{ "nbformat": 4, "nbformat_minor": 0, "metadata": { "colab": { "name": "bear_classifier.ipynb", "provenance": [], "authorship_tag": "ABX9TyMu9cNBESAX27ltID+z647C", "include_colab_link": true }, "kernelspec": { "name": "python3", "display_name": "Python 3" }, "widgets": { "application/vnd.jupyter.widget-state+json": { "c2a4890eb7b14b54bb3c5fec04cfbbbc": { "model_module": "@jupyter-widgets/controls", "model_name": "HBoxModel", "state": { "_view_name": "HBoxView", "_dom_classes": [], "_model_name": "HBoxModel", "_view_module": "@jupyter-widgets/controls", "_model_module_version": "1.5.0", "_view_count": null, "_view_module_version": "1.5.0", "box_style": "", "layout": "IPY_MODEL_00c156f843234005bed7b45a0c0dded6", "_model_module": "@jupyter-widgets/controls", "children": [ "IPY_MODEL_9305a8d157cd4aa3bd39fdcd36cf2248", "IPY_MODEL_4b163971983a4468b2e8d662eb42c435" ] } }, "00c156f843234005bed7b45a0c0dded6": { "model_module": "@jupyter-widgets/base", "model_name": "LayoutModel", "state": { "_view_name": "LayoutView", "grid_template_rows": null, "right": null, "justify_content": null, "_view_module": "@jupyter-widgets/base", "overflow": null, "_model_module_version": "1.2.0", "_view_count": null, "flex_flow": null, "width": null, "min_width": null, "border": null, "align_items": null, "bottom": null, "_model_module": "@jupyter-widgets/base", "top": null, "grid_column": null, "overflow_y": null, "overflow_x": null, "grid_auto_flow": null, "grid_area": null, "grid_template_columns": null, "flex": null, "_model_name": "LayoutModel", "justify_items": null, "grid_row": null, "max_height": null, "align_content": null, "visibility": null, "align_self": null, "height": null, "min_height": null, "padding": null, "grid_auto_rows": null, "grid_gap": null, "max_width": null, "order": null, "_view_module_version": "1.2.0", "grid_template_areas": null, "object_position": null, "object_fit": null, "grid_auto_columns": null, "margin": null, "display": null, "left": null } }, "9305a8d157cd4aa3bd39fdcd36cf2248": { "model_module": "@jupyter-widgets/controls", "model_name": "FloatProgressModel", "state": { "_view_name": "ProgressView", "style": "IPY_MODEL_32a7fff684b94be48d7bdb98b1554691", "_dom_classes": [], "description": "100%", "_model_name": "FloatProgressModel", "bar_style": "success", "max": 50, "_view_module": "@jupyter-widgets/controls", "_model_module_version": "1.5.0", "value": 50, "_view_count": null, "_view_module_version": "1.5.0", "orientation": "horizontal", "min": 0, "description_tooltip": null, "_model_module": "@jupyter-widgets/controls", "layout": "IPY_MODEL_8c3e0551eb954877a31a91e34bf3cb13" } }, "4b163971983a4468b2e8d662eb42c435": { "model_module": "@jupyter-widgets/controls", "model_name": "HTMLModel", "state": { "_view_name": "HTMLView", "style": "IPY_MODEL_7ae38dd1a5e34c1a9d980aed443a839c", "_dom_classes": [], "description": "", "_model_name": "HTMLModel", "placeholder": "", "_view_module": "@jupyter-widgets/controls", "_model_module_version": "1.5.0", "value": " 50/50 [09:33<00:00, 11.46s/it]", "_view_count": null, "_view_module_version": "1.5.0", "description_tooltip": null, "_model_module": "@jupyter-widgets/controls", "layout": "IPY_MODEL_555f9abb23b54d15af8d6735c7fc3171" } }, "32a7fff684b94be48d7bdb98b1554691": { "model_module": "@jupyter-widgets/controls", "model_name": "ProgressStyleModel", "state": { "_view_name": "StyleView", "_model_name": "ProgressStyleModel", "description_width": "initial", "_view_module": "@jupyter-widgets/base", "_model_module_version": "1.5.0", "_view_count": null, "_view_module_version": "1.2.0", "bar_color": null, "_model_module": "@jupyter-widgets/controls" } }, "8c3e0551eb954877a31a91e34bf3cb13": { "model_module": "@jupyter-widgets/base", "model_name": "LayoutModel", "state": { "_view_name": "LayoutView", "grid_template_rows": null, "right": null, "justify_content": null, "_view_module": "@jupyter-widgets/base", "overflow": null, "_model_module_version": "1.2.0", "_view_count": null, "flex_flow": null, "width": null, "min_width": null, "border": null, "align_items": null, "bottom": null, "_model_module": "@jupyter-widgets/base", "top": null, "grid_column": null, "overflow_y": null, "overflow_x": null, "grid_auto_flow": null, "grid_area": null, "grid_template_columns": null, "flex": null, "_model_name": "LayoutModel", "justify_items": null, "grid_row": null, "max_height": null, "align_content": null, "visibility": null, "align_self": null, "height": null, "min_height": null, "padding": null, "grid_auto_rows": null, "grid_gap": null, "max_width": null, "order": null, "_view_module_version": "1.2.0", "grid_template_areas": null, "object_position": null, "object_fit": null, "grid_auto_columns": null, "margin": null, "display": null, "left": null } }, "7ae38dd1a5e34c1a9d980aed443a839c": { "model_module": "@jupyter-widgets/controls", "model_name": "DescriptionStyleModel", "state": { "_view_name": "StyleView", "_model_name": "DescriptionStyleModel", "description_width": "", "_view_module": "@jupyter-widgets/base", "_model_module_version": "1.5.0", "_view_count": null, "_view_module_version": "1.2.0", "_model_module": "@jupyter-widgets/controls" } }, "555f9abb23b54d15af8d6735c7fc3171": { "model_module": "@jupyter-widgets/base", "model_name": "LayoutModel", "state": { "_view_name": "LayoutView", "grid_template_rows": null, "right": null, "justify_content": null, "_view_module": "@jupyter-widgets/base", "overflow": null, "_model_module_version": "1.2.0", "_view_count": null, "flex_flow": null, "width": null, "min_width": null, "border": null, "align_items": null, "bottom": null, "_model_module": "@jupyter-widgets/base", "top": null, "grid_column": null, "overflow_y": null, "overflow_x": null, "grid_auto_flow": null, "grid_area": null, "grid_template_columns": null, "flex": null, "_model_name": "LayoutModel", "justify_items": null, "grid_row": null, "max_height": null, "align_content": null, "visibility": null, "align_self": null, "height": null, "min_height": null, "padding": null, "grid_auto_rows": null, "grid_gap": null, "max_width": null, "order": null, "_view_module_version": "1.2.0", "grid_template_areas": null, "object_position": null, "object_fit": null, "grid_auto_columns": null, "margin": null, "display": null, "left": null } } } }, "accelerator": "GPU" }, "cells": [ { "cell_type": "markdown", "metadata": { "id": "view-in-github", "colab_type": "text" }, "source": [ "<a href=\"https://colab.research.google.com/github/bipinKrishnan/fastai_course/blob/master/bear_classifier.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>" ] }, { "cell_type": "code", "metadata": { "id": "EhcU9anb244Q", "colab_type": "code", "colab": {} }, "source": [ "import torch\n", "from torchvision import models\n", "from torch import optim\n", "from torch.utils.data import DataLoader\n", "from torchvision.datasets import ImageFolder\n", "from torchvision.transforms import transforms\n", "\n", "import matplotlib.pyplot as plt\n", "import numpy as np\n", "from PIL import Image\n", "\n", "from tqdm.notebook import tqdm" ], "execution_count": 1, "outputs": [] }, { "cell_type": "code", "metadata": { "id": "SdK8iKbG2_KH", "colab_type": "code", "colab": {} }, "source": [ "path = '/content/bear/'\n", "transform = transforms.Compose([\n", " transforms.Resize((128, 128)), \n", " transforms.ToTensor()\n", "])" ], "execution_count": 2, "outputs": [] }, { "cell_type": "code", "metadata": { "id": "LABJzOfAvJdE", "colab_type": "code", "colab": {} }, "source": [ "!rm -r $path/.ipynb_checkpoints" ], "execution_count": null, "outputs": [] }, { "cell_type": "code", "metadata": { "id": "TGlcTjnb8gv1", "colab_type": "code", "colab": {} }, "source": [ "def load_dataset(path=path, bs=1, transform=transform, train=True):\n", " imgs = ImageFolder(root=path, transform=transform)\n", " load_dataset.target = imgs.classes\n", "\n", " dataloader = DataLoader(imgs, bs, shuffle=train)\n", "\n", " return dataloader\n", "\n", "def show_batch(dataloader, rows, cols):\n", " \n", " for i, (img, label) in enumerate(dataloader):\n", " plt.subplot(rows, cols, i+1)\n", " plt.imshow(np.squeeze(np.transpose(img[0].numpy(), (1, 2, 0))))\n", " plt.title(load_dataset.target[label[0].item()])\n", " plt.xticks([])\n", " plt.yticks([])\n", "\n", " if i+1 >= (rows*cols):\n", " break" ], "execution_count": 4, "outputs": [] }, { "cell_type": "code", "metadata": { "id": "iTuvJzqp-a30", "colab_type": "code", "colab": { "base_uri": "https://localhost:8080/", "height": 267 }, "outputId": "7954efae-f5dc-41eb-9da0-5affb1501af6" }, "source": [ "trainloader = load_dataset()\n", "show_batch(trainloader, 2, 3)" ], "execution_count": 5, "outputs": [ { "output_type": "display_data", "data": { "image/png": "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\n", "text/plain": [ "<Figure size 432x288 with 6 Axes>" ] }, "metadata": { "tags": [] } } ] }, { "cell_type": "code", "metadata": { "id": "2tMUUG93bvyz", "colab_type": "code", "colab": {} }, "source": [ "device = 'cuda' if torch.cuda.is_available() else 'cpu'\n", "model = models.resnet18(pretrained=True)" ], "execution_count": null, "outputs": [] }, { "cell_type": "code", "metadata": { "id": "VMx7W6LNdlnC", "colab_type": "code", "colab": {} }, "source": [ "for params in model.parameters():\n", " params.requires_grad = False\n", "\n", "model.fc = torch.nn.Linear(model.fc.in_features, 3)\n", "model = model.to(device)" ], "execution_count": 7, "outputs": [] }, { "cell_type": "code", "metadata": { "id": "QEF79XXzbOvR", "colab_type": "code", "colab": {} }, "source": [ "criterion = torch.nn.CrossEntropyLoss()\n", "opt = optim.SGD(model.parameters(), lr=1e-3, momentum=0.9)\n", "#opt = optim.Adam(model.parameters(), lr=1e-3)" ], "execution_count": 8, "outputs": [] }, { "cell_type": "code", "metadata": { "id": "4ghsin-k-97C", "colab_type": "code", "colab": { "base_uri": "https://localhost:8080/", "height": 240, "referenced_widgets": [ "c2a4890eb7b14b54bb3c5fec04cfbbbc", "00c156f843234005bed7b45a0c0dded6", "9305a8d157cd4aa3bd39fdcd36cf2248", "4b163971983a4468b2e8d662eb42c435", "32a7fff684b94be48d7bdb98b1554691", "8c3e0551eb954877a31a91e34bf3cb13", "7ae38dd1a5e34c1a9d980aed443a839c", "555f9abb23b54d15af8d6735c7fc3171" ] }, "outputId": "46be0092-1294-41f1-ccc9-e12822735e05" }, "source": [ "epochs = 50\n", "\n", "model.train()\n", "for epoch in tqdm(range(epochs), total=epochs):\n", " for img, label in trainloader:\n", " img, label = img.to(device), label.to(device)\n", " opt.zero_grad()\n", "\n", " out = model(img)\n", "\n", " loss = criterion(out, label)\n", "\n", " loss.backward()\n", "\n", " opt.step()\n", " \n", " if epoch >= epochs-10:\n", " print(\"Epoch: {} Loss: {}\".format(epoch+1, loss.item()))" ], "execution_count": 9, "outputs": [ { "output_type": "display_data", "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "c2a4890eb7b14b54bb3c5fec04cfbbbc", "version_minor": 0, "version_major": 2 }, "text/plain": [ "HBox(children=(FloatProgress(value=0.0, max=50.0), HTML(value='')))" ] }, "metadata": { "tags": [] } }, { "output_type": "stream", "text": [ "Epoch: 41 Loss: 1.5055999755859375\n", "Epoch: 42 Loss: 0.597385585308075\n", "Epoch: 43 Loss: 0.8852128386497498\n", "Epoch: 44 Loss: 0.7024945616722107\n", "Epoch: 45 Loss: 1.8038150072097778\n", "Epoch: 46 Loss: 1.0597186088562012\n", "Epoch: 47 Loss: 0.44342052936553955\n", "Epoch: 48 Loss: 0.5551447868347168\n", "Epoch: 49 Loss: 1.2215511798858643\n", "Epoch: 50 Loss: 1.3300931453704834\n", "\n" ], "name": "stdout" } ] }, { "cell_type": "code", "metadata": { "id": "YSN9ViQruoyF", "colab_type": "code", "colab": {} }, "source": [ "def model_predict(img_path):\n", " transform = transforms.Compose([\n", " transforms.Resize((128, 128)),\n", " transforms.ToTensor(),\n", " ])\n", " \n", " test_img = Image.open(img_path)\n", " test_img = transform(test_img).to(device)\n", "\n", " model_predict.prob = model(test_img.unsqueeze(0))\n", " \n", " return load_dataset.target[torch.max(model_predict.prob, 1)[1].item()]" ], "execution_count": 17, "outputs": [] }, { "cell_type": "code", "metadata": { "id": "hlO4RnG_wkzX", "colab_type": "code", "colab": { "base_uri": "https://localhost:8080/", "height": 121 }, "outputId": "36140329-73f0-4088-8415-7d3d629bdda9" }, "source": [ "teddy1 = '/content/test_imgs/ted.jpg'\n", "teddy = '/content/test_imgs/4-feet-stuffed-spongy-huggable-smartoys-cute-soft-red-teddy-bear-original-imaf9gaa77frnzag.webp'\n", "black = '/content/test_imgs/blackbear2020ILCPOCaptLaura_Petreikis2__2_.0.webp'\n", "black1 = '/content/test_imgs/black-bear-with-5-cubs.webp'\n", "grizzly = '/content/test_imgs/grizzly1.jpg'\n", "grizzly1 = '/content/test_imgs/grizzly1.jpg'\n", "\n", "test_set = [black, black1, grizzly, grizzly1, teddy, teddy1]\n", "\n", "for img in test_set:\n", " print(model_predict(img), model_predict.prob)" ], "execution_count": 18, "outputs": [ { "output_type": "stream", "text": [ "teddy tensor([[-0.3874, -0.1994, -0.0520]], device='cuda:0', grad_fn=<AddmmBackward>)\n", "grizzly tensor([[-0.3817, -0.0964, -0.2246]], device='cuda:0', grad_fn=<AddmmBackward>)\n", "grizzly tensor([[-0.3397, -0.1151, -0.1568]], device='cuda:0', grad_fn=<AddmmBackward>)\n", "grizzly tensor([[-0.3397, -0.1151, -0.1568]], device='cuda:0', grad_fn=<AddmmBackward>)\n", "teddy tensor([[-0.4676, -0.1770, -0.1034]], device='cuda:0', grad_fn=<AddmmBackward>)\n", "teddy tensor([[-0.3422, -0.2232, -0.0990]], device='cuda:0', grad_fn=<AddmmBackward>)\n" ], "name": "stdout" } ] }, { "cell_type": "code", "metadata": { "id": "-PvAXQlI80nj", "colab_type": "code", "colab": {} }, "source": [ "" ], "execution_count": null, "outputs": [] } ] }