Skip to content

Instantly share code, notes, and snippets.

@skilfoy
Last active April 24, 2024 04:53
Show Gist options
  • Save skilfoy/9ebc3819c84800863e0d5b06d4a64cdb to your computer and use it in GitHub Desktop.
Save skilfoy/9ebc3819c84800863e0d5b06d4a64cdb to your computer and use it in GitHub Desktop.
Evaluating CNNs and RNNs
Display the source blob
Display the rendered blob
Raw
{
"nbformat": 4,
"nbformat_minor": 0,
"metadata": {
"colab": {
"provenance": [],
"machine_shape": "hm",
"gpuType": "A100",
"name": "final-project-evaluating-cnns-and-rnns.ipynb",
"mount_file_id": "1SNQ341wa_LK_MqV8n2XjuqI0JrsxgIXJ",
"authorship_tag": "ABX9TyNPFMs2ch6XukpbKXk0RS0F",
"include_colab_link": true
},
"kernelspec": {
"name": "python3",
"display_name": "Python 3"
},
"language_info": {
"name": "python"
},
"accelerator": "GPU"
},
"cells": [
{
"cell_type": "markdown",
"metadata": {
"id": "view-in-github",
"colab_type": "text"
},
"source": [
"<a href=\"https://colab.research.google.com/gist/skilfoy/9ebc3819c84800863e0d5b06d4a64cdb/final-project-evaluating-cnns-and-rnns.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
]
},
{
"cell_type": "markdown",
"source": [
"# Final Project - Evaluating CNNs and RNNs\n",
"\n",
"In thie two-part notebook, I build and evaluate multiple Convolutional Neural Networks and Recurrent Neural Networks for classifying indoor scenes and performing sentiment analysis, respectively. In my evaluations, I offer data-backed recommendations for running these models in production."
],
"metadata": {
"id": "5jAKXSTDWuKp"
}
},
{
"cell_type": "markdown",
"source": [
"##### Notebook preparation:"
],
"metadata": {
"id": "TRW_ZdLcL_jV"
}
},
{
"cell_type": "markdown",
"source": [
"Import libraries."
],
"metadata": {
"id": "okbbUF-S5U0F"
}
},
{
"cell_type": "code",
"source": [
"## Part 1\n",
"import os\n",
"import matplotlib.pyplot as plt\n",
"import torch\n",
"import torchvision\n",
"from torch.utils.data import random_split\n",
"import torchvision.models as models\n",
"import torch.nn as nn\n",
"import torch.nn.functional as F\n",
"import torch.optim as optim\n",
"from torchvision import transforms\n",
"from torchvision.datasets import ImageFolder\n",
"from torch.utils.data.dataloader import DataLoader\n",
"from torchvision.utils import make_grid\n",
"from torchsummary import summary\n",
"from torchvision.transforms import RandomHorizontalFlip, RandomVerticalFlip, RandomRotation, RandomCrop, Resize\n",
"\n",
"## Part 2\n",
"import numpy as np\n",
"import pandas as pd\n",
"import re\n",
"#import matplotlib.pyplot as plt\n",
"import seaborn as sns\n",
"import tensorflow as tf\n",
"from tensorflow.python.client import device_lib\n",
"from tensorflow import keras\n",
"from tensorflow.keras.metrics import Precision, Recall, AUC\n",
"from tensorflow.keras.callbacks import EarlyStopping\n",
"from tensorflow.keras.utils import to_categorical, plot_model\n",
"from tensorflow.keras.preprocessing.text import Tokenizer\n",
"from tensorflow.keras.preprocessing.sequence import pad_sequences\n",
"from tensorflow.keras.models import Sequential\n",
"from tensorflow.keras.layers import Embedding, GRU, LSTM, Dense, Conv1D, GlobalMaxPooling1D, Dropout\n",
"from sklearn.metrics import confusion_matrix, classification_report\n",
"from sklearn.model_selection import train_test_split\n"
],
"metadata": {
"id": "hPWpy7xC1wu-"
},
"execution_count": null,
"outputs": []
},
{
"cell_type": "markdown",
"source": [
"##### Configure the GPU:"
],
"metadata": {
"id": "LbBIQkYkvaCc"
}
},
{
"cell_type": "markdown",
"source": [
"For part 1:"
],
"metadata": {
"id": "wX7yr6WmuRqM"
}
},
{
"cell_type": "code",
"source": [
"cuda_available = torch.cuda.is_available()\n",
"print(cuda_available)"
],
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/"
},
"id": "HbLhoYbnt6X1",
"outputId": "ca389eac-de5a-4dd0-eb2e-f5f808be25cd"
},
"execution_count": null,
"outputs": [
{
"output_type": "stream",
"name": "stdout",
"text": [
"True\n"
]
}
]
},
{
"cell_type": "code",
"source": [
"device = torch.device(\"cuda:0\" if cuda_available else \"cpu\")\n",
"print(device)"
],
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/"
},
"id": "zxmv4_dht9ZN",
"outputId": "68936e06-402b-412c-c42c-bc32f4f3cc2c"
},
"execution_count": null,
"outputs": [
{
"output_type": "stream",
"name": "stdout",
"text": [
"cuda:0\n"
]
}
]
},
{
"cell_type": "code",
"source": [
"if cuda_available:\n",
" print(torch.cuda.device_count(), \"CUDA device(s) found.\")\n",
" for i in range(torch.cuda.device_count()):\n",
" print(\"Device\", i, \":\", torch.cuda.get_device_name(i))\n",
"else:\n",
" print(\"CUDA is not available.\")"
],
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/"
},
"id": "Lv9gvAaxt_WS",
"outputId": "ebd85b9a-fbdb-4058-fcd3-b681706c16dd"
},
"execution_count": null,
"outputs": [
{
"output_type": "stream",
"name": "stdout",
"text": [
"1 CUDA device(s) found.\n",
"Device 0 : NVIDIA A100-SXM4-40GB\n"
]
}
]
},
{
"cell_type": "code",
"source": [
"torch.cuda.set_device(device)"
],
"metadata": {
"id": "NfdpFlduuBH2"
},
"execution_count": null,
"outputs": []
},
{
"cell_type": "markdown",
"source": [
"For part 2:"
],
"metadata": {
"id": "c5W8MbwUuNZd"
}
},
{
"cell_type": "code",
"source": [
"print(device_lib.list_local_devices())"
],
"metadata": {
"id": "GQ5REO_Gvb3o",
"colab": {
"base_uri": "https://localhost:8080/"
},
"outputId": "85e761ad-eb07-44a5-f7d3-f39ccc112813"
},
"execution_count": null,
"outputs": [
{
"output_type": "stream",
"name": "stdout",
"text": [
"[name: \"/device:CPU:0\"\n",
"device_type: \"CPU\"\n",
"memory_limit: 268435456\n",
"locality {\n",
"}\n",
"incarnation: 2483601604680599059\n",
"xla_global_id: -1\n",
", name: \"/device:GPU:0\"\n",
"device_type: \"GPU\"\n",
"memory_limit: 39536099328\n",
"locality {\n",
" bus_id: 1\n",
" links {\n",
" }\n",
"}\n",
"incarnation: 9195887319285846491\n",
"physical_device_desc: \"device: 0, name: NVIDIA A100-SXM4-40GB, pci bus id: 0000:00:04.0, compute capability: 8.0\"\n",
"xla_global_id: 416903419\n",
"]\n"
]
}
]
},
{
"cell_type": "code",
"source": [
"tf.config.set_visible_devices(tf.config.list_physical_devices('GPU'), 'GPU')"
],
"metadata": {
"id": "RPdLGMxVvfK5"
},
"execution_count": null,
"outputs": []
},
{
"cell_type": "markdown",
"source": [
"##### Set the seeds for reproducibility."
],
"metadata": {
"id": "OKh7pGt83tAo"
}
},
{
"cell_type": "code",
"source": [
"random_seed = 42\n",
"torch.manual_seed(random_seed)\n",
"os.environ['PYTHONHASHSEED']='42'\n",
"np.random.seed(random_seed)\n",
"tf.random.set_seed(random_seed)\n",
"tf.keras.utils.set_random_seed(random_seed)"
],
"metadata": {
"id": "2T7PCliU3zUr"
},
"execution_count": null,
"outputs": []
},
{
"cell_type": "markdown",
"source": [
"## Part 1 - Evaluating CNN Models - Indoor Scene Recognition.\n",
"\n",
"In Part 1 of this notebook, I'll use PyTorch to classify indoors scenes into various categories like airport, florist, video store, etc. I'll use the [MIT Indoor Scenes](https://www.kaggle.com/datasets/itsahmad/indoor-scenes-cvpr-2019) dataset to train and evaluate the model.\n",
"\n",
"I'll build three different CNN models and compare them to make a final recommendation."
],
"metadata": {
"id": "2ZnD9Z_orjGp"
}
},
{
"cell_type": "markdown",
"source": [
"### 1.1 - Build a baseline CNN model on the training dataset and evaluate it on the test dataset."
],
"metadata": {
"id": "SaL37ycSrzZY"
}
},
{
"cell_type": "code",
"source": [
"data_dir = '/content/drive/MyDrive/Colab Notebooks/DSCI619/Final Project/Part 1/archive/indoorCVPR_09/Images'\n",
"classes = os.listdir(data_dir)\n",
"print(classes)"
],
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/"
},
"id": "qOFvV6yv1wsr",
"outputId": "769061b2-b3d9-4a1f-d84e-b35189e4b402"
},
"execution_count": null,
"outputs": [
{
"output_type": "stream",
"name": "stdout",
"text": [
"['concert_hall', 'pantry', 'meeting_room', 'toystore', 'restaurant', 'bedroom', 'florist', 'church_inside', 'greenhouse', 'children_room', 'office', 'stairscase', 'corridor', 'bowling', 'bathroom', 'bakery', 'gameroom', 'dentaloffice', 'bookstore', 'casino', 'jewelleryshop', 'fastfood_restaurant', 'hospitalroom', 'tv_studio', 'dining_room', 'restaurant_kitchen', 'grocerystore', 'classroom', 'cloister', 'prisoncell', 'artstudio', 'studiomusic', 'videostore', 'poolinside', 'clothingstore', 'operating_room', 'shoeshop', 'movietheater', 'computerroom', 'museum', 'hairsalon', 'kindergarden', 'nursery', 'bar', 'gym', 'mall', 'waitingroom', 'inside_bus', 'airport_inside', 'warehouse', 'inside_subway', 'garage', 'elevator', 'closet', 'deli', 'auditorium', 'kitchen', 'buffet', 'subway', 'winecellar', 'trainstation']\n"
]
}
]
},
{
"cell_type": "code",
"source": [
"len(classes)"
],
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/"
},
"id": "pGVPXHdI3oMG",
"outputId": "489957a4-e8d4-4ca8-b7bd-55bd6d42755a"
},
"execution_count": null,
"outputs": [
{
"output_type": "execute_result",
"data": {
"text/plain": [
"61"
]
},
"metadata": {},
"execution_count": 10
}
]
},
{
"cell_type": "markdown",
"source": [
"#### Data Preparation"
],
"metadata": {
"id": "LMLQn4tt1s-I"
}
},
{
"cell_type": "code",
"source": [
"transform = transforms.Compose([\n",
" transforms.Resize((256, 256)),\n",
" transforms.ToTensor()])\n",
"dataset = ImageFolder(data_dir, transform = transform)"
],
"metadata": {
"id": "Lw-bvIwR1jSS"
},
"execution_count": null,
"outputs": []
},
{
"cell_type": "code",
"source": [
"dataset_size = len(dataset)\n",
"print(\"Dataset size:\", dataset_size)"
],
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/"
},
"id": "c3wGLgJQ4NTS",
"outputId": "c4a55377-9fee-476a-fcc7-01ffaa2c6589"
},
"execution_count": null,
"outputs": [
{
"output_type": "stream",
"name": "stdout",
"text": [
"Dataset size: 14076\n"
]
}
]
},
{
"cell_type": "markdown",
"source": [
"View a sample image and its corresponding label."
],
"metadata": {
"id": "_7Qk03jE6pzO"
}
},
{
"cell_type": "code",
"source": [
"%matplotlib inline\n",
"def show_sample(img, label):\n",
" print(\"Label:\", dataset.classes[label], \"(Class No: \" + str(label) + \")\")\n",
" img = img.permute(1, 2, 0)\n",
" plt.imshow(img)\n",
" plt.axis('off')\n",
" plt.show()"
],
"metadata": {
"id": "Lp0p-yfC233f"
},
"execution_count": null,
"outputs": []
},
{
"cell_type": "code",
"source": [
"img, label = dataset[50]\n",
"show_sample(img, label)"
],
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 424
},
"id": "_9Q8LiXL29I8",
"outputId": "afe9e8d1-e3cf-4d2c-a100-c9abd3be7b45"
},
"execution_count": null,
"outputs": [
{
"output_type": "stream",
"name": "stdout",
"text": [
"Label: airport_inside (Class No: 0)\n"
]
},
{
"output_type": "display_data",
"data": {
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
],
"image/png": "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\n"
},
"metadata": {}
}
]
},
{
"cell_type": "markdown",
"source": [
"Split the dataset into training, validation, and test datasets."
],
"metadata": {
"id": "3ZGLCbmF7c9C"
}
},
{
"cell_type": "code",
"source": [
"train_size = int(0.8 * len(dataset))\n",
"val_size = int(0.1 * len(dataset))\n",
"test_size = len(dataset) - train_size - val_size\n",
"train_ds, val_ds, test_ds = random_split(\n",
" dataset, [train_size, val_size, test_size])"
],
"metadata": {
"id": "CjYnknly7cm5"
},
"execution_count": null,
"outputs": []
},
{
"cell_type": "code",
"source": [
"len(train_ds), len(val_ds), len(test_ds)"
],
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/"
},
"id": "swA8OnPb6lV9",
"outputId": "c410d978-9817-4fdd-d3c8-b3f305046be8"
},
"execution_count": null,
"outputs": [
{
"output_type": "execute_result",
"data": {
"text/plain": [
"(11260, 1407, 1409)"
]
},
"metadata": {},
"execution_count": 16
}
]
},
{
"cell_type": "code",
"source": [
"batch_size = 8 # Small batches for visualization.\n",
"train_dl = DataLoader(train_ds, batch_size=batch_size, shuffle=True,\n",
" num_workers = 4, pin_memory = True)\n",
"val_dl = DataLoader(val_ds, batch_size=batch_size*2,\n",
" num_workers = 4, pin_memory = True)"
],
"metadata": {
"id": "Fu6cEZV06lTf"
},
"execution_count": null,
"outputs": []
},
{
"cell_type": "markdown",
"source": [
"Visualize batches."
],
"metadata": {
"id": "qrLswkiAwYZJ"
}
},
{
"cell_type": "code",
"source": [
"def show_batch(dl):\n",
" for images, labels in dl:\n",
" fig, ax = plt.subplots(figsize=(12, 6))\n",
" ax.set_xticks([])\n",
" ax.set_yticks([])\n",
" images = make_grid(images, nrow=16).permute(1, 2, 0)\n",
" ax.imshow(images)\n",
" break"
],
"metadata": {
"id": "Wgaemi7Uwaqg"
},
"execution_count": null,
"outputs": []
},
{
"cell_type": "code",
"source": [
"show_batch(train_dl)"
],
"metadata": {
"id": "Mkca0mQMweC_",
"colab": {
"base_uri": "https://localhost:8080/",
"height": 130
},
"outputId": "5ddccb96-23b7-461c-a932-ac96feb17495"
},
"execution_count": null,
"outputs": [
{
"output_type": "display_data",
"data": {
"text/plain": [
"<Figure size 1200x600 with 1 Axes>"
],
"image/png": "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\n"
},
"metadata": {}
}
]
},
{
"cell_type": "code",
"source": [
"show_batch(val_dl)"
],
"metadata": {
"id": "TzU6OET5we3K",
"colab": {
"base_uri": "https://localhost:8080/",
"height": 81
},
"outputId": "f650437a-8fab-4951-9827-4854898092fa"
},
"execution_count": null,
"outputs": [
{
"output_type": "display_data",
"data": {
"text/plain": [
"<Figure size 1200x600 with 1 Axes>"
],
"image/png": "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\n"
},
"metadata": {}
}
]
},
{
"cell_type": "markdown",
"source": [
"#### Build the model."
],
"metadata": {
"id": "AtHQqaZ4xo3x"
}
},
{
"cell_type": "markdown",
"source": [
"Define the baseline model."
],
"metadata": {
"id": "RXOGQ8uX91Ri"
}
},
{
"cell_type": "code",
"source": [
"batch_size = 333 # To utilize more GPU memory and execute faster\n",
"train_dl = DataLoader(train_ds, batch_size=batch_size, shuffle=True,\n",
" num_workers = 4, pin_memory = True)\n",
"val_dl = DataLoader(val_ds, batch_size=batch_size*2,\n",
" num_workers = 4, pin_memory = True)"
],
"metadata": {
"id": "ub-9zxTVBKXd"
},
"execution_count": null,
"outputs": []
},
{
"cell_type": "code",
"source": [
"class CNNModel(nn.Module):\n",
" def __init__(self):\n",
" super(CNNModel, self).__init__()\n",
" self.conv1 = nn.Conv2d(3, 16, kernel_size=3, stride=1, padding=1)\n",
" self.pool = nn.MaxPool2d(kernel_size=2, stride=2)\n",
" self.conv2 = nn.Conv2d(16, 32, kernel_size=3, stride=1, padding=1)\n",
" self.fc1 = nn.Linear(32 * 64 * 64, 128)\n",
" self.fc2 = nn.Linear(128, len(dataset.classes))\n",
"\n",
" def forward(self, x):\n",
" x = self.pool(F.relu(self.conv1(x)))\n",
" x = self.pool(F.relu(self.conv2(x)))\n",
" x = x.view(-1, 32 * 64 * 64)\n",
" x = F.relu(self.fc1(x))\n",
" x = self.fc2(x)\n",
" return x"
],
"metadata": {
"id": "LIXqV-_W93CC"
},
"execution_count": null,
"outputs": []
},
{
"cell_type": "code",
"source": [
"model = CNNModel()\n",
"model"
],
"metadata": {
"id": "DgS6GeZ391Ay",
"colab": {
"base_uri": "https://localhost:8080/"
},
"outputId": "aea47e8c-f38a-4823-9040-a629aad17ce1"
},
"execution_count": null,
"outputs": [
{
"output_type": "execute_result",
"data": {
"text/plain": [
"CNNModel(\n",
" (conv1): Conv2d(3, 16, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))\n",
" (pool): MaxPool2d(kernel_size=2, stride=2, padding=0, dilation=1, ceil_mode=False)\n",
" (conv2): Conv2d(16, 32, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))\n",
" (fc1): Linear(in_features=131072, out_features=128, bias=True)\n",
" (fc2): Linear(in_features=128, out_features=61, bias=True)\n",
")"
]
},
"metadata": {},
"execution_count": 23
}
]
},
{
"cell_type": "code",
"source": [
"device = torch.device(\"cuda\" if torch.cuda.is_available() else \"cpu\")\n",
"model.to(device)\n",
"summary(model.to(device), input_size=(3, 256, 256))"
],
"metadata": {
"id": "x65Sy6N16lM0",
"colab": {
"base_uri": "https://localhost:8080/"
},
"outputId": "f687690b-9b49-4e87-835c-bb151cfca42c"
},
"execution_count": null,
"outputs": [
{
"output_type": "stream",
"name": "stdout",
"text": [
"----------------------------------------------------------------\n",
" Layer (type) Output Shape Param #\n",
"================================================================\n",
" Conv2d-1 [-1, 16, 256, 256] 448\n",
" MaxPool2d-2 [-1, 16, 128, 128] 0\n",
" Conv2d-3 [-1, 32, 128, 128] 4,640\n",
" MaxPool2d-4 [-1, 32, 64, 64] 0\n",
" Linear-5 [-1, 128] 16,777,344\n",
" Linear-6 [-1, 61] 7,869\n",
"================================================================\n",
"Total params: 16,790,301\n",
"Trainable params: 16,790,301\n",
"Non-trainable params: 0\n",
"----------------------------------------------------------------\n",
"Input size (MB): 0.75\n",
"Forward/backward pass size (MB): 15.00\n",
"Params size (MB): 64.05\n",
"Estimated Total Size (MB): 79.80\n",
"----------------------------------------------------------------\n"
]
}
]
},
{
"cell_type": "markdown",
"source": [
"Define the loss function and optimizer."
],
"metadata": {
"id": "SvQ-Sl-u_PAZ"
}
},
{
"cell_type": "code",
"source": [
"criterion = nn.CrossEntropyLoss()\n",
"optimizer = torch.optim.Adam(model.parameters())"
],
"metadata": {
"id": "S2wRe6Zj6lKe"
},
"execution_count": null,
"outputs": []
},
{
"cell_type": "markdown",
"source": [
"#### Train and validate the model."
],
"metadata": {
"id": "hkS_H9D9A9Z-"
}
},
{
"cell_type": "code",
"source": [
"num_epochs = 10\n",
"best_val_loss = float('inf')\n",
"patience = 3\n",
"counter = 0\n",
"history = []\n",
"\n",
"best_model_weights = None\n",
"best_epoch = 0\n",
"\n",
"for epoch in range(num_epochs):\n",
" model.train()\n",
" running_loss = 0.0\n",
"\n",
" # Training loop\n",
" for batch_idx, (images, labels) in enumerate(train_dl):\n",
" optimizer.zero_grad()\n",
" images = images.to(device)\n",
" labels = labels.to(device)\n",
" outputs = model(images)\n",
" loss = criterion(outputs, labels)\n",
" loss.backward()\n",
" optimizer.step()\n",
"\n",
" running_loss += loss.item()\n",
"\n",
" # Print mini-batch loss\n",
" if batch_idx % 5 == 0:\n",
" print(f'Epoch [{epoch+1}/{num_epochs}], Batch [{batch_idx+1}/{len(train_dl)}], Loss: {loss.item():.4f}')\n",
"\n",
" epoch_loss = running_loss / len(train_dl)\n",
" print(f'Train Loss: {epoch_loss:.4f}')\n",
"\n",
" # Validation loop\n",
" model.eval()\n",
" val_loss = 0.0\n",
" correct = 0\n",
" total = 0\n",
"\n",
" with torch.no_grad():\n",
" for images, labels in val_dl:\n",
" images = images.to(device)\n",
" labels = labels.to(device)\n",
" outputs = model(images)\n",
" loss = criterion(outputs, labels)\n",
" val_loss += loss.item()\n",
"\n",
" _, predicted = torch.max(outputs.data, 1)\n",
" total += labels.size(0)\n",
" correct += (predicted == labels).sum().item()\n",
"\n",
" val_loss /= len(val_dl)\n",
" val_accuracy = 100 * correct / total\n",
" print(f'Validation Loss: {val_loss:.4f}, Validation Accuracy: {val_accuracy:.2f}%')\n",
"\n",
" # Check if validation loss improved\n",
" if val_loss < best_val_loss:\n",
" best_val_loss = val_loss\n",
" counter = 0\n",
" best_model_weights = model.state_dict()\n",
" best_epoch = epoch + 1\n",
" else:\n",
" counter += 1\n",
"\n",
" # Early stopping check\n",
" if counter >= patience:\n",
" print(f'Validation loss did not improve for {patience} epochs. Early stopping.')\n",
" model.load_state_dict(best_model_weights)\n",
" break\n",
"\n",
" train_accuracy = 100 * correct / total\n",
" train_loss = epoch_loss\n",
"\n",
" history.append({'train_loss': train_loss, 'val_loss': val_loss, 'train_acc': train_accuracy, 'val_acc': val_accuracy})\n",
"\n",
"print(f\"Best weights restored from epoch {best_epoch}\")"
],
"metadata": {
"id": "OJ_xFAKCA4Ns",
"colab": {
"base_uri": "https://localhost:8080/"
},
"outputId": "f9759746-4524-495d-c785-e3640d014494"
},
"execution_count": null,
"outputs": [
{
"output_type": "stream",
"name": "stdout",
"text": [
"Epoch [1/10], Batch [1/34], Loss: 4.1129\n",
"Epoch [1/10], Batch [6/34], Loss: 4.3107\n",
"Epoch [1/10], Batch [11/34], Loss: 4.0160\n",
"Epoch [1/10], Batch [16/34], Loss: 4.0474\n",
"Epoch [1/10], Batch [21/34], Loss: 3.9699\n",
"Epoch [1/10], Batch [26/34], Loss: 3.9338\n",
"Epoch [1/10], Batch [31/34], Loss: 3.8576\n",
"Train Loss: 4.2938\n",
"Validation Loss: 3.8915, Validation Accuracy: 7.32%\n",
"Epoch [2/10], Batch [1/34], Loss: 3.8456\n",
"Epoch [2/10], Batch [6/34], Loss: 3.7925\n",
"Epoch [2/10], Batch [11/34], Loss: 3.7983\n",
"Epoch [2/10], Batch [16/34], Loss: 3.7121\n",
"Epoch [2/10], Batch [21/34], Loss: 3.8236\n",
"Epoch [2/10], Batch [26/34], Loss: 3.7773\n",
"Epoch [2/10], Batch [31/34], Loss: 3.7282\n",
"Train Loss: 3.7638\n",
"Validation Loss: 3.7279, Validation Accuracy: 9.67%\n",
"Epoch [3/10], Batch [1/34], Loss: 3.6301\n",
"Epoch [3/10], Batch [6/34], Loss: 3.6169\n",
"Epoch [3/10], Batch [11/34], Loss: 3.7115\n",
"Epoch [3/10], Batch [16/34], Loss: 3.5619\n",
"Epoch [3/10], Batch [21/34], Loss: 3.5438\n",
"Epoch [3/10], Batch [26/34], Loss: 3.5210\n",
"Epoch [3/10], Batch [31/34], Loss: 3.4679\n",
"Train Loss: 3.5654\n",
"Validation Loss: 3.5913, Validation Accuracy: 10.87%\n",
"Epoch [4/10], Batch [1/34], Loss: 3.5056\n",
"Epoch [4/10], Batch [6/34], Loss: 3.3244\n",
"Epoch [4/10], Batch [11/34], Loss: 3.3364\n",
"Epoch [4/10], Batch [16/34], Loss: 3.3648\n",
"Epoch [4/10], Batch [21/34], Loss: 3.3122\n",
"Epoch [4/10], Batch [26/34], Loss: 3.2788\n",
"Epoch [4/10], Batch [31/34], Loss: 3.2577\n",
"Train Loss: 3.3543\n",
"Validation Loss: 3.4283, Validation Accuracy: 14.85%\n",
"Epoch [5/10], Batch [1/34], Loss: 3.1597\n",
"Epoch [5/10], Batch [6/34], Loss: 3.1456\n",
"Epoch [5/10], Batch [11/34], Loss: 3.1912\n",
"Epoch [5/10], Batch [16/34], Loss: 3.1738\n",
"Epoch [5/10], Batch [21/34], Loss: 3.1281\n",
"Epoch [5/10], Batch [26/34], Loss: 3.1933\n",
"Epoch [5/10], Batch [31/34], Loss: 3.0515\n",
"Train Loss: 3.1105\n",
"Validation Loss: 3.3307, Validation Accuracy: 17.34%\n",
"Epoch [6/10], Batch [1/34], Loss: 3.0272\n",
"Epoch [6/10], Batch [6/34], Loss: 2.9842\n",
"Epoch [6/10], Batch [11/34], Loss: 2.9305\n",
"Epoch [6/10], Batch [16/34], Loss: 2.7619\n",
"Epoch [6/10], Batch [21/34], Loss: 2.7851\n",
"Epoch [6/10], Batch [26/34], Loss: 2.8073\n",
"Epoch [6/10], Batch [31/34], Loss: 2.8595\n",
"Train Loss: 2.8497\n",
"Validation Loss: 3.2591, Validation Accuracy: 18.48%\n",
"Epoch [7/10], Batch [1/34], Loss: 2.6134\n",
"Epoch [7/10], Batch [6/34], Loss: 2.4787\n",
"Epoch [7/10], Batch [11/34], Loss: 2.5626\n",
"Epoch [7/10], Batch [16/34], Loss: 2.5312\n",
"Epoch [7/10], Batch [21/34], Loss: 2.5041\n",
"Epoch [7/10], Batch [26/34], Loss: 2.4901\n",
"Epoch [7/10], Batch [31/34], Loss: 2.4673\n",
"Train Loss: 2.5002\n",
"Validation Loss: 3.3401, Validation Accuracy: 18.05%\n",
"Epoch [8/10], Batch [1/34], Loss: 2.3827\n",
"Epoch [8/10], Batch [6/34], Loss: 2.0987\n",
"Epoch [8/10], Batch [11/34], Loss: 2.2242\n",
"Epoch [8/10], Batch [16/34], Loss: 2.1224\n",
"Epoch [8/10], Batch [21/34], Loss: 2.0604\n",
"Epoch [8/10], Batch [26/34], Loss: 2.0300\n",
"Epoch [8/10], Batch [31/34], Loss: 2.1859\n",
"Train Loss: 2.1268\n",
"Validation Loss: 3.4024, Validation Accuracy: 19.12%\n",
"Epoch [9/10], Batch [1/34], Loss: 1.7280\n",
"Epoch [9/10], Batch [6/34], Loss: 1.5858\n",
"Epoch [9/10], Batch [11/34], Loss: 1.8312\n",
"Epoch [9/10], Batch [16/34], Loss: 1.6136\n",
"Epoch [9/10], Batch [21/34], Loss: 1.5584\n",
"Epoch [9/10], Batch [26/34], Loss: 1.5801\n",
"Epoch [9/10], Batch [31/34], Loss: 1.5637\n",
"Train Loss: 1.6476\n",
"Validation Loss: 3.5479, Validation Accuracy: 18.48%\n",
"Validation loss did not improve for 3 epochs. Early stopping.\n",
"Best weights restored from epoch 6\n"
]
}
]
},
{
"cell_type": "markdown",
"source": [
"#### Evaluate the model."
],
"metadata": {
"id": "vvh1PqEhmC6A"
}
},
{
"cell_type": "code",
"source": [
"def plot_accuracies(history):\n",
" train_accuracies = [x['train_acc'] for x in history]\n",
" val_accuracies = [x['val_acc'] for x in history]\n",
" plt.plot(train_accuracies, '-bx')\n",
" plt.plot(val_accuracies, '-rx')\n",
" plt.xlabel('epoch')\n",
" plt.ylabel('accuracy')\n",
" plt.legend(['Training', 'Validation'])\n",
" plt.title('Accuracy vs. No. of epochs');"
],
"metadata": {
"id": "D3hAR83pdLdL"
},
"execution_count": null,
"outputs": []
},
{
"cell_type": "code",
"source": [
"plot_accuracies(history)"
],
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 472
},
"id": "5j7LXV0CL-M9",
"outputId": "b6d3ebb5-5b99-48eb-f36a-e69eb070aaf4"
},
"execution_count": null,
"outputs": [
{
"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": [
"def plot_losses(history):\n",
" train_losses = [x.get('train_loss') for x in history]\n",
" val_losses = [x['val_loss'] for x in history]\n",
" plt.plot(train_losses, '-bx')\n",
" plt.plot(val_losses, '-rx')\n",
" plt.xlabel('epoch')\n",
" plt.ylabel('loss')\n",
" plt.legend(['Training', 'Validation'])\n",
" plt.title('Loss vs. No. of epochs');"
],
"metadata": {
"id": "ykidsIRpeFKc"
},
"execution_count": null,
"outputs": []
},
{
"cell_type": "code",
"source": [
"plot_losses(history)"
],
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 472
},
"id": "_ObqaXC4L_sE",
"outputId": "2c016ff5-0922-4d10-c75c-4f4c614c4241"
},
"execution_count": null,
"outputs": [
{
"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": [
"def evaluate(model, val_loader):\n",
" model.eval()\n",
" val_loss = 0.0\n",
" correct = 0\n",
" total = 0\n",
" with torch.no_grad():\n",
" for images, labels in val_loader:\n",
" images = images.to(device)\n",
" labels = labels.to(device)\n",
" outputs = model(images)\n",
" loss = criterion(outputs, labels)\n",
" val_loss += loss.item()\n",
"\n",
" _, predicted = torch.max(outputs.data, 1)\n",
" total += labels.size(0)\n",
" correct += (predicted == labels).sum().item()\n",
"\n",
" val_loss /= len(val_loader)\n",
" val_accuracy = 100 * correct / total\n",
" return {'val_loss': val_loss, 'val_acc': val_accuracy}\n",
"\n",
"evaluation_result = evaluate(model, val_dl)\n",
"print(f\"Validation Loss: {evaluation_result['val_loss']:.4f}, Validation Accuracy: {evaluation_result['val_acc']:.2f}%\")\n"
],
"metadata": {
"id": "eZ4wo7QpmEdb",
"colab": {
"base_uri": "https://localhost:8080/"
},
"outputId": "4235c41a-2d5f-4996-eed6-b8dee826231a"
},
"execution_count": null,
"outputs": [
{
"output_type": "stream",
"name": "stdout",
"text": [
"Validation Loss: 3.5479, Validation Accuracy: 18.48%\n"
]
}
]
},
{
"cell_type": "markdown",
"source": [
"#### Make and visualize predictions."
],
"metadata": {
"id": "VrgC7l-LeQuj"
}
},
{
"cell_type": "code",
"source": [
"def to_device(data, device):\n",
" if isinstance(data, (list, tuple)):\n",
" return [to_device(x, device) for x in data]\n",
" return data.to(device, non_blocking=True)"
],
"metadata": {
"id": "Dro_CGdnfzVy"
},
"execution_count": null,
"outputs": []
},
{
"cell_type": "code",
"source": [
"def predict_image(img, model):\n",
" xb = to_device(img.unsqueeze(0), device) # Convert to a batch of 1\n",
" yb = model(xb) # Get predictions from the model\n",
" prob, preds = torch.max(yb, dim=1) # Pick index with the highest probability\n",
" return dataset.classes[preds[0].item()] # Retrieve the class label"
],
"metadata": {
"id": "-ntVQp39kChK"
},
"execution_count": null,
"outputs": []
},
{
"cell_type": "code",
"source": [
"num_predictions = 5\n",
"fig, axes = plt.subplots(1, num_predictions, figsize=(20, 4))\n",
"for i in range(num_predictions):\n",
" example_image, example_label = test_ds[i]\n",
" predicted_label = predict_image(example_image, model)\n",
" actual_label = dataset.classes[example_label]\n",
" axes[i].imshow(example_image.permute(1, 2, 0))\n",
" axes[i].set_title(f'Predicted: {predicted_label}\\nActual: {actual_label}')\n",
" axes[i].axis('off')\n",
"plt.tight_layout()\n",
"plt.show()"
],
"metadata": {
"id": "rsBFY_-ui4VC",
"colab": {
"base_uri": "https://localhost:8080/",
"height": 181
},
"outputId": "c7648110-1379-4340-8f3b-1c5dc46a9656"
},
"execution_count": null,
"outputs": [
{
"output_type": "display_data",
"data": {
"text/plain": [
"<Figure size 2000x400 with 5 Axes>"
],
Sign up for free to join this conversation on GitHub. Already have an account? Sign in to comment