90_Animal_Multiclass_Classification_using_ViT (1).ipynb

{
  "cells": [
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "PypQ43_hOllR",
        "outputId": "dfd06580-d8bc-4e66-961a-a5350432bd3d"
      },
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Mounted at /content/drive\n"
          ]
        }
      ],
      "source": [
        "from google.colab import drive\n",
        "drive.mount('/content/drive')"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "dEVTESabbBV-",
        "outputId": "d400b461-95f2-4e5a-bac8-b47a01c5c61f"
      },
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "\u001b[1;30;43mStreaming output truncated to the last 5000 lines.\u001b[0m\n",
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            "  inflating: animals/animals/zebra/785be6d4b5.jpg  \n",
            "  inflating: animals/animals/zebra/7ae826e4ac.jpg  \n",
            "  inflating: animals/animals/zebra/7b7d8759f1.jpg  \n",
            "  inflating: animals/animals/zebra/7d35713fda.jpg  \n",
            "  inflating: animals/animals/zebra/7f1352d1e8.jpg  \n",
            "  inflating: animals/animals/zebra/7f3f1ddc56.jpg  \n",
            "  inflating: animals/animals/zebra/7f892f3977.jpg  \n",
            "  inflating: animals/animals/zebra/81b246ab40.jpg  \n",
            "  inflating: animals/animals/zebra/872a4e6a25.jpg  \n",
            "  inflating: animals/animals/zebra/8bc28d0165.jpg  \n",
            "  inflating: animals/animals/zebra/94cf6638fd.jpg  \n",
            "  inflating: animals/animals/zebra/96e65ae7f7.jpg  \n",
            "  inflating: animals/animals/zebra/9c23e26c9d.jpg  \n",
            "  inflating: animals/animals/zebra/9e2a9415dc.jpg  \n",
            "  inflating: name of the animals.txt  \n"
          ]
        }
      ],
      "source": [
        "!unzip '/content/drive/MyDrive/Animal Dataset.zip'"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "mjGw3-hSbjuh"
      },
      "outputs": [],
      "source": [
        "import numpy as np\n",
        "import pandas as pd\n",
        "import matplotlib.pyplot as plt\n",
        "import seaborn as sns\n",
        "import math\n",
        "from sklearn.manifold import TSNE\n",
        "from sklearn.metrics import f1_score, precision_score, recall_score\n",
        "import glob\n",
        "import torch\n",
        "from torch import optim\n",
        "from torch import nn\n",
        "import torch.utils.data\n",
        "import torch.nn.functional as F\n",
        "from torch.autograd import Variable\n",
        "from sklearn.model_selection import train_test_split\n",
        "from matplotlib import image as img\n",
        "import pickle\n",
        "from scipy import signal\n",
        "import skimage.measure\n",
        "from sklearn.model_selection import train_test_split\n",
        "from numba import cuda\n",
        "import torchvision # load datasets\n",
        "from torchvision import datasets, transforms, models\n",
        "import torch.utils.data as data\n",
        "from torch.utils.data import Dataset  # Make sure to import Dataset\n",
        "import os"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "BBOfwcE_g_Jd",
        "outputId": "78368d1f-1442-478e-ddb2-680b72387b9a"
      },
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Number of training examples: 4320\n",
            "Number of testing examples: 1080\n"
          ]
        }
      ],
      "source": [
        "import torch\n",
        "import torchvision\n",
        "from torchvision import datasets, transforms\n",
        "from torch.utils.data import DataLoader, random_split\n",
        "\n",
        "# Define the data transformations for data augmentation and normalization\n",
        "transform = transforms.Compose([\n",
        "    transforms.Resize((224, 224)),  # Resize images to a consistent size\n",
        "    transforms.ToTensor(),  # Convert images to PyTorch tensors\n",
        "])\n",
        "\n",
        "# Set the path to your dataset\n",
        "data_dir = '/content/animals/animals/'\n",
        "\n",
        "# Create a dataset from the image folders\n",
        "dataset = datasets.ImageFolder(data_dir, transform=transform)\n",
        "\n",
        "# Define the ratio for train and test split\n",
        "train_ratio = 0.8  # 80% of the data for training, 20% for testing\n",
        "\n",
        "# Calculate the sizes of the train and test sets\n",
        "num_data = len(dataset)\n",
        "num_train = int(train_ratio * num_data)\n",
        "num_test = num_data - num_train\n",
        "\n",
        "# Split the dataset into train and test sets\n",
        "train_set, test_set = random_split(dataset, [num_train, num_test])\n",
        "\n",
        "# Define batch size and create data loaders for train and test sets\n",
        "batch_size = 16\n",
        "train_loader = DataLoader(train_set, batch_size=batch_size, shuffle=True)\n",
        "test_loader = DataLoader(test_set, batch_size=batch_size, shuffle=False)\n",
        "\n",
        "# Check the length of train and test sets\n",
        "print(f\"Number of training examples: {len(train_set)}\")\n",
        "print(f\"Number of testing examples: {len(test_set)}\")\n",
        "\n",
        "# You can now use train_loader and test_loader for training and testing your binary classification model.\n",
        "\n"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "ntcNKWPRk5h3"
      },
      "outputs": [],
      "source": [
        "classes = ('antelope','badger','bat','bear','bee','beetle','bison','boar','butterfly','cat','caterpillar','chimpanzee','cockroach','cow','coyote','crab','crow','deer','dog','dolphin','donkey','dragonfly','duck','eagle','elephant','flamingo','fly','fox','goat','goldfish','goose','gorilla','grasshopper','hamster','hare','hedgehog','hippopotamus','hornbill','horse','hummingbird','hyena','jellyfish','kangaroo','koala','ladybugs','leopard','lion','lizard','lobster','mosquito','moth','mouse','octopus','okapi','orangutan','otter','owl','ox','oyster','panda','parrot','pelecaniformes','penguin','pig','pigeon','porcupine','possum','raccoon','rat','reindeer','rhinoceros','sandpiper','seahorse','seal','shark','sheep','snake','sparrow','squid','squirrel','starfish','swan','tiger','turkey','turtle','whale','wolf','wombat','woodpecker','zebra')"
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "def show_images_labels(images, labels):\n",
        "    fig, axes = plt.subplots(1, len(images), figsize=(15, 8))\n",
        "    for i in range(len(images)):\n",
        "        image = images[i].permute(1, 2, 0)  # Convert to (H, W, C) format\n",
        "        label = classes[labels[i]]\n",
        "        axes[i].imshow(image)\n",
        "        axes[i].set_title(label)\n",
        "        axes[i].axis('off')\n",
        "    plt.show()\n",
        "\n",
        "num_images_to_display = 4  # Customize this\n",
        "\n",
        "# Iterate through the test_loader and display the specified number of images\n",
        "displayed_images = 0\n",
        "for batch in test_loader:\n",
        "    images, labels = batch\n",
        "    show_images_labels(images, labels)\n",
        "    displayed_images += len(images)\n",
        "    if displayed_images >= num_images_to_display:\n",
        "        break"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 101
        },
        "id": "J-NX7NOtb7E0",
        "outputId": "944aa45c-f02b-45aa-dd1a-56b32ff159a7"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 1500x800 with 16 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 207
        },
        "id": "AqOhrfM2iISi",
        "outputId": "00d71751-7ffe-4d83-cb0e-8e4277187286"
      },
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 640x480 with 1 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        },
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "dog   bee   crab  duck  lizard owl   elephant raccoon rat   otter hamster elephant fox   antelope seal  turkey\n"
          ]
        }
      ],
      "source": [
        "import matplotlib.pyplot as plt\n",
        "import numpy as np\n",
        "\n",
        "# functions to show an image\n",
        "\n",
        "\n",
        "def imshow(img):\n",
        "    img = img / 2 + 0.5     # unnormalize\n",
        "    npimg = img.numpy()\n",
        "    plt.imshow(np.transpose(npimg, (1, 2, 0)))\n",
        "    plt.show()\n",
        "\n",
        "\n",
        "# get some random training images\n",
        "dataiter = iter(train_loader)\n",
        "images, labels = next(dataiter)\n",
        "\n",
        "# show images\n",
        "imshow(torchvision.utils.make_grid(images))\n",
        "# print labels\n",
        "print(' '.join(f'{classes[labels[j]]:5s}' for j in range(batch_size)))"
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "!pip install transformers"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "1b2DdXuFhMJb",
        "outputId": "3282a71b-eb8a-4964-9413-58729eca20b3"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Collecting transformers\n",
            "  Downloading transformers-4.34.1-py3-none-any.whl (7.7 MB)\n",
            "\u001b[2K     \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m7.7/7.7 MB\u001b[0m \u001b[31m28.2 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n",
            "\u001b[?25hRequirement already satisfied: filelock in /usr/local/lib/python3.10/dist-packages (from transformers) (3.12.4)\n",
            "Collecting huggingface-hub<1.0,>=0.16.4 (from transformers)\n",
            "  Downloading huggingface_hub-0.18.0-py3-none-any.whl (301 kB)\n",
            "\u001b[2K     \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m302.0/302.0 kB\u001b[0m \u001b[31m33.6 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n",
            "\u001b[?25hRequirement already satisfied: numpy>=1.17 in /usr/local/lib/python3.10/dist-packages (from transformers) (1.23.5)\n",
            "Requirement already satisfied: packaging>=20.0 in /usr/local/lib/python3.10/dist-packages (from transformers) (23.2)\n",
            "Requirement already satisfied: pyyaml>=5.1 in /usr/local/lib/python3.10/dist-packages (from transformers) (6.0.1)\n",
            "Requirement already satisfied: regex!=2019.12.17 in /usr/local/lib/python3.10/dist-packages (from transformers) (2023.6.3)\n",
            "Requirement already satisfied: requests in /usr/local/lib/python3.10/dist-packages (from transformers) (2.31.0)\n",
            "Collecting tokenizers<0.15,>=0.14 (from transformers)\n",
            "  Downloading tokenizers-0.14.1-cp310-cp310-manylinux_2_17_x86_64.manylinux2014_x86_64.whl (3.8 MB)\n",
            "\u001b[2K     \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m3.8/3.8 MB\u001b[0m \u001b[31m72.1 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n",
            "\u001b[?25hCollecting safetensors>=0.3.1 (from transformers)\n",
            "  Downloading safetensors-0.4.0-cp310-cp310-manylinux_2_17_x86_64.manylinux2014_x86_64.whl (1.3 MB)\n",
            "\u001b[2K     \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m1.3/1.3 MB\u001b[0m \u001b[31m74.0 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n",
            "\u001b[?25hRequirement already satisfied: tqdm>=4.27 in /usr/local/lib/python3.10/dist-packages (from transformers) (4.66.1)\n",
            "Requirement already satisfied: fsspec>=2023.5.0 in /usr/local/lib/python3.10/dist-packages (from huggingface-hub<1.0,>=0.16.4->transformers) (2023.6.0)\n",
            "Requirement already satisfied: typing-extensions>=3.7.4.3 in /usr/local/lib/python3.10/dist-packages (from huggingface-hub<1.0,>=0.16.4->transformers) (4.5.0)\n",
            "Collecting huggingface-hub<1.0,>=0.16.4 (from transformers)\n",
            "  Downloading huggingface_hub-0.17.3-py3-none-any.whl (295 kB)\n",
            "\u001b[2K     \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m295.0/295.0 kB\u001b[0m \u001b[31m37.4 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n",
            "\u001b[?25hRequirement already satisfied: charset-normalizer<4,>=2 in /usr/local/lib/python3.10/dist-packages (from requests->transformers) (3.3.1)\n",
            "Requirement already satisfied: idna<4,>=2.5 in /usr/local/lib/python3.10/dist-packages (from requests->transformers) (3.4)\n",
            "Requirement already satisfied: urllib3<3,>=1.21.1 in /usr/local/lib/python3.10/dist-packages (from requests->transformers) (2.0.7)\n",
            "Requirement already satisfied: certifi>=2017.4.17 in /usr/local/lib/python3.10/dist-packages (from requests->transformers) (2023.7.22)\n",
            "Installing collected packages: safetensors, huggingface-hub, tokenizers, transformers\n",
            "Successfully installed huggingface-hub-0.17.3 safetensors-0.4.0 tokenizers-0.14.1 transformers-4.34.1\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 170,
          "referenced_widgets": [
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        },
        "id": "7Ygc1yR2b3Rv",
        "outputId": "107f4957-83e3-4005-8d9f-e619fb4c2c98"
      },
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "Downloading (…)lve/main/config.json:   0%|          | 0.00/502 [00:00<?, ?B/s]"
            ],
            "application/vnd.jupyter.widget-view+json": {
              "version_major": 2,
              "version_minor": 0,
              "model_id": "914e56aa47214dd3962902286cd6f714"
            }
          },
          "metadata": {}
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "Downloading pytorch_model.bin:   0%|          | 0.00/346M [00:00<?, ?B/s]"
            ],
            "application/vnd.jupyter.widget-view+json": {
              "version_major": 2,
              "version_minor": 0,
              "model_id": "a11da8710b964f7a97f4aa8e7198ab30"
            }
          },
          "metadata": {}
        },
        {
          "output_type": "stream",
          "name": "stderr",
          "text": [
            "Some weights of ViTForImageClassification were not initialized from the model checkpoint at google/vit-base-patch16-224-in21k and are newly initialized: ['classifier.weight', 'classifier.bias']\n",
            "You should probably TRAIN this model on a down-stream task to be able to use it for predictions and inference.\n",
            "/usr/local/lib/python3.10/dist-packages/transformers/models/vit/feature_extraction_vit.py:28: FutureWarning: The class ViTFeatureExtractor is deprecated and will be removed in version 5 of Transformers. Please use ViTImageProcessor instead.\n",
            "  warnings.warn(\n"
          ]
        }
      ],
      "source": [
        "from transformers import ViTFeatureExtractor, ViTForImageClassification\n",
        "model_name = \"google/vit-base-patch16-224-in21k\"\n",
        "num_classes = 90  # Number of classes in your dataset\n",
        "model = ViTForImageClassification.from_pretrained(model_name, num_labels=num_classes)\n",
        "\n",
        "# Define the image feature extractor\n",
        "feature_extractor = ViTFeatureExtractor(model_name)\n",
        "\n"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "rWeYUPxaOKV0"
      },
      "outputs": [],
      "source": [
        "device = torch.device('cuda' if torch.cuda.is_available() else 'cpu')\n",
        "model=model.to(device)"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "Xtwi6orNcAps"
      },
      "outputs": [],
      "source": [
        "def train(net, training_data,epochs,criterion,optimizer,validation):\n",
        " train_loss=[]\n",
        " train_accuracy=[]\n",
        " val_acc=[]\n",
        " val_loss=[]\n",
        " for epoch in range(epochs):\n",
        "    loss_=0\n",
        "    correct=0\n",
        "    total=0\n",
        "    for batch, (data, target) in enumerate(training_data):\n",
        "        data, target = Variable(data), Variable(target)\n",
        "        data, target = data.to(device), target.to(device)\n",
        "        optimizer.zero_grad()\n",
        "        out = net(data).logits\n",
        "        loss = criterion(out, target)\n",
        "        loss.backward()\n",
        "        optimizer.step()\n",
        "        loss_+=loss.item()\n",
        "        predicted = torch.max(out.data, 1)[1]\n",
        "        total += target.size(0)\n",
        "        correct += (predicted ==target).sum()\n",
        "\n",
        "    train_loss.append(loss_/len(training_data))\n",
        "    train_accuracy.append(correct / float(total))\n",
        "    print('Train Epoch: {} \\tLoss: {}\\tAccuracy: {}'.format( epoch, loss.item(),100*(correct / float(total))))\n",
        "\n",
        " return train_loss,train_accuracy ,val_loss,val_acc"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "aiVyCcYemV-z",
        "outputId": "6a7d7d4b-eeb6-4c14-a5dc-18b03eeeb0fe"
      },
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Train Epoch: 0 \tLoss: 4.173938274383545\tAccuracy: 27.9398136138916\n",
            "Train Epoch: 1 \tLoss: 3.4606075286865234\tAccuracy: 89.42129516601562\n",
            "Train Epoch: 2 \tLoss: 2.635080337524414\tAccuracy: 95.8101806640625\n",
            "Train Epoch: 3 \tLoss: 1.4252560138702393\tAccuracy: 97.47685241699219\n",
            "Train Epoch: 4 \tLoss: 0.5679638385772705\tAccuracy: 98.3101806640625\n",
            "Train Epoch: 5 \tLoss: 0.4408750832080841\tAccuracy: 99.12036895751953\n",
            "Train Epoch: 6 \tLoss: 0.21600878238677979\tAccuracy: 99.49073791503906\n"
          ]
        }
      ],
      "source": [
        "optimizer = optim.SGD(model.parameters(), lr=0.001, momentum=0.9)\n",
        "criterion=nn.CrossEntropyLoss()\n",
        "train_loss,train_accuracy,val_loss,val_acc=train(model,train_loader,7,criterion,optimizer,True)"
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "torch.save(model,'/content/drive/MyDrive/Animal_classification_modelVIT.pth' )"
      ],
      "metadata": {
        "id": "7xuB_hNprYoB"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "model=torch.load('/content/drive/MyDrive/Animal_classification_modelVIT.pth')"
      ],
      "metadata": {
        "id": "SR_Tna0Rrcfb"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "def test(test_loader):\n",
        "        corr = 0\n",
        "        total = 0\n",
        "        with torch.no_grad():\n",
        "            for images,targets in test_loader:\n",
        "                images,targets=images.to(device),targets.to(device)\n",
        "                output = model(images).logits\n",
        "                _, prediction = torch.max(output.data, 1)\n",
        "                total += targets.size(0)\n",
        "                corr += (prediction== targets).sum().item()\n",
        "        print('Accuracy of the model on all test Data: %d %%' % ( 100 * corr / total))\n",
        "        return prediction,targets"
      ],
      "metadata": {
        "id": "9M8keheyM20g"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "pred,tar=test(test_loader)\n",
        "pred,tar"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "vG0E64BwNG6p",
        "outputId": "d23034b2-379b-4bf4-fd42-d196945b2a69"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Accuracy of the model on all test Data: 97 %\n"
          ]
        },
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "(tensor([13, 43, 79, 77, 57, 49, 34, 79], device='cuda:0'),\n",
              " tensor([13, 43, 79, 77, 57, 49, 34, 79], device='cuda:0'))"
            ]
          },
          "metadata": {},
          "execution_count": 20
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "def visualize_plots(epochs,train_loss,train_acc,predictions,targets):\n",
        "    epochs_= list(range(epochs))\n",
        "\n",
        "    fig_size = (13, 11)\n",
        "\n",
        "    plt.style.use('seaborn')\n",
        "    plt.subplot(221)\n",
        "    plt.plot(epochs_,train_loss)\n",
        "    plt.title(\"Epochs Vs Train Loss\")\n",
        "    plt.xlabel(\"Epochs\")\n",
        "    plt.ylabel(\"Train Loss per epoch\")\n",
        "\n",
        "    plt.subplot(222)\n",
        "    plt.plot(epochs_,train_acc)\n",
        "    plt.title(\"Epochs Vs Train Accuracy\")\n",
        "    plt.xlabel(\"Epochs\")\n",
        "    plt.ylabel(\"Train Accuracy per epoch\")\n",
        "\n",
        "    recall = recall_score(targets,predictions,average='macro', labels=np.unique(predictions))\n",
        "    pre = precision_score(targets,predictions,average='macro', labels=np.unique(predictions))\n",
        "    f = f1_score(targets,predictions,average='macro', labels=np.unique(predictions))\n",
        "    print(\"Recall:\",recall)\n",
        "    print(\"Precision:\",pre)\n",
        "    print(\"F-Score:\",f)"
      ],
      "metadata": {
        "id": "Kg7amv9tNJYg"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "from sklearn.metrics import confusion_matrix,classification_report\n",
        "def confusion_matrix_plot(targets,predictions):\n",
        "        cf_matrix = confusion_matrix(targets,predictions)\n",
        "        plt.figure(figsize = (8,8))\n",
        "        sns.heatmap(cf_matrix, annot=True)"
      ],
      "metadata": {
        "id": "Oj_7aOOENX8y"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "tar=[tensor.cpu().numpy() for tensor in tar]\n",
        "visualize_plots(7,train_loss,train_accuracy,pred,tar)\n"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 400
        },
        "id": "EBsuP3mkNRcA",
        "outputId": "819aec79-6648-4f2a-8edc-252778c0ba0a"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stderr",
          "text": [
            "<ipython-input-21-24e2d2095c27>:6: MatplotlibDeprecationWarning: The seaborn styles shipped by Matplotlib are deprecated since 3.6, as they no longer correspond to the styles shipped by seaborn. However, they will remain available as 'seaborn-v0_8-<style>'. Alternatively, directly use the seaborn API instead.\n",
            "  plt.style.use('seaborn')\n"
          ]
        },
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Recall: 1.0\n",
            "Precision: 1.0\n",
            "F-Score: 1.0\n"
          ]
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 800x550 with 2 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "confusion_matrix_plot(tar,pred)"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 682
        },
        "id": "oDDyajj5NcRw",
        "outputId": "a61c1555-56c0-4b41-b112-7dbe3b58b016"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 800x800 with 2 Axes>"
            ],
            "image/png": 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