# parameters
nc: 1  # number of classes
depth_multiple: 1.0  # model depth multiple
width_multiple: 1.0  # layer channel multiple
 
# anchors
anchors:
  - [10,13, 16,30, 33,23]  # P3/8
  - [30,61, 62,45, 59,119]  # P4/16
  - [116,90, 156,198, 373,326]  # P5/32
 
# yolov7-tiny backbone
backbone:
  # [from, number, module, args] c2, k=1, s=1, p=None, g=1, act=True
  [[-1, 1, Conv, [32, 3, 2, None, 1, nn.LeakyReLU(0.1)]],  # 0-P1/2 
  
  [-1, 1, Conv, [64, 3, 2, None, 1, nn.LeakyReLU(0.1)]],  # 1-P2/4   
  
  [-1, 1, Conv, [32, 1, 1, None, 1, nn.LeakyReLU(0.1)]],
  [-2, 1, Conv, [32, 1, 1, None, 1, nn.LeakyReLU(0.1)]],
  [-1, 1, Conv, [32, 3, 1, None, 1, nn.LeakyReLU(0.1)]],
  [-1, 1, Conv, [32, 3, 1, None, 1, nn.LeakyReLU(0.1)]],
  [[-1, -2, -3, -4], 1, Concat, [1]],
  [-1, 1, Conv, [64, 1, 1, None, 1, nn.LeakyReLU(0.1)]],  # 7
  
  [-1, 1, MP, []],  # 8-P3/8
  [-1, 1, Conv, [64, 1, 1, None, 1, nn.LeakyReLU(0.1)]],
  [-2, 1, Conv, [64, 1, 1, None, 1, nn.LeakyReLU(0.1)]],
  [-1, 1, Conv, [64, 3, 1, None, 1, nn.LeakyReLU(0.1)]],
  [-1, 1, Conv, [64, 3, 1, None, 1, nn.LeakyReLU(0.1)]],
  [[-1, -2, -3, -4], 1, Concat, [1]],
  [-1, 1, Conv, [128, 1, 1, None, 1, nn.LeakyReLU(0.1)]],  # 14
  
  [-1, 1, MP, []],  # 15-P4/16
  [-1, 1, Conv, [128, 1, 1, None, 1, nn.LeakyReLU(0.1)]],
  [-2, 1, Conv, [128, 1, 1, None, 1, nn.LeakyReLU(0.1)]],
  [-1, 1, Conv, [128, 3, 1, None, 1, nn.LeakyReLU(0.1)]],
  [-1, 1, Conv, [128, 3, 1, None, 1, nn.LeakyReLU(0.1)]],
  [[-1, -2, -3, -4], 1, Concat, [1]],
  [-1, 1, Conv, [256, 1, 1, None, 1, nn.LeakyReLU(0.1)]],  # 21
  
  [-1, 1, MP, []],  # 22-P5/32
  [-1, 1, Conv, [256, 1, 1, None, 1, nn.LeakyReLU(0.1)]],
  [-2, 1, Conv, [256, 1, 1, None, 1, nn.LeakyReLU(0.1)]],
  [-1, 1, Conv, [256, 3, 1, None, 1, nn.LeakyReLU(0.1)]],
  [-1, 1, Conv, [256, 3, 1, None, 1, nn.LeakyReLU(0.1)]],
  [[-1, -2, -3, -4], 1, Concat, [1]],
  [-1, 1, Conv, [512, 1, 1, None, 1, nn.LeakyReLU(0.1)]],  # 28
  ]
 
# yolov7-tiny head
head:
  [[-1, 1, Conv, [256, 1, 1, None, 1, nn.LeakyReLU(0.1)]],
  [-2, 1, Conv, [256, 1, 1, None, 1, nn.LeakyReLU(0.1)]],
  [-1, 1, SP, [5]],
  [-2, 1, SP, [9]],
  [-3, 1, SP, [13]],
  [[-1, -2, -3, -4], 1, Concat, [1]],
  [-1, 1, Conv, [256, 1, 1, None, 1, nn.LeakyReLU(0.1)]],
  [[-1, -7], 1, Concat, [1]],
  [-1, 1, Conv, [256, 1, 1, None, 1, nn.LeakyReLU(0.1)]],  # 37
  
  [-1, 1, Conv, [128, 1, 1, None, 1, nn.LeakyReLU(0.1)]],
  [-1, 1, nn.Upsample, [None, 2, 'nearest']],
  [21, 1, Conv, [128, 1, 1, None, 1, nn.LeakyReLU(0.1)]], # route backbone P4
  [[-1, -2], 1, Concat, [1]],
  
  [-1, 1, Conv, [64, 1, 1, None, 1, nn.LeakyReLU(0.1)]],
  [-2, 1, Conv, [64, 1, 1, None, 1, nn.LeakyReLU(0.1)]],
  [-1, 1, Conv, [64, 3, 1, None, 1, nn.LeakyReLU(0.1)]],
  [-1, 1, Conv, [64, 3, 1, None, 1, nn.LeakyReLU(0.1)]],
  [[-1, -2, -3, -4], 1, Concat, [1]],
  [-1, 1, Conv, [128, 1, 1, None, 1, nn.LeakyReLU(0.1)]],  # 47
  
  [-1, 1, Conv, [64, 1, 1, None, 1, nn.LeakyReLU(0.1)]],
  [-1, 1, nn.Upsample, [None, 2, 'nearest']],
  [14, 1, Conv, [64, 1, 1, None, 1, nn.LeakyReLU(0.1)]], # route backbone P3
  [[-1, -2], 1, Concat, [1]],
  
  [-1, 1, Conv, [32, 1, 1, None, 1, nn.LeakyReLU(0.1)]],
  [-2, 1, Conv, [32, 1, 1, None, 1, nn.LeakyReLU(0.1)]],
  [-1, 1, Conv, [32, 3, 1, None, 1, nn.LeakyReLU(0.1)]],
  [-1, 1, Conv, [32, 3, 1, None, 1, nn.LeakyReLU(0.1)]],
  [[-1, -2, -3, -4], 1, Concat, [1]],
  [-1, 1, Conv, [64, 1, 1, None, 1, nn.LeakyReLU(0.1)]],  # 57
  
  [-1, 1, Conv, [128, 3, 2, None, 1, nn.LeakyReLU(0.1)]],
  [[-1, 47], 1, Concat, [1]],
  
  [-1, 1, Conv, [64, 1, 1, None, 1, nn.LeakyReLU(0.1)]],
  [-2, 1, Conv, [64, 1, 1, None, 1, nn.LeakyReLU(0.1)]],
  [-1, 1, Conv, [64, 3, 1, None, 1, nn.LeakyReLU(0.1)]],
  [-1, 1, Conv, [64, 3, 1, None, 1, nn.LeakyReLU(0.1)]],
  [[-1, -2, -3, -4], 1, Concat, [1]],
  [-1, 1, Conv, [128, 1, 1, None, 1, nn.LeakyReLU(0.1)]],  # 65
  
  [-1, 1, Conv, [256, 3, 2, None, 1, nn.LeakyReLU(0.1)]],
  [[-1, 37], 1, Concat, [1]],
  
  [-1, 1, Conv, [128, 1, 1, None, 1, nn.LeakyReLU(0.1)]],
  [-2, 1, Conv, [128, 1, 1, None, 1, nn.LeakyReLU(0.1)]],
  [-1, 1, Conv, [128, 3, 1, None, 1, nn.LeakyReLU(0.1)]],
  [-1, 1, Conv, [128, 3, 1, None, 1, nn.LeakyReLU(0.1)]],
  [[-1, -2, -3, -4], 1, Concat, [1]],
  [-1, 1, Conv, [256, 1, 1, None, 1, nn.LeakyReLU(0.1)]],  # 73
      
  [57, 1, Conv, [128, 3, 1, None, 1, nn.LeakyReLU(0.1)]],
  [65, 1, Conv, [256, 3, 1, None, 1, nn.LeakyReLU(0.1)]],
  [73, 1, Conv, [512, 3, 1, None, 1, nn.LeakyReLU(0.1)]],
 
  [[74,75,76], 1, IDetect, [nc, anchors]],   # Detect(P3, P4, P5)
  ]