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Last active July 6, 2024 03:39
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dl_cifar10_pytorch.ipynb
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{
"nbformat": 4,
"nbformat_minor": 0,
"metadata": {
"colab": {
"provenance": [],
"authorship_tag": "ABX9TyODHNOtxDCIu4EztASAmn0O",
"include_colab_link": true
},
"kernelspec": {
"name": "python3",
"display_name": "Python 3"
},
"language_info": {
"name": "python"
}
},
"cells": [
{
"cell_type": "markdown",
"metadata": {
"id": "view-in-github",
"colab_type": "text"
},
"source": [
"<a href=\"https://colab.research.google.com/gist/dsaint31x/6d262365c5bfdd50e545dba367f0b8c2/dl_cifar10_pytorch.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
]
},
{
"cell_type": "code",
"execution_count": 1,
"metadata": {
"id": "RVgNaNFHMklV"
},
"outputs": [],
"source": [
"import os\n",
"import numpy as np\n",
"import matplotlib.pyplot as plt\n",
"\n",
"import torchvision\n",
"from torchvision import datasets, transforms\n",
"import torch\n",
"from torch.utils.data import random_split, DataLoader"
]
},
{
"cell_type": "code",
"source": [
"class_names = ['airplane', 'car',\n",
" 'bird', 'cat',\n",
" 'deer', 'dog',\n",
" 'frog', 'horse',\n",
" 'ship', 'truck']"
],
"metadata": {
"id": "Al0HgPHHMuJB"
},
"execution_count": 2,
"outputs": []
},
{
"cell_type": "markdown",
"source": [
"# Trainset과 Testset 생성.\n",
"\n",
"1. cifar10을 다운로드\n",
"2. train과 test를 위한 Dataset 생성.\n",
" * `torch.tensor`로 변환.\n",
" * `standaradization`을 수행."
],
"metadata": {
"id": "gYIvnvPtV9Ej"
}
},
{
"cell_type": "code",
"source": [
"data_path = os.path.join('dataset')\n",
"\n",
"transform = transforms.Compose(\n",
" [\n",
" transforms.ToTensor(),\n",
" transforms.Normalize(\n",
" (0.4915, 0.4823, 0.4468),\n",
" (0.2470, 0.2435, 0.2616)\n",
" )\n",
" ]\n",
")\n",
"\n",
"cifar10_train = datasets.CIFAR10(\n",
" data_path,\n",
" train = True,\n",
" download = True,\n",
" transform = transform,\n",
")\n",
"\n",
"cifar10_test = datasets.CIFAR10(\n",
" data_path,\n",
" train = False,\n",
" download = True,\n",
" transform = transform,\n",
")"
],
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/"
},
"id": "BGCXt93sMxze",
"outputId": "03afc649-3f36-42ce-beff-d85a6ff0dc43"
},
"execution_count": 3,
"outputs": [
{
"output_type": "stream",
"name": "stdout",
"text": [
"Downloading https://www.cs.toronto.edu/~kriz/cifar-10-python.tar.gz to dataset/cifar-10-python.tar.gz\n"
]
},
{
"output_type": "stream",
"name": "stderr",
"text": [
"100%|██████████| 170498071/170498071 [00:02<00:00, 57036824.03it/s]\n"
]
},
{
"output_type": "stream",
"name": "stdout",
"text": [
"Extracting dataset/cifar-10-python.tar.gz to dataset\n",
"Files already downloaded and verified\n"
]
}
]
},
{
"cell_type": "code",
"source": [
"print(f'{type(transform) = }')\n",
"print(f'{type(cifar10_train) = }')\n",
"print(f'{type(cifar10_test) = }')"
],
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/"
},
"id": "eUFDJC7nNxZb",
"outputId": "679d0a3b-5dc9-4130-9516-c4588bbeb8bd"
},
"execution_count": 4,
"outputs": [
{
"output_type": "stream",
"name": "stdout",
"text": [
"type(transform) = <class 'torchvision.transforms.transforms.Compose'>\n",
"type(cifar10_train) = <class 'torchvision.datasets.cifar.CIFAR10'>\n",
"type(cifar10_test) = <class 'torchvision.datasets.cifar.CIFAR10'>\n"
]
}
]
},
{
"cell_type": "code",
"source": [
"len(cifar10_train)"
],
"metadata": {
"id": "E3vIhWcpO43X",
"outputId": "e14d0a64-db94-46c0-cfa0-b0915e661f84",
"colab": {
"base_uri": "https://localhost:8080/"
}
},
"execution_count": 5,
"outputs": [
{
"output_type": "execute_result",
"data": {
"text/plain": [
"50000"
]
},
"metadata": {},
"execution_count": 5
}
]
},
{
"cell_type": "code",
"source": [
"train_size = int(0.8 * len(cifar10_train))\n",
"validation_size = len(cifar10_train) - train_size\n",
"train_set, validation_set = random_split(\n",
" cifar10_train, [train_size, validation_size]\n",
")\n"
],
"metadata": {
"id": "xODFCmvOQq4J"
},
"execution_count": 9,
"outputs": []
},
{
"cell_type": "code",
"source": [
"train_loader = torch.utils.data.DataLoader(\n",
" train_set,\n",
" batch_size = 32,\n",
" shuffle = True,\n",
" num_workers = 0,\n",
")\n",
"\n",
"val_loader = torch.utils.data.DataLoader(\n",
" validation_set,\n",
" batch_size = 32,\n",
" shuffle = False,\n",
" num_workers = 0,\n",
")\n",
"\n",
"test_loader = torch.utils.data.DataLoader(\n",
" cifar10_test,\n",
" batch_size = 32,\n",
" shuffle = False,\n",
" num_workers = 0,\n",
")"
],
"metadata": {
"id": "SRPl0-PHO7A9"
},
"execution_count": 10,
"outputs": []
},
{
"cell_type": "code",
"source": [
"dataiter = iter(train_loader)\n",
"images, labels = next(dataiter)\n",
"print(images.shape)\n",
"\n",
"grid_img = torchvision.utils.make_grid(images)\n",
"max_val = torch.max(grid_img)\n",
"min_val = torch.min(grid_img)\n",
"print(f'{type(grid_img)=}\\n{max_val.item()=}\\n{min_val.item()=}')\n",
"\n",
"normalized_grid_img = (grid_img - min_val) / (max_val - min_val)\n",
"plt.imshow(np.transpose(normalized_grid_img, (1,2,0)))\n",
"plt.axis('off')"
],
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 373
},
"id": "OizlDIgfR9Lm",
"outputId": "98f1af50-9746-4f3a-b25b-3944225e963d"
},
"execution_count": 12,
"outputs": [
{
"output_type": "stream",
"name": "stdout",
"text": [
"torch.Size([32, 3, 32, 32])\n",
"type(grid_img)=<class 'torch.Tensor'>\n",
"max_val.item()=2.126077890396118\n",
"min_val.item()=-1.989878535270691\n"
]
},
{
"output_type": "execute_result",
"data": {
"text/plain": [
"(-0.5, 273.5, 137.5, -0.5)"
]
},
"metadata": {},
"execution_count": 12
},
{
"output_type": "display_data",
"data": {
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
],
"image/png": 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\n"
},
"metadata": {}
}
]
},
{
"cell_type": "code",
"source": [
"cifar10_train = datasets.CIFAR10(\n",
" data_path,\n",
" train = True,\n",
" download = True,\n",
" # transform = transform,\n",
")"
],
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/"
},
"id": "19xYOjfFU6-a",
"outputId": "5f86db7d-8a34-438d-d15c-f00540a2b28a"
},
"execution_count": 13,
"outputs": [
{
"output_type": "stream",
"name": "stdout",
"text": [
"Files already downloaded and verified\n"
]
}
]
},
{
"cell_type": "code",
"source": [
"img, label = next(iter(cifar10_train))\n",
"\n",
"print(img.numpy().shape)\n",
"print(f'{type(img) = }')"
],
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 315
},
"id": "fBbL9sEqcbRi",
"outputId": "7d4fb2a3-6095-4640-ad12-58128928bd13"
},
"execution_count": 19,
"outputs": [
{
"output_type": "error",
"ename": "AttributeError",
"evalue": "numpy",
"traceback": [
"\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
"\u001b[0;31mAttributeError\u001b[0m Traceback (most recent call last)",
"\u001b[0;32m<ipython-input-19-e1b9ed8c2e11>\u001b[0m in \u001b[0;36m<cell line: 3>\u001b[0;34m()\u001b[0m\n\u001b[1;32m 1\u001b[0m \u001b[0mimg\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mlabel\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mnext\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0miter\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mcifar10_train\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 2\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m----> 3\u001b[0;31m \u001b[0mprint\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mimg\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mnumpy\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mshape\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 4\u001b[0m \u001b[0mprint\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34mf'{type(img) = }'\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
"\u001b[0;32m/usr/local/lib/python3.10/dist-packages/PIL/Image.py\u001b[0m in \u001b[0;36m__getattr__\u001b[0;34m(self, name)\u001b[0m\n\u001b[1;32m 527\u001b[0m \u001b[0mdeprecate\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m\"Image categories\"\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;36m10\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m\"is_animated\"\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mplural\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;32mTrue\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 528\u001b[0m \u001b[0;32mreturn\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_category\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 529\u001b[0;31m \u001b[0;32mraise\u001b[0m \u001b[0mAttributeError\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mname\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 530\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 531\u001b[0m \u001b[0;34m@\u001b[0m\u001b[0mproperty\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
"\u001b[0;31mAttributeError\u001b[0m: numpy"
]
}
]
},
{
"cell_type": "code",
"source": [
"plt.figure(figsize=(1,1))\n",
"plt.imshow(np.array(img))"
],
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 159
},
"id": "996ohIpVco7X",
"outputId": "f09d7207-2938-46d9-d73e-f9a13d6cf828"
},
"execution_count": 15,
"outputs": [
{
"output_type": "execute_result",
"data": {
"text/plain": [
"<matplotlib.image.AxesImage at 0x7caa248a7850>"
]
},
"metadata": {},
"execution_count": 15
},
{
"output_type": "display_data",
"data": {
"text/plain": [
"<Figure size 100x100 with 1 Axes>"
],
"image/png": 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\n"
},
"metadata": {}
}
]
},
{
"cell_type": "code",
"source": [
"np.max(img)"
],
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/"
},
"id": "MKogtPHjcui4",
"outputId": "c1c75f8a-c959-4b9d-f414-6d329fcde4b2"
},
"execution_count": 16,
"outputs": [
{
"output_type": "execute_result",
"data": {
"text/plain": [
"255"
]
},
"metadata": {},
"execution_count": 16
}
]
},
{
"cell_type": "code",
"source": [],
"metadata": {
"id": "XOYa_3rOR639"
},
"execution_count": null,
"outputs": []
}
]
}
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