Created
March 20, 2023 13:53
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handwriting_recognition_pytorch
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| =================================================================================== | |
| Kernel Shape Output Shape Params \ | |
| Layer | |
| 0_rb1.convb1.Conv2d_conv [3, 16, 3, 3] [1, 16, 32, 128] 448.0 | |
| 1_rb1.convb1.BatchNorm2d_bn [16] [1, 16, 32, 128] 32.0 | |
| 2_rb1.LeakyReLU_act1 - [1, 16, 32, 128] - | |
| 3_rb1.convb2.Conv2d_conv [16, 16, 3, 3] [1, 16, 32, 128] 2.32k | |
| 4_rb1.convb2.BatchNorm2d_bn [16] [1, 16, 32, 128] 32.0 | |
| 5_rb1.Conv2d_shortcut [3, 16, 1, 1] [1, 16, 32, 128] 64.0 | |
| 6_rb1.LeakyReLU_act2 - [1, 16, 32, 128] - | |
| 7_rb1.Dropout_dropout - [1, 16, 32, 128] - | |
| 8_rb2.convb1.Conv2d_conv [16, 16, 3, 3] [1, 16, 16, 64] 2.32k | |
| 9_rb2.convb1.BatchNorm2d_bn [16] [1, 16, 16, 64] 32.0 | |
| 10_rb2.LeakyReLU_act1 - [1, 16, 16, 64] - | |
| 11_rb2.convb2.Conv2d_conv [16, 16, 3, 3] [1, 16, 16, 64] 2.32k | |
| 12_rb2.convb2.BatchNorm2d_bn [16] [1, 16, 16, 64] 32.0 | |
| 13_rb2.Conv2d_shortcut [16, 16, 1, 1] [1, 16, 16, 64] 272.0 | |
| 14_rb2.LeakyReLU_act2 - [1, 16, 16, 64] - | |
| 15_rb2.Dropout_dropout - [1, 16, 16, 64] - | |
| 16_rb3.convb1.Conv2d_conv [16, 16, 3, 3] [1, 16, 16, 64] 2.32k | |
| 17_rb3.convb1.BatchNorm2d_bn [16] [1, 16, 16, 64] 32.0 | |
| 18_rb3.LeakyReLU_act1 - [1, 16, 16, 64] - | |
| 19_rb3.convb2.Conv2d_conv [16, 16, 3, 3] [1, 16, 16, 64] 2.32k | |
| 20_rb3.convb2.BatchNorm2d_bn [16] [1, 16, 16, 64] 32.0 | |
| 21_rb3.LeakyReLU_act2 - [1, 16, 16, 64] - | |
| 22_rb3.Dropout_dropout - [1, 16, 16, 64] - | |
| 23_rb4.convb1.Conv2d_conv [16, 32, 3, 3] [1, 32, 8, 32] 4.64k | |
| 24_rb4.convb1.BatchNorm2d_bn [32] [1, 32, 8, 32] 64.0 | |
| 25_rb4.LeakyReLU_act1 - [1, 32, 8, 32] - | |
| 26_rb4.convb2.Conv2d_conv [32, 32, 3, 3] [1, 32, 8, 32] 9.248k | |
| 27_rb4.convb2.BatchNorm2d_bn [32] [1, 32, 8, 32] 64.0 | |
| 28_rb4.Conv2d_shortcut [16, 32, 1, 1] [1, 32, 8, 32] 544.0 | |
| 29_rb4.LeakyReLU_act2 - [1, 32, 8, 32] - | |
| 30_rb4.Dropout_dropout - [1, 32, 8, 32] - | |
| 31_rb5.convb1.Conv2d_conv [32, 32, 3, 3] [1, 32, 8, 32] 9.248k | |
| 32_rb5.convb1.BatchNorm2d_bn [32] [1, 32, 8, 32] 64.0 | |
| 33_rb5.LeakyReLU_act1 - [1, 32, 8, 32] - | |
| 34_rb5.convb2.Conv2d_conv [32, 32, 3, 3] [1, 32, 8, 32] 9.248k | |
| 35_rb5.convb2.BatchNorm2d_bn [32] [1, 32, 8, 32] 64.0 | |
| 36_rb5.LeakyReLU_act2 - [1, 32, 8, 32] - | |
| 37_rb5.Dropout_dropout - [1, 32, 8, 32] - | |
| 38_rb6.convb1.Conv2d_conv [32, 64, 3, 3] [1, 64, 4, 16] 18.496k | |
| 39_rb6.convb1.BatchNorm2d_bn [64] [1, 64, 4, 16] 128.0 | |
| 40_rb6.LeakyReLU_act1 - [1, 64, 4, 16] - | |
| 41_rb6.convb2.Conv2d_conv [64, 64, 3, 3] [1, 64, 4, 16] 36.928k | |
| 42_rb6.convb2.BatchNorm2d_bn [64] [1, 64, 4, 16] 128.0 | |
| 43_rb6.Conv2d_shortcut [32, 64, 1, 1] [1, 64, 4, 16] 2.112k | |
| 44_rb6.LeakyReLU_act2 - [1, 64, 4, 16] - | |
| 45_rb6.Dropout_dropout - [1, 64, 4, 16] - | |
| 46_rb7.convb1.Conv2d_conv [64, 64, 3, 3] [1, 64, 4, 16] 36.928k | |
| 47_rb7.convb1.BatchNorm2d_bn [64] [1, 64, 4, 16] 128.0 | |
| 48_rb7.LeakyReLU_act1 - [1, 64, 4, 16] - | |
| 49_rb7.convb2.Conv2d_conv [64, 64, 3, 3] [1, 64, 4, 16] 36.928k | |
| 50_rb7.convb2.BatchNorm2d_bn [64] [1, 64, 4, 16] 128.0 | |
| 51_rb7.LeakyReLU_act2 - [1, 64, 4, 16] - | |
| 52_rb7.Dropout_dropout - [1, 64, 4, 16] - | |
| 53_rb8.convb1.Conv2d_conv [64, 64, 3, 3] [1, 64, 4, 16] 36.928k | |
| 54_rb8.convb1.BatchNorm2d_bn [64] [1, 64, 4, 16] 128.0 | |
| 55_rb8.LeakyReLU_act1 - [1, 64, 4, 16] - | |
| 56_rb8.convb2.Conv2d_conv [64, 64, 3, 3] [1, 64, 4, 16] 36.928k | |
| 57_rb8.convb2.BatchNorm2d_bn [64] [1, 64, 4, 16] 128.0 | |
| 58_rb8.LeakyReLU_act2 - [1, 64, 4, 16] - | |
| 59_rb8.Dropout_dropout - [1, 64, 4, 16] - | |
| 60_rb9.convb1.Conv2d_conv [64, 64, 3, 3] [1, 64, 4, 16] 36.928k | |
| 61_rb9.convb1.BatchNorm2d_bn [64] [1, 64, 4, 16] 128.0 | |
| 62_rb9.LeakyReLU_act1 - [1, 64, 4, 16] - | |
| 63_rb9.convb2.Conv2d_conv [64, 64, 3, 3] [1, 64, 4, 16] 36.928k | |
| 64_rb9.convb2.BatchNorm2d_bn [64] [1, 64, 4, 16] 128.0 | |
| 65_rb9.LeakyReLU_act2 - [1, 64, 4, 16] - | |
| 66_rb9.Dropout_dropout - [1, 64, 4, 16] - | |
| 67_lstm - [1, 64, 256] 198.656k | |
| 68_lstm_dropout - [1, 64, 256] - | |
| 69_output [256, 79] [1, 64, 79] 20.303k | |
| ----------------------------------------------------------------------------------- | |
| Totals | |
| Total params 544.847k | |
| Trainable params 544.847k | |
| Non-trainable params 0.0 | |
| Mult-Adds 47.53456M | |
| =================================================================================== | |
| Backend TkAgg is interactive backend. Turning interactive mode on. |
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