{
  "cells": [
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "_7UAwSQqv8wT"
      },
      "source": [
        "## Лабораторная работ 2: Знакомство с архитектурой YOLO для детекции объектов\n",
        "\n",
        "В рамках данной лабораторной работы будет использоваться реализация YOLOv8 с открытым исходным кодом для обучения и запуска данной модели.\n",
        "\n",
        "Перед началом работы стоит убедится, что установлена среда выполнения с использованием GPU. Изменить среду выполнения можно в настройке ресурсов Colab.\n",
        "\n",
        "Для начала работы необходимо уставновить библиотеку с моделью в текущее окружение, выполнив ячейку ниже:"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "jOXa6Tufv2KG"
      },
      "outputs": [],
      "source": [
        "!pip install ultralytics"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "RNQ2yig6CcJp"
      },
      "source": [
        "Ознакомиться с документацией данной библиотеки можно по [следющуей ссылке](https://docs.ultralytics.com/).\n",
        "\n",
        "Далее предлагается ознакомиться с функционалом для работы с библиотекой ultralytics для Python."
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "CMQpjT52CRsl"
      },
      "outputs": [],
      "source": [
        "# Сначала следует загрузить тестовое изображение\n",
        "!curl https://hyperbicycles.com/cdn/shop/files/hyper-collection-e-bikes-29in-mid-drive-mtb_5dfcef23-4a4c-46a8-81c2-16dca199774a_1800x.jpg?v=1657670368 -o test.jpg"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "eWpSxY0ddva1"
      },
      "outputs": [],
      "source": [
        "# Запуск модели самой быстрой YOLOv8-Nano (содержит наименьшее количество параметров)\n",
        "!yolo predict model=yolov8n.pt source='test.jpg'"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "UM11Hy_npXyW"
      },
      "outputs": [],
      "source": [
        "# Визуализация результата работы модели\n",
        "# Импортируем функцию для отрисовки изображения напрямую в браузерной среде выполнения\n",
        "from IPython.display import Image\n",
        "\n",
        "Image(filename='runs/detect/predict/test.jpg', width=1000)"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "2kXKrO3grS6P"
      },
      "source": [
        "Выше были представлены консольные команды для запуска модели YOLO, но также данной библиотекой можно пользовать при реализации Python скриптоп, пример кода приведён в ячейках ниже."
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "f8AwtVdhrO9g"
      },
      "outputs": [],
      "source": [
        "from ultralytics import YOLO\n",
        "from google.colab.patches import cv2_imshow\n",
        "import cv2\n",
        "\n",
        "model = YOLO('yolov8n.pt')\n",
        "results = model(['test.jpg'])\n",
        "result = results[0].cpu()\n",
        "\n",
        "detection_visualization = result.plot()\n",
        "detection_visualization = cv2.resize(detection_visualization, None, fx=1/2, fy=1/2)\n",
        "\n",
        "cv2_imshow(detection_visualization)"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "8JGGFz9O0tx1"
      },
      "outputs": [],
      "source": [
        "# Также возможно отрисовать детекции на кадре с помощью библиотеки OpenCV\n",
        "import numpy as np\n",
        "\n",
        "boxes = result.boxes.data[:, :4].numpy().astype(np.int32)    # Координаты прямоугольника вокруг найденного объекта\n",
        "probs = result.boxes.conf.numpy()                            # Уверенность сети в данной детекции\n",
        "cls = result.boxes.cls.numpy().astype(np.int32)              # Индексы имён классов\n",
        "names = [result.names[c_idx] for c_idx in cls]               # Конвертация индексов в название классов\n",
        "\n",
        "image = cv2.imread('test.jpg', cv2.IMREAD_COLOR)  # Открытие цветного изображения (примечание: открывается в BGR)\n",
        "\n",
        "detection_visualization = image.copy()\n",
        "\n",
        "text_font = cv2.FONT_HERSHEY_DUPLEX\n",
        "text_scale = 2.0\n",
        "colors = [(50, 20, 200), (200, 20, 100)]\n",
        "text_thickness = 5\n",
        "\n",
        "for detecion_id in range(len(boxes)):\n",
        "  target_object_name = names[detecion_id]\n",
        "  target_object_box = boxes[detecion_id]  # XYXY format\n",
        "  target_object_prob = float(probs[detecion_id])\n",
        "\n",
        "  print('Box: {}, name: {}, confidence: {:.2f}'.format(target_object_box, target_object_name, target_object_prob))\n",
        "\n",
        "  detection_visualization = cv2.rectangle(\n",
        "      detection_visualization,\n",
        "      tuple(target_object_box[:2]),\n",
        "      tuple(target_object_box[2:]),\n",
        "      colors[detecion_id % len(colors)],\n",
        "      5\n",
        "  )\n",
        "\n",
        "\n",
        "for detecion_id in range(len(boxes)):\n",
        "  target_object_name = names[detecion_id]\n",
        "  target_object_box = boxes[detecion_id]\n",
        "  target_object_prob = float(probs[detecion_id])\n",
        "\n",
        "  input_text = '{} {:.2f}'.format(target_object_name, target_object_prob)\n",
        "\n",
        "  (text_width, text_height), baseline = cv2.getTextSize(input_text, text_font, text_scale, text_thickness)\n",
        "\n",
        "  detection_visualization = cv2.putText(\n",
        "    detection_visualization,\n",
        "    input_text,\n",
        "    (target_object_box[0] + 10, target_object_box[1] + text_height + baseline),\n",
        "    text_font,\n",
        "    text_scale,\n",
        "    colors[detecion_id % len(colors)],\n",
        "    text_thickness\n",
        "  )\n",
        "\n",
        "\n",
        "detection_visualization = cv2.resize(detection_visualization, None, fx=1/2, fy=1/2)\n",
        "\n",
        "cv2_imshow(detection_visualization)"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "ZOaEd3V_-LwC"
      },
      "source": [
        "## Экспорт модели\n",
        "Библиотека позволяет экспортировать модель YOLOv8 для использования на различных платфомах. Например формат ONNX хорошо оптимизирован для запуска сверточных нейронных сетей на процессорах с архитектурой x86, формат CoreML необзодим для запуска моделей на устройствах от компании Apple, формат модели фреймворка TensorFlow-Lite эффективно запускат модели на устройствах под операционной системой Android.\n",
        "Ниже в ячейке представлены примеры экспорта модели в различные форматы через средсва Python."
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "VplWUdGS6o7s"
      },
      "outputs": [],
      "source": [
        "# Для x86\n",
        "save_path = model.export(format=\"onnx\")\n",
        "!echo \"ONNX SAVE PATH: $save_path\"; ls -lah $save_path\n",
        "\n",
        "# Для iOS\n",
        "save_path = model.export(format=\"coreml\")\n",
        "!echo \"CoreML SAVE PATH: $save_path\"; ls -lah $save_path\n",
        "\n",
        "# Для Android\n",
        "save_path = model.export(format=\"tflite\")\n",
        "!echo \"TF-Lite SAVE PATH: $save_path\"; ls -lah $save_path"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "dygwQnWQ81ra"
      },
      "source": [
        "#### Также библиотека предоставляет консольный функционал для экспорта моделей, пример запуска написан в ячейке ниже:"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "colab": {
          "background_save": true
        },
        "id": "BNLVMi0E8-s0"
      },
      "outputs": [],
      "source": [
        "!yolo export model=yolov8n.pt format=onnx simplify half"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "XeXG8tBM9USu"
      },
      "source": [
        "## Задание 1\n",
        "Теперь попробуйте вернуться к исполняемой ячейке, где происходит скачивание изображения. Найдите в интернете любое изображение с объектами (люди, машины, элементы декора) и замените URL из ячейки на ссылку на выше изображание и произведите шаги с запуском модели и визуализции снова, с вашим изображанием. Также необходимо поменять имя изображения, например на `test2.jpg`."
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "atjNmj5GVpNe"
      },
      "source": [
        "Теперь попробуйте скачать видео файл и запустить на нём модель. Для этого запустите ячейки ниже:"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "colab": {
          "background_save": true
        },
        "id": "M-vAwrvo97Iq"
      },
      "outputs": [],
      "source": [
        "!pip install pytube"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "colab": {
          "background_save": true
        },
        "id": "n9imUo8hWoci"
      },
      "outputs": [],
      "source": [
        "from pytube import YouTube\n",
        "YouTube(\"https://www.youtube.com/watch?v=fLeJJPxua3E\").streams.filter(progressive=True, file_extension='mp4').first().download('test_video')"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "phkXFLmqXQ07",
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "outputId": "ddbb3aa4-8513-432d-fe85-1efc879498ab"
      },
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
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            "video 1/1 (883/2030) /content/test_video/Best Short Motivational Speech Video - 24 HOURS - 1-Minute Motivation 2.mp4: 384x640 5 persons, 1 tie, 4 tvs, 135.8ms\n",
            "video 1/1 (884/2030) /content/test_video/Best Short Motivational Speech Video - 24 HOURS - 1-Minute Motivation 2.mp4: 384x640 4 persons, 1 tie, 3 tvs, 154.2ms\n",
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            "video 1/1 (893/2030) /content/test_video/Best Short Motivational Speech Video - 24 HOURS - 1-Minute Motivation 2.mp4: 384x640 2 persons, 1 tv, 152.0ms\n",
            "video 1/1 (894/2030) /content/test_video/Best Short Motivational Speech Video - 24 HOURS - 1-Minute Motivation 2.mp4: 384x640 4 persons, 1 tie, 1 tv, 168.7ms\n",
            "video 1/1 (895/2030) /content/test_video/Best Short Motivational Speech Video - 24 HOURS - 1-Minute Motivation 2.mp4: 384x640 3 persons, 1 tie, 1 tv, 137.8ms\n",
            "video 1/1 (896/2030) /content/test_video/Best Short Motivational Speech Video - 24 HOURS - 1-Minute Motivation 2.mp4: 384x640 6 persons, 1 tie, 1 tv, 162.3ms\n",
            "video 1/1 (897/2030) /content/test_video/Best Short Motivational Speech Video - 24 HOURS - 1-Minute Motivation 2.mp4: 384x640 6 persons, 1 tie, 1 tv, 160.6ms\n",
            "video 1/1 (898/2030) /content/test_video/Best Short Motivational Speech Video - 24 HOURS - 1-Minute Motivation 2.mp4: 384x640 5 persons, 1 tie, 212.1ms\n",
            "video 1/1 (899/2030) /content/test_video/Best Short Motivational Speech Video - 24 HOURS - 1-Minute Motivation 2.mp4: 384x640 5 persons, 1 tie, 213.6ms\n",
            "video 1/1 (900/2030) /content/test_video/Best Short Motivational Speech Video - 24 HOURS - 1-Minute Motivation 2.mp4: 384x640 7 persons, 1 tie, 1 tv, 200.2ms\n",
            "video 1/1 (901/2030) /content/test_video/Best Short Motivational Speech Video - 24 HOURS - 1-Minute Motivation 2.mp4: 384x640 9 persons, 1 tie, 1 tv, 182.5ms\n",
            "video 1/1 (902/2030) /content/test_video/Best Short Motivational Speech Video - 24 HOURS - 1-Minute Motivation 2.mp4: 384x640 5 persons, 1 tie, 162.7ms\n",
            "video 1/1 (903/2030) /content/test_video/Best Short Motivational Speech Video - 24 HOURS - 1-Minute Motivation 2.mp4: 384x640 5 persons, 1 tie, 160.2ms\n",
            "video 1/1 (904/2030) /content/test_video/Best Short Motivational Speech Video - 24 HOURS - 1-Minute Motivation 2.mp4: 384x640 6 persons, 1 tie, 1 cup, 159.4ms\n",
            "video 1/1 (905/2030) /content/test_video/Best Short Motivational Speech Video - 24 HOURS - 1-Minute Motivation 2.mp4: 384x640 7 persons, 1 tie, 187.4ms\n",
            "video 1/1 (906/2030) /content/test_video/Best Short Motivational Speech Video - 24 HOURS - 1-Minute Motivation 2.mp4: 384x640 6 persons, 1 tie, 158.7ms\n",
            "video 1/1 (907/2030) /content/test_video/Best Short Motivational Speech Video - 24 HOURS - 1-Minute Motivation 2.mp4: 384x640 5 persons, 1 tie, 162.1ms\n",
            "video 1/1 (908/2030) /content/test_video/Best Short Motivational Speech Video - 24 HOURS - 1-Minute Motivation 2.mp4: 384x640 4 persons, 1 car, 150.9ms\n",
            "video 1/1 (909/2030) /content/test_video/Best Short Motivational Speech Video - 24 HOURS - 1-Minute Motivation 2.mp4: 384x640 4 persons, 1 car, 155.8ms\n",
            "video 1/1 (910/2030) /content/test_video/Best Short Motivational Speech Video - 24 HOURS - 1-Minute Motivation 2.mp4: 384x640 6 persons, 1 tie, 148.6ms\n",
            "video 1/1 (911/2030) /content/test_video/Best Short Motivational Speech Video - 24 HOURS - 1-Minute Motivation 2.mp4: 384x640 5 persons, 1 tie, 1 tv, 149.8ms\n",
            "video 1/1 (912/2030) /content/test_video/Best Short Motivational Speech Video - 24 HOURS - 1-Minute Motivation 2.mp4: 384x640 6 persons, 1 tie, 1 tv, 143.6ms\n",
            "video 1/1 (913/2030) /content/test_video/Best Short Motivational Speech Video - 24 HOURS - 1-Minute Motivation 2.mp4: 384x640 5 persons, 1 tie, 1 tv, 163.4ms\n",
            "video 1/1 (914/2030) /content/test_video/Best Short Motivational Speech Video - 24 HOURS - 1-Minute Motivation 2.mp4: 384x640 4 persons, 1 tie, 1 tv, 142.8ms\n",
            "video 1/1 (915/2030) /content/test_video/Best Short Motivational Speech Video - 24 HOURS - 1-Minute Motivation 2.mp4: 384x640 4 persons, 1 tie, 1 tv, 169.7ms\n",
            "video 1/1 (916/2030) /content/test_video/Best Short Motivational Speech Video - 24 HOURS - 1-Minute Motivation 2.mp4: 384x640 5 persons, 1 tie, 1 tv, 149.9ms\n",
            "video 1/1 (917/2030) /content/test_video/Best Short Motivational Speech Video - 24 HOURS - 1-Minute Motivation 2.mp4: 384x640 5 persons, 1 tie, 150.1ms\n",
            "video 1/1 (918/2030) /content/test_video/Best Short Motivational Speech Video - 24 HOURS - 1-Minute Motivation 2.mp4: 384x640 6 persons, 1 tie, 173.3ms\n",
            "video 1/1 (919/2030) /content/test_video/Best Short Motivational Speech Video - 24 HOURS - 1-Minute Motivation 2.mp4: 384x640 4 persons, 1 tie, 166.3ms\n",
            "video 1/1 (920/2030) /content/test_video/Best Short Motivational Speech Video - 24 HOURS - 1-Minute Motivation 2.mp4: 384x640 4 persons, 158.8ms\n",
            "video 1/1 (921/2030) /content/test_video/Best Short Motivational Speech Video - 24 HOURS - 1-Minute Motivation 2.mp4: 384x640 4 persons, 150.6ms\n",
            "video 1/1 (922/2030) /content/test_video/Best Short Motivational Speech Video - 24 HOURS - 1-Minute Motivation 2.mp4: 384x640 5 persons, 2 ties, 143.3ms\n",
            "video 1/1 (923/2030) /content/test_video/Best Short Motivational Speech Video - 24 HOURS - 1-Minute Motivation 2.mp4: 384x640 5 persons, 2 ties, 1 tv, 153.8ms\n",
            "video 1/1 (924/2030) /content/test_video/Best Short Motivational Speech Video - 24 HOURS - 1-Minute Motivation 2.mp4: 384x640 6 persons, 2 ties, 155.3ms\n",
            "video 1/1 (925/2030) /content/test_video/Best Short Motivational Speech Video - 24 HOURS - 1-Minute Motivation 2.mp4: 384x640 4 persons, 1 tie, 152.7ms\n",
            "video 1/1 (926/2030) /content/test_video/Best Short Motivational Speech Video - 24 HOURS - 1-Minute Motivation 2.mp4: 384x640 4 persons, 140.5ms\n",
            "video 1/1 (927/2030) /content/test_video/Best Short Motivational Speech Video - 24 HOURS - 1-Minute Motivation 2.mp4: 384x640 4 persons, 221.5ms\n",
            "video 1/1 (928/2030) /content/test_video/Best Short Motivational Speech Video - 24 HOURS - 1-Minute Motivation 2.mp4: 384x640 4 persons, 230.6ms\n",
            "video 1/1 (929/2030) /content/test_video/Best Short Motivational Speech Video - 24 HOURS - 1-Minute Motivation 2.mp4: 384x640 4 persons, 240.5ms\n",
            "video 1/1 (930/2030) /content/test_video/Best Short Motivational Speech Video - 24 HOURS - 1-Minute Motivation 2.mp4: 384x640 6 persons, 1 tie, 226.3ms\n",
            "video 1/1 (931/2030) /content/test_video/Best Short Motivational Speech Video - 24 HOURS - 1-Minute Motivation 2.mp4: 384x640 6 persons, 1 tie, 234.9ms\n",
            "video 1/1 (932/2030) /content/test_video/Best Short Motivational Speech Video - 24 HOURS - 1-Minute Motivation 2.mp4: 384x640 6 persons, 1 tie, 254.3ms\n",
            "video 1/1 (933/2030) /content/test_video/Best Short Motivational Speech Video - 24 HOURS - 1-Minute Motivation 2.mp4: 384x640 8 persons, 2 ties, 230.3ms\n",
            "video 1/1 (934/2030) /content/test_video/Best Short Motivational Speech Video - 24 HOURS - 1-Minute Motivation 2.mp4: 384x640 8 persons, 2 ties, 225.0ms\n",
            "video 1/1 (935/2030) /content/test_video/Best Short Motivational Speech Video - 24 HOURS - 1-Minute Motivation 2.mp4: 384x640 6 persons, 2 ties, 233.2ms\n",
            "video 1/1 (936/2030) /content/test_video/Best Short Motivational Speech Video - 24 HOURS - 1-Minute Motivation 2.mp4: 384x640 7 persons, 1 tie, 221.3ms\n",
            "video 1/1 (937/2030) /content/test_video/Best Short Motivational Speech Video - 24 HOURS - 1-Minute Motivation 2.mp4: 384x640 4 persons, 224.2ms\n",
            "video 1/1 (938/2030) /content/test_video/Best Short Motivational Speech Video - 24 HOURS - 1-Minute Motivation 2.mp4: 384x640 8 persons, 1 tie, 228.2ms\n",
            "video 1/1 (939/2030) /content/test_video/Best Short Motivational Speech Video - 24 HOURS - 1-Minute Motivation 2.mp4: 384x640 6 persons, 1 tie, 1 tv, 226.3ms\n",
            "video 1/1 (940/2030) /content/test_video/Best Short Motivational Speech Video - 24 HOURS - 1-Minute Motivation 2.mp4: 384x640 6 persons, 1 tie, 1 tv, 226.2ms\n",
            "video 1/1 (941/2030) /content/test_video/Best Short Motivational Speech Video - 24 HOURS - 1-Minute Motivation 2.mp4: 384x640 4 persons, 1 tie, 218.8ms\n",
            "video 1/1 (942/2030) /content/test_video/Best Short Motivational Speech Video - 24 HOURS - 1-Minute Motivation 2.mp4: 384x640 6 persons, 229.3ms\n",
            "video 1/1 (943/2030) /content/test_video/Best Short Motivational Speech Video - 24 HOURS - 1-Minute Motivation 2.mp4: 384x640 5 persons, 216.0ms\n",
            "video 1/1 (944/2030) /content/test_video/Best Short Motivational Speech Video - 24 HOURS - 1-Minute Motivation 2.mp4: 384x640 6 persons, 218.1ms\n",
            "video 1/1 (945/2030) /content/test_video/Best Short Motivational Speech Video - 24 HOURS - 1-Minute Motivation 2.mp4: 384x640 6 persons, 232.2ms\n",
            "video 1/1 (946/2030) /content/test_video/Best Short Motivational Speech Video - 24 HOURS - 1-Minute Motivation 2.mp4: 384x640 6 persons, 233.0ms\n",
            "video 1/1 (947/2030) /content/test_video/Best Short Motivational Speech Video - 24 HOURS - 1-Minute Motivation 2.mp4: 384x640 7 persons, 1 tie, 148.2ms\n",
            "video 1/1 (948/2030) /content/test_video/Best Short Motivational Speech Video - 24 HOURS - 1-Minute Motivation 2.mp4: 384x640 3 persons, 145.6ms\n",
            "video 1/1 (949/2030) /content/test_video/Best Short Motivational Speech Video - 24 HOURS - 1-Minute Motivation 2.mp4: 384x640 5 persons, 1 tie, 141.9ms\n",
            "video 1/1 (950/2030) /content/test_video/Best Short Motivational Speech Video - 24 HOURS - 1-Minute Motivation 2.mp4: 384x640 6 persons, 143.0ms\n",
            "video 1/1 (951/2030) /content/test_video/Best Short Motivational Speech Video - 24 HOURS - 1-Minute Motivation 2.mp4: 384x640 5 persons, 142.8ms\n",
            "video 1/1 (952/2030) /content/test_video/Best Short Motivational Speech Video - 24 HOURS - 1-Minute Motivation 2.mp4: 384x640 5 persons, 155.0ms\n",
            "video 1/1 (953/2030) /content/test_video/Best Short Motivational Speech Video - 24 HOURS - 1-Minute Motivation 2.mp4: 384x640 6 persons, 151.1ms\n",
            "video 1/1 (954/2030) /content/test_video/Best Short Motivational Speech Video - 24 HOURS - 1-Minute Motivation 2.mp4: 384x640 7 persons, 152.7ms\n",
            "video 1/1 (955/2030) /content/test_video/Best Short Motivational Speech Video - 24 HOURS - 1-Minute Motivation 2.mp4: 384x640 4 persons, 138.4ms\n",
            "video 1/1 (956/2030) /content/test_video/Best Short Motivational Speech Video - 24 HOURS - 1-Minute Motivation 2.mp4: 384x640 5 persons, 152.6ms\n",
            "video 1/1 (957/2030) /content/test_video/Best Short Motivational Speech Video - 24 HOURS - 1-Minute Motivation 2.mp4: 384x640 6 persons, 139.7ms\n",
            "video 1/1 (958/2030) /content/test_video/Best Short Motivational Speech Video - 24 HOURS - 1-Minute Motivation 2.mp4: 384x640 6 persons, 149.3ms\n",
            "video 1/1 (959/2030) /content/test_video/Best Short Motivational Speech Video - 24 HOURS - 1-Minute Motivation 2.mp4: 384x640 7 persons, 153.5ms\n",
            "video 1/1 (960/2030) /content/test_video/Best Short Motivational Speech Video - 24 HOURS - 1-Minute Motivation 2.mp4: 384x640 6 persons, 145.4ms\n",
            "video 1/1 (961/2030) /content/test_video/Best Short Motivational Speech Video - 24 HOURS - 1-Minute Motivation 2.mp4: 384x640 5 persons, 141.1ms\n",
            "video 1/1 (962/2030) /content/test_video/Best Short Motivational Speech Video - 24 HOURS - 1-Minute Motivation 2.mp4: 384x640 5 persons, 151.0ms\n",
            "video 1/1 (963/2030) /content/test_video/Best Short Motivational Speech Video - 24 HOURS - 1-Minute Motivation 2.mp4: 384x640 4 persons, 1 tv, 142.4ms\n",
            "video 1/1 (964/2030) /content/test_video/Best Short Motivational Speech Video - 24 HOURS - 1-Minute Motivation 2.mp4: 384x640 4 persons, 1 tv, 157.2ms\n",
            "video 1/1 (965/2030) /content/test_video/Best Short Motivational Speech Video - 24 HOURS - 1-Minute Motivation 2.mp4: 384x640 6 persons, 137.3ms\n",
            "video 1/1 (966/2030) /content/test_video/Best Short Motivational Speech Video - 24 HOURS - 1-Minute Motivation 2.mp4: 384x640 6 persons, 170.8ms\n",
            "video 1/1 (967/2030) /content/test_video/Best Short Motivational Speech Video - 24 HOURS - 1-Minute Motivation 2.mp4: 384x640 6 persons, 145.9ms\n",
            "video 1/1 (968/2030) /content/test_video/Best Short Motivational Speech Video - 24 HOURS - 1-Minute Motivation 2.mp4: 384x640 5 persons, 143.7ms\n",
            "video 1/1 (969/2030) /content/test_video/Best Short Motivational Speech Video - 24 HOURS - 1-Minute Motivation 2.mp4: 384x640 3 persons, 144.9ms\n",
            "video 1/1 (970/2030) /content/test_video/Best Short Motivational Speech Video - 24 HOURS - 1-Minute Motivation 2.mp4: 384x640 3 persons, 145.8ms\n",
            "video 1/1 (971/2030) /content/test_video/Best Short Motivational Speech Video - 24 HOURS - 1-Minute Motivation 2.mp4: 384x640 5 persons, 140.0ms\n",
            "video 1/1 (972/2030) /content/test_video/Best Short Motivational Speech Video - 24 HOURS - 1-Minute Motivation 2.mp4: 384x640 4 persons, 167.3ms\n",
            "video 1/1 (973/2030) /content/test_video/Best Short Motivational Speech Video - 24 HOURS - 1-Minute Motivation 2.mp4: 384x640 4 persons, 142.0ms\n",
            "video 1/1 (974/2030) /content/test_video/Best Short Motivational Speech Video - 24 HOURS - 1-Minute Motivation 2.mp4: 384x640 3 persons, 156.3ms\n",
            "video 1/1 (975/2030) /content/test_video/Best Short Motivational Speech Video - 24 HOURS - 1-Minute Motivation 2.mp4: 384x640 3 persons, 137.6ms\n",
            "video 1/1 (976/2030) /content/test_video/Best Short Motivational Speech Video - 24 HOURS - 1-Minute Motivation 2.mp4: 384x640 3 persons, 154.6ms\n",
            "video 1/1 (977/2030) /content/test_video/Best Short Motivational Speech Video - 24 HOURS - 1-Minute Motivation 2.mp4: 384x640 3 persons, 1 car, 148.7ms\n",
            "video 1/1 (978/2030) /content/test_video/Best Short Motivational Speech Video - 24 HOURS - 1-Minute Motivation 2.mp4: 384x640 3 persons, 161.0ms\n",
            "video 1/1 (979/2030) /content/test_video/Best Short Motivational Speech Video - 24 HOURS - 1-Minute Motivation 2.mp4: 384x640 3 persons, 1 laptop, 142.4ms\n",
            "video 1/1 (980/2030) /content/test_video/Best Short Motivational Speech Video - 24 HOURS - 1-Minute Motivation 2.mp4: 384x640 2 persons, 1 laptop, 150.2ms\n",
            "video 1/1 (981/2030) /content/test_video/Best Short Motivational Speech Video - 24 HOURS - 1-Minute Motivation 2.mp4: 384x640 2 persons, 144.6ms\n",
            "video 1/1 (982/2030) /content/test_video/Best Short Motivational Speech Video - 24 HOURS - 1-Minute Motivation 2.mp4: 384x640 2 persons, 152.5ms\n",
            "video 1/1 (983/2030) /content/test_video/Best Short Motivational Speech Video - 24 HOURS - 1-Minute Motivation 2.mp4: 384x640 3 persons, 1 chair, 149.1ms\n",
            "video 1/1 (984/2030) /content/test_video/Best Short Motivational Speech Video - 24 HOURS - 1-Minute Motivation 2.mp4: 384x640 6 persons, 145.4ms\n",
            "video 1/1 (985/2030) /content/test_video/Best Short Motivational Speech Video - 24 HOURS - 1-Minute Motivation 2.mp4: 384x640 5 persons, 1 chair, 164.6ms\n",
            "video 1/1 (986/2030) /content/test_video/Best Short Motivational Speech Video - 24 HOURS - 1-Minute Motivation 2.mp4: 384x640 4 persons, 1 chair, 153.6ms\n",
            "video 1/1 (987/2030) /content/test_video/Best Short Motivational Speech Video - 24 HOURS - 1-Minute Motivation 2.mp4: 384x640 6 persons, 141.7ms\n"
          ]
        }
      ],
      "source": [
        "!yolo predict model=yolov8n.pt source='test_video/*'"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "xSeXWTShhsuQ"
      },
      "source": [
        "Если видео не открывается, то скачайте файл из директории `runs/detect/predict3` и воспроизведите его локально на машине"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "d1yFEbemaSwC"
      },
      "outputs": [],
      "source": [
        "# %%HTML\n",
        "# <video width=\"1280\" height=\"720\" controls>\n",
        "#   <source src=\"runs/detect/predict3/Best Short Motivational Speech Video - 24 HOURS - 1-Minute Motivation 2.avi\" type=\"video/avi\">\n",
        "# </video>"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "64WCuv_nh5Xo"
      },
      "source": [
        "## Обучение собственной модели\n",
        "\n",
        "Для обучения модели можно взять любой набора данных с сайта [Roboflow](https://universe.roboflow.com/).\n",
        "Для примера возьмём набор данных детекции людей с [респираторными масками](https://universe.roboflow.com/joseph-nelson/mask-wearing/dataset/19#), чтобы его скачать, выполните код в ячейке ниже:"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "hMenGRpBiWAA"
      },
      "outputs": [],
      "source": [
        "!pip install roboflow\n",
        "\n",
        "from roboflow import Roboflow\n",
        "rf = Roboflow(api_key=\"Hrz3pdBkU0UwCowauRnm\")\n",
        "project = rf.workspace(\"joseph-nelson\").project(\"mask-wearing\")\n",
        "dataset = project.version(19).download(\"yolov8\")"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "aVTgdE5bi-x5"
      },
      "source": [
        "Для оубчения моделей из библиотеки ultralytics сначала необходимо подготовить конфигурационный файл, если набор данных скачан из Roboflow, он сгенерирован автоматически и пригалается к набору данных."
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "5cHkJfPmi6Nt"
      },
      "outputs": [],
      "source": [
        "!cat Mask-Wearing-19/data.yaml"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "DMpUISHXlTa7"
      },
      "source": [
        "Для корректного запуска обучения необходимо поправить пути до директорий с изображениями, так как скрипт обучения YOLO будет искать полные пути до директорий с изображениями и разметкой."
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "Eg-pT0C5lhfL"
      },
      "outputs": [],
      "source": [
        "import pathlib\n",
        "import yaml\n",
        "\n",
        "def delete_first_folder(p: str) -> str:\n",
        "  return str(pathlib.Path(*pathlib.Path(p).parts[1:]))\n",
        "\n",
        "def add_root_path(p: str) -> str:\n",
        "  return '/content/' + p\n",
        "\n",
        "with open('Mask-Wearing-19/data.yaml', 'r') as f:\n",
        "  data = yaml.safe_load(f)\n",
        "\n",
        "data['train'] = add_root_path(data['train'])\n",
        "data['val'] = add_root_path(data['val'])\n",
        "data['test'] = add_root_path('Mask-Wearing-19/' + delete_first_folder(data['test']))\n",
        "\n",
        "with open('Mask-Wearing-19/fixed_data.yaml', 'w') as f:\n",
        "  yaml.safe_dump(data, f)\n",
        "\n",
        "data"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "8q29Y-r7j5P5"
      },
      "source": [
        "Теперь можно запустить обучение YOLOv8, для обучение берётся самая легковесная архитектура YOLOv8-Nano."
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "UUkLGhfmkfns"
      },
      "outputs": [],
      "source": [
        "# Обучение модели Nano на 10 эпохах с размером входного изображения 480 пикселей\n",
        "!yolo detect train model=yolov8n.pt data=\"Mask-Wearing-19/fixed_data.yaml\" epochs=10 imgsz=480"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "NYqiqsOXquY-"
      },
      "source": [
        "## Задание 2\n",
        "\n",
        "1.   Запустите полученную модель на изображениях из интернета и отрисуйте результат детекции (смотрите ячейки выше).\n",
        "2.   Экспортируйте модель в формат ONNX (смотрите ячейки выше)\n",
        "\n",
        "Примечание: для выполнения данных заданий создавайте ячейки ниже текущей"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "jpG4f0Ervc6D"
      },
      "source": [
        "Вы можете скачать полученную `.onnx` модель (или взять из предыдущего экспорта модели) на локальную машину. Далее необходимо открыть сайт [netron.app](https://netron.app/) и нажав \"Open Model\", выбрать файл с вашей onnx моделью, после чего данный сервис отрисует послойно всю архитектуру сети."
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "kxE9es0otS_1"
      },
      "source": [
        "## Архитектура YOLOv8\n",
        "\n",
        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)\n",
        "Схема архитектуры"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "PxMhuav3uU7Q"
      },
      "source": [
        "Архитектура YOLOv8 является anchor-free, то есть модель учится напрямую находить координаты объектов на изображении, а не тренируется вычислять коэффициенты для масштрабирования и смещения готовых прямоугольников, чтобы они совпадали с границами объекта.\n",
        "\n",
        "Пример визуализцаии anchor (якоря) у архитектуры YOLOv5:\n",
        "\n",
        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)"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "yP94IZZjwsRV"
      },
      "source": [
        "## Запуск ONNX модели\n",
        "Для сравнения производительности фреймворков запустим модель YOLOv8 с помощью фреймворка PyTorch и библиотеки ONNXRuntime для запуска ONNX моделей."
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "0O9O97d3uYTm"
      },
      "outputs": [],
      "source": [
        "torch_model = YOLO('yolov8n.pt', task='detect')\n",
        "onnx_model = YOLO('yolov8n.onnx', task='detect')\n",
        "\n",
        "# Делаем \"пустые\" запуски, чтобы модели полностью загрузились в память\n",
        "_ = torch_model([image])\n",
        "_ = onnx_model([image])"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "pl4FQiUQx0Zv"
      },
      "outputs": [],
      "source": [
        "%%time\n",
        "# Замеряем скорость\n",
        "_ = torch_model([image])"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "NciVS5yPyHT7"
      },
      "outputs": [],
      "source": [
        "%%time\n",
        "_ = onnx_model([image])"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "uWiBYuugzWGZ"
      },
      "outputs": [],
      "source": [
        "!pip install onnxruntime"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "TAJZHrGm_NJC"
      },
      "source": [
        "## Постобработка результатов модели: Non-maximum suppression\n",
        "Кроме конвертации в CoreML шаг постобработки не переносится.\n",
        "Для этого предлагается ознакомиться с его реализацией более детально.\n",
        "Для начала запустите все ячейки ниже на изображении со случайными пикселями.\n",
        "\n",
        "## Задание 3\n",
        "Замените случайно сгенерированное изображение x на реальное обработанное изображение (примеры обработки можете найти в предыдущей лабораторной работе).\n",
        "После замены запустите все ячейки ниже ещё раз."
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "yAE3LkmBzZ39"
      },
      "outputs": [],
      "source": [
        "import numpy as np\n",
        "import onnxruntime as ort\n",
        "\n",
        "ort_model = ort.InferenceSession('yolov8n.onnx', providers=['CPUExecutionProvider'])\n",
        "\n",
        "\n",
        "model_input_name = ort_model.get_inputs()[0].name\n",
        "model_output_name = ort_model.get_outputs()[0].name\n",
        "\n",
        "print(' Input name: {}\\n Output name: {}'.format(model_input_name, model_output_name))\n",
        "\n",
        "x = np.random.rand(1, 3, 640, 640).astype(np.float32)\n",
        "\n",
        "out = ort_model.run(\n",
        "    [model_output_name],\n",
        "    {model_input_name: x}\n",
        ")\n",
        "\n",
        "print(out[0].shape)"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "qyEv7iVR1DAD"
      },
      "source": [
        "Выход модели YOLO состоит из координат детекций и распределений вероятностей по всем классам, а также значении степени уверенности сети. И 2-я размерность состоит из:\n",
        "4 (xywh) + 80 (количество классов + фон)"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "vUli0vtP1gn_"
      },
      "outputs": [],
      "source": [
        "import torch\n",
        "import torchvision\n",
        "\n",
        "def xywh2xyxy(x):\n",
        "  y = np.copy(x)\n",
        "  y[..., 0] = x[..., 0] - x[..., 2] / 2  # top left x\n",
        "  y[..., 1] = x[..., 1] - x[..., 3] / 2  # top left y\n",
        "  y[..., 2] = x[..., 0] + x[..., 2] / 2  # bottom right x\n",
        "  y[..., 3] = x[..., 1] + x[..., 3] / 2  # bottom right y\n",
        "  return y\n",
        "\n",
        "kx = image.shape[1] / 640\n",
        "ky = image.shape[0] / 640\n",
        "\n",
        "elem_out = out[0].transpose(0, 2, 1).squeeze()\n",
        "print(elem_out.shape)\n",
        "\n",
        "boxes = elem_out[:, :4] * np.array([[kx, ky, kx, ky]])\n",
        "boxes = xywh2xyxy(boxes)\n",
        "probs_max_value = elem_out[:, 4:].max(axis=1)\n",
        "probs_max_index = elem_out[:, 4:].argmax(axis=1)\n",
        "\n",
        "threshold = 0.5\n",
        "\n",
        "filter_mask = probs_max_value > threshold\n",
        "\n",
        "f_boxes = boxes[filter_mask].astype(np.int32)\n",
        "f_probs_max_value = probs_max_value[filter_mask]\n",
        "f_probs_max_index = probs_max_index[filter_mask]\n",
        "\n",
        "keeps_elements = torchvision.ops.nms(\n",
        "    torch.from_numpy(f_boxes.astype(np.float32)),\n",
        "    torch.from_numpy(f_probs_max_value),\n",
        "    0.5\n",
        "  )\n",
        "\n",
        "f_boxes = f_boxes[keeps_elements]\n",
        "f_probs_max_value = f_probs_max_value[keeps_elements]\n",
        "\n",
        "print(f_boxes.shape)"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "YHAUy63I4Qiy"
      },
      "outputs": [],
      "source": [
        "# Отрисовка результатов\n",
        "\n",
        "image = cv2.imread('test.jpg', cv2.IMREAD_COLOR)  # Открытие цветного изображения (примечание: открывается в BGR)\n",
        "\n",
        "detection_visualization = image.copy()\n",
        "\n",
        "for detecion_id in range(len(f_boxes)):\n",
        "  target_object_box = f_boxes[detecion_id]  # XcYcWH format\n",
        "  target_object_prob = float(f_probs_max_value[detecion_id])\n",
        "\n",
        "  detection_visualization = cv2.rectangle(\n",
        "      detection_visualization,\n",
        "      tuple(target_object_box[:2]),\n",
        "      tuple(target_object_box[2:]),\n",
        "      colors[detecion_id % len(colors)],\n",
        "      5\n",
        "  )\n",
        "\n",
        "detection_visualization = cv2.resize(detection_visualization, None, fx=1/2, fy=1/2)\n",
        "\n",
        "cv2_imshow(detection_visualization)"
      ]
    }
  ],
  "metadata": {
    "colab": {
      "provenance": []
    },
    "kernelspec": {
      "display_name": "Python 3",
      "name": "python3"
    },
    "language_info": {
      "name": "python"
    }
  },
  "nbformat": 4,
  "nbformat_minor": 0
}