{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Scratch.." ] }, { "cell_type": "code", "execution_count": 1, "metadata": { "id": "eDNN82VoznHV" }, "outputs": [], "source": [ "%matplotlib inline" ] }, { "cell_type": "markdown", "metadata": { "id": "2Abs8YsYDHDT" }, "source": [] }, { "cell_type": "markdown", "metadata": { "id": "tbuqvzGLjWb3" }, "source": [ "### 0. importing" ] }, { "cell_type": "code", "execution_count": 2, "metadata": { "id": "wwG7wiI8jVRL" }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "2.0.1\n" ] } ], "source": [ "import numpy as np\n", "import matplotlib.pyplot as plt\n", "\n", "import torch\n", "import torch.nn as nn\n", "import torch.nn.functional as F\n", "import torchvision\n", "import torchvision.transforms as transforms\n", "from torch.utils.data import Subset, Dataset, ConcatDataset\n", "from sklearn.model_selection import train_test_split\n", "\n", "print (torch.__version__)" ] }, { "cell_type": "code", "execution_count": 3, "metadata": { "id": "czGvCfU2M1qk" }, "outputs": [], "source": [ "root_dir = \"images/\"" ] }, { "cell_type": "markdown", "metadata": { "id": "ce8olBJD0neR" }, "source": [ "### 1. 이미지 로드 및 전처리(Augmentation?)" ] }, { "cell_type": "code", "execution_count": 4, "metadata": { "id": "7BJYRnFJB7RJ" }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Trainset size: 1273\n", "Testset size: 319\n" ] } ], "source": [ "transform = transforms.Compose([\n", " transforms.Resize((224, 224)),\n", " transforms.ToTensor(),\n", " transforms.Normalize((0.5, 0.5, 0.5), (0.5, 0.5, 0.5))\n", "])\n", "\n", "dataset = torchvision.datasets.ImageFolder(root=root_dir, transform=transform)\n", "\n", "total_size = len(dataset)\n", "reduced_size = int(total_size * 0.1) # reduce to 10%\n", "\n", "reduced_dataset, _ = torch.utils.data.random_split(dataset, [reduced_size, total_size - reduced_size])\n", "\n", "# Now split the reduced dataset into train and test datasets\n", "train_size = int(0.8 * len(reduced_dataset)) # 80% of reduced_size\n", "test_size = len(reduced_dataset) - train_size # 20% of reduced_size\n", "\n", "trainset, testset = torch.utils.data.random_split(reduced_dataset, [train_size, test_size])\n", "\n", "print(\"Trainset size:\", len(trainset))\n", "print(\"Testset size:\", len(testset))\n", "\n", "trainloader = torch.utils.data.DataLoader(trainset, batch_size=16, shuffle=True, num_workers=2)\n", "testloader = torch.utils.data.DataLoader(testset, batch_size=16, shuffle=False, num_workers=2)\n", "\n", "classes = ('angry', 'happy', 'relaxed', 'sad')" ] }, { "cell_type": "markdown", "metadata": { "id": "6v1A5txB0rCN" }, "source": [ "### 2. 이미지 확인" ] }, { "cell_type": "code", "execution_count": 5, "metadata": { "id": "r49p3sfl0yg1" }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "GroundTruth:\n", " angry happy relaxed sad sad angry sad happy\n", " relaxed happy happy happy happy relaxed angry relaxed\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "<Figure size 640x480 with 1 Axes>" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# functions to show an image\n", "def imshow(img):\n", " img = img / 2 + 0.5 # denormalize\n", " npimg = img.numpy()\n", " plt.imshow(np.transpose(npimg, (1, 2, 0)))\n", "\n", "# get some random training images\n", "dataiter = iter(trainloader)\n", "images, labels = next(dataiter)\n", "\n", "# show images\n", "imshow(torchvision.utils.make_grid(images))\n", "# print labels\n", "print('GroundTruth:')\n", "print(''.join('%15s' % classes[labels[j]] for j in range(8)))\n", "print(''.join('%15s' % classes[labels[j]] for j in range(8, 16)))" ] }, { "cell_type": "markdown", "metadata": { "id": "mh_xsEN5VNQP" }, "source": [ "라벨-이미지 안 맞는 것처럼 보이는 것이 있지만,, 직접 확인함,,," ] }, { "cell_type": "markdown", "metadata": { "id": "FdoprO_l0xVz" }, "source": [ "### 3. Colab GPU 사용 설정" ] }, { "cell_type": "code", "execution_count": 6, "metadata": { "id": "z2W6CUzz08vF" }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "cpu\n" ] } ], "source": [ "#device = torch.device('cuda' if torch.cuda.is_available() else 'cpu')\n", "device = torch.device('cpu')\n", "print(device)" ] }, { "cell_type": "markdown", "metadata": { "id": "4EHnx3hD09Ij" }, "source": [ "### 4. ResNet 아키텍처 구현" ] }, { "cell_type": "code", "execution_count": 7, "metadata": { "id": "pH70qbcR05GF" }, "outputs": [], "source": [ "# Define the basic block\n", "class BasicBlock(nn.Module):\n", " expansion = 1\n", "\n", "\n", " def __init__(self, in_planes, planes, stride=1):\n", " super(BasicBlock, self).__init__()\n", " self.conv1 = nn.Conv2d(in_planes, planes, kernel_size=3, stride=stride, padding=1, bias=False)\n", " self.bn1 = nn.BatchNorm2d(planes)\n", " self.conv2 = nn.Conv2d(planes, planes, kernel_size=3, stride=1, padding=1, bias=False)\n", " self.bn2 = nn.BatchNorm2d(planes)\n", "\n", " self.shortcut = nn.Sequential()\n", " if stride != 1 or in_planes != self.expansion*planes:\n", " self.shortcut = nn.Sequential(\n", " nn.Conv2d(in_planes, self.expansion*planes, kernel_size=1, stride=stride, bias=False),\n", " nn.BatchNorm2d(self.expansion*planes)\n", " )\n", "\n", " def forward(self, x):\n", " out = F.relu(self.bn1(self.conv1(x)))\n", " out = self.bn2(self.conv2(out))\n", " out += self.shortcut(x)\n", " out = F.relu(out)\n", " return out\n", "\n", " # Define the Bottle-neck block\n", "class Bottleneck(nn.Module):\n", " expansion = 4 # This is the expansion factor for the number of channels\n", "\n", " def __init__(self, in_planes, planes, stride=1):\n", " super(Bottleneck, self).__init__()\n", " self.conv1 = nn.Conv2d(in_planes, planes, kernel_size=1, bias=False)\n", " self.bn1 = nn.BatchNorm2d(planes)\n", " self.conv2 = nn.Conv2d(planes, planes, kernel_size=3, stride=stride, padding=1, bias=False)\n", " self.bn2 = nn.BatchNorm2d(planes)\n", " self.conv3 = nn.Conv2d(planes, self.expansion*planes, kernel_size=1, bias=False)\n", " self.bn3 = nn.BatchNorm2d(self.expansion*planes)\n", "\n", " self.shortcut = nn.Sequential()\n", " if stride != 1 or in_planes != self.expansion*planes:\n", " self.shortcut = nn.Sequential(\n", " nn.Conv2d(in_planes, self.expansion*planes, kernel_size=1, stride=stride, bias=False),\n", " nn.BatchNorm2d(self.expansion*planes)\n", " )\n", "\n", " def forward(self, x):\n", " out = F.relu(self.bn1(self.conv1(x)))\n", " out = F.relu(self.bn2(self.conv2(out)))\n", " out = self.bn3(self.conv3(out))\n", " out += self.shortcut(x)\n", " out = F.relu(out)\n", " return out" ] }, { "cell_type": "code", "execution_count": 8, "metadata": { "id": "G653ZC4TEPkz" }, "outputs": [], "source": [ "# Define the ResNet structure\n", "class ResNet(nn.Module):\n", " def __init__(self, block, num_blocks, num_classes=4): # Change num_classes according to your need\n", " super(ResNet, self).__init__()\n", " self.in_planes = 64\n", "\n", " self.conv1 = nn.Conv2d(3, 64, kernel_size=3, stride=1, padding=1, bias=False)\n", " self.bn1 = nn.BatchNorm2d(64)\n", " self.layer1 = self._make_layer(block, 64, num_blocks[0], stride=1)\n", " self.layer2 = self._make_layer(block, 128, num_blocks[1], stride=2)\n", " self.layer3 = self._make_layer(block, 256, num_blocks[2], stride=2)\n", " self.layer4 = self._make_layer(block, 512, num_blocks[3], stride=2)\n", " self.avgpool = nn.AdaptiveAvgPool2d((1, 1))\n", " self.linear = nn.Linear(512*block.expansion, num_classes)\n", "\n", " def _make_layer(self, block, planes, num_blocks, stride):\n", " strides = [stride] + [1]*(num_blocks-1)\n", " layers = []\n", " for stride in strides:\n", " layers.append(block(self.in_planes, planes, stride))\n", " self.in_planes = planes * block.expansion\n", " return nn.Sequential(*layers)\n", "\n", " def forward(self, x):\n", " out = F.relu(self.bn1(self.conv1(x)))\n", " out = self.layer1(out)\n", " out = self.layer2(out)\n", " out = self.layer3(out)\n", " out = self.layer4(out)\n", " out = self.avgpool(out)\n", " out = out.view(out.size(0), -1)\n", " out = self.linear(out)\n", " return out\n", "\n", "\n", "# Function to define ResNet34\n", "def ResNet34():\n", " return ResNet(BasicBlock, [3,4,6,3])\n", "\n", "# Creating the model and shifting it to GPU if available\n", "model = ResNet34().to(device)" ] }, { "cell_type": "markdown", "metadata": { "id": "7yPCFMoN2vsL" }, "source": [ "### 5. Loss Function & Optimizer 정의" ] }, { "cell_type": "code", "execution_count": 9, "metadata": { "id": "cz7VxypD2wFC" }, "outputs": [], "source": [ "import torch.optim as optim\n", "\n", "# Define the Loss function - CrossEntropyLoss is used for multi-class classification\n", "criterion = nn.CrossEntropyLoss()\n", "\n", "# Define the optimizer, learning rate scheduler\n", "optimizer = optim.Adam(model.parameters(), lr=0.001)\n", "\n", "# Optionally, you can use a learning rate scheduler which adjusts the learning rate during training\n", "# For example, StepLR reduces the learning rate by a factor `gamma` every `step_size` epochs\n", "scheduler = optim.lr_scheduler.StepLR(optimizer, step_size=2, gamma=0.1)" ] }, { "cell_type": "markdown", "metadata": { "id": "8GAtPgiO2-SA" }, "source": [ "### 6. Train the Network" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "id": "ilP8EWAPEizd" }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "[1, 5] loss: 1.791\n", "[1, 10] loss: 1.931\n", "[1, 15] loss: 1.548\n", "[1, 20] loss: 1.421\n", "[1, 25] loss: 1.331\n", "[1, 30] loss: 1.307\n", "[1, 35] loss: 1.475\n", "[1, 40] loss: 1.414\n" ] } ], "source": [ "# Number of epochs\n", "num_epochs = 4\n", "\n", "# Loop over the epochs\n", "for epoch in range(num_epochs):\n", "\n", " # Initialize running loss\n", " running_loss = 0.0\n", "\n", " # Loop over the data in the data loader\n", " for i, data in enumerate(trainloader, 0):\n", "\n", " # Get the inputs and move them to the specified device\n", " inputs, labels = data[0].to(device), data[1].to(device)\n", "\n", " # Zero the parameter gradients\n", " optimizer.zero_grad()\n", "\n", " # Forward pass\n", " outputs = model(inputs)\n", "\n", " # Compute loss\n", " loss = criterion(outputs, labels)\n", "\n", " # Backward pass and optimize\n", " loss.backward()\n", " optimizer.step()\n", "\n", " # Update running loss\n", " running_loss += loss.item()\n", "\n", " # Print loss every n iterations\n", " if i % 5 == 4: # \"nth\" iteration will be indexed n-1\n", " print('[%d, %5d] loss: %.3f' % (epoch + 1, i + 1, running_loss / 5))\n", " running_loss = 0.0 # reset the running loss\n", "\n", "\n", " # Decay Learning Rate\n", " scheduler.step()\n", "\n", " # Print loss for this epoch\n", " print('Epoch [%d/%d], Loss: %.4f' % (epoch+1, num_epochs, running_loss/len(trainloader)))\n", "\n", "print('Finished Training')" ] }, { "cell_type": "markdown", "metadata": { "id": "CDm07KpM3DNE" }, "source": [ "### 7. Test the Network on the test data" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "id": "GO1-ZCMDEptn" }, "outputs": [], "source": [ "# Initialize counters\n", "correct = 0\n", "total = 0\n", "\n", "# Switch model to evaluation mode\n", "model.eval()\n", "\n", "# Disabling gradient calculation\n", "with torch.no_grad():\n", " for data in testloader:\n", " images, labels = data[0].to(device), data[1].to(device)\n", " outputs = model(images) # Forward pass only to get outputs\n", " _, predicted = torch.max(outputs.data, 1) # Get predicted class from the maximum value\n", " total += labels.size(0) # Total number of labels\n", " correct += (predicted == labels).sum().item() # Total correct predictions\n", "\n", "print('Accuracy of the model on the test images: %.2f %%' % (100 * correct / total))" ] }, { "cell_type": "markdown", "metadata": { "id": "I5AgNokZ3Z98" }, "source": [ "### 8. Class(감정)별 정확도 계산" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "id": "n8MYyIzzF3T3" }, "outputs": [], "source": [ "# Accuracy for each emotion\n", "class_correct = list(0. for i in range(len(classes)))\n", "class_total = list(0. for i in range(len(classes)))\n", "with torch.no_grad():\n", " for data in testloader:\n", " images, labels = data[0].to(device), data[1].to(device)\n", " outputs = model(images)\n", " _, predicted = torch.max(outputs, 1)\n", " c = (predicted == labels).squeeze()\n", " for i in range(len(labels)):\n", " label = labels[i]\n", " class_correct[label] += c[i].item()\n", " class_total[label] += 1\n", "\n", "for i in range(len(classes)):\n", " print('Accuracy of %5s : %2d %%' % (classes[i], 100 * class_correct[i] / class_total[i]))\n" ] }, { "cell_type": "markdown", "metadata": { "id": "-m1_NhuZ6bUH" }, "source": [ "### 9. Showing Image-Label" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "id": "s9PdbPNxF5ON" }, "outputs": [], "source": [ "# Get a batch of test data\n", "dataiter = iter(testloader)\n", "images, labels = dataiter.next()\n", "images, labels = images.to(device), labels.to(device)\n", "\n", "# Predict labels\n", "outputs = model(images)\n", "_, predicted = torch.max(outputs, 1)\n", "\n", "# Move images and labels to CPU for displaying\n", "images = images.cpu()\n", "labels = labels.cpu()\n", "predicted = predicted.cpu()\n", "\n", "def imshow(img):\n", " img = img / 2 + 0.5 # denormalize\n", " npimg = img.numpy()\n", " plt.imshow(np.transpose(npimg, (1, 2, 0)))\n", "\n", "# Display images, along with the true and predicted labels\n", "imshow(torchvision.utils.make_grid(images))\n", "print('True labels: ')\n", "print(' '.join('%15s' % classes[labels[j]] for j in range(8)))\n", "print(' '.join('%15s' % classes[labels[j]] for j in range(8,16)))\n", "print('Predicted labels: ')\n", "print(''.join('%15s' % classes[predicted[j]] for j in range(8)))\n", "print(''.join('%15s' % classes[predicted[j]] for j in range(8,16)))" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] } ], "metadata": { "colab": { "gpuType": "T4", "provenance": [] }, "kernelspec": { "display_name": "Python 3 (ipykernel)", "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": "3.9.16" } }, "nbformat": 4, "nbformat_minor": 1 }