yolov5s模型经过int8量化,无明显加速效果

liyan110120999 commented 1 year ago

平台

arm

设备

rock 3A rk3568

推理代码中只开启了这个选项 opt.use_int8_inference = true; 还有哪些opt可以打开的。

param文件如下：

7767517 173 197 Input images 0 1 images Convolution /model.0/conv/Conv 1 1 images /model.0/conv/Conv_output_0 0=32 1=6 3=2 4=2 5=1 6=3456 8=2 Swish /model.0/act/Mul 1 1 /model.0/conv/Conv_output_0 /model.0/act/Mul_output_0 Convolution /model.1/conv/Conv 1 1 /model.0/act/Mul_output_0 /model.1/conv/Conv_output_0 0=64 1=3 3=2 4=1 5=1 6=18432 8=2 Swish /model.1/act/Mul 1 1 /model.1/conv/Conv_output_0 /model.1/act/Mul_output_0 Split splitncnn_0 1 2 /model.1/act/Mul_output_0 /model.1/act/Mul_output_0_splitncnn_0 /model.1/act/Mul_output_0_splitncnn_1 Convolution /model.2/cv1/conv/Conv 1 1 /model.1/act/Mul_output_0_splitncnn_1 /model.2/cv1/conv/Conv_output_0 0=32 1=1 5=1 6=2048 8=2 Swish /model.2/cv1/act/Mul 1 1 /model.2/cv1/conv/Conv_output_0 /model.2/cv1/act/Mul_output_0 Split splitncnn_1 1 2 /model.2/cv1/act/Mul_output_0 /model.2/cv1/act/Mul_output_0_splitncnn_0 /model.2/cv1/act/Mul_output_0_splitncnn_1 Convolution /model.2/m/m.0/cv1/conv/Conv 1 1 /model.2/cv1/act/Mul_output_0_splitncnn_1 /model.2/m/m.0/cv1/conv/Conv_output_0 0=32 1=1 5=1 6=1024 8=2 Swish /model.2/m/m.0/cv1/act/Mul 1 1 /model.2/m/m.0/cv1/conv/Conv_output_0 /model.2/m/m.0/cv1/act/Mul_output_0 Convolution /model.2/m/m.0/cv2/conv/Conv 1 1 /model.2/m/m.0/cv1/act/Mul_output_0 /model.2/m/m.0/cv2/conv/Conv_output_0 0=32 1=3 4=1 5=1 6=9216 8=2 Swish /model.2/m/m.0/cv2/act/Mul 1 1 /model.2/m/m.0/cv2/conv/Conv_output_0 /model.2/m/m.0/cv2/act/Mul_output_0 BinaryOp /model.2/m/m.0/Add 2 1 /model.2/cv1/act/Mul_output_0_splitncnn_0 /model.2/m/m.0/cv2/act/Mul_output_0 /model.2/m/m.0/Add_output_0 Convolution /model.2/cv2/conv/Conv 1 1 /model.1/act/Mul_output_0_splitncnn_0 /model.2/cv2/conv/Conv_output_0 0=32 1=1 5=1 6=2048 8=2 Swish /model.2/cv2/act/Mul 1 1 /model.2/cv2/conv/Conv_output_0 /model.2/cv2/act/Mul_output_0 Concat /model.2/Concat 2 1 /model.2/m/m.0/Add_output_0 /model.2/cv2/act/Mul_output_0 /model.2/Concat_output_0 Convolution /model.2/cv3/conv/Conv 1 1 /model.2/Concat_output_0 /model.2/cv3/conv/Conv_output_0 0=64 1=1 5=1 6=4096 8=2 Swish /model.2/cv3/act/Mul 1 1 /model.2/cv3/conv/Conv_output_0 /model.2/cv3/act/Mul_output_0 Convolution /model.3/conv/Conv 1 1 /model.2/cv3/act/Mul_output_0 /model.3/conv/Conv_output_0 0=128 1=3 3=2 4=1 5=1 6=73728 8=2 Swish /model.3/act/Mul 1 1 /model.3/conv/Conv_output_0 /model.3/act/Mul_output_0 Split splitncnn_2 1 2 /model.3/act/Mul_output_0 /model.3/act/Mul_output_0_splitncnn_0 /model.3/act/Mul_output_0_splitncnn_1 Convolution /model.4/cv1/conv/Conv 1 1 /model.3/act/Mul_output_0_splitncnn_1 /model.4/cv1/conv/Conv_output_0 0=64 1=1 5=1 6=8192 8=2 Swish /model.4/cv1/act/Mul 1 1 /model.4/cv1/conv/Conv_output_0 /model.4/cv1/act/Mul_output_0 Split splitncnn_3 1 2 /model.4/cv1/act/Mul_output_0 /model.4/cv1/act/Mul_output_0_splitncnn_0 /model.4/cv1/act/Mul_output_0_splitncnn_1 Convolution /model.4/m/m.0/cv1/conv/Conv 1 1 /model.4/cv1/act/Mul_output_0_splitncnn_1 /model.4/m/m.0/cv1/conv/Conv_output_0 0=64 1=1 5=1 6=4096 8=2 Swish /model.4/m/m.0/cv1/act/Mul 1 1 /model.4/m/m.0/cv1/conv/Conv_output_0 /model.4/m/m.0/cv1/act/Mul_output_0 Convolution /model.4/m/m.0/cv2/conv/Conv 1 1 /model.4/m/m.0/cv1/act/Mul_output_0 /model.4/m/m.0/cv2/conv/Conv_output_0 0=64 1=3 4=1 5=1 6=36864 8=2 Swish /model.4/m/m.0/cv2/act/Mul 1 1 /model.4/m/m.0/cv2/conv/Conv_output_0 /model.4/m/m.0/cv2/act/Mul_output_0 BinaryOp /model.4/m/m.0/Add 2 1 /model.4/cv1/act/Mul_output_0_splitncnn_0 /model.4/m/m.0/cv2/act/Mul_output_0 /model.4/m/m.0/Add_output_0 Split splitncnn_4 1 2 /model.4/m/m.0/Add_output_0 /model.4/m/m.0/Add_output_0_splitncnn_0 /model.4/m/m.0/Add_output_0_splitncnn_1 Convolution /model.4/m/m.1/cv1/conv/Conv 1 1 /model.4/m/m.0/Add_output_0_splitncnn_1 /model.4/m/m.1/cv1/conv/Conv_output_0 0=64 1=1 5=1 6=4096 8=2 Swish /model.4/m/m.1/cv1/act/Mul 1 1 /model.4/m/m.1/cv1/conv/Conv_output_0 /model.4/m/m.1/cv1/act/Mul_output_0 Convolution /model.4/m/m.1/cv2/conv/Conv 1 1 /model.4/m/m.1/cv1/act/Mul_output_0 /model.4/m/m.1/cv2/conv/Conv_output_0 0=64 1=3 4=1 5=1 6=36864 8=2 Swish /model.4/m/m.1/cv2/act/Mul 1 1 /model.4/m/m.1/cv2/conv/Conv_output_0 /model.4/m/m.1/cv2/act/Mul_output_0 BinaryOp /model.4/m/m.1/Add 2 1 /model.4/m/m.0/Add_output_0_splitncnn_0 /model.4/m/m.1/cv2/act/Mul_output_0 /model.4/m/m.1/Add_output_0 Convolution /model.4/cv2/conv/Conv 1 1 /model.3/act/Mul_output_0_splitncnn_0 /model.4/cv2/conv/Conv_output_0 0=64 1=1 5=1 6=8192 8=2 Swish /model.4/cv2/act/Mul 1 1 /model.4/cv2/conv/Conv_output_0 /model.4/cv2/act/Mul_output_0 Concat /model.4/Concat 2 1 /model.4/m/m.1/Add_output_0 /model.4/cv2/act/Mul_output_0 /model.4/Concat_output_0 Convolution /model.4/cv3/conv/Conv 1 1 /model.4/Concat_output_0 /model.4/cv3/conv/Conv_output_0 0=128 1=1 5=1 6=16384 8=2 Swish /model.4/cv3/act/Mul 1 1 /model.4/cv3/conv/Conv_output_0 /model.4/cv3/act/Mul_output_0 Split splitncnn_5 1 2 /model.4/cv3/act/Mul_output_0 /model.4/cv3/act/Mul_output_0_splitncnn_0 /model.4/cv3/act/Mul_output_0_splitncnn_1 Convolution /model.5/conv/Conv 1 1 /model.4/cv3/act/Mul_output_0_splitncnn_1 /model.5/conv/Conv_output_0 0=256 1=3 3=2 4=1 5=1 6=294912 8=2 Swish /model.5/act/Mul 1 1 /model.5/conv/Conv_output_0 /model.5/act/Mul_output_0 Split splitncnn_6 1 2 /model.5/act/Mul_output_0 /model.5/act/Mul_output_0_splitncnn_0 /model.5/act/Mul_output_0_splitncnn_1 Convolution /model.6/cv1/conv/Conv 1 1 /model.5/act/Mul_output_0_splitncnn_1 /model.6/cv1/conv/Conv_output_0 0=128 1=1 5=1 6=32768 8=2 Swish /model.6/cv1/act/Mul 1 1 /model.6/cv1/conv/Conv_output_0 /model.6/cv1/act/Mul_output_0 Split splitncnn_7 1 2 /model.6/cv1/act/Mul_output_0 /model.6/cv1/act/Mul_output_0_splitncnn_0 /model.6/cv1/act/Mul_output_0_splitncnn_1 Convolution /model.6/m/m.0/cv1/conv/Conv 1 1 /model.6/cv1/act/Mul_output_0_splitncnn_1 /model.6/m/m.0/cv1/conv/Conv_output_0 0=128 1=1 5=1 6=16384 8=2 Swish /model.6/m/m.0/cv1/act/Mul 1 1 /model.6/m/m.0/cv1/conv/Conv_output_0 /model.6/m/m.0/cv1/act/Mul_output_0 Convolution /model.6/m/m.0/cv2/conv/Conv 1 1 /model.6/m/m.0/cv1/act/Mul_output_0 /model.6/m/m.0/cv2/conv/Conv_output_0 0=128 1=3 4=1 5=1 6=147456 8=2 Swish /model.6/m/m.0/cv2/act/Mul 1 1 /model.6/m/m.0/cv2/conv/Conv_output_0 /model.6/m/m.0/cv2/act/Mul_output_0 BinaryOp /model.6/m/m.0/Add 2 1 /model.6/cv1/act/Mul_output_0_splitncnn_0 /model.6/m/m.0/cv2/act/Mul_output_0 /model.6/m/m.0/Add_output_0 Split splitncnn_8 1 2 /model.6/m/m.0/Add_output_0 /model.6/m/m.0/Add_output_0_splitncnn_0 /model.6/m/m.0/Add_output_0_splitncnn_1 Convolution /model.6/m/m.1/cv1/conv/Conv 1 1 /model.6/m/m.0/Add_output_0_splitncnn_1 /model.6/m/m.1/cv1/conv/Conv_output_0 0=128 1=1 5=1 6=16384 8=2 Swish /model.6/m/m.1/cv1/act/Mul 1 1 /model.6/m/m.1/cv1/conv/Conv_output_0 /model.6/m/m.1/cv1/act/Mul_output_0 Convolution /model.6/m/m.1/cv2/conv/Conv 1 1 /model.6/m/m.1/cv1/act/Mul_output_0 /model.6/m/m.1/cv2/conv/Conv_output_0 0=128 1=3 4=1 5=1 6=147456 8=2 Swish /model.6/m/m.1/cv2/act/Mul 1 1 /model.6/m/m.1/cv2/conv/Conv_output_0 /model.6/m/m.1/cv2/act/Mul_output_0 BinaryOp /model.6/m/m.1/Add 2 1 /model.6/m/m.0/Add_output_0_splitncnn_0 /model.6/m/m.1/cv2/act/Mul_output_0 /model.6/m/m.1/Add_output_0 Split splitncnn_9 1 2 /model.6/m/m.1/Add_output_0 /model.6/m/m.1/Add_output_0_splitncnn_0 /model.6/m/m.1/Add_output_0_splitncnn_1 Convolution /model.6/m/m.2/cv1/conv/Conv 1 1 /model.6/m/m.1/Add_output_0_splitncnn_1 /model.6/m/m.2/cv1/conv/Conv_output_0 0=128 1=1 5=1 6=16384 8=2 Swish /model.6/m/m.2/cv1/act/Mul 1 1 /model.6/m/m.2/cv1/conv/Conv_output_0 /model.6/m/m.2/cv1/act/Mul_output_0 Convolution /model.6/m/m.2/cv2/conv/Conv 1 1 /model.6/m/m.2/cv1/act/Mul_output_0 /model.6/m/m.2/cv2/conv/Conv_output_0 0=128 1=3 4=1 5=1 6=147456 8=2 Swish /model.6/m/m.2/cv2/act/Mul 1 1 /model.6/m/m.2/cv2/conv/Conv_output_0 /model.6/m/m.2/cv2/act/Mul_output_0 BinaryOp /model.6/m/m.2/Add 2 1 /model.6/m/m.1/Add_output_0_splitncnn_0 /model.6/m/m.2/cv2/act/Mul_output_0 /model.6/m/m.2/Add_output_0 Convolution /model.6/cv2/conv/Conv 1 1 /model.5/act/Mul_output_0_splitncnn_0 /model.6/cv2/conv/Conv_output_0 0=128 1=1 5=1 6=32768 8=2 Swish /model.6/cv2/act/Mul 1 1 /model.6/cv2/conv/Conv_output_0 /model.6/cv2/act/Mul_output_0 Concat /model.6/Concat 2 1 /model.6/m/m.2/Add_output_0 /model.6/cv2/act/Mul_output_0 /model.6/Concat_output_0 Convolution /model.6/cv3/conv/Conv 1 1 /model.6/Concat_output_0 /model.6/cv3/conv/Conv_output_0 0=256 1=1 5=1 6=65536 8=2 Swish /model.6/cv3/act/Mul 1 1 /model.6/cv3/conv/Conv_output_0 /model.6/cv3/act/Mul_output_0 Split splitncnn_10 1 2 /model.6/cv3/act/Mul_output_0 /model.6/cv3/act/Mul_output_0_splitncnn_0 /model.6/cv3/act/Mul_output_0_splitncnn_1 Convolution /model.7/conv/Conv 1 1 /model.6/cv3/act/Mul_output_0_splitncnn_1 /model.7/conv/Conv_output_0 0=512 1=3 3=2 4=1 5=1 6=1179648 8=2 Swish /model.7/act/Mul 1 1 /model.7/conv/Conv_output_0 /model.7/act/Mul_output_0 Split splitncnn_11 1 2 /model.7/act/Mul_output_0 /model.7/act/Mul_output_0_splitncnn_0 /model.7/act/Mul_output_0_splitncnn_1 Convolution /model.8/cv1/conv/Conv 1 1 /model.7/act/Mul_output_0_splitncnn_1 /model.8/cv1/conv/Conv_output_0 0=256 1=1 5=1 6=131072 8=2 Swish /model.8/cv1/act/Mul 1 1 /model.8/cv1/conv/Conv_output_0 /model.8/cv1/act/Mul_output_0 Split splitncnn_12 1 2 /model.8/cv1/act/Mul_output_0 /model.8/cv1/act/Mul_output_0_splitncnn_0 /model.8/cv1/act/Mul_output_0_splitncnn_1 Convolution /model.8/m/m.0/cv1/conv/Conv 1 1 /model.8/cv1/act/Mul_output_0_splitncnn_1 /model.8/m/m.0/cv1/conv/Conv_output_0 0=256 1=1 5=1 6=65536 8=2 Swish /model.8/m/m.0/cv1/act/Mul 1 1 /model.8/m/m.0/cv1/conv/Conv_output_0 /model.8/m/m.0/cv1/act/Mul_output_0 Convolution /model.8/m/m.0/cv2/conv/Conv 1 1 /model.8/m/m.0/cv1/act/Mul_output_0 /model.8/m/m.0/cv2/conv/Conv_output_0 0=256 1=3 4=1 5=1 6=589824 8=2 Swish /model.8/m/m.0/cv2/act/Mul 1 1 /model.8/m/m.0/cv2/conv/Conv_output_0 /model.8/m/m.0/cv2/act/Mul_output_0 BinaryOp /model.8/m/m.0/Add 2 1 /model.8/cv1/act/Mul_output_0_splitncnn_0 /model.8/m/m.0/cv2/act/Mul_output_0 /model.8/m/m.0/Add_output_0 Convolution /model.8/cv2/conv/Conv 1 1 /model.7/act/Mul_output_0_splitncnn_0 /model.8/cv2/conv/Conv_output_0 0=256 1=1 5=1 6=131072 8=2 Swish /model.8/cv2/act/Mul 1 1 /model.8/cv2/conv/Conv_output_0 /model.8/cv2/act/Mul_output_0 Concat /model.8/Concat 2 1 /model.8/m/m.0/Add_output_0 /model.8/cv2/act/Mul_output_0 /model.8/Concat_output_0 Convolution /model.8/cv3/conv/Conv 1 1 /model.8/Concat_output_0 /model.8/cv3/conv/Conv_output_0 0=512 1=1 5=1 6=262144 8=2 Swish /model.8/cv3/act/Mul 1 1 /model.8/cv3/conv/Conv_output_0 /model.8/cv3/act/Mul_output_0 Convolution /model.9/cv1/conv/Conv 1 1 /model.8/cv3/act/Mul_output_0 /model.9/cv1/conv/Conv_output_0 0=256 1=1 5=1 6=131072 8=2 Swish /model.9/cv1/act/Mul 1 1 /model.9/cv1/conv/Conv_output_0 /model.9/cv1/act/Mul_output_0 Split splitncnn_13 1 2 /model.9/cv1/act/Mul_output_0 /model.9/cv1/act/Mul_output_0_splitncnn_0 /model.9/cv1/act/Mul_output_0_splitncnn_1 Pooling /model.9/m/MaxPool 1 1 /model.9/cv1/act/Mul_output_0_splitncnn_1 /model.9/m/MaxPool_output_0 1=5 3=2 5=1 Split splitncnn_14 1 2 /model.9/m/MaxPool_output_0 /model.9/m/MaxPool_output_0_splitncnn_0 /model.9/m/MaxPool_output_0_splitncnn_1 Pooling /model.9/m_1/MaxPool 1 1 /model.9/m/MaxPool_output_0_splitncnn_1 /model.9/m_1/MaxPool_output_0 1=5 3=2 5=1 Split splitncnn_15 1 2 /model.9/m_1/MaxPool_output_0 /model.9/m_1/MaxPool_output_0_splitncnn_0 /model.9/m_1/MaxPool_output_0_splitncnn_1 Pooling /model.9/m_2/MaxPool 1 1 /model.9/m_1/MaxPool_output_0_splitncnn_1 /model.9/m_2/MaxPool_output_0 1=5 3=2 5=1 Concat /model.9/Concat 4 1 /model.9/cv1/act/Mul_output_0_splitncnn_0 /model.9/m/MaxPool_output_0_splitncnn_0 /model.9/m_1/MaxPool_output_0_splitncnn_0 /model.9/m_2/MaxPool_output_0 /model.9/Concat_output_0 Convolution /model.9/cv2/conv/Conv 1 1 /model.9/Concat_output_0 /model.9/cv2/conv/Conv_output_0 0=512 1=1 5=1 6=524288 8=2 Swish /model.9/cv2/act/Mul 1 1 /model.9/cv2/conv/Conv_output_0 /model.9/cv2/act/Mul_output_0 Convolution /model.10/conv/Conv 1 1 /model.9/cv2/act/Mul_output_0 /model.10/conv/Conv_output_0 0=256 1=1 5=1 6=131072 8=2 Swish /model.10/act/Mul 1 1 /model.10/conv/Conv_output_0 /model.10/act/Mul_output_0 Split splitncnn_16 1 2 /model.10/act/Mul_output_0 /model.10/act/Mul_output_0_splitncnn_0 /model.10/act/Mul_output_0_splitncnn_1 Interp /model.11/Resize 1 1 /model.10/act/Mul_output_0_splitncnn_1 /model.11/Resize_output_0 0=1 1=2.000000e+00 2=2.000000e+00 Concat /model.12/Concat 2 1 /model.11/Resize_output_0 /model.6/cv3/act/Mul_output_0_splitncnn_0 /model.12/Concat_output_0 Split splitncnn_17 1 2 /model.12/Concat_output_0 /model.12/Concat_output_0_splitncnn_0 /model.12/Concat_output_0_splitncnn_1 Convolution /model.13/cv1/conv/Conv 1 1 /model.12/Concat_output_0_splitncnn_1 /model.13/cv1/conv/Conv_output_0 0=128 1=1 5=1 6=65536 8=2 Swish /model.13/cv1/act/Mul 1 1 /model.13/cv1/conv/Conv_output_0 /model.13/cv1/act/Mul_output_0 Convolution /model.13/m/m.0/cv1/conv/Conv 1 1 /model.13/cv1/act/Mul_output_0 /model.13/m/m.0/cv1/conv/Conv_output_0 0=128 1=1 5=1 6=16384 8=2 Swish /model.13/m/m.0/cv1/act/Mul 1 1 /model.13/m/m.0/cv1/conv/Conv_output_0 /model.13/m/m.0/cv1/act/Mul_output_0 Convolution /model.13/m/m.0/cv2/conv/Conv 1 1 /model.13/m/m.0/cv1/act/Mul_output_0 /model.13/m/m.0/cv2/conv/Conv_output_0 0=128 1=3 4=1 5=1 6=147456 8=2 Swish /model.13/m/m.0/cv2/act/Mul 1 1 /model.13/m/m.0/cv2/conv/Conv_output_0 /model.13/m/m.0/cv2/act/Mul_output_0 Convolution /model.13/cv2/conv/Conv 1 1 /model.12/Concat_output_0_splitncnn_0 /model.13/cv2/conv/Conv_output_0 0=128 1=1 5=1 6=65536 8=2 Swish /model.13/cv2/act/Mul 1 1 /model.13/cv2/conv/Conv_output_0 /model.13/cv2/act/Mul_output_0 Concat /model.13/Concat 2 1 /model.13/m/m.0/cv2/act/Mul_output_0 /model.13/cv2/act/Mul_output_0 /model.13/Concat_output_0 Convolution /model.13/cv3/conv/Conv 1 1 /model.13/Concat_output_0 /model.13/cv3/conv/Conv_output_0 0=256 1=1 5=1 6=65536 8=2 Swish /model.13/cv3/act/Mul 1 1 /model.13/cv3/conv/Conv_output_0 /model.13/cv3/act/Mul_output_0 Convolution /model.14/conv/Conv 1 1 /model.13/cv3/act/Mul_output_0 /model.14/conv/Conv_output_0 0=128 1=1 5=1 6=32768 8=2 Swish /model.14/act/Mul 1 1 /model.14/conv/Conv_output_0 /model.14/act/Mul_output_0 Split splitncnn_18 1 2 /model.14/act/Mul_output_0 /model.14/act/Mul_output_0_splitncnn_0 /model.14/act/Mul_output_0_splitncnn_1 Interp /model.15/Resize 1 1 /model.14/act/Mul_output_0_splitncnn_1 /model.15/Resize_output_0 0=1 1=2.000000e+00 2=2.000000e+00 Concat /model.16/Concat 2 1 /model.15/Resize_output_0 /model.4/cv3/act/Mul_output_0_splitncnn_0 /model.16/Concat_output_0 Split splitncnn_19 1 2 /model.16/Concat_output_0 /model.16/Concat_output_0_splitncnn_0 /model.16/Concat_output_0_splitncnn_1 Convolution /model.17/cv1/conv/Conv 1 1 /model.16/Concat_output_0_splitncnn_1 /model.17/cv1/conv/Conv_output_0 0=64 1=1 5=1 6=16384 8=2 Swish /model.17/cv1/act/Mul 1 1 /model.17/cv1/conv/Conv_output_0 /model.17/cv1/act/Mul_output_0 Convolution /model.17/m/m.0/cv1/conv/Conv 1 1 /model.17/cv1/act/Mul_output_0 /model.17/m/m.0/cv1/conv/Conv_output_0 0=64 1=1 5=1 6=4096 8=2 Swish /model.17/m/m.0/cv1/act/Mul 1 1 /model.17/m/m.0/cv1/conv/Conv_output_0 /model.17/m/m.0/cv1/act/Mul_output_0 Convolution /model.17/m/m.0/cv2/conv/Conv 1 1 /model.17/m/m.0/cv1/act/Mul_output_0 /model.17/m/m.0/cv2/conv/Conv_output_0 0=64 1=3 4=1 5=1 6=36864 8=2 Swish /model.17/m/m.0/cv2/act/Mul 1 1 /model.17/m/m.0/cv2/conv/Conv_output_0 /model.17/m/m.0/cv2/act/Mul_output_0 Convolution /model.17/cv2/conv/Conv 1 1 /model.16/Concat_output_0_splitncnn_0 /model.17/cv2/conv/Conv_output_0 0=64 1=1 5=1 6=16384 8=2 Swish /model.17/cv2/act/Mul 1 1 /model.17/cv2/conv/Conv_output_0 /model.17/cv2/act/Mul_output_0 Concat /model.17/Concat 2 1 /model.17/m/m.0/cv2/act/Mul_output_0 /model.17/cv2/act/Mul_output_0 /model.17/Concat_output_0 Convolution /model.17/cv3/conv/Conv 1 1 /model.17/Concat_output_0 /model.17/cv3/conv/Conv_output_0 0=128 1=1 5=1 6=16384 8=2 Swish /model.17/cv3/act/Mul 1 1 /model.17/cv3/conv/Conv_output_0 /model.17/cv3/act/Mul_output_0 Split splitncnn_20 1 2 /model.17/cv3/act/Mul_output_0 /model.17/cv3/act/Mul_output_0_splitncnn_0 /model.17/cv3/act/Mul_output_0_splitncnn_1 Convolution /model.18/conv/Conv 1 1 /model.17/cv3/act/Mul_output_0_splitncnn_1 /model.18/conv/Conv_output_0 0=128 1=3 3=2 4=1 5=1 6=147456 8=2 Swish /model.18/act/Mul 1 1 /model.18/conv/Conv_output_0 /model.18/act/Mul_output_0 Concat /model.19/Concat 2 1 /model.18/act/Mul_output_0 /model.14/act/Mul_output_0_splitncnn_0 /model.19/Concat_output_0 Split splitncnn_21 1 2 /model.19/Concat_output_0 /model.19/Concat_output_0_splitncnn_0 /model.19/Concat_output_0_splitncnn_1 Convolution /model.20/cv1/conv/Conv 1 1 /model.19/Concat_output_0_splitncnn_1 /model.20/cv1/conv/Conv_output_0 0=128 1=1 5=1 6=32768 8=2 Swish /model.20/cv1/act/Mul 1 1 /model.20/cv1/conv/Conv_output_0 /model.20/cv1/act/Mul_output_0 Convolution /model.20/m/m.0/cv1/conv/Conv 1 1 /model.20/cv1/act/Mul_output_0 /model.20/m/m.0/cv1/conv/Conv_output_0 0=128 1=1 5=1 6=16384 8=2 Swish /model.20/m/m.0/cv1/act/Mul 1 1 /model.20/m/m.0/cv1/conv/Conv_output_0 /model.20/m/m.0/cv1/act/Mul_output_0 Convolution /model.20/m/m.0/cv2/conv/Conv 1 1 /model.20/m/m.0/cv1/act/Mul_output_0 /model.20/m/m.0/cv2/conv/Conv_output_0 0=128 1=3 4=1 5=1 6=147456 8=2 Swish /model.20/m/m.0/cv2/act/Mul 1 1 /model.20/m/m.0/cv2/conv/Conv_output_0 /model.20/m/m.0/cv2/act/Mul_output_0 Convolution /model.20/cv2/conv/Conv 1 1 /model.19/Concat_output_0_splitncnn_0 /model.20/cv2/conv/Conv_output_0 0=128 1=1 5=1 6=32768 8=2 Swish /model.20/cv2/act/Mul 1 1 /model.20/cv2/conv/Conv_output_0 /model.20/cv2/act/Mul_output_0 Concat /model.20/Concat 2 1 /model.20/m/m.0/cv2/act/Mul_output_0 /model.20/cv2/act/Mul_output_0 /model.20/Concat_output_0 Convolution /model.20/cv3/conv/Conv 1 1 /model.20/Concat_output_0 /model.20/cv3/conv/Conv_output_0 0=256 1=1 5=1 6=65536 8=2 Swish /model.20/cv3/act/Mul 1 1 /model.20/cv3/conv/Conv_output_0 /model.20/cv3/act/Mul_output_0 Split splitncnn_22 1 2 /model.20/cv3/act/Mul_output_0 /model.20/cv3/act/Mul_output_0_splitncnn_0 /model.20/cv3/act/Mul_output_0_splitncnn_1 Convolution /model.21/conv/Conv 1 1 /model.20/cv3/act/Mul_output_0_splitncnn_1 /model.21/conv/Conv_output_0 0=256 1=3 3=2 4=1 5=1 6=589824 8=2 Swish /model.21/act/Mul 1 1 /model.21/conv/Conv_output_0 /model.21/act/Mul_output_0 Concat /model.22/Concat 2 1 /model.21/act/Mul_output_0 /model.10/act/Mul_output_0_splitncnn_0 /model.22/Concat_output_0 Split splitncnn_23 1 2 /model.22/Concat_output_0 /model.22/Concat_output_0_splitncnn_0 /model.22/Concat_output_0_splitncnn_1 Convolution /model.23/cv1/conv/Conv 1 1 /model.22/Concat_output_0_splitncnn_1 /model.23/cv1/conv/Conv_output_0 0=256 1=1 5=1 6=131072 8=2 Swish /model.23/cv1/act/Mul 1 1 /model.23/cv1/conv/Conv_output_0 /model.23/cv1/act/Mul_output_0 Convolution /model.23/m/m.0/cv1/conv/Conv 1 1 /model.23/cv1/act/Mul_output_0 /model.23/m/m.0/cv1/conv/Conv_output_0 0=256 1=1 5=1 6=65536 8=2 Swish /model.23/m/m.0/cv1/act/Mul 1 1 /model.23/m/m.0/cv1/conv/Conv_output_0 /model.23/m/m.0/cv1/act/Mul_output_0 Convolution /model.23/m/m.0/cv2/conv/Conv 1 1 /model.23/m/m.0/cv1/act/Mul_output_0 /model.23/m/m.0/cv2/conv/Conv_output_0 0=256 1=3 4=1 5=1 6=589824 8=2 Swish /model.23/m/m.0/cv2/act/Mul 1 1 /model.23/m/m.0/cv2/conv/Conv_output_0 /model.23/m/m.0/cv2/act/Mul_output_0 Convolution /model.23/cv2/conv/Conv 1 1 /model.22/Concat_output_0_splitncnn_0 /model.23/cv2/conv/Conv_output_0 0=256 1=1 5=1 6=131072 8=2 Swish /model.23/cv2/act/Mul 1 1 /model.23/cv2/conv/Conv_output_0 /model.23/cv2/act/Mul_output_0 Concat /model.23/Concat 2 1 /model.23/m/m.0/cv2/act/Mul_output_0 /model.23/cv2/act/Mul_output_0 /model.23/Concat_output_0 Convolution /model.23/cv3/conv/Conv 1 1 /model.23/Concat_output_0 /model.23/cv3/conv/Conv_output_0 0=512 1=1 5=1 6=262144 8=2 Swish /model.23/cv3/act/Mul 1 1 /model.23/cv3/conv/Conv_output_0 /model.23/cv3/act/Mul_output_0 Convolution /model.24/m.0/Conv 1 1 /model.17/cv3/act/Mul_output_0_splitncnn_0 /model.24/m.0/Conv_output_0 0=258 1=1 5=1 6=33024 8=2 Reshape /model.24/Reshape 1 1 /model.24/m.0/Conv_output_0 /model.24/Reshape_output_0 0=-1 1=86 2=3 Permute /model.24/Transpose 1 1 /model.24/Reshape_output_0 output 0=1 Convolution /model.24/m.1/Conv 1 1 /model.20/cv3/act/Mul_output_0_splitncnn_0 /model.24/m.1/Conv_output_0 0=258 1=1 5=1 6=66048 8=2 Reshape /model.24/Reshape_1 1 1 /model.24/m.1/Conv_output_0 /model.24/Reshape_1_output_0 0=-1 1=86 2=3 Permute /model.24/Transpose_1 1 1 /model.24/Reshape_1_output_0 354 0=1 Convolution /model.24/m.2/Conv 1 1 /model.23/cv3/act/Mul_output_0 /model.24/m.2/Conv_output_0 0=258 1=1 5=1 6=132096 8=2 Reshape /model.24/Reshape_2 1 1 /model.24/m.2/Conv_output_0 /model.24/Reshape_2_output_0 0=-1 1=86 2=3 Permute /model.24/Transpose_2 1 1 /model.24/Reshape_2_output_0 366 0=1