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dl_knowledge_transfer_conv_pytorch.ipynb
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{
"cells": [
{
"cell_type": "markdown",
"metadata": {
"id": "view-in-github",
"colab_type": "text"
},
"source": [
"<a href=\"https://colab.research.google.com/gist/dsaint31x/5599a5e78c01440edaeff5d432a0a308/dl_knowledge_transfer_conv_pytorch.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
]
},
{
"cell_type": "markdown",
"source": [
"# Load Library"
],
"metadata": {
"id": "8o809PcjyZLf"
}
},
{
"cell_type": "code",
"execution_count": null,
"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\n",
"import time\n",
"\n",
"from sklearn.model_selection import train_test_split\n"
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "gYIvnvPtV9Ej"
},
"source": [
"# Trainset과 Testset 생성.\n",
"\n",
"1. cifar10 의 10가지 종류"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"id": "Al0HgPHHMuJB"
},
"outputs": [],
"source": [
"class_names = ['airplane', 'car',\n",
" 'bird', 'cat',\n",
" 'deer', 'dog',\n",
" 'frog', 'horse',\n",
" 'ship', 'truck']"
]
},
{
"cell_type": "markdown",
"source": [
"2. cifar10을 다운로드\n",
"3. train과 test를 위한 Dataset 생성.\n",
" * `torch.tensor`로 변환.\n",
" * `standaradization`을 수행."
],
"metadata": {
"id": "f3FBfGzgyk9K"
}
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/"
},
"id": "BGCXt93sMxze",
"outputId": "91f33669-654d-4931-99d4-f94ad4f19e13"
},
"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 [00:18<00:00, 9221103.69it/s]\n"
]
},
{
"output_type": "stream",
"name": "stdout",
"text": [
"Extracting dataset/cifar-10-python.tar.gz to dataset\n",
"Files already downloaded and verified\n"
]
}
],
"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",
")"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/"
},
"id": "eUFDJC7nNxZb",
"outputId": "bd3792aa-eb7e-4a76-80a1-d41c154b8237"
},
"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"
]
}
],
"source": [
"print(f'{type(transform) = }')\n",
"print(f'{type(cifar10_train) = }')\n",
"print(f'{type(cifar10_test) = }')"
]
},
{
"cell_type": "code",
"source": [
"x_train, x_val, y_train, y_val = train_test_split(\n",
" cifar10_train.data, cifar10_train.targets, test_size=0.2, random_state=42\n",
")\n",
"\n",
"\n",
"# StandardScaler를 사용하여 데이터를 표준화합니다.\n",
"from sklearn.preprocessing import StandardScaler, MinMaxScaler\n",
"# scaler = StandardScaler()\n",
"scaler = MinMaxScaler()\n",
"N_train, C, H, W = x_train.shape\n",
"N_val = x_val.shape[0]\n",
"\n",
"train_data = x_train.reshape((N_train, -1))\n",
"val_data = x_val.reshape((N_val, -1))\n",
"train_data = scaler.fit_transform(train_data)\n",
"val_data = scaler.transform(val_data)\n",
"x_train = train_data.reshape((N_train, C, H, W))\n",
"x_val = val_data.reshape((N_val, C, H, W))\n",
"\n",
"\n",
"import torch.utils.data as data\n",
"\n",
"train_set = data.TensorDataset(torch.tensor(x_train).permute(0,3,1,2).float(),\n",
" torch.tensor(y_train).long())\n",
"validation_set = data.TensorDataset(torch.tensor(x_val).permute(0,3,1,2).float(),\n",
" torch.tensor(y_val).long())"
],
"metadata": {
"id": "QkmyTr7y0tuC"
},
"execution_count": null,
"outputs": []
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"id": "SRPl0-PHO7A9"
},
"outputs": [],
"source": [
"batch_size = 32\n",
"n_worker = 0\n",
"train_loader = torch.utils.data.DataLoader(\n",
" train_set,\n",
" batch_size = batch_size,\n",
" shuffle = True,\n",
" num_workers = n_worker,\n",
")\n",
"\n",
"valid_loader = torch.utils.data.DataLoader(\n",
" validation_set,\n",
" batch_size = batch_size,\n",
" shuffle = False,\n",
" num_workers = n_worker,\n",
")\n",
"\n",
"test_loader = torch.utils.data.DataLoader(\n",
" cifar10_test,\n",
" batch_size = batch_size,\n",
" shuffle = False,\n",
" num_workers = n_worker,\n",
")"
]
},
{
"cell_type": "code",
"source": [
"print(f\"Train dataset size: {len(train_loader.dataset)}\")\n",
"print(f\"Validation dataset size: {len(valid_loader.dataset)}\")\n",
"print(f\"Test dataset size: {len(test_loader.dataset)}\")"
],
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/"
},
"id": "Xl4ST8tr21WO",
"outputId": "accd4d10-5d27-45de-dec4-bde3ed29140f"
},
"execution_count": null,
"outputs": [
{
"output_type": "stream",
"name": "stdout",
"text": [
"Train dataset size: 40000\n",
"Validation dataset size: 10000\n",
"Test dataset size: 10000\n"
]
}
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 359
},
"id": "OizlDIgfR9Lm",
"outputId": "1ed2426a-3b01-415b-e4b8-f90d6d715514"
},
"outputs": [
{
"output_type": "stream",
"name": "stdout",
"text": [
"type(grid_img)=<class 'torch.Tensor'>\n",
"max_val.item()=1.0\n",
"min_val.item()=0.0\n"
]
},
{
"output_type": "execute_result",
"data": {
"text/plain": [
"(-0.5, 273.5, 137.5, -0.5)"
]
},
"metadata": {},
"execution_count": 8
},
{
"output_type": "display_data",
"data": {
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
],
"image/png": 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\n"
},
"metadata": {}
}
],
"source": [
"dataiter = iter(train_loader)\n",
"images, labels = next(dataiter)\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')"
]
},
{
"cell_type": "code",
"source": [
"dataiter = iter(test_loader)\n",
"images, labels = next(dataiter)\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": 359
},
"id": "R2qql8Pnbkni",
"outputId": "6da3349a-2d8f-4585-eb25-c447c052e744"
},
"execution_count": null,
"outputs": [
{
"output_type": "stream",
"name": "stdout",
"text": [
"type(grid_img)=<class 'torch.Tensor'>\n",
"max_val.item()=1.0\n",
"min_val.item()=0.0\n"
]
},
{
"output_type": "execute_result",
"data": {
"text/plain": [
"(-0.5, 273.5, 137.5, -0.5)"
]
},
"metadata": {},
"execution_count": 9
},
{
"output_type": "display_data",
"data": {
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
],
"image/png": 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\n"
},
"metadata": {}
}
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "bR7UfxY4lzK_"
},
"source": [
"# Train Loop"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"id": "ahywQal3lswb"
},
"outputs": [],
"source": [
"from tqdm.auto import tqdm\n",
"\n",
"def train_loop (\n",
" n_epoch,\n",
" train_loader, val_loader,\n",
" model, optimizer, loss_fnc,\n",
" device = 'cpu',):\n",
"\n",
" log_hist = torch.zeros([0,3]).to(device)\n",
" tmp = torch.empty((1, 3), device=log_hist.device)\n",
"\n",
" model = model.to(device)\n",
" start_time = time.time() # iteration 시작 시간 기록\n",
" best_loss_val = float('inf')\n",
" best_model_wts = None\n",
"\n",
" for epoch in tqdm(range(n_epoch)):\n",
" # print(f'\\r{epoch:6>}', end='')\n",
"\n",
" model.train()\n",
" for x_tensor, y_tensor in train_loader:\n",
"\n",
" x_tensor = x_tensor.to(device)\n",
" y_tensor = y_tensor.to(device)\n",
" # x_tensor.to(device)\n",
" # y_tensor.to(device)\n",
"\n",
" y_pred = model(x_tensor)\n",
" # print(y_tensor.shape)\n",
" loss_train = loss_fnc(y_pred,y_tensor)\n",
"\n",
" if torch.isinf(loss_train):\n",
" print(f'Error: loss is infinity!')\n",
" break\n",
"\n",
" optimizer.zero_grad()\n",
" loss_train.backward()\n",
" optimizer.step()\n",
"\n",
" with torch.no_grad():\n",
" model.eval()\n",
" for x_tensor, y_tensor in val_loader:\n",
" x_tensor = x_tensor.to(device)\n",
" y_tensor = y_tensor.to(device)\n",
" pred = model(x_tensor)\n",
" loss_val = loss_fnc(pred, y_tensor)\n",
"\n",
" if loss_val < best_loss_val:\n",
" best_loss_val = loss_val\n",
" print(f'best model wts at {epoch} : {loss_val = }')\n",
" best_model_wts = model.state_dict()\n",
"\n",
" if epoch % 5 == 0:\n",
"\n",
" # tmp = torch.tensor([epoch, loss_train.item(), loss_val.item()]).to(log_hist.device)\n",
" tmp[0, 0] = epoch\n",
" tmp[0, 1] = loss_train.item()\n",
" tmp[0, 2] = loss_val.item()\n",
"\n",
" # print(tmp)\n",
" log_hist = torch.concat( (log_hist, tmp.reshape(1,-1)), dim=0 )\n",
" end_time = time.time() # iteration 종료 시간 기록\n",
" iteration_time = (end_time - start_time) # 소요 시간을 초 단위로 계산\n",
" print(f'{epoch+1}/{n_epoch} Epoch [{iteration_time:.2f}s]/ loss {loss_train.item():.4f} / val_loss {loss_val.item():.4f}')\n",
"\n",
" start_time = time.time() # iteration 시작 시간 기록\n",
"\n",
" if epoch == n_epoch-1:\n",
" tmp[0, 0] = epoch\n",
" tmp[0, 1] = loss_train.item()\n",
" tmp[0, 2] = loss_val.item()\n",
" end_time = time.time() # iteration 종료 시간 기록\n",
" iteration_time = (end_time - start_time) # 소요 시간을 초 단위로 계산\n",
" print(f'{epoch+1}/{n_epoch} Epoch [{iteration_time:.2f}s] / loss {loss_train.item():.4f} / val_loss {loss_val.item():.4f}')\n",
"\n",
" return best_model_wts,log_hist"
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "YW1pzkFdl22C"
},
"source": [
"# Model"
]
},
{
"cell_type": "code",
"source": [
"from torchvision.models import ResNet50_Weights\n",
"\n",
"# ResNet50_Weights의 모든 옵션 나열\n",
"print(list(ResNet50_Weights))"
],
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/"
},
"id": "KsMFn_wrtZM1",
"outputId": "57db6daf-2f71-489f-90fa-ec22b85abf78"
},
"execution_count": null,
"outputs": [
{
"output_type": "stream",
"name": "stdout",
"text": [
"[ResNet50_Weights.IMAGENET1K_V1, ResNet50_Weights.IMAGENET1K_V2]\n"
]
}
]
},
{
"cell_type": "code",
"source": [
"import torch.nn as nn\n",
"import torch.nn.functional as F\n",
"\n",
"def get_resnet50():\n",
" model = torchvision.models.resnet50(weights=torchvision.models.ResNet50_Weights.IMAGENET1K_V1)\n",
" for param in model.parameters():\n",
" param.requires_grad = False\n",
" for param in model.layer4.parameters():\n",
" param.requires_grad = True\n",
" for param in model.layer3.parameters():\n",
" param.requires_grad = True\n",
"\n",
" num_features = model.fc.in_features\n",
" model.fc = nn.Linear(num_features, 10) # CIFAR-10 분류를 위해 마지막의 fully connected layer 수정\n",
" return model\n",
"\n",
"net = get_resnet50()\n",
"print(net)\n"
],
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/"
},
"id": "qafxgE0ngue4",
"outputId": "17c1738b-2f09-4505-9083-65e242ef1d99"
},
"execution_count": null,
"outputs": [
{
"output_type": "stream",
"name": "stderr",
"text": [
"Downloading: \"https://download.pytorch.org/models/resnet50-0676ba61.pth\" to /root/.cache/torch/hub/checkpoints/resnet50-0676ba61.pth\n",
"100%|██████████| 97.8M/97.8M [00:00<00:00, 218MB/s]\n"
]
},
{
"output_type": "stream",
"name": "stdout",
"text": [
"ResNet(\n",
" (conv1): Conv2d(3, 64, kernel_size=(7, 7), stride=(2, 2), padding=(3, 3), bias=False)\n",
" (bn1): BatchNorm2d(64, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n",
" (relu): ReLU(inplace=True)\n",
" (maxpool): MaxPool2d(kernel_size=3, stride=2, padding=1, dilation=1, ceil_mode=False)\n",
" (layer1): Sequential(\n",
" (0): Bottleneck(\n",
" (conv1): Conv2d(64, 64, kernel_size=(1, 1), stride=(1, 1), bias=False)\n",
" (bn1): BatchNorm2d(64, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n",
" (conv2): Conv2d(64, 64, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False)\n",
" (bn2): BatchNorm2d(64, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n",
" (conv3): Conv2d(64, 256, kernel_size=(1, 1), stride=(1, 1), bias=False)\n",
" (bn3): BatchNorm2d(256, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n",
" (relu): ReLU(inplace=True)\n",
" (downsample): Sequential(\n",
" (0): Conv2d(64, 256, kernel_size=(1, 1), stride=(1, 1), bias=False)\n",
" (1): BatchNorm2d(256, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n",
" )\n",
" )\n",
" (1): Bottleneck(\n",
" (conv1): Conv2d(256, 64, kernel_size=(1, 1), stride=(1, 1), bias=False)\n",
" (bn1): BatchNorm2d(64, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n",
" (conv2): Conv2d(64, 64, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False)\n",
" (bn2): BatchNorm2d(64, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n",
" (conv3): Conv2d(64, 256, kernel_size=(1, 1), stride=(1, 1), bias=False)\n",
" (bn3): BatchNorm2d(256, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n",
" (relu): ReLU(inplace=True)\n",
" )\n",
" (2): Bottleneck(\n",
" (conv1): Conv2d(256, 64, kernel_size=(1, 1), stride=(1, 1), bias=False)\n",
" (bn1): BatchNorm2d(64, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n",
" (conv2): Conv2d(64, 64, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False)\n",
" (bn2): BatchNorm2d(64, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n",
" (conv3): Conv2d(64, 256, kernel_size=(1, 1), stride=(1, 1), bias=False)\n",
" (bn3): BatchNorm2d(256, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n",
" (relu): ReLU(inplace=True)\n",
" )\n",
" )\n",
" (layer2): Sequential(\n",
" (0): Bottleneck(\n",
" (conv1): Conv2d(256, 128, kernel_size=(1, 1), stride=(1, 1), bias=False)\n",
" (bn1): BatchNorm2d(128, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n",
" (conv2): Conv2d(128, 128, kernel_size=(3, 3), stride=(2, 2), padding=(1, 1), bias=False)\n",
" (bn2): BatchNorm2d(128, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n",
" (conv3): Conv2d(128, 512, kernel_size=(1, 1), stride=(1, 1), bias=False)\n",
" (bn3): BatchNorm2d(512, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n",
" (relu): ReLU(inplace=True)\n",
" (downsample): Sequential(\n",
" (0): Conv2d(256, 512, kernel_size=(1, 1), stride=(2, 2), bias=False)\n",
" (1): BatchNorm2d(512, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n",
" )\n",
" )\n",
" (1): Bottleneck(\n",
" (conv1): Conv2d(512, 128, kernel_size=(1, 1), stride=(1, 1), bias=False)\n",
" (bn1): BatchNorm2d(128, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n",
" (conv2): Conv2d(128, 128, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False)\n",
" (bn2): BatchNorm2d(128, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n",
" (conv3): Conv2d(128, 512, kernel_size=(1, 1), stride=(1, 1), bias=False)\n",
" (bn3): BatchNorm2d(512, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n",
" (relu): ReLU(inplace=True)\n",
" )\n",
" (2): Bottleneck(\n",
" (conv1): Conv2d(512, 128, kernel_size=(1, 1), stride=(1, 1), bias=False)\n",
" (bn1): BatchNorm2d(128, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n",
" (conv2): Conv2d(128, 128, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False)\n",
" (bn2): BatchNorm2d(128, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n",
" (conv3): Conv2d(128, 512, kernel_size=(1, 1), stride=(1, 1), bias=False)\n",
" (bn3): BatchNorm2d(512, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n",
" (relu): ReLU(inplace=True)\n",
" )\n",
" (3): Bottleneck(\n",
" (conv1): Conv2d(512, 128, kernel_size=(1, 1), stride=(1, 1), bias=False)\n",
" (bn1): BatchNorm2d(128, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n",
" (conv2): Conv2d(128, 128, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False)\n",
" (bn2): BatchNorm2d(128, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n",
" (conv3): Conv2d(128, 512, kernel_size=(1, 1), stride=(1, 1), bias=False)\n",
" (bn3): BatchNorm2d(512, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n",
" (relu): ReLU(inplace=True)\n",
" )\n",
" )\n",
" (layer3): Sequential(\n",
" (0): Bottleneck(\n",
" (conv1): Conv2d(512, 256, kernel_size=(1, 1), stride=(1, 1), bias=False)\n",
" (bn1): BatchNorm2d(256, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n",
" (conv2): Conv2d(256, 256, kernel_size=(3, 3), stride=(2, 2), padding=(1, 1), bias=False)\n",
" (bn2): BatchNorm2d(256, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n",
" (conv3): Conv2d(256, 1024, kernel_size=(1, 1), stride=(1, 1), bias=False)\n",
" (bn3): BatchNorm2d(1024, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n",
" (relu): ReLU(inplace=True)\n",
" (downsample): Sequential(\n",
" (0): Conv2d(512, 1024, kernel_size=(1, 1), stride=(2, 2), bias=False)\n",
" (1): BatchNorm2d(1024, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n",
" )\n",
" )\n",
" (1): Bottleneck(\n",
" (conv1): Conv2d(1024, 256, kernel_size=(1, 1), stride=(1, 1), bias=False)\n",
" (bn1): BatchNorm2d(256, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n",
" (conv2): Conv2d(256, 256, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False)\n",
" (bn2): BatchNorm2d(256, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n",
" (conv3): Conv2d(256, 1024, kernel_size=(1, 1), stride=(1, 1), bias=False)\n",
" (bn3): BatchNorm2d(1024, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n",
" (relu): ReLU(inplace=True)\n",
" )\n",
" (2): Bottleneck(\n",
" (conv1): Conv2d(1024, 256, kernel_size=(1, 1), stride=(1, 1), bias=False)\n",
" (bn1): BatchNorm2d(256, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n",
" (conv2): Conv2d(256, 256, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False)\n",
" (bn2): BatchNorm2d(256, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n",
" (conv3): Conv2d(256, 1024, kernel_size=(1, 1), stride=(1, 1), bias=False)\n",
" (bn3): BatchNorm2d(1024, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n",
" (relu): ReLU(inplace=True)\n",
" )\n",
" (3): Bottleneck(\n",
" (conv1): Conv2d(1024, 256, kernel_size=(1, 1), stride=(1, 1), bias=False)\n",
" (bn1): BatchNorm2d(256, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n",
" (conv2): Conv2d(256, 256, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False)\n",
" (bn2): BatchNorm2d(256, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n",
" (conv3): Conv2d(256, 1024, kernel_size=(1, 1), stride=(1, 1), bias=False)\n",
" (bn3): BatchNorm2d(1024, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n",
" (relu): ReLU(inplace=True)\n",
" )\n",
" (4): Bottleneck(\n",
" (conv1): Conv2d(1024, 256, kernel_size=(1, 1), stride=(1, 1), bias=False)\n",
" (bn1): BatchNorm2d(256, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n",
" (conv2): Conv2d(256, 256, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False)\n",
" (bn2): BatchNorm2d(256, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n",
" (conv3): Conv2d(256, 1024, kernel_size=(1, 1), stride=(1, 1), bias=False)\n",
" (bn3): BatchNorm2d(1024, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n",
" (relu): ReLU(inplace=True)\n",
" )\n",
" (5): Bottleneck(\n",
" (conv1): Conv2d(1024, 256, kernel_size=(1, 1), stride=(1, 1), bias=False)\n",
" (bn1): BatchNorm2d(256, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n",
" (conv2): Conv2d(256, 256, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False)\n",
" (bn2): BatchNorm2d(256, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n",
" (conv3): Conv2d(256, 1024, kernel_size=(1, 1), stride=(1, 1), bias=False)\n",
" (bn3): BatchNorm2d(1024, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n",
" (relu): ReLU(inplace=True)\n",
" )\n",
" )\n",
" (layer4): Sequential(\n",
" (0): Bottleneck(\n",
" (conv1): Conv2d(1024, 512, kernel_size=(1, 1), stride=(1, 1), bias=False)\n",
" (bn1): BatchNorm2d(512, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n",
" (conv2): Conv2d(512, 512, kernel_size=(3, 3), stride=(2, 2), padding=(1, 1), bias=False)\n",
" (bn2): BatchNorm2d(512, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n",
" (conv3): Conv2d(512, 2048, kernel_size=(1, 1), stride=(1, 1), bias=False)\n",
" (bn3): BatchNorm2d(2048, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n",
" (relu): ReLU(inplace=True)\n",
" (downsample): Sequential(\n",
" (0): Conv2d(1024, 2048, kernel_size=(1, 1), stride=(2, 2), bias=False)\n",
" (1): BatchNorm2d(2048, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n",
" )\n",
" )\n",
" (1): Bottleneck(\n",
" (conv1): Conv2d(2048, 512, kernel_size=(1, 1), stride=(1, 1), bias=False)\n",
" (bn1): BatchNorm2d(512, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n",
" (conv2): Conv2d(512, 512, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False)\n",
" (bn2): BatchNorm2d(512, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n",
" (conv3): Conv2d(512, 2048, kernel_size=(1, 1), stride=(1, 1), bias=False)\n",
" (bn3): BatchNorm2d(2048, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n",
" (relu): ReLU(inplace=True)\n",
" )\n",
" (2): Bottleneck(\n",
" (conv1): Conv2d(2048, 512, kernel_size=(1, 1), stride=(1, 1), bias=False)\n",
" (bn1): BatchNorm2d(512, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n",
" (conv2): Conv2d(512, 512, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False)\n",
" (bn2): BatchNorm2d(512, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n",
" (conv3): Conv2d(512, 2048, kernel_size=(1, 1), stride=(1, 1), bias=False)\n",
" (bn3): BatchNorm2d(2048, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n",
" (relu): ReLU(inplace=True)\n",
" )\n",
" )\n",
" (avgpool): AdaptiveAvgPool2d(output_size=(1, 1))\n",
" (fc): Linear(in_features=2048, out_features=10, bias=True)\n",
")\n"
]
}
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "ajzpu00Bl8CO"
},
"source": [
"# Training"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/"
},
"id": "wfFrG1tok5hG",
"outputId": "9a52471a-c8f2-4989-9ecc-706bdfeb1f07"
},
"outputs": [
{
"output_type": "stream",
"name": "stdout",
"text": [
"device='cuda'\n"
]
}
],
"source": [
"# device 설정.\n",
"device = (\n",
" \"cuda\" if torch.cuda.is_available()\n",
" else \"mps\"\n",
" if torch.backends.mps.is_available()\n",
" else \"cpu\"\n",
" )\n",
"print(f\"{device=}\")"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 378,
"referenced_widgets": [
"6773f82264e940f9bb693cabc1ac4ef8",
"a74643ed08054f9dbfc950e8a44fa4bc",
"b7e46cfd81044248b1d56baf3b83bcd6",
"cd4620d7f61f47669b627538feb8a94f",
"921f5770c7354e2b96c8044d13d2b885",
"bb119013cd4d4e5f9fe65eaa5cc83974",
"c40eaa6ab803452cabc3a3c80840b2aa",
"3287d6ead423463799c317f5a85de9d3",
"cf9a8f6bf89047c1924db8873f3855f5",
"a98c9576df4f477db3b490b97172af43",
"46e0258b39414a9585d7639fb85cd1e4"
]
},
"id": "L0gAsxhBl-BF",
"outputId": "917fd5db-a3ec-4c17-f23b-5515f35554bd"
},
"outputs": [
{
"output_type": "display_data",
"data": {
"text/plain": [
" 0%| | 0/50 [00:00<?, ?it/s]"
],
"application/vnd.jupyter.widget-view+json": {
"version_major": 2,
"version_minor": 0,
"model_id": "6773f82264e940f9bb693cabc1ac4ef8"
}
},
"metadata": {}
},
{
"output_type": "stream",
"name": "stderr",
"text": [
"/usr/local/lib/python3.10/dist-packages/torch/autograd/graph.py:744: UserWarning: Plan failed with a cudnnException: CUDNN_BACKEND_EXECUTION_PLAN_DESCRIPTOR: cudnnFinalize Descriptor Failed cudnn_status: CUDNN_STATUS_NOT_SUPPORTED (Triggered internally at ../aten/src/ATen/native/cudnn/Conv_v8.cpp:919.)\n",
" return Variable._execution_engine.run_backward( # Calls into the C++ engine to run the backward pass\n"
]
},
{
"output_type": "stream",
"name": "stdout",
"text": [
"best model wts at 0 : loss_val = tensor(0.7396, device='cuda:0')\n",
"1/50 Epoch [26.76s]/ loss 0.7945 / val_loss 0.7396\n",
"best model wts at 1 : loss_val = tensor(0.6263, device='cuda:0')\n",
"best model wts at 3 : loss_val = tensor(0.5976, device='cuda:0')\n",
"6/50 Epoch [122.51s]/ loss 0.2429 / val_loss 0.6918\n",
"11/50 Epoch [122.93s]/ loss 0.0931 / val_loss 1.5578\n",
"best model wts at 13 : loss_val = tensor(0.5759, device='cuda:0')\n",
"16/50 Epoch [121.99s]/ loss 0.0084 / val_loss 1.0309\n",
"21/50 Epoch [121.82s]/ loss 0.0220 / val_loss 0.7991\n",
"26/50 Epoch [121.86s]/ loss 0.0124 / val_loss 1.1514\n",
"31/50 Epoch [121.35s]/ loss 0.0257 / val_loss 1.3407\n",
"36/50 Epoch [121.55s]/ loss 0.0040 / val_loss 1.2329\n",
"41/50 Epoch [123.07s]/ loss 0.0005 / val_loss 1.7822\n",
"46/50 Epoch [121.86s]/ loss 0.0004 / val_loss 1.1553\n",
"50/50 Epoch [97.25s] / loss 0.0003 / val_loss 1.4489\n"
]
}
],
"source": [
"# number of epochs\n",
"n_epoch = 50\n",
"# learning ratio\n",
"lr = 1e-4\n",
"\n",
"# loss function 설정\n",
"loss_fnc = nn.CrossEntropyLoss()\n",
"\n",
"# 모델 생성 및 초기화\n",
"# model = Net()\n",
"model = get_resnet50()\n",
"\n",
"# optimizer 생성 및 초기화\n",
"optimizer = torch.optim.Adam(model.parameters(), lr=lr) # recommanded\n",
"\n",
"# 경사하강법(SGD) 옵티마이저로, 모델 파라미터의 업데이트를 수행한다.\n",
"# net.parameters() : 모델의 학습 가능한 파라미터들을 반환.\n",
"# lr : learning rate(학습률)을 나타낸다.\n",
"# momentum : 관성을 나타내며, 학습의 안정성과 수렴 속도를 높이는데 도움을 준다.\n",
"# optimizer = torch.optim.SGD(model.parameters(), lr=lr, momentum=0.9)\n",
"\n",
"best_model_wts, h = train_loop (\n",
" n_epoch,\n",
" train_loader, valid_loader,\n",
" model, optimizer, loss_fnc,\n",
" device = device)\n"
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "JQ6z9u2wms0H"
},
"source": [
"# Laerning Curve"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"id": "BiTkqIsomQEG",
"colab": {
"base_uri": "https://localhost:8080/",
"height": 448
},
"outputId": "446cc99f-cedb-450f-e35f-e33f9ae47a4b"
},
"outputs": [
{
"output_type": "stream",
"name": "stdout",
"text": [
"(10, 3)\n"
]
},
{
"output_type": "display_data",
"data": {
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
],
"image/png": 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\n"
},
"metadata": {}
}
],
"source": [
"import matplotlib.pyplot as plt\n",
"\n",
"h = h.cpu()\n",
"h0 = h.detach().numpy()\n",
"print(h0.shape)\n",
"plt.plot(h0[:,0], h0[:,1], label='train')\n",
"plt.plot(h0[:,0], h0[:,2], label='valid')\n",
"plt.legend()\n",
"plt.grid()\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"id": "gyIfF8Som9_0",
"colab": {
"base_uri": "https://localhost:8080/"
},
"outputId": "69dbc14c-0a11-47d5-90aa-e05873965d28"
},
"outputs": [
{
"output_type": "stream",
"name": "stdout",
"text": [
"<All keys matched successfully>\n",
"(10000,) int64\n",
"(10000,) int64\n"
]
}
],
"source": [
"f_m = model.cpu()\n",
"print(f_m.load_state_dict(best_model_wts))\n",
"f_m.eval()\n",
"with torch.no_grad():\n",
" is_first = True\n",
" for x_tensor, y_tensor in test_loader:\n",
" x_tensor = x_tensor.cpu()\n",
" y_tensor = y_tensor.cpu()\n",
" pred_prob = f_m(x_tensor)\n",
" pred = torch.argmax(pred_prob, dim=-1) # class 수 만큼 나오므로 가장 큰 확률의 index를 얻어야함.\n",
"\n",
" # print(y_tensor.numpy().shape)\n",
" if is_first:\n",
" test_pred = pred.numpy().copy()\n",
" test_label = y_tensor.numpy().copy()\n",
" is_first = False\n",
" else:\n",
" test_label = np.concatenate((test_label, y_tensor.numpy()), axis=0)\n",
" test_pred = np.concatenate((test_pred, pred.numpy()), axis=0)\n",
"\n",
"print(test_label.shape, test_label.dtype)\n",
"print(test_pred.shape, test_pred.dtype)"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/"
},
"id": "p8urvwWMye8A",
"outputId": "ba7911b2-54fc-4ba5-b3c7-183b34d46cda"
},
"outputs": [
{
"output_type": "stream",
"name": "stdout",
"text": [
"Confusion Matrix\n",
" [[860 16 27 13 10 3 5 8 46 12]\n",
" [ 6 902 4 3 2 5 6 1 20 51]\n",
" [ 39 4 780 40 52 20 40 14 10 1]\n",
" [ 15 11 43 649 40 161 40 21 11 9]\n",
" [ 13 6 39 54 781 31 32 25 10 9]\n",
" [ 7 4 44 124 32 742 14 24 5 4]\n",
" [ 7 6 24 40 17 18 876 3 9 0]\n",
" [ 15 6 16 32 36 43 5 838 2 7]\n",
" [ 39 13 11 1 1 1 4 2 919 9]\n",
" [ 24 59 4 11 1 7 3 5 26 860]]\n",
"Precision :[0.84 0.88 0.79 0.67 0.8 0.72 0.85 0.89 0.87 0.89]\n",
"Precision (macro) :0.82\n",
"Precision (micro) :0.82\n",
"Precision (weighted):0.82\n",
"Recall :[0.86 0.9 0.78 0.65 0.78 0.74 0.88 0.84 0.92 0.86]\n",
"Recall (macro) :0.82\n",
"Recall (micro) :0.82\n",
"Recall (weighted):0.82\n",
"F1-score :[0.85 0.89 0.78 0.66 0.79 0.73 0.87 0.86 0.89 0.88]\n",
"F1-score (macro) :0.82\n",
"F1-score (micro) :0.82\n",
"F1-score (weighted):0.82\n",
"F2-score :[0.86 0.9 0.78 0.65 0.79 0.74 0.87 0.85 0.91 0.87]\n",
"F2-score (macro) :0.82\n",
"F2-score (micro) :0.82\n",
"F2-score (weighted):0.82\n"
]
}
],
"source": [
"from sklearn.metrics import (\n",
" confusion_matrix,\n",
" precision_score,\n",
" recall_score,\n",
" f1_score,\n",
" fbeta_score,\n",
")\n",
"pred = test_pred\n",
"label = test_label\n",
"\n",
"print('Confusion Matrix\\n',\n",
" str(confusion_matrix(label,pred))\n",
" )\n",
"print(f'Precision :{np.round(precision_score(label,pred,average=None),2)}')\n",
"print(f'Precision (macro) :{np.round(precision_score(label,pred,average=\"macro\"),2)}')\n",
"print(f'Precision (micro) :{np.round(precision_score(label,pred,average=\"micro\"),2)}')\n",
"print(f'Precision (weighted):{np.round(precision_score(label,pred,average=\"weighted\"),2)}')\n",
"print(f'Recall :{np.round(recall_score(label,pred,average=None),2)}')\n",
"print(f'Recall (macro) :{np.round(recall_score(label,pred,average=\"macro\"),2)}')\n",
"print(f'Recall (micro) :{np.round(recall_score(label,pred,average=\"micro\"),2)}')\n",
"print(f'Recall (weighted):{np.round(recall_score(label,pred,average=\"weighted\"),2)}')\n",
"print(f'F1-score :{np.round(f1_score(label,pred,average=None),2)}')\n",
"print(f'F1-score (macro) :{np.round(f1_score(label,pred,average=\"macro\"),2)}')\n",
"print(f'F1-score (micro) :{np.round(f1_score(label,pred,average=\"micro\"),2)}')\n",
"print(f'F1-score (weighted):{np.round(f1_score(label,pred,average=\"weighted\"),2)}')\n",
"print(f'F2-score :{np.round(fbeta_score(label,pred,beta=2,average=None),2)}')\n",
"print(f'F2-score (macro) :{np.round(fbeta_score(label,pred,beta=2,average=\"macro\"),2)}')\n",
"print(f'F2-score (micro) :{np.round(fbeta_score(label,pred,beta=2,average=\"micro\"),2)}')\n",
"print(f'F2-score (weighted):{np.round(fbeta_score(label,pred,beta=2,average=\"weighted\"),2)}')\n",
"\n"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"id": "P2Z6nGdNyqmX"
},
"outputs": [],
"source": []
}
],
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