convolutional_neural_network.ipynb

{
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  "metadata": {
    "colab": {
      "name": "convolutional_neural_network",
      "provenance": [],
      "authorship_tag": "ABX9TyOZlnl3OpRtmUvAqfU3rG03",
      "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/github/anushka17agarwal/pytorch-Implementations/blob/main/convolutional_neural_network.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "6x3B4FMhfo3S",
        "outputId": "0af28cd5-ed30-433a-e83a-f5cd4e0e07d4"
      },
      "source": [
        "#Implementation of Convolution Neural Network on Intel Image Classification Dataset\n",
        "\n",
        "\n",
        "#Downloading the dataset directly from kaggle\n",
        "\n",
        "!pip install kaggle\n",
        "! mkdir ~/.kaggle\n",
        "! cp kaggle.json ~/.kaggle/\n",
        "! chmod 600 ~/.kaggle/kaggle.json"
      ],
      "execution_count": 1,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Requirement already satisfied: kaggle in /usr/local/lib/python3.7/dist-packages (1.5.12)\n",
            "Requirement already satisfied: certifi in /usr/local/lib/python3.7/dist-packages (from kaggle) (2021.5.30)\n",
            "Requirement already satisfied: tqdm in /usr/local/lib/python3.7/dist-packages (from kaggle) (4.62.2)\n",
            "Requirement already satisfied: python-dateutil in /usr/local/lib/python3.7/dist-packages (from kaggle) (2.8.2)\n",
            "Requirement already satisfied: python-slugify in /usr/local/lib/python3.7/dist-packages (from kaggle) (5.0.2)\n",
            "Requirement already satisfied: six>=1.10 in /usr/local/lib/python3.7/dist-packages (from kaggle) (1.15.0)\n",
            "Requirement already satisfied: requests in /usr/local/lib/python3.7/dist-packages (from kaggle) (2.23.0)\n",
            "Requirement already satisfied: urllib3 in /usr/local/lib/python3.7/dist-packages (from kaggle) (1.24.3)\n",
            "Requirement already satisfied: text-unidecode>=1.3 in /usr/local/lib/python3.7/dist-packages (from python-slugify->kaggle) (1.3)\n",
            "Requirement already satisfied: idna<3,>=2.5 in /usr/local/lib/python3.7/dist-packages (from requests->kaggle) (2.10)\n",
            "Requirement already satisfied: chardet<4,>=3.0.2 in /usr/local/lib/python3.7/dist-packages (from requests->kaggle) (3.0.4)\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "JtDsSwgug2i2",
        "outputId": "affd643e-d0a1-4aa3-aa04-a692e5f2476d"
      },
      "source": [
        "#Directly downloading the dataset from kaggle \n",
        "! kaggle datasets download puneet6060/intel-image-classification"
      ],
      "execution_count": 2,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Downloading intel-image-classification.zip to /content\n",
            " 97% 336M/346M [00:08<00:00, 27.8MB/s]\n",
            "100% 346M/346M [00:08<00:00, 42.0MB/s]\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "XchoCcGdhcPJ",
        "outputId": "2dedc392-07fa-4322-e4ec-7e78ef5ab0c7"
      },
      "source": [
        "!unzip /content/intel-image-classification.zip"
      ],
      "execution_count": 3,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
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          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "wMPE-fmEh1N7"
      },
      "source": [
        "import os\n",
        "import numpy as np\n",
        "import torch\n",
        "import glob\n",
        "import torch.nn as nn\n",
        "from torch.utils.data import DataLoader\n",
        "from torch.optim import Adam\n",
        "from torch.autograd import Variable\n",
        "from torchvision.transforms import transforms\n",
        "import torchvision\n",
        "import pathlib"
      ],
      "execution_count": 4,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "lIs39qdqjSCH"
      },
      "source": [
        "#checking for cuda\n",
        "\n",
        "device = torch.device('cuda' if torch.cuda.is_available() else 'cpu')\n"
      ],
      "execution_count": 5,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "XZPHloP7jmME"
      },
      "source": [
        "#Data Preprocessing\n",
        "\n",
        "# resizing\n",
        "\n",
        "transformer= transforms.Compose([\n",
        "                                 transforms.Resize((150, 150)),\n",
        "                                 transforms.RandomHorizontalFlip(),\n",
        "                                 transforms.ToTensor(),  # changes image range from (0-255) to (0-1) and numppy array to tensor\n",
        "                                 #from (0-1) to (-1, 1)\n",
        "                                 transforms.Normalize([0.5, 0.5, 0.5,],\n",
        "                                                       [0.5, 0.5, 0.5]) \n",
        "])"
      ],
      "execution_count": 6,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "ArD5kMERk01C",
        "outputId": "5aade974-f08f-404f-e26c-7f604c3a9a80"
      },
      "source": [
        "#DataLoader\n",
        "\n",
        "train_path= \"/content/seg_train/seg_train\"\n",
        "test_path= \"/content/seg_test/seg_test\"\n",
        "train_loader = DataLoader(\n",
        "    torchvision.datasets.ImageFolder(train_path, transform= transformer),\n",
        "    batch_size = 256, shuffle= True\n",
        ")\n",
        "test_loader= DataLoader(\n",
        "    torchvision.datasets.ImageFolder(test_path, transform= transformer),\n",
        "    batch_size = 256, shuffle= True\n",
        ")\n",
        "\n",
        "root= pathlib.Path(train_path)\n",
        "classes = sorted([j.name.split('/')[-1] for j in root.iterdir()])\n",
        "print(classes)"
      ],
      "execution_count": 7,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "['buildings', 'forest', 'glacier', 'mountain', 'sea', 'street']\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "2s7sicTplbN-"
      },
      "source": [
        "#CNN Network\n",
        "\n",
        "\n",
        "class ConvNet(nn.Module):\n",
        "    def __init__(self,num_classes=6):\n",
        "        super(ConvNet,self).__init__()\n",
        "        \n",
        "        #Output size after convolution filter\n",
        "        #((w-f+2P)/s) +1\n",
        "        \n",
        "        #Input shape= (256,3,150,150)\n",
        "        \n",
        "        self.conv1=nn.Conv2d(in_channels=3,out_channels=12,kernel_size=3,stride=1,padding=1)\n",
        "        #Shape= (256,12,150,150)\n",
        "        self.bn1=nn.BatchNorm2d(num_features=12)\n",
        "        #Shape= (256,12,150,150)\n",
        "        self.relu1=nn.ReLU()\n",
        "        #Shape= (256,12,150,150)\n",
        "        \n",
        "        self.pool=nn.MaxPool2d(kernel_size=2)\n",
        "        #Reduce the image size be factor 2\n",
        "        #Shape= (256,12,75,75)\n",
        "        \n",
        "        \n",
        "        self.conv2=nn.Conv2d(in_channels=12,out_channels=20,kernel_size=3,stride=1,padding=1)\n",
        "        #Shape= (256,20,75,75)\n",
        "        self.relu2=nn.ReLU()\n",
        "        #Shape= (256,20,75,75)\n",
        "        \n",
        "        \n",
        "        \n",
        "        self.conv3=nn.Conv2d(in_channels=20,out_channels=32,kernel_size=3,stride=1,padding=1)\n",
        "        #Shape= (256,32,75,75)\n",
        "        self.bn3=nn.BatchNorm2d(num_features=32)\n",
        "        #Shape= (256,32,75,75)\n",
        "        self.relu3=nn.ReLU()\n",
        "        #Shape= (256,32,75,75)\n",
        "        \n",
        "        \n",
        "        self.fc=nn.Linear(in_features=75 * 75 * 32,out_features=num_classes)\n",
        "        \n",
        "        \n",
        "        \n",
        "        #Feed forwad function\n",
        "        \n",
        "    def forward(self,input):\n",
        "        output=self.conv1(input)\n",
        "        output=self.bn1(output)\n",
        "        output=self.relu1(output)\n",
        "            \n",
        "        output=self.pool(output)\n",
        "            \n",
        "        output=self.conv2(output)\n",
        "        output=self.relu2(output)\n",
        "            \n",
        "        output=self.conv3(output)\n",
        "        output=self.bn3(output)\n",
        "        output=self.relu3(output)\n",
        "            \n",
        "            \n",
        "            #Above output will be in matrix form, with shape (256,32,75,75)\n",
        "            \n",
        "        output=output.view(-1,32*75*75)\n",
        "            \n",
        "            \n",
        "        output=self.fc(output)\n",
        "            \n",
        "        return output"
      ],
      "execution_count": 8,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "u3HH4qZBlbQ_",
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "outputId": "7b9a558a-dc8a-4d7d-b6f8-f5ede37742a2"
      },
      "source": [
        "model=ConvNet(num_classes=6).to(device)\n",
        "#Optmizer and loss function\n",
        "optimizer=Adam(model.parameters(),lr=0.001,weight_decay=0.0001)\n",
        "loss_function=nn.CrossEntropyLoss()\n",
        "num_epochs=10\n",
        "#calculating the size of training and testing images\n",
        "train_count=len(glob.glob(train_path+'/**/*.jpg'))\n",
        "test_count=len(glob.glob(test_path+'/**/*.jpg'))\n",
        "\n",
        "print(train_count,test_count)"
      ],
      "execution_count": 9,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "14034 3000\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "cuhJwqxJlbTV",
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "outputId": "38c5c7e0-ceee-46eb-f4ac-248d6c1c18cd"
      },
      "source": [
        "best_accuracy=0.0\n",
        "\n",
        "for epoch in range(num_epochs):\n",
        "    \n",
        "    #Evaluation and training on training dataset\n",
        "    model.train()\n",
        "    train_accuracy=0.0\n",
        "    train_loss=0.0\n",
        "    \n",
        "    for i, (images,labels) in enumerate(train_loader):\n",
        "        if torch.cuda.is_available():\n",
        "            images=Variable(images.cuda())\n",
        "            labels=Variable(labels.cuda())\n",
        "            \n",
        "        optimizer.zero_grad()\n",
        "        \n",
        "        outputs=model(images)\n",
        "        loss=loss_function(outputs,labels)\n",
        "        loss.backward()\n",
        "        optimizer.step()\n",
        "        \n",
        "        \n",
        "        train_loss+= loss.cpu().data*images.size(0)\n",
        "        _,prediction=torch.max(outputs.data,1)\n",
        "        \n",
        "        train_accuracy+=int(torch.sum(prediction==labels.data))\n",
        "        \n",
        "    train_accuracy=train_accuracy/train_count\n",
        "    train_loss=train_loss/train_count\n",
        "    \n",
        "    \n",
        "    # Evaluation on testing dataset\n",
        "    model.eval()\n",
        "    \n",
        "    test_accuracy=0.0\n",
        "    for i, (images,labels) in enumerate(test_loader):\n",
        "        if torch.cuda.is_available():\n",
        "            images=Variable(images.cuda())\n",
        "            labels=Variable(labels.cuda())\n",
        "            \n",
        "        outputs=model(images)\n",
        "        _,prediction=torch.max(outputs.data,1)\n",
        "        test_accuracy+=int(torch.sum(prediction==labels.data))\n",
        "    \n",
        "    test_accuracy=test_accuracy/test_count\n",
        "    \n",
        "    \n",
        "    print('Epoch: '+str(epoch)+' Train Loss: '+str(train_loss)+' Train Accuracy: '+str(train_accuracy)+' Test Accuracy: '+str(test_accuracy))\n",
        "    \n",
        "    #Save the best model\n",
        "    if test_accuracy>best_accuracy:\n",
        "        torch.save(model.state_dict(),'best_checkpoint.model')\n",
        "        best_accuracy=test_accuracy"
      ],
      "execution_count": 10,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stderr",
          "text": [
            "/usr/local/lib/python3.7/dist-packages/torch/nn/functional.py:718: UserWarning: Named tensors and all their associated APIs are an experimental feature and subject to change. Please do not use them for anything important until they are released as stable. (Triggered internally at  /pytorch/c10/core/TensorImpl.h:1156.)\n",
            "  return torch.max_pool2d(input, kernel_size, stride, padding, dilation, ceil_mode)\n"
          ]
        },
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Epoch: 0 Train Loss: tensor(11.2056) Train Accuracy: 0.5144648710275046 Test Accuracy: 0.5803333333333334\n",
            "Epoch: 1 Train Loss: tensor(1.5110) Train Accuracy: 0.6923186546957389 Test Accuracy: 0.6833333333333333\n",
            "Epoch: 2 Train Loss: tensor(1.0310) Train Accuracy: 0.7534558928316945 Test Accuracy: 0.7023333333333334\n",
            "Epoch: 3 Train Loss: tensor(0.7818) Train Accuracy: 0.8044035912783241 Test Accuracy: 0.7486666666666667\n",
            "Epoch: 4 Train Loss: tensor(0.5127) Train Accuracy: 0.857560210916346 Test Accuracy: 0.68\n",
            "Epoch: 5 Train Loss: tensor(0.4663) Train Accuracy: 0.8766566908935443 Test Accuracy: 0.6876666666666666\n",
            "Epoch: 6 Train Loss: tensor(0.2904) Train Accuracy: 0.9102892974205501 Test Accuracy: 0.756\n",
            "Epoch: 7 Train Loss: tensor(0.1788) Train Accuracy: 0.9460595696166453 Test Accuracy: 0.7523333333333333\n",
            "Epoch: 8 Train Loss: tensor(0.1488) Train Accuracy: 0.953612654980761 Test Accuracy: 0.7136666666666667\n",
            "Epoch: 9 Train Loss: tensor(0.1570) Train Accuracy: 0.9519737779677925 Test Accuracy: 0.7393333333333333\n"
          ]
        }
      ]
    }
  ]
}