# Codeblock 11 Output
original                  : torch.Size([1, 3, 224, 224])
after first_conv          : torch.Size([1, 64, 112, 112])
after first_pool          : torch.Size([1, 64, 56, 56])

part1                     : torch.Size([1, 32, 56, 56])    #(1)
part2                     : torch.Size([1, 32, 56, 56])    #(2)
after bottleneck #0       : torch.Size([1, 44, 56, 56])
after bottleneck #1       : torch.Size([1, 56, 56, 56])
after bottleneck #2       : torch.Size([1, 68, 56, 56])
after bottleneck #3       : torch.Size([1, 80, 56, 56])
after bottleneck #4       : torch.Size([1, 92, 56, 56])
after bottleneck #5       : torch.Size([1, 104, 56, 56])
part2 after dense block 0 : torch.Size([1, 104, 56, 56])
part2 after first trans 0 : torch.Size([1, 83, 56, 56])    #(3)
after concatenate         : torch.Size([1, 115, 56, 56])   #(4)
after second transition 0 : torch.Size([1, 57, 28, 28])    #(5)

part1                     : torch.Size([1, 29, 28, 28])
part2                     : torch.Size([1, 28, 28, 28])
after bottleneck #0       : torch.Size([1, 40, 28, 28])
after bottleneck #1       : torch.Size([1, 52, 28, 28])
after bottleneck #2       : torch.Size([1, 64, 28, 28])
after bottleneck #3       : torch.Size([1, 76, 28, 28])
after bottleneck #4       : torch.Size([1, 88, 28, 28])
after bottleneck #5       : torch.Size([1, 100, 28, 28])
after bottleneck #6       : torch.Size([1, 112, 28, 28])
after bottleneck #7       : torch.Size([1, 124, 28, 28])
after bottleneck #8       : torch.Size([1, 136, 28, 28])
after bottleneck #9       : torch.Size([1, 148, 28, 28])
after bottleneck #10      : torch.Size([1, 160, 28, 28])
after bottleneck #11      : torch.Size([1, 172, 28, 28])
part2 after dense block 1 : torch.Size([1, 172, 28, 28])
part2 after first trans 1 : torch.Size([1, 137, 28, 28])
after concatenate         : torch.Size([1, 166, 28, 28])
after second transition 1 : torch.Size([1, 83, 14, 14])

part1                     : torch.Size([1, 42, 14, 14])
part2                     : torch.Size([1, 41, 14, 14])
after bottleneck #0       : torch.Size([1, 53, 14, 14])
after bottleneck #1       : torch.Size([1, 65, 14, 14])
after bottleneck #2       : torch.Size([1, 77, 14, 14])
after bottleneck #3       : torch.Size([1, 89, 14, 14])
after bottleneck #4       : torch.Size([1, 101, 14, 14])
after bottleneck #5       : torch.Size([1, 113, 14, 14])
after bottleneck #6       : torch.Size([1, 125, 14, 14])
after bottleneck #7       : torch.Size([1, 137, 14, 14])
after bottleneck #8       : torch.Size([1, 149, 14, 14])
after bottleneck #9       : torch.Size([1, 161, 14, 14])
after bottleneck #10      : torch.Size([1, 173, 14, 14])
after bottleneck #11      : torch.Size([1, 185, 14, 14])
after bottleneck #12      : torch.Size([1, 197, 14, 14])
after bottleneck #13      : torch.Size([1, 209, 14, 14])
after bottleneck #14      : torch.Size([1, 221, 14, 14])
after bottleneck #15      : torch.Size([1, 233, 14, 14])
after bottleneck #16      : torch.Size([1, 245, 14, 14])
after bottleneck #17      : torch.Size([1, 257, 14, 14])
after bottleneck #18      : torch.Size([1, 269, 14, 14])
after bottleneck #19      : torch.Size([1, 281, 14, 14])
after bottleneck #20      : torch.Size([1, 293, 14, 14])
after bottleneck #21      : torch.Size([1, 305, 14, 14])
after bottleneck #22      : torch.Size([1, 317, 14, 14])
after bottleneck #23      : torch.Size([1, 329, 14, 14])
part2 after dense block 2 : torch.Size([1, 329, 14, 14])
part2 after first trans 2 : torch.Size([1, 263, 14, 14])
after concatenate         : torch.Size([1, 305, 14, 14])
after second transition 2 : torch.Size([1, 152, 7, 7])

part1                     : torch.Size([1, 76, 7, 7])
part2                     : torch.Size([1, 76, 7, 7])
after bottleneck #0       : torch.Size([1, 88, 7, 7])
after bottleneck #1       : torch.Size([1, 100, 7, 7])
after bottleneck #2       : torch.Size([1, 112, 7, 7])
after bottleneck #3       : torch.Size([1, 124, 7, 7])
after bottleneck #4       : torch.Size([1, 136, 7, 7])
after bottleneck #5       : torch.Size([1, 148, 7, 7])
after bottleneck #6       : torch.Size([1, 160, 7, 7])
after bottleneck #7       : torch.Size([1, 172, 7, 7])
after bottleneck #8       : torch.Size([1, 184, 7, 7])
after bottleneck #9       : torch.Size([1, 196, 7, 7])
after bottleneck #10      : torch.Size([1, 208, 7, 7])
after bottleneck #11      : torch.Size([1, 220, 7, 7])
after bottleneck #12      : torch.Size([1, 232, 7, 7])
after bottleneck #13      : torch.Size([1, 244, 7, 7])
after bottleneck #14      : torch.Size([1, 256, 7, 7])
after bottleneck #15      : torch.Size([1, 268, 7, 7])
part2 after dense block 2 : torch.Size([1, 268, 7, 7])
part2 after first trans 2 : torch.Size([1, 214, 7, 7])
after concatenate         : torch.Size([1, 290, 7, 7])

after avgpool             : torch.Size([1, 290, 1, 1])
after flatten             : torch.Size([1, 290])
after fc                  : torch.Size([1, 1000])