From a3942173791eb82fc3b6a371ad2dbbeb12c1c2b0 Mon Sep 17 00:00:00 2001 From: Gustaf Rydholm Date: Mon, 22 Nov 2021 22:39:34 +0100 Subject: Update to efficientnet notebook --- notebooks/04-efficientnet.ipynb | 340 +++++++++++++++++----------------------- 1 file changed, 140 insertions(+), 200 deletions(-) (limited to 'notebooks') diff --git a/notebooks/04-efficientnet.ipynb b/notebooks/04-efficientnet.ipynb index e055a0b..59c499e 100644 --- a/notebooks/04-efficientnet.ipynb +++ b/notebooks/04-efficientnet.ipynb @@ -82,17 +82,17 @@ }, { "cell_type": "code", - "execution_count": 6, + "execution_count": 15, "id": "42caaae5-7ee6-43fe-97eb-46c2a6915739", "metadata": {}, "outputs": [], "source": [ - "cfg.arch = \"b1\"" + "cfg.depth = 6" ] }, { "cell_type": "code", - "execution_count": 7, + "execution_count": 16, "id": "aaeab329-aeb0-4a1b-aa35-5a2aab81b1d0", "metadata": {}, "outputs": [], @@ -102,7 +102,7 @@ }, { "cell_type": "code", - "execution_count": 8, + "execution_count": 17, "id": "618b997c-e6a6-4487-b70c-9d260cb556d3", "metadata": {}, "outputs": [], @@ -112,7 +112,7 @@ }, { "cell_type": "code", - "execution_count": 10, + "execution_count": 18, "id": "25759b7b-8deb-4163-b75d-a1357c9fe88f", "metadata": {}, "outputs": [ @@ -137,202 +137,150 @@ "│ │ │ └─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: 2-6 [2, 24, 14, 256] --\n", + "│ │ └─InvertedBottleneck: 3-4 [2, 96, 28, 512] --\n", + "│ │ │ └─Sequential: 4-4 [2, 96, 28, 512] 1,728\n", + "│ │ └─Depthwise: 3-5 [2, 96, 14, 256] --\n", + "│ │ │ └─Sequential: 4-5 [2, 96, 14, 256] 1,056\n", + "│ │ └─SqueezeAndExcite: 3-6 [2, 96, 14, 256] --\n", + "│ │ │ └─Sequential: 4-6 [2, 96, 14, 256] 868\n", + "│ │ └─Pointwise: 3-7 [2, 24, 14, 256] --\n", + "│ │ │ └─Sequential: 4-7 [2, 24, 14, 256] 2,352\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", + "│ │ └─InvertedBottleneck: 3-8 [2, 144, 14, 256] --\n", + "│ │ │ └─Sequential: 4-8 [2, 144, 14, 256] 3,744\n", + "│ │ └─Depthwise: 3-9 [2, 144, 14, 256] --\n", + "│ │ │ └─Sequential: 4-9 [2, 144, 14, 256] 1,584\n", + "│ │ └─SqueezeAndExcite: 3-10 [2, 144, 14, 256] --\n", + "│ │ │ └─Sequential: 4-10 [2, 144, 14, 256] 1,878\n", + "│ │ └─Pointwise: 3-11 [2, 24, 14, 256] --\n", + "│ │ │ └─Sequential: 4-11 [2, 24, 14, 256] 3,504\n", + "│ └─MBConvBlock: 2-8 [2, 40, 7, 128] --\n", + "│ │ └─InvertedBottleneck: 3-12 [2, 144, 14, 256] --\n", + "│ │ │ └─Sequential: 4-12 [2, 144, 14, 256] 3,744\n", + "│ │ └─Depthwise: 3-13 [2, 144, 7, 128] --\n", + "│ │ │ └─Sequential: 4-13 [2, 144, 7, 128] 3,888\n", + "│ │ └─SqueezeAndExcite: 3-14 [2, 144, 7, 128] --\n", + "│ │ │ └─Sequential: 4-14 [2, 144, 7, 128] 1,878\n", + "│ │ └─Pointwise: 3-15 [2, 40, 7, 128] --\n", + "│ │ │ └─Sequential: 4-15 [2, 40, 7, 128] 5,840\n", + "│ └─MBConvBlock: 2-9 [2, 40, 7, 128] --\n", + "│ │ └─InvertedBottleneck: 3-16 [2, 240, 7, 128] --\n", + "│ │ │ └─Sequential: 4-16 [2, 240, 7, 128] 10,080\n", + "│ │ └─Depthwise: 3-17 [2, 240, 7, 128] --\n", + "│ │ │ └─Sequential: 4-17 [2, 240, 7, 128] 6,480\n", + "│ │ └─SqueezeAndExcite: 3-18 [2, 240, 7, 128] --\n", + "│ │ │ └─Sequential: 4-18 [2, 240, 7, 128] 5,050\n", + "│ │ └─Pointwise: 3-19 [2, 40, 7, 128] --\n", + "│ │ │ └─Sequential: 4-19 [2, 40, 7, 128] 9,680\n", + "│ └─MBConvBlock: 2-10 [2, 80, 3, 64] --\n", + "│ │ └─InvertedBottleneck: 3-20 [2, 240, 7, 128] --\n", + "│ │ │ └─Sequential: 4-20 [2, 240, 7, 128] 10,080\n", + "│ │ └─Depthwise: 3-21 [2, 240, 3, 64] --\n", + "│ │ │ └─Sequential: 4-21 [2, 240, 3, 64] 2,640\n", + "│ │ └─SqueezeAndExcite: 3-22 [2, 240, 3, 64] --\n", + "│ │ │ └─Sequential: 4-22 [2, 240, 3, 64] 5,050\n", + "│ │ └─Pointwise: 3-23 [2, 80, 3, 64] --\n", + "│ │ │ └─Sequential: 4-23 [2, 80, 3, 64] 19,360\n", + "│ └─MBConvBlock: 2-11 [2, 80, 3, 64] --\n", + "│ │ └─InvertedBottleneck: 3-24 [2, 480, 3, 64] --\n", + "│ │ │ └─Sequential: 4-24 [2, 480, 3, 64] 39,360\n", + "│ │ └─Depthwise: 3-25 [2, 480, 3, 64] --\n", + "│ │ │ └─Sequential: 4-25 [2, 480, 3, 64] 5,280\n", + "│ │ └─SqueezeAndExcite: 3-26 [2, 480, 3, 64] --\n", + "│ │ │ └─Sequential: 4-26 [2, 480, 3, 64] 19,700\n", + "│ │ └─Pointwise: 3-27 [2, 80, 3, 64] --\n", + "│ │ │ └─Sequential: 4-27 [2, 80, 3, 64] 38,560\n", + "│ └─MBConvBlock: 2-12 [2, 80, 3, 64] --\n", + "│ │ └─InvertedBottleneck: 3-28 [2, 480, 3, 64] --\n", + "│ │ │ └─Sequential: 4-28 [2, 480, 3, 64] 39,360\n", + "│ │ └─Depthwise: 3-29 [2, 480, 3, 64] --\n", + "│ │ │ └─Sequential: 4-29 [2, 480, 3, 64] 5,280\n", + "│ │ └─SqueezeAndExcite: 3-30 [2, 480, 3, 64] --\n", + "│ │ │ └─Sequential: 4-30 [2, 480, 3, 64] 19,700\n", + "│ │ └─Pointwise: 3-31 [2, 80, 3, 64] --\n", + "│ │ │ └─Sequential: 4-31 [2, 80, 3, 64] 38,560\n", + "│ └─MBConvBlock: 2-13 [2, 112, 3, 64] --\n", + "│ │ └─InvertedBottleneck: 3-32 [2, 480, 3, 64] --\n", + "│ │ │ └─Sequential: 4-32 [2, 480, 3, 64] 39,360\n", + "│ │ └─Depthwise: 3-33 [2, 480, 3, 64] --\n", + "│ │ │ └─Sequential: 4-33 [2, 480, 3, 64] 12,960\n", + "│ │ └─SqueezeAndExcite: 3-34 [2, 480, 3, 64] --\n", + "│ │ │ └─Sequential: 4-34 [2, 480, 3, 64] 19,700\n", + "│ │ └─Pointwise: 3-35 [2, 112, 3, 64] --\n", + "│ │ │ └─Sequential: 4-35 [2, 112, 3, 64] 53,984\n", + "│ └─MBConvBlock: 2-14 [2, 112, 3, 64] --\n", + "│ │ └─InvertedBottleneck: 3-36 [2, 672, 3, 64] --\n", + "│ │ │ └─Sequential: 4-36 [2, 672, 3, 64] 76,608\n", + "│ │ └─Depthwise: 3-37 [2, 672, 3, 64] --\n", + "│ │ │ └─Sequential: 4-37 [2, 672, 3, 64] 18,144\n", + "│ │ └─SqueezeAndExcite: 3-38 [2, 672, 3, 64] --\n", + "│ │ │ └─Sequential: 4-38 [2, 672, 3, 64] 38,332\n", + "│ │ └─Pointwise: 3-39 [2, 112, 3, 64] --\n", + "│ │ │ └─Sequential: 4-39 [2, 112, 3, 64] 75,488\n", + "│ └─MBConvBlock: 2-15 [2, 112, 3, 64] --\n", + "│ │ └─InvertedBottleneck: 3-40 [2, 672, 3, 64] --\n", + "│ │ │ └─Sequential: 4-40 [2, 672, 3, 64] 76,608\n", + "│ │ └─Depthwise: 3-41 [2, 672, 3, 64] --\n", + "│ │ │ └─Sequential: 4-41 [2, 672, 3, 64] 18,144\n", + "│ │ └─SqueezeAndExcite: 3-42 [2, 672, 3, 64] --\n", + "│ │ │ └─Sequential: 4-42 [2, 672, 3, 64] 38,332\n", + "│ │ └─Pointwise: 3-43 [2, 112, 3, 64] --\n", + "│ │ │ └─Sequential: 4-43 [2, 112, 3, 64] 75,488\n", + "│ └─MBConvBlock: 2-16 [2, 192, 1, 32] --\n", + "│ │ └─InvertedBottleneck: 3-44 [2, 672, 3, 64] --\n", + "│ │ │ └─Sequential: 4-44 [2, 672, 3, 64] 76,608\n", + "│ │ └─Depthwise: 3-45 [2, 672, 1, 32] --\n", + "│ │ │ └─Sequential: 4-45 [2, 672, 1, 32] 18,144\n", + "│ │ └─SqueezeAndExcite: 3-46 [2, 672, 1, 32] --\n", + "│ │ │ └─Sequential: 4-46 [2, 672, 1, 32] 38,332\n", + "│ │ └─Pointwise: 3-47 [2, 192, 1, 32] --\n", + "│ │ │ └─Sequential: 4-47 [2, 192, 1, 32] 129,408\n", + "│ └─MBConvBlock: 2-17 [2, 192, 1, 32] --\n", + "│ │ └─InvertedBottleneck: 3-48 [2, 1152, 1, 32] --\n", + "│ │ │ └─Sequential: 4-48 [2, 1152, 1, 32] 223,488\n", + "│ │ └─Depthwise: 3-49 [2, 1152, 1, 32] --\n", + "│ │ │ └─Sequential: 4-49 [2, 1152, 1, 32] 31,104\n", + "│ │ └─SqueezeAndExcite: 3-50 [2, 1152, 1, 32] --\n", + "│ │ │ └─Sequential: 4-50 [2, 1152, 1, 32] 111,792\n", + "│ │ └─Pointwise: 3-51 [2, 192, 1, 32] --\n", + "│ │ │ └─Sequential: 4-51 [2, 192, 1, 32] 221,568\n", + "│ └─MBConvBlock: 2-18 [2, 192, 1, 32] --\n", + "│ │ └─InvertedBottleneck: 3-52 [2, 1152, 1, 32] --\n", + "│ │ │ └─Sequential: 4-52 [2, 1152, 1, 32] 223,488\n", + "│ │ └─Depthwise: 3-53 [2, 1152, 1, 32] --\n", + "│ │ │ └─Sequential: 4-53 [2, 1152, 1, 32] 31,104\n", + "│ │ └─SqueezeAndExcite: 3-54 [2, 1152, 1, 32] --\n", + "│ │ │ └─Sequential: 4-54 [2, 1152, 1, 32] 111,792\n", + "│ │ └─Pointwise: 3-55 [2, 192, 1, 32] --\n", + "│ │ │ └─Sequential: 4-55 [2, 192, 1, 32] 221,568\n", + "│ └─MBConvBlock: 2-19 [2, 192, 1, 32] --\n", + "│ │ └─InvertedBottleneck: 3-56 [2, 1152, 1, 32] --\n", + "│ │ │ └─Sequential: 4-56 [2, 1152, 1, 32] 223,488\n", + "│ │ └─Depthwise: 3-57 [2, 1152, 1, 32] --\n", + "│ │ │ └─Sequential: 4-57 [2, 1152, 1, 32] 31,104\n", + "│ │ └─SqueezeAndExcite: 3-58 [2, 1152, 1, 32] --\n", + "│ │ │ └─Sequential: 4-58 [2, 1152, 1, 32] 111,792\n", + "│ │ └─Pointwise: 3-59 [2, 192, 1, 32] --\n", + "│ │ │ └─Sequential: 4-59 [2, 192, 1, 32] 221,568\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", + "│ └─Conv2d: 2-20 [2, 1280, 1, 32] 245,760\n", + "│ └─BatchNorm2d: 2-21 [2, 1280, 1, 32] 2,560\n", + "│ └─Dropout: 2-22 [2, 1280, 1, 32] --\n", "===============================================================================================\n", - "Total params: 8,343,520\n", - "Trainable params: 8,343,520\n", + "Total params: 3,125,900\n", + "Trainable params: 3,125,900\n", "Non-trainable params: 0\n", - "Total mult-adds (G): 1.34\n", + "Total mult-adds (M): 770.11\n", "===============================================================================================\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", + "Forward/backward pass size (MB): 268.21\n", + "Params size (MB): 12.50\n", + "Estimated Total Size (MB): 281.17\n", "===============================================================================================" ] }, - "execution_count": 10, + "execution_count": 18, "metadata": {}, "output_type": "execute_result" } @@ -340,14 +288,6 @@ "source": [ "summary(net, (2, 1, 56, 1024), device=\"cpu\", depth=4)" ] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "6aa04f07-12d4-4e06-b921-d54367c50a9a", - "metadata": {}, - "outputs": [], - "source": [] } ], "metadata": { -- cgit v1.2.3-70-g09d2