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August 25, 2022 09:36
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| ========================================================================================================================================================================== | |
| Layer (type:depth-idx) Input Shape Output Shape Param # Kernel Shape Mult-Adds | |
| ========================================================================================================================================================================== | |
| Model [1, 3, 64, 64] [1, 1000] -- -- -- | |
| ├─ResNet: 1-1 [1, 3, 64, 64] [1, 1000] -- -- -- | |
| │ └─Conv2d: 2-1 [1, 3, 64, 64] [1, 64, 32, 32] 9,408 [7, 7] 9,633,792 | |
| │ └─BatchNorm2d: 2-2 [1, 64, 32, 32] [1, 64, 32, 32] 128 -- 128 | |
| │ └─ReLU: 2-3 [1, 64, 32, 32] [1, 64, 32, 32] -- -- -- | |
| │ └─MaxPool2d: 2-4 [1, 64, 32, 32] [1, 64, 16, 16] -- 3 -- | |
| │ └─Sequential: 2-5 [1, 64, 16, 16] [1, 64, 16, 16] -- -- -- | |
| │ │ └─BasicBlock: 3-1 [1, 64, 16, 16] [1, 64, 16, 16] 73,984 -- 18,874,624 | |
| │ │ └─BasicBlock: 3-2 [1, 64, 16, 16] [1, 64, 16, 16] 73,984 -- 18,874,624 | |
| │ └─Sequential: 2-6 [1, 64, 16, 16] [1, 128, 8, 8] -- -- -- | |
| │ │ └─BasicBlock: 3-3 [1, 64, 16, 16] [1, 128, 8, 8] 230,144 -- 14,680,832 | |
| │ │ └─BasicBlock: 3-4 [1, 128, 8, 8] [1, 128, 8, 8] 295,424 -- 18,874,880 | |
| │ └─Sequential: 2-7 [1, 128, 8, 8] [1, 256, 4, 4] -- -- -- | |
| │ │ └─BasicBlock: 3-5 [1, 128, 8, 8] [1, 256, 4, 4] 919,040 -- 14,681,600 | |
| │ │ └─BasicBlock: 3-6 [1, 256, 4, 4] [1, 256, 4, 4] 1,180,672 -- 18,875,392 | |
| │ └─Sequential: 2-8 [1, 256, 4, 4] [1, 512, 2, 2] -- -- -- | |
| │ │ └─BasicBlock: 3-7 [1, 256, 4, 4] [1, 512, 2, 2] 3,673,088 -- 14,683,136 | |
| │ │ └─BasicBlock: 3-8 [1, 512, 2, 2] [1, 512, 2, 2] 4,720,640 -- 18,876,416 | |
| │ └─AdaptiveAvgPool2d: 2-9 [1, 512, 2, 2] [1, 512, 1, 1] -- -- -- | |
| │ └─Linear: 2-10 [1, 512] [1, 1000] 513,000 -- 513,000 | |
| ├─ResNet: 1-2 [1, 3, 64, 64] [1, 1000] -- -- -- | |
| │ └─Conv2d: 2-11 [1, 3, 64, 64] [1, 64, 32, 32] 9,408 [7, 7] 9,633,792 | |
| │ └─BatchNorm2d: 2-12 [1, 64, 32, 32] [1, 64, 32, 32] 128 -- 128 | |
| │ └─ReLU: 2-13 [1, 64, 32, 32] [1, 64, 32, 32] -- -- -- | |
| │ └─MaxPool2d: 2-14 [1, 64, 32, 32] [1, 64, 16, 16] -- 3 -- | |
| │ └─Sequential: 2-15 [1, 64, 16, 16] [1, 64, 16, 16] -- -- -- | |
| │ │ └─BasicBlock: 3-9 [1, 64, 16, 16] [1, 64, 16, 16] 73,984 -- 18,874,624 | |
| │ │ └─BasicBlock: 3-10 [1, 64, 16, 16] [1, 64, 16, 16] 73,984 -- 18,874,624 | |
| │ └─Sequential: 2-16 [1, 64, 16, 16] [1, 128, 8, 8] -- -- -- | |
| │ │ └─BasicBlock: 3-11 [1, 64, 16, 16] [1, 128, 8, 8] 230,144 -- 14,680,832 | |
| │ │ └─BasicBlock: 3-12 [1, 128, 8, 8] [1, 128, 8, 8] 295,424 -- 18,874,880 | |
| │ └─Sequential: 2-17 [1, 128, 8, 8] [1, 256, 4, 4] -- -- -- | |
| │ │ └─BasicBlock: 3-13 [1, 128, 8, 8] [1, 256, 4, 4] 919,040 -- 14,681,600 | |
| │ │ └─BasicBlock: 3-14 [1, 256, 4, 4] [1, 256, 4, 4] 1,180,672 -- 18,875,392 | |
| │ └─Sequential: 2-18 [1, 256, 4, 4] [1, 512, 2, 2] -- -- -- | |
| │ │ └─BasicBlock: 3-15 [1, 256, 4, 4] [1, 512, 2, 2] 3,673,088 -- 14,683,136 | |
| │ │ └─BasicBlock: 3-16 [1, 512, 2, 2] [1, 512, 2, 2] 4,720,640 -- 18,876,416 | |
| │ └─AdaptiveAvgPool2d: 2-19 [1, 512, 2, 2] [1, 512, 1, 1] -- -- -- | |
| │ └─Linear: 2-20 [1, 512] [1, 1000] 513,000 -- 513,000 | |
| ├─ResNet: 1-3 [1, 3, 64, 64] [1, 1000] -- -- -- | |
| │ └─Conv2d: 2-21 [1, 3, 64, 64] [1, 64, 32, 32] 9,408 [7, 7] 9,633,792 | |
| │ └─BatchNorm2d: 2-22 [1, 64, 32, 32] [1, 64, 32, 32] 128 -- 128 | |
| │ └─ReLU: 2-23 [1, 64, 32, 32] [1, 64, 32, 32] -- -- -- | |
| │ └─MaxPool2d: 2-24 [1, 64, 32, 32] [1, 64, 16, 16] -- 3 -- | |
| │ └─Sequential: 2-25 [1, 64, 16, 16] [1, 64, 16, 16] -- -- -- | |
| │ │ └─BasicBlock: 3-17 [1, 64, 16, 16] [1, 64, 16, 16] 73,984 -- 18,874,624 | |
| │ │ └─BasicBlock: 3-18 [1, 64, 16, 16] [1, 64, 16, 16] 73,984 -- 18,874,624 | |
| │ └─Sequential: 2-26 [1, 64, 16, 16] [1, 128, 8, 8] -- -- -- | |
| │ │ └─BasicBlock: 3-19 [1, 64, 16, 16] [1, 128, 8, 8] 230,144 -- 14,680,832 | |
| │ │ └─BasicBlock: 3-20 [1, 128, 8, 8] [1, 128, 8, 8] 295,424 -- 18,874,880 | |
| │ └─Sequential: 2-27 [1, 128, 8, 8] [1, 256, 4, 4] -- -- -- | |
| │ │ └─BasicBlock: 3-21 [1, 128, 8, 8] [1, 256, 4, 4] 919,040 -- 14,681,600 | |
| │ │ └─BasicBlock: 3-22 [1, 256, 4, 4] [1, 256, 4, 4] 1,180,672 -- 18,875,392 | |
| │ └─Sequential: 2-28 [1, 256, 4, 4] [1, 512, 2, 2] -- -- -- | |
| │ │ └─BasicBlock: 3-23 [1, 256, 4, 4] [1, 512, 2, 2] 3,673,088 -- 14,683,136 | |
| │ │ └─BasicBlock: 3-24 [1, 512, 2, 2] [1, 512, 2, 2] 4,720,640 -- 18,876,416 | |
| │ └─AdaptiveAvgPool2d: 2-29 [1, 512, 2, 2] [1, 512, 1, 1] -- -- -- | |
| │ └─Linear: 2-30 [1, 512] [1, 1000] 513,000 -- 513,000 | |
| ========================================================================================================================================================================== | |
| Total params: 35,068,536 | |
| Trainable params: 35,068,536 | |
| Non-trainable params: 0 | |
| Total mult-adds (M): 445.71 | |
| ========================================================================================================================================================================== | |
| Input size (MB): 0.15 | |
| Forward/backward pass size (MB): 9.76 | |
| Params size (MB): 140.27 | |
| Estimated Total Size (MB): 150.18 | |
| ========================================================================================================================================================================== |
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