Swipe_Labeller_Demo.ipynb

{
  "nbformat": 4,
  "nbformat_minor": 0,
  "metadata": {
    "colab": {
      "name": "Swipe Labeller Demo.ipynb",
      "provenance": [],
      "collapsed_sections": [
        "8ajBTauYEu5U",
        "zMLKq8TjEqPd"
      ],
      "authorship_tag": "ABX9TyO+CfnBTWCFG1YWrvq8B+MZ",
      "include_colab_link": true
    },
    "kernelspec": {
      "name": "python3",
      "display_name": "Python 3"
    },
    "language_info": {
      "name": "python"
    }
  },
  "cells": [
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "view-in-github",
        "colab_type": "text"
      },
      "source": [
        "<a href=\"https://colab.research.google.com/github/spaceml-org/Swipe-Labeler/blob/main/Swipe_Labeller_Demo.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "8ajBTauYEu5U"
      },
      "source": [
        "## Lets get you a dataset to label\n",
        "\n",
        "In this case, a simple Airplane vs Not an Airplane dataset"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "MjA4-ypmMCq6",
        "outputId": "eaec4b86-8166-4472-9a76-f1dcb91ee51a"
      },
      "source": [
        "!gdown http://weegee.vision.ucmerced.edu/datasets/UCMerced_LandUse.zip\n",
        "!rm -rf /content/UCMerced_LandUse\n",
        "!unzip /content/UCMerced_LandUse.zip"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "Downloading...\n",
            "From: http://weegee.vision.ucmerced.edu/datasets/UCMerced_LandUse.zip\n",
            "To: /content/UCMerced_LandUse.zip\n",
            "100% 332M/332M [00:03<00:00, 100MB/s]\n",
            "Archive:  /content/UCMerced_LandUse.zip\n",
            "   creating: UCMerced_LandUse/Images/\n",
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            "  inflating: UCMerced_LandUse/readme.txt.bak  \n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "GfKAPQ0oExWg"
      },
      "source": [
        "import os\n",
        "import shutil\n",
        "import random\n",
        "from imutils import paths\n"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "IGTZ0sSnOeA7"
      },
      "source": [
        "from imutils import paths\n",
        "from PIL import Image\n",
        "for img in list(paths.list_images('/content/UCMerced_LandUse/Images')):\n",
        "  im = Image.open(img).convert('RGB').save(img.split('.')[0] + '.jpg', \"JPEG\", quality = 100)\n",
        "  os.remove(img)"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "IYC20n6qMVlh"
      },
      "source": [
        "all_images = []\n",
        "all_images.extend(list(paths.list_images('/content/UCMerced_LandUse/Images/airplane')))\n",
        "all_images.extend(list(paths.list_images('/content/UCMerced_LandUse/Images/beach')))\n",
        "random.shuffle(all_images)\n",
        "unlabelled_dataset = '/content/Unlabelled_Dataset'\n",
        "if os.path.isdir(unlabelled_dataset):\n",
        "  shutil.rmtree(unlabelled_dataset)\n",
        "os.mkdir(unlabelled_dataset)\n",
        "for i in range(len(all_images[:50])):\n",
        "  shutil.copy(all_images[i],os.path.join(unlabelled_dataset,'{}.jpg'.format(i)))\n",
        "shutil.rmtree('/content/UCMerced_LandUse')"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "zMLKq8TjEqPd"
      },
      "source": [
        "## Installing Dependencies "
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "tuuKwi9qT14r",
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "outputId": "c1fd2f81-f4f7-40ba-8607-910e2e9d479c"
      },
      "source": [
        "!git clone https://github.com/spaceml-org/Swipe-Labeler"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "Cloning into 'Swipe-Labeler'...\n",
            "remote: Enumerating objects: 671, done.\u001b[K\n",
            "remote: Counting objects: 100% (671/671), done.\u001b[K\n",
            "remote: Compressing objects: 100% (482/482), done.\u001b[K\n",
            "remote: Total 671 (delta 433), reused 415 (delta 185), pack-reused 0\u001b[K\n",
            "Receiving objects: 100% (671/671), 12.52 MiB | 14.00 MiB/s, done.\n",
            "Resolving deltas: 100% (433/433), done.\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "VFLvkKlt6NoQ",
        "outputId": "98c5d77f-1d23-4508-9ee8-65a1f49d8ba5"
      },
      "source": [
        "%cd ./Swipe-Labeler/\n",
        "!pip install -r api/requirements.txt"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "/content/Swipe-Labeler\n",
            "Collecting Flask==1.1.2\n",
            "  Downloading Flask-1.1.2-py2.py3-none-any.whl (94 kB)\n",
            "\u001b[K     |████████████████████████████████| 94 kB 3.2 MB/s \n",
            "\u001b[?25hCollecting python-dotenv==0.15.0\n",
            "  Downloading python_dotenv-0.15.0-py2.py3-none-any.whl (18 kB)\n",
            "Requirement already satisfied: click>=5.1 in /usr/local/lib/python3.7/dist-packages (from Flask==1.1.2->-r api/requirements.txt (line 1)) (7.1.2)\n",
            "Requirement already satisfied: itsdangerous>=0.24 in /usr/local/lib/python3.7/dist-packages (from Flask==1.1.2->-r api/requirements.txt (line 1)) (1.1.0)\n",
            "Requirement already satisfied: Jinja2>=2.10.1 in /usr/local/lib/python3.7/dist-packages (from Flask==1.1.2->-r api/requirements.txt (line 1)) (2.11.3)\n",
            "Requirement already satisfied: Werkzeug>=0.15 in /usr/local/lib/python3.7/dist-packages (from Flask==1.1.2->-r api/requirements.txt (line 1)) (1.0.1)\n",
            "Requirement already satisfied: MarkupSafe>=0.23 in /usr/local/lib/python3.7/dist-packages (from Jinja2>=2.10.1->Flask==1.1.2->-r api/requirements.txt (line 1)) (2.0.1)\n",
            "Installing collected packages: python-dotenv, Flask\n",
            "  Attempting uninstall: Flask\n",
            "    Found existing installation: Flask 1.1.4\n",
            "    Uninstalling Flask-1.1.4:\n",
            "      Successfully uninstalled Flask-1.1.4\n",
            "Successfully installed Flask-1.1.2 python-dotenv-0.15.0\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "WGUO13PJE0Kb"
      },
      "source": [
        "## Now Swipe!"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "cfdTCyOBFDB7"
      },
      "source": [
        "The tool on colab and locally with just a SINGLE line of code. \n",
        "\n",
        "To make things easier on colab, we're using a local tunnel to provide secure access to colab's localhost. Clicking on the generated link should direct you to the tool."
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "7hiGEAax9Iio",
        "outputId": "cf5a2adc-6965-4053-df3a-f0bea1d5570d"
      },
      "source": [
        "!npm install -g localtunnel\n",
        "!nohup python3 /content/Swipe-Labeler/api/api.py --path_for_unlabeled /content/Unlabelled_Dataset --batch_size 25 &\n",
        "!lt --port 5000"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "\u001b[K\u001b[?25h/tools/node/bin/lt -> /tools/node/lib/node_modules/localtunnel/bin/lt.js\n",
            "\u001b[K\u001b[?25h+ localtunnel@2.0.1\n",
            "added 22 packages from 22 contributors in 1.462s\n",
            "nohup: appending output to 'nohup.out'\n",
            "your url is: https://great-skunk-33.loca.lt\n",
            "^C\n"
          ],
          "name": "stdout"
        }
      ]
    }
  ]
}