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-rw-r--r--notebooks/04-efficientnet.ipynb220
1 files changed, 25 insertions, 195 deletions
diff --git a/notebooks/04-efficientnet.ipynb b/notebooks/04-efficientnet.ipynb
index 0f10688..5395c12 100644
--- a/notebooks/04-efficientnet.ipynb
+++ b/notebooks/04-efficientnet.ipynb
@@ -2,7 +2,7 @@
"cells": [
{
"cell_type": "code",
- "execution_count": 1,
+ "execution_count": null,
"id": "7c02ae76-b540-4b16-9492-e9210b3b9249",
"metadata": {},
"outputs": [],
@@ -28,7 +28,7 @@
},
{
"cell_type": "code",
- "execution_count": 2,
+ "execution_count": null,
"id": "ccdb6dde-47e5-429a-88f2-0764fb7e259a",
"metadata": {},
"outputs": [],
@@ -40,17 +40,17 @@
},
{
"cell_type": "code",
- "execution_count": 3,
+ "execution_count": null,
"id": "3cf50475-39f2-4642-a7d1-5bcbc0a036f7",
"metadata": {},
"outputs": [],
"source": [
- "path = \"../training/conf/network/encoder/efficientnet.yaml\""
+ "path = \"../training/conf/network/efficientnet.yaml\""
]
},
{
"cell_type": "code",
- "execution_count": 4,
+ "execution_count": null,
"id": "e52ecb01-c975-4e55-925d-1182c7aea473",
"metadata": {},
"outputs": [],
@@ -61,38 +61,27 @@
},
{
"cell_type": "code",
- "execution_count": 5,
+ "execution_count": null,
"id": "f939aa37-7b1d-45cc-885c-323c4540bda1",
"metadata": {},
- "outputs": [
- {
- "data": {
- "text/plain": [
- "{'_target_': 'text_recognizer.networks.encoders.efficientnet.EfficientNet', 'arch': 'b0', 'stochastic_dropout_rate': 0.2, 'bn_momentum': 0.99, 'bn_eps': 0.001}"
- ]
- },
- "execution_count": 5,
- "metadata": {},
- "output_type": "execute_result"
- }
- ],
+ "outputs": [],
"source": [
"cfg"
]
},
{
"cell_type": "code",
- "execution_count": 15,
+ "execution_count": null,
"id": "42caaae5-7ee6-43fe-97eb-46c2a6915739",
"metadata": {},
"outputs": [],
"source": [
- "cfg.depth = 6"
+ "cfg.depth = 4"
]
},
{
"cell_type": "code",
- "execution_count": 16,
+ "execution_count": null,
"id": "aaeab329-aeb0-4a1b-aa35-5a2aab81b1d0",
"metadata": {},
"outputs": [],
@@ -102,7 +91,7 @@
},
{
"cell_type": "code",
- "execution_count": 17,
+ "execution_count": null,
"id": "618b997c-e6a6-4487-b70c-9d260cb556d3",
"metadata": {},
"outputs": [],
@@ -112,182 +101,23 @@
},
{
"cell_type": "code",
- "execution_count": 18,
+ "execution_count": null,
"id": "25759b7b-8deb-4163-b75d-a1357c9fe88f",
- "metadata": {},
- "outputs": [
- {
- "data": {
- "text/plain": [
- "===============================================================================================\n",
- "Layer (type:depth-idx) Output Shape Param #\n",
- "===============================================================================================\n",
- "EfficientNet -- --\n",
- "├─ModuleList: 1-1 -- --\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, 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, 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: 3-8 [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: 2-20 [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: 3,125,900\n",
- "Trainable params: 3,125,900\n",
- "Non-trainable params: 0\n",
- "Total mult-adds (M): 770.11\n",
- "===============================================================================================\n",
- "Input size (MB): 0.46\n",
- "Forward/backward pass size (MB): 268.21\n",
- "Params size (MB): 12.50\n",
- "Estimated Total Size (MB): 281.17\n",
- "==============================================================================================="
- ]
- },
- "execution_count": 18,
- "metadata": {},
- "output_type": "execute_result"
- }
- ],
+ "metadata": {
+ "scrolled": false
+ },
+ "outputs": [],
"source": [
"summary(net, (2, 1, 56, 1024), device=\"cpu\", depth=4)"
]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "id": "733354ea",
+ "metadata": {},
+ "outputs": [],
+ "source": []
}
],
"metadata": {
@@ -306,7 +136,7 @@
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
- "version": "3.9.9"
+ "version": "3.9.4"
}
},
"nbformat": 4,
generated by cgit v1.2.3-70-g09d2 (git 2.46.0) at 2024-11-13 06:11:01 +0000