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"cells": [
{
"cell_type": "markdown",
"metadata": {
"id": "view-in-github",
"colab_type": "text"
},
"source": [
"
"
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "WgFPKzi4KxvU"
},
"source": [
"#### **사전 학습된(Pre-trained) ResNet 사용해보기**\n",
"\n",
"* 본 실습에서는 ResNet18 모델을 이용해 이미지 분류(classification) 실습을 진행합니다.\n",
" * PyTorch Hub 공식 ResNet18 아키텍처를 이용해 학습된 모델을 이용합니다.\n",
"* 코드 실행 전에 **\\[런타임\\]** → **\\[런타임 유형 변경\\]** → 유형을 **GPU**로 설정합니다."
]
},
{
"cell_type": "code",
"metadata": {
"id": "6VeeoikTITMO"
},
"source": [
"# 필요한 PyTorch 라이브러리 불러오기\n",
"import torch\n",
"import torch.nn as nn\n",
"import torchvision.transforms as transforms"
],
"execution_count": null,
"outputs": []
},
{
"cell_type": "code",
"metadata": {
"id": "fiutTW-wIdZ1"
},
"source": [
"# GPU 장치 사용 설정\n",
"use_cuda = True\n",
"device = torch.device(\"cuda\" if use_cuda else \"cpu\")"
],
"execution_count": null,
"outputs": []
},
{
"cell_type": "markdown",
"metadata": {
"id": "mvZavvBaIu0g"
},
"source": [
"#### **이미지넷(ImageNet)에 정의된 클래스 정보 가져오기**"
]
},
{
"cell_type": "code",
"metadata": {
"id": "cPH30QlfH07C"
},
"source": [
"from urllib.request import urlretrieve\n",
"import json\n",
"\n",
"# 이미지넷(ImageNet)에 정의된 1,000개의 레이블(클래스) 정보 가져오기\n",
"imagenet_json, _ = urlretrieve('http://www.anishathalye.com/media/2017/07/25/imagenet.json')\n",
"with open(imagenet_json) as f:\n",
" imagenet_labels = json.load(f)"
],
"execution_count": null,
"outputs": []
},
{
"cell_type": "code",
"metadata": {
"id": "sgAgbgYiIxwu",
"outputId": "af09799b-420f-4e5c-aa94-fb334090b6b5",
"colab": {
"base_uri": "https://localhost:8080/",
"height": 36
}
},
"source": [
"# 인덱스(index) 18에 해당하는 클래스는 까치(magpie)입니다.\n",
"print(imagenet_labels[18])"
],
"execution_count": null,
"outputs": [
{
"output_type": "stream",
"text": [
"magpie\n"
],
"name": "stdout"
}
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "lJAFPJGYI043"
},
"source": [
"#### **이미지 처리 함수 정의 및 이미지 가져와 출력해보기**\n",
"\n",
"* ResNet은 일반적으로 이미지에 대하여 **Resize**, **CenterCrop**, **ToTensor()**와 **입력 데이터 정규화**를 사용하는 모델입니다."
]
},
{
"cell_type": "code",
"metadata": {
"id": "g40Y1HRoH1HJ"
},
"source": [
"preprocess = transforms.Compose([\n",
" transforms.Resize(256), # 이미지의 크기를 변경\n",
" transforms.CenterCrop(224), # 이미지의 중앙 부분을 잘라서 크기 조절\n",
" transforms.ToTensor(), # torch.Tensor 형식으로 변경 [0, 255] → [0, 1]\n",
"])"
],
"execution_count": null,
"outputs": []
},
{
"cell_type": "code",
"metadata": {
"id": "9VcUWN7BIRCL"
},
"source": [
"# 이미지(그림) 출력 관련 라이브러리\n",
"import matplotlib.pyplot as plt\n",
"import PIL"
],
"execution_count": null,
"outputs": []
},
{
"cell_type": "code",
"metadata": {
"id": "ZauaNE-wIVhQ"
},
"source": [
"# 특정한 경로에서 이미지를 가져와 torch.Tensor로 변환하는 함수\n",
"def image_loader(path):\n",
" image = PIL.Image.open(path)\n",
" # 전처리 이후에 네트워크 입력에 들어갈 이미지에 배치 목적의 차원(dimension) 추가\n",
" image = preprocess(image).unsqueeze(0)\n",
" return image.to(device, torch.float) # GPU로 올리기"
],
"execution_count": null,
"outputs": []
},
{
"cell_type": "code",
"metadata": {
"id": "5RjVYyeFIXwH"
},
"source": [
"# 실제로 특정 URL에서 이미지를 불러오기 (얼룩 고양이)\n",
"url = \"http://www.image-net.org/nodes/10/02123045/6c/6c34fe7c9d846c33a2f1a9b47a766b44ab4ec70d.thumb\"\n",
"image_path, _ = urlretrieve(url)\n",
"image = image_loader(image_path)"
],
"execution_count": null,
"outputs": []
},
{
"cell_type": "code",
"metadata": {
"id": "Flr94y7gJgs0"
},
"source": [
"# torch.Tensor 형태의 이미지를 화면에 출력하는 함수\n",
"def imshow(tensor):\n",
" # matplotlib는 CPU 기반이므로 CPU로 옮기기\n",
" image = tensor.cpu().clone()\n",
" # torch.Tensor에서 사용되는 배치 목적의 차원(dimension) 제거\n",
" image = image.squeeze(0)\n",
" # PIL 객체로 변경 \n",
" image = transforms.ToPILImage()(image)\n",
" # 이미지를 화면에 출력(matplotlib는 [0, 1] 사이의 값이라고 해도 정상적으로 처리)\n",
" plt.imshow(image)"
],
"execution_count": null,
"outputs": []
},
{
"cell_type": "code",
"metadata": {
"id": "9DffMj8aJiRZ",
"outputId": "9ef1314e-5dba-4334-bbb5-706b0e83c99a",
"colab": {
"base_uri": "https://localhost:8080/",
"height": 269
}
},
"source": [
"plt.figure()\n",
"imshow(image)"
],
"execution_count": null,
"outputs": [
{
"output_type": "display_data",
"data": {
"image/png": 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\n",
"text/plain": [
""
]
},
"metadata": {
"tags": [],
"needs_background": "light"
}
}
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "4wvPz97fJZr7"
},
"source": [
"#### **사전 학습된(pretrained) 모델을 불러와 사용해보기**"
]
},
{
"cell_type": "code",
"metadata": {
"id": "wixBSEsXIcuG"
},
"source": [
"# 입력 데이터 정규화를 위한 클래스 정의\n",
"class Normalize(nn.Module) :\n",
" def __init__(self, mean, std) :\n",
" super(Normalize, self).__init__()\n",
" self.register_buffer('mean', torch.Tensor(mean))\n",
" self.register_buffer('std', torch.Tensor(std))\n",
" \n",
" def forward(self, input):\n",
" mean = self.mean.reshape(1, 3, 1, 1)\n",
" std = self.std.reshape(1, 3, 1, 1)\n",
" return (input - mean) / std"
],
"execution_count": null,
"outputs": []
},
{
"cell_type": "code",
"metadata": {
"id": "mA4B0niwIZ9O",
"outputId": "614df088-c4c2-493e-f695-723c435423b2",
"colab": {
"base_uri": "https://localhost:8080/",
"height": 105,
"referenced_widgets": [
"082f1be767ab40e2ae850967a6e7986f",
"96959cb52e9149a4a4fac00d6339e307",
"7bd7113e735a4cbfb81fbb308a7a7bbb",
"65e70b0c7726438bb026c30f34ec0f01",
"7fd07fd023e2401fbcc23b48f9e75280",
"4d4722cb85954f2b93d0e0ae2a5d9859",
"7f620bf32b254c7196501ed146c302c0",
"e9dc973c4c3f416f8e5366febb34108c"
]
}
},
"source": [
"# 공격자가 가지고 있는 torch.Tensor 형식의 이미지 데이터는 입력 정규화를 거치기 전이므로, 정규화 이후에 모델에 넣도록 설정\n",
"model = nn.Sequential(\n",
" # 기본적인 ResNet18과 동일한 동작을 위하여 정규화 레이어 추가\n",
" Normalize(mean=[0.485, 0.456, 0.406], std=[0.229, 0.224, 0.225]),\n",
" torch.hub.load('pytorch/vision:v0.6.0', 'resnet18', pretrained=True)\n",
").to(device).eval() # 모델을 GPU로 옮기기 및 평가(테스트) 모드로 변경"
],
"execution_count": null,
"outputs": [
{
"output_type": "stream",
"text": [
"Downloading: \"https://github.com/pytorch/vision/archive/v0.6.0.zip\" to /root/.cache/torch/hub/v0.6.0.zip\n",
"Downloading: \"https://download.pytorch.org/models/resnet18-5c106cde.pth\" to /root/.cache/torch/hub/checkpoints/resnet18-5c106cde.pth\n"
],
"name": "stderr"
},
{
"output_type": "display_data",
"data": {
"application/vnd.jupyter.widget-view+json": {
"model_id": "082f1be767ab40e2ae850967a6e7986f",
"version_minor": 0,
"version_major": 2
},
"text/plain": [
"HBox(children=(FloatProgress(value=0.0, max=46827520.0), HTML(value='')))"
]
},
"metadata": {
"tags": []
}
},
{
"output_type": "stream",
"text": [
"\n"
],
"name": "stdout"
}
]
},
{
"cell_type": "code",
"metadata": {
"id": "oVz-LD5kIxDx",
"outputId": "7d96d027-ad57-4dcf-9d91-d4f64745a567",
"colab": {
"base_uri": "https://localhost:8080/",
"height": 128
}
},
"source": [
"# 기본적인 이미지를 실제 모델에 넣어 결과 확인\n",
"outputs = model(image)\n",
"# 확률을 계산하기 위해 소프트맥스(softmax) 함수 취하기\n",
"percentages = torch.nn.functional.softmax(outputs, dim=1)[0] * 100\n",
"# 가장 높은 값을 가지는 5개의 인덱스를 하나씩 확인하며\n",
"print(\"< 가장 높은 확률을 가지는 클래스들 >\")\n",
"for i in outputs[0].topk(5)[1]:\n",
" # 높은 값을 가지는 순서대로 인덱스에 해당하는 클래스 이름과, 그 확률 값 출력하기\n",
" print(f\"인덱스: {i.item()} / 클래스명: {imagenet_labels[i]} / 확률: {round(percentages[i].item(), 4)}%\")"
],
"execution_count": null,
"outputs": [
{
"output_type": "stream",
"text": [
"< 가장 높은 확률을 가지는 클래스들 >\n",
"인덱스: 281 / 클래스명: tabby, tabby cat / 확률: 50.0127%\n",
"인덱스: 285 / 클래스명: Egyptian cat / 확률: 29.6929%\n",
"인덱스: 282 / 클래스명: tiger cat / 확률: 18.1892%\n",
"인덱스: 478 / 클래스명: carton / 확률: 0.224%\n",
"인덱스: 728 / 클래스명: plastic bag / 확률: 0.1717%\n"
],
"name": "stdout"
}
]
}
]
}