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-rw-r--r--notebooks/04-efficientnet.ipynb527
1 files changed, 232 insertions, 295 deletions
diff --git a/notebooks/04-efficientnet.ipynb b/notebooks/04-efficientnet.ipynb
index 873cf4a..673b8f0 100644
--- a/notebooks/04-efficientnet.ipynb
+++ b/notebooks/04-efficientnet.ipynb
@@ -50,7 +50,7 @@
},
{
"cell_type": "code",
- "execution_count": 20,
+ "execution_count": 4,
"id": "e52ecb01-c975-4e55-925d-1182c7aea473",
"metadata": {},
"outputs": [],
@@ -61,7 +61,7 @@
},
{
"cell_type": "code",
- "execution_count": 21,
+ "execution_count": 11,
"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": 21,
+ "execution_count": 11,
"metadata": {},
"output_type": "execute_result"
}
@@ -82,12 +82,12 @@
},
{
"cell_type": "code",
- "execution_count": 24,
+ "execution_count": 31,
"id": "42caaae5-7ee6-43fe-97eb-46c2a6915739",
"metadata": {},
"outputs": [],
"source": [
- "cfg.arch = \"b0\""
+ "cfg.arch = \"b1\""
]
},
{
@@ -95,21 +95,7 @@
"execution_count": 32,
"id": "aaeab329-aeb0-4a1b-aa35-5a2aab81b1d0",
"metadata": {},
- "outputs": [
- {
- "name": "stdout",
- "output_type": "stream",
- "text": [
- "1\n",
- "2\n",
- "2\n",
- "3\n",
- "3\n",
- "4\n",
- "1\n"
- ]
- }
- ],
+ "outputs": [],
"source": [
"net = instantiate(cfg)"
]
@@ -133,283 +119,234 @@
{
"data": {
"text/plain": [
- "==========================================================================================\n",
- "Layer (type:depth-idx) Output Shape Param #\n",
- "==========================================================================================\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",
- "├─ModuleList: 1-1 -- --\n",
- "│ └─MBConvBlock: 2-5 [2, 16, 112, 112] --\n",
- "│ │ └─Sequential: 3-1 [2, 32, 112, 112] --\n",
- "│ │ │ └─Conv2d: 4-1 [2, 32, 112, 112] 288\n",
- "│ │ │ └─BatchNorm2d: 4-2 [2, 32, 112, 112] 64\n",
- "│ │ │ └─Mish: 4-3 [2, 32, 112, 112] --\n",
- "│ │ └─Sequential: 3-2 [2, 32, 112, 112] --\n",
- "│ │ │ └─Conv2d: 4-4 [2, 8, 112, 112] 264\n",
- "│ │ │ └─Mish: 4-5 [2, 8, 112, 112] --\n",
- "│ │ │ └─Conv2d: 4-6 [2, 32, 112, 112] 288\n",
- "│ │ └─Sequential: 3-3 [2, 16, 112, 112] --\n",
- "│ │ │ └─Conv2d: 4-7 [2, 16, 112, 112] 512\n",
- "│ │ │ └─BatchNorm2d: 4-8 [2, 16, 112, 112] 32\n",
- "│ └─MBConvBlock: 2-6 [2, 24, 56, 56] --\n",
- "│ │ └─Sequential: 3-4 [2, 96, 112, 112] --\n",
- "│ │ │ └─Conv2d: 4-9 [2, 96, 112, 112] 1,536\n",
- "│ │ │ └─BatchNorm2d: 4-10 [2, 96, 112, 112] 192\n",
- "│ │ │ └─Mish: 4-11 [2, 96, 112, 112] --\n",
- "│ │ └─Sequential: 3-5 [2, 96, 56, 56] --\n",
- "│ │ │ └─Conv2d: 4-12 [2, 96, 56, 56] 864\n",
- "│ │ │ └─BatchNorm2d: 4-13 [2, 96, 56, 56] 192\n",
- "│ │ │ └─Mish: 4-14 [2, 96, 56, 56] --\n",
- "│ │ └─Sequential: 3-6 [2, 96, 56, 56] --\n",
- "│ │ │ └─Conv2d: 4-15 [2, 4, 56, 56] 388\n",
- "│ │ │ └─Mish: 4-16 [2, 4, 56, 56] --\n",
- "│ │ │ └─Conv2d: 4-17 [2, 96, 56, 56] 480\n",
- "│ │ └─Sequential: 3-7 [2, 24, 56, 56] --\n",
- "│ │ │ └─Conv2d: 4-18 [2, 24, 56, 56] 2,304\n",
- "│ │ │ └─BatchNorm2d: 4-19 [2, 24, 56, 56] 48\n",
- "│ └─MBConvBlock: 2-7 [2, 24, 56, 56] --\n",
- "│ │ └─Sequential: 3-8 [2, 144, 56, 56] --\n",
- "│ │ │ └─Conv2d: 4-20 [2, 144, 56, 56] 3,456\n",
- "│ │ │ └─BatchNorm2d: 4-21 [2, 144, 56, 56] 288\n",
- "│ │ │ └─Mish: 4-22 [2, 144, 56, 56] --\n",
- "│ │ └─Sequential: 3-9 [2, 144, 56, 56] --\n",
- "│ │ │ └─Conv2d: 4-23 [2, 144, 56, 56] 1,296\n",
- "│ │ │ └─BatchNorm2d: 4-24 [2, 144, 56, 56] 288\n",
- "│ │ │ └─Mish: 4-25 [2, 144, 56, 56] --\n",
- "│ │ └─Sequential: 3-10 [2, 144, 56, 56] --\n",
- "│ │ │ └─Conv2d: 4-26 [2, 6, 56, 56] 870\n",
- "│ │ │ └─Mish: 4-27 [2, 6, 56, 56] --\n",
- "│ │ │ └─Conv2d: 4-28 [2, 144, 56, 56] 1,008\n",
- "│ │ └─Sequential: 3-11 [2, 24, 56, 56] --\n",
- "│ │ │ └─Conv2d: 4-29 [2, 24, 56, 56] 3,456\n",
- "│ │ │ └─BatchNorm2d: 4-30 [2, 24, 56, 56] 48\n",
- "│ └─MBConvBlock: 2-8 [2, 40, 28, 28] --\n",
- "│ │ └─Sequential: 3-12 [2, 144, 56, 56] --\n",
- "│ │ │ └─Conv2d: 4-31 [2, 144, 56, 56] 3,456\n",
- "│ │ │ └─BatchNorm2d: 4-32 [2, 144, 56, 56] 288\n",
- "│ │ │ └─Mish: 4-33 [2, 144, 56, 56] --\n",
- "│ │ └─Sequential: 3-13 [2, 144, 28, 28] --\n",
- "│ │ │ └─Conv2d: 4-34 [2, 144, 28, 28] 3,600\n",
- "│ │ │ └─BatchNorm2d: 4-35 [2, 144, 28, 28] 288\n",
- "│ │ │ └─Mish: 4-36 [2, 144, 28, 28] --\n",
- "│ │ └─Sequential: 3-14 [2, 144, 28, 28] --\n",
- "│ │ │ └─Conv2d: 4-37 [2, 6, 28, 28] 870\n",
- "│ │ │ └─Mish: 4-38 [2, 6, 28, 28] --\n",
- "│ │ │ └─Conv2d: 4-39 [2, 144, 28, 28] 1,008\n",
- "│ │ └─Sequential: 3-15 [2, 40, 28, 28] --\n",
- "│ │ │ └─Conv2d: 4-40 [2, 40, 28, 28] 5,760\n",
- "│ │ │ └─BatchNorm2d: 4-41 [2, 40, 28, 28] 80\n",
- "│ └─MBConvBlock: 2-9 [2, 40, 28, 28] --\n",
- "│ │ └─Sequential: 3-16 [2, 240, 28, 28] --\n",
- "│ │ │ └─Conv2d: 4-42 [2, 240, 28, 28] 9,600\n",
- "│ │ │ └─BatchNorm2d: 4-43 [2, 240, 28, 28] 480\n",
- "│ │ │ └─Mish: 4-44 [2, 240, 28, 28] --\n",
- "│ │ └─Sequential: 3-17 [2, 240, 28, 28] --\n",
- "│ │ │ └─Conv2d: 4-45 [2, 240, 28, 28] 6,000\n",
- "│ │ │ └─BatchNorm2d: 4-46 [2, 240, 28, 28] 480\n",
- "│ │ │ └─Mish: 4-47 [2, 240, 28, 28] --\n",
- "│ │ └─Sequential: 3-18 [2, 240, 28, 28] --\n",
- "│ │ │ └─Conv2d: 4-48 [2, 10, 28, 28] 2,410\n",
- "│ │ │ └─Mish: 4-49 [2, 10, 28, 28] --\n",
- "│ │ │ └─Conv2d: 4-50 [2, 240, 28, 28] 2,640\n",
- "│ │ └─Sequential: 3-19 [2, 40, 28, 28] --\n",
- "│ │ │ └─Conv2d: 4-51 [2, 40, 28, 28] 9,600\n",
- "│ │ │ └─BatchNorm2d: 4-52 [2, 40, 28, 28] 80\n",
- "│ └─MBConvBlock: 2-10 [2, 80, 14, 14] --\n",
- "│ │ └─Sequential: 3-20 [2, 240, 28, 28] --\n",
- "│ │ │ └─Conv2d: 4-53 [2, 240, 28, 28] 9,600\n",
- "│ │ │ └─BatchNorm2d: 4-54 [2, 240, 28, 28] 480\n",
- "│ │ │ └─Mish: 4-55 [2, 240, 28, 28] --\n",
- "│ │ └─Sequential: 3-21 [2, 240, 14, 14] --\n",
- "│ │ │ └─Conv2d: 4-56 [2, 240, 14, 14] 2,160\n",
- "│ │ │ └─BatchNorm2d: 4-57 [2, 240, 14, 14] 480\n",
- "│ │ │ └─Mish: 4-58 [2, 240, 14, 14] --\n",
- "│ │ └─Sequential: 3-22 [2, 240, 14, 14] --\n",
- "│ │ │ └─Conv2d: 4-59 [2, 10, 14, 14] 2,410\n",
- "│ │ │ └─Mish: 4-60 [2, 10, 14, 14] --\n",
- "│ │ │ └─Conv2d: 4-61 [2, 240, 14, 14] 2,640\n",
- "│ │ └─Sequential: 3-23 [2, 80, 14, 14] --\n",
- "│ │ │ └─Conv2d: 4-62 [2, 80, 14, 14] 19,200\n",
- "│ │ │ └─BatchNorm2d: 4-63 [2, 80, 14, 14] 160\n",
- "│ └─MBConvBlock: 2-11 [2, 80, 14, 14] --\n",
- "│ │ └─Sequential: 3-24 [2, 480, 14, 14] --\n",
- "│ │ │ └─Conv2d: 4-64 [2, 480, 14, 14] 38,400\n",
- "│ │ │ └─BatchNorm2d: 4-65 [2, 480, 14, 14] 960\n",
- "│ │ │ └─Mish: 4-66 [2, 480, 14, 14] --\n",
- "│ │ └─Sequential: 3-25 [2, 480, 14, 14] --\n",
- "│ │ │ └─Conv2d: 4-67 [2, 480, 14, 14] 4,320\n",
- "│ │ │ └─BatchNorm2d: 4-68 [2, 480, 14, 14] 960\n",
- "│ │ │ └─Mish: 4-69 [2, 480, 14, 14] --\n",
- "│ │ └─Sequential: 3-26 [2, 480, 14, 14] --\n",
- "│ │ │ └─Conv2d: 4-70 [2, 20, 14, 14] 9,620\n",
- "│ │ │ └─Mish: 4-71 [2, 20, 14, 14] --\n",
- "│ │ │ └─Conv2d: 4-72 [2, 480, 14, 14] 10,080\n",
- "│ │ └─Sequential: 3-27 [2, 80, 14, 14] --\n",
- "│ │ │ └─Conv2d: 4-73 [2, 80, 14, 14] 38,400\n",
- "│ │ │ └─BatchNorm2d: 4-74 [2, 80, 14, 14] 160\n",
- "│ └─MBConvBlock: 2-12 [2, 80, 14, 14] --\n",
- "│ │ └─Sequential: 3-28 [2, 480, 14, 14] --\n",
- "│ │ │ └─Conv2d: 4-75 [2, 480, 14, 14] 38,400\n",
- "│ │ │ └─BatchNorm2d: 4-76 [2, 480, 14, 14] 960\n",
- "│ │ │ └─Mish: 4-77 [2, 480, 14, 14] --\n",
- "│ │ └─Sequential: 3-29 [2, 480, 14, 14] --\n",
- "│ │ │ └─Conv2d: 4-78 [2, 480, 14, 14] 4,320\n",
- "│ │ │ └─BatchNorm2d: 4-79 [2, 480, 14, 14] 960\n",
- "│ │ │ └─Mish: 4-80 [2, 480, 14, 14] --\n",
- "│ │ └─Sequential: 3-30 [2, 480, 14, 14] --\n",
- "│ │ │ └─Conv2d: 4-81 [2, 20, 14, 14] 9,620\n",
- "│ │ │ └─Mish: 4-82 [2, 20, 14, 14] --\n",
- "│ │ │ └─Conv2d: 4-83 [2, 480, 14, 14] 10,080\n",
- "│ │ └─Sequential: 3-31 [2, 80, 14, 14] --\n",
- "│ │ │ └─Conv2d: 4-84 [2, 80, 14, 14] 38,400\n",
- "│ │ │ └─BatchNorm2d: 4-85 [2, 80, 14, 14] 160\n",
- "│ └─MBConvBlock: 2-13 [2, 112, 14, 14] --\n",
- "│ │ └─Sequential: 3-32 [2, 480, 14, 14] --\n",
- "│ │ │ └─Conv2d: 4-86 [2, 480, 14, 14] 38,400\n",
- "│ │ │ └─BatchNorm2d: 4-87 [2, 480, 14, 14] 960\n",
- "│ │ │ └─Mish: 4-88 [2, 480, 14, 14] --\n",
- "│ │ └─Sequential: 3-33 [2, 480, 14, 14] --\n",
- "│ │ │ └─Conv2d: 4-89 [2, 480, 14, 14] 12,000\n",
- "│ │ │ └─BatchNorm2d: 4-90 [2, 480, 14, 14] 960\n",
- "│ │ │ └─Mish: 4-91 [2, 480, 14, 14] --\n",
- "│ │ └─Sequential: 3-34 [2, 480, 14, 14] --\n",
- "│ │ │ └─Conv2d: 4-92 [2, 20, 14, 14] 9,620\n",
- "│ │ │ └─Mish: 4-93 [2, 20, 14, 14] --\n",
- "│ │ │ └─Conv2d: 4-94 [2, 480, 14, 14] 10,080\n",
- "│ │ └─Sequential: 3-35 [2, 112, 14, 14] --\n",
- "│ │ │ └─Conv2d: 4-95 [2, 112, 14, 14] 53,760\n",
- "│ │ │ └─BatchNorm2d: 4-96 [2, 112, 14, 14] 224\n",
- "│ └─MBConvBlock: 2-14 [2, 112, 14, 14] --\n",
- "│ │ └─Sequential: 3-36 [2, 672, 14, 14] --\n",
- "│ │ │ └─Conv2d: 4-97 [2, 672, 14, 14] 75,264\n",
- "│ │ │ └─BatchNorm2d: 4-98 [2, 672, 14, 14] 1,344\n",
- "│ │ │ └─Mish: 4-99 [2, 672, 14, 14] --\n",
- "│ │ └─Sequential: 3-37 [2, 672, 14, 14] --\n",
- "│ │ │ └─Conv2d: 4-100 [2, 672, 14, 14] 16,800\n",
- "│ │ │ └─BatchNorm2d: 4-101 [2, 672, 14, 14] 1,344\n",
- "│ │ │ └─Mish: 4-102 [2, 672, 14, 14] --\n",
- "│ │ └─Sequential: 3-38 [2, 672, 14, 14] --\n",
- "│ │ │ └─Conv2d: 4-103 [2, 28, 14, 14] 18,844\n",
- "│ │ │ └─Mish: 4-104 [2, 28, 14, 14] --\n",
- "│ │ │ └─Conv2d: 4-105 [2, 672, 14, 14] 19,488\n",
- "│ │ └─Sequential: 3-39 [2, 112, 14, 14] --\n",
- "│ │ │ └─Conv2d: 4-106 [2, 112, 14, 14] 75,264\n",
- "│ │ │ └─BatchNorm2d: 4-107 [2, 112, 14, 14] 224\n",
- "│ └─MBConvBlock: 2-15 [2, 112, 14, 14] --\n",
- "│ │ └─Sequential: 3-40 [2, 672, 14, 14] --\n",
- "│ │ │ └─Conv2d: 4-108 [2, 672, 14, 14] 75,264\n",
- "│ │ │ └─BatchNorm2d: 4-109 [2, 672, 14, 14] 1,344\n",
- "│ │ │ └─Mish: 4-110 [2, 672, 14, 14] --\n",
- "│ │ └─Sequential: 3-41 [2, 672, 14, 14] --\n",
- "│ │ │ └─Conv2d: 4-111 [2, 672, 14, 14] 16,800\n",
- "│ │ │ └─BatchNorm2d: 4-112 [2, 672, 14, 14] 1,344\n",
- "│ │ │ └─Mish: 4-113 [2, 672, 14, 14] --\n",
- "│ │ └─Sequential: 3-42 [2, 672, 14, 14] --\n",
- "│ │ │ └─Conv2d: 4-114 [2, 28, 14, 14] 18,844\n",
- "│ │ │ └─Mish: 4-115 [2, 28, 14, 14] --\n",
- "│ │ │ └─Conv2d: 4-116 [2, 672, 14, 14] 19,488\n",
- "│ │ └─Sequential: 3-43 [2, 112, 14, 14] --\n",
- "│ │ │ └─Conv2d: 4-117 [2, 112, 14, 14] 75,264\n",
- "│ │ │ └─BatchNorm2d: 4-118 [2, 112, 14, 14] 224\n",
- "│ └─MBConvBlock: 2-16 [2, 192, 7, 7] --\n",
- "│ │ └─Sequential: 3-44 [2, 672, 14, 14] --\n",
- "│ │ │ └─Conv2d: 4-119 [2, 672, 14, 14] 75,264\n",
- "│ │ │ └─BatchNorm2d: 4-120 [2, 672, 14, 14] 1,344\n",
- "│ │ │ └─Mish: 4-121 [2, 672, 14, 14] --\n",
- "│ │ └─Sequential: 3-45 [2, 672, 7, 7] --\n",
- "│ │ │ └─Conv2d: 4-122 [2, 672, 7, 7] 16,800\n",
- "│ │ │ └─BatchNorm2d: 4-123 [2, 672, 7, 7] 1,344\n",
- "│ │ │ └─Mish: 4-124 [2, 672, 7, 7] --\n",
- "│ │ └─Sequential: 3-46 [2, 672, 7, 7] --\n",
- "│ │ │ └─Conv2d: 4-125 [2, 28, 7, 7] 18,844\n",
- "│ │ │ └─Mish: 4-126 [2, 28, 7, 7] --\n",
- "│ │ │ └─Conv2d: 4-127 [2, 672, 7, 7] 19,488\n",
- "│ │ └─Sequential: 3-47 [2, 192, 7, 7] --\n",
- "│ │ │ └─Conv2d: 4-128 [2, 192, 7, 7] 129,024\n",
- "│ │ │ └─BatchNorm2d: 4-129 [2, 192, 7, 7] 384\n",
- "│ └─MBConvBlock: 2-17 [2, 192, 7, 7] --\n",
- "│ │ └─Sequential: 3-48 [2, 1152, 7, 7] --\n",
- "│ │ │ └─Conv2d: 4-130 [2, 1152, 7, 7] 221,184\n",
- "│ │ │ └─BatchNorm2d: 4-131 [2, 1152, 7, 7] 2,304\n",
- "│ │ │ └─Mish: 4-132 [2, 1152, 7, 7] --\n",
- "│ │ └─Sequential: 3-49 [2, 1152, 7, 7] --\n",
- "│ │ │ └─Conv2d: 4-133 [2, 1152, 7, 7] 28,800\n",
- "│ │ │ └─BatchNorm2d: 4-134 [2, 1152, 7, 7] 2,304\n",
- "│ │ │ └─Mish: 4-135 [2, 1152, 7, 7] --\n",
- "│ │ └─Sequential: 3-50 [2, 1152, 7, 7] --\n",
- "│ │ │ └─Conv2d: 4-136 [2, 48, 7, 7] 55,344\n",
- "│ │ │ └─Mish: 4-137 [2, 48, 7, 7] --\n",
- "│ │ │ └─Conv2d: 4-138 [2, 1152, 7, 7] 56,448\n",
- "│ │ └─Sequential: 3-51 [2, 192, 7, 7] --\n",
- "│ │ │ └─Conv2d: 4-139 [2, 192, 7, 7] 221,184\n",
- "│ │ │ └─BatchNorm2d: 4-140 [2, 192, 7, 7] 384\n",
- "│ └─MBConvBlock: 2-18 [2, 192, 7, 7] --\n",
- "│ │ └─Sequential: 3-52 [2, 1152, 7, 7] --\n",
- "│ │ │ └─Conv2d: 4-141 [2, 1152, 7, 7] 221,184\n",
- "│ │ │ └─BatchNorm2d: 4-142 [2, 1152, 7, 7] 2,304\n",
- "│ │ │ └─Mish: 4-143 [2, 1152, 7, 7] --\n",
- "│ │ └─Sequential: 3-53 [2, 1152, 7, 7] --\n",
- "│ │ │ └─Conv2d: 4-144 [2, 1152, 7, 7] 28,800\n",
- "│ │ │ └─BatchNorm2d: 4-145 [2, 1152, 7, 7] 2,304\n",
- "│ │ │ └─Mish: 4-146 [2, 1152, 7, 7] --\n",
- "│ │ └─Sequential: 3-54 [2, 1152, 7, 7] --\n",
- "│ │ │ └─Conv2d: 4-147 [2, 48, 7, 7] 55,344\n",
- "│ │ │ └─Mish: 4-148 [2, 48, 7, 7] --\n",
- "│ │ │ └─Conv2d: 4-149 [2, 1152, 7, 7] 56,448\n",
- "│ │ └─Sequential: 3-55 [2, 192, 7, 7] --\n",
- "│ │ │ └─Conv2d: 4-150 [2, 192, 7, 7] 221,184\n",
- "│ │ │ └─BatchNorm2d: 4-151 [2, 192, 7, 7] 384\n",
- "│ └─MBConvBlock: 2-19 [2, 192, 7, 7] --\n",
- "│ │ └─Sequential: 3-56 [2, 1152, 7, 7] --\n",
- "│ │ │ └─Conv2d: 4-152 [2, 1152, 7, 7] 221,184\n",
- "│ │ │ └─BatchNorm2d: 4-153 [2, 1152, 7, 7] 2,304\n",
- "│ │ │ └─Mish: 4-154 [2, 1152, 7, 7] --\n",
- "│ │ └─Sequential: 3-57 [2, 1152, 7, 7] --\n",
- "│ │ │ └─Conv2d: 4-155 [2, 1152, 7, 7] 28,800\n",
- "│ │ │ └─BatchNorm2d: 4-156 [2, 1152, 7, 7] 2,304\n",
- "│ │ │ └─Mish: 4-157 [2, 1152, 7, 7] --\n",
- "│ │ └─Sequential: 3-58 [2, 1152, 7, 7] --\n",
- "│ │ │ └─Conv2d: 4-158 [2, 48, 7, 7] 55,344\n",
- "│ │ │ └─Mish: 4-159 [2, 48, 7, 7] --\n",
- "│ │ │ └─Conv2d: 4-160 [2, 1152, 7, 7] 56,448\n",
- "│ │ └─Sequential: 3-59 [2, 192, 7, 7] --\n",
- "│ │ │ └─Conv2d: 4-161 [2, 192, 7, 7] 221,184\n",
- "│ │ │ └─BatchNorm2d: 4-162 [2, 192, 7, 7] 384\n",
- "│ └─MBConvBlock: 2-20 [2, 320, 7, 7] --\n",
- "│ │ └─Sequential: 3-60 [2, 1152, 7, 7] --\n",
- "│ │ │ └─Conv2d: 4-163 [2, 1152, 7, 7] 221,184\n",
- "│ │ │ └─BatchNorm2d: 4-164 [2, 1152, 7, 7] 2,304\n",
- "│ │ │ └─Mish: 4-165 [2, 1152, 7, 7] --\n",
- "│ │ └─Sequential: 3-61 [2, 1152, 7, 7] --\n",
- "│ │ │ └─Conv2d: 4-166 [2, 1152, 7, 7] 10,368\n",
- "│ │ │ └─BatchNorm2d: 4-167 [2, 1152, 7, 7] 2,304\n",
- "│ │ │ └─Mish: 4-168 [2, 1152, 7, 7] --\n",
- "│ │ └─Sequential: 3-62 [2, 1152, 7, 7] --\n",
- "│ │ │ └─Conv2d: 4-169 [2, 48, 7, 7] 55,344\n",
- "│ │ │ └─Mish: 4-170 [2, 48, 7, 7] --\n",
- "│ │ │ └─Conv2d: 4-171 [2, 1152, 7, 7] 56,448\n",
- "│ │ └─Sequential: 3-63 [2, 320, 7, 7] --\n",
- "│ │ │ └─Conv2d: 4-172 [2, 320, 7, 7] 368,640\n",
- "│ │ │ └─BatchNorm2d: 4-173 [2, 320, 7, 7] 640\n",
- "├─Sequential: 1-3 [2, 1280, 7, 7] --\n",
- "│ └─Conv2d: 2-21 [2, 1280, 7, 7] 409,600\n",
- "│ └─BatchNorm2d: 2-22 [2, 1280, 7, 7] 2,560\n",
- "==========================================================================================\n",
- "Total params: 4,006,972\n",
- "Trainable params: 4,006,972\n",
+ "===============================================================================================\n",
+ "Layer (type:depth-idx) Output Shape Param #\n",
+ "===============================================================================================\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",
+ "├─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",
+ "===============================================================================================\n",
+ "Total params: 6,512,608\n",
+ "Trainable params: 6,512,608\n",
"Non-trainable params: 0\n",
- "Total mult-adds (M): 898.16\n",
- "==========================================================================================\n",
+ "Total mult-adds (G): 1.35\n",
+ "===============================================================================================\n",
"Input size (MB): 0.40\n",
- "Forward/backward pass size (MB): 255.39\n",
- "Params size (MB): 16.03\n",
- "Estimated Total Size (MB): 271.82\n",
- "=========================================================================================="
+ "Forward/backward pass size (MB): 359.63\n",
+ "Params size (MB): 26.05\n",
+ "Estimated Total Size (MB): 386.08\n",
+ "==============================================================================================="
]
},
"execution_count": 34,
generated by cgit v1.2.3-70-g09d2 (git 2.46.0) at 2024-11-10 12:41:20 +0000