Spaces:
Sleeping
Sleeping
File size: 191,352 Bytes
84d0c9e |
1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27 28 29 30 31 32 33 34 35 36 37 38 39 40 41 42 43 44 45 46 47 48 49 50 51 52 53 54 55 56 57 58 59 60 61 62 63 64 65 66 67 68 69 70 71 72 73 74 75 76 77 78 79 80 81 82 83 84 85 86 87 88 89 90 91 92 93 94 95 96 97 98 99 100 101 102 103 104 105 106 107 108 109 110 111 112 113 114 115 116 117 118 119 120 121 122 123 124 125 126 127 128 129 130 131 132 133 134 135 136 137 138 139 140 141 142 143 144 145 146 147 148 149 150 151 152 153 154 155 156 157 158 159 160 161 162 163 164 165 166 167 168 169 170 171 172 173 174 175 176 177 178 179 180 181 182 183 184 185 186 187 188 189 190 191 192 193 194 195 196 197 198 199 200 201 202 203 204 205 206 207 208 209 |
{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Data Preprocessing"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [],
"source": [
"import os \n",
"import shutil\n",
"from sklearn.model_selection import train_test_split"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Train/Val/Test Split"
]
},
{
"cell_type": "code",
"execution_count": 11,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"/Users/neecat/Desktop/Projects/trash-classification/data/raw/dataset-resized/paper\n",
"/Users/neecat/Desktop/Projects/trash-classification/data/raw/dataset-resized/metal\n",
"/Users/neecat/Desktop/Projects/trash-classification/data/raw/dataset-resized/cardboard\n",
"/Users/neecat/Desktop/Projects/trash-classification/data/raw/dataset-resized/trash\n",
"/Users/neecat/Desktop/Projects/trash-classification/data/raw/dataset-resized/glass\n",
"/Users/neecat/Desktop/Projects/trash-classification/data/raw/dataset-resized/plastic\n"
]
}
],
"source": [
"def split_dataset(src_dir, dest_dir, train_ratio=0.7, val_ratio=0.15, test_ratio=0.15):\n",
" \n",
" if not os.path.exists(dest_dir):\n",
" os.makedirs(dest_dir)\n",
" \n",
" for class_name in os.listdir(src_dir):\n",
" if (class_name == \".DS_Store\"):\n",
" continue\n",
" class_path = os.path.join(src_dir, class_name)\n",
" print(class_path)\n",
" images = os.listdir(class_path)\n",
" train_files, temp = train_test_split(images, train_size=train_ratio, random_state=42)\n",
" val_files, test_files = train_test_split(temp, test_size=test_ratio/(val_ratio + test_ratio), random_state=42)\n",
" \n",
" for split_name, file_list in zip([\"train\", \"val\", \"test\"], [train_files, val_files, test_files]):\n",
" split_dir = os.path.join(dest_dir, split_name, class_name)\n",
" os.makedirs(split_dir, exist_ok=True)\n",
" for file in file_list:\n",
" src_file = os.path.join(class_path, file)\n",
" dst_file = os.path.join(split_dir, file)\n",
" shutil.copy(src_file, dst_file)\n",
"\n",
"dataset_path = os.path.abspath(os.path.join(os.getcwd(), os.pardir, 'data', 'raw', 'dataset-resized'))\n",
"split_dataset(dataset_path, os.path.abspath(os.path.join(dataset_path, os.pardir)))"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Transformations & Augmentation "
]
},
{
"cell_type": "code",
"execution_count": 12,
"metadata": {},
"outputs": [],
"source": [
"import torchvision.transforms as transforms"
]
},
{
"cell_type": "code",
"execution_count": 13,
"metadata": {},
"outputs": [],
"source": [
"train_transforms = transforms.Compose([\n",
" transforms.Resize((224,224)),\n",
" transforms.RandomHorizontalFlip(),\n",
" transforms.RandomRotation(10),\n",
" transforms.ColorJitter(brightness=0.2, contrast=0.2, saturation=0.2),\n",
" transforms.ToTensor(),\n",
" transforms.Normalize([0.5]*3, [0.5]*3) # [0.5]*3 creates a list for RGB channels, first argument is for mean, second for std. This scales the input from [0,1] to [-1,1]\n",
"])\n",
"\n",
"val_test_transforms = transforms.Compose([\n",
" transforms.Resize((224, 224)),\n",
" transforms.ToTensor(),\n",
" transforms.Normalize([0.5]*3, [0.5]*3)\n",
"])"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Load Preprocessed Data"
]
},
{
"cell_type": "code",
"execution_count": 20,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Classes: ['cardboard', 'glass', 'metal', 'paper', 'plastic', 'trash']\n"
]
}
],
"source": [
"from torchvision.datasets import ImageFolder\n",
"from torch.utils.data import DataLoader\n",
"\n",
"train_dataset = ImageFolder(root='/Users/neecat/Desktop/Projects/trash-classification/data/train', transform=train_transforms)\n",
"val_dataset = ImageFolder(root='/Users/neecat/Desktop/Projects/trash-classification/data/val', transform=val_test_transforms)\n",
"test_dataset = ImageFolder(root='/Users/neecat/Desktop/Projects/trash-classification/data/test', transform=val_test_transforms)\n",
"\n",
"train_loader = DataLoader(train_dataset, batch_size=32, shuffle=True)\n",
"val_loader = DataLoader(val_dataset, batch_size=32)\n",
"test_loader = DataLoader(test_dataset, batch_size=32)\n",
"\n",
"class_names = train_dataset.classes\n",
"print(\"Classes:\", class_names)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Check the Transformed Images"
]
},
{
"cell_type": "code",
"execution_count": 21,
"metadata": {},
"outputs": [
{
"data": {
"image/png": "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",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"import matplotlib.pyplot as plt\n",
"import numpy as np\n",
"\n",
"def imshow(img):\n",
" img = img.numpy().transpose((1, 2, 0))\n",
" img = img * 0.5 + 0.5 # here we unnormalize\n",
" plt.imshow(img)\n",
" plt.axis('off')\n",
" plt.show()\n",
"\n",
"dataiter = iter(train_loader)\n",
"images, labels = next(dataiter)\n",
"imshow(images[0])\n"
]
}
],
"metadata": {
"kernelspec": {
"display_name": "trash_env",
"language": "python",
"name": "python3"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 3
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
"version": "3.9.21"
}
},
"nbformat": 4,
"nbformat_minor": 2
}
|