = 98.48 max = 99.33 avg = 98.78
efficientnet_b0 min = 129.45 max = 130.02 avg = 129.73
efficientnetv2_b0 min = 155.06 max = 156.70 avg = 155.76
regnety_400m min = 105.39 max = 106.03 avg = 105.70
blazeface min = 12.54 max = 12.84 avg = 12.65
googlenet min = 235.38 max = 236.34 avg = 235.94
googlenet_int8 min = 209.63 max = 210.39 avg = 210.00
resnet18 min = 190.80 max = 191.43 avg = 191.10
resnet18_int8 min = 157.92 max = 158.97 avg = 158.50
alexnet min = 139.34 max = 139.44 avg = 139.40
vgg16 min = 1066.58 max = 1079.30 avg = 1071.85
vgg16_int8 min = 866.15 max = 873.75 avg = 869.84
resnet50 min = 533.15 max = 535.12 avg = 534.11
resnet50_int8 min = 423.72 max = 424.24 avg = 423.96
squeezenet_ssd min = 178.90 max = 179.53 avg = 179.30
squeezenet_ssd_int8 min = 157.05 max = 159.06 avg = 157.89
mobilenet_ssd min = 250.71 max = 251.26 avg = 251.00
mobilenet_ssd_int8 min = 170.21 max = 170.96 avg = 170.56
mobilenet_yolo min = 557.48 max = 560.08 avg = 558.80
mobilenetv2_yolov3 min = 301.60 max = 307.98 avg = 306.52
yolov4-tiny min = 370.55 max = 375.69 avg = 372.99
nanodet_m min = 103.05 max = 103.74 avg = 103.45
yolo-fastest-1.1 min = 56.58 max = 57.44 avg = 57.01
yolo-fastestv2 min = 46.69 max = 47.34 avg = 47.03
vision_transformer min = 6605.19 max = 6606.66 avg = 6605.73
FastestDet min = 52.11 max = 52.97 avg = 52.61
pi@raspberrypi:~/ncnn/benchmark $ ./benchncnn 10 4 0 -1 -1 >> text.out
loop_count = 10
num_threads = 4
powersave = 0
gpu_device = -1
cooling_down = 1
squeezenet min = 6.74 max = 8.16 avg = 7.38
squeezenet_int8 min = 6.97 max = 7.67 avg = 7.21
mobilenet min = 9.00 max = 72.98 avg = 33.88
mobilenet_int8 min = 8.68 max = 8.80 avg = 8.74
mobilenet_v2 min = 10.46 max = 10.63 avg = 10.52
mobilenet_v3 min = 7.30 max = 7.44 avg = 7.35
shufflenet min = 4.14 max = 4.18 avg = 4.16
shufflenet_v2 min = 3.37 max = 3.41 avg = 3.39
mnasnet min = 6.83 max = 8.55 avg = 7.10
proxylessnasnet min = 7.85 max = 7.97 avg = 7.88
efficientnet_b0 min = 12.28 max = 12.37 avg = 12.33
efficientnetv2_b0 min = 13.54 max = 13.84 avg = 13.69
regnety_400m min = 10.93 max = 11.07 avg = 10.99
blazeface min = 1.45 max = 1.48 avg = 1.47
googlenet min = 25.13 max = 25.47 avg = 25.35
googlenet_int8 min = 24.00 max = 24.23 avg = 24.12
resnet18 min = 19.84 max = 20.19 avg = 19.96
resnet18_int8 min = 16.68 max = 16.83 avg = 16.74
alexnet min = 21.21 max = 21.54 avg = 21.36
vgg16 min = 127.75 max = 134.00 avg = 129.24
vgg16_int8 min = 106.39 max = 110.66 avg = 107.01
resnet50 min = 45.94 max = 46.54 avg = 46.21
resnet50_int8 min = 40.16 max = 42.58 avg = 40.75
squeezenet_ssd min = 30.10 max = 30.95 avg = 30.37
squeezenet_ssd_int8 min = 27.71 max = 29.03 avg = 28.15
mobilenet_ssd min = 24.16 max = 24.89 avg = 24.52
mobilenet_ssd_int8 min = 21.79 max = 22.37 avg = 22.05
mobilenet_yolo min = 58.06 max = 58.45 avg = 58.19
mobilenetv2_yolov3 min = 37.49 max = 37.94 avg = 37.68
yolov4-tiny min = 44.45 max = 60.58 avg = 46.29
nanodet_m min = 11.01 max = 11.28 avg = 11.18
yolo-fastest-1.1 min = 5.53 max = 5.97 avg = 5.62
yolo-fastestv2 min = 4.76 max = 4.84 avg = 4.80
vision_transformer min = 600.65 max = 622.47 avg = 611.65
FastestDet min = 4.83 max = 6.94 avg = 5.34
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 = 11.77 max = 12.18 avg = 11.87
squeezenet_int8 min = 11.67 max = 11.98 avg = 11.82
mobilenet min = 20.24 max = 20.59 avg = 20.30
mobilenet_int8 min = 14.38 max = 14.51 avg = 14.44
mobilenet_v2 min = 16.21 max = 16.49 avg = 16.38
mobilenet_v3 min = 11.64 max = 12.12 avg = 11.80
shufflenet min = 7.17 max = 7.24 avg = 7.20
shufflenet_v2 min = 7.07 max = 7.21 avg = 7.14
mnasnet min = 12.93 max = 13.03 avg = 12.99
proxylessnasnet min = 15.72 max = 15.80 avg = 15.74
efficientnet_b0 min = 24.12 max = 24.53 avg = 24.20
efficientnetv2_b0 min = 27.59 max = 28.04 avg = 27.75
regnety_400m min = 16.41 max = 16.66 avg = 16.49
blazeface min = 2.98 max = 3.04 avg = 3.02
googlenet min = 48.62 max = 48.87 avg = 48.71
googlenet_int8 min = 49.07 max = 49.26 avg = 49.15
resnet18 min = 29.54 max = 30.17 avg = 29.68
resnet18_int8 min = 36.30 max = 36.55 avg = 36.42
alexnet min = 35.24 max = 35.86 avg = 35.62
vgg16 min = 188.84 max = 190.87 avg = 189.63
vgg16_int8 min = 272.27 max = 274.15 avg = 273.10
resnet50 min = 89.04 max = 89.87 avg = 89.43
resnet50_int8 min = 80.00 max = 80.50 avg = 80.16
squeezenet_ssd min = 38.02 max = 38.69 avg = 38.29
squeezenet_ssd_int8 min = 40.58 max = 41.17 avg = 40.94
mobilenet_ssd min = 45.42 max = 47.08 avg = 45.90
mobilenet_ssd_int8 min = 36.05 max = 37.02 avg = 36.35
mobilenet_yolo min = 104.82 max = 106.56 avg = 105.69
mobilenetv2_yolov3 min = 60.11 max = 60.29 avg = 60.19
yolov4-tiny min = 67.61 max = 69.05 avg = 68.02
nanodet_m min = 19.63 max = 19.81 avg = 19.69
yolo-fastest-1.1 min = 8.10 max = 8.14 avg = 8.12
yolo-fastestv2 min = 7.21 max = 7.26 avg = 7.24
vision_transformer min = 1249.08 max = 1253.32 avg = 1250.30
FastestDet min = 7.33 max = 7.44 avg = 7.38
fan@raspberrypi:~/ncnn/benchmark $ ../build/benchmark/benchncnn 10 $(nproc) 0 0
[0 V3D 7.1.7] queueC=0[1] queueG=0[1] queueT=0[1]
[0 V3D 7.1.7] bugsbn1=0 bugbilz=0 bugcopc=0 bugihfa=0
[0 V3D 7.1.7] fp16-p/s/a=1/1/0 int8-p/s/a=1/1/0
[0 V3D 7.1.7] subgroup=16 basic/vote/ballot/shuffle=1/0/0/0
[0 V3D 7.1.7] fp16-matrix-16_8_8/16_8_16/16_16_16=0/0/0
[1 llvmpipe (LLVM 15.0.6, 128 bits)] queueC=0[1] queueG=0[1] queueT=0[1]
[1 llvmpipe (LLVM 15.0.6, 128 bits)] bugsbn1=0 bugbilz=0 bugcopc=0 bugihfa=0
[1 llvmpipe (LLVM 15.0.6, 128 bits)] fp16-p/s/a=1/1/1 int8-p/s/a=1/1/1
[1 llvmpipe (LLVM 15.0.6, 128 bits)] subgroup=4 basic/vote/ballot/shuffle=1/1/1/1
[1 llvmpipe (LLVM 15.0.6, 128 bits)] fp16-matrix-16_8_8/16_8_16/16_16_16=0/0/0
loop_count = 10
num_threads = 4
powersave = 0
gpu_device = 0
cooling_down = 1
squeezenet min = 120.75 max = 121.31 avg = 120.94
squeezenet_int8 min = 9.57 max = 24.49 avg = 11.23
mobilenet min = 160.32 max = 160.75 avg = 160.53
mobilenet_int8 min = 11.29 max = 11.47 avg = 11.37
mobilenet_v2 min = 121.05 max = 121.93 avg = 121.46
mobilenet_v3 min = 117.90 max = 119.20 avg = 118.48
shufflenet min = 70.82 max = 71.55 avg = 71.04
shufflenet_v2 min = 97.74 max = 98.58 avg = 98.00
mnasnet min = 118.21 max = 118.76 avg = 118.44
proxylessnasnet min = 124.28 max = 124.92 avg = 124.52
efficientnet_b0 min = 187.48 max = 188.38 avg = 187.93
efficientnetv2_b0 min = 270.11 max = 280.80 avg = 272.26
regnety_400m min = 142.14 max = 143.25 avg = 142.66
blazeface min = 31.97 max = 32.41 avg = 32.17
googlenet min = 346.30 max = 347.47 avg = 346.81
googlenet_int8 min = 30.77 max = 32.26 avg = 31.52
resnet18 min = 346.96 max = 347.50 avg = 347.26
resnet18_int8 min = 19.95 max = 20.95 avg = 20.48
alexnet min = 181.57 max = 182.03 avg = 181.75
vgg16 min = 1776.00 max = 1776.66 avg = 1776.40
vgg16_int8 min = 134.10 max = 141.76 avg = 136.32
resnet50 min = 841.90 max = 842.50 avg = 842.16
resnet50_int8 min = 54.29 max = 55.22 avg = 54.54
squeezenet_ssd min = 461.71 max = 468.09 avg = 466.97
squeezenet_ssd_int8 min = 38.05 max = 39.00 avg = 38.58
mobilenet_ssd min = 379.50 max = 381.66 avg = 380.14
mobilenet_ssd_int8 min = 29.91 max = 30.77 avg = 30.13
mobilenet_yolo min = 753.61 max = 755.06 avg = 753.97
mobilenetv2_yolov3 min = 382.18 max = 389.90 avg = 386.97
yolov4-tiny min = 673.87 max = 674.71 avg = 674.07
nanodet_m min = 206.55 max = 210.48 avg = 209.69
yolo-fastest-1.1 min = 109.98 max = 111.18 avg = 110.45
yolo-fastestv2 min = 86.07 max = 87.16 avg = 86.51
vision_transformer min = 20594.51 max = 20601.53 avg = 20596.59
FastestDet min = 90.25 max = 91.00 avg = 90.64
Raspberry Pi 5 Broadcom BCM2712 Overclock to 2.9Ghz, VideoCore VII Graphics Overclock to 1.1Ghz (Vulkan 1.2)
pi@raspberrypi:~/ncnn/build/benchmark $ sudo echo "arm_freq=2900" >> /boot/firmware/config.txt
pi@raspberrypi:~/ncnn/build/benchmark $ sudo echo "gpu_freq=1100" >> /boot/firmware/config.txt
pi@raspberrypi:~/ncnn/build/benchmark $ sudo reboot
pi@raspberrypi:~/ncnn/build/benchmark $ ./benchncnn 10 4 0 0
[0 V3D 7.1.7] queueC=0[1] queueG=0[1] queueT=0[1]
[0 V3D 7.1.7] bugsbn1=0 bugbilz=0 bugcopc=0 bugihfa=0
[0 V3D 7.1.7] fp16-p/s/u/a=1/1/1/0 int8-p/s/u/a=1/1/1/0
[0 V3D 7.1.7] subgroup=16 basic/vote/ballot/shuffle=1/0/0/0
[0 V3D 7.1.7] fp16-8x8x16/16x8x8/16x8x16/16x16x16=0/0/0/0
[1 llvmpipe (LLVM 15.0.6, 128 bits)] queueC=0[1] queueG=0[1] queueT=0[1]
[1 llvmpipe (LLVM 15.0.6, 128 bits)] bugsbn1=0 bugbilz=0 bugcopc=0 bugihfa=0
[1 llvmpipe (LLVM 15.0.6, 128 bits)] fp16-p/s/u/a=1/1/1/1 int8-p/s/u/a=1/1/1/1
[1 llvmpipe (LLVM 15.0.6, 128 bits)] subgroup=4 basic/vote/ballot/shuffle=1/1/1/1
[1 llvmpipe (LLVM 15.0.6, 128 bits)] fp16-8x8x16/16x8x8/16x8x16/16x16x16=0/0/0/0
loop_count = 10
num_threads = 4
powersave = 0
gpu_device = 0
cooling_down = 1
squeezenet min = 106.98 max = 107.05 avg = 107.02
squeezenet_int8 min = 8.51 max = 8.83 avg = 8.65
mobilenet min = 147.66 max = 147.71 avg = 147.68
mobilenet_int8 min = 10.21 max = 10.54 avg = 10.37
mobilenet_v2 min = 110.11 max = 110.23 avg = 110.18
mobilenet_v3 min = 101.84 max = 102.03 avg = 101.92
shufflenet min = 59.77 max = 59.84 avg = 59.80
shufflenet_v2 min = 81.46 max = 81.60 avg = 81.51
mnasnet min = 105.88 max = 105.98 avg = 105.94
proxylessnasnet min = 108.82 max = 108.89 avg = 108.86
efficientnet_b0 min = 168.79 max = 168.93 avg = 168.87
efficientnetv2_b0 min = 232.52 max = 232.80 avg = 232.65
regnety_400m min = 130.33 max = 130.49 avg = 130.36
blazeface min = 22.23 max = 22.49 avg = 22.39
googlenet min = 299.25 max = 299.37 avg = 299.31
googlenet_int8 min = 29.21 max = 29.97 avg = 29.58
resnet18 min = 304.47 max = 304.64 avg = 304.58
resnet18_int8 min = 19.31 max = 20.77 avg = 20.24
alexnet min = 203.68 max = 203.79 avg = 203.76
vgg16 min = 1571.91 max = 1572.22 avg = 1572.06
vgg16_int8 min = 128.46 max = 130.89 avg = 129.96
resnet50 min = 754.16 max = 754.33 avg = 754.26
resnet50_int8 min = 52.65 max = 53.48 avg = 53.09
squeezenet_ssd min = 398.22 max = 398.36 avg = 398.28
squeezenet_ssd_int8 min = 34.26 max = 34.67 avg = 34.51
mobilenet_ssd min = 344.81 max = 344.99 avg = 344.89
mobilenet_ssd_int8 min = 27.59 max = 28.01 avg = 27.77
mobilenet_yolo min = 712.53 max = 712.63 avg = 712.59
mobilenetv2_yolov3 min = 362.81 max = 363.11 avg = 362.90
yolov4-tiny min = 589.30 max = 589.51 avg = 589.39
nanodet_m min = 178.83 max = 178.97 avg = 178.88
yolo-fastest-1.1 min = 92.36 max = 92.58 avg = 92.45
yolo-fastestv2 min = 70.68 max = 70.84 avg = 70.74
vision_transformer min = 18615.94 max = 18648.17 avg = 18633.77
FastestDet min = 74.59 max = 74.68 avg = 74.63
pi@raspberrypi:~/ncnn/build/benchmark $ ./benchncnn 10 4 0 -1
loop_count = 10
num_threads = 4
powersave = 0
gpu_device = -1
cooling_down = 1
squeezenet min = 7.61 max = 7.76 avg = 7.70
squeezenet_int8 min = 7.97 max = 8.68 avg = 8.23
mobilenet min = 9.65 max = 9.91 avg = 9.80
mobilenet_int8 min = 10.60 max = 36.93 avg = 13.29
mobilenet_v2 min = 12.25 max = 12.64 avg = 12.40
mobilenet_v3 min = 8.14 max = 8.26 avg = 8.20
shufflenet min = 3.72 max = 3.82 avg = 3.77
shufflenet_v2 min = 2.99 max = 3.10 avg = 3.05
mnasnet min = 7.27 max = 7.46 avg = 7.37
proxylessnasnet min = 8.39 max = 8.55 avg = 8.48
efficientnet_b0 min = 13.15 max = 13.59 avg = 13.39
efficientnetv2_b0 min = 14.79 max = 15.30 avg = 14.91
regnety_400m min = 9.49 max = 9.71 avg = 9.57
blazeface min = 1.41 max = 1.46 avg = 1.43
googlenet min = 28.60 max = 28.87 avg = 28.73
googlenet_int8 min = 27.09 max = 27.77 avg = 27.47
resnet18 min = 21.47 max = 21.88 avg = 21.65
resnet18_int8 min = 20.07 max = 20.30 avg = 20.24
alexnet min = 22.75 max = 23.47 avg = 23.05
vgg16 min = 154.32 max = 158.51 avg = 157.40
vgg16_int8 min = 127.78 max = 162.60 avg = 133.21
resnet50 min = 49.36 max = 49.86 avg = 49.63
resnet50_int8 min = 46.44 max = 46.89 avg = 46.74
squeezenet_ssd min = 37.31 max = 74.95 avg = 41.30
squeezenet_ssd_int8 min = 32.62 max = 33.63 avg = 33.09
mobilenet_ssd min = 27.40 max = 27.99 avg = 27.68
mobilenet_ssd_int8 min = 26.70 max = 27.71 avg = 27.23
mobilenet_yolo min = 60.25 max = 61.10 avg = 60.67
mobilenetv2_yolov3 min = 43.51 max = 44.29 avg = 43.87
yolov4-tiny min = 51.63 max = 52.64 avg = 52.24
nanodet_m min = 11.89 max = 12.06 avg = 11.97
yolo-fastest-1.1 min = 5.63 max = 5.78 avg = 5.69
yolo-fastestv2 min = 5.34 max = 5.48 avg = 5.40
vision_transformer min = 481.78 max = 506.72 avg = 493.05
FastestDet min = 4.91 max = 5.14 avg = 5.01
loop_count = 8
num_threads = 4
powersave = 0
gpu_device = -1
cooling_down = 1
squeezenet min = 119.52 max = 120.29 avg = 119.93
squeezenet_int8 min = 96.32 max = 96.96 avg = 96.55
mobilenet min = 162.60 max = 165.49 avg = 163.19
mobilenet_int8 min = 90.78 max = 91.39 avg = 91.03
mobilenet_v2 min = 145.71 max = 148.83 avg = 147.39
mobilenet_v3 min = 113.89 max = 151.95 avg = 119.04
shufflenet min = 72.72 max = 73.27 avg = 72.96
shufflenet_v2 min = 63.64 max = 64.50 avg = 64.13
mnasnet min = 126.07 max = 126.93 avg = 126.53
proxylessnasnet min = 139.90 max = 140.84 avg = 140.35
efficientnet_b0 min = 201.88 max = 202.55 avg = 202.14
efficientnetv2_b0 min = 227.22 max = 228.84 avg = 228.09
regnety_400m min = 156.49 max = 157.47 avg = 156.96
blazeface min = 22.79 max = 23.28 avg = 23.10
googlenet min = 323.74 max = 324.90 avg = 324.45
googlenet_int8 min = 250.86 max = 252.82 avg = 251.63
resnet18 min = 351.37 max = 355.67 avg = 353.45
resnet18_int8 min = 194.83 max = 196.68 avg = 195.51
alexnet min = 271.18 max = 273.53 avg = 272.18
resnet50 min = 777.44 max = 797.47 avg = 782.63
resnet50_int8 min = 496.78 max = 498.86 avg = 497.57
squeezenet_ssd min = 376.10 max = 382.41 avg = 379.13
squeezenet_ssd_int8 min = 255.99 max = 257.57 avg = 256.78
mobilenet_ssd min = 338.64 max = 339.93 avg = 339.50
mobilenet_ssd_int8 min = 190.24 max = 190.68 avg = 190.48
mobilenet_yolo min = 746.83 max = 748.14 avg = 747.53
mobilenetv2_yolov3 min = 487.99 max = 491.18 avg = 489.37
yolov4-tiny min = 644.73 max = 652.24 avg = 646.64
nanodet_m min = 165.27 max = 167.12 avg = 166.27
yolo-fastest-1.1 min = 98.74 max = 100.02 avg = 99.17
yolo-fastestv2 min = 80.52 max = 81.86 avg = 81.29
loop_count = 8
num_threads = 1
powersave = 0
gpu_device = -1
cooling_down = 1
squeezenet min = 240.53 max = 241.07 avg = 240.77
squeezenet_int8 min = 212.63 max = 213.23 avg = 212.94
mobilenet min = 393.79 max = 394.04 avg = 393.94
mobilenet_int8 min = 286.58 max = 286.95 avg = 286.75
mobilenet_v2 min = 273.97 max = 274.51 avg = 274.23
mobilenet_v3 min = 233.77 max = 234.59 avg = 234.20
shufflenet min = 133.05 max = 133.36 avg = 133.23
shufflenet_v2 min = 128.86 max = 129.47 avg = 129.18
mnasnet min = 265.70 max = 266.17 avg = 265.93
proxylessnasnet min = 329.78 max = 330.54 avg = 330.13
efficientnet_b0 min = 518.42 max = 519.38 avg = 519.00
efficientnetv2_b0 min = 594.37 max = 595.17 avg = 594.74
regnety_400m min = 329.53 max = 330.44 avg = 329.87
blazeface min = 42.24 max = 45.56 avg = 43.96
googlenet min = 780.05 max = 780.63 avg = 780.39
googlenet_int8 min = 663.83 max = 664.43 avg = 664.15
resnet18 min = 653.62 max = 657.59 avg = 654.69
resnet18_int8 min = 479.03 max = 479.72 avg = 479.40
alexnet min = 687.99 max = 690.34 avg = 689.15
resnet50 min = 1800.97 max = 1806.11 avg = 1802.79
resnet50_int8 min = 1311.68 max = 1314.56 avg = 1313.15
squeezenet_ssd min = 563.63 max = 565.57 avg = 564.44
squeezenet_ssd_int8 min = 481.24 max = 483.97 avg = 482.20
mobilenet_ssd min = 799.21 max = 829.10 avg = 803.56
mobilenet_ssd_int8 min = 568.11 max = 568.88 avg = 568.42
mobilenet_yolo min = 1815.60 max = 1816.44 avg = 1815.93
mobilenetv2_yolov3 min = 951.34 max = 952.15 avg = 951.72
yolov4-tiny min = 1258.21 max = 1259.49 avg = 1258.66
nanodet_m min = 301.04 max = 304.09 avg = 301.70
yolo-fastest-1.1 min = 155.04 max = 155.98 avg = 155.53
yolo-fastestv2 min = 126.77 max = 127.40 avg = 127.05
loop_count = 8
num_threads = 4
powersave = 0
gpu_device = -1
cooling_down = 1
squeezenet min = 230.97 max = 232.18 avg = 231.49
squeezenet_int8 min = 171.12 max = 172.87 avg = 171.68
mobilenet min = 327.65 max = 340.92 avg = 329.88
mobilenet_int8 min = 166.58 max = 169.55 avg = 167.47
mobilenet_v2 min = 276.81 max = 278.67 avg = 277.55
mobilenet_v3 min = 220.74 max = 225.14 avg = 222.08
shufflenet min = 147.97 max = 157.68 avg = 149.40
shufflenet_v2 min = 146.56 max = 154.90 avg = 148.25
mnasnet min = 243.06 max = 244.47 avg = 243.80
proxylessnasnet min = 260.38 max = 261.47 avg = 260.66
efficientnet_b0 min = 368.98 max = 371.03 avg = 369.96
efficientnetv2_b0 min = 433.96 max = 459.25 avg = 437.52
regnety_400m min = 307.53 max = 312.29 avg = 308.68
blazeface min = 46.54 max = 47.35 avg = 46.98
googlenet min = 647.86 max = 669.20 avg = 651.19
googlenet_int8 min = 439.90 max = 442.35 avg = 441.38
resnet18 min = 642.53 max = 856.58 avg = 698.28
resnet18_int8 min = 352.10 max = 354.51 avg = 353.44
alexnet min = 593.16 max = 624.20 avg = 598.66
resnet50 min = 1556.12 max = 1782.22 avg = 1606.86
resnet50_int8 min = 911.63 max = 999.42 avg = 924.37
squeezenet_ssd min = 653.85 max = 658.07 avg = 655.19
squeezenet_ssd_int8 min = 456.26 max = 467.76 avg = 459.87
mobilenet_ssd min = 671.93 max = 682.64 avg = 674.88
mobilenet_ssd_int8 min = 347.18 max = 349.07 avg = 347.81
mobilenet_yolo min = 1471.16 max = 1492.65 avg = 1479.30
mobilenetv2_yolov3 min = 895.90 max = 906.60 avg = 899.74
yolov4-tiny min = 1178.53 max = 1205.79 avg = 1183.98
nanodet_m min = 358.89 max = 366.07 avg = 362.20
yolo-fastest-1.1 min = 189.93 max = 192.18 avg = 190.91
yolo-fastestv2 min = 158.60 max = 161.33 avg = 159.43
loop_count = 8
num_threads = 1
powersave = 0
gpu_device = -1
cooling_down = 1
squeezenet min = 602.97 max = 604.97 avg = 603.46
squeezenet_int8 min = 431.18 max = 432.42 avg = 431.77
mobilenet min = 971.52 max = 986.64 avg = 974.04
mobilenet_int8 min = 556.74 max = 556.98 avg = 556.84
mobilenet_v2 min = 682.85 max = 684.17 avg = 683.34
mobilenet_v3 min = 585.10 max = 585.76 avg = 585.57
shufflenet min = 340.64 max = 342.63 avg = 341.26
shufflenet_v2 min = 322.41 max = 324.13 avg = 323.35
mnasnet min = 644.30 max = 645.93 avg = 644.71
proxylessnasnet min = 732.50 max = 733.30 avg = 732.96
efficientnet_b0 min = 1084.70 max = 1094.98 avg = 1086.52
efficientnetv2_b0 min = 1282.27 max = 1283.67 avg = 1282.60
regnety_400m min = 764.60 max = 768.54 avg = 765.30
blazeface min = 100.48 max = 106.28 avg = 103.33
googlenet min = 1878.69 max = 1883.96 avg = 1880.76
googlenet_int8 min = 1274.31 max = 1296.02 avg = 1279.59
resnet18 min = 1837.91 max = 1843.95 avg = 1839.17
resnet18_int8 min = 1011.98 max = 1014.43 avg = 1013.01
alexnet min = 1997.59 max = 2001.81 avg = 1999.42
resnet50 min = 4844.31 max = 4857.05 avg = 4847.80
resnet50_int8 min = 2792.59 max = 2810.08 avg = 2797.30
squeezenet_ssd min = 1438.96 max = 1443.31 avg = 1441.09
squeezenet_ssd_int8 min = 1046.76 max = 1053.00 avg = 1049.22
mobilenet_ssd min = 2018.66 max = 2023.70 avg = 2019.67
mobilenet_ssd_int8 min = 1129.16 max = 1130.62 avg = 1129.82
mobilenet_yolo min = 4724.90 max = 4728.57 avg = 4726.41
mobilenetv2_yolov3 min = 2410.67 max = 2427.95 avg = 2413.89
yolov4-tiny min = 3177.27 max = 3185.52 avg = 3179.71
nanodet_m min = 761.38 max = 768.79 avg = 766.53
yolo-fastest-1.1 min = 391.82 max = 393.32 avg = 392.39
yolo-fastestv2 min = 316.93 max = 319.86 avg = 318.33
loop_count = 10
num_threads = 4
powersave = 0
gpu_device = -1
cooling_down = 1
squeezenet min = 34.51 max = 106.19 avg = 79.43
squeezenet_int8 min = 31.48 max = 49.87 avg = 34.65
mobilenet min = 42.23 max = 45.36 avg = 42.89
mobilenet_int8 min = 35.97 max = 53.84 avg = 38.77
mobilenet_v2 min = 39.61 max = 40.35 avg = 40.00
mobilenet_v3 min = 31.19 max = 31.85 avg = 31.50
shufflenet min = 24.75 max = 27.74 avg = 25.55
shufflenet_v2 min = 22.00 max = 22.70 avg = 22.31
mnasnet min = 34.95 max = 53.55 avg = 37.39
proxylessnasnet min = 39.96 max = 44.32 avg = 40.81
efficientnet_b0 min = 49.76 max = 67.77 avg = 52.61
efficientnetv2_b0 min = 64.00 max = 85.78 avg = 67.06
regnety_400m min = 55.23 max = 73.22 avg = 57.87
blazeface min = 7.80 max = 10.39 avg = 8.27
googlenet min = 98.24 max = 118.27 avg = 101.78
googlenet_int8 min = 98.81 max = 115.66 avg = 101.52
resnet18 min = 75.33 max = 88.59 avg = 78.19
resnet18_int8 min = 76.31 max = 95.17 avg = 79.03
alexnet min = 65.07 max = 73.80 avg = 67.18
vgg16 min = 423.20 max = 455.15 avg = 436.32
vgg16_int8 min = 591.82 max = 620.22 avg = 607.55
resnet50 min = 185.53 max = 207.10 avg = 193.03
resnet50_int8 min = 176.84 max = 194.73 avg = 181.81
squeezenet_ssd min = 96.64 max = 118.46 avg = 100.86
squeezenet_ssd_int8 min = 96.61 max = 123.48 avg = 104.64
mobilenet_ssd min = 95.38 max = 110.52 avg = 98.61
mobilenet_ssd_int8 min = 76.21 max = 95.41 avg = 79.10
mobilenet_yolo min = 210.73 max = 235.47 avg = 221.72
mobilenetv2_yolov3 min = 134.59 max = 154.33 avg = 139.54
yolov4-tiny min = 167.79 max = 191.60 avg = 171.25
nanodet_m min = 63.22 max = 80.73 avg = 66.25
yolo-fastest-1.1 min = 32.87 max = 88.05 avg = 47.36
yolo-fastestv2 min = 26.03 max = 27.01 avg = 26.54
vision_transformer min = 3682.51 max = 3882.79 avg = 3809.42
FastestDet min = 30.69 max = 50.65 avg = 33.65
./benchncnn 4 4 2 -1 1
loop_count = 4
num_threads = 4
powersave = 2
gpu_device = -1
cooling_down = 1
squeezenet min = 14.15 max = 14.21 avg = 14.17
squeezenet_int8 min = 21.05 max = 21.12 avg = 21.09
mobilenet min = 19.22 max = 19.30 avg = 19.25
mobilenet_int8 min = 18.65 max = 19.52 avg = 19.07
mobilenet_v2 min = 20.23 max = 21.01 avg = 20.63
mobilenet_v3 min = 15.34 max = 15.48 avg = 15.41
shufflenet min = 10.30 max = 10.37 avg = 10.33
shufflenet_v2 min = 9.18 max = 9.34 avg = 9.23
mnasnet min = 15.58 max = 15.62 avg = 15.60
proxylessnasnet min = 19.64 max = 19.73 avg = 19.67
efficientnet_b0 min = 25.62 max = 25.81 avg = 25.69
efficientnetv2_b0 min = 36.95 max = 37.46 avg = 37.17
regnety_400m min = 23.75 max = 24.13 avg = 23.90
blazeface min = 3.37 max = 3.42 avg = 3.40
googlenet min = 57.36 max = 58.32 avg = 57.88
googlenet_int8 min = 60.80 max = 62.30 avg = 61.50
resnet18 min = 39.99 max = 40.34 avg = 40.17
resnet18_int8 min = 54.18 max = 56.08 avg = 55.16
alexnet min = 41.87 max = 42.21 avg = 42.08
vgg16 min = 260.14 max = 260.94 avg = 260.51
vgg16_int8 min = 347.42 max = 348.90 avg = 348.30
resnet50 min = 90.91 max = 91.26 avg = 91.07
resnet50_int8 min = 121.94 max = 122.56 avg = 122.28
squeezenet_ssd min = 57.11 max = 57.57 avg = 57.37
squeezenet_ssd_int8 min = 74.70 max = 75.18 avg = 74.91
mobilenet_ssd min = 49.60 max = 49.96 avg = 49.71
mobilenet_ssd_int8 min = 49.45 max = 49.93 avg = 49.63
mobilenet_yolo min = 114.98 max = 115.37 avg = 115.18
mobilenetv2_yolov3 min = 75.74 max = 75.97 avg = 75.87
yolov4-tiny min = 99.09 max = 99.43 avg = 99.25
nanodet_m min = 29.40 max = 29.77 avg = 29.60
yolo-fastest-1.1 min = 13.78 max = 13.85 avg = 13.82
yolo-fastestv2 min = 12.91 max = 13.10 avg = 12.98
vision_transformer min = 1641.78 max = 1648.71 avg = 1646.65
FastestDet min = 12.24 max = 12.61 avg = 12.42
vim3:/data/local/tmp # ./benchncnn 8 4 2 -1 1
loop_count = 8
num_threads = 4
powersave = 2
gpu_device = -1
cooling_down = 1
squeezenet min = 30.98 max = 31.26 avg = 31.09
squeezenet_int8 min = 24.70 max = 24.84 avg = 24.78
mobilenet min = 42.57 max = 43.37 avg = 42.96
mobilenet_int8 min = 22.33 max = 22.52 avg = 22.44
mobilenet_v2 min = 39.36 max = 39.77 avg = 39.56
mobilenet_v3 min = 30.13 max = 30.45 avg = 30.28
shufflenet min = 21.62 max = 21.94 avg = 21.80
shufflenet_v2 min = 18.83 max = 19.24 avg = 19.05
mnasnet min = 33.54 max = 34.08 avg = 33.80
proxylessnasnet min = 35.81 max = 36.05 avg = 35.95
efficientnet_b0 min = 53.82 max = 54.44 avg = 54.21
efficientnetv2_b0 min = 62.20 max = 62.60 avg = 62.43
regnety_400m min = 48.82 max = 49.27 avg = 49.05
blazeface min = 6.34 max = 6.51 avg = 6.43
googlenet min = 81.96 max = 82.53 avg = 82.23
googlenet_int8 min = 64.42 max = 65.00 avg = 64.77
resnet18 min = 77.00 max = 77.83 avg = 77.46
resnet18_int8 min = 48.91 max = 49.14 avg = 49.05
alexnet min = 60.43 max = 60.93 avg = 60.69
vgg16 min = 414.89 max = 423.00 avg = 418.75
vgg16_int8 min = 245.58 max = 246.37 avg = 245.94
resnet50 min = 185.53 max = 187.35 avg = 186.18
resnet50_int8 min = 123.36 max = 124.75 avg = 124.17
squeezenet_ssd min = 85.87 max = 86.42 avg = 86.23
squeezenet_ssd_int8 min = 64.90 max = 65.24 avg = 65.08
mobilenet_ssd min = 88.32 max = 90.02 avg = 89.10
mobilenet_ssd_int8 min = 46.85 max = 47.18 avg = 46.98
mobilenet_yolo min = 192.33 max = 195.38 avg = 194.10
mobilenetv2_yolov3 min = 127.33 max = 128.58 avg = 127.96
yolov4-tiny min = 150.44 max = 152.02 avg = 151.20
nanodet_m min = 54.22 max = 54.61 avg = 54.37
yolo-fastest-1.1 min = 28.13 max = 28.76 avg = 28.40
yolo-fastestv2 min = 22.10 max = 22.26 avg = 22.19
vim3:/data/local/tmp # ./benchncnn 4 1 2 -1 1
loop_count = 4
num_threads = 1
powersave = 2
gpu_device = -1
cooling_down = 1
squeezenet min = 68.25 max = 68.85 avg = 68.67
squeezenet_int8 min = 51.92 max = 52.08 avg = 52.01
mobilenet min = 112.69 max = 113.72 avg = 113.33
mobilenet_int8 min = 66.43 max = 66.89 avg = 66.68
mobilenet_v2 min = 81.36 max = 81.77 avg = 81.62
mobilenet_v3 min = 62.33 max = 63.39 avg = 62.94
shufflenet min = 37.84 max = 38.03 avg = 37.93
shufflenet_v2 min = 37.33 max = 38.08 avg = 37.68
mnasnet min = 73.83 max = 74.32 avg = 74.03
proxylessnasnet min = 85.19 max = 86.43 avg = 85.84
efficientnet_b0 min = 138.68 max = 139.69 avg = 139.19
efficientnetv2_b0 min = 167.53 max = 167.99 avg = 167.75
regnety_400m min = 94.78 max = 95.81 avg = 95.21
blazeface min = 11.22 max = 11.43 avg = 11.28
googlenet min = 229.35 max = 230.91 avg = 229.89
googlenet_int8 min = 173.04 max = 173.48 avg = 173.24
resnet18 min = 191.54 max = 193.78 avg = 192.49
resnet18_int8 min = 132.97 max = 133.51 avg = 133.25
alexnet min = 140.31 max = 141.95 avg = 141.18
vgg16 min = 1093.71 max = 1100.95 avg = 1097.64
vgg16_int8 min = 734.44 max = 736.16 avg = 735.05
resnet50 min = 530.38 max = 533.93 avg = 531.87
resnet50_int8 min = 332.88 max = 334.22 avg = 333.71
squeezenet_ssd min = 159.08 max = 160.98 avg = 160.16
squeezenet_ssd_int8 min = 126.97 max = 127.96 avg = 127.43
mobilenet_ssd min = 238.92 max = 241.14 avg = 239.70
mobilenet_ssd_int8 min = 135.57 max = 136.02 avg = 135.78
mobilenet_yolo min = 539.59 max = 543.88 avg = 541.90
mobilenetv2_yolov3 min = 281.32 max = 285.05 avg = 283.24
yolov4-tiny min = 381.99 max = 384.93 avg = 383.53
nanodet_m min = 98.32 max = 98.85 avg = 98.60
yolo-fastest-1.1 min = 44.59 max = 44.95 avg = 44.80
yolo-fastestv2 min = 36.88 max = 37.11 avg = 36.98
vim3:/data/local/tmp $ ./benchncnn 8 6 2 0 1
[0 Mali-G52] queueC=0[2] queueG=0[2] queueT=0[2]
[0 Mali-G52] bugsbn1=0 bugbilz=0 bugcopc=0 bugihfa=1
[0 Mali-G52] fp16-p/s/u/a=1/1/1/1 int8-p/s/u/a=1/0/0/0
[0 Mali-G52] subgroup=8 basic/vote/ballot/shuffle=1/0/0/0
[0 Mali-G52] fp16-8x8x16/16x8x8/16x8x16/16x16x16=0/0/0/0
loop_count = 8
num_threads = 6
powersave = 2
gpu_device = 0
cooling_down = 1
squeezenet min = 21.29 max = 21.81 avg = 21.56
squeezenet_int8 min = 37.59 max = 37.85 avg = 37.70
mobilenet min = 32.08 max = 32.61 avg = 32.42
mobilenet_int8 min = 40.12 max = 40.46 avg = 40.28
mobilenet_v2 min = 24.55 max = 24.67 avg = 24.62
mobilenet_v3 min = 25.35 max = 25.60 avg = 25.47
shufflenet min = 18.78 max = 89.48 avg = 35.41
shufflenet_v2 min = 21.15 max = 21.33 avg = 21.22
mnasnet min = 25.08 max = 25.31 avg = 25.21
proxylessnasnet min = 26.97 max = 27.18 avg = 27.05
efficientnet_b0 min = 40.70 max = 40.91 avg = 40.81
efficientnetv2_b0 min = 189.26 max = 192.84 avg = 191.33
regnety_400m min = 30.88 max = 31.17 avg = 31.03
blazeface min = 24.34 max = 24.52 avg = 24.45
googlenet min = 67.14 max = 67.43 avg = 67.30
googlenet_int8 min = 98.06 max = 98.57 avg = 98.35
resnet18 min = 61.13 max = 61.63 avg = 61.44
resnet18_int8 min = 72.63 max = 73.48 avg = 73.01
alexnet min = 68.88 max = 70.34 avg = 69.71
vgg16 min = 347.48 max = 348.48 avg = 347.94
vgg16_int8 min = 342.50 max = 357.78 avg = 353.13
resnet50 min = 158.90 max = 160.10 avg = 159.76
resnet50_int8 min = 211.35 max = 212.68 avg = 212.11
squeezenet_ssd min = 81.61 max = 82.17 avg = 81.91
squeezenet_ssd_int8 min = 85.52 max = 85.98 avg = 85.79
mobilenet_ssd min = 73.38 max = 74.41 avg = 74.02
mobilenet_ssd_int8 min = 85.13 max = 91.47 avg = 86.13
mobilenet_yolo min = 154.47 max = 155.23 avg = 154.74
mobilenetv2_yolov3 min = 100.75 max = 101.96 avg = 101.27
yolov4-tiny min = 140.52 max = 161.68 avg = 153.85
nanodet_m min = 85.27 max = 110.53 avg = 94.81
yolo-fastest-1.1 min = 23.56 max = 42.04 avg = 33.10
yolo-fastestv2 min = 19.54 max = 21.66 avg = 21.01
vision_transformer min = 6395.34 max = 6418.70 avg = 6410.43
FastestDet min = 21.53 max = 23.21 avg = 22.98
rk3588_s:/data/local/tmp # ./benchncnn 8 4 2 -1 1
loop_count = 8
num_threads = 4
powersave = 2
gpu_device = -1
cooling_down = 1
squeezenet min = 7.57 max = 7.68 avg = 7.60
squeezenet_int8 min = 8.43 max = 8.52 avg = 8.46
mobilenet min = 11.01 max = 11.08 avg = 11.05
mobilenet_int8 min = 8.89 max = 8.96 avg = 8.91
mobilenet_v2 min = 8.73 max = 8.78 avg = 8.76
mobilenet_v3 min = 7.90 max = 7.95 avg = 7.92
shufflenet min = 7.95 max = 8.02 avg = 7.99
shufflenet_v2 min = 6.09 max = 6.13 avg = 6.11
mnasnet min = 8.30 max = 8.35 avg = 8.33
proxylessnasnet min = 9.67 max = 9.72 avg = 9.69
efficientnet_b0 min = 17.51 max = 17.60 avg = 17.56
efficientnetv2_b0 min = 28.10 max = 28.17 avg = 28.14
regnety_400m min = 16.33 max = 16.39 avg = 16.35
blazeface min = 2.81 max = 2.89 avg = 2.83
googlenet min = 33.33 max = 33.41 avg = 33.37
googlenet_int8 min = 33.62 max = 33.87 avg = 33.77
resnet18 min = 18.83 max = 18.90 avg = 18.86
resnet18_int8 min = 33.92 max = 34.10 avg = 34.00
alexnet min = 29.07 max = 29.11 avg = 29.09
vgg16 min = 106.86 max = 107.40 avg = 107.06
vgg16_int8 min = 283.66 max = 284.16 avg = 283.94
resnet50 min = 53.70 max = 54.21 avg = 53.83
resnet50_int8 min = 66.11 max = 66.24 avg = 66.15
squeezenet_ssd min = 34.88 max = 35.04 avg = 34.99
squeezenet_ssd_int8 min = 43.25 max = 43.62 avg = 43.37
mobilenet_ssd min = 31.32 max = 31.42 avg = 31.37
mobilenet_ssd_int8 min = 26.11 max = 26.18 avg = 26.13
mobilenet_yolo min = 58.89 max = 59.02 avg = 58.95
mobilenetv2_yolov3 min = 37.53 max = 37.64 avg = 37.58
yolov4-tiny min = 52.95 max = 53.31 avg = 53.03
nanodet_m min = 16.06 max = 16.14 avg = 16.10
yolo-fastest-1.1 min = 8.42 max = 8.47 avg = 8.45
yolo-fastestv2 min = 7.81 max = 7.88 avg = 7.84
rk3588_s:/data/local/tmp # ./benchncnn 8 1 2 -1 1
loop_count = 8
num_threads = 1
powersave = 2
gpu_device = -1
cooling_down = 1
squeezenet min = 25.04 max = 25.14 avg = 25.07
squeezenet_int8 min = 26.29 max = 26.38 avg = 26.33
mobilenet min = 41.17 max = 41.23 avg = 41.19
mobilenet_int8 min = 32.51 max = 32.57 avg = 32.54
mobilenet_v2 min = 27.27 max = 27.31 avg = 27.29
mobilenet_v3 min = 22.49 max = 22.54 avg = 22.51
shufflenet min = 18.15 max = 18.22 avg = 18.18
shufflenet_v2 min = 15.82 max = 15.86 avg = 15.85
mnasnet min = 26.45 max = 26.50 avg = 26.47
proxylessnasnet min = 31.60 max = 31.66 avg = 31.62
efficientnet_b0 min = 55.53 max = 55.68 avg = 55.62
efficientnetv2_b0 min = 96.84 max = 96.92 avg = 96.89
regnety_400m min = 33.66 max = 33.70 avg = 33.68
blazeface min = 8.80 max = 8.84 avg = 8.83
googlenet min = 116.89 max = 117.06 avg = 116.97
googlenet_int8 min = 107.92 max = 108.03 avg = 107.98
resnet18 min = 60.97 max = 61.18 avg = 61.05
resnet18_int8 min = 118.95 max = 119.04 avg = 119.00
alexnet min = 93.49 max = 93.59 avg = 93.55
vgg16 min = 333.81 max = 334.52 avg = 334.07
vgg16_int8 min = 947.19 max = 947.55 avg = 947.35
resnet50 min = 186.95 max = 187.42 avg = 187.15
resnet50_int8 min = 225.72 max = 225.86 avg = 225.75
squeezenet_ssd min = 93.29 max = 93.66 avg = 93.47
squeezenet_ssd_int8 min = 120.22 max = 120.95 avg = 120.49
mobilenet_ssd min = 105.84 max = 105.90 avg = 105.87
mobilenet_ssd_int8 min = 85.95 max = 86.04 avg = 86.01
mobilenet_yolo min = 194.22 max = 194.64 avg = 194.41
mobilenetv2_yolov3 min = 103.63 max = 103.72 avg = 103.69
yolov4-tiny min = 136.59 max = 137.14 avg = 136.91
nanodet_m min = 41.40 max = 41.49 avg = 41.43
yolo-fastest-1.1 min = 18.73 max = 18.80 avg = 18.77
yolo-fastestv2 min = 18.25 max = 18.31 avg = 18.28
rk3588_s:/data/local/tmp # ./benchncnn 8 4 1 -1 1
loop_count = 8
num_threads = 4
powersave = 1
gpu_device = -1
cooling_down = 1
squeezenet min = 25.54 max = 25.99 avg = 25.71
squeezenet_int8 min = 30.88 max = 31.16 avg = 31.01
mobilenet min = 36.24 max = 62.95 avg = 39.89
mobilenet_int8 min = 31.90 max = 32.37 avg = 32.06
mobilenet_v2 min = 27.49 max = 27.82 avg = 27.64
mobilenet_v3 min = 26.30 max = 26.69 avg = 26.45
shufflenet min = 25.49 max = 25.72 avg = 25.60
shufflenet_v2 min = 21.59 max = 22.67 avg = 21.78
mnasnet min = 27.92 max = 28.10 avg = 28.00
proxylessnasnet min = 34.18 max = 34.42 avg = 34.28
efficientnet_b0 min = 57.37 max = 57.60 avg = 57.45
efficientnetv2_b0 min = 83.50 max = 84.03 avg = 83.66
regnety_400m min = 50.83 max = 51.27 avg = 50.98
blazeface min = 14.07 max = 14.29 avg = 14.17
googlenet min = 100.60 max = 101.00 avg = 100.87
googlenet_int8 min = 106.58 max = 107.14 avg = 106.71
resnet18 min = 58.60 max = 59.62 avg = 59.00
resnet18_int8 min = 84.90 max = 85.15 avg = 84.99
alexnet min = 86.06 max = 86.58 avg = 86.22
vgg16 min = 308.42 max = 309.18 avg = 308.81
vgg16_int8 min = 543.61 max = 545.09 avg = 544.40
resnet50 min = 163.45 max = 164.44 avg = 163.92
resnet50_int8 min = 179.51 max = 180.16 avg = 179.83
squeezenet_ssd min = 96.32 max = 97.24 avg = 96.71
squeezenet_ssd_int8 min = 116.48 max = 117.65 avg = 116.85
mobilenet_ssd min = 92.12 max = 93.09 avg = 92.55
mobilenet_ssd_int8 min = 81.78 max = 82.42 avg = 81.95
mobilenet_yolo min = 174.95 max = 175.40 avg = 175.15
mobilenetv2_yolov3 min = 110.63 max = 111.05 avg = 110.81
yolov4-tiny min = 163.37 max = 164.24 avg = 163.63
nanodet_m min = 52.96 max = 53.59 avg = 53.12
yolo-fastest-1.1 min = 28.98 max = 29.33 avg = 29.20
yolo-fastestv2 min = 23.52 max = 24.16 avg = 23.76
rk3588_s:/data/local/tmp # ./benchncnn 8 1 1 -1 1
loop_count = 8
num_threads = 1
powersave = 1
gpu_device = -1
cooling_down = 1
squeezenet min = 83.46 max = 83.63 avg = 83.53
squeezenet_int8 min = 101.39 max = 102.29 avg = 101.77
mobilenet min = 131.78 max = 132.25 avg = 131.87
mobilenet_int8 min = 111.66 max = 112.60 avg = 111.94
mobilenet_v2 min = 92.92 max = 227.19 avg = 132.44
mobilenet_v3 min = 78.38 max = 78.64 avg = 78.49
shufflenet min = 62.98 max = 63.17 avg = 63.09
shufflenet_v2 min = 56.85 max = 57.23 avg = 57.00
mnasnet min = 87.53 max = 87.71 avg = 87.60
proxylessnasnet min = 113.25 max = 114.10 avg = 113.58
efficientnet_b0 min = 180.95 max = 181.16 avg = 181.07
efficientnetv2_b0 min = 285.34 max = 285.62 avg = 285.51
regnety_400m min = 109.24 max = 109.36 avg = 109.31
blazeface min = 41.12 max = 41.53 avg = 41.23
googlenet min = 358.94 max = 359.55 avg = 359.24
googlenet_int8 min = 371.32 max = 371.84 avg = 371.51
resnet18 min = 209.97 max = 210.42 avg = 210.22
resnet18_int8 min = 302.93 max = 303.51 avg = 303.26
alexnet min = 318.95 max = 321.70 avg = 319.40
vgg16 min = 1126.11 max = 1127.83 avg = 1126.98
vgg16_int8 min = 2026.90 max = 2034.04 avg = 2029.35
resnet50 min = 602.90 max = 603.70 avg = 603.30
resnet50_int8 min = 647.33 max = 649.41 avg = 648.65
squeezenet_ssd min = 280.60 max = 281.50 avg = 281.02
squeezenet_ssd_int8 min = 359.41 max = 362.07 avg = 360.66
mobilenet_ssd min = 319.11 max = 319.29 avg = 319.21
mobilenet_ssd_int8 min = 272.16 max = 273.36 avg = 272.83
mobilenet_yolo min = 607.07 max = 607.38 avg = 607.21
mobilenetv2_yolov3 min = 326.66 max = 326.95 avg = 326.80
yolov4-tiny min = 449.56 max = 450.45 avg = 450.04
nanodet_m min = 142.09 max = 142.54 avg = 142.32
yolo-fastest-1.1 min = 63.74 max = 63.80 avg = 63.78
yolo-fastestv2 min = 57.56 max = 58.17 avg = 57.97
rk3588_s:/data/local/tmp # ./benchncnn 8 1 2 0 0
[0 Mali-G610] queueC=0[2] queueG=0[2] queueT=0[2]
[0 Mali-G610] bugsbn1=0 bugbilz=0 bugcopc=0 bugihfa=0
[0 Mali-G610] fp16-p/s/a=1/1/1 int8-p/s/a=1/1/1
[0 Mali-G610] subgroup=16 basic=1 vote=1 ballot=1 shuffle=1
loop_count = 8
num_threads = 1
powersave = 2
gpu_device = 0
cooling_down = 0
squeezenet min = 7.09 max = 7.20 avg = 7.13
mobilenet min = 9.16 max = 9.32 avg = 9.22
mobilenet_v2 min = 10.18 max = 10.32 avg = 10.25
mobilenet_v3 min = 8.01 max = 8.09 avg = 8.04
shufflenet min = 5.88 max = 5.93 avg = 5.89
shufflenet_v2 min = 6.30 max = 6.33 avg = 6.31
mnasnet min = 7.91 max = 8.00 avg = 7.95
proxylessnasnet min = 11.20 max = 11.42 avg = 11.30
regnety_400m min = 11.65 max = 11.84 avg = 11.74
blazeface min = 2.50 max = 2.59 avg = 2.53
googlenet min = 17.69 max = 17.78 avg = 17.74
resnet18 min = 16.04 max = 16.39 avg = 16.25
alexnet min = 15.47 max = 15.66 avg = 15.56
vgg16 min = 64.74 max = 65.42 avg = 65.04
resnet50 min = 37.83 max = 38.31 avg = 38.12
squeezenet_ssd min = 23.14 max = 23.44 avg = 23.26
mobilenet_ssd min = 22.48 max = 23.01 avg = 22.74
mobilenet_yolo min = 40.08 max = 40.72 avg = 40.32
mobilenetv2_yolov3 min = 31.88 max = 32.57 avg = 32.12
yolov4-tiny min = 49.64 max = 50.73 avg = 50.13
nanodet_m min = 10.60 max = 10.70 avg = 10.64
yolo-fastest-1.1 min = 7.63 max = 7.66 avg = 7.64
yolo-fastestv2 min = 6.99 max = 7.02 avg = 7.00
Station-M3/ROC-RK3588S-PC, Rockchip RK3588S (Quad Core A76 2.4GHz + Quad Core A55 1.8GHz + Mali-G610) StationOS (Android)
roc_rk3588s_pc:/data/local/tmp # ./benchncnn 10 1 0 0 0
./benchncnn 10 1 0 0 0
[0 Mali-G610] queueC=0[2] queueG=0[2] queueT=0[2]
[0 Mali-G610] bugsbn1=0 bugbilz=0 bugcopc=0 bugihfa=0
[0 Mali-G610] fp16-p/s/a=1/1/1 int8-p/s/a=1/1/1
[0 Mali-G610] subgroup=16 basic/vote/ballot/shuffle=1/1/1/1
[0 Mali-G610] fp16-matrix-16_8_8/16_8_16/16_16_16=0/0/0
loop_count = 10
num_threads = 1
powersave = 0
gpu_device = 0
cooling_down = 0
squeezenet min = 7.83 max = 14.17 avg = 9.76
squeezenet_int8 min = 13.41 max = 13.52 avg = 13.45
mobilenet min = 8.73 max = 9.68 avg = 9.07
mobilenet_int8 min = 17.70 max = 17.89 avg = 17.80
mobilenet_v2 min = 10.73 max = 21.20 avg = 18.93
mobilenet_v3 min = 9.00 max = 13.36 avg = 10.64
shufflenet min = 7.79 max = 7.93 avg = 7.85
shufflenet_v2 min = 8.01 max = 8.06 avg = 8.03
mnasnet min = 7.43 max = 8.71 avg = 8.28
proxylessnasnet min = 10.56 max = 12.07 avg = 11.70
efficientnet_b0 min = 2.15 max = 2.19 avg = 2.17
efficientnetv2_b0 min = 0.56 max = 0.62 avg = 0.57
regnety_400m min = 1.65 max = 1.69 avg = 1.67
blazeface min = 0.76 max = 0.79 avg = 0.78
googlenet min = 1.53 max = 1.60 avg = 1.56
googlenet_int8 min = 60.85 max = 61.01 avg = 60.93
resnet18 min = 0.63 max = 0.82 avg = 0.65
resnet18_int8 min = 64.60 max = 65.13 avg = 64.78
alexnet min = 0.35 max = 0.40 avg = 0.37
vgg16 min = 0.54 max = 0.60 avg = 0.56
vgg16_int8 min = 445.21 max = 562.09 avg = 537.10
resnet50 min = 0.95 max = 0.97 avg = 0.96
resnet50_int8 min = 113.02 max = 113.38 avg = 113.17
squeezenet_ssd min = 1.94 max = 2.00 avg = 1.96
squeezenet_ssd_int8 min = 52.09 max = 56.93 avg = 56.35
mobilenet_ssd min = 1.19 max = 1.26 avg = 1.21
mobilenet_ssd_int8 min = 44.33 max = 44.87 avg = 44.66
mobilenet_yolo min = 1.05 max = 1.24 avg = 1.13
mobilenetv2_yolov3 min = 1.18 max = 1.25 avg = 1.21
yolov4-tiny min = 0.78 max = 0.80 avg = 0.78
nanodet_m min = 3.43 max = 3.80 avg = 3.57
yolo-fastest-1.1 min = 1.43 max = 1.50 avg = 1.47
yolo-fastestv2 min = 2.03 max = 2.10 avg = 2.05
vision_transformer min = 0.32 max = 0.36 avg = 0.35
FastestDet min = 1.90 max = 1.95 avg = 1.93
roc_rk3588s_pc:/data/local/tmp # ./benchncnn 10 1 0 -1 0
./benchncnn 10 1 0 -1 0
loop_count = 10
num_threads = 1
powersave = 0
gpu_device = -1
cooling_down = 0
squeezenet min = 13.36 max = 13.50 avg = 13.40
squeezenet_int8 min = 16.22 max = 16.34 avg = 16.30
mobilenet min = 22.41 max = 22.49 avg = 22.44
mobilenet_int8 min = 17.76 max = 17.94 avg = 17.84
mobilenet_v2 min = 17.60 max = 17.80 avg = 17.70
mobilenet_v3 min = 13.55 max = 13.70 avg = 13.61
shufflenet min = 7.91 max = 7.95 avg = 7.93
shufflenet_v2 min = 8.36 max = 8.40 avg = 8.38
mnasnet min = 14.50 max = 14.60 avg = 14.56
proxylessnasnet min = 16.99 max = 17.12 avg = 17.06
efficientnet_b0 min = 26.55 max = 26.78 avg = 26.62
efficientnetv2_b0 min = 46.96 max = 47.44 avg = 47.30
regnety_400m min = 18.53 max = 18.63 avg = 18.58
blazeface min = 2.98 max = 3.02 avg = 3.00
googlenet min = 62.69 max = 63.14 avg = 62.90
googlenet_int8 min = 60.86 max = 61.54 avg = 61.05
resnet18 min = 30.34 max = 31.39 avg = 31.22
resnet18_int8 min = 57.42 max = 57.67 avg = 57.56
alexnet min = 40.81 max = 40.87 avg = 40.84
vgg16 min = 192.71 max = 195.20 avg = 194.26
vgg16_int8 min = 450.95 max = 534.38 avg = 482.27
resnet50 min = 105.11 max = 105.64 avg = 105.30
resnet50_int8 min = 105.94 max = 132.01 avg = 116.48
squeezenet_ssd min = 51.36 max = 51.59 avg = 51.51
squeezenet_ssd_int8 min = 69.01 max = 69.83 avg = 69.37
mobilenet_ssd min = 53.19 max = 55.24 avg = 53.50
mobilenet_ssd_int8 min = 44.49 max = 44.98 avg = 44.74
mobilenet_yolo min = 112.65 max = 113.28 avg = 112.94
mobilenetv2_yolov3 min = 63.38 max = 63.83 avg = 63.55
yolov4-tiny min = 77.57 max = 78.20 avg = 77.90
nanodet_m min = 25.21 max = 25.81 avg = 25.58
yolo-fastest-1.1 min = 8.76 max = 8.84 avg = 8.80
yolo-fastestv2 min = 8.46 max = 8.53 avg = 8.50
vision_transformer min = 1499.53 max = 1501.32 avg = 1500.50
FastestDet min = 7.04 max = 7.08 avg = 7.06
./benchncnn 4 4 0 -1 1
loop_count = 4
num_threads = 4
powersave = 0
gpu_device = -1
cooling_down = 1
squeezenet min = 26.02 max = 27.15 avg = 26.74
squeezenet_int8 min = 44.69 max = 45.70 avg = 45.24
mobilenet min = 32.63 max = 33.49 avg = 33.10
mobilenet_int8 min = 44.23 max = 45.86 avg = 44.99
mobilenet_v2 min = 31.59 max = 32.02 avg = 31.86
mobilenet_v3 min = 25.71 max = 26.44 avg = 26.10
shufflenet min = 22.12 max = 23.17 avg = 22.52
shufflenet_v2 min = 17.84 max = 18.21 avg = 17.96
mnasnet min = 28.26 max = 28.70 avg = 28.45
proxylessnasnet min = 31.96 max = 32.25 avg = 32.13
efficientnet_b0 min = 53.17 max = 54.48 avg = 53.60
efficientnetv2_b0 min = 70.08 max = 70.69 avg = 70.30
regnety_400m min = 40.80 max = 41.79 avg = 41.10
blazeface min = 10.79 max = 11.57 avg = 11.11
googlenet min = 83.66 max = 92.22 avg = 86.23
googlenet_int8 min = 116.44 max = 118.34 avg = 117.08
resnet18 min = 61.38 max = 62.52 avg = 61.94
resnet18_int8 min = 95.58 max = 96.93 avg = 96.28
alexnet min = 69.90 max = 70.59 avg = 70.19
vgg16 min = 334.24 max = 343.89 avg = 337.24
vgg16_int8 min = 464.88 max = 474.71 avg = 468.29
resnet50 min = 141.65 max = 146.23 avg = 143.78
resnet50_int8 min = 230.36 max = 254.75 avg = 241.24
squeezenet_ssd min = 98.38 max = 104.60 avg = 100.50
squeezenet_ssd_int8 min = 134.73 max = 137.88 avg = 136.12
mobilenet_ssd min = 77.48 max = 79.92 avg = 78.64
mobilenet_ssd_int8 min = 101.44 max = 102.61 avg = 102.06
mobilenet_yolo min = 149.12 max = 150.14 avg = 149.76
mobilenetv2_yolov3 min = 103.71 max = 107.81 avg = 105.69
yolov4-tiny min = 145.75 max = 149.35 avg = 147.09
nanodet_m min = 52.91 max = 54.06 avg = 53.53
./benchncnn 4 2 0 -1 1
loop_count = 4
num_threads = 2
powersave = 0
gpu_device = -1
cooling_down = 1
squeezenet min = 33.78 max = 34.38 avg = 34.16
squeezenet_int8 min = 61.66 max = 62.11 avg = 61.85
mobilenet min = 46.53 max = 46.74 avg = 46.62
mobilenet_int8 min = 71.06 max = 71.76 avg = 71.38
mobilenet_v2 min = 39.05 max = 39.38 avg = 39.19
mobilenet_v3 min = 32.20 max = 32.47 avg = 32.29
shufflenet min = 27.13 max = 27.40 avg = 27.27
shufflenet_v2 min = 23.38 max = 23.92 avg = 23.62
mnasnet min = 35.51 max = 35.73 avg = 35.62
proxylessnasnet min = 42.98 max = 43.16 avg = 43.06
efficientnet_b0 min = 75.34 max = 75.79 avg = 75.61
efficientnetv2_b0 min = 107.34 max = 107.83 avg = 107.60
regnety_400m min = 47.91 max = 48.20 avg = 48.02
blazeface min = 16.38 max = 16.63 avg = 16.49
googlenet min = 124.27 max = 125.24 avg = 124.65
googlenet_int8 min = 177.78 max = 178.39 avg = 178.06
resnet18 min = 82.02 max = 82.70 avg = 82.38
resnet18_int8 min = 148.06 max = 149.03 avg = 148.39
alexnet min = 105.20 max = 105.91 avg = 105.54
vgg16 min = 459.65 max = 464.94 avg = 462.02
vgg16_int8 min = 737.54 max = 750.64 avg = 742.90
resnet50 min = 204.44 max = 205.20 avg = 204.84
resnet50_int8 min = 364.47 max = 366.04 avg = 365.53
squeezenet_ssd min = 124.42 max = 128.01 avg = 125.80
squeezenet_ssd_int8 min = 179.29 max = 183.83 avg = 181.43
mobilenet_ssd min = 113.85 max = 115.50 avg = 114.41
mobilenet_ssd_int8 min = 161.35 max = 162.38 avg = 161.71
mobilenet_yolo min = 214.95 max = 216.62 avg = 215.72
mobilenetv2_yolov3 min = 134.23 max = 136.26 avg = 135.07
yolov4-tiny min = 194.72 max = 195.49 avg = 195.18
nanodet_m min = 67.67 max = 68.09 avg = 67.90
./benchncnn 4 1 0 -1 1
loop_count = 4
num_threads = 1
powersave = 0
gpu_device = -1
cooling_down = 1
squeezenet min = 54.31 max = 55.65 avg = 55.00
squeezenet_int8 min = 103.96 max = 106.28 avg = 104.92
mobilenet min = 79.02 max = 79.46 avg = 79.25
mobilenet_int8 min = 130.06 max = 130.61 avg = 130.36
mobilenet_v2 min = 60.15 max = 60.66 avg = 60.31
mobilenet_v3 min = 49.40 max = 49.57 avg = 49.49
shufflenet min = 39.39 max = 39.78 avg = 39.60
shufflenet_v2 min = 35.48 max = 35.70 avg = 35.62
mnasnet min = 55.38 max = 56.10 avg = 55.71
proxylessnasnet min = 70.29 max = 70.48 avg = 70.35
efficientnet_b0 min = 128.56 max = 129.96 avg = 129.26
efficientnetv2_b0 min = 181.00 max = 181.56 avg = 181.24
regnety_400m min = 67.15 max = 69.62 avg = 67.95
blazeface min = 26.07 max = 26.58 avg = 26.33
googlenet min = 219.19 max = 221.32 avg = 220.01
googlenet_int8 min = 317.62 max = 319.40 avg = 318.37
resnet18 min = 135.33 max = 136.94 avg = 135.88
resnet18_int8 min = 264.69 max = 265.51 avg = 265.16
alexnet min = 190.54 max = 193.50 avg = 191.88
vgg16 min = 790.99 max = 809.24 avg = 795.85
vgg16_int8 min = 1354.48 max = 1358.89 avg = 1357.40
resnet50 min = 358.08 max = 362.96 avg = 360.29
resnet50_int8 min = 667.92 max = 670.40 avg = 668.78
squeezenet_ssd min = 193.15 max = 194.02 avg = 193.49
squeezenet_ssd_int8 min = 291.42 max = 294.70 avg = 293.16
mobilenet_ssd min = 189.54 max = 190.28 avg = 189.97
mobilenet_ssd_int8 min = 289.94 max = 290.40 avg = 290.28
mobilenet_yolo min = 370.37 max = 384.69 avg = 375.11
mobilenetv2_yolov3 min = 210.93 max = 211.70 avg = 211.40
yolov4-tiny min = 309.11 max = 310.74 avg = 309.89
nanodet_m min = 100.42 max = 112.25 avg = 103.66
rock@rock3a:~/ncnn/build/benchmark$ ./benchncnn 8 4 0 -1 1
loop_count = 8
num_threads = 4
powersave = 0
gpu_device = -1
cooling_down = 1
squeezenet min = 29.52 max = 30.30 avg = 29.76
squeezenet_int8 min = 35.40 max = 36.19 avg = 35.88
mobilenet min = 34.47 max = 35.44 avg = 34.84
mobilenet_int8 min = 34.19 max = 34.53 avg = 34.40
mobilenet_v2 min = 35.75 max = 36.09 avg = 35.88
mobilenet_v3 min = 28.12 max = 28.82 avg = 28.49
shufflenet min = 23.62 max = 24.08 avg = 23.84
shufflenet_v2 min = 19.37 max = 19.64 avg = 19.52
mnasnet min = 30.84 max = 31.45 avg = 31.02
proxylessnasnet min = 35.73 max = 36.07 avg = 35.90
efficientnet_b0 min = 48.16 max = 49.29 avg = 48.64
efficientnetv2_b0 min = 66.62 max = 67.11 avg = 66.85
regnety_400m min = 41.11 max = 41.64 avg = 41.34
blazeface min = 12.38 max = 12.64 avg = 12.56
googlenet min = 86.73 max = 87.79 avg = 87.11
googlenet_int8 min = 101.42 max = 103.87 avg = 102.55
resnet18 min = 64.85 max = 65.84 avg = 65.23
resnet18_int8 min = 93.55 max = 94.54 avg = 94.03
alexnet min = 70.89 max = 73.58 avg = 71.57
vgg16 min = 356.13 max = 358.52 avg = 357.15
vgg16_int8 min = 521.92 max = 524.13 avg = 523.11
resnet50 min = 147.65 max = 150.33 avg = 148.52
resnet50_int8 min = 191.94 max = 192.73 avg = 192.30
squeezenet_ssd min = 104.32 max = 105.75 avg = 105.00
squeezenet_ssd_int8 min = 125.97 max = 127.53 avg = 126.70
mobilenet_ssd min = 82.29 max = 82.65 avg = 82.47
mobilenet_ssd_int8 min = 79.26 max = 80.93 avg = 79.72
mobilenet_yolo min = 165.51 max = 165.86 avg = 165.72
mobilenetv2_yolov3 min = 116.11 max = 116.83 avg = 116.43
yolov4-tiny min = 152.09 max = 153.39 avg = 152.60
nanodet_m min = 53.63 max = 54.14 avg = 53.92
rock@rock3a:~/ncnn/build/benchmark$ ./benchncnn 4 1 0 -1 1
loop_count = 4
num_threads = 1
powersave = 0
gpu_device = -1
cooling_down = 1
squeezenet min = 62.47 max = 63.04 avg = 62.84
squeezenet_int8 min = 67.23 max = 68.48 avg = 67.93
mobilenet min = 85.27 max = 85.69 avg = 85.49
mobilenet_int8 min = 75.00 max = 75.48 avg = 75.26
mobilenet_v2 min = 68.41 max = 69.09 avg = 68.76
mobilenet_v3 min = 54.19 max = 54.52 avg = 54.34
shufflenet min = 45.90 max = 46.30 avg = 46.09
shufflenet_v2 min = 39.64 max = 40.07 avg = 39.91
mnasnet min = 62.16 max = 62.41 avg = 62.30
proxylessnasnet min = 80.79 max = 81.41 avg = 81.12
efficientnet_b0 min = 113.47 max = 113.68 avg = 113.57
efficientnetv2_b0 min = 167.30 max = 167.58 avg = 167.44
regnety_400m min = 72.12 max = 72.24 avg = 72.17
blazeface min = 31.89 max = 32.04 avg = 31.95
googlenet min = 224.27 max = 224.86 avg = 224.55
googlenet_int8 min = 240.02 max = 240.93 avg = 240.45
resnet18 min = 150.25 max = 150.69 avg = 150.47
resnet18_int8 min = 226.70 max = 228.19 avg = 227.56
alexnet min = 197.44 max = 199.16 avg = 198.17
vgg16 min = 859.80 max = 860.79 avg = 860.35
vgg16_int8 min = 1409.66 max = 1411.92 avg = 1411.07
resnet50 min = 381.04 max = 382.73 avg = 381.86
resnet50_int8 min = 441.78 max = 445.00 avg = 443.29
squeezenet_ssd min = 208.14 max = 208.67 avg = 208.41
squeezenet_ssd_int8 min = 248.82 max = 250.80 avg = 249.89
mobilenet_ssd min = 200.95 max = 201.21 avg = 201.06
mobilenet_ssd_int8 min = 173.81 max = 174.54 avg = 174.28
mobilenet_yolo min = 394.65 max = 395.00 avg = 394.78
mobilenetv2_yolov3 min = 231.80 max = 232.27 avg = 232.08
yolov4-tiny min = 321.31 max = 322.43 avg = 321.79
nanodet_m min = 103.81 max = 104.61 avg = 104.25
rk3566_roc_pc:/data/local/tmp # ./benchncnn 10 1 0 0 0
./benchncnn 10 1 0 0 0
[0 Mali-G52] queueC=0[2] queueG=0[2] queueT=0[2]
[0 Mali-G52] bugsbn1=0 bugbilz=0 bugcopc=0 bugihfa=1
[0 Mali-G52] fp16-p/s/a=1/1/1 int8-p/s/a=1/1/1
[0 Mali-G52] subgroup=8 basic/vote/ballot/shuffle=1/1/1/1
[0 Mali-G52] fp16-matrix-16_8_8/16_8_16/16_16_16=0/0/0
loop_count = 10
num_threads = 1
powersave = 0
gpu_device = 0
cooling_down = 0
squeezenet min = 43.67 max = 44.15 avg = 43.82
squeezenet_int8 min = 62.72 max = 63.99 avg = 63.49
mobilenet min = 74.32 max = 74.82 avg = 74.58
mobilenet_int8 min = 64.42 max = 65.43 avg = 64.89
mobilenet_v2 min = 52.96 max = 53.23 avg = 53.09
mobilenet_v3 min = 51.55 max = 53.12 avg = 51.96
shufflenet min = 40.73 max = 41.28 avg = 40.98
shufflenet_v2 min = 41.56 max = 43.62 avg = 42.22
mnasnet min = 54.37 max = 54.63 avg = 54.52
proxylessnasnet min = 57.91 max = 59.38 avg = 58.36
efficientnet_b0 min = 38.40 max = 40.29 avg = 39.06
efficientnetv2_b0 min = 36.91 max = 38.45 avg = 37.72
regnety_400m min = 69.07 max = 69.98 avg = 69.40
blazeface min = 12.26 max = 13.08 avg = 12.57
googlenet min = 147.08 max = 147.80 avg = 147.48
googlenet_int8 min = 221.94 max = 225.99 avg = 223.12
resnet18 min = 137.90 max = 138.50 avg = 138.19
resnet18_int8 min = 187.84 max = 190.88 avg = 188.81
alexnet min = 167.56 max = 168.92 avg = 168.17
vgg16 min = 713.42 max = 715.20 avg = 714.51
vgg16_int8 min = 1279.97 max = 1302.95 avg = 1294.59
resnet50 min = 369.74 max = 375.95 avg = 372.60
resnet50_int8 min = 391.86 max = 397.49 avg = 395.17
squeezenet_ssd min = 155.18 max = 156.09 avg = 155.62
squeezenet_ssd_int8 min = 218.83 max = 222.64 avg = 221.11
mobilenet_ssd min = 161.62 max = 163.22 avg = 162.27
mobilenet_ssd_int8 min = 147.33 max = 149.16 avg = 148.23
mobilenet_yolo min = 344.09 max = 349.15 avg = 346.73
mobilenetv2_yolov3 min = 168.72 max = 169.64 avg = 169.22
yolov4-tiny min = 239.44 max = 241.11 avg = 240.00
nanodet_m min = 88.06 max = 89.89 avg = 88.87
yolo-fastest-1.1 min = 36.05 max = 37.86 avg = 36.47
yolo-fastestv2 min = 34.80 max = 36.58 avg = 35.37
vision_transformer min = 356.42 max = 359.37 avg = 358.03
FastestDet min = 38.03 max = 38.52 avg = 38.24
rk3566_roc_pc:/data/local/tmp # ./benchncnn 10 1 0 -1 0
./benchncnn 10 1 0 -1 0
loop_count = 10
num_threads = 1
powersave = 0
gpu_device = -1
cooling_down = 0
squeezenet min = 47.01 max = 48.12 avg = 47.62
squeezenet_int8 min = 63.30 max = 64.10 avg = 63.74
mobilenet min = 70.24 max = 71.52 avg = 70.63
mobilenet_int8 min = 63.90 max = 65.25 avg = 64.41
mobilenet_v2 min = 55.75 max = 56.26 avg = 56.02
mobilenet_v3 min = 45.56 max = 46.47 avg = 46.17
shufflenet min = 34.16 max = 35.16 avg = 34.64
shufflenet_v2 min = 32.58 max = 33.86 avg = 33.25
mnasnet min = 52.43 max = 53.15 avg = 52.80
proxylessnasnet min = 65.55 max = 67.04 avg = 66.36
efficientnet_b0 min = 82.52 max = 82.97 avg = 82.64
efficientnetv2_b0 min = 148.90 max = 150.47 avg = 149.64
regnety_400m min = 63.33 max = 64.29 avg = 63.70
blazeface min = 11.55 max = 12.35 avg = 11.77
googlenet min = 205.85 max = 208.74 avg = 207.17
googlenet_int8 min = 222.72 max = 225.84 avg = 223.98
resnet18 min = 134.19 max = 136.81 avg = 135.39
resnet18_int8 min = 187.26 max = 189.45 avg = 188.36
alexnet min = 143.01 max = 144.97 avg = 143.42
vgg16 min = 829.44 max = 839.46 avg = 835.37
vgg16_int8 min = 1299.25 max = 1306.89 avg = 1301.71
resnet50 min = 326.54 max = 330.21 avg = 328.27
resnet50_int8 min = 391.67 max = 395.59 avg = 393.27
squeezenet_ssd min = 166.12 max = 168.33 avg = 167.08
squeezenet_ssd_int8 min = 221.82 max = 223.85 avg = 222.69
mobilenet_ssd min = 163.17 max = 166.55 avg = 164.11
mobilenet_ssd_int8 min = 146.16 max = 148.20 avg = 147.41
mobilenet_yolo min = 335.15 max = 338.32 avg = 336.66
mobilenetv2_yolov3 min = 193.18 max = 195.51 avg = 194.33
yolov4-tiny min = 288.82 max = 292.16 avg = 290.36
nanodet_m min = 98.31 max = 100.30 avg = 99.20
yolo-fastest-1.1 min = 37.73 max = 38.97 avg = 38.40
yolo-fastestv2 min = 36.21 max = 37.90 avg = 37.13
vision_transformer min = 7385.59 max = 7410.59 avg = 7402.20
FastestDet min = 34.55 max = 35.42 avg = 35.06
nanopc-t4:/data/local/tmp # ./benchncnn 8 2 2 -1 1
loop_count = 8
num_threads = 2
powersave = 2
gpu_device = -1
cooling_down = 1
squeezenet min = 43.73 max = 44.30 avg = 43.97
squeezenet_int8 min = 37.92 max = 38.39 avg = 38.09
mobilenet min = 64.28 max = 66.66 avg = 65.14
mobilenet_int8 min = 43.17 max = 43.73 avg = 43.38
mobilenet_v2 min = 51.30 max = 52.18 avg = 51.75
mobilenet_v3 min = 41.51 max = 43.25 avg = 42.10
shufflenet min = 27.43 max = 28.27 avg = 27.75
shufflenet_v2 min = 24.96 max = 25.79 avg = 25.55
mnasnet min = 45.44 max = 46.95 avg = 46.16
proxylessnasnet min = 51.98 max = 53.52 avg = 52.48
efficientnet_b0 min = 83.79 max = 84.68 avg = 84.27
efficientnetv2_b0 min = 97.89 max = 99.27 avg = 98.55
regnety_400m min = 65.15 max = 65.89 avg = 65.41
blazeface min = 8.74 max = 8.89 avg = 8.80
googlenet min = 131.46 max = 140.16 avg = 133.24
googlenet_int8 min = 115.72 max = 118.34 avg = 116.60
resnet18 min = 111.77 max = 113.18 avg = 112.37
resnet18_int8 min = 84.27 max = 84.90 avg = 84.49
alexnet min = 105.74 max = 109.87 avg = 107.15
vgg16 min = 619.88 max = 634.59 avg = 629.15
vgg16_int8 min = 447.14 max = 451.09 avg = 448.53
resnet50 min = 291.51 max = 296.55 avg = 293.08
resnet50_int8 min = 224.09 max = 227.03 avg = 225.02
squeezenet_ssd min = 109.72 max = 112.09 avg = 110.78
squeezenet_ssd_int8 min = 93.41 max = 94.83 avg = 93.97
mobilenet_ssd min = 131.30 max = 132.82 avg = 131.94
mobilenet_ssd_int8 min = 87.52 max = 88.89 avg = 88.35
mobilenet_yolo min = 288.02 max = 289.84 avg = 288.61
mobilenetv2_yolov3 min = 168.45 max = 170.94 avg = 169.79
yolov4-tiny min = 217.45 max = 226.39 avg = 219.76
nanodet_m min = 65.74 max = 66.84 avg = 66.49
yolo-fastest-1.1 min = 32.91 max = 33.74 avg = 33.37
yolo-fastestv2 min = 28.90 max = 37.31 avg = 30.27
nanopc-t4:/data/local/tmp # ./benchncnn 8 1 2 -1 1
loop_count = 8
num_threads = 1
powersave = 2
gpu_device = -1
cooling_down = 1
squeezenet min = 71.35 max = 73.02 avg = 71.83
squeezenet_int8 min = 60.39 max = 60.96 avg = 60.69
mobilenet min = 111.12 max = 113.02 avg = 111.99
mobilenet_int8 min = 80.14 max = 81.59 avg = 81.00
mobilenet_v2 min = 78.18 max = 80.89 avg = 79.18
mobilenet_v3 min = 63.49 max = 64.26 avg = 63.90
shufflenet min = 38.90 max = 40.28 avg = 39.26
shufflenet_v2 min = 37.72 max = 38.45 avg = 38.02
mnasnet min = 72.34 max = 73.59 avg = 72.87
proxylessnasnet min = 87.33 max = 89.70 avg = 88.45
efficientnet_b0 min = 145.14 max = 146.77 avg = 145.93
efficientnetv2_b0 min = 169.33 max = 171.16 avg = 170.16
regnety_400m min = 99.08 max = 99.80 avg = 99.47
blazeface min = 12.28 max = 12.69 avg = 12.48
googlenet min = 228.18 max = 229.36 avg = 228.64
googlenet_int8 min = 201.62 max = 203.71 avg = 202.25
resnet18 min = 175.71 max = 180.53 avg = 176.85
resnet18_int8 min = 151.42 max = 152.45 avg = 151.83
alexnet min = 160.81 max = 186.24 avg = 165.30
vgg16 min = 1044.34 max = 1080.88 avg = 1062.34
vgg16_int8 min = 844.53 max = 851.71 avg = 848.65
resnet50 min = 503.25 max = 505.20 avg = 504.18
resnet50_int8 min = 397.71 max = 400.19 avg = 398.63
squeezenet_ssd min = 162.98 max = 165.97 avg = 164.34
squeezenet_ssd_int8 min = 145.93 max = 148.59 avg = 146.94
mobilenet_ssd min = 226.54 max = 229.80 avg = 227.80
mobilenet_ssd_int8 min = 159.97 max = 163.18 avg = 161.06
mobilenet_yolo min = 512.90 max = 517.47 avg = 515.06
mobilenetv2_yolov3 min = 274.88 max = 280.24 avg = 276.36
yolov4-tiny min = 351.97 max = 358.70 avg = 355.60
nanodet_m min = 95.32 max = 97.83 avg = 96.28
yolo-fastest-1.1 min = 43.47 max = 46.52 avg = 44.55
yolo-fastestv2 min = 37.22 max = 37.63 avg = 37.45
nanopc-t4:/data/local/tmp # ./benchncnn 8 4 1 -1 1
loop_count = 8
num_threads = 4
powersave = 1
gpu_device = -1
cooling_down = 1
squeezenet min = 48.11 max = 48.51 avg = 48.24
squeezenet_int8 min = 43.19 max = 44.17 avg = 43.40
mobilenet min = 65.47 max = 66.40 avg = 65.68
mobilenet_int8 min = 49.15 max = 51.65 avg = 49.76
mobilenet_v2 min = 53.60 max = 54.19 avg = 53.87
mobilenet_v3 min = 52.83 max = 92.92 avg = 66.25
shufflenet min = 35.71 max = 36.03 avg = 35.83
shufflenet_v2 min = 31.88 max = 32.38 avg = 32.16
mnasnet min = 51.59 max = 54.01 avg = 52.30
proxylessnasnet min = 60.11 max = 60.40 avg = 60.24
efficientnet_b0 min = 98.22 max = 99.40 avg = 98.56
efficientnetv2_b0 min = 114.19 max = 123.90 avg = 115.89
regnety_400m min = 85.89 max = 86.20 avg = 86.03
blazeface min = 11.23 max = 11.37 avg = 11.31
googlenet min = 142.25 max = 160.88 avg = 145.26
googlenet_int8 min = 125.45 max = 128.50 avg = 125.96
resnet18 min = 116.68 max = 118.26 avg = 117.00
resnet18_int8 min = 88.43 max = 90.95 avg = 89.08
alexnet min = 150.91 max = 160.01 avg = 152.51
vgg16 min = 674.91 max = 684.83 avg = 679.08
vgg16_int8 min = 417.60 max = 422.52 avg = 419.60
resnet50 min = 297.23 max = 299.37 avg = 298.03
resnet50_int8 min = 243.99 max = 251.39 avg = 245.99
squeezenet_ssd min = 127.92 max = 128.53 avg = 128.17
squeezenet_ssd_int8 min = 112.54 max = 114.63 avg = 113.19
mobilenet_ssd min = 136.43 max = 140.14 avg = 137.33
mobilenet_ssd_int8 min = 102.14 max = 105.00 avg = 102.77
mobilenet_yolo min = 291.45 max = 294.04 avg = 292.63
mobilenetv2_yolov3 min = 183.13 max = 187.00 avg = 184.05
yolov4-tiny min = 257.46 max = 268.76 avg = 260.49
nanodet_m min = 83.16 max = 91.03 avg = 84.77
yolo-fastest-1.1 min = 43.53 max = 43.87 avg = 43.74
yolo-fastestv2 min = 35.04 max = 35.54 avg = 35.17
nanopc-t4:/data/local/tmp # ./benchncnn 8 1 1 -1 1
loop_count = 8
num_threads = 1
powersave = 1
gpu_device = -1
cooling_down = 1
squeezenet min = 129.63 max = 130.58 avg = 129.85
squeezenet_int8 min = 124.10 max = 126.34 avg = 124.81
mobilenet min = 207.92 max = 208.72 avg = 208.41
mobilenet_int8 min = 175.55 max = 176.11 avg = 175.84
mobilenet_v2 min = 143.02 max = 143.56 avg = 143.25
mobilenet_v3 min = 133.11 max = 134.05 avg = 133.33
shufflenet min = 77.97 max = 78.54 avg = 78.19
shufflenet_v2 min = 75.59 max = 76.05 avg = 75.82
mnasnet min = 139.86 max = 141.77 avg = 140.19
proxylessnasnet min = 178.57 max = 179.57 avg = 179.03
efficientnet_b0 min = 316.10 max = 317.82 avg = 316.86
efficientnetv2_b0 min = 359.26 max = 362.03 avg = 360.31
regnety_400m min = 182.64 max = 183.03 avg = 182.82
blazeface min = 25.81 max = 26.53 avg = 26.20
googlenet min = 448.45 max = 450.80 avg = 449.35
googlenet_int8 min = 406.07 max = 410.65 avg = 408.04
resnet18 min = 351.64 max = 362.12 avg = 354.19
resnet18_int8 min = 298.10 max = 300.45 avg = 299.26
alexnet min = 586.92 max = 588.73 avg = 587.80
vgg16 min = 2170.12 max = 2202.80 avg = 2183.32
vgg16_int8 min = 1533.65 max = 1542.01 avg = 1537.33
resnet50 min = 975.40 max = 977.79 avg = 976.61
resnet50_int8 min = 851.59 max = 855.22 avg = 853.75
squeezenet_ssd min = 306.35 max = 307.54 avg = 306.96
squeezenet_ssd_int8 min = 291.32 max = 292.87 avg = 292.18
mobilenet_ssd min = 423.70 max = 424.63 avg = 424.11
mobilenet_ssd_int8 min = 358.62 max = 359.42 avg = 359.04
mobilenet_yolo min = 928.06 max = 929.25 avg = 928.55
mobilenetv2_yolov3 min = 496.96 max = 499.29 avg = 497.73
yolov4-tiny min = 712.80 max = 714.15 avg = 713.55
nanodet_m min = 179.42 max = 180.60 avg = 179.75
yolo-fastest-1.1 min = 88.06 max = 88.85 avg = 88.35
yolo-fastestv2 min = 68.68 max = 69.83 avg = 69.08
nanopc-t4:/data/local/tmp # ./benchncnn 4 1 2 0 0
[0 Mali-T860] queueC=0[2] queueG=0[2] queueT=0[2]
[0 Mali-T860] bugsbn1=0 bugbilz=0 bugcopc=0 bugihfa=1
[0 Mali-T860] fp16-p/s/a=1/0/1 int8-p/s/a=1/0/0
[0 Mali-T860] subgroup=0 basic=0 vote=0 ballot=0 shuffle=0
loop_count = 4
num_threads = 1
powersave = 2
gpu_device = 0
cooling_down = 0
squeezenet min = 24.57 max = 24.71 avg = 24.64
mobilenet min = 35.86 max = 36.14 avg = 36.04
mobilenet_v2 min = 30.18 max = 30.19 avg = 30.19
mobilenet_v3 min = 30.88 max = 31.12 avg = 31.01
shufflenet min = 33.90 max = 33.98 avg = 33.93
shufflenet_v2 min = 29.10 max = 29.14 avg = 29.12
mnasnet min = 30.49 max = 30.59 avg = 30.53
proxylessnasnet min = 33.56 max = 33.61 avg = 33.59
efficientnet_b0 min = 51.15 max = 51.54 avg = 51.38
efficientnetv2_b0 min = 86.26 max = 87.36 avg = 86.91
regnety_400m min = 38.44 max = 38.54 avg = 38.49
blazeface min = 9.66 max = 9.74 avg = 9.70
googlenet min = 80.62 max = 80.96 avg = 80.81
resnet18 min = 74.07 max = 74.36 avg = 74.23
alexnet min = 76.84 max = 77.26 avg = 77.08
vgg16 min = 300.71 max = 300.89 avg = 300.80
resnet50 min = 175.96 max = 176.72 avg = 176.23
squeezenet_ssd min = 71.20 max = 71.38 avg = 71.32
mobilenet_ssd min = 76.99 max = 77.47 avg = 77.19
mobilenet_yolo min = 160.41 max = 160.84 avg = 160.62
mobilenetv2_yolov3 min = 91.31 max = 91.37 avg = 91.35
yolov4-tiny min = 130.78 max = 131.54 avg = 131.16
nanodet_m min = 55.90 max = 56.03 avg = 55.96
yolo-fastest-1.1 min = 25.50 max = 25.66 avg = 25.59
yolo-fastestv2 min = 24.94 max = 25.07 avg = 25.01
root@myir-remi-1g:~/ncnn# time ./benchncnn 10 4 0 -1 1
loop_count = 10
num_threads = 4
powersave = 0
gpu_device = -1
cooling_down = 1
squeezenet min = 85.38 max = 87.72 avg = 86.78
squeezenet_int8 min = 84.23 max = 86.46 avg = 85.59
mobilenet min = 121.01 max = 122.55 avg = 121.76
mobilenet_int8 min = 95.64 max = 97.27 avg = 96.25
mobilenet_v2 min = 101.35 max = 102.24 avg = 101.72
mobilenet_v3 min = 84.09 max = 86.66 avg = 84.86
shufflenet min = 63.32 max = 65.16 avg = 64.53
shufflenet_v2 min = 60.33 max = 62.35 avg = 61.04
mnasnet min = 95.51 max = 96.70 avg = 95.95
proxylessnasnet min = 124.46 max = 125.82 avg = 125.14
efficientnet_b0 min = 144.94 max = 146.46 avg = 145.56
efficientnetv2_b0 min = 182.87 max = 185.63 avg = 184.56
regnety_400m min = 105.31 max = 106.42 avg = 105.72
blazeface min = 21.34 max = 21.90 avg = 21.50
googlenet min = 313.01 max = 318.42 avg = 314.25
googlenet_int8 min = 301.87 max = 304.93 avg = 303.66
resnet18 min = 248.02 max = 253.93 avg = 250.12
resnet18_int8 min = 244.65 max = 246.62 avg = 245.66
alexnet min = 204.00 max = 206.39 avg = 205.21
resnet50 min = 583.13 max = 584.82 avg = 584.11
resnet50_int8 min = 517.42 max = 520.97 avg = 519.07
squeezenet_ssd min = 266.63 max = 273.34 avg = 268.60
squeezenet_ssd_int8 min = 255.42 max = 260.98 avg = 257.15
mobilenet_ssd min = 267.16 max = 270.41 avg = 268.20
mobilenet_ssd_int8 min = 205.03 max = 206.43 avg = 205.53
mobilenet_yolo min = 571.08 max = 576.15 avg = 574.18
mobilenetv2_yolov3 min = 342.52 max = 344.84 avg = 343.38
yolov4-tiny min = 499.74 max = 503.13 avg = 501.45
nanodet_m min = 161.87 max = 163.90 avg = 162.93
yolo-fastest-1.1 min = 72.84 max = 74.81 avg = 73.35
yolo-fastestv2 min = 68.24 max = 70.49 avg = 68.74
vision_transformer min = 12464.09 max = 12491.57 avg = 12475.63
FastestDet min = 67.92 max = 69.90 avg = 68.94
orangepi@zero2:~/ncnn/benchmark$ ./benchncnn 10 4 0 -1 1
loop_count = 10
num_threads = 4
powersave = 0
gpu_device = -1
cooling_down = 1
squeezenet min = 76.25 max = 90.20 avg = 78.99
squeezenet_int8 min = 59.92 max = 60.44 avg = 60.10
mobilenet min = 106.91 max = 132.22 avg = 109.99
mobilenet_int8 min = 57.96 max = 59.06 avg = 58.19
mobilenet_v2 min = 97.93 max = 124.48 avg = 100.91
mobilenet_v3 min = 82.27 max = 83.93 avg = 83.00
shufflenet min = 55.27 max = 82.06 avg = 58.40
shufflenet_v2 min = 44.94 max = 71.99 avg = 48.10
mnasnet min = 90.66 max = 91.41 avg = 90.92
proxylessnasnet min = 91.55 max = 118.74 avg = 94.71
efficientnet_b0 min = 127.95 max = 155.13 avg = 131.25
efficientnetv2_b0 min = 145.96 max = 173.67 avg = 149.36
regnety_400m min = 102.83 max = 103.52 avg = 103.08
blazeface min = 14.46 max = 14.95 avg = 14.77
googlenet min = 217.71 max = 244.16 avg = 221.38
googlenet_int8 min = 163.04 max = 187.69 avg = 166.20
resnet18 min = 251.45 max = 277.52 avg = 255.00
resnet18_int8 min = 136.54 max = 161.95 avg = 141.60
alexnet min = 212.07 max = 233.27 avg = 215.34
vgg16 min = 1206.92 max = 1981.79 avg = 1673.28
vgg16_int8 min = 622.93 max = 702.12 avg = 661.83
resnet50 min = 555.84 max = 643.69 avg = 576.17
resnet50_int8 min = 348.11 max = 374.25 avg = 354.17
squeezenet_ssd min = 224.68 max = 251.32 avg = 230.59
squeezenet_ssd_int8 min = 154.87 max = 182.66 avg = 159.08
mobilenet_ssd min = 238.49 max = 426.65 avg = 263.18
mobilenet_ssd_int8 min = 118.36 max = 138.39 avg = 120.78
mobilenet_yolo min = 500.28 max = 615.83 avg = 553.59
mobilenetv2_yolov3 min = 340.27 max = 369.13 avg = 347.17
yolov4-tiny min = 365.04 max = 408.48 avg = 383.93
nanodet_m min = 112.88 max = 141.85 avg = 116.13
yolo-fastest-1.1 min = 72.05 max = 73.46 avg = 72.68
yolo-fastestv2 min = 54.94 max = 55.35 avg = 55.15
vision_transformer min = 6842.19 max = 9125.07 avg = 7343.64
FastestDet min = 59.09 max = 59.87 avg = 59.35
Test Ubuntu 22.04 Gnome Desktop
orangepi@orangepi4-lts:~/ncnn/benchmark$ ./benchncnn 10 6 0 -1 0
loop_count = 10
num_threads = 6
powersave = 0
gpu_device = -1
cooling_down = 0
squeezenet min = 40.89 max = 50.29 avg = 45.15
squeezenet_int8 min = 40.36 max = 48.57 avg = 43.56
mobilenet min = 55.81 max = 67.35 avg = 59.81
mobilenet_int8 min = 39.96 max = 45.10 avg = 42.09
mobilenet_v2 min = 53.29 max = 64.12 avg = 57.40
mobilenet_v3 min = 38.94 max = 51.11 avg = 43.06
shufflenet min = 27.32 max = 38.53 avg = 31.85
shufflenet_v2 min = 24.38 max = 31.17 avg = 28.32
mnasnet min = 47.02 max = 50.68 avg = 48.86
proxylessnasnet min = 52.31 max = 61.31 avg = 56.66
efficientnet_b0 min = 68.14 max = 76.07 avg = 72.62
efficientnetv2_b0 min = 77.23 max = 96.07 avg = 84.83
regnety_400m min = 60.81 max = 81.72 avg = 72.37
blazeface min = 7.24 max = 8.19 avg = 7.68
googlenet min = 122.99 max = 132.67 avg = 128.90
googlenet_int8 min = 108.45 max = 121.17 avg = 115.37
resnet18 min = 100.67 max = 115.30 avg = 107.65
resnet18_int8 min = 80.17 max = 87.56 avg = 84.01
alexnet min = 71.00 max = 83.09 avg = 76.21
vgg16 min = 557.67 max = 606.30 avg = 581.12
vgg16_int8 min = 369.93 max = 393.20 avg = 384.86
resnet50 min = 254.25 max = 272.90 avg = 265.18
resnet50_int8 min = 220.70 max = 231.50 avg = 225.03
squeezenet_ssd min = 118.91 max = 131.52 avg = 123.91
squeezenet_ssd_int8 min = 98.25 max = 116.42 avg = 110.13
mobilenet_ssd min = 126.62 max = 134.13 avg = 129.56
mobilenet_ssd_int8 min = 83.83 max = 91.61 avg = 86.75
mobilenet_yolo min = 281.19 max = 299.79 avg = 290.05
mobilenetv2_yolov3 min = 180.37 max = 194.10 avg = 185.61
yolov4-tiny min = 215.28 max = 227.29 avg = 221.61
nanodet_m min = 64.63 max = 75.86 avg = 70.46
yolo-fastest-1.1 min = 39.54 max = 48.30 avg = 44.76
yolo-fastestv2 min = 29.91 max = 53.15 avg = 37.32
vision_transformer min = 2520.25 max = 2595.28 avg = 2557.05
FastestDet min = 32.45 max = 47.38 avg = 40.55
orangepi@orangepi4-lts:~/ncnn/benchmark$ ./benchncnn 10 4 1 -1 0
loop_count = 10
num_threads = 4
powersave = 1
gpu_device = -1
cooling_down = 0
squeezenet min = 48.90 max = 56.65 avg = 53.09
squeezenet_int8 min = 48.09 max = 54.69 avg = 51.26
mobilenet min = 66.06 max = 79.73 avg = 73.96
mobilenet_int8 min = 51.33 max = 58.30 avg = 54.71
mobilenet_v2 min = 61.06 max = 88.93 avg = 71.48
mobilenet_v3 min = 50.41 max = 65.40 avg = 56.51
shufflenet min = 38.11 max = 63.95 avg = 44.03
shufflenet_v2 min = 33.27 max = 36.43 avg = 34.89
mnasnet min = 60.02 max = 72.71 avg = 64.57
proxylessnasnet min = 66.61 max = 73.25 avg = 70.65
efficientnet_b0 min = 87.27 max = 94.97 avg = 91.00
efficientnetv2_b0 min = 99.89 max = 112.09 avg = 106.13
regnety_400m min = 84.65 max = 92.78 avg = 89.51
blazeface min = 9.73 max = 11.45 avg = 10.85
googlenet min = 154.74 max = 164.25 avg = 159.33
googlenet_int8 min = 140.29 max = 148.08 avg = 144.18
resnet18 min = 131.51 max = 244.02 avg = 150.56
resnet18_int8 min = 102.11 max = 114.40 avg = 108.32
alexnet min = 81.13 max = 92.35 avg = 86.86
vgg16 min = 649.91 max = 668.62 avg = 660.25
vgg16_int8 min = 513.75 max = 523.77 avg = 518.17
resnet50 min = 330.89 max = 378.23 avg = 344.07
resnet50_int8 min = 280.38 max = 286.93 avg = 284.43
squeezenet_ssd min = 134.35 max = 146.97 avg = 141.17
squeezenet_ssd_int8 min = 126.31 max = 137.29 avg = 130.73
mobilenet_ssd min = 146.83 max = 161.70 avg = 155.08
mobilenet_ssd_int8 min = 105.74 max = 117.05 avg = 111.62
mobilenet_yolo min = 339.30 max = 352.16 avg = 345.22
mobilenetv2_yolov3 min = 223.12 max = 234.18 avg = 229.81
yolov4-tiny min = 267.30 max = 272.95 avg = 270.47
nanodet_m min = 78.72 max = 86.18 avg = 81.81
yolo-fastest-1.1 min = 47.96 max = 55.08 avg = 51.81
yolo-fastestv2 min = 38.01 max = 44.32 avg = 42.29
vision_transformer min = 3499.34 max = 3526.15 avg = 3514.43
FastestDet min = 40.14 max = 44.37 avg = 42.30
orangepi@orangepi4-lts:~/ncnn/benchmark$ ./benchncnn 10 2 2 -1 0
loop_count = 10
num_threads = 2
powersave = 2
gpu_device = -1
cooling_down = 0
squeezenet min = 45.65 max = 46.72 avg = 46.15
squeezenet_int8 min = 42.60 max = 43.01 avg = 42.76
mobilenet min = 69.35 max = 70.59 avg = 69.92
mobilenet_int8 min = 46.08 max = 46.35 avg = 46.20
mobilenet_v2 min = 57.47 max = 58.90 avg = 58.08
mobilenet_v3 min = 44.72 max = 45.47 avg = 45.05
shufflenet min = 31.74 max = 32.16 avg = 31.97
shufflenet_v2 min = 26.74 max = 26.98 avg = 26.86
mnasnet min = 50.47 max = 51.20 avg = 50.82
proxylessnasnet min = 57.31 max = 58.24 avg = 57.68
efficientnet_b0 min = 79.61 max = 80.79 avg = 80.02
efficientnetv2_b0 min = 92.67 max = 93.37 avg = 93.08
regnety_400m min = 67.08 max = 68.07 avg = 67.59
blazeface min = 8.56 max = 8.81 avg = 8.70
googlenet min = 136.82 max = 138.26 avg = 137.44
googlenet_int8 min = 121.96 max = 122.64 avg = 122.36
resnet18 min = 118.04 max = 119.24 avg = 118.49
resnet18_int8 min = 89.55 max = 92.11 avg = 90.38
alexnet min = 80.75 max = 82.34 avg = 81.24
vgg16 min = 602.11 max = 628.12 avg = 612.26
vgg16_int8 min = 481.31 max = 484.49 avg = 482.84
resnet50 min = 307.31 max = 310.10 avg = 308.88
resnet50_int8 min = 240.45 max = 243.43 avg = 241.76
squeezenet_ssd min = 119.65 max = 122.93 avg = 121.34
squeezenet_ssd_int8 min = 102.71 max = 103.45 avg = 103.20
mobilenet_ssd min = 142.16 max = 143.58 avg = 142.54
mobilenet_ssd_int8 min = 93.20 max = 93.81 avg = 93.41
mobilenet_yolo min = 315.42 max = 318.06 avg = 317.00
mobilenetv2_yolov3 min = 190.59 max = 191.74 avg = 190.96
yolov4-tiny min = 228.77 max = 230.49 avg = 229.78
nanodet_m min = 66.82 max = 67.23 avg = 67.02
yolo-fastest-1.1 min = 38.20 max = 40.89 avg = 38.85
yolo-fastestv2 min = 32.53 max = 33.48 avg = 33.03
vision_transformer min = 3372.17 max = 3516.54 avg = 3461.89
FastestDet min = 32.92 max = 35.55 avg = 33.62
orangepi@orangepicm4:~/code/ncnn-test$ ./benchncnn 10 4 0 -1 1
loop_count = 10
num_threads = 4
powersave = 0
gpu_device = -1
cooling_down = 1
squeezenet min = 23.91 max = 91.49 avg = 31.03
squeezenet_int8 min = 24.44 max = 25.39 avg = 24.75
mobilenet min = 30.67 max = 31.75 avg = 30.98
mobilenet_int8 min = 27.87 max = 28.48 avg = 28.05
mobilenet_v2 min = 31.82 max = 32.56 avg = 32.07
mobilenet_v3 min = 24.63 max = 24.91 avg = 24.81
shufflenet min = 19.77 max = 20.19 avg = 20.01
shufflenet_v2 min = 16.67 max = 40.81 avg = 28.79
mnasnet min = 27.48 max = 28.36 avg = 27.75
proxylessnasnet min = 33.04 max = 37.30 avg = 33.70
efficientnet_b0 min = 39.21 max = 175.34 avg = 53.26
efficientnetv2_b0 min = 48.94 max = 78.68 avg = 52.44
regnety_400m min = 39.81 max = 40.15 avg = 39.96
blazeface min = 6.22 max = 6.36 avg = 6.30
googlenet min = 75.48 max = 120.58 avg = 82.05
googlenet_int8 min = 74.42 max = 78.70 avg = 75.29
resnet18 min = 58.21 max = 99.04 avg = 66.07
resnet18_int8 min = 54.18 max = 79.91 avg = 57.31
alexnet min = 49.18 max = 161.71 avg = 63.03
vgg16 min = 323.82 max = 452.63 avg = 360.92
vgg16_int8 min = 379.18 max = 527.82 avg = 432.99
resnet50 min = 135.84 max = 200.71 avg = 142.54
resnet50_int8 min = 126.06 max = 169.65 avg = 136.29
squeezenet_ssd min = 77.62 max = 137.89 avg = 86.87
squeezenet_ssd_int8 min = 74.17 max = 76.22 avg = 74.91
mobilenet_ssd min = 68.60 max = 132.81 avg = 75.30
mobilenet_ssd_int8 min = 58.01 max = 59.24 avg = 58.81
mobilenet_yolo min = 151.61 max = 247.03 avg = 168.31
mobilenetv2_yolov3 min = 106.00 max = 163.45 avg = 111.92
yolov4-tiny min = 132.99 max = 193.53 avg = 139.88
nanodet_m min = 51.43 max = 87.10 avg = 58.17
yolo-fastest-1.1 min = 26.10 max = 66.68 avg = 30.33
yolo-fastestv2 min = 21.87 max = 69.79 avg = 35.55
vision_transformer min = 2301.36 max = 2513.89 avg = 2426.14
FastestDet min = 21.33 max = 21.59 avg = 21.47
orangepi@orangepicm4:~/code/ncnn-test$ ./benchncnn 10 1 0 -1 1
loop_count = 10
num_threads = 1
powersave = 0
gpu_device = -1
cooling_down = 1
squeezenet min = 47.26 max = 48.21 avg = 47.68
squeezenet_int8 min = 50.80 max = 54.79 avg = 51.64
mobilenet min = 68.18 max = 71.72 avg = 68.78
mobilenet_int8 min = 58.34 max = 58.73 avg = 58.56
mobilenet_v2 min = 56.56 max = 57.38 avg = 57.04
mobilenet_v3 min = 45.52 max = 53.46 avg = 47.98
shufflenet min = 34.88 max = 75.06 avg = 46.15
shufflenet_v2 min = 33.43 max = 49.65 avg = 36.86
mnasnet min = 53.87 max = 54.08 avg = 53.98
proxylessnasnet min = 70.99 max = 71.40 avg = 71.14
efficientnet_b0 min = 83.79 max = 89.78 avg = 84.96
efficientnetv2_b0 min = 103.89 max = 117.47 avg = 105.81
regnety_400m min = 63.68 max = 81.25 avg = 66.66
blazeface min = 12.18 max = 39.24 avg = 21.79
googlenet min = 179.41 max = 202.18 avg = 185.39
googlenet_int8 min = 187.88 max = 198.49 avg = 191.01
resnet18 min = 132.67 max = 148.94 avg = 136.09
resnet18_int8 min = 150.37 max = 158.14 avg = 153.17
alexnet min = 115.00 max = 120.17 avg = 116.26
vgg16 min = 809.99 max = 851.07 avg = 827.73
vgg16_int8 min = 1149.74 max = 1161.37 avg = 1154.22
resnet50 min = 327.19 max = 350.42 avg = 332.12
resnet50_int8 min = 325.08 max = 332.46 avg = 327.17
squeezenet_ssd min = 150.33 max = 163.00 avg = 153.12
squeezenet_ssd_int8 min = 152.21 max = 157.94 avg = 155.36
mobilenet_ssd min = 149.30 max = 150.23 avg = 149.72
mobilenet_ssd_int8 min = 121.93 max = 127.07 avg = 123.03
mobilenet_yolo min = 330.91 max = 345.64 avg = 336.21
mobilenetv2_yolov3 min = 193.25 max = 214.92 avg = 198.82
yolov4-tiny min = 284.38 max = 332.54 avg = 293.43
nanodet_m min = 90.69 max = 100.74 avg = 92.56
yolo-fastest-1.1 min = 38.93 max = 51.96 avg = 42.11
yolo-fastestv2 min = 35.74 max = 48.11 avg = 38.63
vision_transformer min = 7280.18 max = 7301.27 avg = 7292.38
FastestDet min = 36.54 max = 42.31 avg = 38.41
orangepi@orangepi5:~/ncnn-master/benchmark$ ./benchncnn 10 8 0 -1 0
loop_count = 10
num_threads = 8
powersave = 0
gpu_device = -1
cooling_down = 0
squeezenet min = 6.22 max = 6.69 avg = 6.37
squeezenet_int8 min = 7.93 max = 8.32 avg = 8.07
mobilenet min = 9.08 max = 14.02 avg = 9.81
mobilenet_int8 min = 7.89 max = 9.02 avg = 8.47
mobilenet_v2 min = 7.77 max = 8.09 avg = 7.92
mobilenet_v3 min = 6.87 max = 8.19 avg = 7.46
shufflenet min = 5.98 max = 10.21 avg = 7.23
shufflenet_v2 min = 4.82 max = 5.04 avg = 4.93
mnasnet min = 6.15 max = 6.36 avg = 6.24
proxylessnasnet min = 9.50 max = 10.50 avg = 9.93
efficientnet_b0 min = 11.46 max = 11.79 avg = 11.60
efficientnetv2_b0 min = 18.61 max = 19.48 avg = 18.88
regnety_400m min = 10.54 max = 12.44 avg = 10.86
blazeface min = 1.96 max = 5.35 avg = 2.58
googlenet min = 26.62 max = 32.59 avg = 29.96
googlenet_int8 min = 28.27 max = 32.80 avg = 30.01
resnet18 min = 15.52 max = 18.29 avg = 16.37
resnet18_int8 min = 23.33 max = 26.89 avg = 24.99
alexnet min = 19.92 max = 22.75 avg = 21.06
vgg16 min = 101.18 max = 122.44 avg = 107.45
vgg16_int8 min = 164.69 max = 227.98 avg = 189.73
resnet50 min = 42.96 max = 59.26 avg = 50.83
resnet50_int8 min = 54.46 max = 66.72 avg = 61.37
squeezenet_ssd min = 24.39 max = 31.19 avg = 27.69
squeezenet_ssd_int8 min = 27.15 max = 41.55 avg = 33.68
mobilenet_ssd min = 22.26 max = 26.89 avg = 23.95
mobilenet_ssd_int8 min = 21.18 max = 24.21 avg = 23.05
mobilenet_yolo min = 52.65 max = 65.53 avg = 58.47
mobilenetv2_yolov3 min = 31.34 max = 45.15 avg = 34.63
yolov4-tiny min = 40.55 max = 49.32 avg = 43.85
nanodet_m min = 16.08 max = 19.51 avg = 17.58
yolo-fastest-1.1 min = 6.48 max = 7.33 avg = 6.98
yolo-fastestv2 min = 4.96 max = 11.66 avg = 7.30
vision_transformer min = 678.22 max = 815.73 avg = 729.16
FastestDet min = 4.95 max = 10.65 avg = 6.88
orangepi@orangepi5:~/ncnn-master/benchmark$ ./benchncnn 10 4 1 -1 0
loop_count = 10
num_threads = 4
powersave = 1
gpu_device = -1
cooling_down = 0
squeezenet min = 10.91 max = 11.14 avg = 11.03
squeezenet_int8 min = 14.26 max = 14.55 avg = 14.30
mobilenet min = 15.92 max = 16.26 avg = 16.11
mobilenet_int8 min = 14.71 max = 15.22 avg = 14.91
mobilenet_v2 min = 12.28 max = 12.49 avg = 12.37
mobilenet_v3 min = 11.31 max = 11.72 avg = 11.46
shufflenet min = 10.10 max = 10.33 avg = 10.24
shufflenet_v2 min = 9.38 max = 9.70 avg = 9.55
mnasnet min = 12.28 max = 12.80 avg = 12.44
proxylessnasnet min = 16.54 max = 16.66 avg = 16.60
efficientnet_b0 min = 19.56 max = 20.66 avg = 19.86
efficientnetv2_b0 min = 34.06 max = 34.65 avg = 34.41
regnety_400m min = 23.97 max = 24.69 avg = 24.20
blazeface min = 3.39 max = 3.56 avg = 3.48
googlenet min = 46.96 max = 47.90 avg = 47.56
googlenet_int8 min = 49.56 max = 50.23 avg = 49.79
resnet18 min = 28.44 max = 29.54 avg = 28.77
resnet18_int8 min = 41.32 max = 42.44 avg = 41.67
alexnet min = 31.83 max = 32.77 avg = 32.32
vgg16 min = 170.32 max = 178.30 avg = 173.22
vgg16_int8 min = 282.55 max = 299.32 avg = 287.78
resnet50 min = 78.00 max = 81.57 avg = 78.79
resnet50_int8 min = 89.12 max = 92.31 avg = 90.92
squeezenet_ssd min = 38.07 max = 39.07 avg = 38.59
squeezenet_ssd_int8 min = 50.98 max = 52.56 avg = 51.68
mobilenet_ssd min = 38.79 max = 39.67 avg = 39.34
mobilenet_ssd_int8 min = 33.53 max = 35.26 avg = 34.66
mobilenet_yolo min = 90.50 max = 92.32 avg = 90.99
mobilenetv2_yolov3 min = 51.38 max = 51.93 avg = 51.56
yolov4-tiny min = 75.65 max = 76.80 avg = 76.17
nanodet_m min = 21.33 max = 21.68 avg = 21.50
yolo-fastest-1.1 min = 11.18 max = 12.06 avg = 11.36
yolo-fastestv2 min = 9.87 max = 10.33 avg = 10.15
vision_transformer min = 1475.77 max = 1477.97 avg = 1476.77
FastestDet min = 9.39 max = 9.73 avg = 9.53
orangepi@orangepi5:~/ncnn-master/benchmark$ ./benchncnn 10 4 2 -1 0
loop_count = 10
num_threads = 4
powersave = 2
gpu_device = -1
cooling_down = 0
squeezenet min = 3.59 max = 3.70 avg = 3.66
squeezenet_int8 min = 4.32 max = 4.42 avg = 4.36
mobilenet min = 5.50 max = 5.55 avg = 5.53
mobilenet_int8 min = 4.52 max = 4.60 avg = 4.56
mobilenet_v2 min = 4.50 max = 4.60 avg = 4.54
mobilenet_v3 min = 4.09 max = 4.28 avg = 4.15
shufflenet min = 3.49 max = 3.58 avg = 3.51
shufflenet_v2 min = 2.91 max = 3.07 avg = 2.97
mnasnet min = 4.18 max = 4.25 avg = 4.21
proxylessnasnet min = 4.94 max = 5.00 avg = 4.97
efficientnet_b0 min = 7.50 max = 7.54 avg = 7.52
efficientnetv2_b0 min = 11.32 max = 11.41 avg = 11.37
regnety_400m min = 7.92 max = 8.01 avg = 7.95
blazeface min = 1.21 max = 1.31 avg = 1.24
googlenet min = 15.03 max = 15.17 avg = 15.10
googlenet_int8 min = 15.48 max = 15.61 avg = 15.55
resnet18 min = 9.91 max = 9.97 avg = 9.93
resnet18_int8 min = 15.80 max = 16.00 avg = 15.89
alexnet min = 12.35 max = 12.64 avg = 12.48
vgg16 min = 61.92 max = 65.62 avg = 62.93
vgg16_int8 min = 129.94 max = 131.65 avg = 130.65
resnet50 min = 27.41 max = 27.62 avg = 27.52
resnet50_int8 min = 33.01 max = 33.23 avg = 33.08
squeezenet_ssd min = 13.92 max = 14.27 avg = 14.02
squeezenet_ssd_int8 min = 18.04 max = 18.40 avg = 18.15
mobilenet_ssd min = 13.69 max = 13.80 avg = 13.74
mobilenet_ssd_int8 min = 10.95 max = 11.10 avg = 11.02
mobilenet_yolo min = 32.06 max = 32.30 avg = 32.17
mobilenetv2_yolov3 min = 19.27 max = 20.68 avg = 19.97
yolov4-tiny min = 25.41 max = 29.51 avg = 27.76
nanodet_m min = 6.68 max = 6.73 avg = 6.70
yolo-fastest-1.1 min = 3.77 max = 4.02 avg = 3.83
yolo-fastestv2 min = 3.41 max = 3.65 avg = 3.48
vision_transformer min = 548.32 max = 654.71 avg = 579.48
FastestDet min = 3.38 max = 3.46 avg = 3.42
orangepi@orangepi5plus:~/ncnn$ ./benchncnn 8 4 2 -1 1
loop_count = 8
num_threads = 4
powersave = 2
gpu_device = -1
cooling_down = 1
squeezenet min = 5.55 max = 5.67 avg = 5.61
squeezenet_int8 min = 5.39 max = 5.76 avg = 5.60
mobilenet min = 7.43 max = 7.50 avg = 7.47
mobilenet_int8 min = 6.91 max = 7.00 avg = 6.96
mobilenet_v2 min = 8.24 max = 8.47 avg = 8.33
mobilenet_v3 min = 6.63 max = 7.32 avg = 6.84
shufflenet min = 4.10 max = 4.23 avg = 4.14
shufflenet_v2 min = 3.51 max = 3.61 avg = 3.56
mnasnet min = 5.76 max = 7.79 avg = 6.53
proxylessnasnet min = 6.66 max = 7.19 avg = 6.79
efficientnet_b0 min = 10.32 max = 10.73 avg = 10.40
efficientnetv2_b0 min = 11.48 max = 11.78 avg = 11.61
regnety_400m min = 9.73 max = 9.85 avg = 9.79
blazeface min = 1.39 max = 1.62 avg = 1.46
googlenet min = 21.48 max = 23.08 avg = 22.79
googlenet_int8 min = 20.82 max = 21.78 avg = 21.01
resnet18 min = 9.37 max = 10.05 avg = 9.50
resnet18_int8 min = 14.88 max = 19.64 avg = 15.90
alexnet min = 24.74 max = 24.93 avg = 24.81
vgg16 min = 58.75 max = 62.44 avg = 59.52
vgg16_int8 min = 73.68 max = 75.89 avg = 74.14
resnet50 min = 44.88 max = 45.10 avg = 44.98
resnet50_int8 min = 35.54 max = 36.02 avg = 35.71
squeezenet_ssd min = 12.07 max = 26.66 avg = 19.03
squeezenet_ssd_int8 min = 21.95 max = 25.51 avg = 23.21
mobilenet_ssd min = 12.62 max = 12.73 avg = 12.67
mobilenet_ssd_int8 min = 17.21 max = 17.68 avg = 17.44
mobilenet_yolo min = 32.82 max = 32.98 avg = 32.91
mobilenetv2_yolov3 min = 18.67 max = 20.52 avg = 19.57
yolov4-tiny min = 38.82 max = 40.84 avg = 39.82
nanodet_m min = 9.05 max = 9.22 avg = 9.13
yolo-fastest-1.1 min = 4.67 max = 5.04 avg = 4.74
yolo-fastestv2 min = 4.27 max = 4.32 avg = 4.29
vision_transformer min = 429.32 max = 431.02 avg = 430.20
FastestDet min = 4.28 max = 4.72 avg = 4.36
root@ubuntu:/home/sunrise/ncnn-master/benchmark# ../build-aarch64-linux-gnu/benchmark/benchncnn 10 4 0 -1 1
loop_count = 10
num_threads = 4
powersave = 0
gpu_device = -1
cooling_down = 1
squeezenet min = 49.83 max = 50.57 avg = 50.08
squeezenet_int8 min = 48.43 max = 49.18 avg = 48.67
mobilenet min = 68.37 max = 69.09 avg = 68.63
mobilenet_int8 min = 58.19 max = 58.72 avg = 58.37
mobilenet_v2 min = 58.76 max = 60.62 avg = 59.20
mobilenet_v3 min = 49.75 max = 50.60 avg = 50.06
shufflenet min = 37.17 max = 37.96 avg = 37.50
shufflenet_v2 min = 32.08 max = 32.42 avg = 32.22
mnasnet min = 55.51 max = 57.02 avg = 55.90
proxylessnasnet min = 68.15 max = 69.53 avg = 68.78
efficientnet_b0 min = 88.64 max = 90.16 avg = 89.43
efficientnetv2_b0 min = 102.45 max = 103.42 avg = 102.92
regnety_400m min = 88.22 max = 89.09 avg = 88.62
blazeface min = 9.78 max = 10.15 avg = 9.93
googlenet min = 152.20 max = 153.92 avg = 153.28
googlenet_int8 min = 141.80 max = 143.30 avg = 142.48
resnet18 min = 116.70 max = 117.59 avg = 117.03
resnet18_int8 min = 104.42 max = 105.85 avg = 104.94
alexnet min = 82.55 max = 83.23 avg = 82.82
vgg16 min = 590.22 max = 598.18 avg = 594.35
vgg16_int8 min = 504.56 max = 507.21 avg = 505.73
resnet50 min = 307.36 max = 308.68 avg = 308.03
resnet50_int8 min = 281.35 max = 283.87 avg = 282.30
squeezenet_ssd min = 124.93 max = 126.51 avg = 125.51
squeezenet_ssd_int8 min = 118.07 max = 118.89 avg = 118.29
mobilenet_ssd min = 142.27 max = 142.57 avg = 142.44
mobilenet_ssd_int8 min = 116.51 max = 117.60 avg = 117.04
mobilenet_yolo min = 314.64 max = 317.09 avg = 315.93
mobilenetv2_yolov3 min = 204.55 max = 205.30 avg = 204.93
yolov4-tiny min = 246.69 max = 249.64 avg = 247.95
nanodet_m min = 77.73 max = 78.30 avg = 77.99
yolo-fastest-1.1 min = 46.29 max = 47.52 avg = 46.93
yolo-fastestv2 min = 36.55 max = 36.95 avg = 36.73
vision_transformer min = 3372.85 max = 3409.14 avg = 3377.75
FastestDet min = 38.23 max = 38.77 avg = 38.49
root@nanopi-r2s:~/ncnn/build/benchmark# ./benchncnn 8 4 0
loop_count = 8
num_threads = 4
powersave = 0
gpu_device = -1
cooling_down = 1
squeezenet min = 62.20 max = 62.81 avg = 62.49
squeezenet_int8 min = 57.92 max = 71.46 avg = 59.76
mobilenet min = 82.88 max = 89.36 avg = 84.52
mobilenet_int8 min = 57.16 max = 96.22 avg = 62.29
mobilenet_v2 min = 73.68 max = 75.92 avg = 74.17
mobilenet_v3 min = 59.57 max = 60.14 avg = 59.84
shufflenet min = 52.34 max = 52.70 avg = 52.53
shufflenet_v2 min = 45.51 max = 45.92 avg = 45.73
mnasnet min = 67.75 max = 83.15 avg = 69.82
proxylessnasnet min = 81.70 max = 83.66 avg = 82.31
efficientnet_b0 min = 121.10 max = 123.22 avg = 121.55
efficientnetv2_b0 min = 138.93 max = 192.15 avg = 154.94
regnety_400m min = 99.62 max = 116.29 avg = 101.97
blazeface min = 18.80 max = 19.15 avg = 19.01
googlenet min = 176.36 max = 202.84 avg = 181.86
googlenet_int8 min = 155.50 max = 190.50 avg = 161.20
resnet18 min = 165.79 max = 201.57 avg = 172.56
resnet18_int8 min = 122.24 max = 160.53 avg = 134.24
alexnet min = 227.07 max = 238.09 avg = 232.19
vgg16_int8 min = 522.14 max = 551.75 avg = 531.68
resnet50 min = 378.30 max = 440.21 avg = 388.56
resnet50_int8 min = 315.76 max = 373.97 avg = 329.88
squeezenet_ssd min = 175.37 max = 200.86 avg = 179.01
squeezenet_ssd_int8 min = 134.71 max = 147.57 avg = 136.57
mobilenet_ssd min = 174.43 max = 212.11 avg = 180.61
mobilenet_ssd_int8 min = 119.41 max = 153.75 avg = 124.21
mobilenet_yolo min = 366.27 max = 422.67 avg = 383.65
mobilenetv2_yolov3 min = 238.56 max = 281.97 avg = 247.56
yolov4-tiny min = 311.45 max = 333.32 avg = 316.79
nanodet_m min = 114.15 max = 122.39 avg = 115.44
root@nanopi-r2s:~/ncnn/build/benchmark# ./benchncnn 8 2 0
loop_count = 8
num_threads = 2
powersave = 0
gpu_device = -1
cooling_down = 1
squeezenet min = 89.02 max = 90.52 avg = 89.35
squeezenet_int8 min = 81.19 max = 81.90 avg = 81.42
mobilenet min = 131.47 max = 134.39 avg = 132.34
mobilenet_int8 min = 102.20 max = 103.03 avg = 102.66
mobilenet_v2 min = 102.40 max = 108.12 avg = 103.91
mobilenet_v3 min = 89.17 max = 90.10 avg = 89.53
shufflenet min = 65.74 max = 68.86 avg = 66.50
shufflenet_v2 min = 62.83 max = 64.41 avg = 63.25
mnasnet min = 98.01 max = 98.24 avg = 98.14
proxylessnasnet min = 121.10 max = 123.55 avg = 121.80
efficientnet_b0 min = 187.79 max = 188.41 avg = 188.08
efficientnetv2_b0 min = 211.96 max = 213.99 avg = 212.74
regnety_400m min = 124.98 max = 125.49 avg = 125.28
blazeface min = 24.91 max = 25.14 avg = 25.00
googlenet min = 278.47 max = 283.24 avg = 280.79
googlenet_int8 min = 243.81 max = 247.82 avg = 245.30
resnet18 min = 257.46 max = 259.29 avg = 258.29
resnet18_int8 min = 187.18 max = 188.74 avg = 187.70
alexnet min = 384.52 max = 387.07 avg = 385.84
vgg16_int8 min = 897.26 max = 901.68 avg = 899.19
resnet50 min = 618.85 max = 623.92 avg = 620.85
resnet50_int8 min = 512.33 max = 514.93 avg = 513.64
squeezenet_ssd min = 211.21 max = 218.71 avg = 213.02
squeezenet_ssd_int8 min = 193.32 max = 193.97 avg = 193.70
mobilenet_ssd min = 271.11 max = 275.58 avg = 272.06
mobilenet_ssd_int8 min = 208.80 max = 209.59 avg = 209.05
mobilenet_yolo min = 570.55 max = 575.98 avg = 572.73
mobilenetv2_yolov3 min = 329.04 max = 353.84 avg = 340.42
yolov4-tiny min = 435.16 max = 463.68 avg = 457.69
nanodet_m min = 155.70 max = 159.13 avg = 156.50
[openailab@MiWiFi-R1D-srv benchmark]$ ./benchncnn 8 4 0 -1 1
loop_count = 8
num_threads = 4
powersave = 0
gpu_device = -1
cooling_down = 1
squeezenet min = 68.97 max = 71.42 avg = 69.65
squeezenet_int8 min = 58.47 max = 59.58 avg = 58.77
mobilenet min = 90.87 max = 100.18 avg = 92.48
mobilenet_int8 min = 59.46 max = 63.02 avg = 60.01
mobilenet_v2 min = 82.92 max = 112.01 avg = 88.10
mobilenet_v3 min = 66.65 max = 69.57 avg = 67.27
shufflenet min = 48.22 max = 48.49 avg = 48.34
shufflenet_v2 min = 48.52 max = 52.88 avg = 49.17
mnasnet min = 75.63 max = 79.83 avg = 76.43
proxylessnasnet min = 84.73 max = 86.69 avg = 85.16
efficientnet_b0 min = 125.69 max = 129.00 avg = 126.38
efficientnetv2_b0 min = 144.44 max = 149.01 avg = 145.33
regnety_400m min = 99.69 max = 101.23 avg = 100.38
blazeface min = 15.84 max = 16.24 avg = 16.03
googlenet min = 194.64 max = 199.29 avg = 196.07
googlenet_int8 min = 158.54 max = 165.64 avg = 160.25
resnet18 min = 200.65 max = 221.60 avg = 204.30
resnet18_int8 min = 122.69 max = 126.57 avg = 123.54
alexnet min = 175.54 max = 200.91 avg = 181.38
resnet50 min = 428.75 max = 466.51 avg = 439.67
resnet50_int8 min = 324.95 max = 347.47 avg = 329.74
squeezenet_ssd min = 199.86 max = 207.51 avg = 201.99
squeezenet_ssd_int8 min = 150.35 max = 176.92 avg = 154.60
mobilenet_ssd min = 186.50 max = 189.92 avg = 188.09
mobilenet_ssd_int8 min = 123.55 max = 127.17 avg = 124.63
mobilenet_yolo min = 393.83 max = 414.09 avg = 398.57
mobilenetv2_yolov3 min = 263.49 max = 273.11 avg = 266.11
yolov4-tiny min = 342.33 max = 363.69 avg = 346.34
nanodet_m min = 119.66 max = 127.29 avg = 121.26
yolo-fastest-1.1 min = 61.87 max = 90.26 avg = 65.77
yolo-fastestv2 min = 48.48 max = 50.82 avg = 48.93
[openailab@MiWiFi-R1D-srv benchmark]$ ./benchncnn 4 1 0 -1 1
loop_count = 4
num_threads = 1
powersave = 0
gpu_device = -1
cooling_down = 1
squeezenet min = 152.15 max = 152.67 avg = 152.43
squeezenet_int8 min = 143.22 max = 144.24 avg = 143.61
mobilenet min = 237.77 max = 239.69 avg = 238.47
mobilenet_int8 min = 199.91 max = 201.35 avg = 200.50
mobilenet_v2 min = 169.67 max = 170.18 avg = 169.93
mobilenet_v3 min = 150.06 max = 151.17 avg = 150.78
shufflenet min = 91.78 max = 92.38 avg = 92.06
shufflenet_v2 min = 100.86 max = 101.75 avg = 101.50
mnasnet min = 165.10 max = 166.74 avg = 166.24
proxylessnasnet min = 218.42 max = 220.55 avg = 219.12
efficientnet_b0 min = 348.00 max = 349.03 avg = 348.49
efficientnetv2_b0 min = 404.06 max = 406.16 avg = 405.00
regnety_400m min = 209.48 max = 211.36 avg = 210.44
blazeface min = 31.31 max = 32.61 avg = 32.00
googlenet min = 510.38 max = 512.43 avg = 511.25
googlenet_int8 min = 454.38 max = 456.19 avg = 455.02
resnet18 min = 407.78 max = 409.45 avg = 408.34
resnet18_int8 min = 357.01 max = 360.72 avg = 358.74
alexnet min = 504.12 max = 506.74 avg = 505.08
resnet50 min = 1115.42 max = 1121.91 avg = 1118.67
resnet50_int8 min = 973.38 max = 976.26 avg = 975.21
squeezenet_ssd min = 361.52 max = 363.69 avg = 362.38
squeezenet_ssd_int8 min = 333.81 max = 337.16 avg = 335.24
mobilenet_ssd min = 477.43 max = 478.36 avg = 477.82
mobilenet_ssd_int8 min = 409.33 max = 409.67 avg = 409.52
mobilenet_yolo min = 1048.79 max = 1057.72 avg = 1053.80
mobilenetv2_yolov3 min = 567.04 max = 571.44 avg = 569.04
yolov4-tiny min = 788.40 max = 790.74 avg = 789.12
nanodet_m min = 253.68 max = 254.59 avg = 254.16
yolo-fastest-1.1 min = 102.44 max = 103.11 avg = 102.67
yolo-fastestv2 min = 82.19 max = 82.43 avg = 82.35
orin@nano:~/ncnn/benchmark$ ./benchncnn 8 6 0 0 1
[0 NVIDIA Tegra Orin (nvgpu)] queueC=2[8] queueG=0[16] queueT=1[2]
[0 NVIDIA Tegra Orin (nvgpu)] bugsbn1=0 bugbilz=0 bugcopc=0 bugihfa=0
[0 NVIDIA Tegra Orin (nvgpu)] fp16-p/s/a=1/1/1 int8-p/s/a=1/1/1
[0 NVIDIA Tegra Orin (nvgpu)] subgroup=32 basic/vote/ballot/shuffle=1/1/1/1
[0 NVIDIA Tegra Orin (nvgpu)] fp16-matrix-16_8_8/16_8_16/16_16_16=1/1/1
loop_count = 8
num_threads = 6
powersave = 0
gpu_device = 0
cooling_down = 1
squeezenet min = 5.31 max = 5.95 avg = 5.44
squeezenet_int8 min = 5.13 max = 6.24 avg = 5.57
mobilenet min = 2.98 max = 5.52 avg = 3.66
mobilenet_int8 min = 5.97 max = 7.76 avg = 6.98
mobilenet_v2 min = 6.73 max = 6.98 avg = 6.91
mobilenet_v3 min = 8.58 max = 8.77 avg = 8.71
shufflenet min = 7.33 max = 7.43 avg = 7.39
shufflenet_v2 min = 7.59 max = 8.46 avg = 8.27
mnasnet min = 4.78 max = 6.81 avg = 5.41
proxylessnasnet min = 7.39 max = 7.65 avg = 7.52
efficientnet_b0 min = 10.81 max = 15.28 avg = 12.27
efficientnetv2_b0 min = 46.58 max = 48.56 avg = 47.70
regnety_400m min = 9.86 max = 10.46 avg = 10.04
blazeface min = 3.98 max = 4.66 avg = 4.31
googlenet min = 10.01 max = 14.44 avg = 11.48
googlenet_int8 min = 18.07 max = 19.55 avg = 18.65
resnet18 min = 6.52 max = 9.73 avg = 8.26
resnet18_int8 min = 13.28 max = 20.58 avg = 14.96
alexnet min = 8.71 max = 9.05 avg = 8.84
vgg16 min = 19.28 max = 19.49 avg = 19.35
vgg16_int8 min = 98.14 max = 100.92 avg = 99.76
resnet50 min = 9.25 max = 9.37 avg = 9.31
resnet50_int8 min = 31.16 max = 34.44 avg = 32.59
squeezenet_ssd min = 13.60 max = 18.96 avg = 16.68
squeezenet_ssd_int8 min = 17.81 max = 19.83 avg = 18.75
mobilenet_ssd min = 11.88 max = 13.86 avg = 13.27
mobilenet_ssd_int8 min = 14.05 max = 21.16 avg = 15.64
mobilenet_yolo min = 14.18 max = 14.41 avg = 14.26
mobilenetv2_yolov3 min = 16.65 max = 18.78 avg = 18.06
yolov4-tiny min = 25.60 max = 26.56 avg = 25.92
nanodet_m min = 15.71 max = 19.89 avg = 19.03
yolo-fastest-1.1 min = 8.72 max = 9.18 avg = 8.96
yolo-fastestv2 min = 7.97 max = 8.10 avg = 8.04
vision_transformer min = 821.34 max = 825.91 avg = 823.26
FastestDet min = 7.72 max = 8.15 avg = 7.81
orin@nano:~/ncnn/benchmark$ ./benchncnn 8 1 0 0 1
[0 NVIDIA Tegra Orin (nvgpu)] queueC=2[8] queueG=0[16] queueT=1[2]
[0 NVIDIA Tegra Orin (nvgpu)] bugsbn1=0 bugbilz=0 bugcopc=0 bugihfa=0
[0 NVIDIA Tegra Orin (nvgpu)] fp16-p/s/a=1/1/1 int8-p/s/a=1/1/1
[0 NVIDIA Tegra Orin (nvgpu)] subgroup=32 basic/vote/ballot/shuffle=1/1/1/1
[0 NVIDIA Tegra Orin (nvgpu)] fp16-matrix-16_8_8/16_8_16/16_16_16=1/1/1
loop_count = 8
num_threads = 1
powersave = 0
gpu_device = 0
cooling_down = 1
squeezenet min = 5.05 max = 5.23 avg = 5.09
squeezenet_int8 min = 15.93 max = 16.09 avg = 16.00
mobilenet min = 2.97 max = 5.49 avg = 3.84
mobilenet_int8 min = 23.27 max = 23.38 avg = 23.33
mobilenet_v2 min = 3.61 max = 4.01 avg = 3.83
mobilenet_v3 min = 6.12 max = 8.36 avg = 6.67
shufflenet min = 4.07 max = 7.25 avg = 6.22
shufflenet_v2 min = 8.49 max = 8.82 avg = 8.67
mnasnet min = 3.70 max = 8.23 avg = 5.37
proxylessnasnet min = 6.36 max = 9.16 avg = 7.52
efficientnet_b0 min = 10.55 max = 10.81 avg = 10.65
efficientnetv2_b0 min = 28.22 max = 28.62 avg = 28.54
regnety_400m min = 7.22 max = 10.04 avg = 8.50
blazeface min = 3.70 max = 3.86 avg = 3.76
googlenet min = 7.18 max = 9.76 avg = 8.21
googlenet_int8 min = 63.19 max = 63.54 avg = 63.32
resnet18 min = 4.67 max = 4.73 avg = 4.70
resnet18_int8 min = 50.51 max = 50.81 avg = 50.65
alexnet min = 8.56 max = 10.64 avg = 9.02
vgg16 min = 19.24 max = 19.50 avg = 19.31
vgg16_int8 min = 411.02 max = 412.40 avg = 411.60
resnet50 min = 9.14 max = 9.52 avg = 9.41
resnet50_int8 min = 112.04 max = 112.43 avg = 112.25
squeezenet_ssd min = 13.23 max = 13.79 avg = 13.52
squeezenet_ssd_int8 min = 46.52 max = 46.98 avg = 46.77
mobilenet_ssd min = 8.89 max = 12.51 avg = 9.95
mobilenet_ssd_int8 min = 47.66 max = 48.73 avg = 48.13
mobilenet_yolo min = 9.68 max = 9.75 avg = 9.70
mobilenetv2_yolov3 min = 15.84 max = 17.54 avg = 16.83
yolov4-tiny min = 23.32 max = 25.49 avg = 24.56
nanodet_m min = 13.59 max = 19.53 avg = 15.85
yolo-fastest-1.1 min = 7.68 max = 11.32 avg = 8.20
yolo-fastestv2 min = 7.75 max = 7.84 avg = 7.78
vision_transformer min = 822.27 max = 829.73 avg = 825.74
FastestDet min = 7.51 max = 8.05 avg = 7.68
orin@nano:~/ncnn/benchmark$ ./benchncnn 8 6 0 -1 1
loop_count = 8
num_threads = 6
powersave = 0
gpu_device = -1
cooling_down = 1
squeezenet min = 5.07 max = 6.99 avg = 5.69
squeezenet_int8 min = 5.08 max = 5.79 avg = 5.42
mobilenet min = 6.96 max = 8.20 avg = 7.45
mobilenet_int8 min = 5.91 max = 7.33 avg = 6.37
mobilenet_v2 min = 5.86 max = 7.55 avg = 6.51
mobilenet_v3 min = 5.60 max = 7.22 avg = 6.14
shufflenet min = 5.20 max = 5.79 avg = 5.44
shufflenet_v2 min = 4.56 max = 5.90 avg = 4.86
mnasnet min = 5.43 max = 6.44 avg = 5.83
proxylessnasnet min = 5.92 max = 8.70 avg = 6.83
efficientnet_b0 min = 10.09 max = 11.57 avg = 10.65
efficientnetv2_b0 min = 12.79 max = 15.96 avg = 14.12
regnety_400m min = 14.04 max = 21.23 avg = 15.88
blazeface min = 1.76 max = 1.90 avg = 1.81
googlenet min = 19.45 max = 25.43 avg = 21.21
googlenet_int8 min = 17.67 max = 18.59 avg = 18.20
resnet18 min = 12.26 max = 19.47 avg = 15.13
resnet18_int8 min = 13.02 max = 14.78 avg = 13.86
alexnet min = 12.27 max = 19.18 avg = 15.02
vgg16 min = 59.43 max = 89.43 avg = 65.11
vgg16_int8 min = 97.71 max = 141.28 avg = 108.00
resnet50 min = 38.69 max = 40.67 avg = 39.26
resnet50_int8 min = 28.67 max = 31.63 avg = 29.93
squeezenet_ssd min = 14.52 max = 26.92 avg = 17.89
squeezenet_ssd_int8 min = 16.61 max = 19.27 avg = 17.82
mobilenet_ssd min = 16.61 max = 22.65 avg = 17.89
mobilenet_ssd_int8 min = 13.22 max = 14.83 avg = 14.04
mobilenet_yolo min = 40.10 max = 44.28 avg = 41.48
mobilenetv2_yolov3 min = 21.48 max = 22.83 avg = 22.01
yolov4-tiny min = 33.30 max = 37.31 avg = 34.59
nanodet_m min = 10.80 max = 12.62 avg = 11.54
yolo-fastest-1.1 min = 5.51 max = 6.03 avg = 5.75
yolo-fastestv2 min = 4.98 max = 6.35 avg = 5.44
vision_transformer min = 610.40 max = 681.89 avg = 628.84
FastestDet min = 4.82 max = 6.19 avg = 5.32
orin@nano:~/ncnn/benchmark$ ./benchncnn 8 1 0 -1 1
loop_count = 8
num_threads = 1
powersave = 0
gpu_device = -1
cooling_down = 1
squeezenet min = 15.94 max = 16.23 avg = 16.04
squeezenet_int8 min = 15.91 max = 16.09 avg = 15.98
mobilenet min = 28.77 max = 28.91 avg = 28.83
mobilenet_int8 min = 23.29 max = 23.63 avg = 23.46
mobilenet_v2 min = 19.32 max = 19.43 avg = 19.37
mobilenet_v3 min = 16.57 max = 16.65 avg = 16.61
shufflenet min = 10.39 max = 10.48 avg = 10.44
shufflenet_v2 min = 10.61 max = 10.69 avg = 10.65
mnasnet min = 18.61 max = 18.69 avg = 18.65
proxylessnasnet min = 21.97 max = 22.17 avg = 22.05
efficientnet_b0 min = 36.73 max = 36.89 avg = 36.83
efficientnetv2_b0 min = 41.72 max = 41.97 avg = 41.83
regnety_400m min = 25.71 max = 26.03 avg = 25.85
blazeface min = 3.59 max = 3.63 avg = 3.60
googlenet min = 66.85 max = 67.38 avg = 67.12
googlenet_int8 min = 63.65 max = 63.85 avg = 63.74
resnet18 min = 48.49 max = 49.21 avg = 48.83
resnet18_int8 min = 50.82 max = 51.16 avg = 50.92
alexnet min = 57.67 max = 58.24 avg = 58.03
vgg16 min = 280.03 max = 281.34 avg = 280.77
vgg16_int8 min = 413.51 max = 414.67 avg = 414.08
resnet50 min = 138.19 max = 138.94 avg = 138.48
resnet50_int8 min = 112.53 max = 112.86 avg = 112.68
squeezenet_ssd min = 46.26 max = 46.46 avg = 46.37
squeezenet_ssd_int8 min = 47.56 max = 48.33 avg = 47.85
mobilenet_ssd min = 60.51 max = 60.81 avg = 60.68
mobilenet_ssd_int8 min = 47.47 max = 47.76 avg = 47.58
mobilenet_yolo min = 136.20 max = 136.54 avg = 136.37
mobilenetv2_yolov3 min = 69.80 max = 70.04 avg = 69.93
yolov4-tiny min = 87.71 max = 88.63 avg = 88.12
nanodet_m min = 25.73 max = 26.06 avg = 25.85
yolo-fastest-1.1 min = 10.25 max = 10.35 avg = 10.29
yolo-fastestv2 min = 9.25 max = 9.38 avg = 9.33
vision_transformer min = 2282.07 max = 2690.34 avg = 2481.94
FastestDet min = 9.80 max = 9.88 avg = 9.84
[0 NVIDIA Tegra X1 (nvgpu)] queueC=0[16] queueG=0[16] queueT=0[16]
[0 NVIDIA Tegra X1 (nvgpu)] bugsbn1=0 bugbilz=0 bugcopc=0 bugihfa=0
[0 NVIDIA Tegra X1 (nvgpu)] fp16-p/s/a=1/1/1 int8-p/s/a=1/1/1
[0 NVIDIA Tegra X1 (nvgpu)] subgroup=32 basic=1 vote=1 ballot=1 shuffle=1
loop_count = 8
num_threads = 4
powersave = 0
gpu_device = 0
cooling_down = 1
squeezenet min = 12.15 max = 26.48 avg = 18.11
squeezenet_int8 min = 27.60 max = 42.50 avg = 29.89
mobilenet min = 16.07 max = 16.10 avg = 16.09
mobilenet_int8 min = 30.65 max = 32.15 avg = 31.07
mobilenet_v2 min = 12.87 max = 13.15 avg = 12.99
mobilenet_v3 min = 13.32 max = 16.65 avg = 14.57
shufflenet min = 14.21 max = 14.34 avg = 14.29
shufflenet_v2 min = 13.03 max = 21.97 avg = 19.02
mnasnet min = 13.33 max = 13.64 avg = 13.49
proxylessnasnet min = 14.65 max = 14.91 avg = 14.76
efficientnet_b0 min = 21.26 max = 21.41 avg = 21.35
efficientnetv2_b0 min = 54.66 max = 60.81 avg = 57.16
regnety_400m min = 17.91 max = 18.08 avg = 18.01
blazeface min = 6.87 max = 7.03 avg = 6.94
googlenet min = 43.30 max = 43.54 avg = 43.43
googlenet_int8 min = 80.07 max = 84.28 avg = 81.10
resnet18 min = 43.89 max = 44.06 avg = 43.98
resnet18_int8 min = 60.70 max = 63.43 avg = 61.60
alexnet min = 74.21 max = 75.20 avg = 74.45
vgg16 min = 310.39 max = 310.65 avg = 310.52
vgg16_int8 min = 293.15 max = 297.28 avg = 294.93
resnet50 min = 93.03 max = 93.22 avg = 93.12
resnet50_int8 min = 158.54 max = 161.25 avg = 159.56
squeezenet_ssd min = 55.88 max = 57.43 avg = 56.46
squeezenet_ssd_int8 min = 72.42 max = 73.25 avg = 72.73
mobilenet_ssd min = 35.38 max = 37.57 avg = 36.63
mobilenet_ssd_int8 min = 62.92 max = 64.97 avg = 63.63
mobilenet_yolo min = 76.56 max = 80.44 avg = 78.05
mobilenetv2_yolov3 min = 46.35 max = 48.14 avg = 47.26
yolov4-tiny min = 95.38 max = 97.55 avg = 96.45
nanodet_m min = 22.82 max = 26.01 avg = 24.48
yolo-fastest-1.1 min = 20.23 max = 25.51 avg = 21.52
yolo-fastestv2 min = 20.67 max = 20.82 avg = 20.75
[0 NVIDIA Tegra X1 (nvgpu)] queueC=0[16] queueG=0[16] queueT=0[16]
[0 NVIDIA Tegra X1 (nvgpu)] bugsbn1=0 bugbilz=0 bugcopc=0 bugihfa=0
[0 NVIDIA Tegra X1 (nvgpu)] fp16-p/s/a=1/1/1 int8-p/s/a=1/1/1
[0 NVIDIA Tegra X1 (nvgpu)] subgroup=32 basic=1 vote=1 ballot=1 shuffle=1
loop_count = 8
num_threads = 1
powersave = 0
gpu_device = 0
cooling_down = 1
squeezenet min = 12.00 max = 15.41 avg = 13.55
squeezenet_int8 min = 78.76 max = 79.14 avg = 78.91
mobilenet min = 16.03 max = 16.25 avg = 16.15
mobilenet_int8 min = 107.58 max = 107.68 avg = 107.61
mobilenet_v2 min = 12.84 max = 13.13 avg = 12.99
mobilenet_v3 min = 13.29 max = 16.64 avg = 14.38
shufflenet min = 14.23 max = 14.54 avg = 14.34
shufflenet_v2 min = 12.94 max = 13.21 avg = 13.02
mnasnet min = 13.42 max = 13.66 avg = 13.53
proxylessnasnet min = 14.64 max = 14.94 avg = 14.76
efficientnet_b0 min = 21.28 max = 21.51 avg = 21.36
efficientnetv2_b0 min = 74.32 max = 78.50 avg = 77.79
regnety_400m min = 17.94 max = 18.26 avg = 18.07
blazeface min = 6.83 max = 6.94 avg = 6.89
googlenet min = 43.45 max = 43.63 avg = 43.52
googlenet_int8 min = 255.68 max = 256.33 avg = 255.92
resnet18 min = 43.96 max = 44.06 avg = 44.01
resnet18_int8 min = 192.01 max = 192.64 avg = 192.33
alexnet min = 74.04 max = 74.23 avg = 74.14
vgg16 min = 310.32 max = 310.64 avg = 310.44
vgg16_int8 min = 1003.05 max = 1004.27 avg = 1003.66
resnet50 min = 93.05 max = 93.34 avg = 93.21
resnet50_int8 min = 516.27 max = 517.12 avg = 516.69
squeezenet_ssd min = 56.67 max = 56.86 avg = 56.73
squeezenet_ssd_int8 min = 182.96 max = 184.26 avg = 183.71
mobilenet_ssd min = 35.61 max = 35.70 avg = 35.65
mobilenet_ssd_int8 min = 217.02 max = 217.50 avg = 217.23
mobilenet_yolo min = 78.10 max = 78.36 avg = 78.20
mobilenetv2_yolov3 min = 49.86 max = 57.83 avg = 53.18
yolov4-tiny min = 96.76 max = 96.86 avg = 96.82
nanodet_m min = 25.26 max = 25.36 avg = 25.31
yolo-fastest-1.1 min = 21.55 max = 24.22 avg = 23.78
yolo-fastestv2 min = 20.80 max = 21.01 avg = 20.90
loop_count = 8
num_threads = 4
powersave = 0
gpu_device = -1
cooling_down = 1
squeezenet min = 30.03 max = 31.41 avg = 30.59
squeezenet_int8 min = 27.32 max = 27.76 avg = 27.50
mobilenet min = 41.74 max = 42.57 avg = 42.05
mobilenet_int8 min = 30.48 max = 31.57 avg = 30.85
mobilenet_v2 min = 33.49 max = 34.18 avg = 33.83
mobilenet_v3 min = 30.59 max = 30.96 avg = 30.79
shufflenet min = 21.07 max = 31.68 avg = 22.53
shufflenet_v2 min = 19.55 max = 20.01 avg = 19.71
mnasnet min = 31.70 max = 32.26 avg = 31.93
proxylessnasnet min = 36.90 max = 38.55 avg = 37.27
efficientnet_b0 min = 68.42 max = 77.60 avg = 70.60
efficientnetv2_b0 min = 73.72 max = 81.05 avg = 75.31
regnety_400m min = 56.67 max = 66.82 avg = 58.24
blazeface min = 6.55 max = 6.96 avg = 6.74
googlenet min = 92.74 max = 94.22 avg = 93.12
googlenet_int8 min = 80.86 max = 87.28 avg = 82.41
resnet18 min = 83.10 max = 84.30 avg = 83.44
resnet18_int8 min = 59.40 max = 65.86 avg = 60.70
alexnet min = 89.21 max = 92.45 avg = 89.98
vgg16 min = 445.72 max = 451.09 avg = 447.39
vgg16_int8 min = 292.81 max = 295.55 avg = 294.34
resnet50 min = 203.42 max = 204.45 avg = 204.08
resnet50_int8 min = 157.87 max = 160.30 avg = 158.67
squeezenet_ssd min = 85.60 max = 87.24 avg = 86.18
squeezenet_ssd_int8 min = 73.10 max = 85.64 avg = 74.94
mobilenet_ssd min = 86.75 max = 96.51 avg = 88.49
mobilenet_ssd_int8 min = 63.40 max = 71.57 avg = 64.97
mobilenet_yolo min = 193.84 max = 195.24 avg = 194.62
mobilenetv2_yolov3 min = 115.80 max = 117.27 avg = 116.27
yolov4-tiny min = 156.30 max = 158.26 avg = 156.81
nanodet_m min = 46.64 max = 47.97 avg = 47.12
yolo-fastest-1.1 min = 25.78 max = 27.86 avg = 26.29
yolo-fastestv2 min = 20.54 max = 30.73 avg = 22.18
loop_count = 8
num_threads = 1
powersave = 0
gpu_device = -1
cooling_down = 1
squeezenet min = 85.91 max = 86.86 avg = 86.14
squeezenet_int8 min = 77.57 max = 78.10 avg = 77.69
mobilenet min = 137.43 max = 138.03 avg = 137.63
mobilenet_int8 min = 108.06 max = 108.21 avg = 108.13
mobilenet_v2 min = 93.81 max = 94.70 avg = 93.99
mobilenet_v3 min = 81.77 max = 82.49 avg = 81.99
shufflenet min = 47.84 max = 48.46 avg = 48.17
shufflenet_v2 min = 47.93 max = 48.23 avg = 48.09
mnasnet min = 91.73 max = 92.55 avg = 91.98
proxylessnasnet min = 115.41 max = 115.75 avg = 115.56
efficientnet_b0 min = 225.64 max = 226.21 avg = 225.94
efficientnetv2_b0 min = 239.71 max = 240.20 avg = 239.89
regnety_400m min = 118.46 max = 118.84 avg = 118.61
blazeface min = 15.58 max = 17.14 avg = 16.21
googlenet min = 286.85 max = 287.51 avg = 287.11
googlenet_int8 min = 256.44 max = 256.74 avg = 256.53
resnet18 min = 221.27 max = 221.93 avg = 221.60
resnet18_int8 min = 189.95 max = 191.34 avg = 190.74
alexnet min = 284.30 max = 285.40 avg = 284.87
vgg16 min = 1241.51 max = 1244.53 avg = 1242.90
vgg16_int8 min = 1003.92 max = 1004.47 avg = 1004.29
resnet50 min = 624.43 max = 625.34 avg = 624.84
resnet50_int8 min = 516.64 max = 517.26 avg = 516.99
squeezenet_ssd min = 190.21 max = 191.35 avg = 190.71
squeezenet_ssd_int8 min = 182.97 max = 184.19 avg = 183.38
mobilenet_ssd min = 275.60 max = 276.17 avg = 275.90
mobilenet_ssd_int8 min = 216.67 max = 217.58 avg = 216.94
mobilenet_yolo min = 616.16 max = 617.45 avg = 616.71
mobilenetv2_yolov3 min = 324.88 max = 325.73 avg = 325.19
yolov4-tiny min = 421.01 max = 423.52 avg = 422.14
nanodet_m min = 117.39 max = 117.75 avg = 117.54
yolo-fastest-1.1 min = 54.55 max = 55.61 avg = 54.87
yolo-fastestv2 min = 44.40 max = 44.78 avg = 44.57
fan@ubuntu:~/ncnn/benchmark$ ../build/benchmark/benchncnn 10 $(nproc) 0 0
[0 NVIDIA Tegra X2 (nvgpu)] queueC=0[16] queueG=0[16] queueT=0[16]
[0 NVIDIA Tegra X2 (nvgpu)] bugsbn1=0 bugbilz=0 bugcopc=0 bugihfa=0
[0 NVIDIA Tegra X2 (nvgpu)] fp16-p/s/a=1/1/1 int8-p/s/a=1/1/1
[0 NVIDIA Tegra X2 (nvgpu)] subgroup=32 basic/vote/ballot/shuffle=1/1/1/1
[0 NVIDIA Tegra X2 (nvgpu)] fp16-matrix-16_8_8/16_8_16/16_16_16=0/0/0
loop_count = 10
num_threads = 6
powersave = 0
gpu_device = 0
cooling_down = 1
squeezenet min = 4.84 max = 6.12 avg = 5.33
squeezenet_int8 min = 23.14 max = 148.62 avg = 52.65
mobilenet min = 7.23 max = 7.57 avg = 7.40
mobilenet_int8 min = 19.69 max = 101.50 avg = 44.15
mobilenet_v2 min = 6.65 max = 6.86 avg = 6.76
mobilenet_v3 min = 7.22 max = 8.34 avg = 8.01
shufflenet min = 6.14 max = 6.73 avg = 6.51
shufflenet_v2 min = 5.33 max = 5.43 avg = 5.39
mnasnet min = 6.98 max = 7.47 avg = 7.16
proxylessnasnet min = 6.90 max = 7.52 avg = 7.09
efficientnet_b0 min = 11.42 max = 11.89 avg = 11.67
efficientnetv2_b0 min = 26.48 max = 51.57 avg = 36.25
regnety_400m min = 8.94 max = 9.45 avg = 9.13
blazeface min = 2.08 max = 3.21 avg = 2.42
googlenet min = 15.33 max = 15.78 avg = 15.53
googlenet_int8 min = 64.02 max = 158.22 avg = 79.32
resnet18 min = 12.25 max = 13.28 avg = 12.78
resnet18_int8 min = 41.89 max = 156.59 avg = 57.07
alexnet min = 20.15 max = 20.51 avg = 20.32
vgg16 min = 62.45 max = 64.63 avg = 63.06
vgg16_int8 min = 198.24 max = 271.71 avg = 217.63
resnet50 min = 30.05 max = 31.11 avg = 30.39
resnet50_int8 min = 129.03 max = 205.33 avg = 154.72
squeezenet_ssd min = 18.48 max = 22.90 avg = 20.26
squeezenet_ssd_int8 min = 48.18 max = 71.20 avg = 60.89
mobilenet_ssd min = 15.56 max = 15.76 avg = 15.67
mobilenet_ssd_int8 min = 55.10 max = 114.34 avg = 67.41
mobilenet_yolo min = 28.75 max = 32.54 avg = 30.30
mobilenetv2_yolov3 min = 26.15 max = 32.36 avg = 29.57
yolov4-tiny min = 23.08 max = 37.19 avg = 25.43
nanodet_m min = 15.81 max = 19.99 avg = 18.10
yolo-fastest-1.1 min = 7.35 max = 11.26 avg = 8.69
yolo-fastestv2 min = 6.16 max = 6.61 avg = 6.31
vision_transformer min = 1301.45 max = 1356.58 avg = 1321.51
FastestDet min = 5.64 max = 6.60 avg = 5.90
fan@ubuntu:~/ncnn/benchmark$ ../build/benchmark/benchncnn 10 1 0 0
[0 NVIDIA Tegra X2 (nvgpu)] queueC=0[16] queueG=0[16] queueT=0[16]
[0 NVIDIA Tegra X2 (nvgpu)] bugsbn1=0 bugbilz=0 bugcopc=0 bugihfa=0
[0 NVIDIA Tegra X2 (nvgpu)] fp16-p/s/a=1/1/1 int8-p/s/a=1/1/1
[0 NVIDIA Tegra X2 (nvgpu)] subgroup=32 basic/vote/ballot/shuffle=1/1/1/1
[0 NVIDIA Tegra X2 (nvgpu)] fp16-matrix-16_8_8/16_8_16/16_16_16=0/0/0
loop_count = 10
num_threads = 1
powersave = 0
gpu_device = 0
cooling_down = 1
squeezenet min = 5.10 max = 6.33 avg = 5.51
squeezenet_int8 min = 56.36 max = 59.23 avg = 57.79
mobilenet min = 6.61 max = 9.93 avg = 7.27
mobilenet_int8 min = 95.73 max = 107.69 avg = 99.35
mobilenet_v2 min = 6.66 max = 9.87 avg = 7.22
mobilenet_v3 min = 7.20 max = 8.77 avg = 7.61
shufflenet min = 5.87 max = 6.13 avg = 5.97
shufflenet_v2 min = 5.63 max = 8.24 avg = 6.10
mnasnet min = 6.55 max = 9.05 avg = 7.10
proxylessnasnet min = 7.29 max = 7.86 avg = 7.50
efficientnet_b0 min = 11.22 max = 12.13 avg = 11.49
efficientnetv2_b0 min = 20.21 max = 24.55 avg = 21.42
regnety_400m min = 8.94 max = 10.77 avg = 9.37
blazeface min = 2.30 max = 2.45 avg = 2.35
googlenet min = 15.48 max = 17.88 avg = 16.32
googlenet_int8 min = 197.08 max = 205.18 avg = 200.93
resnet18 min = 12.69 max = 13.38 avg = 13.01
resnet18_int8 min = 147.42 max = 154.63 avg = 149.94
alexnet min = 20.49 max = 20.83 avg = 20.62
vgg16 min = 62.43 max = 63.41 avg = 62.81
vgg16_int8 min = 802.28 max = 810.33 avg = 805.66
resnet50 min = 29.96 max = 30.56 avg = 30.26
resnet50_int8 min = 488.38 max = 494.67 avg = 491.09
squeezenet_ssd min = 18.35 max = 18.84 avg = 18.59
squeezenet_ssd_int8 min = 121.27 max = 124.52 avg = 122.21
mobilenet_ssd min = 15.13 max = 15.60 avg = 15.30
mobilenet_ssd_int8 min = 206.22 max = 225.98 avg = 222.55
mobilenet_yolo min = 30.12 max = 31.28 avg = 30.41
mobilenetv2_yolov3 min = 26.65 max = 27.08 avg = 26.87
yolov4-tiny min = 22.91 max = 23.32 avg = 23.04
nanodet_m min = 11.57 max = 11.99 avg = 11.75
yolo-fastest-1.1 min = 7.06 max = 7.49 avg = 7.25
yolo-fastestv2 min = 6.17 max = 6.65 avg = 6.34
vision_transformer min = 1185.13 max = 1193.94 avg = 1189.50
FastestDet min = 5.78 max = 6.87 avg = 6.11
fan@ubuntu:~/ncnn/benchmark$ ../build/benchmark/benchncnn 10 $(nproc) 0 -1
loop_count = 10
num_threads = 6
powersave = 0
gpu_device = -1
cooling_down = 1
squeezenet min = 19.92 max = 22.96 avg = 21.43
squeezenet_int8 min = 20.33 max = 25.17 avg = 22.63
mobilenet min = 27.25 max = 80.19 avg = 36.64
mobilenet_int8 min = 21.22 max = 31.14 avg = 27.05
mobilenet_v2 min = 21.95 max = 25.77 avg = 24.10
mobilenet_v3 min = 20.10 max = 34.13 avg = 25.30
shufflenet min = 14.96 max = 108.36 avg = 28.88
shufflenet_v2 min = 13.25 max = 29.33 avg = 16.43
mnasnet min = 19.41 max = 111.63 avg = 30.57
proxylessnasnet min = 22.58 max = 27.29 avg = 24.43
efficientnet_b0 min = 32.95 max = 35.53 avg = 34.46
efficientnetv2_b0 min = 36.91 max = 52.12 avg = 41.72
regnety_400m min = 43.87 max = 152.33 avg = 56.15
blazeface min = 4.51 max = 16.71 avg = 6.79
googlenet min = 59.37 max = 93.96 avg = 70.88
googlenet_int8 min = 57.95 max = 124.06 avg = 71.47
resnet18 min = 51.99 max = 134.81 avg = 68.50
resnet18_int8 min = 40.54 max = 130.18 avg = 54.10
alexnet min = 41.42 max = 67.03 avg = 52.66
vgg16 min = 253.75 max = 295.39 avg = 265.01
vgg16_int8 min = 183.96 max = 334.83 avg = 206.81
resnet50 min = 305.79 max = 330.68 avg = 316.55
resnet50_int8 min = 120.10 max = 133.19 avg = 125.92
squeezenet_ssd min = 51.06 max = 125.69 avg = 67.34
squeezenet_ssd_int8 min = 44.56 max = 156.68 avg = 61.47
mobilenet_ssd min = 52.27 max = 123.50 avg = 64.86
mobilenet_ssd_int8 min = 48.18 max = 183.44 avg = 63.25
mobilenet_yolo min = 120.27 max = 160.73 avg = 130.75
mobilenetv2_yolov3 min = 74.39 max = 167.08 avg = 86.50
yolov4-tiny min = 108.39 max = 123.62 avg = 112.81
nanodet_m min = 32.38 max = 91.62 avg = 42.01
yolo-fastest-1.1 min = 17.97 max = 157.78 avg = 34.93
yolo-fastestv2 min = 16.12 max = 19.55 avg = 18.03
vision_transformer min = 2317.30 max = 2437.95 avg = 2375.98
FastestDet min = 15.52 max = 127.95 avg = 27.40
fan@ubuntu:~/ncnn/benchmark$ ../build/benchmark/benchncnn 10 1 0 -1
loop_count = 10
num_threads = 1
powersave = 0
gpu_device = -1
cooling_down = 1
squeezenet min = 48.72 max = 50.66 avg = 49.98
squeezenet_int8 min = 56.50 max = 61.58 avg = 58.64
mobilenet min = 88.10 max = 89.76 avg = 88.92
mobilenet_int8 min = 95.08 max = 96.92 avg = 95.82
mobilenet_v2 min = 58.72 max = 61.48 avg = 59.54
mobilenet_v3 min = 48.58 max = 49.95 avg = 49.24
shufflenet min = 30.42 max = 32.03 avg = 31.17
shufflenet_v2 min = 28.27 max = 29.37 avg = 28.65
mnasnet min = 56.85 max = 58.22 avg = 57.37
proxylessnasnet min = 68.67 max = 71.23 avg = 69.64
efficientnet_b0 min = 89.27 max = 92.67 avg = 90.33
efficientnetv2_b0 min = 107.72 max = 109.86 avg = 108.53
regnety_400m min = 85.19 max = 91.74 avg = 86.95
blazeface min = 8.60 max = 8.80 avg = 8.71
googlenet min = 161.58 max = 166.70 avg = 163.60
googlenet_int8 min = 183.79 max = 189.43 avg = 186.17
resnet18 min = 123.43 max = 126.29 avg = 124.86
resnet18_int8 min = 140.80 max = 144.92 avg = 142.60
alexnet min = 93.16 max = 100.47 avg = 96.44
vgg16 min = 664.14 max = 671.67 avg = 667.90
vgg16_int8 min = 799.67 max = 813.66 avg = 803.50
resnet50 min = 384.10 max = 388.46 avg = 386.49
resnet50_int8 min = 448.11 max = 473.27 avg = 465.12
squeezenet_ssd min = 106.58 max = 109.62 avg = 107.39
squeezenet_ssd_int8 min = 118.39 max = 122.62 avg = 120.43
mobilenet_ssd min = 178.89 max = 183.37 avg = 180.47
mobilenet_ssd_int8 min = 201.46 max = 207.18 avg = 203.00
mobilenet_yolo min = 407.54 max = 411.12 avg = 409.33
mobilenetv2_yolov3 min = 211.83 max = 214.46 avg = 213.20
yolov4-tiny min = 249.11 max = 254.22 avg = 251.38
nanodet_m min = 69.41 max = 71.26 avg = 70.28
yolo-fastest-1.1 min = 30.99 max = 33.29 avg = 32.03
yolo-fastestv2 min = 27.70 max = 28.90 avg = 27.93
vision_transformer min = 3203.45 max = 3402.10 avg = 3286.58
FastestDet min = 29.05 max = 32.57 avg = 30.53
WW_Tinker_Board:/data/local/tmp # ./benchncnn 8 4 0 -1 1
loop_count = 8
num_threads = 4
powersave = 0
gpu_device = -1
cooling_down = 1
squeezenet min = 56.61 max = 56.80 avg = 56.69
squeezenet_int8 min = 40.63 max = 41.05 avg = 40.89
mobilenet min = 83.91 max = 84.59 avg = 84.23
mobilenet_int8 min = 36.15 max = 36.44 avg = 36.25
mobilenet_v2 min = 71.12 max = 71.73 avg = 71.54
mobilenet_v3 min = 56.08 max = 56.56 avg = 56.28
shufflenet min = 37.39 max = 37.75 avg = 37.55
shufflenet_v2 min = 35.19 max = 35.52 avg = 35.34
mnasnet min = 62.08 max = 62.36 avg = 62.24
proxylessnasnet min = 66.98 max = 67.38 avg = 67.16
efficientnet_b0 min = 109.95 max = 110.71 avg = 110.15
efficientnetv2_b0 min = 122.56 max = 123.31 avg = 122.94
regnety_400m min = 88.84 max = 89.19 avg = 88.99
blazeface min = 11.79 max = 11.92 avg = 11.85
googlenet min = 162.56 max = 165.39 avg = 163.19
googlenet_int8 min = 110.35 max = 110.91 avg = 110.60
resnet18 min = 172.39 max = 173.99 avg = 173.24
resnet18_int8 min = 84.00 max = 84.40 avg = 84.19
alexnet min = 156.71 max = 158.23 avg = 157.59
vgg16 min = 956.95 max = 964.32 avg = 960.60
vgg16_int8 min = 388.10 max = 389.52 avg = 388.68
resnet50 min = 403.05 max = 404.80 avg = 404.01
resnet50_int8 min = 205.12 max = 207.42 avg = 206.19
squeezenet_ssd min = 163.61 max = 165.79 avg = 164.93
squeezenet_ssd_int8 min = 125.88 max = 126.35 avg = 126.12
mobilenet_ssd min = 175.97 max = 176.86 avg = 176.39
mobilenet_ssd_int8 min = 76.90 max = 77.74 avg = 77.35
mobilenet_yolo min = 385.59 max = 387.19 avg = 386.60
mobilenetv2_yolov3 min = 234.88 max = 236.22 avg = 235.66
yolov4-tiny min = 307.44 max = 310.64 avg = 308.54
nanodet_m min = 92.54 max = 93.15 avg = 92.82
yolo-fastest-1.1 min = 46.69 max = 47.02 avg = 46.83
yolo-fastestv2 min = 38.37 max = 38.68 avg = 38.54
WW_Tinker_Board:/data/local/tmp # ./benchncnn 4 1 0 -1 1
loop_count = 4
num_threads = 1
powersave = 0
gpu_device = -1
cooling_down = 1
squeezenet min = 138.27 max = 138.57 avg = 138.41
squeezenet_int8 min = 85.97 max = 86.23 avg = 86.05
mobilenet min = 234.90 max = 235.08 avg = 235.00
mobilenet_int8 min = 99.92 max = 100.45 avg = 100.12
mobilenet_v2 min = 157.76 max = 157.99 avg = 157.86
mobilenet_v3 min = 130.05 max = 130.23 avg = 130.17
shufflenet min = 74.48 max = 74.62 avg = 74.55
shufflenet_v2 min = 74.05 max = 74.25 avg = 74.13
mnasnet min = 150.74 max = 151.03 avg = 150.87
proxylessnasnet min = 171.09 max = 171.23 avg = 171.16
efficientnet_b0 min = 306.85 max = 307.02 avg = 306.97
efficientnetv2_b0 min = 347.40 max = 347.87 avg = 347.64
regnety_400m min = 190.26 max = 190.33 avg = 190.29
blazeface min = 25.25 max = 25.68 avg = 25.47
googlenet min = 432.09 max = 432.48 avg = 432.32
googlenet_int8 min = 275.55 max = 276.07 avg = 275.88
resnet18 min = 355.11 max = 358.56 avg = 356.90
resnet18_int8 min = 205.80 max = 206.68 avg = 206.26
alexnet min = 330.09 max = 330.29 avg = 330.15
vgg16 min = 2122.95 max = 2124.45 avg = 2123.68
vgg16_int8 min = 1048.53 max = 1049.29 avg = 1048.86
resnet50 min = 1047.27 max = 1048.33 avg = 1047.63
resnet50_int8 min = 517.75 max = 519.28 avg = 518.81
squeezenet_ssd min = 304.69 max = 305.75 avg = 305.16
squeezenet_ssd_int8 min = 219.16 max = 219.94 avg = 219.45
mobilenet_ssd min = 483.73 max = 484.12 avg = 484.01
mobilenet_ssd_int8 min = 208.89 max = 209.19 avg = 209.09
mobilenet_yolo min = 1092.75 max = 1093.70 avg = 1093.13
mobilenetv2_yolov3 min = 560.66 max = 560.92 avg = 560.77
yolov4-tiny min = 704.69 max = 705.38 avg = 705.12
nanodet_m min = 187.13 max = 187.57 avg = 187.39
yolo-fastest-1.1 min = 83.05 max = 83.11 avg = 83.08
yolo-fastestv2 min = 72.19 max = 72.23 avg = 72.21
WW_Tinker_Board:/data/local/tmp # ./benchncnn 4 1 0 0 0
[0 Mali-T760] queueC=0[2] queueG=0[2] queueT=0[2]
[0 Mali-T760] bugsbn1=0 bugbilz=0 bugcopc=0 bugihfa=1
[0 Mali-T760] fp16-p/s/a=1/0/1 int8-p/s/a=1/0/0
[0 Mali-T760] subgroup=0 basic=0 vote=0 ballot=0 shuffle=0
loop_count = 4
num_threads = 1
powersave = 0
gpu_device = 0
cooling_down = 0
squeezenet min = 41.78 max = 41.82 avg = 41.79
mobilenet min = 62.67 max = 62.80 avg = 62.74
mobilenet_v2 min = 51.08 max = 51.26 avg = 51.17
mobilenet_v3 min = 51.43 max = 51.70 avg = 51.51
shufflenet min = 56.83 max = 56.94 avg = 56.87
shufflenet_v2 min = 48.46 max = 48.63 avg = 48.53
mnasnet min = 52.31 max = 52.63 avg = 52.42
proxylessnasnet min = 57.33 max = 57.46 avg = 57.41
efficientnet_b0 min = 87.52 max = 87.80 avg = 87.62
efficientnetv2_b0 min = 123.83 max = 124.67 avg = 124.34
regnety_400m min = 65.52 max = 65.81 avg = 65.64
blazeface min = 14.56 max = 14.73 avg = 14.62
googlenet min = 138.52 max = 139.39 avg = 138.89
resnet18 min = 124.45 max = 124.81 avg = 124.58
alexnet min = 130.46 max = 130.68 avg = 130.54
root@Hi3519:/ncnn-benchmark # taskset 2 ./benchncnn 8 1 0
loop_count = 8
num_threads = 1
powersave = 0
squeezenet min = 272.97 max = 275.84 avg = 274.85
squeezenet-int8 min = 200.87 max = 202.47 avg = 201.74
mobilenet min = 480.90 max = 482.16 avg = 481.64
mobilenet_v2 min = 350.01 max = 352.39 avg = 350.81
shufflenet min = 152.40 max = 153.17 avg = 152.80
googlenet min = 1096.65 max = 1101.35 avg = 1099.21
resnet18 min = 983.92 max = 987.00 avg = 985.25
alexnet min = 1140.30 max = 1141.55 avg = 1140.92
squeezenet-ssd min = 574.62 max = 580.12 avg = 577.23
mobilenet-ssd min = 960.26 max = 969.13 avg = 965.93
mobilenet-yolo min = 1867.78 max = 1880.08 avg = 1873.89
iPhone:~ root# ./benchncnn 8 2 0 -1
[0 Apple A7 GPU] queueC=0[8] queueT=0[8] memU=1 memDL=1 memHV=1
[0 Apple A7 GPU] fp16p=1 fp16s=0 fp16a=0 int8s=0 int8a=0
loop_count = 8
num_threads = 2
powersave = 0
gpu_device = -1
squeezenet min = 49.21 max = 50.40 avg = 49.74
squeezenet_int8 min = 54.73 max = 57.39 avg = 56.70
mobilenet min = 79.03 max = 80.00 avg = 79.44
mobilenet_int8 min = 109.95 max = 112.69 avg = 111.38
mobilenet_v2 min = 57.34 max = 57.88 avg = 57.47
mobilenet_v3 min = 52.66 max = 53.73 avg = 53.12
shufflenet min = 32.78 max = 36.12 avg = 35.12
shufflenet_v2 min = 31.25 max = 32.10 avg = 31.61
mnasnet min = 54.58 max = 56.12 avg = 55.44
proxylessnasnet min = 69.52 max = 72.42 avg = 70.40
googlenet min = 192.82 max = 194.20 avg = 193.35
googlenet_int8 min = 235.43 max = 244.71 avg = 239.64
resnet18 min = 164.33 max = 167.27 avg = 165.51
resnet18_int8 min = 176.16 max = 179.73 avg = 178.60
alexnet min = 224.50 max = 228.21 avg = 226.51
vgg16 min = 4262.28 max = 4400.29 avg = 4300.34
vgg16_int8 min = 2835.84 max = 2955.22 avg = 2890.26
resnet50 min = 542.66 max = 1344.49 avg = 737.05
resnet50_int8 min = 426.08 max = 435.34 avg = 431.87
squeezenet_ssd min = 129.03 max = 131.44 avg = 129.99
squeezenet_ssd_int8 min = 155.52 max = 161.42 avg = 158.51
mobilenet_ssd min = 168.18 max = 170.17 avg = 169.42
mobilenet_ssd_int8 min = 205.78 max = 212.07 avg = 209.66
mobilenet_yolo min = 347.32 max = 363.15 avg = 355.72
mobilenetv2_yolov3 min = 193.11 max = 196.64 avg = 194.31
iPhone:~ root# ./benchncnn 4 1 0 -1
[0 Apple A7 GPU] queueC=0[8] queueT=0[8] memU=1 memDL=1 memHV=1
[0 Apple A7 GPU] fp16p=1 fp16s=0 fp16a=0 int8s=0 int8a=0
loop_count = 4
num_threads = 1
powersave = 0
gpu_device = -1
squeezenet min = 86.36 max = 86.81 avg = 86.57
squeezenet_int8 min = 99.62 max = 100.07 avg = 99.83
mobilenet min = 143.11 max = 146.50 avg = 145.38
mobilenet_int8 min = 202.25 max = 203.32 avg = 203.02
mobilenet_v2 min = 97.56 max = 98.55 avg = 98.09
mobilenet_v3 min = 87.45 max = 87.68 avg = 87.52
shufflenet min = 54.01 max = 54.13 avg = 54.08
shufflenet_v2 min = 48.11 max = 48.65 avg = 48.36
mnasnet min = 95.02 max = 95.77 avg = 95.25
proxylessnasnet min = 123.91 max = 124.61 avg = 124.18
googlenet min = 344.23 max = 348.95 avg = 345.97
googlenet_int8 min = 420.30 max = 420.99 avg = 420.65
resnet18 min = 300.44 max = 301.36 avg = 300.99
resnet18_int8 min = 308.60 max = 310.52 avg = 309.70
alexnet min = 423.92 max = 429.84 avg = 427.24
vgg16 min = 4787.59 max = 5015.23 avg = 4900.43
vgg16_int8 min = 3560.59 max = 3722.75 avg = 3639.88
resnet50 min = 797.88 max = 1294.57 avg = 985.63
resnet50_int8 min = 751.15 max = 760.25 avg = 757.89
squeezenet_ssd min = 193.75 max = 196.13 avg = 195.29
squeezenet_ssd_int8 min = 243.78 max = 245.19 avg = 244.74
mobilenet_ssd min = 299.69 max = 307.22 avg = 305.12
mobilenet_ssd_int8 min = 385.91 max = 389.82 avg = 388.48
mobilenet_yolo min = 657.00 max = 659.31 avg = 658.08
mobilenetv2_yolov3 min = 335.59 max = 342.22 avg = 339.37
iPhone:~ root# ./benchncnn 4 1 0 0
[0 Apple A7 GPU] queueC=0[8] queueT=0[8] memU=1 memDL=1 memHV=1
[0 Apple A7 GPU] fp16p=1 fp16s=0 fp16a=0 int8s=0 int8a=0
loop_count = 4
num_threads = 1
powersave = 0
gpu_device = 0
squeezenet min = 260.18 max = 262.55 avg = 261.09
mobilenet min = 288.73 max = 291.83 avg = 289.67
mobilenet_v2 min = 265.72 max = 267.05 avg = 266.14
mobilenet_v3 min = 255.86 max = 257.35 avg = 256.43
shufflenet min = 236.66 max = 239.49 avg = 237.98
shufflenet_v2 min = 244.92 max = 247.75 avg = 246.22
mnasnet min = 254.75 max = 256.48 avg = 255.85
proxylessnasnet min = 281.42 max = 282.62 avg = 282.11
googlenet min = 745.36 max = 764.91 avg = 754.16
resnet18 min = 721.26 max = 741.98 avg = 734.78
alexnet min = 521.43 max = 530.95 avg = 527.01
resnet50 min = 1494.86 max = 1505.79 avg = 1501.49
squeezenet_ssd min = 1096.45 max = 1102.84 avg = 1098.55
mobilenet_ssd min = 639.50 max = 641.81 avg = 640.83
mobilenet_yolo min = 1445.16 max = 1450.94 avg = 1447.42
mobilenetv2_yolov3 min = 1047.24 max = 1060.97 avg = 1052.86
imx7d_pico:/data/local/tmp $ ./benchncnn 8 2 0 -1 1
loop_count = 8
num_threads = 2
powersave = 0
gpu_device = -1
cooling_down = 1
squeezenet min = 220.10 max = 226.46 avg = 222.89
squeezenet_int8 min = 159.26 max = 165.25 avg = 161.71
mobilenet min = 366.92 max = 373.78 avg = 371.55
mobilenet_int8 min = 223.14 max = 229.66 avg = 225.66
mobilenet_v2 min = 252.32 max = 259.41 avg = 255.54
mobilenet_v3 min = 214.05 max = 222.24 avg = 217.53
shufflenet min = 137.02 max = 144.79 avg = 138.85
shufflenet_v2 min = 134.89 max = 140.75 avg = 137.18
mnasnet min = 250.64 max = 256.75 avg = 253.33
proxylessnasnet min = 285.35 max = 291.43 avg = 288.37
efficientnet_b0 min = 430.47 max = 436.63 avg = 434.75
regnety_400m min = 317.69 max = 325.77 avg = 321.24
blazeface min = 42.93 max = 43.30 avg = 43.14
googlenet min = 721.84 max = 728.40 avg = 724.23
googlenet_int8 min = 504.07 max = 511.06 avg = 507.39
resnet18 min = 645.61 max = 653.08 avg = 648.51
resnet18_int8 min = 370.84 max = 514.38 avg = 392.80
alexnet min = 783.64 max = 794.83 avg = 786.95
squeezenet_ssd min = 508.71 max = 513.70 avg = 511.29
squeezenet_ssd_int8 min = 402.85 max = 409.32 avg = 406.45
mobilenet_ssd min = 763.70 max = 771.52 avg = 767.61
mobilenet_ssd_int8 min = 457.99 max = 460.85 avg = 459.76
mobilenet_yolo min = 1730.90 max = 1746.52 avg = 1741.26
mobilenetv2_yolov3 min = 884.00 max = 892.97 avg = 889.38
yolov4-tiny min = 1181.20 max = 1218.20 avg = 1202.28
nanodet_m min = 331.53 max = 339.89 avg = 334.62
imx7d_pico:/data/local/tmp $ ./benchncnn 4 1 0 -1 1
loop_count = 4
num_threads = 1
powersave = 0
gpu_device = -1
cooling_down = 1
squeezenet min = 408.39 max = 410.27 avg = 408.95
squeezenet_int8 min = 290.25 max = 290.95 avg = 290.61
mobilenet min = 707.10 max = 711.64 avg = 708.47
mobilenet_int8 min = 434.95 max = 436.16 avg = 435.66
mobilenet_v2 min = 466.52 max = 467.41 avg = 466.96
mobilenet_v3 min = 407.03 max = 408.29 avg = 407.56
shufflenet min = 240.65 max = 241.07 avg = 240.85
shufflenet_v2 min = 229.27 max = 235.66 avg = 231.51
mnasnet min = 471.21 max = 471.48 avg = 471.35
proxylessnasnet min = 544.74 max = 547.62 avg = 546.20
efficientnet_b0 min = 824.09 max = 824.44 avg = 824.20
regnety_400m min = 570.20 max = 571.73 avg = 570.82
blazeface min = 76.46 max = 77.05 avg = 76.81
googlenet min = 1368.82 max = 1369.99 avg = 1369.33
googlenet_int8 min = 945.51 max = 946.61 avg = 945.91
resnet18 min = 1237.79 max = 1257.12 avg = 1246.80
resnet18_int8 min = 705.09 max = 706.72 avg = 705.63
alexnet min = 1516.35 max = 1522.82 avg = 1519.52
squeezenet_ssd min = 906.97 max = 908.48 avg = 907.68
squeezenet_ssd_int8 min = 727.15 max = 728.16 avg = 727.77
mobilenet_ssd min = 1475.19 max = 1478.52 avg = 1476.81
mobilenet_ssd_int8 min = 883.88 max = 890.68 avg = 885.90
mobilenet_yolo min = 3408.43 max = 3418.63 avg = 3412.52
mobilenetv2_yolov3 min = 1685.18 max = 1695.89 avg = 1689.23
yolov4-tiny min = 2168.24 max = 2183.24 avg = 2175.93
nanodet_m min = 561.56 max = 562.05 avg = 561.72
root@petalinux_hdmi:~# LD_LIBRARY_PATH=. ./benchncnn 8 2 0 -1 1
loop_count = 8
num_threads = 2
powersave = 0
gpu_device = -1
cooling_down = 1
squeezenet min = 389.18 max = 390.13 avg = 389.60
squeezenet_int8 min = 254.33 max = 255.24 avg = 254.85
mobilenet min = 623.71 max = 625.01 avg = 624.46
mobilenet_int8 min = 240.40 max = 241.03 avg = 240.87
mobilenet_v2 min = 450.00 max = 450.89 avg = 450.40
mobilenet_v3 min = 362.99 max = 363.66 avg = 363.28
shufflenet min = 212.20 max = 213.28 avg = 212.84
shufflenet_v2 min = 210.26 max = 212.64 avg = 211.53
mnasnet min = 408.67 max = 409.64 avg = 409.17
proxylessnasnet min = 449.86 max = 450.94 avg = 450.45
efficientnet_b0 min = 737.40 max = 739.58 avg = 738.32
efficientnetv2_b0 min = 848.58 max = 849.74 avg = 849.24
regnety_400m min = 501.32 max = 503.02 avg = 501.87
blazeface min = 70.89 max = 72.22 avg = 71.61
squeezenet_ssd min = 978.55 max = 979.86 avg = 979.22
squeezenet_ssd_int8 min = 691.90 max = 694.18 avg = 692.73
mobilenet_ssd min = 1353.12 max = 1354.13 avg = 1353.53
mobilenet_ssd_int8 min = 496.26 max = 497.29 avg = 496.61
nanodet_m min = 542.04 max = 546.29 avg = 544.73
yolo-fastest-1.1 min = 282.75 max = 286.11 avg = 284.24
yolo-fastestv2 min = 230.91 max = 232.74 avg = 231.56
root@petalinux_hdmi:~# LD_LIBRARY_PATH=. ./benchncnn 4 1 0 -1 1
loop_count = 4
num_threads = 1
powersave = 0
gpu_device = -1
cooling_down = 1
squeezenet min = 637.19 max = 639.33 avg = 637.82
squeezenet_int8 min = 390.31 max = 391.63 avg = 390.94
mobilenet min = 1085.54 max = 1085.96 avg = 1085.71
mobilenet_int8 min = 437.28 max = 437.65 avg = 437.44
mobilenet_v2 min = 716.03 max = 716.75 avg = 716.35
mobilenet_v3 min = 587.83 max = 588.55 avg = 588.21
shufflenet min = 331.28 max = 331.97 avg = 331.63
shufflenet_v2 min = 331.03 max = 333.19 avg = 331.76
mnasnet min = 682.68 max = 683.11 avg = 682.82
proxylessnasnet min = 763.89 max = 764.80 avg = 764.35
efficientnet_b0 min = 1288.61 max = 1289.10 avg = 1288.81
efficientnetv2_b0 min = 1499.12 max = 1500.11 avg = 1499.65
regnety_400m min = 852.03 max = 853.16 avg = 852.68
blazeface min = 109.40 max = 111.51 avg = 110.41
squeezenet_ssd min = 1493.25 max = 1497.00 avg = 1494.87
squeezenet_ssd_int8 min = 1016.77 max = 1019.31 avg = 1017.99
mobilenet_ssd min = 2379.20 max = 2379.83 avg = 2379.64
mobilenet_ssd_int8 min = 881.70 max = 881.89 avg = 881.83
nanodet_m min = 831.13 max = 832.58 avg = 831.87
yolo-fastest-1.1 min = 466.80 max = 469.90 avg = 468.79
yolo-fastestv2 min = 352.07 max = 355.20 avg = 353.36
root@ls2k:~/ncnn/build/benchmark# ./benchncnn 10 2 0 -1 1
loop_count = 10
num_threads = 2
powersave = 0
gpu_device = -1
cooling_down = 1
squeezenet min = 184.33 max = 184.94 avg = 184.65
squeezenet_int8 min = 201.42 max = 201.99 avg = 201.72
mobilenet min = 277.17 max = 278.04 avg = 277.66
mobilenet_int8 min = 234.61 max = 235.17 avg = 234.81
mobilenet_v2 min = 223.10 max = 274.92 avg = 228.71
mobilenet_v3 min = 185.79 max = 201.76 avg = 187.60
shufflenet min = 129.78 max = 131.09 avg = 130.28
shufflenet_v2 min = 115.86 max = 116.77 avg = 116.42
mnasnet min = 213.92 max = 214.72 avg = 214.26
proxylessnasnet min = 240.05 max = 242.02 avg = 240.86
efficientnet_b0 min = 347.52 max = 348.53 avg = 348.13
efficientnetv2_b0 min = 382.78 max = 479.58 avg = 398.18
regnety_400m min = 270.00 max = 312.84 avg = 274.66
blazeface min = 37.60 max = 38.02 avg = 37.79
googlenet min = 659.55 max = 693.17 avg = 666.17
googlenet_int8 min = 678.26 max = 718.39 avg = 682.79
resnet18 min = 499.75 max = 766.88 avg = 532.49
resnet18_int8 min = 500.38 max = 533.97 avg = 504.56
alexnet min = 508.49 max = 542.94 avg = 516.13
vgg16 min = 2654.06 max = 3082.44 avg = 2762.51
vgg16_int8 min = 2628.96 max = 2665.35 avg = 2647.12
resnet50 min = 1256.97 max = 1417.45 avg = 1283.04
resnet50_int8 min = 1232.55 max = 1276.94 avg = 1244.59
squeezenet_ssd min = 538.83 max = 588.03 avg = 553.44
squeezenet_ssd_int8 min = 501.67 max = 532.61 avg = 505.72
mobilenet_ssd min = 571.14 max = 600.93 avg = 578.22
mobilenet_ssd_int8 min = 478.67 max = 515.39 avg = 483.06
mobilenet_yolo min = 1644.48 max = 1729.17 avg = 1669.18
mobilenetv2_yolov3 min = 752.22 max = 792.40 avg = 760.10
yolov4-tiny min = 994.48 max = 1096.10 avg = 1016.49
nanodet_m min = 299.12 max = 343.99 avg = 303.98
yolo-fastest-1.1 min = 141.56 max = 142.93 avg = 142.04
yolo-fastestv2 min = 125.66 max = 168.88 avg = 130.28
root@ls2k:~/ncnn/build/benchmark# ./benchncnn 4 1 0 -1 1
loop_count = 4
num_threads = 1
powersave = 0
gpu_device = -1
cooling_down = 1
squeezenet min = 295.48 max = 296.42 avg = 295.98
squeezenet_int8 min = 334.05 max = 336.31 avg = 335.35
mobilenet min = 476.33 max = 479.00 avg = 477.41
mobilenet_int8 min = 446.03 max = 448.21 avg = 446.73
mobilenet_v2 min = 343.26 max = 343.97 avg = 343.69
mobilenet_v3 min = 296.84 max = 297.31 avg = 297.11
shufflenet min = 202.31 max = 203.96 avg = 202.79
shufflenet_v2 min = 181.69 max = 182.42 avg = 182.08
mnasnet min = 353.73 max = 354.12 avg = 353.99
proxylessnasnet min = 404.49 max = 405.00 avg = 404.75
efficientnet_b0 min = 592.54 max = 593.81 avg = 593.14
efficientnetv2_b0 min = 649.91 max = 651.49 avg = 650.54
regnety_400m min = 425.96 max = 426.33 avg = 426.12
blazeface min = 59.74 max = 60.19 avg = 59.90
googlenet min = 1120.13 max = 1217.54 avg = 1146.27
googlenet_int8 min = 1205.17 max = 1213.43 avg = 1208.13
resnet18 min = 803.07 max = 997.37 avg = 856.09
resnet18_int8 min = 911.74 max = 916.16 avg = 913.31
alexnet min = 883.47 max = 903.08 avg = 889.06
vgg16 min = 4425.52 max = 4587.36 avg = 4467.61
vgg16_int8 min = 4896.90 max = 4993.15 avg = 4924.44
resnet50 min = 2163.22 max = 2169.90 avg = 2167.49
resnet50_int8 min = 2202.87 max = 2218.00 avg = 2210.51
squeezenet_ssd min = 831.06 max = 926.94 avg = 856.24
squeezenet_ssd_int8 min = 800.52 max = 803.28 avg = 801.72
mobilenet_ssd min = 979.74 max = 980.82 avg = 980.22
mobilenet_ssd_int8 min = 893.79 max = 895.41 avg = 894.51
mobilenet_yolo min = 2578.17 max = 2586.30 avg = 2582.55
mobilenetv2_yolov3 min = 1190.77 max = 1207.67 avg = 1196.06
yolov4-tiny min = 1558.29 max = 1570.18 avg = 1561.52
nanodet_m min = 442.90 max = 444.27 avg = 443.72
yolo-fastest-1.1 min = 203.60 max = 208.43 avg = 205.20
yolo-fastestv2 min = 184.61 max = 185.05 avg = 184.75
root@ls2kla:~/ncnn/build/benchmark# ./benchncnn 10 2 0 -1 1
loop_count = 10
num_threads = 2
powersave = 0
gpu_device = -1
cooling_down = 1
squeezenet min = 151.11 max = 162.36 avg = 153.30
squeezenet_int8 min = 195.32 max = 198.63 avg = 196.12
mobilenet min = 279.27 max = 283.42 avg = 280.40
mobilenet_int8 min = 264.78 max = 268.41 avg = 265.76
mobilenet_v2 min = 204.39 max = 207.69 avg = 205.77
mobilenet_v3 min = 171.32 max = 187.07 avg = 173.15
shufflenet min = 147.43 max = 150.72 avg = 147.89
shufflenet_v2 min = 169.42 max = 172.58 avg = 170.35
mnasnet min = 204.87 max = 208.01 avg = 205.63
proxylessnasnet min = 226.79 max = 237.74 avg = 229.02
efficientnet_b0 min = 302.30 max = 310.91 avg = 303.87
efficientnetv2_b0 min = 327.65 max = 361.15 avg = 334.45
regnety_400m min = 264.08 max = 278.49 avg = 266.35
blazeface min = 31.80 max = 39.18 avg = 32.88
googlenet min = 562.95 max = 578.42 avg = 566.28
googlenet_int8 min = 598.16 max = 613.56 avg = 601.68
resnet18 min = 466.73 max = 472.08 avg = 469.58
resnet18_int8 min = 489.69 max = 493.74 avg = 491.63
alexnet min = 381.35 max = 388.12 avg = 384.78
vgg16 min = 2321.29 max = 2345.89 avg = 2330.29
vgg16_int8 min = 2562.86 max = 2568.06 avg = 2565.68
resnet50 min = 1219.09 max = 1225.67 avg = 1221.36
resnet50_int8 min = 1263.44 max = 1266.74 avg = 1265.09
squeezenet_ssd min = 433.23 max = 441.06 avg = 437.07
squeezenet_ssd_int8 min = 438.69 max = 443.17 avg = 440.81
mobilenet_ssd min = 587.37 max = 598.57 avg = 589.99
mobilenet_ssd_int8 min = 539.62 max = 552.57 avg = 542.87
mobilenet_yolo min = 1485.30 max = 1491.17 avg = 1487.81
mobilenetv2_yolov3 min = 711.57 max = 722.91 avg = 715.07
yolov4-tiny min = 954.76 max = 961.66 avg = 957.28
nanodet_m min = 364.22 max = 369.32 avg = 365.94
yolo-fastest-1.1 min = 154.81 max = 160.45 avg = 156.23
yolo-fastestv2 min = 157.39 max = 168.82 avg = 159.51
vision_transformer min = 18926.46 max = 18980.43 avg = 18951.29
FastestDet min = 168.81 max = 176.77 avg = 170.26
root@ls2kla:~/ncnn/build/benchmark# ./benchncnn 4 1 0 -1 1
loop_count = 4
num_threads = 1
powersave = 0
gpu_device = -1
cooling_down = 1
squeezenet min = 272.76 max = 280.89 avg = 275.29
squeezenet_int8 min = 352.02 max = 353.25 avg = 352.40
mobilenet min = 519.09 max = 519.68 avg = 519.34
mobilenet_int8 min = 509.85 max = 510.23 avg = 510.04
mobilenet_v2 min = 352.06 max = 352.74 avg = 352.37
mobilenet_v3 min = 295.13 max = 295.70 avg = 295.39
shufflenet min = 241.58 max = 241.94 avg = 241.73
shufflenet_v2 min = 282.88 max = 283.39 avg = 283.18
mnasnet min = 357.74 max = 358.21 avg = 357.98
proxylessnasnet min = 403.26 max = 411.69 avg = 406.02
efficientnet_b0 min = 546.11 max = 546.88 avg = 546.53
efficientnetv2_b0 min = 596.83 max = 597.05 avg = 596.93
regnety_400m min = 441.94 max = 442.02 avg = 441.98
blazeface min = 54.08 max = 54.59 avg = 54.38
googlenet min = 1042.19 max = 1048.03 avg = 1044.40
googlenet_int8 min = 1118.22 max = 1121.18 avg = 1119.79
resnet18 min = 838.79 max = 839.81 avg = 839.43
resnet18_int8 min = 939.62 max = 940.72 avg = 940.23
alexnet min = 729.36 max = 740.65 avg = 734.19
vgg16 min = 4326.68 max = 4335.10 avg = 4330.97
vgg16_int8 min = 4896.71 max = 4909.63 avg = 4905.14
resnet50 min = 2277.36 max = 2280.34 avg = 2279.14
resnet50_int8 min = 2399.07 max = 2402.21 avg = 2400.78
squeezenet_ssd min = 751.49 max = 753.79 avg = 752.20
squeezenet_ssd_int8 min = 771.01 max = 774.08 avg = 771.91
mobilenet_ssd min = 1063.41 max = 1065.65 avg = 1064.16
mobilenet_ssd_int8 min = 1031.59 max = 1033.03 avg = 1032.09
mobilenet_yolo min = 2585.33 max = 2586.65 avg = 2586.11
mobilenetv2_yolov3 min = 1246.35 max = 1248.43 avg = 1247.32
yolov4-tiny min = 1639.13 max = 1642.47 avg = 1640.87
nanodet_m min = 606.40 max = 607.14 avg = 606.86
yolo-fastest-1.1 min = 242.15 max = 244.64 avg = 243.43
yolo-fastestv2 min = 246.92 max = 247.84 avg = 247.27
vision_transformer min = 36607.51 max = 36870.44 avg = 36724.88
FastestDet min = 266.96 max = 268.86 avg = 267.94
loongson@loongson-pc:~/ncnn/build/benchmark$ ./benchncnn 4 2 0 -1 1
loop_count = 4
num_threads = 2
powersave = 0
gpu_device = -1
cooling_down = 1
squeezenet min = 58.54 max = 61.57 avg = 60.37
squeezenet_int8 min = 66.79 max = 72.05 avg = 70.49
mobilenet min = 110.46 max = 112.72 avg = 111.84
mobilenet_int8 min = 117.83 max = 126.51 avg = 123.42
mobilenet_v2 min = 65.19 max = 70.78 avg = 67.73
mobilenet_v3 min = 51.30 max = 56.61 avg = 54.52
shufflenet min = 32.78 max = 35.11 avg = 33.99
shufflenet_v2 min = 31.58 max = 32.59 avg = 32.15
mnasnet min = 64.18 max = 78.53 avg = 68.72
proxylessnasnet min = 73.49 max = 85.30 avg = 77.35
efficientnet_b0 min = 101.83 max = 106.26 avg = 104.91
efficientnetv2_b0 min = 126.55 max = 131.95 avg = 127.91
regnety_400m min = 88.19 max = 92.58 avg = 89.60
blazeface min = 8.57 max = 8.68 avg = 8.63
googlenet min = 207.97 max = 214.47 avg = 211.07
googlenet_int8 min = 237.92 max = 241.06 avg = 239.76
resnet18 min = 153.42 max = 161.54 avg = 158.21
resnet18_int8 min = 177.77 max = 183.83 avg = 181.90
alexnet min = 145.71 max = 149.41 avg = 147.97
vgg16 min = 937.03 max = 961.65 avg = 945.20
vgg16_int8 min = 850.20 max = 869.47 avg = 859.99
resnet50 min = 497.95 max = 524.29 avg = 511.85
resnet50_int8 min = 541.22 max = 549.09 avg = 544.30
squeezenet_ssd min = 155.11 max = 163.01 avg = 159.72
squeezenet_ssd_int8 min = 136.11 max = 138.38 avg = 137.36
mobilenet_ssd min = 226.97 max = 231.33 avg = 229.20
mobilenet_ssd_int8 min = 248.61 max = 253.10 avg = 250.83
mobilenet_yolo min = 613.25 max = 626.75 avg = 619.83
mobilenetv2_yolov3 min = 249.50 max = 258.17 avg = 255.75
yolov4-tiny min = 312.41 max = 349.24 avg = 328.38
nanodet_m min = 81.50 max = 84.20 avg = 83.14
yolo-fastest-1.1 min = 30.46 max = 30.91 avg = 30.71
yolo-fastestv2 min = 26.78 max = 28.80 avg = 28.10
vision_transformer min = 4483.37 max = 4519.06 avg = 4507.04
FastestDet min = 31.15 max = 32.37 avg = 32.06
root@3A3K:~/Desktop/ncnn-20221128/build/benchmark$ ./benchncnn 5 4 2 -1 0
loop_count = 5
num_threads = 4
powersave = 2
gpu_device = -1
cooling_down = 0
squeezenet min = 88.82 max = 116.74 avg = 94.92
squeezenet_int8 min = 140.62 max = 162.48 avg = 146.32
mobilenet min = 144.80 max = 244.58 avg = 172.14
mobilenet_int8 min = 265.21 max = 293.89 avg = 281.80
mobilenet_v2 min = 109.80 max = 156.74 avg = 120.48
mobilenet_v3 min = 90.18 max = 93.25 avg = 91.50
shufflenet min = 56.64 max = 216.12 avg = 100.68
shufflenet_v2 min = 45.70 max = 142.00 avg = 65.20
mnasnet min = 106.99 max = 229.11 avg = 134.22
proxylessnasnet min = 123.68 max = 261.01 avg = 155.97
efficientnet_b0 min = 160.98 max = 191.14 avg = 171.55
efficientnetv2_b0 min = 162.75 max = 187.67 avg = 176.19
regnety_400m min = 135.06 max = 174.12 avg = 151.30
blazeface min = 15.26 max = 43.81 avg = 23.91
googlenet min = 327.16 max = 386.02 avg = 350.25
googlenet_int8 min = 500.45 max = 637.39 avg = 540.62
resnet18 min = 254.45 max = 421.56 avg = 304.48
resnet18_int8 min = 385.14 max = 559.01 avg = 439.74
alexnet min = 179.19 max = 220.91 avg = 190.63
vgg16 min = 1563.99 max = 1645.01 avg = 1619.63
vgg16_int8 min = 1436.00 max = 1530.45 avg = 1473.00
resnet50 min = 702.35 max = 833.23 avg = 764.14
resnet50_int8 min = 1099.40 max = 1208.84 avg = 1154.51
squeezenet_ssd min = 191.40 max = 270.10 avg = 218.75
squeezenet_ssd_int8 min = 304.51 max = 387.51 avg = 344.98
mobilenet_ssd min = 315.77 max = 417.37 avg = 344.40
mobilenet_ssd_int8 min = 554.28 max = 656.07 avg = 580.72
mobilenet_yolo min = 806.48 max = 851.22 avg = 825.50
mobilenetv2_yolov3 min = 382.38 max = 503.38 avg = 421.03
yolov4-tiny min = 502.87 max = 620.30 avg = 550.08
nanodet_m min = 126.00 max = 314.03 avg = 184.93
yolo-fastest-1.1 min = 64.68 max = 189.47 avg = 110.89
yolo-fastestv2 min = 69.03 max = 116.31 avg = 82.36
vision_transformer min = 14737.56 max = 15012.35 avg = 14890.56
FastestDet min = 84.30 max = 139.87 avg = 102.23
root@3A4K:~/Desktop/ncnn-20221128/build/benchmark$ ./benchncnn 10 4 2 -1 0
loop_count = 10
num_threads = 4
powersave = 2
gpu_device = -1
cooling_down = 0
squeezenet min = 17.04 max = 39.86 avg = 20.39
squeezenet_int8 min = 21.77 max = 25.93 avg = 23.02
mobilenet min = 26.34 max = 97.11 avg = 38.24
mobilenet_int8 min = 32.93 max = 33.31 avg = 33.07
mobilenet_v2 min = 19.40 max = 19.91 avg = 19.63
mobilenet_v3 min = 16.48 max = 45.31 avg = 19.68
shufflenet min = 12.23 max = 116.79 avg = 22.86
shufflenet_v2 min = 11.14 max = 11.59 avg = 11.37
mnasnet min = 18.33 max = 51.66 avg = 24.52
proxylessnasnet min = 22.03 max = 22.46 avg = 22.19
efficientnet_b0 min = 34.94 max = 129.52 avg = 45.76
efficientnetv2_b0 min = 38.58 max = 67.86 avg = 41.84
regnety_400m min = 35.53 max = 38.59 avg = 36.14
blazeface min = 4.08 max = 4.34 avg = 4.17
googlenet min = 72.60 max = 100.31 avg = 76.25
googlenet_int8 min = 82.09 max = 107.09 avg = 86.78
resnet18 min = 53.99 max = 100.21 avg = 63.52
resnet18_int8 min = 57.20 max = 77.00 avg = 60.47
alexnet min = 61.95 max = 80.86 avg = 65.01
vgg16 min = 329.58 max = 438.99 avg = 360.40
vgg16_int8 min = 293.27 max = 366.16 avg = 311.23
resnet50 min = 138.06 max = 260.50 avg = 169.27
resnet50_int8 min = 154.06 max = 244.31 avg = 173.37
squeezenet_ssd min = 60.44 max = 97.92 avg = 65.41
squeezenet_ssd_int8 min = 55.34 max = 136.72 avg = 68.15
mobilenet_ssd min = 57.97 max = 139.16 avg = 69.27
mobilenet_ssd_int8 min = 66.66 max = 89.91 avg = 71.00
mobilenet_yolo min = 169.38 max = 711.10 avg = 242.62
mobilenetv2_yolov3 min = 75.61 max = 97.83 avg = 80.23
yolov4-tiny min = 110.52 max = 143.67 avg = 118.53
nanodet_m min = 24.04 max = 92.81 avg = 32.45
yolo-fastest-1.1 min = 10.97 max = 32.77 avg = 15.05
yolo-fastestv2 min = 11.54 max = 12.09 avg = 11.84
vision_transformer min = 4193.41 max = 4274.03 avg = 4213.64
FastestDet min = 12.54 max = 13.01 avg = 12.78
Test on UOS V20 E1050
uos@uos-PC:~/ncnn/benchmark$ ./benchncnn 10 4 2 -1 0
loop_count = 10
num_threads = 4
powersave = 2
gpu_device = -1
cooling_down = 0
squeezenet min = 25.28 max = 38.19 avg = 27.81
squeezenet_int8 min = 21.61 max = 22.13 avg = 21.85
mobilenet min = 44.77 max = 69.54 avg = 55.37
mobilenet_int8 min = 32.96 max = 44.00 avg = 36.08
mobilenet_v2 min = 29.21 max = 52.70 avg = 35.47
mobilenet_v3 min = 24.62 max = 27.32 avg = 25.18
shufflenet min = 18.90 max = 49.70 avg = 22.95
shufflenet_v2 min = 15.87 max = 22.38 avg = 17.67
mnasnet min = 29.08 max = 69.37 avg = 35.53
proxylessnasnet min = 33.30 max = 94.15 avg = 42.81
efficientnet_b0 min = 49.34 max = 61.22 avg = 52.01
efficientnetv2_b0 min = 57.89 max = 72.55 avg = 60.72
regnety_400m min = 50.65 max = 74.16 avg = 57.56
blazeface min = 4.97 max = 5.33 avg = 5.11
googlenet min = 101.45 max = 119.73 avg = 106.85
googlenet_int8 min = 83.94 max = 99.75 avg = 87.36
resnet18 min = 81.65 max = 99.76 avg = 85.96
resnet18_int8 min = 58.60 max = 75.88 avg = 60.62
alexnet min = 77.05 max = 208.05 avg = 120.39
vgg16 min = 427.51 max = 676.57 avg = 531.53
vgg16_int8 min = 326.59 max = 487.96 avg = 417.74
resnet50 min = 221.51 max = 580.11 avg = 305.64
resnet50_int8 min = 158.00 max = 190.71 avg = 167.50
squeezenet_ssd min = 98.87 max = 135.55 avg = 115.54
squeezenet_ssd_int8 min = 66.33 max = 361.40 avg = 148.19
mobilenet_ssd min = 94.12 max = 340.16 avg = 184.85
mobilenet_ssd_int8 min = 88.26 max = 150.47 avg = 112.35
mobilenet_yolo min = 252.07 max = 510.61 avg = 327.21
mobilenetv2_yolov3 min = 115.31 max = 183.63 avg = 147.28
yolov4-tiny min = 153.92 max = 259.18 avg = 196.70
nanodet_m min = 34.95 max = 66.15 avg = 46.41
yolo-fastest-1.1 min = 15.34 max = 15.94 avg = 15.62
yolo-fastestv2 min = 15.53 max = 16.06 avg = 15.80
vision_transformer min = 4200.48 max = 5853.43 avg = 4555.42
FastestDet min = 16.73 max = 18.72 avg = 17.08
uos@uos-PC:~/ncnn/benchmark$ ./benchncnn 10 4 1 -1 0
loop_count = 10
num_threads = 4
powersave = 1
gpu_device = -1
cooling_down = 0
squeezenet min = 25.93 max = 47.61 avg = 28.45
squeezenet_int8 min = 21.84 max = 27.09 avg = 22.84
mobilenet min = 44.61 max = 83.44 avg = 52.52
mobilenet_int8 min = 32.91 max = 45.99 avg = 34.52
mobilenet_v2 min = 29.44 max = 37.14 avg = 30.43
mobilenet_v3 min = 24.54 max = 42.68 avg = 27.25
shufflenet min = 17.16 max = 42.10 avg = 20.08
shufflenet_v2 min = 15.99 max = 16.43 avg = 16.29
mnasnet min = 29.14 max = 43.37 avg = 30.79
proxylessnasnet min = 33.15 max = 34.12 avg = 33.52
efficientnet_b0 min = 49.35 max = 87.75 avg = 54.03
efficientnetv2_b0 min = 57.69 max = 84.67 avg = 64.12
regnety_400m min = 50.55 max = 75.35 avg = 55.31
blazeface min = 5.01 max = 5.16 avg = 5.05
googlenet min = 101.51 max = 116.33 avg = 105.38
googlenet_int8 min = 84.34 max = 102.58 avg = 89.89
resnet18 min = 80.58 max = 94.47 avg = 86.27
resnet18_int8 min = 59.00 max = 76.66 avg = 62.15
alexnet min = 91.72 max = 117.98 avg = 102.20
vgg16 min = 435.57 max = 453.90 avg = 441.39
vgg16_int8 min = 308.39 max = 332.69 avg = 321.09
resnet50 min = 219.93 max = 249.30 avg = 231.93
resnet50_int8 min = 156.78 max = 179.34 avg = 163.43
squeezenet_ssd min = 109.48 max = 153.84 avg = 123.75
squeezenet_ssd_int8 min = 74.33 max = 117.03 avg = 93.81
mobilenet_ssd min = 94.91 max = 161.38 avg = 127.78
mobilenet_ssd_int8 min = 82.35 max = 112.79 avg = 91.86
mobilenet_yolo min = 252.05 max = 285.16 avg = 266.33
mobilenetv2_yolov3 min = 113.98 max = 173.83 avg = 139.60
yolov4-tiny min = 150.06 max = 210.96 avg = 164.94
nanodet_m min = 34.62 max = 67.81 avg = 48.43
yolo-fastest-1.1 min = 15.78 max = 16.09 avg = 15.93
yolo-fastestv2 min = 15.54 max = 32.82 avg = 17.62
vision_transformer min = 4202.89 max = 5573.15 avg = 4426.38
FastestDet min = 16.39 max = 17.06 avg = 16.75
uos@uos-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 = 25.98 max = 36.75 avg = 28.86
squeezenet_int8 min = 22.04 max = 30.86 avg = 23.28
mobilenet min = 44.82 max = 60.73 avg = 46.72
mobilenet_int8 min = 33.00 max = 48.45 avg = 34.70
mobilenet_v2 min = 29.53 max = 56.78 avg = 33.98
mobilenet_v3 min = 24.69 max = 45.60 avg = 28.13
shufflenet min = 17.25 max = 24.72 avg = 18.18
shufflenet_v2 min = 16.00 max = 31.27 avg = 17.62
mnasnet min = 28.95 max = 44.73 avg = 32.58
proxylessnasnet min = 32.99 max = 45.42 avg = 34.66
efficientnet_b0 min = 49.71 max = 53.47 avg = 50.25
efficientnetv2_b0 min = 57.51 max = 78.56 avg = 61.47
regnety_400m min = 50.18 max = 71.85 avg = 54.77
blazeface min = 4.98 max = 9.36 avg = 5.48
googlenet min = 101.25 max = 121.71 avg = 105.71
googlenet_int8 min = 82.97 max = 111.81 avg = 89.49
resnet18 min = 75.66 max = 87.19 avg = 78.72
resnet18_int8 min = 58.92 max = 108.67 avg = 76.70
alexnet min = 79.12 max = 144.22 avg = 101.91
vgg16 min = 430.14 max = 460.46 avg = 444.56
vgg16_int8 min = 308.08 max = 350.15 avg = 324.86
resnet50 min = 219.60 max = 258.59 avg = 237.46
resnet50_int8 min = 156.54 max = 180.28 avg = 163.11
squeezenet_ssd min = 77.71 max = 137.36 avg = 119.68
squeezenet_ssd_int8 min = 78.88 max = 113.64 avg = 95.83
mobilenet_ssd min = 94.82 max = 156.99 avg = 119.67
mobilenet_ssd_int8 min = 77.17 max = 98.29 avg = 86.90
mobilenet_yolo min = 252.29 max = 295.62 avg = 265.58
mobilenetv2_yolov3 min = 114.28 max = 159.82 avg = 140.03
yolov4-tiny min = 150.99 max = 203.07 avg = 165.18
nanodet_m min = 34.48 max = 71.56 avg = 49.84
yolo-fastest-1.1 min = 15.36 max = 30.00 avg = 17.11
yolo-fastestv2 min = 15.42 max = 26.96 avg = 16.78
vision_transformer min = 4187.60 max = 4319.84 avg = 4220.05
FastestDet min = 16.30 max = 24.88 avg = 17.49
root@3A5K:~/Desktop/ncnn-20230223/build/benchmark$ ./benchncnn 10 4 2 -1 0
loop_count = 10
num_threads = 4
powersave = 2
gpu_device = -1
cooling_down = 0
squeezenet min = 11.97 max = 19.38 avg = 13.61
squeezenet_int8 min = 14.96 max = 15.36 avg = 15.12
mobilenet min = 20.14 max = 27.50 avg = 21.12
mobilenet_int8 min = 25.28 max = 35.06 avg = 27.37
mobilenet_v2 min = 12.82 max = 13.20 avg = 12.98
mobilenet_v3 min = 11.39 max = 25.03 avg = 12.86
shufflenet min = 7.35 max = 7.50 avg = 7.40
shufflenet_v2 min = 7.12 max = 7.23 avg = 7.18
mnasnet min = 12.85 max = 21.69 avg = 13.83
proxylessnasnet min = 15.35 max = 15.79 avg = 15.43
efficientnet_b0 min = 24.20 max = 24.46 avg = 24.30
efficientnetv2_b0 min = 26.80 max = 42.43 avg = 29.25
regnety_400m min = 22.85 max = 38.30 avg = 24.51
blazeface min = 2.57 max = 2.67 avg = 2.60
googlenet min = 49.09 max = 85.91 avg = 67.57
googlenet_int8 min = 64.89 max = 95.28 avg = 76.41
resnet18 min = 42.43 max = 62.39 avg = 52.38
resnet18_int8 min = 47.96 max = 68.69 avg = 56.75
alexnet min = 46.01 max = 59.26 avg = 49.20
vgg16 min = 246.82 max = 261.80 avg = 252.81
vgg16_int8 min = 247.13 max = 256.81 avg = 252.37
resnet50 min = 102.17 max = 138.16 avg = 117.65
resnet50_int8 min = 115.09 max = 151.30 avg = 129.13
squeezenet_ssd min = 43.62 max = 70.64 avg = 53.89
squeezenet_ssd_int8 min = 38.66 max = 60.12 avg = 47.66
mobilenet_ssd min = 42.67 max = 68.78 avg = 53.95
mobilenet_ssd_int8 min = 56.29 max = 68.31 avg = 59.86
mobilenet_yolo min = 129.04 max = 188.26 avg = 149.64
mobilenetv2_yolov3 min = 61.80 max = 71.41 avg = 66.43
yolov4-tiny min = 88.64 max = 108.17 avg = 95.48
nanodet_m min = 16.24 max = 16.57 avg = 16.34
yolo-fastest-1.1 min = 6.98 max = 7.16 avg = 7.05
yolo-fastestv2 min = 6.95 max = 7.29 avg = 7.08
vision_transformer min = 2910.63 max = 3109.29 avg = 2949.04
FastestDet min = 7.66 max = 7.90 avg = 7.80
~/ncnn/build/benchmark$ ./benchncnn 10 8 2 -1 0
loop_count = 10
num_threads = 8
powersave = 2
gpu_device = -1
cooling_down = 0
squeezenet min = 7.12 max = 7.20 avg = 7.16
squeezenet_int8 min = 8.93 max = 9.20 avg = 8.98
mobilenet min = 11.81 max = 11.88 avg = 11.84
mobilenet_int8 min = 14.25 max = 14.33 avg = 14.28
mobilenet_v2 min = 8.06 max = 8.16 avg = 8.08
mobilenet_v3 min = 6.84 max = 6.90 avg = 6.87
shufflenet min = 5.38 max = 5.44 avg = 5.39
shufflenet_v2 min = 5.20 max = 5.22 avg = 5.20
mnasnet min = 8.06 max = 8.10 avg = 8.07
proxylessnasnet min = 8.94 max = 9.09 avg = 8.99
efficientnet_b0 min = 13.43 max = 13.65 avg = 13.48
efficientnetv2_b0 min = 16.06 max = 16.18 avg = 16.11
regnety_400m min = 18.11 max = 18.18 avg = 18.14
blazeface min = 1.59 max = 1.61 avg = 1.60
googlenet min = 26.08 max = 26.24 avg = 26.17
googlenet_int8 min = 31.25 max = 31.42 avg = 31.34
resnet18 min = 19.65 max = 19.73 avg = 19.69
resnet18_int8 min = 25.55 max = 25.66 avg = 25.60
alexnet min = 19.56 max = 19.81 avg = 19.67
vgg16 min = 115.32 max = 116.38 avg = 115.99
vgg16_int8 min = 135.94 max = 136.73 avg = 136.34
resnet50 min = 56.46 max = 56.96 avg = 56.81
resnet50_int8 min = 66.13 max = 66.40 avg = 66.27
squeezenet_ssd min = 22.84 max = 22.99 avg = 22.89
squeezenet_ssd_int8 min = 22.34 max = 22.76 avg = 22.54
mobilenet_ssd min = 24.67 max = 24.75 avg = 24.71
mobilenet_ssd_int8 min = 29.32 max = 29.37 avg = 29.34
mobilenet_yolo min = 82.82 max = 84.02 avg = 83.40
mobilenetv2_yolov3 min = 30.31 max = 30.45 avg = 30.38
yolov4-tiny min = 42.49 max = 42.74 avg = 42.62
nanodet_m min = 11.00 max = 11.08 avg = 11.02
yolo-fastest-1.1 min = 5.28 max = 5.40 avg = 5.31
yolo-fastestv2 min = 5.09 max = 5.10 avg = 5.10
vision_transformer min = 869.40 max = 898.18 avg = 874.07
FastestDet min = 5.28 max = 5.37 avg = 5.31
Test on Kylin OS V10
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 = 40.92 max = 43.43 avg = 41.34
squeezenet_int8 min = 35.48 max = 36.07 avg = 35.75
mobilenet min = 72.23 max = 72.53 avg = 72.39
mobilenet_int8 min = 48.10 max = 48.59 avg = 48.31
mobilenet_v2 min = 47.94 max = 48.45 avg = 48.13
mobilenet_v3 min = 37.95 max = 39.59 avg = 38.41
shufflenet min = 21.51 max = 21.84 avg = 21.64
shufflenet_v2 min = 21.10 max = 21.45 avg = 21.26
mnasnet min = 44.53 max = 45.15 avg = 44.74
proxylessnasnet min = 53.02 max = 53.62 avg = 53.21
efficientnet_b0 min = 79.81 max = 80.51 avg = 80.15
efficientnetv2_b0 min = 92.55 max = 103.10 avg = 97.53
regnety_400m min = 58.52 max = 70.04 avg = 64.20
blazeface min = 6.06 max = 9.85 avg = 6.88
googlenet min = 146.49 max = 162.69 avg = 152.98
googlenet_int8 min = 127.38 max = 132.11 avg = 128.51
resnet18 min = 107.79 max = 108.83 avg = 108.37
resnet18_int8 min = 97.28 max = 99.03 avg = 97.73
alexnet min = 89.95 max = 91.63 avg = 90.28
vgg16 min = 642.27 max = 647.16 avg = 644.09
vgg16_int8 min = 567.03 max = 574.11 avg = 568.74
resnet50 min = 329.12 max = 331.79 avg = 330.10
resnet50_int8 min = 252.48 max = 253.65 avg = 252.93
squeezenet_ssd min = 96.46 max = 96.95 avg = 96.69
squeezenet_ssd_int8 min = 92.35 max = 93.24 avg = 92.72
mobilenet_ssd min = 149.14 max = 150.56 avg = 149.40
mobilenet_ssd_int8 min = 97.56 max = 98.03 avg = 97.82
mobilenet_yolo min = 339.71 max = 340.60 avg = 339.89
mobilenetv2_yolov3 min = 174.53 max = 175.80 avg = 175.01
yolov4-tiny min = 213.72 max = 214.94 avg = 214.08
nanodet_m min = 49.95 max = 50.47 avg = 50.19
yolo-fastest-1.1 min = 23.80 max = 24.42 avg = 23.91
yolo-fastestv2 min = 19.78 max = 19.95 avg = 19.84
vision_transformer min = 3927.51 max = 4025.76 avg = 3947.06
FastestDet min = 21.78 max = 22.17 avg = 21.88
mobtgzhang@mobtgzhang-PC:~/ncnn/benchmark$ ./benchncnn 10 4 1 -1 0
loop_count = 10
num_threads = 4
powersave = 1
gpu_device = -1
cooling_down = 0
squeezenet min = 70.80 max = 76.55 avg = 72.49
squeezenet_int8 min = 110.36 max = 133.06 avg = 114.23
mobilenet min = 77.97 max = 85.73 avg = 79.98
mobilenet_int8 min = 80.05 max = 84.09 avg = 81.76
mobilenet_v2 min = 101.07 max = 192.92 avg = 139.32
mobilenet_v3 min = 108.60 max = 129.37 avg = 113.80
shufflenet min = 160.96 max = 188.96 avg = 168.62
shufflenet_v2 min = 96.20 max = 190.31 avg = 119.77
mnasnet min = 97.34 max = 104.00 avg = 99.85
proxylessnasnet min = 112.58 max = 276.49 avg = 145.74
efficientnet_b0 min = 171.01 max = 238.15 avg = 195.53
efficientnetv2_b0 min = 235.31 max = 299.00 avg = 254.12
regnety_400m min = 1059.87 max = 1173.49 avg = 1084.13
blazeface min = 58.69 max = 64.83 avg = 60.83
googlenet min = 190.47 max = 257.76 avg = 207.71
googlenet_int8 min = 285.67 max = 327.20 avg = 300.87
resnet18 min = 111.87 max = 118.36 avg = 114.48
resnet18_int8 min = 143.08 max = 147.98 avg = 144.93
alexnet min = 72.83 max = 76.52 avg = 74.01
vgg16 min = 390.35 max = 406.58 avg = 397.19
vgg16_int8 min = 358.54 max = 369.89 avg = 364.31
resnet50 min = 275.57 max = 300.14 avg = 283.21
resnet50_int8 min = 315.18 max = 371.22 avg = 328.43
squeezenet_ssd min = 170.14 max = 200.18 avg = 175.23
squeezenet_ssd_int8 min = 259.01 max = 271.23 avg = 263.35
mobilenet_ssd min = 166.85 max = 170.64 avg = 168.74
mobilenet_ssd_int8 min = 191.71 max = 195.91 avg = 193.44
mobilenet_yolo min = 960.70 max = 1080.81 avg = 983.68
mobilenetv2_yolov3 min = 187.72 max = 207.92 avg = 192.60
yolov4-tiny min = 172.72 max = 177.62 avg = 174.63
nanodet_m min = 128.79 max = 137.31 avg = 131.04
yolo-fastest-1.1 min = 132.39 max = 148.06 avg = 137.90
yolo-fastestv2 min = 130.97 max = 137.73 avg = 133.53
vision_transformer min = 2229.10 max = 2392.59 avg = 2304.21
FastestDet min = 119.98 max = 126.26 avg = 122.40
mobtgzhang@mobtgzhang-PC:~/ncnn/benchmark$ ./benchncnn 10 4 2 -1 0
loop_count = 10
num_threads = 4
powersave = 2
gpu_device = -1
cooling_down = 0
squeezenet min = 70.93 max = 75.55 avg = 72.93
squeezenet_int8 min = 109.65 max = 153.48 avg = 124.20
mobilenet min = 78.02 max = 85.80 avg = 81.97
mobilenet_int8 min = 80.34 max = 89.31 avg = 83.20
mobilenet_v2 min = 99.51 max = 110.36 avg = 102.54
mobilenet_v3 min = 109.04 max = 116.28 avg = 111.75
shufflenet min = 160.04 max = 166.21 avg = 163.59
shufflenet_v2 min = 88.90 max = 91.82 avg = 90.24
mnasnet min = 97.02 max = 103.09 avg = 98.70
proxylessnasnet min = 111.21 max = 117.47 avg = 113.97
efficientnet_b0 min = 167.99 max = 175.35 avg = 171.26
efficientnetv2_b0 min = 228.59 max = 245.97 avg = 232.79
regnety_400m min = 1049.34 max = 1085.18 avg = 1064.68
blazeface min = 59.35 max = 64.91 avg = 60.35
googlenet min = 187.87 max = 195.29 avg = 190.56
googlenet_int8 min = 283.22 max = 301.69 avg = 287.66
resnet18 min = 111.48 max = 116.76 avg = 112.88
resnet18_int8 min = 142.41 max = 148.79 avg = 145.14
alexnet min = 72.59 max = 75.37 avg = 73.62
vgg16 min = 389.61 max = 452.95 avg = 424.36
vgg16_int8 min = 365.57 max = 465.13 avg = 422.84
resnet50 min = 283.07 max = 411.14 avg = 332.88
resnet50_int8 min = 323.21 max = 381.13 avg = 340.59
squeezenet_ssd min = 178.21 max = 252.82 avg = 211.62
squeezenet_ssd_int8 min = 263.82 max = 372.38 avg = 284.38
mobilenet_ssd min = 166.29 max = 281.36 avg = 195.16
mobilenet_ssd_int8 min = 194.00 max = 220.95 avg = 204.07
mobilenet_yolo min = 964.99 max = 1027.13 avg = 989.45
mobilenetv2_yolov3 min = 218.58 max = 512.86 avg = 265.12
yolov4-tiny min = 172.20 max = 177.27 avg = 174.14
nanodet_m min = 128.78 max = 222.66 avg = 150.88
yolo-fastest-1.1 min = 132.52 max = 196.41 avg = 149.03
yolo-fastestv2 min = 131.39 max = 138.72 avg = 134.96
vision_transformer min = 2243.31 max = 2659.56 avg = 2395.76
FastestDet min = 119.44 max = 126.07 avg = 122.27
[root@bogon benchmark]# ./benchncnn 10 1 0 -1 0
loop_count = 10
num_threads = 1
powersave = 0
gpu_device = -1
cooling_down = 0
squeezenet min = 57.60 max = 59.78 avg = 58.51
squeezenet_int8 min = 47.05 max = 47.89 avg = 47.40
mobilenet min = 91.08 max = 95.16 avg = 91.89
mobilenet_int8 min = 60.27 max = 61.17 avg = 60.74
mobilenet_v2 min = 63.38 max = 68.12 avg = 66.96
mobilenet_v3 min = 53.34 max = 54.71 avg = 54.01
shufflenet min = 37.87 max = 41.78 avg = 39.37
shufflenet_v2 min = 35.89 max = 37.30 avg = 36.40
mnasnet min = 59.57 max = 63.23 avg = 60.25
proxylessnasnet min = 71.24 max = 71.93 avg = 71.51
efficientnet_b0 min = 134.34 max = 141.14 avg = 137.74
efficientnetv2_b0 min = 143.82 max = 145.63 avg = 144.36
regnety_400m min = 76.96 max = 77.66 avg = 77.27
blazeface min = 11.57 max = 11.90 avg = 11.70
googlenet min = 188.10 max = 191.27 avg = 189.02
googlenet_int8 min = 167.54 max = 169.63 avg = 168.38
resnet18 min = 144.76 max = 163.39 avg = 154.95
resnet18_int8 min = 124.14 max = 129.84 avg = 127.83
alexnet min = 198.22 max = 208.86 avg = 205.35
vgg16 min = 848.10 max = 891.00 avg = 859.94
vgg16_int8 min = 686.54 max = 742.77 avg = 704.74
resnet50 min = 413.45 max = 428.84 avg = 417.81
resnet50_int8 min = 306.32 max = 324.27 avg = 316.47
squeezenet_ssd min = 147.62 max = 149.58 avg = 148.48
squeezenet_ssd_int8 min = 116.18 max = 134.86 avg = 126.93
mobilenet_ssd min = 188.49 max = 191.97 avg = 189.48
mobilenet_ssd_int8 min = 120.28 max = 121.36 avg = 120.83
mobilenet_yolo min = 421.79 max = 425.68 avg = 423.51
mobilenetv2_yolov3 min = 222.86 max = 225.58 avg = 224.01
yolov4-tiny min = 303.77 max = 310.70 avg = 307.45
nanodet_m min = 80.87 max = 82.11 avg = 81.35
[root@bogon benchmark]# ./benchncnn 10 8 0 -1 0
loop_count = 10
num_threads = 8
powersave = 0
gpu_device = -1
cooling_down = 0
squeezenet min = 14.53 max = 14.92 avg = 14.68
squeezenet_int8 min = 11.67 max = 11.89 avg = 11.82
mobilenet min = 17.60 max = 20.05 avg = 18.34
mobilenet_int8 min = 9.94 max = 10.22 avg = 10.08
mobilenet_v2 min = 18.46 max = 19.18 avg = 18.81
mobilenet_v3 min = 16.30 max = 16.71 avg = 16.45
shufflenet min = 14.65 max = 14.93 avg = 14.78
shufflenet_v2 min = 11.23 max = 11.56 avg = 11.35
mnasnet min = 15.65 max = 16.08 avg = 15.92
proxylessnasnet min = 18.78 max = 21.72 avg = 19.68
efficientnet_b0 min = 29.16 max = 29.62 avg = 29.37
efficientnetv2_b0 min = 33.28 max = 35.48 avg = 34.23
regnety_400m min = 44.90 max = 47.36 avg = 46.32
blazeface min = 4.23 max = 4.43 avg = 4.30
googlenet min = 42.11 max = 42.98 avg = 42.38
googlenet_int8 min = 33.24 max = 38.21 avg = 34.10
resnet18 min = 33.27 max = 34.00 avg = 33.57
resnet18_int8 min = 23.66 max = 24.78 avg = 24.24
alexnet min = 35.78 max = 37.68 avg = 36.46
vgg16 min = 219.60 max = 235.79 avg = 222.11
vgg16_int8 min = 128.64 max = 135.19 avg = 130.73
resnet50 min = 84.15 max = 85.48 avg = 84.66
resnet50_int8 min = 58.87 max = 61.98 avg = 59.85
squeezenet_ssd min = 47.60 max = 50.24 avg = 48.54
squeezenet_ssd_int8 min = 36.42 max = 37.89 avg = 36.99
mobilenet_ssd min = 39.37 max = 42.63 avg = 41.06
mobilenet_ssd_int8 min = 21.59 max = 22.05 avg = 21.83
mobilenet_yolo min = 83.16 max = 88.75 avg = 85.29
mobilenetv2_yolov3 min = 58.13 max = 59.50 avg = 58.62
yolov4-tiny min = 74.18 max = 76.56 avg = 75.13
nanodet_m min = 25.16 max = 31.45 avg = 26.71
root@FT2K:~/Desktop/ncnn-20221128/build/benchmark$ ./benchncnn 10 4 2 -1 0
loop_count = 10
num_threads = 4
powersave = 2
gpu_device = -1
cooling_down = 0
squeezenet min = 14.19 max = 21.46 avg = 15.16
squeezenet_int8 min = 11.63 max = 12.08 avg = 11.91
mobilenet min = 20.52 max = 37.00 avg = 23.66
mobilenet_int8 min = 13.38 max = 25.95 avg = 15.01
mobilenet_v2 min = 15.80 max = 16.59 avg = 16.12
mobilenet_v3 min = 13.38 max = 17.62 avg = 14.21
shufflenet min = 10.62 max = 11.10 avg = 10.85
shufflenet_v2 min = 9.09 max = 12.30 avg = 9.66
mnasnet min = 14.85 max = 15.67 avg = 15.14
proxylessnasnet min = 16.83 max = 17.10 avg = 16.98
efficientnet_b0 min = 24.59 max = 26.40 avg = 25.06
efficientnetv2_b0 min = 30.25 max = 34.46 avg = 31.42
regnety_400m min = 32.37 max = 41.10 avg = 35.17
blazeface min = 3.00 max = 3.56 avg = 3.18
googlenet min = 49.52 max = 64.98 avg = 56.29
googlenet_int8 min = 38.65 max = 52.51 avg = 43.90
resnet18 min = 42.81 max = 53.94 avg = 45.38
resnet18_int8 min = 32.53 max = 53.62 avg = 37.26
alexnet min = 33.92 max = 47.88 avg = 37.12
vgg16 min = 214.19 max = 228.96 avg = 220.16
vgg16_int8 min = 164.22 max = 224.51 avg = 180.15
resnet50 min = 106.90 max = 189.61 avg = 133.34
resnet50_int8 min = 79.62 max = 94.41 avg = 83.56
squeezenet_ssd min = 48.00 max = 49.11 avg = 48.43
squeezenet_ssd_int8 min = 33.59 max = 47.60 avg = 37.57
mobilenet_ssd min = 43.97 max = 58.84 avg = 49.64
mobilenet_ssd_int8 min = 27.94 max = 32.89 avg = 29.56
mobilenet_yolo min = 107.29 max = 118.80 avg = 114.24
mobilenetv2_yolov3 min = 63.44 max = 106.75 avg = 70.69
yolov4-tiny min = 89.93 max = 155.39 avg = 101.90
nanodet_m min = 20.34 max = 28.67 avg = 21.44
yolo-fastest-1.1 min = 11.74 max = 12.24 avg = 11.96
yolo-fastestv2 min = 9.81 max = 9.98 avg = 9.91
vision_transformer min = 1617.60 max = 1634.13 avg = 1625.87
FastestDet min = 10.19 max = 10.55 avg = 10.36
test on UOS 1050
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 = 12.40 avg = 12.25
squeezenet_int8 min = 14.24 max = 14.50 avg = 14.36
mobilenet min = 20.52 max = 21.11 avg = 20.63
mobilenet_int8 min = 18.29 max = 18.63 avg = 18.45
mobilenet_v2 min = 13.73 max = 13.90 avg = 13.79
mobilenet_v3 min = 11.37 max = 11.49 avg = 11.41
shufflenet min = 7.90 max = 7.96 avg = 7.92
shufflenet_v2 min = 8.09 max = 8.13 avg = 8.11
mnasnet min = 13.26 max = 13.44 avg = 13.30
proxylessnasnet min = 16.19 max = 16.39 avg = 16.26
efficientnet_b0 min = 34.92 max = 35.22 avg = 35.04
efficientnetv2_b0 min = 43.82 max = 44.39 avg = 43.94
regnety_400m min = 17.55 max = 18.02 avg = 17.65
blazeface min = 3.05 max = 3.08 avg = 3.07
googlenet min = 58.65 max = 59.26 avg = 58.89
googlenet_int8 min = 60.55 max = 63.00 avg = 61.96
resnet18 min = 34.27 max = 35.43 avg = 34.84
resnet18_int8 min = 60.79 max = 62.15 avg = 61.47
alexnet min = 42.01 max = 44.43 avg = 43.36
vgg16 min = 174.46 max = 177.33 avg = 175.57
vgg16_int8 min = 453.93 max = 457.03 avg = 454.79
resnet50 min = 95.36 max = 96.27 avg = 95.55
resnet50_int8 min = 119.77 max = 121.26 avg = 120.46
squeezenet_ssd min = 39.05 max = 39.69 avg = 39.20
squeezenet_ssd_int8 min = 55.06 max = 56.23 avg = 55.72
mobilenet_ssd min = 45.20 max = 45.96 avg = 45.49
mobilenet_ssd_int8 min = 39.40 max = 40.13 avg = 39.76
mobilenet_yolo min = 98.86 max = 99.85 avg = 99.34
mobilenetv2_yolov3 min = 51.17 max = 52.89 avg = 51.89
yolov4-tiny min = 66.43 max = 67.23 avg = 66.70
nanodet_m min = 20.59 max = 20.79 avg = 20.71
yolo-fastest-1.1 min = 7.90 max = 7.99 avg = 7.93
yolo-fastestv2 min = 7.45 max = 7.49 avg = 7.47
vision_transformer min = 1586.33 max = 1595.34 avg = 1589.76
FastestDet min = 7.45 max = 7.52 avg = 7.47
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 = 2.93 max = 3.10 avg = 3.00
squeezenet_int8 min = 3.47 max = 3.56 avg = 3.52
mobilenet min = 3.89 max = 4.04 avg = 3.94
mobilenet_int8 min = 3.29 max = 3.39 avg = 3.33
mobilenet_v2 min = 3.95 max = 4.08 avg = 3.98
mobilenet_v3 min = 3.45 max = 3.59 avg = 3.49
shufflenet min = 3.42 max = 4.66 avg = 3.62
shufflenet_v2 min = 2.60 max = 2.94 avg = 2.68
mnasnet min = 3.46 max = 3.57 avg = 3.52
proxylessnasnet min = 3.94 max = 12.34 avg = 4.88
efficientnet_b0 min = 7.31 max = 7.60 avg = 7.38
efficientnetv2_b0 min = 9.01 max = 9.22 avg = 9.08
regnety_400m min = 8.56 max = 9.36 avg = 8.70
blazeface min = 1.36 max = 3.52 avg = 1.60
googlenet min = 11.80 max = 12.02 avg = 11.93
googlenet_int8 min = 11.87 max = 23.09 avg = 13.16
resnet18 min = 7.27 max = 7.64 avg = 7.38
resnet18_int8 min = 11.02 max = 11.73 avg = 11.20
alexnet min = 9.05 max = 9.35 avg = 9.17
vgg16 min = 44.13 max = 50.84 avg = 46.89
vgg16_int8 min = 75.15 max = 80.73 avg = 77.52
resnet50 min = 18.72 max = 27.49 avg = 19.96
resnet50_int8 min = 22.72 max = 36.80 avg = 26.78
squeezenet_ssd min = 13.96 max = 27.42 avg = 15.62
squeezenet_ssd_int8 min = 15.01 max = 29.53 avg = 19.51
mobilenet_ssd min = 9.37 max = 13.34 avg = 10.44
mobilenet_ssd_int8 min = 8.07 max = 24.28 avg = 9.83
mobilenet_yolo min = 22.06 max = 24.89 avg = 22.91
mobilenetv2_yolov3 min = 14.41 max = 15.97 avg = 14.78
yolov4-tiny min = 20.71 max = 23.96 avg = 21.42
nanodet_m min = 6.37 max = 6.59 avg = 6.45
yolo-fastest-1.1 min = 4.27 max = 4.52 avg = 4.34
yolo-fastestv2 min = 3.53 max = 3.63 avg = 3.58
vision_transformer min = 435.60 max = 523.43 avg = 479.70
FastestDet min = 3.54 max = 7.95 avg = 5.24
mobtgzhang@mobtgzhang-PC:~/ncnn/benchmark$ ./benchncnn 10 4 2 -1 0
loop_count = 10
num_threads = 4
powersave = 2
gpu_device = -1
cooling_down = 0
squeezenet min = 4.04 max = 4.22 avg = 4.09
squeezenet_int8 min = 4.64 max = 4.76 avg = 4.69
mobilenet min = 6.04 max = 6.06 avg = 6.05
mobilenet_int8 min = 5.23 max = 5.32 avg = 5.25
mobilenet_v2 min = 5.00 max = 5.03 avg = 5.01
mobilenet_v3 min = 4.49 max = 4.69 avg = 4.52
shufflenet min = 3.90 max = 3.94 avg = 3.91
shufflenet_v2 min = 3.27 max = 3.48 avg = 3.33
mnasnet min = 4.80 max = 4.83 avg = 4.82
proxylessnasnet min = 5.20 max = 5.28 avg = 5.23
efficientnet_b0 min = 10.53 max = 11.06 avg = 10.68
efficientnetv2_b0 min = 13.18 max = 13.37 avg = 13.25
regnety_400m min = 9.20 max = 9.25 avg = 9.22
blazeface min = 1.43 max = 1.45 avg = 1.44
googlenet min = 17.63 max = 17.78 avg = 17.71
googlenet_int8 min = 17.63 max = 18.03 avg = 17.85
resnet18 min = 10.34 max = 10.59 avg = 10.40
resnet18_int8 min = 17.93 max = 18.84 avg = 18.25
alexnet min = 13.28 max = 13.37 avg = 13.31
vgg16 min = 55.41 max = 56.60 avg = 55.70
vgg16_int8 min = 123.71 max = 125.34 avg = 124.48
resnet50 min = 27.82 max = 28.22 avg = 27.95
resnet50_int8 min = 34.50 max = 34.89 avg = 34.70
squeezenet_ssd min = 14.67 max = 15.19 avg = 14.85
squeezenet_ssd_int8 min = 19.76 max = 20.32 avg = 19.87
mobilenet_ssd min = 13.15 max = 13.38 avg = 13.21
mobilenet_ssd_int8 min = 11.52 max = 11.70 avg = 11.60
mobilenet_yolo min = 30.95 max = 31.28 avg = 31.05
mobilenetv2_yolov3 min = 20.04 max = 20.36 avg = 20.16
yolov4-tiny min = 25.61 max = 26.73 avg = 25.80
nanodet_m min = 7.93 max = 7.97 avg = 7.95
yolo-fastest-1.1 min = 4.52 max = 4.59 avg = 4.53
yolo-fastestv2 min = 3.74 max = 3.88 avg = 3.77
vision_transformer min = 546.94 max = 726.81 avg = 698.27
FastestDet min = 3.59 max = 3.61 avg = 3.60
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
test on Ubuntu 20.04 (gcc 9.4.0)
root@8d46e508165f:/home/lkl/ARM_CHAR/ncnn/benchmark# ../build/benchmark/benchncnn 300 1 0 -1 0
loop_count = 300
num_threads = 1
powersave = 0
gpu_device = -1
cooling_down = 0
squeezenet min = 11.64 max = 12.11 avg = 11.71
squeezenet_int8 min = 12.22 max = 13.22 avg = 12.37
mobilenet min = 20.00 max = 20.79 avg = 20.08
mobilenet_int8 min = 17.44 max = 19.09 avg = 17.64
mobilenet_v2 min = 13.29 max = 14.25 avg = 13.39
mobilenet_v3 min = 11.06 max = 11.84 avg = 11.11
shufflenet min = 7.56 max = 7.74 avg = 7.59
shufflenet_v2 min = 7.84 max = 8.37 avg = 7.88
mnasnet min = 13.07 max = 13.78 avg = 13.14
proxylessnasnet min = 15.71 max = 16.31 avg = 15.77
efficientnet_b0 min = 34.79 max = 35.98 avg = 34.92
efficientnetv2_b0 min = 35.28 max = 36.36 avg = 35.41
regnety_400m min = 17.06 max = 17.74 avg = 17.16
blazeface min = 2.99 max = 3.04 avg = 3.01
googlenet min = 50.76 max = 51.74 avg = 51.00
googlenet_int8 min = 50.31 max = 52.27 avg = 50.65
resnet18 min = 34.97 max = 37.17 avg = 35.82
resnet18_int8 min = 40.47 max = 42.03 avg = 40.78
alexnet min = 39.19 max = 39.80 avg = 39.32
vgg16 min = 176.62 max = 181.29 avg = 177.07
vgg16_int8 min = 352.35 max = 358.38 avg = 355.15
resnet50 min = 96.76 max = 98.63 avg = 97.09
resnet50_int8 min = 90.00 max = 92.74 avg = 90.81
squeezenet_ssd min = 33.23 max = 33.99 avg = 33.39
squeezenet_ssd_int8 min = 38.50 max = 41.53 avg = 39.28
mobilenet_ssd min = 42.49 max = 44.78 avg = 42.72
mobilenet_ssd_int8 min = 37.06 max = 39.97 avg = 37.57
mobilenet_yolo min = 96.34 max = 98.91 avg = 96.73
mobilenetv2_yolov3 min = 50.88 max = 52.97 avg = 51.15
yolov4-tiny min = 65.56 max = 67.13 avg = 65.80
nanodet_m min = 19.94 max = 20.82 avg = 20.04
yolo-fastest-1.1 min = 7.66 max = 7.81 avg = 7.71
yolo-fastestv2 min = 6.82 max = 7.23 avg = 6.87
vision_transformer min = 1535.03 max = 1552.84 avg = 1543.73
FastestDet min = 7.17 max = 7.50 avg = 7.21
root@8d46e508165f:/home/lkl/ARM_CHAR/ncnn/benchmark# ../build/benchmark/benchncnn 300 2 0 -1 0
loop_count = 300
num_threads = 2
powersave = 0
gpu_device = -1
cooling_down = 0
squeezenet min = 6.35 max = 9.15 avg = 7.33
squeezenet_int8 min = 8.06 max = 8.60 avg = 8.14
mobilenet min = 10.30 max = 11.86 avg = 11.48
mobilenet_int8 min = 8.93 max = 11.87 avg = 10.47
mobilenet_v2 min = 9.05 max = 11.50 avg = 9.19
mobilenet_v3 min = 6.32 max = 6.42 avg = 6.36
shufflenet min = 6.73 max = 8.55 avg = 6.81
shufflenet_v2 min = 4.94 max = 6.65 avg = 6.32
mnasnet min = 7.38 max = 10.77 avg = 8.82
proxylessnasnet min = 8.57 max = 9.72 avg = 8.63
efficientnet_b0 min = 18.61 max = 22.53 avg = 20.42
efficientnetv2_b0 min = 18.75 max = 21.93 avg = 20.79
regnety_400m min = 11.86 max = 15.09 avg = 14.60
blazeface min = 1.95 max = 3.37 avg = 2.06
googlenet min = 28.66 max = 32.24 avg = 28.94
googlenet_int8 min = 27.64 max = 32.15 avg = 30.84
resnet18 min = 20.33 max = 20.77 avg = 20.47
resnet18_int8 min = 22.63 max = 23.72 avg = 22.88
alexnet min = 20.41 max = 29.37 avg = 27.22
vgg16 min = 101.72 max = 140.33 avg = 103.29
vgg16_int8 min = 187.56 max = 211.44 avg = 189.92
resnet50 min = 51.07 max = 59.25 avg = 58.35
resnet50_int8 min = 46.50 max = 52.55 avg = 48.93
squeezenet_ssd min = 22.48 max = 28.59 avg = 22.98
squeezenet_ssd_int8 min = 25.56 max = 26.82 avg = 25.99
mobilenet_ssd min = 22.81 max = 26.21 avg = 24.88
mobilenet_ssd_int8 min = 19.31 max = 25.53 avg = 21.74
mobilenet_yolo min = 59.58 max = 62.04 avg = 59.99
mobilenetv2_yolov3 min = 33.26 max = 35.74 avg = 33.51
yolov4-tiny min = 41.14 max = 45.34 avg = 42.46
nanodet_m min = 12.10 max = 16.69 avg = 15.02
yolo-fastest-1.1 min = 5.44 max = 7.78 avg = 7.24
yolo-fastestv2 min = 5.03 max = 8.08 avg = 6.75
vision_transformer min = 994.46 max = 1090.68 avg = 1045.50
FastestDet min = 6.76 max = 6.91 avg = 6.83
root@8d46e508165f:/home/lkl/ARM_CHAR/ncnn/benchmark# ../build/benchmark/benchncnn 300 4 0 -1 0
loop_count = 300
num_threads = 4
powersave = 0
gpu_device = -1
cooling_down = 0
squeezenet min = 3.79 max = 6.99 avg = 4.55
squeezenet_int8 min = 5.13 max = 5.68 avg = 5.20
mobilenet min = 6.25 max = 6.55 avg = 6.30
mobilenet_int8 min = 5.96 max = 6.10 avg = 6.03
mobilenet_v2 min = 5.34 max = 7.15 avg = 5.62
mobilenet_v3 min = 4.05 max = 5.74 avg = 5.01
shufflenet min = 3.69 max = 5.81 avg = 5.15
shufflenet_v2 min = 4.31 max = 6.02 avg = 4.56
mnasnet min = 4.48 max = 6.05 avg = 5.54
proxylessnasnet min = 5.05 max = 8.08 avg = 6.03
efficientnet_b0 min = 10.17 max = 12.21 avg = 11.58
efficientnetv2_b0 min = 10.86 max = 15.78 avg = 12.70
regnety_400m min = 9.24 max = 14.13 avg = 11.98
blazeface min = 1.89 max = 1.97 avg = 1.93
googlenet min = 15.19 max = 20.31 avg = 16.90
googlenet_int8 min = 17.97 max = 19.40 avg = 18.11
resnet18 min = 11.18 max = 11.48 avg = 11.29
resnet18_int8 min = 12.26 max = 12.78 avg = 12.44
alexnet min = 14.43 max = 16.94 avg = 14.68
vgg16 min = 62.40 max = 78.42 avg = 64.96
vgg16_int8 min = 101.52 max = 109.42 avg = 104.46
resnet50 min = 29.19 max = 39.69 avg = 32.99
resnet50_int8 min = 26.94 max = 28.82 avg = 27.16
squeezenet_ssd min = 12.90 max = 16.52 avg = 15.20
squeezenet_ssd_int8 min = 15.58 max = 18.40 avg = 16.28
mobilenet_ssd min = 13.68 max = 14.45 avg = 13.87
mobilenet_ssd_int8 min = 12.20 max = 14.58 avg = 12.84
mobilenet_yolo min = 34.85 max = 36.54 avg = 35.05
mobilenetv2_yolov3 min = 18.61 max = 20.93 avg = 19.92
yolov4-tiny min = 26.09 max = 32.32 avg = 28.03
nanodet_m min = 7.85 max = 12.48 avg = 11.00
yolo-fastest-1.1 min = 6.19 max = 6.49 avg = 6.31
yolo-fastestv2 min = 3.66 max = 6.83 avg = 5.11
vision_transformer min = 605.95 max = 624.99 avg = 609.79
FastestDet min = 4.32 max = 5.41 avg = 5.17
root@8d46e508165f:/home/lkl/ARM_CHAR/ncnn/benchmark# ../build/benchmark/benchncnn 300 8 0 -1 0
loop_count = 300
num_threads = 8
powersave = 0
gpu_device = -1
cooling_down = 0
squeezenet min = 2.72 max = 3.74 avg = 3.05
squeezenet_int8 min = 3.80 max = 4.71 avg = 4.03
mobilenet min = 3.94 max = 5.15 avg = 4.00
mobilenet_int8 min = 3.73 max = 3.87 avg = 3.80
mobilenet_v2 min = 4.51 max = 6.57 avg = 4.68
mobilenet_v3 min = 4.12 max = 4.38 avg = 4.28
shufflenet min = 4.60 max = 6.27 avg = 4.88
shufflenet_v2 min = 4.07 max = 4.20 avg = 4.11
mnasnet min = 4.26 max = 4.51 avg = 4.36
proxylessnasnet min = 4.71 max = 7.40 avg = 4.80
efficientnet_b0 min = 8.49 max = 8.74 avg = 8.56
efficientnetv2_b0 min = 9.34 max = 9.68 avg = 9.41
regnety_400m min = 8.00 max = 12.85 avg = 10.64
blazeface min = 1.76 max = 1.84 avg = 1.80
googlenet min = 10.89 max = 11.33 avg = 10.98
googlenet_int8 min = 11.66 max = 14.07 avg = 11.83
resnet18 min = 6.48 max = 6.61 avg = 6.54
resnet18_int8 min = 7.30 max = 7.79 avg = 7.51
alexnet min = 8.33 max = 8.95 avg = 8.62
vgg16 min = 29.94 max = 47.54 avg = 31.95
vgg16_int8 min = 54.67 max = 60.76 avg = 56.03
resnet50 min = 16.13 max = 20.79 avg = 20.03
resnet50_int8 min = 15.64 max = 20.13 avg = 16.11
squeezenet_ssd min = 11.58 max = 12.02 avg = 11.77
squeezenet_ssd_int8 min = 11.14 max = 13.72 avg = 12.10
mobilenet_ssd min = 8.27 max = 10.77 avg = 8.76
mobilenet_ssd_int8 min = 8.13 max = 9.09 avg = 8.29
mobilenet_yolo min = 23.90 max = 24.69 avg = 24.17
mobilenetv2_yolov3 min = 14.83 max = 15.72 avg = 15.19
yolov4-tiny min = 19.78 max = 23.66 avg = 20.05
nanodet_m min = 8.92 max = 10.76 avg = 9.09
yolo-fastest-1.1 min = 5.49 max = 5.77 avg = 5.63
yolo-fastestv2 min = 5.04 max = 5.21 avg = 5.10
vision_transformer min = 318.42 max = 379.40 avg = 363.66
FastestDet min = 4.18 max = 4.54 avg = 4.38
root@8d46e508165f:/home/lkl/ARM_CHAR/ncnn/benchmark# ../build/benchmark/benchncnn 300 16 0 -1 0
loop_count = 300
num_threads = 16
powersave = 0
gpu_device = -1
cooling_down = 0
squeezenet min = 2.70 max = 3.14 avg = 2.81
squeezenet_int8 min = 3.21 max = 4.22 avg = 3.39
mobilenet min = 3.13 max = 3.26 avg = 3.20
mobilenet_int8 min = 3.17 max = 5.05 avg = 3.30
mobilenet_v2 min = 4.31 max = 6.24 avg = 4.62
mobilenet_v3 min = 3.57 max = 3.77 avg = 3.68
shufflenet min = 4.70 max = 6.45 avg = 4.80
shufflenet_v2 min = 3.73 max = 4.27 avg = 3.87
mnasnet min = 3.67 max = 3.87 avg = 3.75
proxylessnasnet min = 4.28 max = 4.81 avg = 4.35
efficientnet_b0 min = 7.31 max = 7.77 avg = 7.53
efficientnetv2_b0 min = 9.87 max = 12.33 avg = 10.07
regnety_400m min = 17.95 max = 18.53 avg = 18.26
blazeface min = 2.26 max = 2.40 avg = 2.33
googlenet min = 9.51 max = 9.99 avg = 9.68
googlenet_int8 min = 10.98 max = 11.36 avg = 11.18
resnet18 min = 5.59 max = 6.08 avg = 5.71
resnet18_int8 min = 6.55 max = 7.28 avg = 6.77
alexnet min = 6.26 max = 6.50 avg = 6.36
vgg16 min = 23.98 max = 27.37 avg = 24.89
vgg16_int8 min = 38.07 max = 39.66 avg = 39.02
resnet50 min = 12.81 max = 14.19 avg = 13.76
resnet50_int8 min = 12.42 max = 12.84 avg = 12.55
squeezenet_ssd min = 10.80 max = 11.49 avg = 11.12
squeezenet_ssd_int8 min = 11.57 max = 12.21 avg = 11.74
mobilenet_ssd min = 7.46 max = 8.08 avg = 7.84
mobilenet_ssd_int8 min = 7.47 max = 8.07 avg = 7.63
mobilenet_yolo min = 21.70 max = 23.43 avg = 21.92
mobilenetv2_yolov3 min = 12.55 max = 14.56 avg = 12.90
yolov4-tiny min = 17.68 max = 19.85 avg = 18.18
nanodet_m min = 8.35 max = 8.70 avg = 8.45
yolo-fastest-1.1 min = 5.70 max = 7.11 avg = 6.05
yolo-fastestv2 min = 4.85 max = 5.70 avg = 5.37
vision_transformer min = 214.36 max = 259.56 avg = 245.47
FastestDet min = 5.01 max = 5.42 avg = 5.17
root@8d46e508165f:/home/lkl/ARM_CHAR/ncnn/benchmark# ../build/benchmark/benchncnn 300 32 0 -1 0
loop_count = 300
num_threads = 32
powersave = 0
gpu_device = -1
cooling_down = 0
squeezenet min = 2.30 max = 2.94 avg = 2.46
squeezenet_int8 min = 3.08 max = 4.88 avg = 4.03
mobilenet min = 2.49 max = 2.76 avg = 2.53
mobilenet_int8 min = 2.86 max = 3.73 avg = 2.95
mobilenet_v2 min = 4.51 max = 5.20 avg = 4.74
mobilenet_v3 min = 5.11 max = 6.91 avg = 6.10
shufflenet min = 5.57 max = 6.51 avg = 5.78
shufflenet_v2 min = 4.37 max = 4.66 avg = 4.48
mnasnet min = 3.72 max = 4.08 avg = 3.90
proxylessnasnet min = 4.19 max = 6.18 avg = 4.79
efficientnet_b0 min = 6.80 max = 7.22 avg = 6.89
efficientnetv2_b0 min = 13.98 max = 17.55 avg = 15.06
regnety_400m min = 16.10 max = 16.72 avg = 16.26
blazeface min = 2.12 max = 2.53 avg = 2.17
googlenet min = 8.63 max = 9.89 avg = 8.77
googlenet_int8 min = 9.90 max = 11.09 avg = 10.08
resnet18 min = 6.54 max = 6.99 avg = 6.73
resnet18_int8 min = 8.34 max = 9.00 avg = 8.67
alexnet min = 6.64 max = 7.15 avg = 6.93
vgg16 min = 22.79 max = 23.91 avg = 23.50
vgg16_int8 min = 32.37 max = 37.51 avg = 33.13
resnet50 min = 11.19 max = 16.40 avg = 11.47
resnet50_int8 min = 11.92 max = 12.55 avg = 12.13
squeezenet_ssd min = 10.75 max = 12.28 avg = 11.12
squeezenet_ssd_int8 min = 11.31 max = 12.29 avg = 11.57
mobilenet_ssd min = 10.25 max = 11.26 avg = 10.79
mobilenet_ssd_int8 min = 11.39 max = 16.99 avg = 11.98
mobilenet_yolo min = 52.11 max = 60.46 avg = 53.84
mobilenetv2_yolov3 min = 12.07 max = 12.47 avg = 12.20
yolov4-tiny min = 17.48 max = 17.79 avg = 17.58
nanodet_m min = 13.06 max = 14.71 avg = 13.64
yolo-fastest-1.1 min = 5.70 max = 5.89 avg = 5.79
yolo-fastestv2 min = 8.89 max = 9.99 avg = 9.21
vision_transformer min = 158.92 max = 187.40 avg = 168.21
FastestDet min = 8.70 max = 9.43 avg = 9.00
root@8d46e508165f:/home/lkl/ARM_CHAR/ncnn/benchmark# ../build/benchmark/benchncnn 300 64 0 -1 0
loop_count = 300
num_threads = 64
powersave = 0
gpu_device = -1
cooling_down = 0
squeezenet min = 6.85 max = 78.56 avg = 7.81
squeezenet_int8 min = 8.06 max = 88.91 avg = 9.23
mobilenet min = 3.02 max = 86.86 avg = 5.89
mobilenet_int8 min = 3.58 max = 4.55 avg = 3.68
mobilenet_v2 min = 5.05 max = 150.06 avg = 13.04
mobilenet_v3 min = 4.85 max = 125.22 avg = 8.34
shufflenet min = 17.80 max = 220.55 avg = 21.01
shufflenet_v2 min = 11.23 max = 381.95 avg = 13.71
mnasnet min = 9.83 max = 128.42 avg = 11.10
proxylessnasnet min = 10.53 max = 68.52 avg = 12.03
efficientnet_b0 min = 16.78 max = 968.87 avg = 23.94
efficientnetv2_b0 min = 26.23 max = 551.18 avg = 31.34
regnety_400m min = 70.14 max = 407.92 avg = 78.30
blazeface min = 7.27 max = 191.44 avg = 9.37
googlenet min = 16.69 max = 820.58 avg = 25.06
googlenet_int8 min = 20.58 max = 849.09 avg = 29.87
resnet18 min = 8.67 max = 349.00 avg = 11.33
resnet18_int8 min = 10.40 max = 128.98 avg = 11.45
alexnet min = 6.15 max = 196.01 avg = 10.24
vgg16 min = 21.11 max = 288.66 avg = 29.37
vgg16_int8 min = 30.72 max = 251.95 avg = 37.68
resnet50 min = 19.10 max = 114.08 avg = 22.00
resnet50_int8 min = 18.99 max = 436.89 avg = 24.36
squeezenet_ssd min = 22.22 max = 510.52 avg = 28.76
squeezenet_ssd_int8 min = 23.42 max = 614.70 avg = 30.82
mobilenet_ssd min = 7.62 max = 202.66 avg = 14.59
mobilenet_ssd_int8 min = 7.89 max = 109.82 avg = 8.80
mobilenet_yolo min = 31.43 max = 742.10 avg = 45.52
mobilenetv2_yolov3 min = 18.31 max = 273.05 avg = 20.78
yolov4-tiny min = 21.03 max = 400.05 avg = 33.64
nanodet_m min = 19.94 max = 114.18 avg = 21.89
yolo-fastest-1.1 min = 7.20 max = 174.60 avg = 9.13
yolo-fastestv2 min = 7.50 max = 170.55 avg = 9.01
vision_transformer min = 126.90 max = 335.71 avg = 157.38
FastestDet min = 6.59 max = 19.77 avg = 6.77
nihui@nihui-ROCK-Pi-X:~/ncnn/build/benchmark$ ./benchncnn 20 4 0 -1 1
loop_count = 20
num_threads = 4
powersave = 0
gpu_device = -1
cooling_down = 1
squeezenet min = 50.22 max = 50.53 avg = 50.32
squeezenet_int8 min = 77.92 max = 78.37 avg = 78.07
mobilenet min = 80.12 max = 81.53 avg = 80.35
mobilenet_int8 min = 120.54 max = 124.10 avg = 120.84
mobilenet_v2 min = 56.62 max = 60.12 avg = 58.37
mobilenet_v3 min = 50.19 max = 50.41 avg = 50.27
shufflenet min = 37.96 max = 38.28 avg = 38.10
shufflenet_v2 min = 35.28 max = 35.59 avg = 35.45
mnasnet min = 54.91 max = 55.10 avg = 55.01
proxylessnasnet min = 62.25 max = 62.59 avg = 62.40
efficientnet_b0 min = 101.92 max = 105.73 avg = 102.27
efficientnetv2_b0 min = 115.48 max = 117.25 avg = 115.89
regnety_400m min = 79.66 max = 81.70 avg = 79.95
blazeface min = 10.43 max = 10.60 avg = 10.49
googlenet min = 170.41 max = 173.44 avg = 170.68
googlenet_int8 min = 253.06 max = 257.34 avg = 253.57
resnet18 min = 127.19 max = 130.69 avg = 127.65
resnet18_int8 min = 200.54 max = 204.25 avg = 200.88
alexnet min = 104.89 max = 110.89 avg = 105.56
vgg16 min = 653.78 max = 661.34 avg = 655.44
vgg16_int8 min = 974.72 max = 1006.48 avg = 978.76
resnet50 min = 367.63 max = 371.74 avg = 368.27
resnet50_int8 min = 574.94 max = 584.08 avg = 576.18
squeezenet_ssd min = 115.35 max = 116.47 avg = 115.62
squeezenet_ssd_int8 min = 169.95 max = 170.75 avg = 170.26
mobilenet_ssd min = 167.00 max = 172.02 avg = 168.95
mobilenet_ssd_int8 min = 244.91 max = 248.30 avg = 245.27
mobilenet_yolo min = 382.80 max = 393.23 avg = 385.79
mobilenetv2_yolov3 min = 208.23 max = 211.54 avg = 209.64
yolov4-tiny min = 251.10 max = 263.77 avg = 256.37
nanodet_m min = 84.48 max = 84.95 avg = 84.70
yolo-fastest-1.1 min = 44.11 max = 45.15 avg = 44.26
yolo-fastestv2 min = 37.95 max = 38.52 avg = 38.34
nihui@nihui-ROCK-Pi-X:~/ncnn/build/benchmark$ ./benchncnn 10 1 0 -1 1
loop_count = 10
num_threads = 1
powersave = 0
gpu_device = -1
cooling_down = 1
squeezenet min = 130.52 max = 131.08 avg = 130.64
squeezenet_int8 min = 231.03 max = 231.38 avg = 231.19
mobilenet min = 231.40 max = 231.74 avg = 231.61
mobilenet_int8 min = 409.74 max = 410.02 avg = 409.85
mobilenet_v2 min = 150.23 max = 150.72 avg = 150.47
mobilenet_v3 min = 119.08 max = 119.34 avg = 119.20
shufflenet min = 72.62 max = 72.81 avg = 72.73
shufflenet_v2 min = 73.63 max = 73.71 avg = 73.68
mnasnet min = 140.87 max = 141.09 avg = 140.98
proxylessnasnet min = 166.39 max = 166.75 avg = 166.54
efficientnet_b0 min = 280.55 max = 281.30 avg = 280.77
efficientnetv2_b0 min = 321.05 max = 321.24 avg = 321.16
regnety_400m min = 183.78 max = 184.64 avg = 183.91
blazeface min = 18.94 max = 19.08 avg = 19.01
googlenet min = 453.56 max = 454.71 avg = 454.15
googlenet_int8 min = 791.40 max = 791.93 avg = 791.61
resnet18 min = 365.87 max = 366.40 avg = 366.15
resnet18_int8 min = 652.86 max = 653.39 avg = 653.09
alexnet min = 289.15 max = 290.25 avg = 289.65
vgg16 min = 1887.16 max = 1887.73 avg = 1887.41
vgg16_int8 min = 3211.44 max = 3213.39 avg = 3212.55
resnet50 min = 1060.37 max = 1061.40 avg = 1060.80
resnet50_int8 min = 1869.41 max = 1870.59 avg = 1870.17
squeezenet_ssd min = 277.23 max = 277.83 avg = 277.50
squeezenet_ssd_int8 min = 455.54 max = 458.06 avg = 456.28
mobilenet_ssd min = 478.03 max = 478.83 avg = 478.32
mobilenet_ssd_int8 min = 822.61 max = 822.96 avg = 822.79
mobilenet_yolo min = 1136.89 max = 1138.51 avg = 1137.74
mobilenetv2_yolov3 min = 551.81 max = 552.53 avg = 552.14
yolov4-tiny min = 685.49 max = 686.15 avg = 685.79
nanodet_m min = 181.21 max = 181.52 avg = 181.32
yolo-fastest-1.1 min = 82.21 max = 82.68 avg = 82.30
yolo-fastestv2 min = 67.62 max = 68.36 avg = 68.10
root@nihui-ROCK-Pi-X:/home/nihui/osd/ncnn/build/benchmark# ./benchncnn 10 1 0 0 0
[0 Intel(R) HD Graphics (CHV)] queueC=0[1] queueG=0[1] queueT=0[1]
[0 Intel(R) HD Graphics (CHV)] bugsbn1=0 bugbilz=0 bugcopc=0 bugihfa=0
[0 Intel(R) HD Graphics (CHV)] fp16-p/s/a=1/1/1 int8-p/s/a=1/1/1
[0 Intel(R) HD Graphics (CHV)] subgroup=32 basic=1 vote=1 ballot=1 shuffle=1
loop_count = 10
num_threads = 1
powersave = 0
gpu_device = 0
cooling_down = 0
squeezenet min = 29.14 max = 29.76 avg = 29.45
mobilenet min = 36.19 max = 37.03 avg = 36.52
mobilenet_v2 min = 30.39 max = 31.62 avg = 30.76
mobilenet_v3 min = 31.60 max = 32.25 avg = 31.92
shufflenet min = 22.47 max = 23.19 avg = 22.70
shufflenet_v2 min = 22.30 max = 24.16 avg = 23.12
mnasnet min = 29.40 max = 30.23 avg = 29.84
proxylessnasnet min = 31.00 max = 31.91 avg = 31.41
efficientnet_b0 min = 58.03 max = 58.74 avg = 58.42
efficientnetv2_b0 min = 131.17 max = 191.61 avg = 161.37
regnety_400m min = 40.30 max = 42.27 avg = 41.04
blazeface min = 15.06 max = 15.96 avg = 15.48
googlenet min = 85.37 max = 86.49 avg = 85.84
resnet18 min = 93.87 max = 95.00 avg = 94.53
alexnet min = 110.96 max = 120.83 avg = 115.14
vgg16 min = 798.75 max = 812.60 avg = 804.93
resnet50 min = 213.12 max = 214.81 avg = 213.79
squeezenet_ssd min = 124.48 max = 125.18 avg = 124.87
mobilenet_ssd min = 84.04 max = 84.70 avg = 84.49
mobilenet_yolo min = 186.52 max = 189.61 avg = 188.53
mobilenetv2_yolov3 min = 102.07 max = 102.97 avg = 102.39
yolov4-tiny min = 212.49 max = 214.75 avg = 213.77
nanodet_m min = 42.97 max = 45.58 avg = 44.05
yolo-fastest-1.1 min = 27.14 max = 32.53 avg = 28.76
yolo-fastestv2 min = 20.73 max = 25.90 avg = 22.97
loop_count = 8
num_threads = 4
powersave = 0
gpu_device = -1
cooling_down = 1
squeezenet min = 18.06 max = 18.21 avg = 18.12
squeezenet_int8 min = 24.55 max = 25.16 avg = 24.69
mobilenet min = 32.22 max = 32.70 avg = 32.40
mobilenet_int8 min = 40.52 max = 40.59 avg = 40.54
mobilenet_v2 min = 22.54 max = 22.71 avg = 22.65
mobilenet_v3 min = 17.86 max = 19.02 avg = 18.09
shufflenet min = 11.23 max = 11.30 avg = 11.28
shufflenet_v2 min = 11.04 max = 11.19 avg = 11.13
mnasnet min = 19.93 max = 20.09 avg = 20.01
proxylessnasnet min = 21.91 max = 22.00 avg = 21.95
efficientnet_b0 min = 33.29 max = 33.66 avg = 33.50
efficientnetv2_b0 min = 40.16 max = 40.63 avg = 40.34
regnety_400m min = 27.38 max = 27.59 avg = 27.50
blazeface min = 3.01 max = 3.11 avg = 3.04
googlenet min = 64.78 max = 65.16 avg = 65.01
googlenet_int8 min = 80.11 max = 80.79 avg = 80.46
resnet18 min = 53.91 max = 54.28 avg = 54.07
resnet18_int8 min = 63.95 max = 64.20 avg = 64.06
alexnet min = 51.84 max = 52.17 avg = 52.00
vgg16 min = 322.01 max = 324.34 avg = 322.72
vgg16_int8 min = 323.83 max = 324.17 avg = 324.02
resnet50 min = 152.66 max = 153.33 avg = 153.03
resnet50_int8 min = 193.40 max = 194.55 avg = 194.03
squeezenet_ssd min = 44.07 max = 44.51 avg = 44.37
squeezenet_ssd_int8 min = 51.08 max = 52.26 avg = 51.60
mobilenet_ssd min = 67.73 max = 68.21 avg = 67.98
mobilenet_ssd_int8 min = 82.41 max = 82.70 avg = 82.55
mobilenet_yolo min = 157.38 max = 159.44 avg = 158.23
mobilenetv2_yolov3 min = 83.35 max = 83.68 avg = 83.55
yolov4-tiny min = 107.25 max = 107.72 avg = 107.50
nanodet_m min = 26.93 max = 27.24 avg = 27.09
yolo-fastest-1.1 min = 12.47 max = 12.71 avg = 12.61
yolo-fastestv2 min = 10.65 max = 10.95 avg = 10.81
loop_count = 4
num_threads = 1
powersave = 0
gpu_device = -1
cooling_down = 1
squeezenet min = 54.43 max = 54.48 avg = 54.46
squeezenet_int8 min = 79.32 max = 79.64 avg = 79.43
mobilenet min = 105.92 max = 106.12 avg = 106.03
mobilenet_int8 min = 152.24 max = 152.28 avg = 152.26
mobilenet_v2 min = 62.44 max = 62.83 avg = 62.57
mobilenet_v3 min = 49.47 max = 49.55 avg = 49.50
shufflenet min = 27.32 max = 27.37 avg = 27.34
shufflenet_v2 min = 29.85 max = 30.00 avg = 29.93
mnasnet min = 59.83 max = 60.09 avg = 59.98
proxylessnasnet min = 66.66 max = 66.84 avg = 66.76
efficientnet_b0 min = 104.00 max = 104.19 avg = 104.08
efficientnetv2_b0 min = 128.05 max = 128.39 avg = 128.21
regnety_400m min = 77.95 max = 78.03 avg = 78.00
blazeface min = 6.66 max = 6.77 avg = 6.70
googlenet min = 195.32 max = 195.75 avg = 195.52
googlenet_int8 min = 275.81 max = 276.25 avg = 275.98
resnet18 min = 160.94 max = 161.17 avg = 161.03
resnet18_int8 min = 223.88 max = 224.12 avg = 224.03
alexnet min = 120.96 max = 121.16 avg = 121.05
vgg16 min = 852.50 max = 853.66 avg = 853.04
vgg16_int8 min = 1081.07 max = 1083.31 avg = 1082.18
resnet50 min = 497.54 max = 497.85 avg = 497.67
resnet50_int8 min = 681.79 max = 682.60 avg = 682.29
squeezenet_ssd min = 101.81 max = 102.49 avg = 102.13
squeezenet_ssd_int8 min = 147.77 max = 148.52 avg = 148.04
mobilenet_ssd min = 215.63 max = 216.07 avg = 215.91
mobilenet_ssd_int8 min = 305.65 max = 305.97 avg = 305.78
mobilenet_yolo min = 494.99 max = 495.41 avg = 495.16
mobilenetv2_yolov3 min = 233.51 max = 234.26 avg = 233.84
yolov4-tiny min = 287.26 max = 287.89 avg = 287.50
nanodet_m min = 70.48 max = 70.73 avg = 70.61
yolo-fastest-1.1 min = 27.32 max = 27.36 avg = 27.34
yolo-fastestv2 min = 23.51 max = 23.85 avg = 23.76
[0 Intel(R) UHD Graphics (JSL)] queueC=0[1] queueG=0[1] queueT=0[1]
[0 Intel(R) UHD Graphics (JSL)] bugsbn1=0 bugbilz=0 bugcopc=0 bugihfa=0
[0 Intel(R) UHD Graphics (JSL)] fp16-p/s/a=1/1/1 int8-p/s/a=1/1/1
[0 Intel(R) UHD Graphics (JSL)] subgroup=32 basic=1 vote=1 ballot=1 shuffle=1
loop_count = 4
num_threads = 1
powersave = 0
gpu_device = 0
cooling_down = 0
squeezenet min = 14.71 max = 15.37 avg = 14.90
mobilenet min = 15.38 max = 16.34 avg = 16.07
mobilenet_v2 min = 13.58 max = 14.52 avg = 14.23
mobilenet_v3 min = 14.95 max = 15.81 avg = 15.20
shufflenet min = 11.93 max = 12.73 avg = 12.31
shufflenet_v2 min = 14.47 max = 14.74 avg = 14.60
mnasnet min = 15.32 max = 17.13 avg = 15.95
proxylessnasnet min = 15.34 max = 16.25 avg = 15.66
efficientnet_b0 min = 26.02 max = 26.19 avg = 26.11
efficientnetv2_b0 min = 75.92 max = 76.18 avg = 76.07
regnety_400m min = 17.79 max = 18.00 avg = 17.91
blazeface min = 5.03 max = 5.96 avg = 5.65
googlenet min = 35.20 max = 35.40 avg = 35.32
resnet18 min = 35.49 max = 35.61 avg = 35.56
alexnet min = 40.93 max = 41.25 avg = 41.11
vgg16 min = 220.66 max = 222.18 avg = 221.42
resnet50 min = 78.10 max = 78.48 avg = 78.28
squeezenet_ssd min = 46.90 max = 47.46 avg = 47.26
mobilenet_ssd min = 33.33 max = 33.54 avg = 33.44
mobilenet_yolo min = 67.54 max = 67.77 avg = 67.64
mobilenetv2_yolov3 min = 38.98 max = 39.69 avg = 39.37
yolov4-tiny min = 68.01 max = 69.74 avg = 68.86
nanodet_m min = 17.41 max = 18.13 avg = 17.78
yolo-fastest-1.1 min = 13.91 max = 14.18 avg = 14.03
yolo-fastestv2 min = 15.94 max = 16.02 avg = 15.97
C:\Users\ai\AppData\Local\Temp\benchmark>benchncnn.exe 64 1 0 0 0
[0 GeForce RTX 2060] queueC=2[8] queueG=0[16] queueT=1[2]
[0 GeForce RTX 2060] buglssc=0 bugihfa=0
[0 GeForce RTX 2060] fp16p=1 fp16s=1 fp16a=1 int8s=1 int8a=1
loop_count = 64
num_threads = 1
powersave = 0
gpu_device = 0
cooling_down = 0
squeezenet min = 2.14 max = 2.93 avg = 2.26
mobilenet min = 2.08 max = 2.53 avg = 2.22
mobilenet_v2 min = 2.81 max = 4.03 avg = 3.05
mobilenet_v3 min = 2.90 max = 3.53 avg = 3.08
shufflenet min = 1.94 max = 4.27 avg = 2.55
shufflenet_v2 min = 2.34 max = 2.97 avg = 2.49
mnasnet min = 2.11 max = 2.86 avg = 2.37
proxylessnasnet min = 2.27 max = 3.25 avg = 2.49
googlenet min = 4.34 max = 6.79 avg = 5.25
resnet18 min = 2.60 max = 4.36 avg = 2.90
alexnet min = 2.79 max = 4.70 avg = 3.04
vgg16 min = 11.40 max = 14.32 avg = 12.42
resnet50 min = 5.26 max = 5.86 avg = 5.51
squeezenet_ssd min = 5.58 max = 7.94 avg = 6.56
mobilenet_ssd min = 3.47 max = 5.29 avg = 3.77
mobilenet_yolo min = 5.49 max = 6.19 avg = 5.70
mobilenetv2_yolov3 min = 3.69 max = 5.14 avg = 3.91
cx@HP-ZBook-Fury-15-6-inch-G8-Mobile-Workstation-PC:~/ncnn/build/benchmark$ ./benchncnn 10 1 0 1
[0 Intel(R) UHD Graphics (TGL GT1)] queueC=0[1] queueG=0[1] queueT=0[1]
[0 Intel(R) UHD Graphics (TGL GT1)] bugsbn1=0 bugbilz=0 bugcopc=0 bugihfa=0
[0 Intel(R) UHD Graphics (TGL GT1)] fp16-p/s/a=1/1/1 int8-p/s/a=1/1/1
[0 Intel(R) UHD Graphics (TGL GT1)] subgroup=32 basic/vote/ballot/shuffle=1/1/1/1
[0 Intel(R) UHD Graphics (TGL GT1)] fp16-matrix-16_8_8/16_8_16/16_16_16=0/0/0
[1 NVIDIA RTX A3000 Laptop GPU] queueC=2[8] queueG=0[16] queueT=1[2]
[1 NVIDIA RTX A3000 Laptop GPU] bugsbn1=0 bugbilz=0 bugcopc=0 bugihfa=0
[1 NVIDIA RTX A3000 Laptop GPU] fp16-p/s/a=1/1/1 int8-p/s/a=1/1/1
[1 NVIDIA RTX A3000 Laptop GPU] subgroup=32 basic/vote/ballot/shuffle=1/1/1/1
[1 NVIDIA RTX A3000 Laptop GPU] fp16-matrix-16_8_8/16_8_16/16_16_16=1/1/1
loop_count = 10
num_threads = 1
powersave = 0
gpu_device = 1
cooling_down = 1
squeezenet min = 1.49 max = 1.94 avg = 1.74
squeezenet_int8 min = 6.13 max = 6.20 avg = 6.16
mobilenet min = 4.05 max = 4.82 avg = 4.65
mobilenet_int8 min = 10.24 max = 10.29 avg = 10.26
mobilenet_v2 min = 0.98 max = 1.14 avg = 1.03
mobilenet_v3 min = 1.74 max = 1.82 avg = 1.77
shufflenet min = 1.43 max = 30.51 avg = 9.51
shufflenet_v2 min = 3.43 max = 3.89 avg = 3.77
mnasnet min = 6.50 max = 6.75 avg = 6.62
proxylessnasnet min = 6.46 max = 7.28 avg = 7.00
efficientnet_b0 min = 3.14 max = 15.11 avg = 7.29
efficientnetv2_b0 min = 18.50 max = 20.13 avg = 19.17
regnety_400m min = 2.16 max = 3.57 avg = 2.70
blazeface min = 2.52 max = 2.76 avg = 2.65
googlenet min = 2.67 max = 14.67 avg = 9.85
googlenet_int8 min = 19.08 max = 19.40 avg = 19.19
resnet18 min = 5.19 max = 9.44 avg = 8.48
resnet18_int8 min = 16.57 max = 17.69 avg = 16.96
alexnet min = 1.98 max = 3.24 avg = 2.23
vgg16 min = 3.59 max = 12.34 avg = 10.99
vgg16_int8 min = 110.63 max = 124.31 avg = 118.16
resnet50 min = 3.01 max = 4.93 avg = 3.77
resnet50_int8 min = 41.58 max = 44.80 avg = 43.24
squeezenet_ssd min = 4.08 max = 4.70 avg = 4.32
squeezenet_ssd_int8 min = 17.32 max = 17.92 avg = 17.46
mobilenet_ssd min = 2.26 max = 8.23 avg = 5.57
mobilenet_ssd_int8 min = 20.35 max = 21.89 avg = 20.76
mobilenet_yolo min = 2.14 max = 16.94 avg = 6.44
mobilenetv2_yolov3 min = 3.64 max = 5.09 avg = 4.02
yolov4-tiny min = 10.94 max = 17.46 avg = 13.58
nanodet_m min = 6.57 max = 13.91 avg = 9.82
yolo-fastest-1.1 min = 5.40 max = 14.22 avg = 10.78
yolo-fastestv2 min = 7.49 max = 9.43 avg = 7.99
vision_transformer min = 76.04 max = 76.96 avg = 76.43
FastestDet min = 6.31 max = 6.60 avg = 6.43
E:\projects\framework\ncnn\benchmark>benchncnn.exe 4096 1 0 0 0
[0 GeForce RTX 2080] queueC=2[8] queueG=0[16] queueT=1[2]
[0 GeForce RTX 2080] buglssc=0 bugihfa=0
[0 GeForce RTX 2080] fp16p=1 fp16s=1 fp16a=1 int8s=1 int8a=1
loop_count = 4096
num_threads = 1
powersave = 0
gpu_device = 0
cooling_down = 0
squeezenet min = 1.39 max = 16.70 avg = 1.49
mobilenet min = 1.32 max = 2.55 avg = 1.42
mobilenet_v2 min = 1.88 max = 5.02 avg = 2.00
mobilenet_v3 min = 2.31 max = 3.58 avg = 2.45
shufflenet min = 1.45 max = 2.65 avg = 1.55
shufflenet_v2 min = 1.90 max = 3.21 avg = 2.03
mnasnet min = 1.95 max = 3.17 avg = 2.09
proxylessnasnet min = 2.02 max = 2.95 avg = 2.16
googlenet min = 3.81 max = 5.91 avg = 4.05
resnet18 min = 2.10 max = 3.28 avg = 2.24
alexnet min = 2.15 max = 3.35 avg = 2.30
vgg16 min = 7.33 max = 11.12 avg = 7.80
resnet50 min = 4.21 max = 6.70 avg = 4.49
squeezenet_ssd min = 4.58 max = 6.86 avg = 4.88
mobilenet_ssd min = 2.90 max = 4.52 avg = 3.09
mobilenet_yolo min = 4.15 max = 6.09 avg = 4.40
mobilenetv2_yolov3 min = 3.04 max = 9.13 avg = 3.28
i@ubuntu:~/projects/ncnn/benchmark$ ./benchncnn 32 1 0 -1 0
loop_count = 32
num_threads = 1
powersave = 0
gpu_device = -1
cooling_down = 0
squeezenet min = 22.31 max = 23.29 avg = 22.68
squeezenet_int8 min = 47.64 max = 52.88 avg = 49.72
mobilenet min = 37.50 max = 38.45 avg = 37.85
mobilenet_int8 min = 89.14 max = 92.38 avg = 90.95
mobilenet_v2 min = 24.31 max = 25.53 avg = 24.68
mobilenet_v3 min = 20.20 max = 21.21 avg = 20.56
shufflenet min = 14.85 max = 15.64 avg = 15.15
shufflenet_v2 min = 14.34 max = 16.11 avg = 14.86
mnasnet min = 23.42 max = 23.86 avg = 23.56
proxylessnasnet min = 27.44 max = 28.83 avg = 27.83
efficientnet_b0 min = 34.57 max = 37.84 avg = 35.13
efficientnetv2_b0 min = 65.16 max = 68.67 avg = 66.76
regnety_400m min = 33.86 max = 34.49 avg = 34.17
blazeface min = 11.86 max = 14.15 avg = 12.52
googlenet min = 83.19 max = 89.84 avg = 85.14
googlenet_int8 min = 146.74 max = 155.25 avg = 151.14
resnet18 min = 50.46 max = 57.80 avg = 53.40
resnet18_int8 min = 108.43 max = 116.14 avg = 110.78
alexnet min = 56.59 max = 64.93 avg = 59.51
vgg16 min = 266.78 max = 272.16 avg = 269.14
vgg16_int8 min = 538.71 max = 551.55 avg = 544.78
resnet50 min = 169.11 max = 172.26 avg = 170.51
resnet50_int8 min = 370.55 max = 384.36 avg = 377.75
squeezenet_ssd min = 58.51 max = 67.88 avg = 62.78
squeezenet_ssd_int8 min = 95.34 max = 106.49 avg = 97.99
mobilenet_ssd min = 83.52 max = 86.84 avg = 84.86
mobilenet_ssd_int8 min = 172.70 max = 181.84 avg = 176.25
mobilenet_yolo min = 165.26 max = 167.74 avg = 166.51
mobilenetv2_yolov3 min = 88.11 max = 90.29 avg = 89.19
yolov4-tiny min = 105.44 max = 109.24 avg = 107.07
nanodet_m min = 33.60 max = 37.02 avg = 34.39
yolo-fastest-1.1 min = 13.56 max = 14.22 avg = 13.75
yolo-fastestv2 min = 13.76 max = 14.59 avg = 14.02
i@ubuntu:~/projects/ncnn/benchmark$ ./benchncnn 32 2 0 -1 0
loop_count = 32
num_threads = 2
powersave = 0
gpu_device = -1
cooling_down = 0
squeezenet min = 13.05 max = 13.76 avg = 13.36
squeezenet_int8 min = 26.08 max = 28.09 avg = 26.69
mobilenet min = 20.61 max = 21.21 avg = 20.81
mobilenet_int8 min = 44.72 max = 47.33 avg = 45.76
mobilenet_v2 min = 14.67 max = 15.23 avg = 14.86
mobilenet_v3 min = 12.59 max = 15.50 avg = 13.36
shufflenet min = 12.74 max = 14.14 avg = 13.31
shufflenet_v2 min = 10.05 max = 10.89 avg = 10.40
mnasnet min = 14.02 max = 14.75 avg = 14.19
proxylessnasnet min = 16.05 max = 16.94 avg = 16.31
efficientnet_b0 min = 20.47 max = 23.05 avg = 20.81
efficientnetv2_b0 min = 37.51 max = 41.53 avg = 39.19
regnety_400m min = 25.21 max = 25.73 avg = 25.39
blazeface min = 7.30 max = 8.44 avg = 7.43
googlenet min = 42.52 max = 47.38 avg = 44.39
googlenet_int8 min = 76.38 max = 81.63 avg = 77.93
resnet18 min = 26.76 max = 28.72 avg = 27.22
resnet18_int8 min = 55.97 max = 61.57 avg = 57.26
alexnet min = 29.29 max = 33.20 avg = 31.03
vgg16 min = 134.32 max = 138.65 avg = 136.05
vgg16_int8 min = 267.70 max = 281.71 avg = 272.79
resnet50 min = 87.22 max = 88.75 avg = 87.65
resnet50_int8 min = 183.80 max = 192.17 avg = 187.25
squeezenet_ssd min = 35.80 max = 39.00 avg = 37.32
squeezenet_ssd_int8 min = 53.56 max = 60.43 avg = 55.58
mobilenet_ssd min = 44.17 max = 48.30 avg = 44.70
mobilenet_ssd_int8 min = 90.32 max = 94.09 avg = 92.27
mobilenet_yolo min = 87.50 max = 89.63 avg = 88.33
mobilenetv2_yolov3 min = 49.76 max = 51.58 avg = 50.44
yolov4-tiny min = 61.17 max = 64.41 avg = 62.15
nanodet_m min = 21.43 max = 22.47 avg = 21.82
yolo-fastest-1.1 min = 10.90 max = 12.63 avg = 11.12
yolo-fastestv2 min = 10.61 max = 11.11 avg = 10.82
i@ubuntu:~/projects/ncnn/benchmark$ ./benchncnn 32 4 0 -1 0
loop_count = 32
num_threads = 4
powersave = 0
gpu_device = -1
cooling_down = 0
squeezenet min = 8.06 max = 8.79 avg = 8.39
squeezenet_int8 min = 14.96 max = 16.64 avg = 15.37
mobilenet min = 11.24 max = 11.91 avg = 11.48
mobilenet_int8 min = 23.63 max = 24.75 avg = 23.81
mobilenet_v2 min = 9.27 max = 9.97 avg = 9.44
mobilenet_v3 min = 8.81 max = 10.06 avg = 9.07
shufflenet min = 11.22 max = 11.53 avg = 11.37
shufflenet_v2 min = 7.81 max = 8.17 avg = 7.97
mnasnet min = 9.40 max = 10.49 avg = 10.06
proxylessnasnet min = 10.53 max = 10.73 avg = 10.62
efficientnet_b0 min = 13.55 max = 15.14 avg = 13.80
efficientnetv2_b0 min = 19.83 max = 21.95 avg = 21.09
regnety_400m min = 21.80 max = 22.91 avg = 22.13
blazeface min = 5.17 max = 6.27 avg = 5.31
googlenet min = 22.67 max = 25.35 avg = 23.10
googlenet_int8 min = 43.19 max = 45.68 avg = 43.72
resnet18 min = 15.19 max = 16.14 avg = 15.42
resnet18_int8 min = 31.22 max = 34.76 avg = 31.81
alexnet min = 15.20 max = 17.65 avg = 15.56
vgg16 min = 70.76 max = 73.21 avg = 71.70
vgg16_int8 min = 137.94 max = 143.50 avg = 139.54
resnet50 min = 47.15 max = 47.91 avg = 47.40
resnet50_int8 min = 99.80 max = 102.94 avg = 100.29
squeezenet_ssd min = 22.10 max = 24.11 avg = 22.46
squeezenet_ssd_int8 min = 33.21 max = 35.98 avg = 33.98
mobilenet_ssd min = 25.09 max = 26.81 avg = 25.50
mobilenet_ssd_int8 min = 48.15 max = 50.96 avg = 49.49
mobilenet_yolo min = 48.63 max = 49.02 avg = 48.84
mobilenetv2_yolov3 min = 30.93 max = 31.41 avg = 31.13
yolov4-tiny min = 38.43 max = 41.20 avg = 39.28
nanodet_m min = 14.95 max = 15.74 avg = 15.35
yolo-fastest-1.1 min = 8.89 max = 9.18 avg = 9.01
yolo-fastestv2 min = 8.36 max = 9.28 avg = 8.50
i@ubuntu:~/projects/ncnn/benchmark$ ./benchncnn 32 8 0 -1 0
loop_count = 32
num_threads = 8
powersave = 0
gpu_device = -1
cooling_down = 0
squeezenet min = 6.52 max = 74.10 avg = 12.94
squeezenet_int8 min = 10.44 max = 18.81 avg = 12.15
mobilenet min = 7.49 max = 14.63 avg = 8.67
mobilenet_int8 min = 13.80 max = 15.89 avg = 14.53
mobilenet_v2 min = 8.15 max = 11.42 avg = 8.78
mobilenet_v3 min = 7.60 max = 10.92 avg = 8.38
shufflenet min = 11.51 max = 19.48 avg = 12.97
shufflenet_v2 min = 7.06 max = 15.58 avg = 9.48
mnasnet min = 7.77 max = 15.12 avg = 8.68
proxylessnasnet min = 8.54 max = 42.73 avg = 10.00
efficientnet_b0 min = 11.11 max = 12.86 avg = 11.89
efficientnetv2_b0 min = 17.17 max = 29.03 avg = 20.48
regnety_400m min = 22.41 max = 36.72 avg = 25.49
blazeface min = 4.93 max = 11.62 avg = 6.13
googlenet min = 17.02 max = 31.61 avg = 19.92
googlenet_int8 min = 27.70 max = 35.49 avg = 29.18
resnet18 min = 9.74 max = 18.78 avg = 11.40
resnet18_int8 min = 18.52 max = 24.70 avg = 19.32
alexnet min = 10.70 max = 15.41 avg = 11.39
vgg16 min = 40.80 max = 54.47 avg = 42.72
vgg16_int8 min = 74.71 max = 79.66 avg = 76.37
resnet50 min = 28.21 max = 36.62 avg = 29.41
resnet50_int8 min = 54.53 max = 76.02 avg = 56.81
squeezenet_ssd min = 19.01 max = 30.68 avg = 24.89
squeezenet_ssd_int8 min = 27.61 max = 35.87 avg = 29.22
mobilenet_ssd min = 17.35 max = 22.87 avg = 18.55
mobilenet_ssd_int8 min = 29.92 max = 36.35 avg = 31.15
mobilenet_yolo min = 31.63 max = 55.61 avg = 34.31
mobilenetv2_yolov3 min = 23.75 max = 35.45 avg = 25.68
yolov4-tiny min = 29.23 max = 70.12 avg = 31.94
nanodet_m min = 13.00 max = 21.72 avg = 15.39
yolo-fastest-1.1 min = 9.72 max = 17.94 avg = 11.45
yolo-fastestv2 min = 9.16 max = 16.35 avg = 11.08
i@ubuntu:~/projects/ncnn/benchmark$ ./benchncnn 128 1 0 0 0
[0 NVIDIA Tegra Xavier (nvgpu)] queueC=2[8] queueG=0[16] queueT=1[1]
[0 NVIDIA Tegra Xavier (nvgpu)] bugsbn1=0 bugbilz=0 bugcopc=0 bugihfa=0
[0 NVIDIA Tegra Xavier (nvgpu)] fp16-p/s/a=1/1/1 int8-p/s/a=1/1/1
[0 NVIDIA Tegra Xavier (nvgpu)] subgroup=32 basic=1 vote=1 ballot=1 shuffle=1
loop_count = 128
num_threads = 1
powersave = 0
gpu_device = 0
cooling_down = 0
squeezenet min = 4.85 max = 19.65 avg = 6.83
squeezenet_int8 min = 46.38 max = 49.70 avg = 47.22
mobilenet min = 5.62 max = 6.61 avg = 6.33
mobilenet_int8 min = 87.42 max = 92.95 avg = 90.52
mobilenet_v2 min = 5.96 max = 7.53 avg = 6.50
mobilenet_v3 min = 6.77 max = 7.83 avg = 7.01
shufflenet min = 10.58 max = 18.46 avg = 13.68
shufflenet_v2 min = 20.06 max = 21.09 avg = 20.37
mnasnet min = 6.49 max = 26.49 avg = 8.26
proxylessnasnet min = 6.75 max = 27.37 avg = 7.88
efficientnet_b0 min = 12.11 max = 48.35 avg = 14.63
efficientnetv2_b0 min = 24.61 max = 69.68 avg = 34.33
regnety_400m min = 9.02 max = 34.40 avg = 10.84
blazeface min = 7.55 max = 8.10 avg = 7.78
googlenet min = 12.57 max = 65.14 avg = 18.91
googlenet_int8 min = 145.74 max = 155.87 avg = 151.06
resnet18 min = 8.88 max = 30.48 avg = 9.34
resnet18_int8 min = 109.19 max = 116.78 avg = 111.52
alexnet min = 9.06 max = 54.53 avg = 19.04
vgg16 min = 18.12 max = 37.31 avg = 19.65
vgg16_int8 min = 530.60 max = 551.58 avg = 542.33
resnet50 min = 11.62 max = 20.64 avg = 12.17
resnet50_int8 min = 374.83 max = 384.79 avg = 379.50
squeezenet_ssd min = 14.01 max = 55.88 avg = 23.64
squeezenet_ssd_int8 min = 89.86 max = 95.80 avg = 92.18
mobilenet_ssd min = 13.20 max = 13.61 avg = 13.37
mobilenet_ssd_int8 min = 170.17 max = 181.48 avg = 174.93
mobilenet_yolo min = 11.78 max = 20.42 avg = 13.34
mobilenetv2_yolov3 min = 18.08 max = 62.94 avg = 26.70
yolov4-tiny min = 26.44 max = 34.83 avg = 31.83
nanodet_m min = 7.93 max = 9.91 avg = 9.01
yolo-fastest-1.1 min = 6.03 max = 20.85 avg = 8.42
yolo-fastestv2 min = 9.01 max = 20.60 avg = 12.51
MacBook-Pro benchmark % ./benchncnn 10 1 0 -1 0
loop_count = 10
num_threads = 1
powersave = 0
gpu_device = -1
cooling_down = 0
squeezenet min = 4.80 max = 5.05 avg = 4.86
squeezenet_int8 min = 4.02 max = 4.13 avg = 4.04
mobilenet min = 9.09 max = 9.41 avg = 9.22
mobilenet_int8 min = 4.65 max = 4.76 avg = 4.70
mobilenet_v2 min = 5.64 max = 5.83 avg = 5.73
mobilenet_v3 min = 4.64 max = 4.85 avg = 4.76
shufflenet min = 3.48 max = 3.63 avg = 3.56
shufflenet_v2 min = 3.69 max = 3.81 avg = 3.73
mnasnet min = 5.67 max = 5.94 avg = 5.77
proxylessnasnet min = 7.03 max = 7.28 avg = 7.20
efficientnet_b0 min = 9.13 max = 9.53 avg = 9.28
efficientnetv2_b0 min = 17.37 max = 18.47 avg = 17.63
regnety_400m min = 7.64 max = 8.08 avg = 7.72
blazeface min = 1.80 max = 1.89 avg = 1.83
googlenet min = 25.71 max = 25.90 avg = 25.81
googlenet_int8 min = 16.89 max = 17.10 avg = 16.97
resnet18 min = 17.16 max = 17.28 avg = 17.20
resnet18_int8 min = 15.55 max = 15.75 avg = 15.64
alexnet min = 30.60 max = 31.11 avg = 30.69
vgg16 min = 73.41 max = 75.37 avg = 73.91
vgg16_int8 min = 103.81 max = 105.15 avg = 104.19
resnet50 min = 43.47 max = 44.24 avg = 43.68
resnet50_int8 min = 30.37 max = 35.25 avg = 31.61
squeezenet_ssd min = 20.97 max = 21.21 avg = 21.12
squeezenet_ssd_int8 min = 19.34 max = 19.54 avg = 19.42
mobilenet_ssd min = 22.18 max = 22.58 avg = 22.28
mobilenet_ssd_int8 min = 13.27 max = 15.31 avg = 14.05
mobilenet_yolo min = 40.78 max = 41.04 avg = 40.89
mobilenetv2_yolov3 min = 20.87 max = 21.92 avg = 21.02
yolov4-tiny min = 30.73 max = 32.37 avg = 31.29
nanodet_m min = 8.54 max = 8.86 avg = 8.65
MacBook-Pro benchmark % ./benchncnn 10 8 0 0 0
[0 Apple M1] queueC=0[1] queueG=0[1] queueT=0[1]
[0 Apple M1] bugsbn1=0 bugbilz=151 bugcopc=0 bugihfa=0
[0 Apple M1] fp16-p/s/a=1/1/1 int8-p/s/a=1/1/1
[0 Apple M1] subgroup=32 basic=1 vote=1 ballot=1 shuffle=1
loop_count = 10
num_threads = 8
powersave = 0
gpu_device = 0
cooling_down = 0
squeezenet min = 1.86 max = 2.22 avg = 2.01
squeezenet_int8 min = 2.38 max = 8.40 avg = 5.13
mobilenet min = 2.50 max = 2.91 avg = 2.64
mobilenet_int8 min = 2.29 max = 5.26 avg = 3.54
mobilenet_v2 min = 2.93 max = 3.12 avg = 2.98
mobilenet_v3 min = 3.36 max = 3.61 avg = 3.48
shufflenet min = 1.99 max = 2.54 avg = 2.18
shufflenet_v2 min = 2.35 max = 2.84 avg = 2.52
mnasnet min = 2.81 max = 3.33 avg = 2.92
proxylessnasnet min = 3.21 max = 3.62 avg = 3.36
efficientnet_b0 min = 4.74 max = 5.73 avg = 5.07
efficientnetv2_b0 min = 12.04 max = 13.04 avg = 12.61
regnety_400m min = 3.86 max = 4.04 avg = 3.98
blazeface min = 0.98 max = 1.11 avg = 1.03
googlenet min = 4.86 max = 5.38 avg = 5.02
googlenet_int8 min = 9.43 max = 15.72 avg = 10.44
resnet18 min = 3.92 max = 4.59 avg = 4.24
resnet18_int8 min = 6.83 max = 7.57 avg = 7.35
alexnet min = 7.49 max = 7.87 avg = 7.65
vgg16 min = 34.10 max = 35.29 avg = 34.60
vgg16_int8 min = 40.09 max = 44.66 avg = 41.95
resnet50 min = 7.22 max = 7.83 avg = 7.42
resnet50_int8 min = 14.52 max = 20.56 avg = 15.78
squeezenet_ssd min = 8.52 max = 13.79 avg = 9.98
squeezenet_ssd_int8 min = 12.38 max = 15.44 avg = 13.37
mobilenet_ssd min = 4.83 max = 6.00 avg = 5.31
mobilenet_ssd_int8 min = 7.26 max = 13.12 avg = 9.01
mobilenet_yolo min = 7.22 max = 8.66 avg = 7.99
mobilenetv2_yolov3 min = 7.46 max = 8.06 avg = 7.80
yolov4-tiny min = 12.17 max = 13.95 avg = 12.82
nanodet_m min = 3.54 max = 4.78 avg = 3.86
loop_count = 8
num_threads = 2
powersave = 0
gpu_device = 0
cooling_down = 0
squeezenet min = 921.23 max = 944.03 avg = 930.71
squeezenet_int8 min = 3280.89 max = 3404.83 avg = 3359.68
mobilenet min = 1277.61 max = 1298.51 avg = 1284.38
mobilenet_int8 min = 4342.67 max = 4350.21 avg = 4345.85
mobilenet_v2 min = 780.92 max = 783.93 avg = 782.79
mobilenet_v3 min = 650.59 max = 655.08 avg = 652.06
shufflenet min = 352.75 max = 353.69 avg = 353.24
shufflenet_v2 min = 362.82 max = 364.08 avg = 363.38
mnasnet min = 790.45 max = 791.89 avg = 790.99
proxylessnasnet min = 868.71 max = 870.47 avg = 869.17
efficientnet_b0 min = 1491.44 max = 1492.36 avg = 1491.95
efficientnetv2_b0 min = 2135.04 max = 2148.02 avg = 2139.99
regnety_400m min = 1000.53 max = 1005.29 avg = 1001.81
blazeface min = 102.72 max = 104.18 avg = 103.51
googlenet min = 3652.89 max = 3705.40 avg = 3675.43
googlenet_int8 min = 8067.30 max = 8070.22 avg = 8069.21
MacBook Pro (15-inch, 2019) - 2.6GHz six cores Intel Core i7 && Radeon Pro 555X 4GB && Intel UHD Graphics 630 1536MB
➜ benchmark git:(master) ✗ ./benchncnn 10 1 0 -1
loop_count = 10
num_threads = 1
powersave = 0
gpu_device = -1
cooling_down = 1
squeezenet min = 14.68 max = 17.06 avg = 15.55
squeezenet_int8 min = 51.64 max = 57.85 avg = 54.01
mobilenet min = 20.74 max = 25.38 avg = 22.77
mobilenet_int8 min = 66.84 max = 91.01 avg = 75.69
mobilenet_v2 min = 14.04 max = 20.06 avg = 16.36
mobilenet_v3 min = 11.89 max = 16.22 avg = 13.58
shufflenet min = 13.74 max = 17.10 avg = 15.02
shufflenet_v2 min = 12.73 max = 14.36 avg = 13.53
mnasnet min = 11.05 max = 17.79 avg = 13.82
proxylessnasnet min = 12.60 max = 27.38 avg = 17.55
efficientnet_b0 min = 23.73 max = 26.82 avg = 25.45
efficientnetv2_b0 min = 27.03 max = 33.89 avg = 30.78
regnety_400m min = 13.81 max = 21.50 avg = 15.40
blazeface min = 3.72 max = 4.98 avg = 4.43
googlenet min = 65.88 max = 76.62 avg = 69.40
googlenet_int8 min = 192.07 max = 227.85 avg = 203.81
resnet18 min = 79.45 max = 90.41 avg = 85.32
resnet18_int8 min = 201.71 max = 222.31 avg = 207.39
alexnet min = 70.67 max = 80.13 avg = 74.43
vgg16 min = 233.74 max = 261.62 avg = 250.99
vgg16_int8 min = 1722.78 max = 1997.14 avg = 1772.71
resnet50 min = 130.39 max = 135.31 avg = 133.27
resnet50_int8 min = 439.69 max = 483.78 avg = 461.33
squeezenet_ssd min = 108.54 max = 122.15 avg = 115.02
squeezenet_ssd_int8 min = 175.58 max = 185.09 avg = 181.33
mobilenet_ssd min = 51.89 max = 59.32 avg = 54.30
mobilenet_ssd_int8 min = 140.15 max = 192.10 avg = 164.47
mobilenet_yolo min = 117.37 max = 131.89 avg = 126.34
mobilenetv2_yolov3 min = 57.57 max = 72.29 avg = 64.92
yolov4-tiny min = 114.45 max = 123.15 avg = 116.91
nanodet_m min = 25.65 max = 33.27 avg = 28.75
➜ benchmark git:(master) ✗ ./benchncnn 10 1 0 0
[0 AMD Radeon Pro 555X] queueC=0[1] queueG=0[1] queueT=0[1]
[0 AMD Radeon Pro 555X] bugsbn1=0 bugbilz=196 bugcopc=0 bugihfa=0
[0 AMD Radeon Pro 555X] fp16-p/s/a=1/1/1 int8-p/s/a=1/1/1
[0 AMD Radeon Pro 555X] subgroup=64 basic=0 vote=0 ballot=0 shuffle=0
[1 Intel(R) UHD Graphics 630] queueC=0[1] queueG=0[1] queueT=0[1]
[1 Intel(R) UHD Graphics 630] bugsbn1=0 bugbilz=0 bugcopc=0 bugihfa=0
[1 Intel(R) UHD Graphics 630] fp16-p/s/a=1/1/1 int8-p/s/a=1/1/1
[1 Intel(R) UHD Graphics 630] subgroup=32 basic=0 vote=0 ballot=0 shuffle=0
loop_count = 10
num_threads = 1
powersave = 0
gpu_device = 0
cooling_down = 1
squeezenet min = 6.66 max = 7.30 avg = 6.91
squeezenet_int8 min = 49.97 max = 60.92 avg = 53.86
mobilenet min = 6.99 max = 7.48 avg = 7.17
mobilenet_int8 min = 70.46 max = 83.20 avg = 79.33
mobilenet_v2 min = 9.56 max = 10.87 avg = 10.34
mobilenet_v3 min = 11.48 max = 12.20 avg = 11.94
shufflenet min = 4.52 max = 5.25 avg = 4.96
shufflenet_v2 min = 7.29 max = 9.65 avg = 7.99
mnasnet min = 9.82 max = 11.88 avg = 10.62
proxylessnasnet min = 7.85 max = 8.41 avg = 8.07
efficientnet_b0 min = 17.34 max = 17.85 avg = 17.56
efficientnetv2_b0 min = 21.95 max = 24.10 avg = 23.15
regnety_400m min = 13.54 max = 14.83 avg = 14.11
blazeface min = 3.26 max = 6.59 avg = 5.50
googlenet min = 17.62 max = 19.47 avg = 18.27
googlenet_int8 min = 198.88 max = 247.97 avg = 223.31
resnet18 min = 11.10 max = 12.01 avg = 11.59
resnet18_int8 min = 225.56 max = 259.39 avg = 238.97
alexnet min = 17.66 max = 19.19 avg = 18.24
vgg16 min = 53.20 max = 54.88 avg = 53.73
vgg16_int8 min = 1747.52 max = 2130.08 avg = 1880.42
resnet50 min = 27.38 max = 28.84 avg = 28.34
resnet50_int8 min = 461.86 max = 579.83 avg = 528.15
squeezenet_ssd min = 19.99 max = 20.98 avg = 20.50
squeezenet_ssd_int8 min = 185.20 max = 209.66 avg = 196.81
mobilenet_ssd min = 12.81 max = 14.21 avg = 13.48
mobilenet_ssd_int8 min = 139.29 max = 168.38 avg = 148.20
mobilenet_yolo min = 19.50 max = 20.51 avg = 19.97
mobilenetv2_yolov3 min = 15.95 max = 19.28 avg = 16.85
yolov4-tiny min = 21.43 max = 23.42 avg = 22.28
nanodet_m min = 7.95 max = 9.23 avg = 8.48
➜ benchmark git:(master) ✗ ./benchncnn 10 1 0 1
[0 AMD Radeon Pro 555X] queueC=0[1] queueG=0[1] queueT=0[1]
[0 AMD Radeon Pro 555X] bugsbn1=0 bugbilz=0 bugcopc=0 bugihfa=0
[0 AMD Radeon Pro 555X] fp16-p/s/a=1/1/1 int8-p/s/a=1/1/1
[0 AMD Radeon Pro 555X] subgroup=64 basic=0 vote=0 ballot=0 shuffle=0
[1 Intel(R) UHD Graphics 630] queueC=0[1] queueG=0[1] queueT=0[1]
[1 Intel(R) UHD Graphics 630] bugsbn1=0 bugbilz=0 bugcopc=0 bugihfa=0
[1 Intel(R) UHD Graphics 630] fp16-p/s/a=1/1/1 int8-p/s/a=1/1/1
[1 Intel(R) UHD Graphics 630] subgroup=32 basic=0 vote=0 ballot=0 shuffle=0
loop_count = 10
num_threads = 1
powersave = 0
gpu_device = 1
cooling_down = 1
squeezenet min = 11.06 max = 13.22 avg = 12.09
squeezenet_int8 min = 54.87 max = 64.55 avg = 59.84
mobilenet min = 13.65 max = 16.70 avg = 14.81
mobilenet_int8 min = 72.36 max = 93.58 avg = 86.40
mobilenet_v2 min = 11.88 max = 15.90 avg = 13.47
mobilenet_v3 min = 12.68 max = 16.16 avg = 14.56
shufflenet min = 13.87 max = 16.68 avg = 14.93
shufflenet_v2 min = 11.73 max = 13.65 avg = 12.87
mnasnet min = 12.71 max = 15.56 avg = 14.22
proxylessnasnet min = 14.03 max = 17.28 avg = 15.37
efficientnet_b0 min = 17.50 max = 21.46 avg = 19.30
efficientnetv2_b0 min = 35.47 max = 38.58 avg = 36.89
regnety_400m min = 16.00 max = 19.45 avg = 17.48
blazeface min = 6.08 max = 7.18 avg = 6.39
googlenet min = 23.35 max = 29.68 avg = 25.77
googlenet_int8 min = 198.49 max = 254.38 avg = 222.77
resnet18 min = 21.85 max = 28.10 avg = 24.70
resnet18_int8 min = 211.21 max = 279.55 avg = 222.64
alexnet min = 24.45 max = 30.47 avg = 26.87
vgg16 min = 115.20 max = 117.76 avg = 116.48
vgg16_int8 min = 1715.92 max = 1960.02 avg = 1800.21
resnet50 min = 45.65 max = 46.25 avg = 46.05
resnet50_int8 min = 448.13 max = 555.53 avg = 485.47
squeezenet_ssd min = 28.43 max = 33.26 avg = 29.85
squeezenet_ssd_int8 min = 180.91 max = 202.51 avg = 190.84
mobilenet_ssd min = 21.03 max = 26.93 avg = 23.48
mobilenet_ssd_int8 min = 154.41 max = 184.64 avg = 165.04
mobilenet_yolo min = 37.04 max = 38.64 avg = 37.52
mobilenetv2_yolov3 min = 24.98 max = 30.03 avg = 27.70
yolov4-tiny min = 39.29 max = 50.25 avg = 44.18
nanodet_m min = 15.97 max = 20.27 avg = 17.93
root@SW421:~/Desktop/ncnn-20220420/ncnn-20220420/build/benchmark$ ./benchncnn
loop_count = 4
num_threads = 4
powersave = 0
gpu_device = -1
cooling_down = 1
squeezenet min = 943.61 max = 966.98 avg = 955.24
squeezenet_int8 min = 654.75 max = 731.28 avg = 674.87
mobilenet min = 1584.87 max = 1612.88 avg = 1597.47
mobilenet_int8 min = 1198.21 max = 1204.82 avg = 1201.61
mobilenet_v2 min = 733.94 max = 754.79 avg = 744.48
mobilenet_v3 min = 665.26 max = 683.81 avg = 675.18
shufflenet min = 401.53 max = 435.21 avg = 420.32
shufflenet_v2 min = 294.65 max = 316.50 avg = 309.08
mnasnet min = 671.22 max = 808.46 avg = 713.01
proxylessnasnet min = 686.12 max = 698.13 avg = 692.29
efficientnet_b0 min = 1151.75 max = 1184.86 avg = 1161.33
efficientnetv2_b0 min = 1372.05 max = 1395.22 avg = 1379.47
regnety_400m min = 933.93 max = 949.42 avg = 942.43
blazeface min = 104.72 max = 136.77 avg = 112.86
googlenet min = 2574.02 max = 4330.81 avg = 3015.56
googlenet_int8 min = 2136.42 max = 2183.61 avg = 2166.45
resnet18 min = 2511.12 max = 2537.42 avg = 2526.08
resnet18_int8 min = 2003.84 max = 2027.50 avg = 2012.48
alexnet min = 668.28 max = 686.35 avg = 673.95
vgg16 min = 24863.92 max = 24967.94 avg = 24907.39
vgg16_int8 min = 18735.54 max = 18926.83 avg = 18859.32
resnet50 min = 9896.47 max = 9981.13 avg = 9929.77
resnet50_int8 min = 6971.01 max = 7085.29 avg = 7017.88
squeezenet_ssd min = 1798.23 max = 1814.25 avg = 1806.57
squeezenet_ssd_int8 min = 1586.11 max = 1606.83 avg = 1596.75
mobilenet_ssd min = 3995.54 max = 4018.27 avg = 4002.78
mobilenet_ssd_int8 min = 2753.65 max = 2766.06 avg = 2760.04
mobilenet_yolo min = 10892.22 max = 10978.84 avg = 10921.00
mobilenetv2_yolov3 min = 3600.80 max = 3607.72 avg = 3603.18
yolov4-tiny min = 5565.82 max = 5582.22 avg = 5571.78
nanodet_m min = 1182.97 max = 1220.47 avg = 1199.30
yolo-fastest-1.1 min = 340.63 max = 360.95 avg = 349.15
yolo-fastestv2 min = 255.47 max = 281.79 avg = 268.82
root@SW831:~/Desktop/ncnn_20221128/build/benchmark$ ./benchncnn 5 8 2 -1 0
loop_count = 5
num_threads = 8
powersave = 2
gpu_device = -1
cooling_down = 0
squeezenet min = 343.27 max = 420.86 avg = 364.97
squeezenet_int8 min = 237.91 max = 251.71 avg = 243.84
mobilenet min = 607.80 max = 696.04 avg = 646.61
mobilenet_int8 min = 428.37 max = 499.32 avg = 460.21
mobilenet_v2 min = 291.29 max = 381.93 avg = 311.76
mobilenet_v3 min = 262.01 max = 287.93 avg = 277.29
shufflenet min = 144.89 max = 169.10 avg = 150.84
shufflenet_v2 min = 121.44 max = 139.62 avg = 126.96
mnasnet min = 265.59 max = 353.84 avg = 288.79
proxylessnasnet min = 272.08 max = 293.19 avg = 284.61
efficientnet_b0 min = 445.40 max = 508.36 avg = 467.84
efficientnetv2_b0 min = 550.57 max = 619.16 avg = 581.85
regnety_400m min = 374.02 max = 460.64 avg = 394.49
blazeface min = 39.93 max = 59.19 avg = 44.14
googlenet min = 941.35 max = 1014.23 avg = 976.37
googlenet_int8 min = 770.66 max = 827.44 avg = 797.93
resnet18 min = 815.02 max = 895.13 avg = 843.57
resnet18_int8 min = 701.10 max = 776.40 avg = 729.49
alexnet min = 216.74 max = 273.39 avg = 228.99
vgg16 min = 8645.55 max = 8699.60 avg = 8681.61
vgg16_int8 min = 6786.91 max = 6930.90 avg = 6854.29
resnet50 min = 3624.02 max = 3698.91 avg = 3652.31
resnet50_int8 min = 2537.92 max = 2618.10 avg = 2567.88
squeezenet_ssd min = 635.25 max = 693.23 avg = 663.56
squeezenet_ssd_int8 min = 577.37 max = 641.12 avg = 603.34
mobilenet_ssd min = 1529.35 max = 1711.54 avg = 1582.10
mobilenet_ssd_int8 min = 982.65 max = 1042.82 avg = 1016.62
mobilenet_yolo min = 4053.62 max = 4124.84 avg = 4094.38
mobilenetv2_yolov3 min = 1367.81 max = 1527.79 avg = 1433.04
yolov4-tiny min = 1943.20 max = 2028.02 avg = 1978.31
nanodet_m min = 433.66 max = 498.83 avg = 457.77
yolo-fastest-1.1 min = 140.07 max = 284.35 avg = 192.46
yolo-fastestv2 min = 123.91 max = 225.70 avg = 152.54
vision_transformer min = 2470.70 max = 2509.73 avg = 2486.40
FastestDet min = 145.30 max = 163.43 avg = 154.35
/root/axera # ./benchncnn 4 1 0 -1 0
loop_count = 4
num_threads = 1
powersave = 0
gpu_device = 0
cooling_down = 0
squeezenet min = 530.57 max = 533.11 avg = 532.22
squeezenet_int8 min = 359.74 max = 360.02 avg = 359.86
mobilenet min = 920.12 max = 921.04 avg = 920.52
mobilenet_int8 min = 532.60 max = 533.08 avg = 532.81
mobilenet_v2 min = 608.81 max = 609.49 avg = 609.18
mobilenet_v3 min = 531.43 max = 532.34 avg = 531.90
shufflenet min = 297.91 max = 300.08 avg = 299.06
shufflenet_v2 min = 288.44 max = 289.30 avg = 288.79
mnasnet min = 590.29 max = 590.99 avg = 590.63
proxylessnasnet min = 678.22 max = 679.22 avg = 678.63
efficientnet_b0 min = 1041.41 max = 1043.79 avg = 1042.61
efficientnetv2_b0 min = 1222.41 max = 1223.63 avg = 1222.91
regnety_400m min = 723.83 max = 725.37 avg = 724.64
blazeface min = 86.77 max = 87.21 avg = 86.92
googlenet min = 1740.32 max = 1741.44 avg = 1740.81
googlenet_int8 min = 1167.95 max = 1169.18 avg = 1168.54
resnet18 min = 1584.41 max = 1585.36 avg = 1584.97
resnet18_int8 min = 915.78 max = 918.77 avg = 917.16
alexnet min = 1811.30 max = 1812.86 avg = 1812.07
resnet50 min = 4516.48 max = 4523.48 avg = 4519.03
resnet50_int8 min = 2573.18 max = 2574.29 avg = 2573.69
squeezenet_ssd min = 1191.79 max = 1193.71 avg = 1193.02
squeezenet_ssd_int8 min = 862.36 max = 863.69 avg = 862.83
mobilenet_ssd min = 1950.48 max = 1950.98 avg = 1950.65
mobilenet_ssd_int8 min = 1081.70 max = 1082.64 avg = 1082.20
mobilenet_yolo min = 4629.22 max = 4630.23 avg = 4629.69
mobilenetv2_yolov3 min = 2233.05 max = 2234.14 avg = 2233.42
yolov4-tiny min = 2942.58 max = 2946.55 avg = 2944.81
nanodet_m min = 692.19 max = 693.36 avg = 692.79
yolo-fastest-1.1 min = 333.62 max = 334.43 avg = 334.00
yolo-fastestv2 min = 256.41 max = 257.32 avg = 256.83
/root/axera # ./benchncnn 4 4 0 -1 0
loop_count = 4
num_threads = 4
powersave = 0
gpu_device = -1
cooling_down = 0
squeezenet min = 150.38 max = 179.83 avg = 157.90
squeezenet_int8 min = 106.97 max = 107.43 avg = 107.22
mobilenet min = 248.92 max = 273.98 avg = 255.72
mobilenet_int8 min = 139.49 max = 139.65 avg = 139.60
mobilenet_v2 min = 174.67 max = 204.35 avg = 182.30
mobilenet_v3 min = 152.17 max = 152.54 avg = 152.30
shufflenet min = 98.74 max = 125.99 avg = 105.74
shufflenet_v2 min = 103.44 max = 103.88 avg = 103.65
mnasnet min = 167.63 max = 197.54 avg = 175.28
proxylessnasnet min = 186.02 max = 186.32 avg = 186.15
efficientnet_b0 min = 284.35 max = 318.17 avg = 292.90
efficientnetv2_b0 min = 329.56 max = 359.71 avg = 337.22
regnety_400m min = 246.91 max = 277.08 avg = 254.71
blazeface min = 30.95 max = 31.31 avg = 31.16
googlenet min = 474.87 max = 504.38 avg = 489.43
googlenet_int8 min = 322.06 max = 331.97 avg = 324.57
resnet18 min = 440.03 max = 475.28 avg = 456.70
resnet18_int8 min = 252.01 max = 280.64 avg = 259.22
alexnet min = 453.16 max = 478.80 avg = 465.88
resnet50 min = 1214.70 max = 1252.42 avg = 1229.22
resnet50_int8 min = 684.53 max = 715.65 avg = 706.14
squeezenet_ssd min = 358.84 max = 393.45 avg = 367.77
squeezenet_ssd_int8 min = 281.56 max = 312.86 avg = 289.85
mobilenet_ssd min = 519.11 max = 559.14 avg = 538.41
mobilenet_ssd_int8 min = 284.58 max = 310.02 avg = 291.02
mobilenet_yolo min = 1238.87 max = 1284.74 avg = 1260.51
mobilenetv2_yolov3 min = 624.42 max = 665.81 avg = 642.15
yolov4-tiny min = 826.46 max = 852.97 avg = 844.88
nanodet_m min = 246.76 max = 279.09 avg = 255.04
yolo-fastest-1.1 min = 116.12 max = 116.95 avg = 116.50
yolo-fastestv2 min = 91.08 max = 102.93 avg = 94.41
test in wsl2 with ubuntu 20.04
$ ./benchncnn 10 1 0 -1 0
loop_count = 10
num_threads = 1
powersave = 0
gpu_device = -1
cooling_down = 0
squeezenet min = 6.53 max = 7.05 avg = 6.77
squeezenet_int8 min = 17.72 max = 17.86 avg = 17.79
mobilenet min = 11.43 max = 11.98 avg = 11.64
mobilenet_int8 min = 22.91 max = 24.48 avg = 23.26
mobilenet_v2 min = 8.28 max = 9.29 avg = 8.66
mobilenet_v3 min = 6.86 max = 6.98 avg = 6.94
shufflenet min = 3.75 max = 4.64 avg = 3.91
shufflenet_v2 min = 5.08 max = 5.80 avg = 5.22
mnasnet min = 7.54 max = 8.60 avg = 7.81
proxylessnasnet min = 9.18 max = 10.33 avg = 9.41
efficientnet_b0 min = 22.57 max = 23.67 avg = 22.93
efficientnetv2_b0 min = 21.23 max = 22.08 avg = 21.45
regnety_400m min = 10.56 max = 10.80 avg = 10.63
blazeface min = 1.08 max = 1.17 avg = 1.11
googlenet min = 27.91 max = 29.51 avg = 28.28
googlenet_int8 min = 71.00 max = 86.86 avg = 72.74
resnet18 min = 20.11 max = 20.56 avg = 20.26
resnet18_int8 min = 63.80 max = 65.13 avg = 64.19
alexnet min = 20.64 max = 24.25 avg = 21.65
vgg16 min = 119.99 max = 125.45 avg = 121.59
vgg16_int8 min = 268.11 max = 270.41 avg = 269.15
resnet50 min = 55.42 max = 56.29 avg = 55.70
resnet50_int8 min = 126.73 max = 132.37 avg = 128.72
squeezenet_ssd min = 28.41 max = 30.30 avg = 29.20
squeezenet_ssd_int8 min = 41.12 max = 42.53 avg = 41.52
mobilenet_ssd min = 24.15 max = 24.91 avg = 24.33
mobilenet_ssd_int8 min = 46.06 max = 59.19 avg = 49.87
mobilenet_yolo min = 67.58 max = 73.19 avg = 68.99
mobilenetv2_yolov3 min = 29.44 max = 30.46 avg = 29.78
yolov4-tiny min = 41.89 max = 43.47 avg = 42.37
nanodet_m min = 11.23 max = 11.47 avg = 11.36
yolo-fastest-1.1 min = 3.86 max = 4.64 avg = 4.04
yolo-fastestv2 min = 3.43 max = 3.99 avg = 3.56
vision_transformer min = 1590.86 max = 1593.97 avg = 1591.91
$ ./benchncnn 10 16 0 -1 0
loop_count = 10
num_threads = 16
powersave = 0
gpu_device = -1
cooling_down = 0
squeezenet min = 2.94 max = 4.66 avg = 3.31
squeezenet_int8 min = 3.53 max = 5.26 avg = 3.92
mobilenet min = 3.96 max = 5.30 avg = 4.21
mobilenet_int8 min = 4.27 max = 4.56 avg = 4.35
mobilenet_v2 min = 3.63 max = 4.20 avg = 3.82
mobilenet_v3 min = 3.25 max = 4.79 avg = 3.58
shufflenet min = 2.98 max = 3.59 avg = 3.12
shufflenet_v2 min = 2.62 max = 5.93 avg = 3.04
mnasnet min = 3.09 max = 3.49 avg = 3.28
proxylessnasnet min = 3.57 max = 4.18 avg = 3.76
efficientnet_b0 min = 5.98 max = 6.48 avg = 6.18
efficientnetv2_b0 min = 6.96 max = 7.48 avg = 7.13
regnety_400m min = 8.71 max = 11.89 avg = 9.61
blazeface min = 0.86 max = 0.96 avg = 0.89
googlenet min = 10.75 max = 11.33 avg = 11.00
googlenet_int8 min = 12.75 max = 15.47 avg = 13.50
resnet18 min = 8.92 max = 16.08 avg = 10.08
resnet18_int8 min = 10.55 max = 10.99 avg = 10.69
alexnet min = 9.95 max = 10.45 avg = 10.17
vgg16 min = 52.28 max = 53.69 avg = 52.89
vgg16_int8 min = 44.90 max = 47.90 avg = 45.61
resnet50 min = 17.80 max = 21.43 avg = 18.66
resnet50_int8 min = 21.80 max = 25.42 avg = 22.75
squeezenet_ssd min = 14.49 max = 16.36 avg = 14.90
squeezenet_ssd_int8 min = 10.02 max = 10.49 avg = 10.28
mobilenet_ssd min = 7.20 max = 7.86 avg = 7.51
mobilenet_ssd_int8 min = 8.51 max = 10.90 avg = 9.09
mobilenet_yolo min = 35.67 max = 44.84 avg = 37.33
mobilenetv2_yolov3 min = 12.72 max = 17.16 avg = 13.67
yolov4-tiny min = 20.81 max = 22.11 avg = 21.33
nanodet_m min = 5.13 max = 42.12 avg = 9.07
yolo-fastest-1.1 min = 3.05 max = 4.72 avg = 3.39
yolo-fastestv2 min = 3.33 max = 3.73 avg = 3.44
vision_transformer min = 214.91 max = 229.91 avg = 220.82
Tested on Debian GNU/Linux 11 (bullseye) i686 with cmake -DNCNN_RUNTIME_CPU=OFF -DNCNN_AVX=OFF -DNCNN_AVX2=OFF -DNCNN_AVX512=OFF-DNCNN_BUILD_TESTS=ON ...
mouri@Mouri-Laptop-2:~/ncnn/benchmark$ ./../build/benchmark/benchncnn
loop_count = 4
num_threads = 1
powersave = 0
gpu_device = -1
cooling_down = 1
squeezenet min = 289.23 max = 301.83 avg = 292.90
squeezenet_int8 min = 442.82 max = 457.21 avg = 446.89
mobilenet min = 549.62 max = 561.20 avg = 554.78
mobilenet_int8 min = 823.92 max = 837.70 avg = 830.52
mobilenet_v2 min = 341.72 max = 353.77 avg = 345.34
mobilenet_v3 min = 267.68 max = 282.08 avg = 273.10
shufflenet min = 151.66 max = 153.02 avg = 152.24
shufflenet_v2 min = 161.54 max = 163.38 avg = 162.13
mnasnet min = 322.66 max = 336.91 avg = 326.86
proxylessnasnet min = 356.63 max = 368.79 avg = 360.66
efficientnet_b0 min = 489.92 max = 505.11 avg = 497.32
efficientnetv2_b0 min = 618.16 max = 632.02 avg = 622.82
regnety_400m min = 414.83 max = 428.42 avg = 419.28
blazeface min = 38.56 max = 40.05 avg = 39.05
googlenet min = 1022.54 max = 1037.53 avg = 1029.48
googlenet_int8 min = 1493.35 max = 1495.46 avg = 1494.31
resnet18 min = 803.32 max = 818.27 avg = 812.49
resnet18_int8 min = 1188.26 max = 1200.88 avg = 1192.56
alexnet min = 613.78 max = 623.88 avg = 619.99
vgg16 min = 4465.44 max = 4478.12 avg = 4474.16
vgg16_int8 min = 6042.40 max = 6114.37 avg = 6077.07
resnet50 min = 2517.75 max = 2528.42 avg = 2522.83
resnet50_int8 min = 3746.28 max = 3771.09 avg = 3756.88
squeezenet_ssd min = 585.56 max = 636.01 avg = 602.62
squeezenet_ssd_int8 min = 822.43 max = 968.77 avg = 862.33
mobilenet_ssd min = 1116.98 max = 1139.17 avg = 1127.65
mobilenet_ssd_int8 min = 1665.03 max = 1670.55 avg = 1668.37
mobilenet_yolo min = 2638.61 max = 2666.54 avg = 2652.26
mobilenetv2_yolov3 min = 1248.56 max = 1255.98 avg = 1251.22
yolov4-tiny min = 1507.31 max = 1525.56 avg = 1514.66
nanodet_m min = 386.41 max = 400.63 avg = 391.21
yolo-fastest-1.1 min = 159.97 max = 164.53 avg = 161.41
yolo-fastestv2 min = 134.29 max = 135.47 avg = 134.70
vision_transformer min = 22201.32 max = 22510.75 avg = 22315.09
FastestDet min = 146.94 max = 148.50 avg = 147.44
Test on Debian 11 with g++ 12.2.0 and vulkan 1.3.231
user@starfive:~/Downloads/ncnn-master/benchmark$ ./benchncnn 10 4 0 -1 0
loop_count = 10
num_threads = 4
powersave = 0
gpu_device = -1
cooling_down = 0
squeezenet min = 149.06 max = 149.33 avg = 149.17
squeezenet_int8 min = 1318.66 max = 1349.04 avg = 1328.87
mobilenet min = 255.13 max = 255.71 avg = 255.39
mobilenet_int8 min = 2025.40 max = 2036.00 avg = 2031.67
mobilenet_v2 min = 173.92 max = 174.60 avg = 174.31
mobilenet_v3 min = 166.58 max = 167.30 avg = 167.02
shufflenet min = 91.36 max = 91.72 avg = 91.57
shufflenet_v2 min = 83.50 max = 83.95 avg = 83.76
mnasnet min = 190.42 max = 191.15 avg = 190.66
proxylessnasnet min = 226.35 max = 226.81 avg = 226.52
efficientnet_b0 min = 342.74 max = 343.62 avg = 343.15
efficientnetv2_b0 min = 343.31 max = 344.23 avg = 343.80
regnety_400m min = 227.04 max = 227.75 avg = 227.43
blazeface min = 26.18 max = 26.43 avg = 26.28
googlenet min = 506.76 max = 508.58 avg = 507.84
googlenet_int8 min = 3827.36 max = 3856.05 avg = 3835.67
resnet18 min = 401.12 max = 402.27 avg = 401.61
resnet18_int8 min = 4053.06 max = 4069.98 avg = 4061.63
alexnet min = 297.81 max = 320.09 avg = 301.39
vgg16 min = 2338.76 max = 2351.23 avg = 2346.19
vgg16_int8 min = 36846.41 max = 36929.56 avg = 36886.26
resnet50 min = 1189.88 max = 1211.10 avg = 1193.34
resnet50_int8 min = 11819.59 max = 11884.94 avg = 11845.22
squeezenet_ssd min = 351.71 max = 352.73 avg = 352.30
squeezenet_ssd_int8 min = 2872.00 max = 2903.35 avg = 2891.01
mobilenet_ssd min = 530.92 max = 531.73 avg = 531.28
mobilenet_ssd_int8 min = 4511.56 max = 4553.41 avg = 4523.51
mobilenet_yolo min = 1357.14 max = 1359.82 avg = 1358.83
mobilenetv2_yolov3 min = 621.15 max = 622.29 avg = 621.66
yolov4-tiny min = 803.06 max = 809.19 avg = 805.79
nanodet_m min = 220.82 max = 221.18 avg = 221.06
yolo-fastest-1.1 min = 102.59 max = 103.98 avg = 102.93
yolo-fastestv2 min = 89.61 max = 90.03 avg = 89.76
vision_transformer min = 15862.96 max = 15897.17 avg = 15878.22
FastestDet min = 108.69 max = 109.00 avg = 108.84
user@starfive:~/Downloads/ncnn-master/benchmark$ ./benchncnn 10 4 1 -1 0
loop_count = 10
num_threads = 4
powersave = 1
gpu_device = -1
cooling_down = 0
squeezenet min = 148.62 max = 148.95 avg = 148.82
squeezenet_int8 min = 1324.10 max = 1339.58 avg = 1332.57
mobilenet min = 255.67 max = 256.20 avg = 255.93
mobilenet_int8 min = 2024.72 max = 2028.23 avg = 2026.29
mobilenet_v2 min = 173.76 max = 174.73 avg = 174.31
mobilenet_v3 min = 166.66 max = 167.28 avg = 166.99
shufflenet min = 91.18 max = 91.68 avg = 91.46
shufflenet_v2 min = 83.88 max = 84.84 avg = 84.26
mnasnet min = 190.23 max = 190.84 avg = 190.45
proxylessnasnet min = 226.02 max = 226.82 avg = 226.38
efficientnet_b0 min = 342.95 max = 343.52 avg = 343.25
efficientnetv2_b0 min = 343.07 max = 343.80 avg = 343.39
regnety_400m min = 226.96 max = 227.62 avg = 227.24
blazeface min = 26.08 max = 26.32 avg = 26.18
googlenet min = 508.30 max = 510.34 avg = 509.27
googlenet_int8 min = 3825.65 max = 3858.90 avg = 3833.79
resnet18 min = 400.69 max = 403.18 avg = 401.74
resnet18_int8 min = 4055.41 max = 4123.79 avg = 4067.55
alexnet min = 296.35 max = 300.46 avg = 299.11
vgg16 min = 2337.68 max = 2349.78 avg = 2344.77
vgg16_int8 min = 36760.47 max = 36985.40 avg = 36918.31
resnet50 min = 1190.13 max = 1221.98 avg = 1196.77
resnet50_int8 min = 11816.03 max = 11869.41 avg = 11843.72
squeezenet_ssd min = 351.24 max = 352.20 avg = 351.89
squeezenet_ssd_int8 min = 2873.40 max = 2902.55 avg = 2891.58
mobilenet_ssd min = 530.45 max = 531.85 avg = 530.91
mobilenet_ssd_int8 min = 4504.87 max = 4564.64 avg = 4528.56
mobilenet_yolo min = 1357.83 max = 1360.48 avg = 1358.75
mobilenetv2_yolov3 min = 621.00 max = 621.76 avg = 621.35
yolov4-tiny min = 803.54 max = 808.00 avg = 806.16
nanodet_m min = 221.08 max = 222.57 avg = 221.72
yolo-fastest-1.1 min = 102.79 max = 103.15 avg = 102.95
yolo-fastestv2 min = 89.56 max = 89.79 avg = 89.70
vision_transformer min = 15874.12 max = 15907.97 avg = 15883.26
FastestDet min = 108.22 max = 108.64 avg = 108.36
user@starfive:~/Downloads/ncnn-master/benchmark$ ./benchncnn 10 1 1 0 0
[0 PowerVR B-Series BXE-4-32] queueC=0[2] queueG=0[2] queueT=0[2]
[0 PowerVR B-Series BXE-4-32] bugsbn1=0 bugbilz=0 bugcopc=0 bugihfa=0
[0 PowerVR B-Series BXE-4-32] fp16-p/s/a=1/1/1 int8-p/s/a=1/1/1
[0 PowerVR B-Series BXE-4-32] subgroup=1 basic/vote/ballot/shuffle=1/1/1/1
[0 PowerVR B-Series BXE-4-32] fp16-matrix-16_8_8/16_8_16/16_16_16=0/0/0
loop_count = 10
num_threads = 1
powersave = 1
gpu_device = 0
cooling_down = 0
squeezenet min = 355.26 max = 356.42 avg = 355.75
squeezenet_int8 min = 5171.49 max = 5187.42 avg = 5178.45
mobilenet min = 757.04 max = 762.74 avg = 759.77
mobilenet_int8 min = 7695.03 max = 7715.39 avg = 7705.16
mobilenet_v2 min = 476.20 max = 477.19 avg = 476.94
mobilenet_v3 min = 403.12 max = 405.44 avg = 405.09
shufflenet min = 181.02 max = 182.32 avg = 181.96
shufflenet_v2 min = 257.29 max = 259.06 avg = 258.57
mnasnet min = 495.78 max = 497.44 avg = 496.89
proxylessnasnet min = 562.60 max = 563.02 avg = 562.83
efficientnet_b0 min = 660.29 max = 664.73 avg = 662.97
efficientnetv2_b0 min = 856.88 max = 864.96 avg = 861.30
regnety_400m min = 492.79 max = 495.44 avg = 494.51
blazeface min = 65.95 max = 68.72 avg = 68.19
googlenet min = 1132.70 max = 1134.65 avg = 1133.50
googlenet_int8 min = 14978.60 max = 15000.89 avg = 14988.56
resnet18 min = 1155.15 max = 1172.06 avg = 1160.64
resnet18_int8 min = 15776.36 max = 15790.48 avg = 15782.76
alexnet min = 601.09 max = 606.63 avg = 603.81
vgg16 min = 5558.47 max = 5613.23 avg = 5586.98
vgg16_int8 min = 143936.04 max = 144068.45 avg = 143991.58
resnet50 min = 3425.81 max = 3440.51 avg = 3434.73
resnet50_int8 min = 44780.92 max = 45144.97 avg = 45038.46
squeezenet_ssd min = 967.46 max = 978.39 avg = 972.76
squeezenet_ssd_int8 min = 10842.39 max = 10999.00 avg = 10940.15
mobilenet_ssd min = 1565.15 max = 1570.11 avg = 1568.87
mobilenet_ssd_int8 min = 17317.40 max = 17386.46 avg = 17361.80
mobilenet_yolo min = 3559.36 max = 3570.38 avg = 3568.84
mobilenetv2_yolov3 min = 1731.98 max = 1739.52 avg = 1735.33
yolov4-tiny min = 1984.22 max = 2001.65 avg = 1993.20
nanodet_m min = 603.06 max = 609.65 avg = 607.79
yolo-fastest-1.1 min = 306.30 max = 312.33 avg = 310.63
yolo-fastestv2 min = 201.45 max = 207.44 avg = 205.93
vision_transformer min = 27310.74 max = 27358.54 avg = 27327.23
FastestDet min = 245.07 max = 248.81 avg = 248.14
Tested on Linux anolis-riscv 5.10.112-00579-g8e3db308d5a5 #23 SMP PREEMPT Fri Aug 12 10:17:32 CST 2022 riscv64 riscv64 riscv64 GNU/Linux
[root@anolis-riscv benchmark]# ./benchncnn
syscall error -1
loop_count = 4
num_threads = 4
powersave = 0
gpu_device = -1
cooling_down = 1
squeezenet min = 187.88 max = 188.82 avg = 188.13
squeezenet_int8 min = 2388.26 max = 2446.92 avg = 2411.46
mobilenet min = 321.46 max = 323.34 avg = 322.19
mobilenet_int8 min = 2318.93 max = 2458.55 avg = 2400.99
mobilenet_v2 min = 214.01 max = 216.00 avg = 215.35
mobilenet_v3 min = 247.71 max = 248.18 avg = 247.96
shufflenet min = 155.58 max = 155.85 avg = 155.67
shufflenet_v2 min = 99.50 max = 99.75 avg = 99.63
mnasnet min = 261.46 max = 263.83 avg = 262.53
proxylessnasnet min = 315.40 max = 316.89 avg = 316.28
efficientnet_b0 min = 484.97 max = 486.16 avg = 485.55
efficientnetv2_b0 min = 453.03 max = 453.40 avg = 453.21
regnety_400m min = 314.09 max = 315.33 avg = 314.77
blazeface min = 46.14 max = 46.69 avg = 46.39
googlenet min = 650.99 max = 653.60 avg = 651.69
googlenet_int8 min = 5435.11 max = 6391.98 avg = 6012.81
resnet18 min = 505.48 max = 506.70 avg = 506.06
resnet18_int8 min = 5053.33 max = 6599.94 avg = 6001.86
alexnet min = 403.68 max = 404.60 avg = 404.23
vgg16 min = 2731.55 max = 2746.48 avg = 2738.82
test on Beaglev-ahead(Linux ahead 5.10.113-ahead #2023.08.02.13.12+2c2096a98 SMP PREEMPT Wed Aug 2 13:13:02 UTC 2 riscv64 GNU/Linux)
debian@ahead:~/ncnn/build/benchmark$ sudo ./benchncnn 10 1 0 0 0
[0 PowerVR B-Series BXM-4-64] queueC=0[2] queueG=0[2] queueT=0[2]
[0 PowerVR B-Series BXM-4-64] bugsbn1=0 bugbilz=0 bugcopc=0 bugihfa=0
[0 PowerVR B-Series BXM-4-64] fp16-p/s/a=1/1/1 int8-p/s/a=1/1/1
[0 PowerVR B-Series BXM-4-64] subgroup=1 basic/vote/ballot/shuffle=1/1/1/1
[0 PowerVR B-Series BXM-4-64] fp16-matrix-16_8_8/16_8_16/16_16_16=0/0/0
loop_count = 10
num_threads = 1
powersave = 0
gpu_device = 0
cooling_down = 0
squeezenet min = 287.88 max = 296.84 avg = 295.68
squeezenet_int8 min = 2289.46 max = 2320.97 avg = 2306.60
mobilenet min = 584.32 max = 588.48 avg = 587.41
mobilenet_int8 min = 2487.91 max = 2492.12 avg = 2489.64
mobilenet_v2 min = 380.02 max = 386.67 avg = 385.75
mobilenet_v3 min = 314.73 max = 328.84 avg = 325.76
shufflenet min = 146.96 max = 158.29 avg = 156.38
shufflenet_v2 min = 203.94 max = 211.77 avg = 210.82
mnasnet min = 395.80 max = 404.95 avg = 403.80
proxylessnasnet min = 447.74 max = 456.89 avg = 454.87
efficientnet_b0 min = 532.23 max = 543.05 avg = 538.53
efficientnetv2_b0 min = 659.43 max = 681.64 avg = 669.13
regnety_400m min = 393.16 max = 407.27 avg = 403.81
blazeface min = 50.41 max = 61.83 avg = 56.92
googlenet min = 890.79 max = 898.09 avg = 896.25
googlenet_int8 min = 4713.76 max = 5296.61 avg = 5044.39
resnet18 min = 814.16 max = 824.53 avg = 820.35
resnet18_int8 min = 4800.73 max = 6015.34 avg = 5765.47
alexnet min = 453.80 max = 465.51 avg = 462.11
vgg16 min = 4016.26 max = 4027.30 avg = 4021.94
vgg16_int8 min = 55069.69 max = 64814.86 avg = 59096.20
resnet50 min = 2494.42 max = 2502.38 avg = 2500.28
resnet50_int8 min = 15366.90 max = 17179.36 avg = 16701.20
squeezenet_ssd min = 724.36 max = 738.28 avg = 730.44
squeezenet_ssd_int8 min = 4550.62 max = 5235.87 avg = 4684.19
mobilenet_ssd min = 1207.04 max = 1218.80 avg = 1212.86
mobilenet_ssd_int8 min = 6019.61 max = 6349.35 avg = 6184.49
mobilenet_yolo min = 2736.28 max = 2747.06 avg = 2743.21
mobilenetv2_yolov3 min = 1339.16 max = 1349.46 avg = 1344.81
yolov4-tiny min = 1457.05 max = 1459.04 avg = 1457.81
nanodet_m min = 443.40 max = 444.58 avg = 444.00
yolo-fastest-1.1 min = 240.39 max = 248.05 avg = 247.04
yolo-fastestv2 min = 162.71 max = 173.30 avg = 169.39
vision_transformer min = 17148.14 max = 17250.66 avg = 17202.60
FastestDet min = 199.71 max = 200.38 avg = 199.90
[root@milkv-duo]~/ncnn# ./benchncnn 4 1 2 -1 0
loop_count = 4
num_threads = 1
powersave = 2
gpu_device = -1
cooling_down = 0
squeezenet min = 221.53 max = 229.14 avg = 225.53
squeezenet_int8 min = 8153.49 max = 8163.26 avg = 8160.17
mobilenet min = 329.60 max = 338.58 avg = 335.00
mobilenet_int8 min = 12725.12 max = 12733.70 avg = 12728.52
mobilenet_v2 min = 253.83 max = 260.60 avg = 257.20
mobilenet_v3 min = 205.51 max = 212.72 avg = 209.26
shufflenet min = 358.73 max = 367.05 avg = 364.52
shufflenet_v2 min = 238.44 max = 246.05 avg = 242.09
mnasnet min = 254.39 max = 258.26 avg = 255.63
proxylessnasnet min = 294.99 max = 302.80 avg = 300.65
regnety_400m min = 407.72 max = 409.69 avg = 409.03
blazeface min = 117.08 max = 124.26 avg = 119.00
googlenet min = 817.28 max = 824.70 avg = 820.70
googlenet_int8 min = 18246.97 max = 18276.23 avg = 18261.11
resnet18 min = 610.81 max = 618.87 avg = 613.91
resnet18_int8 min = 18772.96 max = 18808.53 avg = 18786.88
alexnet min = 568.11 max = 577.02 avg = 570.66
squeezenet_ssd min = 890.76 max = 896.30 avg = 893.57
squeezenet_ssd_int8 min = 31680.48 max = 31938.09 avg = 31810.68
mobilenet_ssd min = 746.38 max = 762.07 avg = 752.19
mobilenet_ssd_int8 min = 41140.62 max = 41540.85 avg = 41356.70
mobilenet_yolo min = 1744.59 max = 1755.90 avg = 1750.05
mobilenetv2_yolov3 min = 890.20 max = 897.86 avg = 895.14
yolov4-tiny min = 1056.03 max = 1059.44 avg = 1058.21
nanodet_m min = 547.85 max = 554.80 avg = 549.81
yolo-fastest-1.1 min = 290.89 max = 298.31 avg = 296.24
yolo-fastestv2 min = 188.59 max = 196.79 avg = 190.96
FastestDet min = 196.19 max = 205.96 avg = 200.99
test in ROCK5 MODEL B
rock@rock-5b:~/ncnn/build/benchmark$ ./benchncnn 10 1 0 -1 0
loop_count = 10
num_threads = 1
powersave = 0
gpu_device = -1
cooling_down = 0
squeezenet min = 15.22 max = 16.03 avg = 15.70
squeezenet_int8 min = 16.77 max = 16.96 avg = 16.86
mobilenet min = 23.07 max = 23.58 avg = 23.36
mobilenet_int8 min = 18.58 max = 18.90 avg = 18.72
mobilenet_v2 min = 18.74 max = 19.10 avg = 18.96
mobilenet_v3 min = 14.40 max = 14.65 avg = 14.50
shufflenet min = 9.74 max = 9.88 avg = 9.84
shufflenet_v2 min = 9.44 max = 9.55 avg = 9.50
mnasnet min = 14.73 max = 15.03 avg = 14.87
proxylessnasnet min = 18.37 max = 18.59 avg = 18.46
efficientnet_b0 min = 29.11 max = 30.18 avg = 29.63
efficientnetv2_b0 min = 46.40 max = 46.95 avg = 46.76
regnety_400m min = 19.18 max = 19.39 avg = 19.28
blazeface min = 5.16 max = 5.23 avg = 5.20
googlenet min = 64.64 max = 65.33 avg = 65.00
googlenet_int8 min = 61.86 max = 63.41 avg = 62.42
resnet18 min = 42.00 max = 43.34 avg = 42.48
resnet18_int8 min = 67.22 max = 67.80 avg = 67.45
alexnet min = 57.65 max = 58.21 avg = 58.01
vgg16 min = 192.35 max = 193.36 avg = 192.84
vgg16_int8 min = 570.86 max = 578.81 avg = 574.50
resnet50 min = 107.86 max = 109.52 avg = 108.70
resnet50_int8 min = 134.41 max = 135.86 avg = 135.18
squeezenet_ssd min = 40.85 max = 41.24 avg = 41.02
squeezenet_ssd_int8 min = 52.23 max = 53.70 avg = 52.54
mobilenet_ssd min = 45.11 max = 45.50 avg = 45.32
mobilenet_ssd_int8 min = 36.53 max = 36.63 avg = 36.59
mobilenet_yolo min = 95.18 max = 96.79 avg = 95.90
mobilenetv2_yolov3 min = 65.50 max = 65.88 avg = 65.72
yolov4-tiny min = 86.13 max = 88.84 avg = 87.29
nanodet_m min = 22.57 max = 22.87 avg = 22.74
yolo-fastest-1.1 min = 9.23 max = 9.35 avg = 9.29
yolo-fastestv2 min = 8.62 max = 8.83 avg = 8.73
vision_transformer min = 3077.54 max = 3396.13 avg = 3339.58
FastestDet min = 9.11 max = 9.30 avg = 9.20
rock@rock-5b:~/ncnn/build/benchmark$ ./benchncnn 10 8 0 -1 0
loop_count = 10
num_threads = 8
powersave = 0
gpu_device = -1
cooling_down = 0
squeezenet min = 10.02 max = 11.01 avg = 10.43
squeezenet_int8 min = 11.78 max = 13.77 avg = 12.55
mobilenet min = 12.75 max = 13.58 avg = 13.12
mobilenet_int8 min = 12.23 max = 14.29 avg = 13.54
mobilenet_v2 min = 12.76 max = 14.27 avg = 13.40
mobilenet_v3 min = 9.51 max = 9.81 avg = 9.71
shufflenet min = 7.06 max = 7.23 avg = 7.13
shufflenet_v2 min = 6.21 max = 7.32 avg = 6.38
mnasnet min = 9.32 max = 12.49 avg = 10.75
proxylessnasnet min = 13.79 max = 15.51 avg = 14.70
efficientnet_b0 min = 16.59 max = 17.99 avg = 17.08
efficientnetv2_b0 min = 28.26 max = 32.26 avg = 30.52
regnety_400m min = 13.43 max = 15.00 avg = 13.72
blazeface min = 3.87 max = 7.38 avg = 5.65
googlenet min = 29.18 max = 44.00 avg = 36.31
googlenet_int8 min = 31.14 max = 37.48 avg = 34.58
resnet18 min = 21.47 max = 24.40 avg = 22.35
resnet18_int8 min = 26.68 max = 29.89 avg = 28.45
alexnet min = 29.35 max = 38.09 avg = 31.65
vgg16 min = 112.37 max = 122.94 avg = 117.05
vgg16_int8 min = 161.08 max = 215.29 avg = 176.89
resnet50 min = 54.54 max = 57.50 avg = 55.71
resnet50_int8 min = 54.76 max = 65.05 avg = 60.59
squeezenet_ssd min = 26.21 max = 35.05 avg = 30.76
squeezenet_ssd_int8 min = 33.34 max = 40.88 avg = 36.19
mobilenet_ssd min = 26.71 max = 28.85 avg = 27.88
mobilenet_ssd_int8 min = 22.03 max = 25.31 avg = 24.21
mobilenet_yolo min = 60.51 max = 74.65 avg = 65.45
mobilenetv2_yolov3 min = 37.27 max = 44.13 avg = 41.20
yolov4-tiny min = 49.84 max = 58.12 avg = 53.93
nanodet_m min = 16.54 max = 22.41 avg = 20.60
yolo-fastest-1.1 min = 8.49 max = 13.50 avg = 9.91
yolo-fastestv2 min = 6.28 max = 11.22 avg = 8.00
vision_transformer min = 968.62 max = 1063.47 avg = 1019.12
FastestDet min = 6.14 max = 11.92 avg = 7.85
rock@rock-5b:~/ncnn/build/benchmark$ ./benchncnn 10 4 2 -1 0
loop_count = 10
num_threads = 4
powersave = 2
gpu_device = -1
cooling_down = 0
squeezenet min = 6.78 max = 7.27 avg = 7.07
squeezenet_int8 min = 4.58 max = 4.73 avg = 4.63
mobilenet min = 5.67 max = 5.78 avg = 5.72
mobilenet_int8 min = 5.01 max = 5.20 avg = 5.15
mobilenet_v2 min = 5.44 max = 5.76 avg = 5.50
mobilenet_v3 min = 4.67 max = 5.03 avg = 4.74
shufflenet min = 4.22 max = 4.30 avg = 4.27
shufflenet_v2 min = 3.48 max = 3.60 avg = 3.53
mnasnet min = 4.52 max = 4.83 avg = 4.61
proxylessnasnet min = 5.44 max = 6.01 avg = 5.56
efficientnet_b0 min = 8.33 max = 8.52 avg = 8.41
efficientnetv2_b0 min = 12.95 max = 13.08 avg = 13.02
regnety_400m min = 8.60 max = 8.73 avg = 8.66
blazeface min = 1.86 max = 1.95 avg = 1.90
googlenet min = 16.58 max = 16.85 avg = 16.65
googlenet_int8 min = 16.99 max = 17.13 avg = 17.06
resnet18 min = 14.98 max = 15.30 avg = 15.08
resnet18_int8 min = 20.10 max = 20.22 avg = 20.15
alexnet min = 19.78 max = 20.21 avg = 19.87
vgg16 min = 66.35 max = 94.16 avg = 75.24
vgg16_int8 min = 131.02 max = 131.98 avg = 131.51
resnet50 min = 28.07 max = 28.78 avg = 28.28
resnet50_int8 min = 33.56 max = 35.53 avg = 33.84
squeezenet_ssd min = 16.40 max = 16.80 avg = 16.49
squeezenet_ssd_int8 min = 18.64 max = 19.00 avg = 18.76
mobilenet_ssd min = 13.66 max = 13.78 avg = 13.72
mobilenet_ssd_int8 min = 11.23 max = 11.42 avg = 11.33
mobilenet_yolo min = 30.76 max = 31.03 avg = 30.86
mobilenetv2_yolov3 min = 19.28 max = 21.07 avg = 20.30
yolov4-tiny min = 33.44 max = 37.68 avg = 34.70
nanodet_m min = 8.28 max = 8.55 avg = 8.38
yolo-fastest-1.1 min = 4.30 max = 4.40 avg = 4.34
yolo-fastestv2 min = 4.07 max = 4.18 avg = 4.13
vision_transformer min = 815.67 max = 819.27 avg = 817.49
FastestDet min = 4.34 max = 7.47 avg = 5.18
- OS: Ubuntu 20.04.6 LTS x86_64
- CPU: Intel(R) Xeon(R) Platinum 8124M CPU @ 3.00GHz
- Compiler: gcc version 9.4.0 (Ubuntu 9.4.0-1ubuntu1~20.04.2)
- ncnn tag: 20240102
loop_count = 4
num_threads = 8
powersave = 2
gpu_device = -1
cooling_down = 1
squeezenet min = 3.31 max = 3.33 avg = 3.32
squeezenet_int8 min = 3.87 max = 4.34 avg = 4.07
mobilenet min = 3.12 max = 3.20 avg = 3.17
mobilenet_int8 min = 3.32 max = 3.45 avg = 3.38
mobilenet_v2 min = 4.23 max = 4.43 avg = 4.33
mobilenet_v3 min = 3.82 max = 3.92 avg = 3.87
shufflenet min = 3.67 max = 3.72 avg = 3.69
shufflenet_v2 min = 4.08 max = 4.22 avg = 4.15
mnasnet min = 3.62 max = 3.69 avg = 3.64
proxylessnasnet min = 4.29 max = 4.59 avg = 4.37
efficientnet_b0 min = 5.32 max = 5.64 avg = 5.50
efficientnetv2_b0 min = 6.81 max = 6.88 avg = 6.85
regnety_400m min = 9.71 max = 9.77 avg = 9.74
blazeface min = 1.71 max = 2.57 avg = 2.10
googlenet min = 10.00 max = 10.09 avg = 10.05
googlenet_int8 min = 8.76 max = 8.79 avg = 8.77
resnet18 min = 6.55 max = 6.91 avg = 6.70
resnet18_int8 min = 5.63 max = 5.95 avg = 5.81
alexnet min = 4.88 max = 4.91 avg = 4.89
vgg16 min = 36.99 max = 37.04 avg = 37.01
vgg16_int8 min = 28.13 max = 28.57 avg = 28.31
resnet50 min = 13.99 max = 14.13 avg = 14.06
resnet50_int8 min = 12.49 max = 12.56 avg = 12.53
squeezenet_ssd min = 9.93 max = 10.04 avg = 9.98
squeezenet_ssd_int8 min = 9.51 max = 9.70 avg = 9.59
mobilenet_ssd min = 6.60 max = 6.63 avg = 6.61
mobilenet_ssd_int8 min = 6.95 max = 7.10 avg = 7.02
mobilenet_yolo min = 18.28 max = 18.44 avg = 18.35
mobilenetv2_yolov3 min = 13.26 max = 13.39 avg = 13.32
yolov4-tiny min = 25.14 max = 25.58 avg = 25.37
nanodet_m min = 7.71 max = 7.77 avg = 7.75
yolo-fastest-1.1 min = 4.69 max = 4.96 avg = 4.81
yolo-fastestv2 min = 4.84 max = 5.17 avg = 5.01
vision_transformer min = 139.34 max = 140.38 avg = 139.96
FastestDet min = 4.95 max = 5.12 avg = 5.06
- Host OS: Microsoft Windows 11 Enterprise (10.0.22621.1635)
- Guest OS: openSUSE Tumbleweed x86_64 20230507
- Mesa 3D source tree: https://gitlab.freedesktop.org/mesa/mesa/-/tree/ce6430067613e3e64cabf79918a3d96122b0c4c4
- Mesa 3D configuration command
meson --prefix="${PWD}/build/install" -D gallium-drivers=swrast,d3d12 -D vulkan-drivers=swrast,microsoft-experimental build/
- ncnn configuration command
cmake -DNCNN_VULKAN=ON -DNCNN_BUILD_TESTS=ON ..
mouri@MouriVM-openSUSE:~/Workspace/ncnn/benchmark> VK_ICD_FILENAMES=/home/mouri/Workspace/mesa/build/install/share/vulkan/icd.d/dzn_icd.x86_64.json ./../build/benchmark/benchncnn 10 1 0 0 0
WARNING: dzn is not a conformant Vulkan implementation, testing use only.
WARNING: dzn is not a conformant Vulkan implementation, testing use only.
[0 Microsoft Direct3D12 (NVIDIA GeForce RTX 3070 Laptop GPU)] queueC=1[8] queueG=0[4] queueT=2[1]
[0 Microsoft Direct3D12 (NVIDIA GeForce RTX 3070 Laptop GPU)] bugsbn1=0 bugbilz=0 bugcopc=0 bugihfa=0
[0 Microsoft Direct3D12 (NVIDIA GeForce RTX 3070 Laptop GPU)] fp16-p/s/a=1/1/1 int8-p/s/a=1/0/0
[0 Microsoft Direct3D12 (NVIDIA GeForce RTX 3070 Laptop GPU)] subgroup=32 basic=1 vote=1 ballot=1 shuffle=1
[1 Microsoft Direct3D12 (Intel(R) UHD Graphics)] queueC=1[8] queueG=0[4] queueT=2[1]
[1 Microsoft Direct3D12 (Intel(R) UHD Graphics)] bugsbn1=0 bugbilz=0 bugcopc=0 bugihfa=0
[1 Microsoft Direct3D12 (Intel(R) UHD Graphics)] fp16-p/s/a=1/1/1 int8-p/s/a=1/0/0
[1 Microsoft Direct3D12 (Intel(R) UHD Graphics)] subgroup=16 basic=1 vote=1 ballot=1 shuffle=1
loop_count = 10
num_threads = 1
powersave = 0
gpu_device = 0
cooling_down = 0
squeezenet min = 52.30 max = 65.51 avg = 56.65
squeezenet_int8 min = 14.53 max = 15.55 avg = 14.88
mobilenet min = 37.42 max = 52.07 avg = 42.48
mobilenet_int8 min = 19.01 max = 19.82 avg = 19.46
mobilenet_v2 min = 55.34 max = 73.39 avg = 63.94
mobilenet_v3 min = 97.02 max = 123.14 avg = 109.90
shufflenet min = 72.75 max = 100.26 avg = 88.26
shufflenet_v2 min = 93.34 max = 119.64 avg = 105.76
mnasnet min = 63.49 max = 74.11 avg = 69.05
proxylessnasnet min = 65.87 max = 83.87 avg = 76.33
efficientnet_b0 min = 162.86 max = 210.51 avg = 184.03
efficientnetv2_b0 min = 200.88 max = 220.40 avg = 210.85
regnety_400m min = 106.92 max = 134.68 avg = 123.04
blazeface min = 58.64 max = 66.50 avg = 60.54
googlenet min = 117.34 max = 145.28 avg = 134.84
googlenet_int8 min = 62.50 max = 65.07 avg = 63.44
resnet18 min = 67.30 max = 92.40 avg = 80.23
resnet18_int8 min = 56.09 max = 58.40 avg = 56.97
alexnet min = 29.94 max = 47.51 avg = 38.83
vgg16 min = 59.72 max = 73.08 avg = 65.46
vgg16_int8 min = 136.35 max = 148.39 avg = 143.96
resnet50 min = 115.92 max = 152.34 avg = 129.64
resnet50_int8 min = 93.86 max = 101.51 avg = 97.96
squeezenet_ssd min = 139.82 max = 149.15 avg = 144.78
squeezenet_ssd_int8 min = 32.09 max = 35.96 avg = 33.41
mobilenet_ssd min = 88.14 max = 102.62 avg = 97.79
mobilenet_ssd_int8 min = 33.93 max = 36.42 avg = 34.41
mobilenet_yolo min = 52.22 max = 65.25 avg = 58.81
mobilenetv2_yolov3 min = 75.09 max = 94.12 avg = 85.23
yolov4-tiny min = 73.27 max = 88.69 avg = 81.44
nanodet_m min = 110.98 max = 150.70 avg = 127.60
yolo-fastest-1.1 min = 104.72 max = 135.40 avg = 116.92
yolo-fastestv2 min = 113.84 max = 142.19 avg = 128.24
vision_transformer min = 412.19 max = 474.25 avg = 444.15
FastestDet min = 96.31 max = 131.51 avg = 117.27
mouri@MouriVM-openSUSE:~/Workspace/ncnn/benchmark> VK_ICD_FILENAMES=/home/mouri/Workspace/mesa/build/install/share/vulkan/icd.d/dzn_icd.x86_64.json ./../build/benchmark/benchncnn 10 1 0 1 0
WARNING: dzn is not a conformant Vulkan implementation, testing use only.
WARNING: dzn is not a conformant Vulkan implementation, testing use only.
[0 Microsoft Direct3D12 (NVIDIA GeForce RTX 3070 Laptop GPU)] queueC=1[8] queueG=0[4] queueT=2[1]
[0 Microsoft Direct3D12 (NVIDIA GeForce RTX 3070 Laptop GPU)] bugsbn1=0 bugbilz=0 bugcopc=0 bugihfa=0
[0 Microsoft Direct3D12 (NVIDIA GeForce RTX 3070 Laptop GPU)] fp16-p/s/a=1/1/1 int8-p/s/a=1/0/0
[0 Microsoft Direct3D12 (NVIDIA GeForce RTX 3070 Laptop GPU)] subgroup=32 basic=1 vote=1 ballot=1 shuffle=1
[1 Microsoft Direct3D12 (Intel(R) UHD Graphics)] queueC=1[8] queueG=0[4] queueT=2[1]
[1 Microsoft Direct3D12 (Intel(R) UHD Graphics)] bugsbn1=0 bugbilz=0 bugcopc=0 bugihfa=0
[1 Microsoft Direct3D12 (Intel(R) UHD Graphics)] fp16-p/s/a=1/1/1 int8-p/s/a=1/0/0
[1 Microsoft Direct3D12 (Intel(R) UHD Graphics)] subgroup=16 basic=1 vote=1 ballot=1 shuffle=1
loop_count = 10
num_threads = 1
powersave = 0
gpu_device = 1
cooling_down = 0
squeezenet min = 36.86 max = 62.04 avg = 44.48
squeezenet_int8 min = 15.31 max = 16.14 avg = 15.63
mobilenet min = 30.79 max = 34.67 avg = 32.95
mobilenet_int8 min = 19.23 max = 19.72 avg = 19.42
mobilenet_v2 min = 36.56 max = 40.53 avg = 38.20
mobilenet_v3 min = 52.11 max = 61.72 avg = 56.58
shufflenet min = 41.50 max = 74.61 avg = 49.24
shufflenet_v2 min = 44.49 max = 52.30 avg = 49.04
mnasnet min = 35.66 max = 43.45 avg = 37.98
proxylessnasnet min = 41.27 max = 47.63 avg = 43.63
efficientnet_b0 min = 67.66 max = 80.88 avg = 73.64
efficientnetv2_b0 min = 111.10 max = 156.52 avg = 126.70
regnety_400m min = 62.66 max = 89.16 avg = 68.99
blazeface min = 24.86 max = 33.52 avg = 26.91
googlenet min = 70.55 max = 84.22 avg = 75.19
googlenet_int8 min = 58.78 max = 64.81 avg = 62.99
resnet18 min = 44.17 max = 49.37 avg = 46.73
resnet18_int8 min = 59.99 max = 66.91 avg = 62.35
alexnet min = 41.54 max = 57.16 avg = 44.30
vgg16 min = 138.74 max = 165.03 avg = 146.90
vgg16_int8 min = 135.36 max = 165.89 avg = 142.61
resnet50 min = 97.46 max = 107.18 avg = 100.89
resnet50_int8 min = 92.90 max = 100.45 avg = 95.91
squeezenet_ssd min = 72.27 max = 90.71 avg = 76.09
squeezenet_ssd_int8 min = 34.66 max = 40.46 avg = 36.58
mobilenet_ssd min = 59.90 max = 68.74 avg = 62.40
mobilenet_ssd_int8 min = 37.02 max = 38.59 avg = 37.82
mobilenet_yolo min = 73.19 max = 80.40 avg = 76.42
mobilenetv2_yolov3 min = 58.56 max = 66.71 avg = 62.02
yolov4-tiny min = 63.75 max = 84.29 avg = 69.54
nanodet_m min = 54.66 max = 67.89 avg = 60.82
yolo-fastest-1.1 min = 40.89 max = 51.03 avg = 43.15
yolo-fastestv2 min = 50.43 max = 77.46 avg = 60.66
vision_transformer min = 1330.82 max = 1388.73 avg = 1354.10
FastestDet min = 85.75 max = 112.67 avg = 98.62
mouri@MouriVM-openSUSE:~/Workspace/ncnn/benchmark> VK_ICD_FILENAMES=/home/mouri/Workspace/mesa/build/install/share/vulkan/icd.d/dzn_icd.x86_64.json ./../build/benchmark/benchncnn 10 1 0 -1 0
loop_count = 10
num_threads = 1
powersave = 0
gpu_device = -1
cooling_down = 0
squeezenet min = 6.30 max = 10.16 avg = 8.21
squeezenet_int8 min = 14.53 max = 14.94 avg = 14.67
mobilenet min = 10.71 max = 11.26 avg = 10.91
mobilenet_int8 min = 17.66 max = 18.46 avg = 17.91
mobilenet_v2 min = 7.74 max = 8.05 avg = 7.89
mobilenet_v3 min = 6.25 max = 6.70 avg = 6.38
shufflenet min = 3.78 max = 7.87 avg = 5.37
shufflenet_v2 min = 4.19 max = 7.83 avg = 5.25
mnasnet min = 7.29 max = 7.61 avg = 7.44
proxylessnasnet min = 8.10 max = 8.43 avg = 8.24
efficientnet_b0 min = 11.77 max = 12.66 avg = 12.06
efficientnetv2_b0 min = 13.80 max = 15.02 avg = 14.11
regnety_400m min = 10.09 max = 10.26 avg = 10.17
blazeface min = 1.24 max = 4.02 avg = 2.45
googlenet min = 24.05 max = 25.78 avg = 24.64
googlenet_int8 min = 58.75 max = 62.45 avg = 59.54
resnet18 min = 20.31 max = 21.48 avg = 20.74
resnet18_int8 min = 53.82 max = 55.27 avg = 54.43
alexnet min = 17.37 max = 18.69 avg = 17.66
vgg16 min = 114.49 max = 117.62 avg = 115.96
vgg16_int8 min = 133.82 max = 144.40 avg = 137.07
resnet50 min = 54.40 max = 58.74 avg = 55.54
resnet50_int8 min = 92.95 max = 104.71 avg = 99.18
squeezenet_ssd min = 17.30 max = 18.65 avg = 17.71
squeezenet_ssd_int8 min = 32.27 max = 33.88 avg = 32.82
mobilenet_ssd min = 24.01 max = 25.94 avg = 25.02
mobilenet_ssd_int8 min = 34.68 max = 36.09 avg = 35.43
mobilenet_yolo min = 53.32 max = 63.48 avg = 56.58
mobilenetv2_yolov3 min = 30.06 max = 34.24 avg = 31.46
yolov4-tiny min = 41.49 max = 43.55 avg = 42.50
nanodet_m min = 10.24 max = 11.08 avg = 10.43
yolo-fastest-1.1 min = 3.85 max = 8.34 avg = 5.40
yolo-fastestv2 min = 4.33 max = 7.61 avg = 6.01
vision_transformer min = 556.38 max = 599.49 avg = 567.98
FastestDet min = 4.20 max = 11.37 avg = 6.51
mouri@MouriVM-openSUSE:~/Workspace/ncnn/benchmark>
- Host OS: Microsoft Windows 10 Enterprise LTSC 2021 (10.0.19044.2846)
- Guest OS: openSUSE Tumbleweed x86_64 20230507
- Mesa 3D source tree: https://gitlab.freedesktop.org/mesa/mesa/-/tree/ce6430067613e3e64cabf79918a3d96122b0c4c4
- Mesa 3D configuration command
meson --prefix="${PWD}/build/install" -D gallium-drivers=swrast,d3d12 -D vulkan-drivers=swrast,microsoft-experimental build/
- ncnn configuration command
cmake -DNCNN_VULKAN=ON -DNCNN_BUILD_TESTS=ON ..
mouri@MouriVM-openSUSE:~/Workspace/ncnn/benchmark> VK_ICD_FILENAMES=/home/mouri/Workspace/mesa/build/install/share/vulkan/icd.d/dzn_icd.x86_64.json ./../build/benchmark/benchncnn 10 1 0 0 0
WARNING: dzn is not a conformant Vulkan implementation, testing use only.
[0 Microsoft Direct3D12 (NVIDIA GeForce GTX 1050 Ti)] queueC=1[8] queueG=0[4] queueT=2[1]
[0 Microsoft Direct3D12 (NVIDIA GeForce GTX 1050 Ti)] bugsbn1=0 bugbilz=0 bugcopc=0 bugihfa=0
[0 Microsoft Direct3D12 (NVIDIA GeForce GTX 1050 Ti)] fp16-p/s/a=1/0/0 int8-p/s/a=1/0/0
[0 Microsoft Direct3D12 (NVIDIA GeForce GTX 1050 Ti)] subgroup=32 basic=1 vote=1 ballot=1 shuffle=1
loop_count = 10
num_threads = 1
powersave = 0
gpu_device = 0
cooling_down = 0
squeezenet min = 53.80 max = 64.22 avg = 59.91
squeezenet_int8 min = 23.21 max = 25.98 avg = 24.44
mobilenet min = 47.63 max = 55.22 avg = 49.79
mobilenet_int8 min = 23.27 max = 25.05 avg = 23.77
mobilenet_v2 min = 58.17 max = 83.14 avg = 68.48
mobilenet_v3 min = 92.14 max = 114.74 avg = 101.66
shufflenet min = 75.96 max = 106.54 avg = 89.64
shufflenet_v2 min = 90.66 max = 114.69 avg = 103.25
mnasnet min = 58.40 max = 85.74 avg = 67.75
proxylessnasnet min = 66.73 max = 84.82 avg = 77.73
efficientnet_b0 min = 134.28 max = 164.39 avg = 155.40
efficientnetv2_b0 min = 171.97 max = 220.43 avg = 198.26
regnety_400m min = 124.15 max = 145.61 avg = 135.99
blazeface min = 53.18 max = 72.10 avg = 60.21
googlenet min = 119.34 max = 159.93 avg = 134.71
googlenet_int8 min = 96.71 max = 102.44 avg = 98.57
resnet18 min = 68.14 max = 89.99 avg = 80.76
resnet18_int8 min = 88.07 max = 108.62 avg = 91.09
alexnet min = 44.12 max = 51.57 avg = 48.09
vgg16 min = 88.49 max = 99.87 avg = 93.42
vgg16_int8 min = 196.17 max = 211.99 avg = 201.27
resnet50 min = 115.36 max = 138.65 avg = 125.57
resnet50_int8 min = 138.15 max = 148.55 avg = 141.08
squeezenet_ssd min = 138.42 max = 168.49 avg = 155.66
squeezenet_ssd_int8 min = 46.01 max = 47.83 avg = 46.85
mobilenet_ssd min = 82.39 max = 134.74 avg = 101.22
mobilenet_ssd_int8 min = 45.53 max = 46.67 avg = 45.96
mobilenet_yolo min = 70.39 max = 87.83 avg = 80.01
mobilenetv2_yolov3 min = 75.71 max = 90.59 avg = 84.04
yolov4-tiny min = 72.16 max = 87.76 avg = 76.81
nanodet_m min = 98.27 max = 129.60 avg = 112.34
yolo-fastest-1.1 min = 101.01 max = 118.45 avg = 106.47
yolo-fastestv2 min = 109.89 max = 137.23 avg = 123.97
vision_transformer min = 688.60 max = 750.54 avg = 723.30
FastestDet min = 104.16 max = 139.23 avg = 123.75
mouri@MouriVM-openSUSE:~/Workspace/ncnn/benchmark> VK_ICD_FILENAMES=/home/mouri/Workspace/mesa/build/install/share/vulkan/icd.d/dzn_icd.x86_64.json ./../build/benchmark/benchncnn 10 1 0 -1 0
loop_count = 10
num_threads = 1
powersave = 0
gpu_device = -1
cooling_down = 0
squeezenet min = 8.90 max = 9.48 avg = 9.15
squeezenet_int8 min = 22.54 max = 24.13 avg = 22.85
mobilenet min = 14.85 max = 16.15 avg = 15.18
mobilenet_int8 min = 23.56 max = 23.98 avg = 23.74
mobilenet_v2 min = 11.03 max = 11.73 avg = 11.22
mobilenet_v3 min = 8.61 max = 9.29 avg = 8.79
shufflenet min = 5.26 max = 5.96 avg = 5.42
shufflenet_v2 min = 5.56 max = 7.06 avg = 5.82
mnasnet min = 10.46 max = 11.04 avg = 10.68
proxylessnasnet min = 12.18 max = 12.55 avg = 12.33
efficientnet_b0 min = 22.46 max = 23.15 avg = 22.86
efficientnetv2_b0 min = 23.33 max = 23.80 avg = 23.55
regnety_400m min = 13.03 max = 14.25 avg = 13.28
blazeface min = 1.49 max = 1.95 avg = 1.61
googlenet min = 35.26 max = 46.31 avg = 39.63
googlenet_int8 min = 96.25 max = 98.15 avg = 96.93
resnet18 min = 29.34 max = 31.00 avg = 29.92
resnet18_int8 min = 87.84 max = 89.85 avg = 88.73
alexnet min = 22.91 max = 23.87 avg = 23.18
vgg16 min = 151.26 max = 174.79 avg = 155.94
vgg16_int8 min = 193.66 max = 210.63 avg = 199.14
resnet50 min = 74.89 max = 77.27 avg = 75.91
resnet50_int8 min = 136.59 max = 162.13 avg = 141.22
squeezenet_ssd min = 24.48 max = 34.00 avg = 26.19
squeezenet_ssd_int8 min = 46.31 max = 48.87 avg = 47.09
mobilenet_ssd min = 31.56 max = 34.45 avg = 32.50
mobilenet_ssd_int8 min = 45.15 max = 46.53 avg = 45.93
mobilenet_yolo min = 72.09 max = 78.05 avg = 74.31
mobilenetv2_yolov3 min = 40.44 max = 41.54 avg = 40.86
yolov4-tiny min = 56.73 max = 60.59 avg = 57.93
nanodet_m min = 13.22 max = 19.28 avg = 14.65
yolo-fastest-1.1 min = 5.47 max = 5.70 avg = 5.58
yolo-fastestv2 min = 5.68 max = 7.20 avg = 5.88
vision_transformer min = 600.83 max = 666.35 avg = 617.33
FastestDet min = 6.05 max = 6.72 avg = 6.23
E:\github\ncnn\build-ncnn-vs2019\benchmark\Release>benchncnn.exe 100 16 0 -1 0
loop_count = 100
num_threads = 16
powersave = 0
gpu_device = -1
cooling_down = 0
squeezenet min = 2.68 max = 3.10 avg = 2.77
squeezenet_int8 min = 3.57 max = 4.72 avg = 4.04
mobilenet min = 3.09 max = 5.44 avg = 3.38
mobilenet_int8 min = 2.36 max = 3.40 avg = 2.74
mobilenet_v2 min = 4.24 max = 4.81 avg = 4.40
mobilenet_v3 min = 3.46 max = 3.93 avg = 3.58
shufflenet min = 3.21 max = 4.54 avg = 4.01
shufflenet_v2 min = 2.99 max = 4.49 avg = 3.34
mnasnet min = 3.62 max = 4.31 avg = 3.83
proxylessnasnet min = 4.06 max = 5.70 avg = 4.23
efficientnet_b0 min = 5.60 max = 6.55 avg = 5.81
efficientnetv2_b0 min = 6.83 max = 8.82 avg = 7.12
regnety_400m min = 8.02 max = 9.75 avg = 8.34
blazeface min = 1.34 max = 1.77 avg = 1.46
googlenet min = 11.62 max = 15.95 avg = 12.70
googlenet_int8 min = 7.43 max = 10.06 avg = 7.92
resnet18 min = 8.39 max = 10.39 avg = 9.04
resnet18_int8 min = 6.23 max = 8.64 avg = 6.75
alexnet min = 7.78 max = 12.51 avg = 8.51
vgg16 min = 53.85 max = 63.39 avg = 56.36
vgg16_int8 min = 35.61 max = 46.94 avg = 38.08
resnet50 min = 18.55 max = 24.46 avg = 19.81
resnet50_int8 min = 11.95 max = 23.21 avg = 13.51
squeezenet_ssd min = 10.01 max = 13.16 avg = 10.69
squeezenet_ssd_int8 min = 9.29 max = 14.02 avg = 10.47
mobilenet_ssd min = 6.38 max = 10.26 avg = 7.15
mobilenet_ssd_int8 min = 4.69 max = 6.98 avg = 5.42
mobilenet_yolo min = 17.63 max = 22.59 avg = 19.45
mobilenetv2_yolov3 min = 11.79 max = 15.67 avg = 12.76
yolov4-tiny min = 21.53 max = 25.79 avg = 22.46
nanodet_m min = 7.16 max = 9.99 avg = 8.01
yolo-fastest-1.1 min = 3.66 max = 5.00 avg = 4.38
yolo-fastestv2 min = 3.52 max = 5.20 avg = 4.60
vision_transformer min = 67.01 max = 93.71 avg = 78.48
FastestDet min = 4.44 max = 8.62 avg = 4.69
E:\github\ncnn\build-ncnn-vs2019\benchmark\Release>benchncnn.exe 100 16 0 0 0
[0 AMD Radeon RX 6900 XT] queueC=1[2] queueG=0[1] queueT=2[2]
[0 AMD Radeon RX 6900 XT] bugsbn1=0 bugbilz=0 bugcopc=0 bugihfa=0
[0 AMD Radeon RX 6900 XT] fp16-p/s/a=1/1/1 int8-p/s/a=1/1/1
[0 AMD Radeon RX 6900 XT] subgroup=64 basic/vote/ballot/shuffle=1/1/1/1
[0 AMD Radeon RX 6900 XT] fp16-matrix-16_8_8/16_8_16/16_16_16=0/0/0
loop_count = 100
num_threads = 16
powersave = 0
gpu_device = 0
cooling_down = 0
squeezenet min = 2.19 max = 2.70 avg = 2.47
squeezenet_int8 min = 3.94 max = 4.51 avg = 4.18
mobilenet min = 2.03 max = 2.63 avg = 2.28
mobilenet_int8 min = 2.56 max = 3.34 avg = 2.69
mobilenet_v2 min = 2.29 max = 2.98 avg = 2.62
mobilenet_v3 min = 2.31 max = 3.10 avg = 2.75
shufflenet min = 1.89 max = 2.61 avg = 2.30
shufflenet_v2 min = 2.17 max = 3.04 avg = 2.59
mnasnet min = 2.19 max = 2.98 avg = 2.69
proxylessnasnet min = 2.12 max = 4.08 avg = 2.62
efficientnet_b0 min = 3.62 max = 5.27 avg = 4.21
efficientnetv2_b0 min = 6.09 max = 7.15 avg = 6.49
regnety_400m min = 2.55 max = 3.82 avg = 3.00
blazeface min = 1.93 max = 2.56 avg = 2.28
googlenet min = 3.35 max = 4.46 avg = 3.75
googlenet_int8 min = 8.02 max = 12.84 avg = 9.15
resnet18 min = 2.46 max = 3.14 avg = 2.84
resnet18_int8 min = 6.37 max = 9.15 avg = 7.30
alexnet min = 2.31 max = 2.91 avg = 2.69
vgg16 min = 4.76 max = 5.79 avg = 5.24
vgg16_int8 min = 35.94 max = 46.27 avg = 39.05
resnet50 min = 3.25 max = 4.09 avg = 3.75
resnet50_int8 min = 12.04 max = 20.53 avg = 14.61
squeezenet_ssd min = 3.03 max = 5.31 avg = 3.66
squeezenet_ssd_int8 min = 9.74 max = 13.46 avg = 10.42
mobilenet_ssd min = 2.82 max = 4.75 avg = 3.39
mobilenet_ssd_int8 min = 4.67 max = 6.76 avg = 5.30
mobilenet_yolo min = 3.01 max = 3.67 avg = 3.34
mobilenetv2_yolov3 min = 4.04 max = 6.46 avg = 4.55
yolov4-tiny min = 5.75 max = 8.05 avg = 6.52
nanodet_m min = 10.16 max = 14.97 avg = 13.11
yolo-fastest-1.1 min = 2.36 max = 3.80 avg = 2.88
yolo-fastestv2 min = 2.24 max = 3.19 avg = 2.80
vision_transformer min = 20.43 max = 25.06 avg = 21.07
FastestDet min = 2.49 max = 3.18 avg = 2.93
E:\github\ncnn\build-ncnn-vs2019\benchmark\Release>benchncnn.exe 100 16 0 0 0
[0 NVIDIA GeForce RTX 3060 Ti] queueC=2[8] queueG=0[16] queueT=1[2]
[0 NVIDIA GeForce RTX 3060 Ti] bugsbn1=0 bugbilz=0 bugcopc=0 bugihfa=0
[0 NVIDIA GeForce RTX 3060 Ti] fp16-p/s/a=1/1/1 int8-p/s/a=1/1/1
[0 NVIDIA GeForce RTX 3060 Ti] subgroup=32 basic/vote/ballot/shuffle=1/1/1/1
[0 NVIDIA GeForce RTX 3060 Ti] fp16-matrix-16_8_8/16_8_16/16_16_16=1/1/1
[1 Intel(R) UHD Graphics 770] queueC=0[1] queueG=0[1] queueT=0[1]
[1 Intel(R) UHD Graphics 770] bugsbn1=0 bugbilz=0 bugcopc=0 bugihfa=0
[1 Intel(R) UHD Graphics 770] fp16-p/s/a=1/1/1 int8-p/s/a=1/1/1
[1 Intel(R) UHD Graphics 770] subgroup=32 basic/vote/ballot/shuffle=1/1/1/1
[1 Intel(R) UHD Graphics 770] fp16-matrix-16_8_8/16_8_16/16_16_16=0/0/0
loop_count = 100
num_threads = 16
powersave = 0
gpu_device = 0
cooling_down = 0
squeezenet min = 0.80 max = 2.51 avg = 0.89
squeezenet_int8 min = 2.81 max = 3.51 avg = 2.96
mobilenet min = 0.70 max = 0.79 avg = 0.71
mobilenet_int8 min = 2.95 max = 3.44 avg = 3.03
mobilenet_v2 min = 1.09 max = 1.25 avg = 1.12
mobilenet_v3 min = 1.33 max = 2.04 avg = 1.56
shufflenet min = 1.20 max = 1.39 avg = 1.27
shufflenet_v2 min = 1.50 max = 1.66 avg = 1.57
mnasnet min = 1.11 max = 1.22 avg = 1.15
proxylessnasnet min = 1.20 max = 1.63 avg = 1.24
efficientnet_b0 min = 2.38 max = 3.21 avg = 2.61
efficientnetv2_b0 min = 9.16 max = 11.35 avg = 9.63
regnety_400m min = 1.86 max = 2.03 avg = 1.94
blazeface min = 0.70 max = 1.10 avg = 0.76
googlenet min = 2.11 max = 2.40 avg = 2.30
googlenet_int8 min = 6.91 max = 7.88 avg = 7.17
resnet18 min = 1.14 max = 1.47 avg = 1.19
resnet18_int8 min = 4.96 max = 6.82 avg = 5.40
alexnet min = 1.10 max = 1.85 avg = 1.19
vgg16 min = 2.27 max = 3.97 avg = 2.46
vgg16_int8 min = 19.02 max = 22.20 avg = 20.28
resnet50 min = 2.00 max = 2.99 avg = 2.10
resnet50_int8 min = 10.66 max = 13.30 avg = 11.29
squeezenet_ssd min = 2.74 max = 3.44 avg = 2.90
squeezenet_ssd_int8 min = 6.93 max = 7.95 avg = 7.19
mobilenet_ssd min = 1.86 max = 2.07 avg = 1.96
mobilenet_ssd_int8 min = 5.92 max = 6.48 avg = 6.09
mobilenet_yolo min = 1.65 max = 2.58 avg = 1.78
mobilenetv2_yolov3 min = 3.85 max = 4.11 avg = 3.96
yolov4-tiny min = 6.54 max = 7.05 avg = 6.69
nanodet_m min = 2.38 max = 3.28 avg = 2.72
yolo-fastest-1.1 min = 1.73 max = 2.07 avg = 1.83
yolo-fastestv2 min = 1.72 max = 1.92 avg = 1.80
vision_transformer min = 53.91 max = 56.59 avg = 55.27
FastestDet min = 1.48 max = 1.83 avg = 1.69
E:\github\ncnn\build-ncnn-vs2019\benchmark\Release>benchncnn.exe 100 16 0 1 0
[0 NVIDIA GeForce RTX 3060 Ti] queueC=2[8] queueG=0[16] queueT=1[2]
[0 NVIDIA GeForce RTX 3060 Ti] bugsbn1=0 bugbilz=0 bugcopc=0 bugihfa=0
[0 NVIDIA GeForce RTX 3060 Ti] fp16-p/s/a=1/1/1 int8-p/s/a=1/1/1
[0 NVIDIA GeForce RTX 3060 Ti] subgroup=32 basic/vote/ballot/shuffle=1/1/1/1
[0 NVIDIA GeForce RTX 3060 Ti] fp16-matrix-16_8_8/16_8_16/16_16_16=1/1/1
[1 Intel(R) UHD Graphics 770] queueC=0[1] queueG=0[1] queueT=0[1]
[1 Intel(R) UHD Graphics 770] bugsbn1=0 bugbilz=0 bugcopc=0 bugihfa=0
[1 Intel(R) UHD Graphics 770] fp16-p/s/a=1/1/1 int8-p/s/a=1/1/1
[1 Intel(R) UHD Graphics 770] subgroup=32 basic/vote/ballot/shuffle=1/1/1/1
[1 Intel(R) UHD Graphics 770] fp16-matrix-16_8_8/16_8_16/16_16_16=0/0/0
loop_count = 100
num_threads = 16
powersave = 0
gpu_device = 1
cooling_down = 0
squeezenet min = 3.11 max = 4.47 avg = 3.45
squeezenet_int8 min = 1.89 max = 2.84 avg = 2.23
mobilenet min = 4.98 max = 5.67 avg = 5.18
mobilenet_int8 min = 2.54 max = 3.17 avg = 2.98
mobilenet_v2 min = 4.03 max = 4.89 avg = 4.37
mobilenet_v3 min = 4.45 max = 5.68 avg = 4.86
shufflenet min = 3.42 max = 4.42 avg = 3.79
shufflenet_v2 min = 3.00 max = 4.01 avg = 3.30
mnasnet min = 4.21 max = 5.12 avg = 4.51
proxylessnasnet min = 4.62 max = 5.64 avg = 4.90
efficientnet_b0 min = 7.82 max = 8.63 avg = 8.10
efficientnetv2_b0 min = 34.52 max = 36.34 avg = 35.29
regnety_400m min = 6.07 max = 7.31 avg = 6.44
blazeface min = 1.54 max = 1.67 avg = 1.59
googlenet min = 11.53 max = 12.64 avg = 11.89
googlenet_int8 min = 13.71 max = 15.52 avg = 14.38
resnet18 min = 10.75 max = 12.94 avg = 11.07
resnet18_int8 min = 9.04 max = 11.05 avg = 9.53
alexnet min = 13.64 max = 14.37 avg = 13.98
vgg16 min = 38.53 max = 40.16 avg = 39.22
vgg16_int8 min = 16.04 max = 21.16 avg = 19.35
resnet50 min = 25.61 max = 28.22 avg = 26.62
resnet50_int8 min = 7.72 max = 12.83 avg = 10.29
squeezenet_ssd min = 10.34 max = 15.88 avg = 14.75
squeezenet_ssd_int8 min = 4.63 max = 7.13 avg = 5.66
mobilenet_ssd min = 11.35 max = 13.06 avg = 12.44
mobilenet_ssd_int8 min = 4.21 max = 6.31 avg = 5.32
mobilenet_yolo min = 20.14 max = 22.92 avg = 21.94
mobilenetv2_yolov3 min = 12.58 max = 14.88 avg = 14.21
yolov4-tiny min = 20.62 max = 25.58 avg = 24.39
nanodet_m min = 7.75 max = 12.49 avg = 11.42
yolo-fastest-1.1 min = 3.68 max = 6.49 avg = 5.54
yolo-fastestv2 min = 4.32 max = 5.39 avg = 4.51
vision_transformer min = 796.51 max = 805.29 avg = 802.39
FastestDet min = 2.89 max = 4.83 avg = 3.95
E:\github\ncnn\build-ncnn-vs2019\benchmark\Release>benchncnn.exe 100 16 0 -1 0
loop_count = 100
num_threads = 16
powersave = 0
gpu_device = -1
cooling_down = 0
squeezenet min = 1.69 max = 2.63 avg = 2.12
squeezenet_int8 min = 1.83 max = 3.03 avg = 2.26
mobilenet min = 1.69 max = 2.64 avg = 2.24
mobilenet_int8 min = 2.47 max = 3.06 avg = 2.84
mobilenet_v2 min = 1.94 max = 3.47 avg = 2.47
mobilenet_v3 min = 1.49 max = 2.74 avg = 1.87
shufflenet min = 1.57 max = 3.00 avg = 1.82
shufflenet_v2 min = 1.41 max = 1.72 avg = 1.51
mnasnet min = 1.73 max = 2.94 avg = 2.13
proxylessnasnet min = 2.08 max = 3.31 avg = 2.69
efficientnet_b0 min = 3.20 max = 4.99 avg = 3.78
efficientnetv2_b0 min = 3.51 max = 5.16 avg = 4.08
regnety_400m min = 4.51 max = 10.29 avg = 6.18
blazeface min = 0.52 max = 0.92 avg = 0.59
googlenet min = 5.49 max = 7.48 avg = 6.26
googlenet_int8 min = 4.83 max = 7.54 avg = 5.90
resnet18 min = 4.05 max = 6.61 avg = 4.83
resnet18_int8 min = 3.77 max = 5.70 avg = 4.57
alexnet min = 3.60 max = 5.09 avg = 4.26
vgg16 min = 25.19 max = 28.79 avg = 26.81
vgg16_int8 min = 17.52 max = 21.79 avg = 19.80
resnet50 min = 9.23 max = 13.15 avg = 11.34
resnet50_int8 min = 7.77 max = 12.00 avg = 10.18
squeezenet_ssd min = 4.33 max = 6.73 avg = 4.96
squeezenet_ssd_int8 min = 4.77 max = 7.62 avg = 5.71
mobilenet_ssd min = 3.70 max = 6.43 avg = 4.53
mobilenet_ssd_int8 min = 4.16 max = 6.53 avg = 5.38
mobilenet_yolo min = 11.27 max = 14.93 avg = 12.90
mobilenetv2_yolov3 min = 7.41 max = 11.52 avg = 9.11
yolov4-tiny min = 12.05 max = 18.96 avg = 14.15
nanodet_m min = 3.39 max = 5.77 avg = 4.07
yolo-fastest-1.1 min = 1.95 max = 3.85 avg = 2.30
yolo-fastestv2 min = 1.91 max = 3.52 avg = 2.27
vision_transformer min = 79.50 max = 99.93 avg = 88.91
FastestDet min = 1.92 max = 2.72 avg = 2.19
- Platform: Xunlei OneCloud (玩客云)
- OS: Armbian buster (20.12) armv7l
- Compiler: gcc version 8.3.0 (Debian 8.3.0-6)
- ncnn tag: 20240102
mizu-bai@aml-s812:~/ncnn-20240102/benchmark$ ../build/benchmark/benchncnn
loop_count = 4
num_threads = 4
powersave = 2
gpu_device = -1
cooling_down = 1
squeezenet min = 376.45 max = 445.48 avg = 408.08
squeezenet_int8 min = 247.06 max = 340.34 avg = 281.40
mobilenet min = 696.71 max = 745.63 avg = 718.49
mobilenet_int8 min = 355.78 max = 472.06 avg = 401.17
mobilenet_v2 min = 428.86 max = 491.25 avg = 458.45
mobilenet_v3 min = 361.78 max = 425.90 avg = 396.94
shufflenet min = 245.90 max = 333.41 avg = 293.46
shufflenet_v2 min = 210.69 max = 329.51 avg = 260.73
mnasnet min = 418.49 max = 493.40 avg = 448.95
proxylessnasnet min = 542.20 max = 566.65 avg = 554.75
efficientnet_b0 min = 727.72 max = 785.47 avg = 750.72
efficientnetv2_b0 min = 805.70 max = 874.57 avg = 843.87
regnety_400m min = 627.74 max = 686.57 avg = 660.60
blazeface min = 62.14 max = 121.32 avg = 82.10
googlenet min = 1295.31 max = 1411.88 avg = 1342.26
googlenet_int8 min = 796.39 max = 860.28 avg = 823.76
resnet18 min = 1076.93 max = 1125.12 avg = 1099.37
resnet18_int8 min = 587.12 max = 634.97 avg = 605.29
alexnet min = 701.70 max = 729.68 avg = 718.99
vgg16 min = 5584.13 max = 5748.84 avg = 5660.70
vgg16_int8 min = 3107.89 max = 3138.78 avg = 3121.28
resnet50 min = 3378.84 max = 3461.61 avg = 3425.38
resnet50_int8 min = 2044.93 max = 2067.70 avg = 2061.38
squeezenet_ssd min = 908.77 max = 972.68 avg = 939.98
squeezenet_ssd_int8 min = 609.58 max = 703.88 avg = 662.43
mobilenet_ssd min = 1524.69 max = 1589.79 avg = 1552.12
mobilenet_ssd_int8 min = 817.70 max = 885.45 avg = 840.30
mobilenet_yolo min = 3497.13 max = 3605.83 avg = 3543.72
mobilenetv2_yolov3 min = 1734.10 max = 1824.98 avg = 1795.42
yolov4-tiny min = 2093.70 max = 2163.44 avg = 2128.30
nanodet_m min = 593.75 max = 647.03 avg = 608.03
yolo-fastest-1.1 min = 228.68 max = 318.40 avg = 265.74
yolo-fastestv2 min = 194.29 max = 258.78 avg = 219.82
vision_transformer min = 14836.43 max = 15238.27 avg = 15125.26
FastestDet min = 215.60 max = 264.69 avg = 239.85
Qualcomm SM8550-AB Snapdragon 8 Gen 2 (Kyro 3.20 GHz + 2.8 GHz x 2 + 2.80 GHz x 2 + 2.00 GHz * 3 + Adreno 740)
./benchncnn 4 1 2 -1 1
loop_count = 4
num_threads = 1
powersave = 2
gpu_device = -1
cooling_down = 1
squeezenet min = 8.44 max = 8.51 avg = 8.47
squeezenet_int8 min = 6.91 max = 7.13 avg = 7.00
mobilenet min = 15.45 max = 15.53 avg = 15.49
mobilenet_int8 min = 8.76 max = 9.03 avg = 8.88
mobilenet_v2 min = 9.52 max = 10.71 avg = 10.02
mobilenet_v3 min = 7.89 max = 8.02 avg = 7.93
shufflenet min = 5.07 max = 5.61 avg = 5.25
shufflenet_v2 min = 5.28 max = 5.41 avg = 5.37
mnasnet min = 9.52 max = 9.58 avg = 9.54
proxylessnasnet min = 11.26 max = 11.41 avg = 11.36
efficientnet_b0 min = 18.84 max = 18.91 avg = 18.88
efficientnetv2_b0 min = 28.60 max = 28.73 avg = 28.66
regnety_400m min = 12.35 max = 12.39 avg = 12.37
blazeface min = 1.83 max = 2.23 avg = 1.94
googlenet min = 32.07 max = 37.37 avg = 35.59
googlenet_int8 min = 28.50 max = 28.57 avg = 28.53
resnet18 min = 21.88 max = 22.05 avg = 21.94
resnet18_int8 min = 24.43 max = 40.52 avg = 32.04
alexnet min = 23.69 max = 24.22 avg = 23.98
vgg16 min = 91.85 max = 100.71 avg = 94.80
vgg16_int8 min = 206.66 max = 325.74 avg = 258.40
resnet50 min = 53.59 max = 54.20 avg = 53.96
resnet50_int8 min = 44.39 max = 45.11 avg = 44.74
squeezenet_ssd min = 23.80 max = 24.12 avg = 23.94
squeezenet_ssd_int8 min = 30.17 max = 30.42 avg = 30.31
mobilenet_ssd min = 33.49 max = 33.69 avg = 33.59
mobilenet_ssd_int8 min = 19.37 max = 19.76 avg = 19.56
mobilenet_yolo min = 72.63 max = 73.00 avg = 72.77
mobilenetv2_yolov3 min = 36.86 max = 37.40 avg = 37.08
yolov4-tiny min = 44.94 max = 45.46 avg = 45.22
nanodet_m min = 13.65 max = 13.99 avg = 13.82
yolo-fastest-1.1 min = 3.84 max = 3.93 avg = 3.89
yolo-fastestv2 min = 4.78 max = 4.93 avg = 4.84
vision_transformer min = 1042.50 max = 1043.06 avg = 1042.80
FastestDet min = 4.67 max = 4.75 avg = 4.70
./benchncnn 4 4 2 -1 1
loop_count = 4
num_threads = 4
powersave = 2
gpu_device = -1
cooling_down = 1
squeezenet min = 2.60 max = 2.66 avg = 2.64
squeezenet_int8 min = 2.38 max = 2.43 avg = 2.40
mobilenet min = 4.17 max = 4.25 avg = 4.21
mobilenet_int8 min = 2.59 max = 2.60 avg = 2.60
mobilenet_v2 min = 3.13 max = 3.44 avg = 3.23
mobilenet_v3 min = 2.90 max = 5.07 avg = 3.46
shufflenet min = 2.34 max = 2.44 avg = 2.38
shufflenet_v2 min = 2.06 max = 2.15 avg = 2.11
mnasnet min = 3.19 max = 3.20 avg = 3.20
proxylessnasnet min = 3.53 max = 3.61 avg = 3.57
efficientnet_b0 min = 5.72 max = 5.75 avg = 5.74
efficientnetv2_b0 min = 8.61 max = 8.67 avg = 8.64
regnety_400m min = 6.22 max = 6.27 avg = 6.25
blazeface min = 0.82 max = 0.92 avg = 0.86
googlenet min = 10.62 max = 14.39 avg = 11.59
googlenet_int8 min = 8.84 max = 8.99 avg = 8.92
resnet18 min = 6.61 max = 6.66 avg = 6.63
resnet18_int8 min = 21.41 max = 23.48 avg = 22.57
alexnet min = 8.18 max = 8.24 avg = 8.21
vgg16 min = 36.99 max = 39.65 avg = 37.75
vgg16_int8 min = 86.21 max = 89.00 avg = 86.95
resnet50 min = 18.90 max = 18.98 avg = 18.94
resnet50_int8 min = 19.18 max = 19.28 avg = 19.22
squeezenet_ssd min = 8.26 max = 8.42 avg = 8.32
squeezenet_ssd_int8 min = 21.02 max = 21.15 avg = 21.09
mobilenet_ssd min = 9.29 max = 9.42 avg = 9.34
mobilenet_ssd_int8 min = 5.85 max = 5.91 avg = 5.87
mobilenet_yolo min = 21.64 max = 21.71 avg = 21.69
mobilenetv2_yolov3 min = 11.50 max = 11.62 avg = 11.57
yolov4-tiny min = 14.91 max = 14.99 avg = 14.95
nanodet_m min = 4.93 max = 5.02 avg = 4.98
yolo-fastest-1.1 min = 2.19 max = 2.26 avg = 2.21
yolo-fastestv2 min = 2.29 max = 2.44 avg = 2.39
vision_transformer min = 242.50 max = 301.91 avg = 271.32
FastestDet min = 2.01 max = 2.12 avg = 2.05
./benchncnn 4 8 0 -1 1
loop_count = 4
num_threads = 8
powersave = 0
gpu_device = -1
cooling_down = 1
squeezenet min = 4.53 max = 6.34 avg = 5.48
squeezenet_int8 min = 5.48 max = 7.02 avg = 6.14
mobilenet min = 6.89 max = 8.44 avg = 7.61
mobilenet_int8 min = 4.89 max = 6.39 avg = 5.43
mobilenet_v2 min = 6.01 max = 7.28 avg = 6.53
mobilenet_v3 min = 4.85 max = 12.13 avg = 7.16
shufflenet min = 4.41 max = 6.20 avg = 5.25
shufflenet_v2 min = 3.50 max = 4.34 avg = 3.74
mnasnet min = 5.52 max = 7.03 avg = 6.18
proxylessnasnet min = 6.21 max = 7.76 avg = 6.94
efficientnet_b0 min = 9.49 max = 10.57 avg = 9.94
efficientnetv2_b0 min = 15.26 max = 19.50 avg = 17.42
regnety_400m min = 9.89 max = 14.30 avg = 12.02
blazeface min = 2.25 max = 3.44 avg = 2.66
googlenet min = 18.98 max = 23.38 avg = 21.07
googlenet_int8 min = 17.99 max = 20.47 avg = 19.45
resnet18 min = 34.98 max = 84.52 avg = 69.50
resnet18_int8 min = 14.58 max = 15.43 avg = 15.04
alexnet min = 13.56 max = 15.05 avg = 14.29
vgg16 min = 63.32 max = 73.69 avg = 67.01
vgg16_int8 min = 91.17 max = 99.80 avg = 94.81
resnet50 min = 32.01 max = 42.22 avg = 36.06
resnet50_int8 min = 30.16 max = 32.25 avg = 30.72
squeezenet_ssd min = 14.72 max = 21.45 avg = 17.51
squeezenet_ssd_int8 min = 18.21 max = 23.93 avg = 21.45
mobilenet_ssd min = 16.38 max = 17.92 avg = 16.97
mobilenet_ssd_int8 min = 10.15 max = 15.88 avg = 12.92
mobilenet_yolo min = 35.88 max = 37.10 avg = 36.26
mobilenetv2_yolov3 min = 21.92 max = 27.60 avg = 24.12
yolov4-tiny min = 32.03 max = 34.45 avg = 33.51
nanodet_m min = 9.49 max = 14.35 avg = 11.20
yolo-fastest-1.1 min = 3.97 max = 5.16 avg = 4.40
yolo-fastestv2 min = 5.13 max = 7.84 avg = 6.18
vision_transformer min = 364.37 max = 391.13 avg = 374.55
FastestDet min = 3.01 max = 7.36 avg = 4.76
./benchncnn 4 1 2 0 0
[0 Adreno (TM) 740] queueC=0[3] queueG=0[3] queueT=0[3]
[0 Adreno (TM) 740] bugsbn1=1 bugbilz=0 bugcopc=0 bugihfa=0
[0 Adreno (TM) 740] fp16-p/s/a=1/1/1 int8-p/s/a=1/1/1
[0 Adreno (TM) 740] subgroup=64 basic=1 vote=1 ballot=1 shuffle=1
loop_count = 4
num_threads = 1
powersave = 2
gpu_device = 0
cooling_down = 0
squeezenet min = 9.73 max = 11.72 avg = 10.55
squeezenet_int8 min = 7.21 max = 7.34 avg = 7.27
mobilenet min = 10.87 max = 13.09 avg = 12.01
mobilenet_int8 min = 8.82 max = 9.23 avg = 9.11
mobilenet_v2 min = 15.77 max = 16.21 avg = 15.96
mobilenet_v3 min = 18.04 max = 18.68 avg = 18.40
shufflenet min = 9.82 max = 11.92 avg = 10.79
shufflenet_v2 min = 14.41 max = 15.41 avg = 14.96
mnasnet min = 16.01 max = 16.43 avg = 16.27
proxylessnasnet min = 14.18 max = 16.28 avg = 15.51
efficientnet_b0 min = 36.38 max = 37.06 avg = 36.83
efficientnetv2_b0 min = 55.98 max = 66.59 avg = 59.54
regnety_400m min = 21.94 max = 22.46 avg = 22.30
blazeface min = 3.92 max = 4.47 avg = 4.08
googlenet min = 31.79 max = 35.63 avg = 33.04
googlenet_int8 min = 23.21 max = 29.38 avg = 26.60
resnet18 min = 22.61 max = 24.05 avg = 23.09
resnet18_int8 min = 24.56 max = 24.78 avg = 24.62
alexnet min = 25.98 max = 27.05 avg = 26.49
vgg16 min = 39.00 max = 39.82 avg = 39.29
vgg16_int8 min = 207.47 max = 208.56 avg = 207.90
resnet50 min = 44.07 max = 44.43 avg = 44.29
resnet50_int8 min = 44.77 max = 47.04 avg = 45.44
squeezenet_ssd min = 33.71 max = 34.27 avg = 34.09
squeezenet_ssd_int8 min = 22.53 max = 30.33 avg = 25.07
mobilenet_ssd min = 26.91 max = 28.35 avg = 27.42
mobilenet_ssd_int8 min = 19.43 max = 19.82 avg = 19.69
mobilenet_yolo min = 28.03 max = 29.19 avg = 28.65
mobilenetv2_yolov3 min = 33.54 max = 34.65 avg = 34.31
yolov4-tiny min = 49.77 max = 51.21 avg = 50.55
nanodet_m min = 17.35 max = 18.83 avg = 18.06
yolo-fastest-1.1 min = 9.45 max = 9.59 avg = 9.51
yolo-fastestv2 min = 13.13 max = 13.63 avg = 13.36
vision_transformer min = 671.13 max = 679.90 avg = 675.27
FastestDet min = 8.62 max = 9.01 avg = 8.86
./benchncnn 64 1 2 0 0
[0 Adreno (TM) 740] queueC=0[3] queueG=0[3] queueT=0[3]
[0 Adreno (TM) 740] bugsbn1=1 bugbilz=0 bugcopc=0 bugihfa=0
[0 Adreno (TM) 740] fp16-p/s/a=1/1/1 int8-p/s/a=1/1/1
[0 Adreno (TM) 740] subgroup=64 basic=1 vote=1 ballot=1 shuffle=1
loop_count = 64
num_threads = 1
powersave = 2
gpu_device = 0
cooling_down = 0
squeezenet min = 9.56 max = 12.14 avg = 11.48
squeezenet_int8 min = 6.78 max = 8.47 avg = 7.04
mobilenet min = 11.59 max = 12.90 avg = 12.44
mobilenet_int8 min = 8.69 max = 9.42 avg = 8.90
mobilenet_v2 min = 14.00 max = 16.08 avg = 15.12
mobilenet_v3 min = 16.66 max = 19.62 avg = 18.51
shufflenet min = 8.72 max = 13.02 avg = 11.86
shufflenet_v2 min = 12.82 max = 14.66 avg = 14.03
mnasnet min = 15.06 max = 17.55 avg = 16.12
proxylessnasnet min = 15.42 max = 17.28 avg = 16.59
efficientnet_b0 min = 35.96 max = 41.24 avg = 37.89
efficientnetv2_b0 min = 46.11 max = 65.75 avg = 58.52
regnety_400m min = 22.07 max = 26.40 avg = 24.43
blazeface min = 3.61 max = 6.26 avg = 4.53
googlenet min = 32.60 max = 37.05 avg = 34.55
googlenet_int8 min = 21.79 max = 30.65 avg = 24.84
resnet18 min = 19.46 max = 24.26 avg = 22.76
resnet18_int8 min = 38.09 max = 40.42 avg = 38.44
alexnet min = 20.80 max = 28.44 avg = 26.86
vgg16 min = 36.00 max = 44.01 avg = 39.18
vgg16_int8 min = 201.54 max = 209.87 avg = 207.06
resnet50 min = 42.50 max = 46.82 avg = 44.26
resnet50_int8 min = 44.63 max = 47.47 avg = 45.15
squeezenet_ssd min = 33.19 max = 36.74 avg = 34.62
squeezenet_ssd_int8 min = 22.40 max = 31.99 avg = 25.65
mobilenet_ssd min = 26.35 max = 29.79 avg = 28.09
mobilenet_ssd_int8 min = 19.15 max = 20.86 avg = 19.48
mobilenet_yolo min = 28.42 max = 31.16 avg = 29.06
mobilenetv2_yolov3 min = 33.86 max = 36.54 avg = 35.36
yolov4-tiny min = 46.51 max = 49.29 avg = 48.01
nanodet_m min = 17.14 max = 19.79 avg = 18.49
yolo-fastest-1.1 min = 9.49 max = 15.00 avg = 13.59
yolo-fastestv2 min = 11.65 max = 15.61 avg = 14.36
vision_transformer min = 650.85 max = 696.67 avg = 671.13
FastestDet min = 8.63 max = 13.12 avg = 11.39
MediaTek Dimensity 9300 (MT6989) (Cortex-X4 3.25 GHz + 2.85 GHz x 3 + Cortex-A720 2.0 GHz x 4 + Mali-G720-Immortalis MC12)
k6989v1_64:/data/local/tmp/benchmark # ../build-android/benchmark/benchncnn 8 8 0 -1 1
loop_count = 8
num_threads = 8
powersave = 0
gpu_device = -1
cooling_down = 1
squeezenet min = 1.87 max = 2.18 avg = 2.01
squeezenet_int8 min = 1.52 max = 1.98 avg = 1.77
mobilenet min = 3.02 max = 3.34 avg = 3.15
mobilenet_int8 min = 1.90 max = 2.27 avg = 2.04
mobilenet_v2 min = 2.72 max = 3.13 avg = 2.89
mobilenet_v3 min = 2.20 max = 3.82 avg = 2.78
shufflenet min = 1.97 max = 2.56 avg = 2.20
shufflenet_v2 min = 1.77 max = 2.29 avg = 1.96
mnasnet min = 2.61 max = 3.48 avg = 2.90
proxylessnasnet min = 2.72 max = 3.06 avg = 2.89
efficientnet_b0 min = 4.57 max = 5.17 avg = 4.89
efficientnetv2_b0 min = 5.24 max = 6.72 avg = 5.81
regnety_400m min = 4.94 max = 6.78 avg = 5.70
blazeface min = 0.80 max = 1.02 avg = 0.91
googlenet min = 7.76 max = 8.53 avg = 8.12
googlenet_int8 min = 5.68 max = 6.62 avg = 6.19
resnet18 min = 5.35 max = 6.06 avg = 5.61
resnet18_int8 min = 4.20 max = 4.40 avg = 4.29
alexnet min = 5.96 max = 7.30 avg = 6.77
vgg16 min = 29.27 max = 30.58 avg = 29.93
vgg16_int8 min = 26.72 max = 28.12 avg = 27.27
resnet50 min = 15.21 max = 19.16 avg = 16.09
resnet50_int8 min = 8.57 max = 9.16 avg = 8.91
squeezenet_ssd min = 6.29 max = 7.56 avg = 6.82
squeezenet_ssd_int8 min = 5.57 max = 6.96 avg = 6.12
mobilenet_ssd min = 6.90 max = 8.90 avg = 7.55
mobilenet_ssd_int8 min = 4.53 max = 5.22 avg = 4.86
mobilenet_yolo min = 16.88 max = 19.71 avg = 17.88
mobilenetv2_yolov3 min = 10.51 max = 14.19 avg = 11.95
yolov4-tiny min = 12.81 max = 16.23 avg = 14.22
nanodet_m min = 4.38 max = 5.96 avg = 5.19
yolo-fastest-1.1 min = 2.22 max = 3.08 avg = 2.73
yolo-fastestv2 min = 2.09 max = 2.73 avg = 2.41
vision_transformer min = 193.39 max = 203.13 avg = 198.32
FastestDet min = 1.98 max = 2.35 avg = 2.16
k6989v1_64:/data/local/tmp/benchmark # ../build-android/benchmark/benchncnn 8 4 2 -1 1
loop_count = 8
num_threads = 4
powersave = 2
gpu_device = -1
cooling_down = 1
squeezenet min = 2.23 max = 2.31 avg = 2.27
squeezenet_int8 min = 1.68 max = 1.73 avg = 1.70
mobilenet min = 3.76 max = 3.86 avg = 3.81
mobilenet_int8 min = 2.07 max = 2.16 avg = 2.11
mobilenet_v2 min = 2.72 max = 2.95 avg = 2.80
mobilenet_v3 min = 2.43 max = 2.51 avg = 2.47
shufflenet min = 1.78 max = 1.87 avg = 1.81
shufflenet_v2 min = 1.61 max = 1.66 avg = 1.63
mnasnet min = 2.69 max = 2.82 avg = 2.76
proxylessnasnet min = 2.95 max = 3.13 avg = 3.05
efficientnet_b0 min = 4.99 max = 5.29 avg = 5.08
efficientnetv2_b0 min = 5.73 max = 5.86 avg = 5.79
regnety_400m min = 4.97 max = 5.04 avg = 5.00
blazeface min = 1.07 max = 1.17 avg = 1.10
googlenet min = 8.51 max = 9.43 avg = 8.75
googlenet_int8 min = 6.01 max = 6.13 avg = 6.07
resnet18 min = 6.72 max = 7.04 avg = 6.95
resnet18_int8 min = 4.31 max = 4.40 avg = 4.34
alexnet min = 7.41 max = 7.71 avg = 7.57
vgg16 min = 33.77 max = 34.68 avg = 34.08
vgg16_int8 min = 32.61 max = 33.83 avg = 33.12
resnet50 min = 18.76 max = 19.53 avg = 19.05
resnet50_int8 min = 9.56 max = 9.70 avg = 9.61
squeezenet_ssd min = 6.86 max = 7.26 avg = 7.01
squeezenet_ssd_int8 min = 5.42 max = 6.17 avg = 5.64
mobilenet_ssd min = 8.38 max = 9.14 avg = 8.62
mobilenet_ssd_int8 min = 4.60 max = 4.90 avg = 4.69
mobilenet_yolo min = 19.59 max = 20.06 avg = 19.78
mobilenetv2_yolov3 min = 10.46 max = 11.01 avg = 10.70
yolov4-tiny min = 13.46 max = 14.18 avg = 13.86
nanodet_m min = 4.52 max = 4.59 avg = 4.55
yolo-fastest-1.1 min = 1.88 max = 1.94 avg = 1.91
yolo-fastestv2 min = 1.73 max = 1.79 avg = 1.76
vision_transformer min = 220.32 max = 229.49 avg = 223.92
FastestDet min = 1.67 max = 1.73 avg = 1.70
k6989v1_64:/data/local/tmp/benchmark # ../build-android/benchmark/benchncnn 8 4 1 -1 1
loop_count = 8
num_threads = 4
powersave = 1
gpu_device = -1
cooling_down = 1
squeezenet min = 3.42 max = 4.25 avg = 3.62
squeezenet_int8 min = 2.63 max = 2.78 avg = 2.73
mobilenet min = 5.66 max = 6.25 avg = 5.82
mobilenet_int8 min = 3.13 max = 5.66 avg = 3.58
mobilenet_v2 min = 4.40 max = 4.46 avg = 4.42
mobilenet_v3 min = 3.74 max = 4.07 avg = 3.94
shufflenet min = 2.77 max = 2.86 avg = 2.82
shufflenet_v2 min = 2.52 max = 2.62 avg = 2.57
mnasnet min = 4.24 max = 4.37 avg = 4.28
proxylessnasnet min = 4.65 max = 4.91 avg = 4.74
efficientnet_b0 min = 7.71 max = 10.00 avg = 8.08
efficientnetv2_b0 min = 9.24 max = 10.34 avg = 9.87
regnety_400m min = 7.87 max = 8.35 avg = 8.02
blazeface min = 2.38 max = 2.46 avg = 2.40
googlenet min = 13.21 max = 13.78 avg = 13.40
googlenet_int8 min = 10.23 max = 10.65 avg = 10.36
resnet18 min = 9.25 max = 9.68 avg = 9.49
resnet18_int8 min = 6.86 max = 6.97 avg = 6.91
alexnet min = 9.73 max = 10.53 avg = 9.97
vgg16 min = 47.43 max = 48.12 avg = 47.78
vgg16_int8 min = 47.08 max = 48.18 avg = 47.46
resnet50 min = 26.82 max = 27.14 avg = 26.99
resnet50_int8 min = 15.01 max = 15.57 avg = 15.20
squeezenet_ssd min = 9.96 max = 12.66 avg = 10.83
squeezenet_ssd_int8 min = 8.47 max = 9.26 avg = 8.88
mobilenet_ssd min = 12.54 max = 13.25 avg = 12.82
mobilenet_ssd_int8 min = 7.03 max = 10.91 avg = 7.94
mobilenet_yolo min = 29.73 max = 30.45 avg = 30.23
mobilenetv2_yolov3 min = 16.64 max = 17.71 avg = 17.13
yolov4-tiny min = 22.25 max = 22.65 avg = 22.45
nanodet_m min = 7.56 max = 7.86 avg = 7.69
yolo-fastest-1.1 min = 3.32 max = 3.45 avg = 3.39
yolo-fastestv2 min = 2.76 max = 2.96 avg = 2.84
vision_transformer min = 328.11 max = 337.26 avg = 332.12
FastestDet min = 2.66 max = 2.77 avg = 2.71
k6989v1_64:/data/local/tmp/benchmark # ../build-android/benchmark/benchncnn 8 1 2 -1 1
loop_count = 8
num_threads = 1
powersave = 2
gpu_device = -1
cooling_down = 1
squeezenet min = 5.27 max = 5.35 avg = 5.32
squeezenet_int8 min = 3.06 max = 3.22 avg = 3.16
mobilenet min = 9.59 max = 9.85 avg = 9.74
mobilenet_int8 min = 4.29 max = 4.45 avg = 4.37
mobilenet_v2 min = 5.14 max = 5.33 avg = 5.20
mobilenet_v3 min = 4.28 max = 4.54 avg = 4.42
shufflenet min = 3.18 max = 3.34 avg = 3.27
shufflenet_v2 min = 2.78 max = 3.23 avg = 3.05
mnasnet min = 5.01 max = 5.38 avg = 5.19
proxylessnasnet min = 6.11 max = 6.30 avg = 6.21
efficientnet_b0 min = 11.53 max = 11.78 avg = 11.66
efficientnetv2_b0 min = 13.88 max = 14.28 avg = 14.13
regnety_400m min = 8.11 max = 8.18 avg = 8.16
blazeface min = 0.99 max = 1.08 avg = 1.01
googlenet min = 19.68 max = 20.71 avg = 20.25
googlenet_int8 min = 13.42 max = 13.86 avg = 13.60
resnet18 min = 18.10 max = 18.84 avg = 18.53
resnet18_int8 min = 9.67 max = 10.17 avg = 9.99
alexnet min = 15.76 max = 16.35 avg = 16.03
vgg16 min = 70.22 max = 72.85 avg = 71.58
vgg16_int8 min = 76.83 max = 79.70 avg = 78.45
resnet50 min = 39.73 max = 41.24 avg = 40.30
resnet50_int8 min = 20.76 max = 21.54 avg = 21.27
squeezenet_ssd min = 12.63 max = 18.67 avg = 15.20
squeezenet_ssd_int8 min = 10.29 max = 16.13 avg = 14.13
mobilenet_ssd min = 17.21 max = 18.43 avg = 17.68
mobilenet_ssd_int8 min = 8.92 max = 9.49 avg = 9.07
mobilenet_yolo min = 37.45 max = 38.29 avg = 37.88
mobilenetv2_yolov3 min = 19.18 max = 19.83 avg = 19.58
yolov4-tiny min = 27.06 max = 27.86 avg = 27.45
nanodet_m min = 9.33 max = 9.50 avg = 9.42
yolo-fastest-1.1 min = 3.48 max = 3.59 avg = 3.54
yolo-fastestv2 min = 2.29 max = 2.37 avg = 2.33
vision_transformer min = 730.38 max = 739.99 avg = 735.77
FastestDet min = 2.40 max = 2.48 avg = 2.43
k6989v1_64:/data/local/tmp/benchmark # ../build-android/benchmark/benchncnn 64 1 2 0 0
[0 Mali-G720-Immortalis MC12] queueC=0[2] queueG=0[2] queueT=0[2]
[0 Mali-G720-Immortalis MC12] bugsbn1=0 bugbilz=0 bugcopc=0 bugihfa=0
[0 Mali-G720-Immortalis MC12] fp16-p/s/a=1/1/1 int8-p/s/a=1/1/1
[0 Mali-G720-Immortalis MC12] subgroup=16 basic/vote/ballot/shuffle=1/1/1/1
[0 Mali-G720-Immortalis MC12] fp16-matrix-16_8_8/16_8_16/16_16_16=0/0/0
loop_count = 64
num_threads = 1
powersave = 2
gpu_device = 0
cooling_down = 0
squeezenet min = 11.26 max = 13.58 avg = 12.32
squeezenet_int8 min = 3.08 max = 3.29 avg = 3.17
mobilenet min = 11.96 max = 14.52 avg = 13.48
mobilenet_int8 min = 4.20 max = 4.58 avg = 4.34
mobilenet_v2 min = 13.62 max = 16.46 avg = 14.62
mobilenet_v3 min = 13.98 max = 17.16 avg = 15.25
shufflenet min = 10.22 max = 11.82 avg = 11.07
shufflenet_v2 min = 12.42 max = 15.39 avg = 14.35
mnasnet min = 12.94 max = 16.30 avg = 14.91
proxylessnasnet min = 13.18 max = 16.55 avg = 15.05
efficientnet_b0 min = 16.70 max = 20.35 avg = 18.27
efficientnetv2_b0 min = 54.09 max = 70.05 avg = 58.68
regnety_400m min = 16.20 max = 18.42 avg = 17.27
blazeface min = 6.50 max = 7.86 avg = 6.93
googlenet min = 15.29 max = 17.54 avg = 16.19
googlenet_int8 min = 20.38 max = 22.08 avg = 20.98
resnet18 min = 12.22 max = 15.63 avg = 14.27
resnet18_int8 min = 9.50 max = 10.46 avg = 9.75
alexnet min = 12.00 max = 16.09 avg = 13.65
vgg16 min = 31.06 max = 32.77 avg = 31.85
vgg16_int8 min = 115.72 max = 123.71 avg = 118.23
resnet50 min = 15.74 max = 16.53 avg = 16.10
resnet50_int8 min = 32.43 max = 33.78 avg = 33.07
squeezenet_ssd min = 17.24 max = 21.80 avg = 20.68
squeezenet_ssd_int8 min = 9.69 max = 10.52 avg = 9.97
mobilenet_ssd min = 15.32 max = 17.63 avg = 16.62
mobilenet_ssd_int8 min = 8.84 max = 9.54 avg = 9.05
mobilenet_yolo min = 16.67 max = 18.21 avg = 17.25
mobilenetv2_yolov3 min = 20.08 max = 25.40 avg = 23.12
yolov4-tiny min = 21.98 max = 29.67 avg = 24.75
nanodet_m min = 23.19 max = 29.95 avg = 25.69
yolo-fastest-1.1 min = 15.07 max = 17.78 avg = 16.49
yolo-fastestv2 min = 14.67 max = 16.07 avg = 15.44
vision_transformer min = 768.04 max = 801.48 avg = 786.79
FastestDet min = 8.33 max = 16.07 avg = 14.38
- Host: CentOS 7.9
- Compiler: icc & icpc (ICC) 17.0.2 20170213
- ncnn tag: 20240102
Build command
$ CC=icc CXX=icpc CFLAGS="-mmic" CXXFLAGS="-mmic" cmake .. -DCMAKE_BUILD_TYPE=Release -DNCNN_SSE2=OFF -DNCNN_AVX=OFF -DNCNN_AVX2=OFFCopy the whole ncnn directory and libraries in /opt/intel/compilers_and_libraries_2017/linux/lib/mic/lib to mic0, then set the LD_LIBRARY_PATH environment variable. Some tools cannot be built, but benchncnn should work. The built benchncnn is for Intel Xeon Phi coprocessor (k1om).
[mizu-bai@DESKTOP-1D9QDE1-mic0 benchmark]$ file benchncnn
benchncnn: ELF 64-bit LSB executable, Intel Xeon Phi coprocessor (k1om), version 1 (SYSV), dynamically linked (uses shared libs), for GNU/Linux 2.6.32, not strippedThe benchmark is run in the native mode, ssh into the Xeon Phi by ssh user@mic0, then run benckncnn as under general linux systems.
[mizu-bai@DESKTOP-1D9QDE1-mic0 benchmark]$ KMP_AFFINITY=scatter ../build/benchmark/benchncnn 4 56 0 -1 1
loop_count = 4
num_threads = 56
powersave = 0
gpu_device = -1
cooling_down = 1
squeezenet min = 43.42 max = 44.20 avg = 43.64
squeezenet_int8 min = 161.92 max = 162.41 avg = 162.15
mobilenet min = 44.49 max = 46.90 avg = 45.68
mobilenet_int8 min = 230.47 max = 232.40 avg = 231.77
mobilenet_v2 min = 57.22 max = 62.03 avg = 59.42
mobilenet_v3 min = 301.16 max = 306.62 avg = 303.90
shufflenet min = 65.80 max = 70.18 avg = 67.70
shufflenet_v2 min = 49.54 max = 53.17 avg = 51.22
mnasnet min = 521.87 max = 527.76 avg = 524.63
proxylessnasnet min = 745.79 max = 748.55 avg = 746.92
efficientnet_b0 min = 582.21 max = 584.64 avg = 583.34
efficientnetv2_b0 min = 84.13 max = 86.13 avg = 85.19
regnety_400m min = 209.67 max = 214.84 avg = 212.39
blazeface min = 26.33 max = 27.39 avg = 26.74
googlenet min = 124.14 max = 125.72 avg = 124.83
googlenet_int8 min = 498.36 max = 502.37 avg = 500.29
resnet18 min = 87.86 max = 88.83 avg = 88.35
resnet18_int8 min = 359.50 max = 360.71 avg = 360.11
alexnet min = 49.87 max = 51.25 avg = 50.76
vgg16 min = 341.87 max = 343.92 avg = 342.42
vgg16_int8 min = 1649.34 max = 1655.37 avg = 1652.98
resnet50 min = 198.91 max = 202.32 avg = 200.58
resnet50_int8 min = 983.48 max = 988.73 avg = 986.22
squeezenet_ssd min = 108.33 max = 111.45 avg = 110.18
squeezenet_ssd_int8 min = 368.96 max = 370.30 avg = 369.54
mobilenet_ssd min = 98.29 max = 101.49 avg = 99.99
mobilenet_ssd_int8 min = 462.18 max = 466.20 avg = 464.85
mobilenet_yolo min = 262.42 max = 266.84 avg = 263.91
mobilenetv2_yolov3 min = 159.20 max = 161.58 avg = 160.66
yolov4-tiny min = 229.22 max = 230.48 avg = 229.87
nanodet_m min = 115.10 max = 116.78 avg = 115.86
yolo-fastest-1.1 min = 154.48 max = 155.33 avg = 154.79
yolo-fastestv2 min = 161.10 max = 163.98 avg = 161.88
vision_transformer min = 848.51 max = 863.03 avg = 854.92
FastestDet min = 251.64 max = 253.22 avg = 252.38
[mizu-bai@DESKTOP-1D9QDE1-mic0 benchmark]$ KMP_AFFINITY=scatter ../build/benchmark/benchncnn 4 112 0 -1 1
loop_count = 4
num_threads = 112
powersave = 0
gpu_device = -1
cooling_down = 1
squeezenet min = 41.07 max = 41.19 avg = 41.12
squeezenet_int8 min = 161.73 max = 163.90 avg = 162.74
mobilenet min = 36.82 max = 37.53 avg = 37.11
mobilenet_int8 min = 231.50 max = 233.81 avg = 232.65
mobilenet_v2 min = 53.12 max = 55.87 avg = 54.44
mobilenet_v3 min = 277.82 max = 280.61 avg = 279.66
shufflenet min = 64.11 max = 64.92 avg = 64.63
shufflenet_v2 min = 48.23 max = 50.00 avg = 49.19
mnasnet min = 532.09 max = 534.73 avg = 533.34
proxylessnasnet min = 760.43 max = 763.94 avg = 762.34
efficientnet_b0 min = 534.29 max = 547.51 avg = 541.29
efficientnetv2_b0 min = 75.94 max = 76.88 avg = 76.39
regnety_400m min = 226.37 max = 227.81 avg = 227.23
blazeface min = 26.03 max = 26.93 avg = 26.51
googlenet min = 106.53 max = 107.54 avg = 107.06
googlenet_int8 min = 503.01 max = 505.16 avg = 504.13
resnet18 min = 73.63 max = 76.61 avg = 75.11
resnet18_int8 min = 358.18 max = 359.50 avg = 358.99
alexnet min = 37.40 max = 38.17 avg = 37.83
vgg16 min = 244.95 max = 250.05 avg = 247.24
vgg16_int8 min = 1511.89 max = 1512.66 avg = 1512.35
resnet50 min = 151.99 max = 154.66 avg = 153.37
resnet50_int8 min = 954.16 max = 957.63 avg = 956.55
squeezenet_ssd min = 91.46 max = 97.18 avg = 94.00
squeezenet_ssd_int8 min = 368.03 max = 375.96 avg = 370.99
mobilenet_ssd min = 79.61 max = 81.38 avg = 80.33
mobilenet_ssd_int8 min = 458.93 max = 463.41 avg = 461.63
mobilenet_yolo min = 234.59 max = 236.91 avg = 235.43
mobilenetv2_yolov3 min = 145.82 max = 146.92 avg = 146.23
yolov4-tiny min = 219.22 max = 220.51 avg = 219.83
nanodet_m min = 109.43 max = 113.94 avg = 112.20
yolo-fastest-1.1 min = 158.13 max = 160.59 avg = 159.20
yolo-fastestv2 min = 162.05 max = 162.80 avg = 162.47
vision_transformer min = 615.14 max = 625.35 avg = 618.47
FastestDet min = 279.98 max = 282.49 avg = 281.14
[mizu-bai@DESKTOP-1D9QDE1-mic0 benchmark]$ KMP_AFFINITY=scatter ../build/benchmark/benchncnn 4 224 0 -1 1
loop_count = 4
num_threads = 224
powersave = 0
gpu_device = -1
cooling_down = 1
squeezenet min = 45.54 max = 46.81 avg = 46.13
squeezenet_int8 min = 186.81 max = 187.14 avg = 186.97
mobilenet min = 38.33 max = 39.11 avg = 38.64
mobilenet_int8 min = 251.06 max = 251.91 avg = 251.40
mobilenet_v2 min = 56.57 max = 57.15 avg = 56.88
mobilenet_v3 min = 365.04 max = 366.87 avg = 365.94
shufflenet min = 71.16 max = 72.02 avg = 71.68
shufflenet_v2 min = 52.14 max = 53.60 avg = 52.92
mnasnet min = 596.37 max = 603.62 avg = 600.50
proxylessnasnet min = 911.84 max = 912.23 avg = 912.04
efficientnet_b0 min = 611.77 max = 614.32 avg = 612.69
efficientnetv2_b0 min = 82.16 max = 83.05 avg = 82.62
regnety_400m min = 253.43 max = 255.79 avg = 254.66
blazeface min = 30.54 max = 30.91 avg = 30.70
googlenet min = 111.68 max = 112.65 avg = 112.11
googlenet_int8 min = 594.07 max = 597.09 avg = 596.03
resnet18 min = 78.14 max = 79.12 avg = 78.75
resnet18_int8 min = 412.69 max = 413.92 avg = 413.46
alexnet min = 40.93 max = 41.43 avg = 41.17
vgg16 min = 242.45 max = 244.46 avg = 243.47
vgg16_int8 min = 1545.61 max = 1548.72 avg = 1547.47
resnet50 min = 147.73 max = 148.56 avg = 148.07
resnet50_int8 min = 1034.47 max = 1042.31 avg = 1038.41
squeezenet_ssd min = 107.82 max = 110.53 avg = 108.98
squeezenet_ssd_int8 min = 423.30 max = 426.91 avg = 425.67
mobilenet_ssd min = 74.54 max = 77.13 avg = 75.97
mobilenet_ssd_int8 min = 510.95 max = 513.33 avg = 512.40
mobilenet_yolo min = 238.83 max = 239.64 avg = 239.27
mobilenetv2_yolov3 min = 159.80 max = 160.31 avg = 160.04
yolov4-tiny min = 233.89 max = 237.41 avg = 236.22
nanodet_m min = 122.39 max = 123.42 avg = 122.89
yolo-fastest-1.1 min = 194.49 max = 195.25 avg = 194.94
yolo-fastestv2 min = 193.06 max = 195.03 avg = 194.05
vision_transformer min = 547.36 max = 554.17 avg = 549.99
FastestDet min = 317.76 max = 321.38 avg = 320.18
PhytiumPi, Phytium E2000 (FTC664@1.8GHz x2 + FTC310@1.5GHz x2)
loop_count = 4
num_threads = 2
powersave = 2
gpu_device = -1
cooling_down = 1
squeezenet min = 43.84 max = 43.95 avg = 43.88
squeezenet_int8 min = 35.48 max = 35.77 avg = 35.66
mobilenet min = 69.31 max = 70.03 avg = 69.66
mobilenet_int8 min = 42.30 max = 42.40 avg = 42.35
mobilenet_v2 min = 59.07 max = 59.35 avg = 59.19
mobilenet_v3 min = 46.02 max = 46.37 avg = 46.19
shufflenet min = 31.52 max = 31.61 avg = 31.56
shufflenet_v2 min = 23.99 max = 24.07 avg = 24.04
mnasnet min = 49.40 max = 50.45 avg = 49.92
proxylessnasnet min = 53.24 max = 53.85 avg = 53.53
efficientnet_b0 min = 77.49 max = 77.84 avg = 77.62
efficientnetv2_b0 min = 88.51 max = 88.92 avg = 88.69
regnety_400m min = 66.99 max = 67.05 avg = 67.03
blazeface min = 7.74 max = 8.14 avg = 7.98
googlenet min = 126.62 max = 127.23 avg = 126.91
googlenet_int8 min = 102.87 max = 103.16 avg = 103.01
resnet18 min = 102.28 max = 102.63 avg = 102.48
resnet18_int8 min = 72.01 max = 72.45 avg = 72.29
alexnet min = 76.00 max = 124.61 avg = 88.24
vgg16 min = 597.75 max = 601.99 avg = 599.44
vgg16_int8 min = 421.40 max = 423.83 avg = 423.01
resnet50 min = 278.16 max = 280.64 avg = 279.37
resnet50_int8 min = 207.26 max = 207.47 avg = 207.36
squeezenet_ssd min = 108.69 max = 109.26 avg = 108.99
squeezenet_ssd_int8 min = 84.05 max = 84.60 avg = 84.28
mobilenet_ssd min = 141.65 max = 142.46 avg = 142.14
mobilenet_ssd_int8 min = 84.43 max = 84.99 avg = 84.73
mobilenet_yolo min = 322.53 max = 325.15 avg = 323.51
mobilenetv2_yolov3 min = 194.84 max = 196.98 avg = 196.07
yolov4-tiny min = 208.29 max = 213.26 avg = 210.77
nanodet_m min = 64.78 max = 65.38 avg = 65.08
yolo-fastest-1.1 min = 37.89 max = 38.23 avg = 38.07
yolo-fastestv2 min = 29.75 max = 30.33 avg = 30.09
vision_transformer min = 4257.71 max = 4263.73 avg = 4260.60
FastestDet min = 30.86 max = 44.67 avg = 34.41
single core
# nice -20 ../build-host-aocc-linux/benchmark/benchncnn 100 1 0 -1 0
loop_count = 100
num_threads = 1
powersave = 0
gpu_device = -1
cooling_down = 0
squeezenet min = 9.26 max = 10.05 avg = 9.45
squeezenet_int8 min = 9.54 max = 13.35 avg = 9.67
mobilenet min = 16.20 max = 16.83 avg = 16.35
mobilenet_int8 min = 16.79 max = 17.28 avg = 16.89
mobilenet_v2 min = 10.69 max = 11.13 avg = 10.78
mobilenet_v3 min = 8.87 max = 14.09 avg = 9.03
shufflenet min = 4.99 max = 5.29 avg = 5.06
shufflenet_v2 min = 5.61 max = 7.14 avg = 5.66
mnasnet min = 11.94 max = 12.39 avg = 12.05
proxylessnasnet min = 13.48 max = 16.57 avg = 13.62
efficientnet_b0 min = 19.58 max = 20.34 avg = 19.73
efficientnetv2_b0 min = 22.66 max = 23.63 avg = 22.89
regnety_400m min = 14.89 max = 18.76 avg = 15.11
blazeface min = 1.45 max = 1.59 avg = 1.51
googlenet min = 35.38 max = 36.94 avg = 35.79
googlenet_int8 min = 30.55 max = 42.18 avg = 30.88
resnet18 min = 34.73 max = 48.15 avg = 35.43
resnet18_int8 min = 27.39 max = 28.22 avg = 27.61
alexnet min = 31.42 max = 32.26 avg = 31.64
vgg16 min = 160.38 max = 172.02 avg = 162.52
vgg16_int8 min = 134.03 max = 153.69 avg = 135.12
resnet50 min = 85.47 max = 87.90 avg = 86.21
resnet50_int8 min = 71.18 max = 80.37 avg = 71.70
squeezenet_ssd min = 24.66 max = 25.71 avg = 24.84
squeezenet_ssd_int8 min = 23.61 max = 24.28 avg = 23.78
mobilenet_ssd min = 34.48 max = 35.69 avg = 34.64
mobilenet_ssd_int8 min = 33.26 max = 34.32 avg = 33.4