eblancoh/first-order-model-demo.ipynb

## first-order-model-demo.ipynb
{
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  "nbformat_minor": 0,
  "metadata": {
    "colab": {
      "name": "first-order-model-demo.ipynb",
      "provenance": [],
      "collapsed_sections": [],
      "toc_visible": true,
      "include_colab_link": true
    },
    "kernelspec": {
      "name": "python3",
      "display_name": "Python 3"
    },
    "accelerator": "GPU"
  },
  "cells": [
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "view-in-github",
        "colab_type": "text"
      },
      "source": [
        "<a href=\"https://colab.research.google.com/gist/eblancoh/b1221303ae9600c7cf5c12024d1eed84/first-order-model-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": "cdO_RxQZLahB",
        "colab_type": "text"
      },
      "source": [
        "# First Order Motion Model for Image Animation"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "GCDNKsEGLtR6",
        "colab_type": "text"
      },
      "source": [
        "## Clonando el repositorio\n",
        "\n",
        "Clonamos el repositorio e instalamos los `requirements`."
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "UCMFMJV7K-ag",
        "colab_type": "code",
        "outputId": "632079a2-0f34-4a9f-a57c-14b3d29ee87d",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 102
        }
      },
      "source": [
        "!git clone https://github.com/AliaksandrSiarohin/first-order-model"
      ],
      "execution_count": 0,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "Cloning into 'first-order-model'...\n",
            "remote: Enumerating objects: 110, done.\u001b[K\n",
            "remote: Total 110 (delta 0), reused 0 (delta 0), pack-reused 110\u001b[K\n",
            "Receiving objects: 100% (110/110), 58.13 MiB | 10.79 MiB/s, done.\n",
            "Resolving deltas: 100% (45/45), done.\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "hLTbo5lG_YLD",
        "colab_type": "text"
      },
      "source": [
        "Nos metemos en la carpeta recién creada tras realizar el `git clone` del repositorio:"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "E8TenmksUj8e",
        "colab_type": "text"
      },
      "source": [
        ""
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "PBp6l_4bBYUL",
        "colab_type": "code",
        "outputId": "f77dd264-3fab-493f-8511-1489228faad0",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 34
        }
      },
      "source": [
        "cd first-order-model"
      ],
      "execution_count": 0,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "/content/first-order-model/first-order-model/first-order-model\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "IcMX7ueZO0Oa",
        "colab_type": "text"
      },
      "source": [
        "## Accediendo al contenido de nuestro Drive"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "tDbMA8R9OuUo",
        "colab_type": "code",
        "outputId": "6d25646a-c73c-4abb-d668-998d45da6740",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 34
        }
      },
      "source": [
        "from google.colab import drive\n",
        "drive.mount('/content/drive')"
      ],
      "execution_count": 0,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "Drive already mounted at /content/drive; to attempt to forcibly remount, call drive.mount(\"/content/drive\", force_remount=True).\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "VsgVK1EURXkd",
        "colab_type": "text"
      },
      "source": [
        "______________________________________________\n",
        "\n",
        "**Añadimos la [siguiente carpeta](https://drive.google.com/drive/folders/1kZ1gCnpfU0BnpdU47pLM_TQ6RypDDqgw?usp=sharing) a nuestro Google Drive.**\n",
        "______________________________________________"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "rW-ipQXPOWUo",
        "colab_type": "text"
      },
      "source": [
        "## Preparando el testeo\n",
        "\n",
        "Cargamos el video de referencia y la imagen que, deseamos, se mueva de acuerdo al fichero `.mp4` que, a continuación, facilitamos."
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "Oxi6-riLOgnm",
        "colab_type": "code",
        "outputId": "66dc5ba6-4569-4ee7-e9cb-93d3e7670ded",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 453
        }
      },
      "source": [
        "import imageio\n",
        "import numpy as np\n",
        "import matplotlib.pyplot as plt\n",
        "import matplotlib.animation as animation\n",
        "from skimage.transform import resize\n",
        "from IPython.display import HTML\n",
        "import warnings\n",
        "warnings.filterwarnings(\"ignore\")\n",
        "\n",
        "# Cargamos la imagen fuente\n",
        "source_image = imageio.imread('/content/drive/My Drive/Colab Notebooks/first-order-motion-model/05.png')\n",
        "# Hacemos lo propio con el video\n",
        "driving_video = imageio.mimread('/content/drive/My Drive/Colab Notebooks/first-order-motion-model/04.mp4', memtest=False)\n",
        "\n",
        "\n",
        "# Hacemos un resizing de los dos recursos a 256x256\n",
        "\n",
        "source_image = resize(source_image, (256, 256))[..., :3]\n",
        "driving_video = [resize(frame, (256, 256))[..., :3] for frame in driving_video]\n",
        "\n",
        "def display(source, driving, generated=None):\n",
        "    fig = plt.figure(figsize=(8 + 4 * (generated is not None), 6))\n",
        "\n",
        "    ims = []\n",
        "    for i in range(len(driving)):\n",
        "        cols = [source]\n",
        "        cols.append(driving[i])\n",
        "        if generated is not None:\n",
        "            cols.append(generated[i])\n",
        "        im = plt.imshow(np.concatenate(cols, axis=1), animated=True)\n",
        "        plt.axis('off')\n",
        "        ims.append([im])\n",
        "\n",
        "    ani = animation.ArtistAnimation(fig, ims, interval=50, repeat_delay=1000)\n",
        "    plt.close()\n",
        "    return ani\n",
        "    \n",
        "# Mostramos el resultado de la carga de ambos recursos\n",
        "HTML(display(source_image, driving_video).to_html5_video())"
      ],
      "execution_count": 0,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
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              "\">\n",
              "  Your browser does not support the video tag.\n",
              "</video>"
            ],
            "text/plain": [
              "<IPython.core.display.HTML object>"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 34
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "4Xu_7uuQU4Hk",
        "colab_type": "text"
      },
      "source": [
        "## Cargando el modelo"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "xjM7ubVfWrwT",
        "colab_type": "text"
      },
      "source": [
        "Creamos el modelo con `Keras` y cargamos los checkpoints facilitado en la carpeta que hemos añadido a nuestro Google Drive."
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "3FQiXqQPWt5B",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "from demo import load_checkpoints\n",
        "generator, kp_detector = load_checkpoints(config_path='config/vox-256.yaml', \n",
        "                            checkpoint_path='/content/drive/My Drive/Colab Notebooks/first-order-motion-model/vox-cpk.pth.tar')"
      ],
      "execution_count": 0,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "fdFdasHEj3t7",
        "colab_type": "text"
      },
      "source": [
        "## Lanzando la animación de la imagen"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "SB12II11kF4c",
        "colab_type": "code",
        "outputId": "5a6baed2-625b-4b9c-b4ff-79df3fc90bcf",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 470
        }
      },
      "source": [
        "from demo import make_animation\n",
        "from skimage import img_as_ubyte\n",
        "\n",
        "predictions = make_animation(source_image, driving_video, generator, kp_detector, relative=True)\n",
        "\n",
        "# Guardando el vídeo resultante\n",
        "imageio.mimsave('../generated.mp4', [img_as_ubyte(frame) for frame in predictions])\n",
        "\n",
        "# Renderizando en el notebook\n",
        "HTML(display(source_image, driving_video, predictions).to_html5_video())"
      ],
      "execution_count": 0,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "100%|██████████| 211/211 [00:25<00:00,  8.21it/s]\n"
          ],
          "name": "stderr"
        },
        {
          "output_type": "execute_result",
          "data": {
            "text/html": [
              "<video width=\"864\" height=\"432\" controls autoplay loop>\n",
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          },
          "metadata": {
            "tags": []
          },
          "execution_count": 36
        }
      ]
    }
  ]
}