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| ---------------------------------------------------------------- | |
| Layer (type) Output Shape Param # | |
| ================================================================ | |
| Conv2d-1 [32, 8, 46, 46] 72 | |
| BatchNorm2d-2 [32, 8, 46, 46] 16 | |
| ReLU-3 [32, 8, 46, 46] 0 | |
| Conv2d-4 [32, 8, 44, 44] 576 | |
| BatchNorm2d-5 [32, 8, 44, 44] 16 | |
| ReLU-6 [32, 8, 44, 44] 0 | |
| Conv2d-7 [32, 8, 44, 44] 72 | |
| Conv2d-8 [32, 16, 44, 44] 128 | |
| SeparableConv2d-9 [32, 16, 44, 44] 0 | |
| BatchNorm2d-10 [32, 16, 44, 44] 32 | |
| ReLU-11 [32, 16, 44, 44] 0 | |
| Conv2d-12 [32, 16, 44, 44] 144 | |
| Conv2d-13 [32, 16, 44, 44] 256 | |
| SeparableConv2d-14 [32, 16, 44, 44] 0 | |
| BatchNorm2d-15 [32, 16, 44, 44] 32 | |
| MaxPool2d-16 [32, 16, 22, 22] 0 | |
| Conv2d-17 [32, 16, 22, 22] 128 | |
| BatchNorm2d-18 [32, 16, 22, 22] 32 | |
| Conv2d-19 [32, 16, 22, 22] 144 | |
| Conv2d-20 [32, 32, 22, 22] 512 | |
| SeparableConv2d-21 [32, 32, 22, 22] 0 | |
| BatchNorm2d-22 [32, 32, 22, 22] 64 | |
| ReLU-23 [32, 32, 22, 22] 0 | |
| Conv2d-24 [32, 32, 22, 22] 288 | |
| Conv2d-25 [32, 32, 22, 22] 1,024 | |
| SeparableConv2d-26 [32, 32, 22, 22] 0 | |
| BatchNorm2d-27 [32, 32, 22, 22] 64 | |
| MaxPool2d-28 [32, 32, 11, 11] 0 | |
| Conv2d-29 [32, 32, 11, 11] 512 | |
| BatchNorm2d-30 [32, 32, 11, 11] 64 | |
| Conv2d-31 [32, 32, 11, 11] 288 | |
| Conv2d-32 [32, 64, 11, 11] 2,048 | |
| SeparableConv2d-33 [32, 64, 11, 11] 0 | |
| BatchNorm2d-34 [32, 64, 11, 11] 128 | |
| ReLU-35 [32, 64, 11, 11] 0 | |
| Conv2d-36 [32, 64, 11, 11] 576 | |
| Conv2d-37 [32, 64, 11, 11] 4,096 | |
| SeparableConv2d-38 [32, 64, 11, 11] 0 | |
| BatchNorm2d-39 [32, 64, 11, 11] 128 | |
| MaxPool2d-40 [32, 64, 6, 6] 0 | |
| Conv2d-41 [32, 64, 6, 6] 2,048 | |
| BatchNorm2d-42 [32, 64, 6, 6] 128 | |
| Conv2d-43 [32, 64, 6, 6] 576 | |
| Conv2d-44 [32, 128, 6, 6] 8,192 | |
| SeparableConv2d-45 [32, 128, 6, 6] 0 | |
| BatchNorm2d-46 [32, 128, 6, 6] 256 | |
| ReLU-47 [32, 128, 6, 6] 0 | |
| Conv2d-48 [32, 128, 6, 6] 1,152 | |
| Conv2d-49 [32, 128, 6, 6] 16,384 | |
| SeparableConv2d-50 [32, 128, 6, 6] 0 | |
| BatchNorm2d-51 [32, 128, 6, 6] 256 | |
| MaxPool2d-52 [32, 128, 3, 3] 0 | |
| Conv2d-53 [32, 128, 3, 3] 8,192 | |
| BatchNorm2d-54 [32, 128, 3, 3] 256 | |
| Conv2d-55 [32, 7, 1, 1] 8,071 | |
| GlobalAvgPooling2d-56 [32, 7] 0 | |
| Softmax-57 [32, 7] 0 | |
| ================================================================ | |
| Total params: 56,951 | |
| Trainable params: 56,951 | |
| Non-trainable params: 0 |
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