From 6ff1444dc46153e7d0e5756c46b3e14a4f353d63 Mon Sep 17 00:00:00 2001 From: Gustaf Rydholm Date: Wed, 17 Nov 2021 22:37:49 +0100 Subject: Test new efficientnet params in notebook --- notebooks/04-efficientnet.ipynb | 435 +++++++++++++++++++--------------------- 1 file changed, 209 insertions(+), 226 deletions(-) (limited to 'notebooks') diff --git a/notebooks/04-efficientnet.ipynb b/notebooks/04-efficientnet.ipynb index 673b8f0..e055a0b 100644 --- a/notebooks/04-efficientnet.ipynb +++ b/notebooks/04-efficientnet.ipynb @@ -61,7 +61,7 @@ }, { "cell_type": "code", - "execution_count": 11, + "execution_count": 5, "id": "f939aa37-7b1d-45cc-885c-323c4540bda1", "metadata": {}, "outputs": [ @@ -71,7 +71,7 @@ "{'_target_': 'text_recognizer.networks.encoders.efficientnet.EfficientNet', 'arch': 'b0', 'stochastic_dropout_rate': 0.2, 'bn_momentum': 0.99, 'bn_eps': 0.001}" ] }, - "execution_count": 11, + "execution_count": 5, "metadata": {}, "output_type": "execute_result" } @@ -82,7 +82,7 @@ }, { "cell_type": "code", - "execution_count": 31, + "execution_count": 6, "id": "42caaae5-7ee6-43fe-97eb-46c2a6915739", "metadata": {}, "outputs": [], @@ -92,7 +92,7 @@ }, { "cell_type": "code", - "execution_count": 32, + "execution_count": 7, "id": "aaeab329-aeb0-4a1b-aa35-5a2aab81b1d0", "metadata": {}, "outputs": [], @@ -102,7 +102,7 @@ }, { "cell_type": "code", - "execution_count": 33, + "execution_count": 8, "id": "618b997c-e6a6-4487-b70c-9d260cb556d3", "metadata": {}, "outputs": [], @@ -112,7 +112,7 @@ }, { "cell_type": "code", - "execution_count": 34, + "execution_count": 10, "id": "25759b7b-8deb-4163-b75d-a1357c9fe88f", "metadata": {}, "outputs": [ @@ -124,238 +124,221 @@ "===============================================================================================\n", "EfficientNet -- --\n", "├─ModuleList: 1-1 -- --\n", - "├─Sequential: 1-2 [2, 32, 112, 112] --\n", - "│ └─ZeroPad2d: 2-1 [2, 1, 225, 225] --\n", - "│ └─Conv2d: 2-2 [2, 32, 112, 112] 288\n", - "│ └─BatchNorm2d: 2-3 [2, 32, 112, 112] 64\n", - "│ └─Mish: 2-4 [2, 32, 112, 112] --\n", + "├─Sequential: 1-2 [2, 32, 28, 512] --\n", + "│ └─ZeroPad2d: 2-1 [2, 1, 57, 1025] --\n", + "│ └─Conv2d: 2-2 [2, 32, 28, 512] 288\n", + "│ └─BatchNorm2d: 2-3 [2, 32, 28, 512] 64\n", + "│ └─Mish: 2-4 [2, 32, 28, 512] --\n", "├─ModuleList: 1-1 -- --\n", - "│ └─MBConvBlock: 2-5 [2, 16, 112, 112] --\n", - "│ │ └─Depthwise: 3-1 [2, 32, 112, 112] --\n", - "│ │ │ └─Sequential: 4-1 [2, 32, 112, 112] 352\n", - "│ │ └─SqueezeAndExcite: 3-2 [2, 32, 112, 112] --\n", - "│ │ │ └─Sequential: 4-2 [2, 32, 112, 112] 552\n", - "│ │ └─Pointwise: 3-3 [2, 16, 112, 112] --\n", - "│ │ │ └─Sequential: 4-3 [2, 16, 112, 112] 544\n", - "│ └─MBConvBlock: 2-6 [2, 16, 112, 112] --\n", - "│ │ └─Depthwise: 3-4 [2, 16, 112, 112] --\n", - "│ │ │ └─Sequential: 4-4 [2, 16, 112, 112] 176\n", - "│ │ └─SqueezeAndExcite: 3-5 [2, 16, 112, 112] --\n", - "│ │ │ └─Sequential: 4-5 [2, 16, 112, 112] 148\n", - "│ │ └─Pointwise: 3-6 [2, 16, 112, 112] --\n", - "│ │ │ └─Sequential: 4-6 [2, 16, 112, 112] 288\n", - "│ └─MBConvBlock: 2-7 [2, 24, 56, 56] --\n", - "│ │ └─InvertedBottleneck: 3-7 [2, 96, 112, 112] --\n", - "│ │ │ └─Sequential: 4-7 [2, 96, 112, 112] 1,728\n", - "│ │ └─Depthwise: 3-8 [2, 96, 56, 56] --\n", - "│ │ │ └─Sequential: 4-8 [2, 96, 56, 56] 1,056\n", - "│ │ └─SqueezeAndExcite: 3-9 [2, 96, 56, 56] --\n", - "│ │ │ └─Sequential: 4-9 [2, 96, 56, 56] 868\n", - "│ │ └─Pointwise: 3-10 [2, 24, 56, 56] --\n", - "│ │ │ └─Sequential: 4-10 [2, 24, 56, 56] 2,352\n", - "│ └─MBConvBlock: 2-8 [2, 24, 56, 56] --\n", - "│ │ └─InvertedBottleneck: 3-11 [2, 144, 56, 56] --\n", - "│ │ │ └─Sequential: 4-11 [2, 144, 56, 56] 3,744\n", - "│ │ └─Depthwise: 3-12 [2, 144, 56, 56] --\n", - "│ │ │ └─Sequential: 4-12 [2, 144, 56, 56] 1,584\n", - "│ │ └─SqueezeAndExcite: 3-13 [2, 144, 56, 56] --\n", - "│ │ │ └─Sequential: 4-13 [2, 144, 56, 56] 1,878\n", - "│ │ └─Pointwise: 3-14 [2, 24, 56, 56] --\n", - "│ │ │ └─Sequential: 4-14 [2, 24, 56, 56] 3,504\n", - "│ └─MBConvBlock: 2-9 [2, 24, 56, 56] --\n", - "│ │ └─InvertedBottleneck: 3-15 [2, 144, 56, 56] --\n", - "│ │ │ └─Sequential: 4-15 [2, 144, 56, 56] 3,744\n", - "│ │ └─Depthwise: 3-16 [2, 144, 56, 56] --\n", - "│ │ │ └─Sequential: 4-16 [2, 144, 56, 56] 1,584\n", - "│ │ └─SqueezeAndExcite: 3-17 [2, 144, 56, 56] --\n", - "│ │ │ └─Sequential: 4-17 [2, 144, 56, 56] 1,878\n", - "│ │ └─Pointwise: 3-18 [2, 24, 56, 56] --\n", - "│ │ │ └─Sequential: 4-18 [2, 24, 56, 56] 3,504\n", - "│ └─MBConvBlock: 2-10 [2, 40, 28, 28] --\n", - "│ │ └─InvertedBottleneck: 3-19 [2, 144, 56, 56] --\n", - "│ │ │ └─Sequential: 4-19 [2, 144, 56, 56] 3,744\n", - "│ │ └─Depthwise: 3-20 [2, 144, 28, 28] --\n", - "│ │ │ └─Sequential: 4-20 [2, 144, 28, 28] 3,888\n", - "│ │ └─SqueezeAndExcite: 3-21 [2, 144, 28, 28] --\n", - "│ │ │ └─Sequential: 4-21 [2, 144, 28, 28] 1,878\n", - "│ │ └─Pointwise: 3-22 [2, 40, 28, 28] --\n", - "│ │ │ └─Sequential: 4-22 [2, 40, 28, 28] 5,840\n", - "│ └─MBConvBlock: 2-11 [2, 40, 28, 28] --\n", - "│ │ └─InvertedBottleneck: 3-23 [2, 240, 28, 28] --\n", - "│ │ │ └─Sequential: 4-23 [2, 240, 28, 28] 10,080\n", - "│ │ └─Depthwise: 3-24 [2, 240, 28, 28] --\n", - "│ │ │ └─Sequential: 4-24 [2, 240, 28, 28] 6,480\n", - "│ │ └─SqueezeAndExcite: 3-25 [2, 240, 28, 28] --\n", - "│ │ │ └─Sequential: 4-25 [2, 240, 28, 28] 5,050\n", - "│ │ └─Pointwise: 3-26 [2, 40, 28, 28] --\n", - "│ │ │ └─Sequential: 4-26 [2, 40, 28, 28] 9,680\n", - "│ └─MBConvBlock: 2-12 [2, 40, 28, 28] --\n", - "│ │ └─InvertedBottleneck: 3-27 [2, 240, 28, 28] --\n", - "│ │ │ └─Sequential: 4-27 [2, 240, 28, 28] 10,080\n", - "│ │ └─Depthwise: 3-28 [2, 240, 28, 28] --\n", - "│ │ │ └─Sequential: 4-28 [2, 240, 28, 28] 6,480\n", - "│ │ └─SqueezeAndExcite: 3-29 [2, 240, 28, 28] --\n", - "│ │ │ └─Sequential: 4-29 [2, 240, 28, 28] 5,050\n", - "│ │ └─Pointwise: 3-30 [2, 40, 28, 28] --\n", - "│ │ │ └─Sequential: 4-30 [2, 40, 28, 28] 9,680\n", - "│ └─MBConvBlock: 2-13 [2, 80, 14, 14] --\n", - "│ │ └─InvertedBottleneck: 3-31 [2, 240, 28, 28] --\n", - "│ │ │ └─Sequential: 4-31 [2, 240, 28, 28] 10,080\n", - "│ │ └─Depthwise: 3-32 [2, 240, 14, 14] --\n", - "│ │ │ └─Sequential: 4-32 [2, 240, 14, 14] 2,640\n", - "│ │ └─SqueezeAndExcite: 3-33 [2, 240, 14, 14] --\n", - "│ │ │ └─Sequential: 4-33 [2, 240, 14, 14] 5,050\n", - "│ │ └─Pointwise: 3-34 [2, 80, 14, 14] --\n", - "│ │ │ └─Sequential: 4-34 [2, 80, 14, 14] 19,360\n", - "│ └─MBConvBlock: 2-14 [2, 80, 14, 14] --\n", - "│ │ └─InvertedBottleneck: 3-35 [2, 480, 14, 14] --\n", - "│ │ │ └─Sequential: 4-35 [2, 480, 14, 14] 39,360\n", - "│ │ └─Depthwise: 3-36 [2, 480, 14, 14] --\n", - "│ │ │ └─Sequential: 4-36 [2, 480, 14, 14] 5,280\n", - "│ │ └─SqueezeAndExcite: 3-37 [2, 480, 14, 14] --\n", - "│ │ │ └─Sequential: 4-37 [2, 480, 14, 14] 19,700\n", - "│ │ └─Pointwise: 3-38 [2, 80, 14, 14] --\n", - "│ │ │ └─Sequential: 4-38 [2, 80, 14, 14] 38,560\n", - "│ └─MBConvBlock: 2-15 [2, 80, 14, 14] --\n", - "│ │ └─InvertedBottleneck: 3-39 [2, 480, 14, 14] --\n", - "│ │ │ └─Sequential: 4-39 [2, 480, 14, 14] 39,360\n", - "│ │ └─Depthwise: 3-40 [2, 480, 14, 14] --\n", - "│ │ │ └─Sequential: 4-40 [2, 480, 14, 14] 5,280\n", - "│ │ └─SqueezeAndExcite: 3-41 [2, 480, 14, 14] --\n", - "│ │ │ └─Sequential: 4-41 [2, 480, 14, 14] 19,700\n", - "│ │ └─Pointwise: 3-42 [2, 80, 14, 14] --\n", - "│ │ │ └─Sequential: 4-42 [2, 80, 14, 14] 38,560\n", - "│ └─MBConvBlock: 2-16 [2, 80, 14, 14] --\n", - "│ │ └─InvertedBottleneck: 3-43 [2, 480, 14, 14] --\n", - "│ │ │ └─Sequential: 4-43 [2, 480, 14, 14] 39,360\n", - "│ │ └─Depthwise: 3-44 [2, 480, 14, 14] --\n", - "│ │ │ └─Sequential: 4-44 [2, 480, 14, 14] 5,280\n", - "│ │ └─SqueezeAndExcite: 3-45 [2, 480, 14, 14] --\n", - "│ │ │ └─Sequential: 4-45 [2, 480, 14, 14] 19,700\n", - "│ │ └─Pointwise: 3-46 [2, 80, 14, 14] --\n", - "│ │ │ └─Sequential: 4-46 [2, 80, 14, 14] 38,560\n", - "│ └─MBConvBlock: 2-17 [2, 112, 14, 14] --\n", - "│ │ └─InvertedBottleneck: 3-47 [2, 480, 14, 14] --\n", - "│ │ │ └─Sequential: 4-47 [2, 480, 14, 14] 39,360\n", - "│ │ └─Depthwise: 3-48 [2, 480, 14, 14] --\n", - "│ │ │ └─Sequential: 4-48 [2, 480, 14, 14] 12,960\n", - "│ │ └─SqueezeAndExcite: 3-49 [2, 480, 14, 14] --\n", - "│ │ │ └─Sequential: 4-49 [2, 480, 14, 14] 19,700\n", - "│ │ └─Pointwise: 3-50 [2, 112, 14, 14] --\n", - "│ │ │ └─Sequential: 4-50 [2, 112, 14, 14] 53,984\n", - "│ └─MBConvBlock: 2-18 [2, 112, 14, 14] --\n", - "│ │ └─InvertedBottleneck: 3-51 [2, 672, 14, 14] --\n", - "│ │ │ └─Sequential: 4-51 [2, 672, 14, 14] 76,608\n", - "│ │ └─Depthwise: 3-52 [2, 672, 14, 14] --\n", - "│ │ │ └─Sequential: 4-52 [2, 672, 14, 14] 18,144\n", - "│ │ └─SqueezeAndExcite: 3-53 [2, 672, 14, 14] --\n", - "│ │ │ └─Sequential: 4-53 [2, 672, 14, 14] 38,332\n", - "│ │ └─Pointwise: 3-54 [2, 112, 14, 14] --\n", - "│ │ │ └─Sequential: 4-54 [2, 112, 14, 14] 75,488\n", - "│ └─MBConvBlock: 2-19 [2, 112, 14, 14] --\n", - "│ │ └─InvertedBottleneck: 3-55 [2, 672, 14, 14] --\n", - "│ │ │ └─Sequential: 4-55 [2, 672, 14, 14] 76,608\n", - "│ │ └─Depthwise: 3-56 [2, 672, 14, 14] --\n", - "│ │ │ └─Sequential: 4-56 [2, 672, 14, 14] 18,144\n", - "│ │ └─SqueezeAndExcite: 3-57 [2, 672, 14, 14] --\n", - "│ │ │ └─Sequential: 4-57 [2, 672, 14, 14] 38,332\n", - "│ │ └─Pointwise: 3-58 [2, 112, 14, 14] --\n", - "│ │ │ └─Sequential: 4-58 [2, 112, 14, 14] 75,488\n", - "│ └─MBConvBlock: 2-20 [2, 112, 14, 14] --\n", - "│ │ └─InvertedBottleneck: 3-59 [2, 672, 14, 14] --\n", - "│ │ │ └─Sequential: 4-59 [2, 672, 14, 14] 76,608\n", - "│ │ └─Depthwise: 3-60 [2, 672, 14, 14] --\n", - "│ │ │ └─Sequential: 4-60 [2, 672, 14, 14] 18,144\n", - "│ │ └─SqueezeAndExcite: 3-61 [2, 672, 14, 14] --\n", - "│ │ │ └─Sequential: 4-61 [2, 672, 14, 14] 38,332\n", - "│ │ └─Pointwise: 3-62 [2, 112, 14, 14] --\n", - "│ │ │ └─Sequential: 4-62 [2, 112, 14, 14] 75,488\n", - "│ └─MBConvBlock: 2-21 [2, 192, 7, 7] --\n", - "│ │ └─InvertedBottleneck: 3-63 [2, 672, 14, 14] --\n", - "│ │ │ └─Sequential: 4-63 [2, 672, 14, 14] 76,608\n", - "│ │ └─Depthwise: 3-64 [2, 672, 7, 7] --\n", - "│ │ │ └─Sequential: 4-64 [2, 672, 7, 7] 18,144\n", - "│ │ └─SqueezeAndExcite: 3-65 [2, 672, 7, 7] --\n", - "│ │ │ └─Sequential: 4-65 [2, 672, 7, 7] 38,332\n", - "│ │ └─Pointwise: 3-66 [2, 192, 7, 7] --\n", - "│ │ │ └─Sequential: 4-66 [2, 192, 7, 7] 129,408\n", - "│ └─MBConvBlock: 2-22 [2, 192, 7, 7] --\n", - "│ │ └─InvertedBottleneck: 3-67 [2, 1152, 7, 7] --\n", - "│ │ │ └─Sequential: 4-67 [2, 1152, 7, 7] 223,488\n", - "│ │ └─Depthwise: 3-68 [2, 1152, 7, 7] --\n", - "│ │ │ └─Sequential: 4-68 [2, 1152, 7, 7] 31,104\n", - "│ │ └─SqueezeAndExcite: 3-69 [2, 1152, 7, 7] --\n", - "│ │ │ └─Sequential: 4-69 [2, 1152, 7, 7] 111,792\n", - "│ │ └─Pointwise: 3-70 [2, 192, 7, 7] --\n", - "│ │ │ └─Sequential: 4-70 [2, 192, 7, 7] 221,568\n", - "│ └─MBConvBlock: 2-23 [2, 192, 7, 7] --\n", - "│ │ └─InvertedBottleneck: 3-71 [2, 1152, 7, 7] --\n", - "│ │ │ └─Sequential: 4-71 [2, 1152, 7, 7] 223,488\n", - "│ │ └─Depthwise: 3-72 [2, 1152, 7, 7] --\n", - "│ │ │ └─Sequential: 4-72 [2, 1152, 7, 7] 31,104\n", - "│ │ └─SqueezeAndExcite: 3-73 [2, 1152, 7, 7] --\n", - "│ │ │ └─Sequential: 4-73 [2, 1152, 7, 7] 111,792\n", - "│ │ └─Pointwise: 3-74 [2, 192, 7, 7] --\n", - "│ │ │ └─Sequential: 4-74 [2, 192, 7, 7] 221,568\n", - "│ └─MBConvBlock: 2-24 [2, 192, 7, 7] --\n", - "│ │ └─InvertedBottleneck: 3-75 [2, 1152, 7, 7] --\n", - "│ │ │ └─Sequential: 4-75 [2, 1152, 7, 7] 223,488\n", - "│ │ └─Depthwise: 3-76 [2, 1152, 7, 7] --\n", - "│ │ │ └─Sequential: 4-76 [2, 1152, 7, 7] 31,104\n", - "│ │ └─SqueezeAndExcite: 3-77 [2, 1152, 7, 7] --\n", - "│ │ │ └─Sequential: 4-77 [2, 1152, 7, 7] 111,792\n", - "│ │ └─Pointwise: 3-78 [2, 192, 7, 7] --\n", - "│ │ │ └─Sequential: 4-78 [2, 192, 7, 7] 221,568\n", - "│ └─MBConvBlock: 2-25 [2, 192, 7, 7] --\n", - "│ │ └─InvertedBottleneck: 3-79 [2, 1152, 7, 7] --\n", - "│ │ │ └─Sequential: 4-79 [2, 1152, 7, 7] 223,488\n", - "│ │ └─Depthwise: 3-80 [2, 1152, 7, 7] --\n", - "│ │ │ └─Sequential: 4-80 [2, 1152, 7, 7] 31,104\n", - "│ │ └─SqueezeAndExcite: 3-81 [2, 1152, 7, 7] --\n", - "│ │ │ └─Sequential: 4-81 [2, 1152, 7, 7] 111,792\n", - "│ │ └─Pointwise: 3-82 [2, 192, 7, 7] --\n", - "│ │ │ └─Sequential: 4-82 [2, 192, 7, 7] 221,568\n", - "│ └─MBConvBlock: 2-26 [2, 320, 7, 7] --\n", - "│ │ └─InvertedBottleneck: 3-83 [2, 1152, 7, 7] --\n", - "│ │ │ └─Sequential: 4-83 [2, 1152, 7, 7] 223,488\n", - "│ │ └─Depthwise: 3-84 [2, 1152, 7, 7] --\n", - "│ │ │ └─Sequential: 4-84 [2, 1152, 7, 7] 12,672\n", - "│ │ └─SqueezeAndExcite: 3-85 [2, 1152, 7, 7] --\n", - "│ │ │ └─Sequential: 4-85 [2, 1152, 7, 7] 111,792\n", - "│ │ └─Pointwise: 3-86 [2, 320, 7, 7] --\n", - "│ │ │ └─Sequential: 4-86 [2, 320, 7, 7] 369,280\n", - "│ └─MBConvBlock: 2-27 [2, 320, 7, 7] --\n", - "│ │ └─InvertedBottleneck: 3-87 [2, 1920, 7, 7] --\n", - "│ │ │ └─Sequential: 4-87 [2, 1920, 7, 7] 618,240\n", - "│ │ └─Depthwise: 3-88 [2, 1920, 7, 7] --\n", - "│ │ │ └─Sequential: 4-88 [2, 1920, 7, 7] 21,120\n", - "│ │ └─SqueezeAndExcite: 3-89 [2, 1920, 7, 7] --\n", - "│ │ │ └─Sequential: 4-89 [2, 1920, 7, 7] 309,200\n", - "│ │ └─Pointwise: 3-90 [2, 320, 7, 7] --\n", - "│ │ │ └─Sequential: 4-90 [2, 320, 7, 7] 615,040\n", - "├─Sequential: 1-3 [2, 1280, 7, 7] --\n", - "│ └─Conv2d: 2-28 [2, 1280, 7, 7] 409,600\n", - "│ └─BatchNorm2d: 2-29 [2, 1280, 7, 7] 2,560\n", + "│ └─MBConvBlock: 2-5 [2, 16, 28, 512] --\n", + "│ │ └─Depthwise: 3-1 [2, 32, 28, 512] --\n", + "│ │ │ └─Sequential: 4-1 [2, 32, 28, 512] 352\n", + "│ │ └─SqueezeAndExcite: 3-2 [2, 32, 28, 512] --\n", + "│ │ │ └─Sequential: 4-2 [2, 32, 28, 512] 552\n", + "│ │ └─Pointwise: 3-3 [2, 16, 28, 512] --\n", + "│ │ │ └─Sequential: 4-3 [2, 16, 28, 512] 544\n", + "│ └─MBConvBlock: 2-6 [2, 16, 28, 512] --\n", + "│ │ └─Depthwise: 3-4 [2, 16, 28, 512] --\n", + "│ │ │ └─Sequential: 4-4 [2, 16, 28, 512] 176\n", + "│ │ └─SqueezeAndExcite: 3-5 [2, 16, 28, 512] --\n", + "│ │ │ └─Sequential: 4-5 [2, 16, 28, 512] 148\n", + "│ │ └─Pointwise: 3-6 [2, 16, 28, 512] --\n", + "│ │ │ └─Sequential: 4-6 [2, 16, 28, 512] 288\n", + "│ └─MBConvBlock: 2-7 [2, 24, 14, 256] --\n", + "│ │ └─InvertedBottleneck: 3-7 [2, 96, 28, 512] --\n", + "│ │ │ └─Sequential: 4-7 [2, 96, 28, 512] 1,728\n", + "│ │ └─Depthwise: 3-8 [2, 96, 14, 256] --\n", + "│ │ │ └─Sequential: 4-8 [2, 96, 14, 256] 1,056\n", + "│ │ └─SqueezeAndExcite: 3-9 [2, 96, 14, 256] --\n", + "│ │ │ └─Sequential: 4-9 [2, 96, 14, 256] 868\n", + "│ │ └─Pointwise: 3-10 [2, 24, 14, 256] --\n", + "│ │ │ └─Sequential: 4-10 [2, 24, 14, 256] 2,352\n", + "│ └─MBConvBlock: 2-8 [2, 24, 14, 256] --\n", + "│ │ └─InvertedBottleneck: 3-11 [2, 144, 14, 256] --\n", + "│ │ │ └─Sequential: 4-11 [2, 144, 14, 256] 3,744\n", + "│ │ └─Depthwise: 3-12 [2, 144, 14, 256] --\n", + "│ │ │ └─Sequential: 4-12 [2, 144, 14, 256] 1,584\n", + "│ │ └─SqueezeAndExcite: 3-13 [2, 144, 14, 256] --\n", + "│ │ │ └─Sequential: 4-13 [2, 144, 14, 256] 1,878\n", + "│ │ └─Pointwise: 3-14 [2, 24, 14, 256] --\n", + "│ │ │ └─Sequential: 4-14 [2, 24, 14, 256] 3,504\n", + "│ └─MBConvBlock: 2-9 [2, 24, 14, 256] --\n", + "│ │ └─InvertedBottleneck: 3-15 [2, 144, 14, 256] --\n", + "│ │ │ └─Sequential: 4-15 [2, 144, 14, 256] 3,744\n", + "│ │ └─Depthwise: 3-16 [2, 144, 14, 256] --\n", + "│ │ │ └─Sequential: 4-16 [2, 144, 14, 256] 1,584\n", + "│ │ └─SqueezeAndExcite: 3-17 [2, 144, 14, 256] --\n", + "│ │ │ └─Sequential: 4-17 [2, 144, 14, 256] 1,878\n", + "│ │ └─Pointwise: 3-18 [2, 24, 14, 256] --\n", + "│ │ │ └─Sequential: 4-18 [2, 24, 14, 256] 3,504\n", + "│ └─MBConvBlock: 2-10 [2, 40, 7, 128] --\n", + "│ │ └─InvertedBottleneck: 3-19 [2, 144, 14, 256] --\n", + "│ │ │ └─Sequential: 4-19 [2, 144, 14, 256] 3,744\n", + "│ │ └─Depthwise: 3-20 [2, 144, 7, 128] --\n", + "│ │ │ └─Sequential: 4-20 [2, 144, 7, 128] 3,888\n", + "│ │ └─SqueezeAndExcite: 3-21 [2, 144, 7, 128] --\n", + "│ │ │ └─Sequential: 4-21 [2, 144, 7, 128] 1,878\n", + "│ │ └─Pointwise: 3-22 [2, 40, 7, 128] --\n", + "│ │ │ └─Sequential: 4-22 [2, 40, 7, 128] 5,840\n", + "│ └─MBConvBlock: 2-11 [2, 40, 7, 128] --\n", + "│ │ └─InvertedBottleneck: 3-23 [2, 240, 7, 128] --\n", + "│ │ │ └─Sequential: 4-23 [2, 240, 7, 128] 10,080\n", + "│ │ └─Depthwise: 3-24 [2, 240, 7, 128] --\n", + "│ │ │ └─Sequential: 4-24 [2, 240, 7, 128] 6,480\n", + "│ │ └─SqueezeAndExcite: 3-25 [2, 240, 7, 128] --\n", + "│ │ │ └─Sequential: 4-25 [2, 240, 7, 128] 5,050\n", + "│ │ └─Pointwise: 3-26 [2, 40, 7, 128] --\n", + "│ │ │ └─Sequential: 4-26 [2, 40, 7, 128] 9,680\n", + "│ └─MBConvBlock: 2-12 [2, 40, 7, 128] --\n", + "│ │ └─InvertedBottleneck: 3-27 [2, 240, 7, 128] --\n", + "│ │ │ └─Sequential: 4-27 [2, 240, 7, 128] 10,080\n", + "│ │ └─Depthwise: 3-28 [2, 240, 7, 128] --\n", + "│ │ │ └─Sequential: 4-28 [2, 240, 7, 128] 6,480\n", + "│ │ └─SqueezeAndExcite: 3-29 [2, 240, 7, 128] --\n", + "│ │ │ └─Sequential: 4-29 [2, 240, 7, 128] 5,050\n", + "│ │ └─Pointwise: 3-30 [2, 40, 7, 128] --\n", + "│ │ │ └─Sequential: 4-30 [2, 40, 7, 128] 9,680\n", + "│ └─MBConvBlock: 2-13 [2, 80, 3, 64] --\n", + "│ │ └─InvertedBottleneck: 3-31 [2, 240, 7, 128] --\n", + "│ │ │ └─Sequential: 4-31 [2, 240, 7, 128] 10,080\n", + "│ │ └─Depthwise: 3-32 [2, 240, 3, 64] --\n", + "│ │ │ └─Sequential: 4-32 [2, 240, 3, 64] 2,640\n", + "│ │ └─SqueezeAndExcite: 3-33 [2, 240, 3, 64] --\n", + "│ │ │ └─Sequential: 4-33 [2, 240, 3, 64] 5,050\n", + "│ │ └─Pointwise: 3-34 [2, 80, 3, 64] --\n", + "│ │ │ └─Sequential: 4-34 [2, 80, 3, 64] 19,360\n", + "│ └─MBConvBlock: 2-14 [2, 80, 3, 64] --\n", + "│ │ └─InvertedBottleneck: 3-35 [2, 480, 3, 64] --\n", + "│ │ │ └─Sequential: 4-35 [2, 480, 3, 64] 39,360\n", + "│ │ └─Depthwise: 3-36 [2, 480, 3, 64] --\n", + "│ │ │ └─Sequential: 4-36 [2, 480, 3, 64] 5,280\n", + "│ │ └─SqueezeAndExcite: 3-37 [2, 480, 3, 64] --\n", + "│ │ │ └─Sequential: 4-37 [2, 480, 3, 64] 19,700\n", + "│ │ └─Pointwise: 3-38 [2, 80, 3, 64] --\n", + "│ │ │ └─Sequential: 4-38 [2, 80, 3, 64] 38,560\n", + "│ └─MBConvBlock: 2-15 [2, 80, 3, 64] --\n", + "│ │ └─InvertedBottleneck: 3-39 [2, 480, 3, 64] --\n", + "│ │ │ └─Sequential: 4-39 [2, 480, 3, 64] 39,360\n", + "│ │ └─Depthwise: 3-40 [2, 480, 3, 64] --\n", + "│ │ │ └─Sequential: 4-40 [2, 480, 3, 64] 5,280\n", + "│ │ └─SqueezeAndExcite: 3-41 [2, 480, 3, 64] --\n", + "│ │ │ └─Sequential: 4-41 [2, 480, 3, 64] 19,700\n", + "│ │ └─Pointwise: 3-42 [2, 80, 3, 64] --\n", + "│ │ │ └─Sequential: 4-42 [2, 80, 3, 64] 38,560\n", + "│ └─MBConvBlock: 2-16 [2, 80, 3, 64] --\n", + "│ │ └─InvertedBottleneck: 3-43 [2, 480, 3, 64] --\n", + "│ │ │ └─Sequential: 4-43 [2, 480, 3, 64] 39,360\n", + "│ │ └─Depthwise: 3-44 [2, 480, 3, 64] --\n", + "│ │ │ └─Sequential: 4-44 [2, 480, 3, 64] 5,280\n", + "│ │ └─SqueezeAndExcite: 3-45 [2, 480, 3, 64] --\n", + "│ │ │ └─Sequential: 4-45 [2, 480, 3, 64] 19,700\n", + "│ │ └─Pointwise: 3-46 [2, 80, 3, 64] --\n", + "│ │ │ └─Sequential: 4-46 [2, 80, 3, 64] 38,560\n", + "│ └─MBConvBlock: 2-17 [2, 112, 3, 64] --\n", + "│ │ └─InvertedBottleneck: 3-47 [2, 480, 3, 64] --\n", + "│ │ │ └─Sequential: 4-47 [2, 480, 3, 64] 39,360\n", + "│ │ └─Depthwise: 3-48 [2, 480, 3, 64] --\n", + "│ │ │ └─Sequential: 4-48 [2, 480, 3, 64] 12,960\n", + "│ │ └─SqueezeAndExcite: 3-49 [2, 480, 3, 64] --\n", + "│ │ │ └─Sequential: 4-49 [2, 480, 3, 64] 19,700\n", + "│ │ └─Pointwise: 3-50 [2, 112, 3, 64] --\n", + "│ │ │ └─Sequential: 4-50 [2, 112, 3, 64] 53,984\n", + "│ └─MBConvBlock: 2-18 [2, 112, 3, 64] --\n", + "│ │ └─InvertedBottleneck: 3-51 [2, 672, 3, 64] --\n", + "│ │ │ └─Sequential: 4-51 [2, 672, 3, 64] 76,608\n", + "│ │ └─Depthwise: 3-52 [2, 672, 3, 64] --\n", + "│ │ │ └─Sequential: 4-52 [2, 672, 3, 64] 18,144\n", + "│ │ └─SqueezeAndExcite: 3-53 [2, 672, 3, 64] --\n", + "│ │ │ └─Sequential: 4-53 [2, 672, 3, 64] 38,332\n", + "│ │ └─Pointwise: 3-54 [2, 112, 3, 64] --\n", + "│ │ │ └─Sequential: 4-54 [2, 112, 3, 64] 75,488\n", + "│ └─MBConvBlock: 2-19 [2, 112, 3, 64] --\n", + "│ │ └─InvertedBottleneck: 3-55 [2, 672, 3, 64] --\n", + "│ │ │ └─Sequential: 4-55 [2, 672, 3, 64] 76,608\n", + "│ │ └─Depthwise: 3-56 [2, 672, 3, 64] --\n", + "│ │ │ └─Sequential: 4-56 [2, 672, 3, 64] 18,144\n", + "│ │ └─SqueezeAndExcite: 3-57 [2, 672, 3, 64] --\n", + "│ │ │ └─Sequential: 4-57 [2, 672, 3, 64] 38,332\n", + "│ │ └─Pointwise: 3-58 [2, 112, 3, 64] --\n", + "│ │ │ └─Sequential: 4-58 [2, 112, 3, 64] 75,488\n", + "│ └─MBConvBlock: 2-20 [2, 112, 3, 64] --\n", + "│ │ └─InvertedBottleneck: 3-59 [2, 672, 3, 64] --\n", + "│ │ │ └─Sequential: 4-59 [2, 672, 3, 64] 76,608\n", + "│ │ └─Depthwise: 3-60 [2, 672, 3, 64] --\n", + "│ │ │ └─Sequential: 4-60 [2, 672, 3, 64] 18,144\n", + "│ │ └─SqueezeAndExcite: 3-61 [2, 672, 3, 64] --\n", + "│ │ │ └─Sequential: 4-61 [2, 672, 3, 64] 38,332\n", + "│ │ └─Pointwise: 3-62 [2, 112, 3, 64] --\n", + "│ │ │ └─Sequential: 4-62 [2, 112, 3, 64] 75,488\n", + "│ └─MBConvBlock: 2-21 [2, 320, 1, 32] --\n", + "│ │ └─InvertedBottleneck: 3-63 [2, 672, 3, 64] --\n", + "│ │ │ └─Sequential: 4-63 [2, 672, 3, 64] 76,608\n", + "│ │ └─Depthwise: 3-64 [2, 672, 1, 32] --\n", + "│ │ │ └─Sequential: 4-64 [2, 672, 1, 32] 18,144\n", + "│ │ └─SqueezeAndExcite: 3-65 [2, 672, 1, 32] --\n", + "│ │ │ └─Sequential: 4-65 [2, 672, 1, 32] 38,332\n", + "│ │ └─Pointwise: 3-66 [2, 320, 1, 32] --\n", + "│ │ │ └─Sequential: 4-66 [2, 320, 1, 32] 215,680\n", + "│ └─MBConvBlock: 2-22 [2, 320, 1, 32] --\n", + "│ │ └─InvertedBottleneck: 3-67 [2, 1920, 1, 32] --\n", + "│ │ │ └─Sequential: 4-67 [2, 1920, 1, 32] 618,240\n", + "│ │ └─Depthwise: 3-68 [2, 1920, 1, 32] --\n", + "│ │ │ └─Sequential: 4-68 [2, 1920, 1, 32] 51,840\n", + "│ │ └─SqueezeAndExcite: 3-69 [2, 1920, 1, 32] --\n", + "│ │ │ └─Sequential: 4-69 [2, 1920, 1, 32] 309,200\n", + "│ │ └─Pointwise: 3-70 [2, 320, 1, 32] --\n", + "│ │ │ └─Sequential: 4-70 [2, 320, 1, 32] 615,040\n", + "│ └─MBConvBlock: 2-23 [2, 320, 1, 32] --\n", + "│ │ └─InvertedBottleneck: 3-71 [2, 1920, 1, 32] --\n", + "│ │ │ └─Sequential: 4-71 [2, 1920, 1, 32] 618,240\n", + "│ │ └─Depthwise: 3-72 [2, 1920, 1, 32] --\n", + "│ │ │ └─Sequential: 4-72 [2, 1920, 1, 32] 51,840\n", + "│ │ └─SqueezeAndExcite: 3-73 [2, 1920, 1, 32] --\n", + "│ │ │ └─Sequential: 4-73 [2, 1920, 1, 32] 309,200\n", + "│ │ └─Pointwise: 3-74 [2, 320, 1, 32] --\n", + "│ │ │ └─Sequential: 4-74 [2, 320, 1, 32] 615,040\n", + "│ └─MBConvBlock: 2-24 [2, 320, 1, 32] --\n", + "│ │ └─InvertedBottleneck: 3-75 [2, 1920, 1, 32] --\n", + "│ │ │ └─Sequential: 4-75 [2, 1920, 1, 32] 618,240\n", + "│ │ └─Depthwise: 3-76 [2, 1920, 1, 32] --\n", + "│ │ │ └─Sequential: 4-76 [2, 1920, 1, 32] 51,840\n", + "│ │ └─SqueezeAndExcite: 3-77 [2, 1920, 1, 32] --\n", + "│ │ │ └─Sequential: 4-77 [2, 1920, 1, 32] 309,200\n", + "│ │ └─Pointwise: 3-78 [2, 320, 1, 32] --\n", + "│ │ │ └─Sequential: 4-78 [2, 320, 1, 32] 615,040\n", + "│ └─MBConvBlock: 2-25 [2, 320, 1, 32] --\n", + "│ │ └─InvertedBottleneck: 3-79 [2, 1920, 1, 32] --\n", + "│ │ │ └─Sequential: 4-79 [2, 1920, 1, 32] 618,240\n", + "│ │ └─Depthwise: 3-80 [2, 1920, 1, 32] --\n", + "│ │ │ └─Sequential: 4-80 [2, 1920, 1, 32] 51,840\n", + "│ │ └─SqueezeAndExcite: 3-81 [2, 1920, 1, 32] --\n", + "│ │ │ └─Sequential: 4-81 [2, 1920, 1, 32] 309,200\n", + "│ │ └─Pointwise: 3-82 [2, 320, 1, 32] --\n", + "│ │ │ └─Sequential: 4-82 [2, 320, 1, 32] 615,040\n", + "├─Sequential: 1-3 [2, 1280, 1, 32] --\n", + "│ └─Conv2d: 2-26 [2, 1280, 1, 32] 409,600\n", + "│ └─BatchNorm2d: 2-27 [2, 1280, 1, 32] 2,560\n", + "│ └─Dropout: 2-28 [2, 1280, 1, 32] --\n", "===============================================================================================\n", - "Total params: 6,512,608\n", - "Trainable params: 6,512,608\n", + "Total params: 8,343,520\n", + "Trainable params: 8,343,520\n", "Non-trainable params: 0\n", - "Total mult-adds (G): 1.35\n", + "Total mult-adds (G): 1.34\n", "===============================================================================================\n", - "Input size (MB): 0.40\n", - "Forward/backward pass size (MB): 359.63\n", - "Params size (MB): 26.05\n", - "Estimated Total Size (MB): 386.08\n", + "Input size (MB): 0.46\n", + "Forward/backward pass size (MB): 381.13\n", + "Params size (MB): 33.37\n", + "Estimated Total Size (MB): 414.96\n", "===============================================================================================" ] }, - "execution_count": 34, + "execution_count": 10, "metadata": {}, "output_type": "execute_result" } ], "source": [ - "summary(net, (2, 1, 224, 224), device=\"cpu\", depth=4)" + "summary(net, (2, 1, 56, 1024), device=\"cpu\", depth=4)" ] }, { -- cgit v1.2.3-70-g09d2