Real_ESRGAN_Batch_Process_Videos_Notebook_by_Geeve_George.ipynb

{
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  "metadata": {
    "colab": {
      "name": "Real-ESRGAN Batch Process Videos Notebook by Geeve George.ipynb",
      "provenance": [],
      "collapsed_sections": [
        "6BPxh_VmVVIu",
        "4pr9am3HWtvH",
        "rqiEtaOYXnrt",
        "dUJ_0fQ5YYm2"
      ],
      "include_colab_link": true
    },
    "kernelspec": {
      "name": "python3",
      "display_name": "Python 3"
    },
    "language_info": {
      "name": "python"
    },
    "accelerator": "GPU"
  },
  "cells": [
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "view-in-github",
        "colab_type": "text"
      },
      "source": [
        "<a href=\"https://colab.research.google.com/github/GeeveGeorge/Real-ESRGAN-Video-Batch-Process/blob/main/Real_ESRGAN_Batch_Process_Videos_Notebook_by_Geeve_George.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "6BPxh_VmVVIu"
      },
      "source": [
        "# 1. Important Notes\n",
        "\n",
        "* If you are using the free Colab tier , it works best for short length videos\n",
        "* Just follow the instructions in the notebook and you should be fine!\n",
        "\n",
        "*Colab Notebook prepared by Geeve George*"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "GnpnrLfMV2jU",
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "outputId": "bc5e2a82-c52b-49f7-84c6-1be5142fb184"
      },
      "source": [
        "# Clone Real-ESRGAN and enter the Real-ESRGAN\n",
        "!git clone https://github.com/xinntao/Real-ESRGAN.git\n",
        "%cd Real-ESRGAN\n",
        "# Set up the environment\n",
        "!pip install basicsr\n",
        "!pip install facexlib\n",
        "!pip install gfpgan\n",
        "!pip install -r requirements.txt\n",
        "!python setup.py develop\n",
        "# Download the pre-trained model\n",
        "!wget https://github.com/xinntao/Real-ESRGAN/releases/download/v0.1.0/RealESRGAN_x4plus.pth -P experiments/pretrained_models"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
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            "Requirement already satisfied: werkzeug>=0.11.15 in /usr/local/lib/python3.7/dist-packages (from tb-nightly->gfpgan) (1.0.1)\n",
            "Requirement already satisfied: markdown>=2.6.8 in /usr/local/lib/python3.7/dist-packages (from tb-nightly->gfpgan) (3.3.6)\n",
            "Requirement already satisfied: google-auth<3,>=1.6.3 in /usr/local/lib/python3.7/dist-packages (from tb-nightly->gfpgan) (1.35.0)\n",
            "Requirement already satisfied: pyasn1-modules>=0.2.1 in /usr/local/lib/python3.7/dist-packages (from google-auth<3,>=1.6.3->tb-nightly->gfpgan) (0.2.8)\n",
            "Requirement already satisfied: rsa<5,>=3.1.4 in /usr/local/lib/python3.7/dist-packages (from google-auth<3,>=1.6.3->tb-nightly->gfpgan) (4.8)\n",
            "Requirement already satisfied: cachetools<5.0,>=2.0.0 in /usr/local/lib/python3.7/dist-packages (from google-auth<3,>=1.6.3->tb-nightly->gfpgan) (4.2.4)\n",
            "Requirement already satisfied: requests-oauthlib>=0.7.0 in /usr/local/lib/python3.7/dist-packages (from google-auth-oauthlib<0.5,>=0.4.1->tb-nightly->gfpgan) (1.3.1)\n",
            "Requirement already satisfied: importlib-metadata>=4.4 in /usr/local/lib/python3.7/dist-packages (from markdown>=2.6.8->tb-nightly->gfpgan) (4.10.1)\n",
            "Requirement already satisfied: zipp>=0.5 in /usr/local/lib/python3.7/dist-packages (from importlib-metadata>=4.4->markdown>=2.6.8->tb-nightly->gfpgan) (3.7.0)\n",
            "Requirement already satisfied: pyasn1<0.5.0,>=0.4.6 in /usr/local/lib/python3.7/dist-packages (from pyasn1-modules>=0.2.1->google-auth<3,>=1.6.3->tb-nightly->gfpgan) (0.4.8)\n",
            "Requirement already satisfied: oauthlib>=3.0.0 in /usr/local/lib/python3.7/dist-packages (from requests-oauthlib>=0.7.0->google-auth-oauthlib<0.5,>=0.4.1->tb-nightly->gfpgan) (3.2.0)\n",
            "Installing collected packages: gfpgan\n",
            "Successfully installed gfpgan-0.2.4\n",
            "Requirement already satisfied: basicsr>=1.3.3.11 in /usr/local/lib/python3.7/dist-packages (from -r requirements.txt (line 1)) (1.3.4.9)\n",
            "Requirement already satisfied: facexlib>=0.2.0.3 in /usr/local/lib/python3.7/dist-packages (from -r requirements.txt (line 2)) (0.2.1.1)\n",
            "Requirement already satisfied: gfpgan>=0.2.1 in /usr/local/lib/python3.7/dist-packages (from -r requirements.txt (line 3)) (0.2.4)\n",
            "Requirement already satisfied: numpy in /usr/local/lib/python3.7/dist-packages (from -r requirements.txt (line 4)) (1.19.5)\n",
            "Requirement already satisfied: opencv-python in /usr/local/lib/python3.7/dist-packages (from -r requirements.txt (line 5)) (4.1.2.30)\n",
            "Requirement already satisfied: Pillow in /usr/local/lib/python3.7/dist-packages (from -r requirements.txt (line 6)) (7.1.2)\n",
            "Requirement already satisfied: torch>=1.7 in /usr/local/lib/python3.7/dist-packages (from -r requirements.txt (line 7)) (1.10.0+cu111)\n",
            "Requirement already satisfied: torchvision in /usr/local/lib/python3.7/dist-packages (from -r requirements.txt (line 8)) (0.11.1+cu111)\n",
            "Requirement already satisfied: tqdm in /usr/local/lib/python3.7/dist-packages (from -r requirements.txt (line 9)) (4.62.3)\n",
            "Requirement already satisfied: scipy in /usr/local/lib/python3.7/dist-packages (from basicsr>=1.3.3.11->-r requirements.txt (line 1)) (1.4.1)\n",
            "Requirement already satisfied: future in /usr/local/lib/python3.7/dist-packages (from basicsr>=1.3.3.11->-r requirements.txt (line 1)) (0.16.0)\n",
            "Requirement already satisfied: tb-nightly in /usr/local/lib/python3.7/dist-packages (from basicsr>=1.3.3.11->-r requirements.txt (line 1)) (2.9.0a20220213)\n",
            "Requirement already satisfied: scikit-image in /usr/local/lib/python3.7/dist-packages (from basicsr>=1.3.3.11->-r requirements.txt (line 1)) (0.18.3)\n",
            "Requirement already satisfied: addict in /usr/local/lib/python3.7/dist-packages (from basicsr>=1.3.3.11->-r requirements.txt (line 1)) (2.4.0)\n",
            "Requirement already satisfied: lmdb in /usr/local/lib/python3.7/dist-packages (from basicsr>=1.3.3.11->-r requirements.txt (line 1)) (0.99)\n",
            "Requirement already satisfied: requests in /usr/local/lib/python3.7/dist-packages (from basicsr>=1.3.3.11->-r requirements.txt (line 1)) (2.23.0)\n",
            "Requirement already satisfied: yapf in /usr/local/lib/python3.7/dist-packages (from basicsr>=1.3.3.11->-r requirements.txt (line 1)) (0.32.0)\n",
            "Requirement already satisfied: pyyaml in /usr/local/lib/python3.7/dist-packages (from basicsr>=1.3.3.11->-r requirements.txt (line 1)) (3.13)\n",
            "Requirement already satisfied: numba in /usr/local/lib/python3.7/dist-packages (from facexlib>=0.2.0.3->-r requirements.txt (line 2)) (0.51.2)\n",
            "Requirement already satisfied: filterpy in /usr/local/lib/python3.7/dist-packages (from facexlib>=0.2.0.3->-r requirements.txt (line 2)) (1.4.5)\n",
            "Requirement already satisfied: typing-extensions in /usr/local/lib/python3.7/dist-packages (from torch>=1.7->-r requirements.txt (line 7)) (3.10.0.2)\n",
            "Requirement already satisfied: matplotlib in /usr/local/lib/python3.7/dist-packages (from filterpy->facexlib>=0.2.0.3->-r requirements.txt (line 2)) (3.2.2)\n",
            "Requirement already satisfied: pyparsing!=2.0.4,!=2.1.2,!=2.1.6,>=2.0.1 in /usr/local/lib/python3.7/dist-packages (from matplotlib->filterpy->facexlib>=0.2.0.3->-r requirements.txt (line 2)) (3.0.7)\n",
            "Requirement already satisfied: python-dateutil>=2.1 in /usr/local/lib/python3.7/dist-packages (from matplotlib->filterpy->facexlib>=0.2.0.3->-r requirements.txt (line 2)) (2.8.2)\n",
            "Requirement already satisfied: kiwisolver>=1.0.1 in /usr/local/lib/python3.7/dist-packages (from matplotlib->filterpy->facexlib>=0.2.0.3->-r requirements.txt (line 2)) (1.3.2)\n",
            "Requirement already satisfied: cycler>=0.10 in /usr/local/lib/python3.7/dist-packages (from matplotlib->filterpy->facexlib>=0.2.0.3->-r requirements.txt (line 2)) (0.11.0)\n",
            "Requirement already satisfied: six>=1.5 in /usr/local/lib/python3.7/dist-packages (from python-dateutil>=2.1->matplotlib->filterpy->facexlib>=0.2.0.3->-r requirements.txt (line 2)) (1.15.0)\n",
            "Requirement already satisfied: llvmlite<0.35,>=0.34.0.dev0 in /usr/local/lib/python3.7/dist-packages (from numba->facexlib>=0.2.0.3->-r requirements.txt (line 2)) (0.34.0)\n",
            "Requirement already satisfied: setuptools in /usr/local/lib/python3.7/dist-packages (from numba->facexlib>=0.2.0.3->-r requirements.txt (line 2)) (57.4.0)\n",
            "Requirement already satisfied: certifi>=2017.4.17 in /usr/local/lib/python3.7/dist-packages (from requests->basicsr>=1.3.3.11->-r requirements.txt (line 1)) (2021.10.8)\n",
            "Requirement already satisfied: chardet<4,>=3.0.2 in /usr/local/lib/python3.7/dist-packages (from requests->basicsr>=1.3.3.11->-r requirements.txt (line 1)) (3.0.4)\n",
            "Requirement already satisfied: urllib3!=1.25.0,!=1.25.1,<1.26,>=1.21.1 in /usr/local/lib/python3.7/dist-packages (from requests->basicsr>=1.3.3.11->-r requirements.txt (line 1)) (1.24.3)\n",
            "Requirement already satisfied: idna<3,>=2.5 in /usr/local/lib/python3.7/dist-packages (from requests->basicsr>=1.3.3.11->-r requirements.txt (line 1)) (2.10)\n",
            "Requirement already satisfied: tifffile>=2019.7.26 in /usr/local/lib/python3.7/dist-packages (from scikit-image->basicsr>=1.3.3.11->-r requirements.txt (line 1)) (2021.11.2)\n",
            "Requirement already satisfied: imageio>=2.3.0 in /usr/local/lib/python3.7/dist-packages (from scikit-image->basicsr>=1.3.3.11->-r requirements.txt (line 1)) (2.4.1)\n",
            "Requirement already satisfied: networkx>=2.0 in /usr/local/lib/python3.7/dist-packages (from scikit-image->basicsr>=1.3.3.11->-r requirements.txt (line 1)) (2.6.3)\n",
            "Requirement already satisfied: PyWavelets>=1.1.1 in /usr/local/lib/python3.7/dist-packages (from scikit-image->basicsr>=1.3.3.11->-r requirements.txt (line 1)) (1.2.0)\n",
            "Requirement already satisfied: wheel>=0.26 in /usr/local/lib/python3.7/dist-packages (from tb-nightly->basicsr>=1.3.3.11->-r requirements.txt (line 1)) (0.37.1)\n",
            "Requirement already satisfied: protobuf>=3.9.2 in /usr/local/lib/python3.7/dist-packages (from tb-nightly->basicsr>=1.3.3.11->-r requirements.txt (line 1)) (3.17.3)\n",
            "Requirement already satisfied: werkzeug>=0.11.15 in /usr/local/lib/python3.7/dist-packages (from tb-nightly->basicsr>=1.3.3.11->-r requirements.txt (line 1)) (1.0.1)\n",
            "Requirement already satisfied: google-auth-oauthlib<0.5,>=0.4.1 in /usr/local/lib/python3.7/dist-packages (from tb-nightly->basicsr>=1.3.3.11->-r requirements.txt (line 1)) (0.4.6)\n",
            "Requirement already satisfied: tensorboard-data-server<0.7.0,>=0.6.0 in /usr/local/lib/python3.7/dist-packages (from tb-nightly->basicsr>=1.3.3.11->-r requirements.txt (line 1)) (0.6.1)\n",
            "Requirement already satisfied: grpcio>=1.24.3 in /usr/local/lib/python3.7/dist-packages (from tb-nightly->basicsr>=1.3.3.11->-r requirements.txt (line 1)) (1.43.0)\n",
            "Requirement already satisfied: absl-py>=0.4 in /usr/local/lib/python3.7/dist-packages (from tb-nightly->basicsr>=1.3.3.11->-r requirements.txt (line 1)) (1.0.0)\n",
            "Requirement already satisfied: markdown>=2.6.8 in /usr/local/lib/python3.7/dist-packages (from tb-nightly->basicsr>=1.3.3.11->-r requirements.txt (line 1)) (3.3.6)\n",
            "Requirement already satisfied: tensorboard-plugin-wit>=1.6.0 in /usr/local/lib/python3.7/dist-packages (from tb-nightly->basicsr>=1.3.3.11->-r requirements.txt (line 1)) (1.8.1)\n",
            "Requirement already satisfied: google-auth<3,>=1.6.3 in /usr/local/lib/python3.7/dist-packages (from tb-nightly->basicsr>=1.3.3.11->-r requirements.txt (line 1)) (1.35.0)\n",
            "Requirement already satisfied: pyasn1-modules>=0.2.1 in /usr/local/lib/python3.7/dist-packages (from google-auth<3,>=1.6.3->tb-nightly->basicsr>=1.3.3.11->-r requirements.txt (line 1)) (0.2.8)\n",
            "Requirement already satisfied: rsa<5,>=3.1.4 in /usr/local/lib/python3.7/dist-packages (from google-auth<3,>=1.6.3->tb-nightly->basicsr>=1.3.3.11->-r requirements.txt (line 1)) (4.8)\n",
            "Requirement already satisfied: cachetools<5.0,>=2.0.0 in /usr/local/lib/python3.7/dist-packages (from google-auth<3,>=1.6.3->tb-nightly->basicsr>=1.3.3.11->-r requirements.txt (line 1)) (4.2.4)\n",
            "Requirement already satisfied: requests-oauthlib>=0.7.0 in /usr/local/lib/python3.7/dist-packages (from google-auth-oauthlib<0.5,>=0.4.1->tb-nightly->basicsr>=1.3.3.11->-r requirements.txt (line 1)) (1.3.1)\n",
            "Requirement already satisfied: importlib-metadata>=4.4 in /usr/local/lib/python3.7/dist-packages (from markdown>=2.6.8->tb-nightly->basicsr>=1.3.3.11->-r requirements.txt (line 1)) (4.10.1)\n",
            "Requirement already satisfied: zipp>=0.5 in /usr/local/lib/python3.7/dist-packages (from importlib-metadata>=4.4->markdown>=2.6.8->tb-nightly->basicsr>=1.3.3.11->-r requirements.txt (line 1)) (3.7.0)\n",
            "Requirement already satisfied: pyasn1<0.5.0,>=0.4.6 in /usr/local/lib/python3.7/dist-packages (from pyasn1-modules>=0.2.1->google-auth<3,>=1.6.3->tb-nightly->basicsr>=1.3.3.11->-r requirements.txt (line 1)) (0.4.8)\n",
            "Requirement already satisfied: oauthlib>=3.0.0 in /usr/local/lib/python3.7/dist-packages (from requests-oauthlib>=0.7.0->google-auth-oauthlib<0.5,>=0.4.1->tb-nightly->basicsr>=1.3.3.11->-r requirements.txt (line 1)) (3.2.0)\n",
            "running develop\n",
            "running egg_info\n",
            "creating realesrgan.egg-info\n",
            "writing realesrgan.egg-info/PKG-INFO\n",
            "writing dependency_links to realesrgan.egg-info/dependency_links.txt\n",
            "writing requirements to realesrgan.egg-info/requires.txt\n",
            "writing top-level names to realesrgan.egg-info/top_level.txt\n",
            "writing manifest file 'realesrgan.egg-info/SOURCES.txt'\n",
            "reading manifest template 'MANIFEST.in'\n",
            "adding license file 'LICENSE'\n",
            "writing manifest file 'realesrgan.egg-info/SOURCES.txt'\n",
            "running build_ext\n",
            "Creating /usr/local/lib/python3.7/dist-packages/realesrgan.egg-link (link to .)\n",
            "Adding realesrgan 0.2.3.0 to easy-install.pth file\n",
            "\n",
            "Installed /content/Real-ESRGAN\n",
            "Processing dependencies for realesrgan==0.2.3.0\n",
            "Searching for tqdm==4.62.3\n",
            "Best match: tqdm 4.62.3\n",
            "Adding tqdm 4.62.3 to easy-install.pth file\n",
            "Installing tqdm script to /usr/local/bin\n",
            "\n",
            "Using /usr/local/lib/python3.7/dist-packages\n",
            "Searching for torchvision==0.11.1+cu111\n",
            "Best match: torchvision 0.11.1+cu111\n",
            "Adding torchvision 0.11.1+cu111 to easy-install.pth file\n",
            "\n",
            "Using /usr/local/lib/python3.7/dist-packages\n",
            "Searching for torch==1.10.0+cu111\n",
            "Best match: torch 1.10.0+cu111\n",
            "Adding torch 1.10.0+cu111 to easy-install.pth file\n",
            "Installing convert-caffe2-to-onnx script to /usr/local/bin\n",
            "Installing convert-onnx-to-caffe2 script to /usr/local/bin\n",
            "Installing torchrun script to /usr/local/bin\n",
            "\n",
            "Using /usr/local/lib/python3.7/dist-packages\n",
            "Searching for Pillow==7.1.2\n",
            "Best match: Pillow 7.1.2\n",
            "Adding Pillow 7.1.2 to easy-install.pth file\n",
            "\n",
            "Using /usr/local/lib/python3.7/dist-packages\n",
            "Searching for opencv-python==4.1.2.30\n",
            "Best match: opencv-python 4.1.2.30\n",
            "Adding opencv-python 4.1.2.30 to easy-install.pth file\n",
            "\n",
            "Using /usr/local/lib/python3.7/dist-packages\n",
            "Searching for numpy==1.19.5\n",
            "Best match: numpy 1.19.5\n",
            "Adding numpy 1.19.5 to easy-install.pth file\n",
            "Installing f2py script to /usr/local/bin\n",
            "Installing f2py3 script to /usr/local/bin\n",
            "Installing f2py3.7 script to /usr/local/bin\n",
            "\n",
            "Using /usr/local/lib/python3.7/dist-packages\n",
            "Searching for gfpgan==0.2.4\n",
            "Best match: gfpgan 0.2.4\n",
            "Adding gfpgan 0.2.4 to easy-install.pth file\n",
            "\n",
            "Using /usr/local/lib/python3.7/dist-packages\n",
            "Searching for facexlib==0.2.1.1\n",
            "Best match: facexlib 0.2.1.1\n",
            "Adding facexlib 0.2.1.1 to easy-install.pth file\n",
            "\n",
            "Using /usr/local/lib/python3.7/dist-packages\n",
            "Searching for basicsr==1.3.4.9\n",
            "Best match: basicsr 1.3.4.9\n",
            "Adding basicsr 1.3.4.9 to easy-install.pth file\n",
            "\n",
            "Using /usr/local/lib/python3.7/dist-packages\n",
            "Searching for typing-extensions==3.10.0.2\n",
            "Best match: typing-extensions 3.10.0.2\n",
            "Adding typing-extensions 3.10.0.2 to easy-install.pth file\n",
            "\n",
            "Using /usr/local/lib/python3.7/dist-packages\n",
            "Searching for tb-nightly==2.9.0a20220213\n",
            "Best match: tb-nightly 2.9.0a20220213\n",
            "Adding tb-nightly 2.9.0a20220213 to easy-install.pth file\n",
            "Installing tensorboard script to /usr/local/bin\n",
            "\n",
            "Using /usr/local/lib/python3.7/dist-packages\n",
            "Searching for lmdb==0.99\n",
            "Best match: lmdb 0.99\n",
            "Adding lmdb 0.99 to easy-install.pth file\n",
            "\n",
            "Using /usr/local/lib/python3.7/dist-packages\n",
            "Searching for scipy==1.4.1\n",
            "Best match: scipy 1.4.1\n",
            "Adding scipy 1.4.1 to easy-install.pth file\n",
            "\n",
            "Using /usr/local/lib/python3.7/dist-packages\n",
            "Searching for yapf==0.32.0\n",
            "Best match: yapf 0.32.0\n",
            "Adding yapf 0.32.0 to easy-install.pth file\n",
            "Installing yapf script to /usr/local/bin\n",
            "Installing yapf-diff script to /usr/local/bin\n",
            "\n",
            "Using /usr/local/lib/python3.7/dist-packages\n",
            "Searching for PyYAML==3.13\n",
            "Best match: PyYAML 3.13\n",
            "Adding PyYAML 3.13 to easy-install.pth file\n",
            "\n",
            "Using /usr/local/lib/python3.7/dist-packages\n",
            "Searching for filterpy==1.4.5\n",
            "Best match: filterpy 1.4.5\n",
            "Adding filterpy 1.4.5 to easy-install.pth file\n",
            "\n",
            "Using /usr/local/lib/python3.7/dist-packages\n",
            "Searching for numba==0.51.2\n",
            "Best match: numba 0.51.2\n",
            "Adding numba 0.51.2 to easy-install.pth file\n",
            "\n",
            "Using /usr/local/lib/python3.7/dist-packages\n",
            "Searching for requests==2.23.0\n",
            "Best match: requests 2.23.0\n",
            "Adding requests 2.23.0 to easy-install.pth file\n",
            "\n",
            "Using /usr/local/lib/python3.7/dist-packages\n",
            "Searching for future==0.16.0\n",
            "Best match: future 0.16.0\n",
            "Adding future 0.16.0 to easy-install.pth file\n",
            "Installing futurize script to /usr/local/bin\n",
            "Installing pasteurize script to /usr/local/bin\n",
            "\n",
            "Using /usr/local/lib/python3.7/dist-packages\n",
            "Searching for addict==2.4.0\n",
            "Best match: addict 2.4.0\n",
            "Adding addict 2.4.0 to easy-install.pth file\n",
            "\n",
            "Using /usr/local/lib/python3.7/dist-packages\n",
            "Searching for scikit-image==0.18.3\n",
            "Best match: scikit-image 0.18.3\n",
            "Adding scikit-image 0.18.3 to easy-install.pth file\n",
            "Installing skivi script to /usr/local/bin\n",
            "\n",
            "Using /usr/local/lib/python3.7/dist-packages\n",
            "Searching for absl-py==1.0.0\n",
            "Best match: absl-py 1.0.0\n",
            "Adding absl-py 1.0.0 to easy-install.pth file\n",
            "\n",
            "Using /usr/local/lib/python3.7/dist-packages\n",
            "Searching for setuptools==57.4.0\n",
            "Best match: setuptools 57.4.0\n",
            "Adding setuptools 57.4.0 to easy-install.pth file\n",
            "\n",
            "Using /usr/local/lib/python3.7/dist-packages\n",
            "Searching for protobuf==3.17.3\n",
            "Best match: protobuf 3.17.3\n",
            "Adding protobuf 3.17.3 to easy-install.pth file\n",
            "\n",
            "Using /usr/local/lib/python3.7/dist-packages\n",
            "Searching for Markdown==3.3.6\n",
            "Best match: Markdown 3.3.6\n",
            "Adding Markdown 3.3.6 to easy-install.pth file\n",
            "Installing markdown_py script to /usr/local/bin\n",
            "\n",
            "Using /usr/local/lib/python3.7/dist-packages\n",
            "Searching for tensorboard-plugin-wit==1.8.1\n",
            "Best match: tensorboard-plugin-wit 1.8.1\n",
            "Adding tensorboard-plugin-wit 1.8.1 to easy-install.pth file\n",
            "\n",
            "Using /usr/local/lib/python3.7/dist-packages\n",
            "Searching for google-auth==1.35.0\n",
            "Best match: google-auth 1.35.0\n",
            "Adding google-auth 1.35.0 to easy-install.pth file\n",
            "\n",
            "Using /usr/local/lib/python3.7/dist-packages\n",
            "Searching for tensorboard-data-server==0.6.1\n",
            "Best match: tensorboard-data-server 0.6.1\n",
            "Adding tensorboard-data-server 0.6.1 to easy-install.pth file\n",
            "\n",
            "Using /usr/local/lib/python3.7/dist-packages\n",
            "Searching for google-auth-oauthlib==0.4.6\n",
            "Best match: google-auth-oauthlib 0.4.6\n",
            "Adding google-auth-oauthlib 0.4.6 to easy-install.pth file\n",
            "Installing google-oauthlib-tool script to /usr/local/bin\n",
            "\n",
            "Using /usr/local/lib/python3.7/dist-packages\n",
            "Searching for grpcio==1.43.0\n",
            "Best match: grpcio 1.43.0\n",
            "Adding grpcio 1.43.0 to easy-install.pth file\n",
            "\n",
            "Using /usr/local/lib/python3.7/dist-packages\n",
            "Searching for wheel==0.37.1\n",
            "Best match: wheel 0.37.1\n",
            "Adding wheel 0.37.1 to easy-install.pth file\n",
            "Installing wheel script to /usr/local/bin\n",
            "\n",
            "Using /usr/local/lib/python3.7/dist-packages\n",
            "Searching for Werkzeug==1.0.1\n",
            "Best match: Werkzeug 1.0.1\n",
            "Adding Werkzeug 1.0.1 to easy-install.pth file\n",
            "\n",
            "Using /usr/local/lib/python3.7/dist-packages\n",
            "Searching for matplotlib==3.2.2\n",
            "Best match: matplotlib 3.2.2\n",
            "Adding matplotlib 3.2.2 to easy-install.pth file\n",
            "\n",
            "Using /usr/local/lib/python3.7/dist-packages\n",
            "Searching for llvmlite==0.34.0\n",
            "Best match: llvmlite 0.34.0\n",
            "Adding llvmlite 0.34.0 to easy-install.pth file\n",
            "\n",
            "Using /usr/local/lib/python3.7/dist-packages\n",
            "Searching for certifi==2021.10.8\n",
            "Best match: certifi 2021.10.8\n",
            "Adding certifi 2021.10.8 to easy-install.pth file\n",
            "\n",
            "Using /usr/local/lib/python3.7/dist-packages\n",
            "Searching for chardet==3.0.4\n",
            "Best match: chardet 3.0.4\n",
            "Adding chardet 3.0.4 to easy-install.pth file\n",
            "Installing chardetect script to /usr/local/bin\n",
            "\n",
            "Using /usr/local/lib/python3.7/dist-packages\n",
            "Searching for idna==2.10\n",
            "Best match: idna 2.10\n",
            "Adding idna 2.10 to easy-install.pth file\n",
            "\n",
            "Using /usr/local/lib/python3.7/dist-packages\n",
            "Searching for urllib3==1.24.3\n",
            "Best match: urllib3 1.24.3\n",
            "Adding urllib3 1.24.3 to easy-install.pth file\n",
            "\n",
            "Using /usr/local/lib/python3.7/dist-packages\n",
            "Searching for imageio==2.4.1\n",
            "Best match: imageio 2.4.1\n",
            "Adding imageio 2.4.1 to easy-install.pth file\n",
            "Installing imageio_download_bin script to /usr/local/bin\n",
            "Installing imageio_remove_bin script to /usr/local/bin\n",
            "\n",
            "Using /usr/local/lib/python3.7/dist-packages\n",
            "Searching for tifffile==2021.11.2\n",
            "Best match: tifffile 2021.11.2\n",
            "Adding tifffile 2021.11.2 to easy-install.pth file\n",
            "Installing lsm2bin script to /usr/local/bin\n",
            "Installing tiff2fsspec script to /usr/local/bin\n",
            "Installing tiffcomment script to /usr/local/bin\n",
            "Installing tifffile script to /usr/local/bin\n",
            "\n",
            "Using /usr/local/lib/python3.7/dist-packages\n",
            "Searching for networkx==2.6.3\n",
            "Best match: networkx 2.6.3\n",
            "Adding networkx 2.6.3 to easy-install.pth file\n",
            "\n",
            "Using /usr/local/lib/python3.7/dist-packages\n",
            "Searching for PyWavelets==1.2.0\n",
            "Best match: PyWavelets 1.2.0\n",
            "Adding PyWavelets 1.2.0 to easy-install.pth file\n",
            "\n",
            "Using /usr/local/lib/python3.7/dist-packages\n",
            "Searching for six==1.15.0\n",
            "Best match: six 1.15.0\n",
            "Adding six 1.15.0 to easy-install.pth file\n",
            "\n",
            "Using /usr/local/lib/python3.7/dist-packages\n",
            "Searching for importlib-metadata==4.10.1\n",
            "Best match: importlib-metadata 4.10.1\n",
            "Adding importlib-metadata 4.10.1 to easy-install.pth file\n",
            "\n",
            "Using /usr/local/lib/python3.7/dist-packages\n",
            "Searching for rsa==4.8\n",
            "Best match: rsa 4.8\n",
            "Adding rsa 4.8 to easy-install.pth file\n",
            "Installing pyrsa-decrypt script to /usr/local/bin\n",
            "Installing pyrsa-encrypt script to /usr/local/bin\n",
            "Installing pyrsa-keygen script to /usr/local/bin\n",
            "Installing pyrsa-priv2pub script to /usr/local/bin\n",
            "Installing pyrsa-sign script to /usr/local/bin\n",
            "Installing pyrsa-verify script to /usr/local/bin\n",
            "\n",
            "Using /usr/local/lib/python3.7/dist-packages\n",
            "Searching for cachetools==4.2.4\n",
            "Best match: cachetools 4.2.4\n",
            "Adding cachetools 4.2.4 to easy-install.pth file\n",
            "\n",
            "Using /usr/local/lib/python3.7/dist-packages\n",
            "Searching for pyasn1-modules==0.2.8\n",
            "Best match: pyasn1-modules 0.2.8\n",
            "Adding pyasn1-modules 0.2.8 to easy-install.pth file\n",
            "\n",
            "Using /usr/local/lib/python3.7/dist-packages\n",
            "Searching for requests-oauthlib==1.3.1\n",
            "Best match: requests-oauthlib 1.3.1\n",
            "Adding requests-oauthlib 1.3.1 to easy-install.pth file\n",
            "\n",
            "Using /usr/local/lib/python3.7/dist-packages\n",
            "Searching for cycler==0.11.0\n",
            "Best match: cycler 0.11.0\n",
            "Adding cycler 0.11.0 to easy-install.pth file\n",
            "\n",
            "Using /usr/local/lib/python3.7/dist-packages\n",
            "Searching for pyparsing==3.0.7\n",
            "Best match: pyparsing 3.0.7\n",
            "Adding pyparsing 3.0.7 to easy-install.pth file\n",
            "\n",
            "Using /usr/local/lib/python3.7/dist-packages\n",
            "Searching for kiwisolver==1.3.2\n",
            "Best match: kiwisolver 1.3.2\n",
            "Adding kiwisolver 1.3.2 to easy-install.pth file\n",
            "\n",
            "Using /usr/local/lib/python3.7/dist-packages\n",
            "Searching for python-dateutil==2.8.2\n",
            "Best match: python-dateutil 2.8.2\n",
            "Adding python-dateutil 2.8.2 to easy-install.pth file\n",
            "\n",
            "Using /usr/local/lib/python3.7/dist-packages\n",
            "Searching for zipp==3.7.0\n",
            "Best match: zipp 3.7.0\n",
            "Adding zipp 3.7.0 to easy-install.pth file\n",
            "\n",
            "Using /usr/local/lib/python3.7/dist-packages\n",
            "Searching for pyasn1==0.4.8\n",
            "Best match: pyasn1 0.4.8\n",
            "Adding pyasn1 0.4.8 to easy-install.pth file\n",
            "\n",
            "Using /usr/local/lib/python3.7/dist-packages\n",
            "Searching for oauthlib==3.2.0\n",
            "Best match: oauthlib 3.2.0\n",
            "Adding oauthlib 3.2.0 to easy-install.pth file\n",
            "\n",
            "Using /usr/local/lib/python3.7/dist-packages\n",
            "Finished processing dependencies for realesrgan==0.2.3.0\n",
            "--2022-02-13 14:09:10--  https://github.com/xinntao/Real-ESRGAN/releases/download/v0.1.0/RealESRGAN_x4plus.pth\n",
            "Resolving github.com (github.com)... 140.82.113.3\n",
            "Connecting to github.com (github.com)|140.82.113.3|:443... connected.\n",
            "HTTP request sent, awaiting response... 302 Found\n",
            "Location: https://objects.githubusercontent.com/github-production-release-asset-2e65be/387326890/08f0e941-ebb7-48f0-9d6a-73e87b710e7e?X-Amz-Algorithm=AWS4-HMAC-SHA256&X-Amz-Credential=AKIAIWNJYAX4CSVEH53A%2F20220213%2Fus-east-1%2Fs3%2Faws4_request&X-Amz-Date=20220213T140910Z&X-Amz-Expires=300&X-Amz-Signature=9914fa46bf2b61ad218da7486a489099b3d9e3cc7f0b964a1697afc9b872f5ba&X-Amz-SignedHeaders=host&actor_id=0&key_id=0&repo_id=387326890&response-content-disposition=attachment%3B%20filename%3DRealESRGAN_x4plus.pth&response-content-type=application%2Foctet-stream [following]\n",
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            "Length: 67040989 (64M) [application/octet-stream]\n",
            "Saving to: ‘experiments/pretrained_models/RealESRGAN_x4plus.pth’\n",
            "\n",
            "RealESRGAN_x4plus.p 100%[===================>]  63.93M   213MB/s    in 0.3s    \n",
            "\n",
            "2022-02-13 14:09:10 (213 MB/s) - ‘experiments/pretrained_models/RealESRGAN_x4plus.pth’ saved [67040989/67040989]\n",
            "\n"
          ]
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "4pr9am3HWtvH"
      },
      "source": [
        "# 2. This section is for creating some important folders (IMPORTANT : Please Read)\n",
        "\n",
        "\n",
        "\n",
        "*   First Run this cell\n",
        "\n",
        "*   Once you've run the cell , you can see that a folder named \"videos\" will be created inside the Real-ESRGAN folder\n",
        "\n",
        "\n",
        "*   Just drag and drop any number of videos from your computer and place them inside the \"videos\" folder. (videos you want to upscale)\n",
        "\n",
        "\n",
        "\n",
        "\n",
        "\n"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "u1tiyMZJW5td"
      },
      "source": [
        "import os\n",
        "from google.colab import files\n",
        "import shutil\n",
        "\n",
        "upload_folder = 'upload'\n",
        "result_folder = 'results'\n",
        "video_folder = 'videos'\n",
        "video_result_folder = 'results_videos'\n",
        "video_mp4_result_folder = 'results_mp4_videos'\n",
        "\n",
        "if os.path.isdir(upload_folder):\n",
        "  print(upload_folder+\" exists\")\n",
        "else :\n",
        "  os.mkdir(upload_folder)\n",
        "\n",
        "if os.path.isdir(video_folder):\n",
        "  print(video_folder+\" exists\")\n",
        "else :\n",
        "  os.mkdir(video_folder)\n",
        "\n",
        "if os.path.isdir(video_result_folder):\n",
        "  print(video_result_folder+\" exists\")\n",
        "else :\n",
        "  os.mkdir(video_result_folder)\n",
        "\n",
        "if os.path.isdir(video_mp4_result_folder):\n",
        "  print(video_mp4_result_folder+\" exists\")\n",
        "else :\n",
        "  os.mkdir(video_mp4_result_folder)\n",
        "\n",
        "if os.path.isdir(result_folder):\n",
        "  print(result_folder+\" exists\")\n",
        "  \n",
        "else :\n",
        "  os.mkdir(result_folder)  \n",
        "\n"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "rqiEtaOYXnrt"
      },
      "source": [
        "\n",
        "# 3. Inference (Please READ)\n",
        "\n",
        "\n",
        "\n",
        "*   Then run this cell , it will take a good amount of time depending on the length of your video and how many videos you want to upscale\n",
        "\n",
        "*   Once the upscaling process is complete , you can find your upscaled video results , under the \"results_mp4_videos\" folder.\n",
        "\n",
        "\n",
        "\n",
        "*   By default the video is upscaled to a 25fps format,  in case you want to change that , it can be changed within the cell below , \n",
        "change the \"fps\" variable. (Can be found  towards the end part of the code section.)\n",
        "\n",
        "\n",
        "\n",
        "\n",
        "\n",
        "\n"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "XTVL4m_zXqBU",
        "outputId": "54a0971a-dea0-4f64-d474-3b3aabfd5cd3"
      },
      "source": [
        "import cv2\n",
        "import numpy as np\n",
        "import glob\n",
        "from os.path import isfile, join\n",
        "import subprocess\n",
        "from IPython.display import clear_output  \n",
        "\n",
        "# assign directory\n",
        "directory = '/content/Real-ESRGAN/videos' #PATH_WITH_INPUT_VIDEOS\n",
        "zee = 0\n",
        "\n",
        "#deletes frames from previous video\n",
        "for f in os.listdir(upload_folder): \n",
        "    os.remove(os.path.join(upload_folder, f))\n",
        "\n",
        "#deletes upscaled frames from previous video\n",
        "for f in os.listdir(result_folder): \n",
        "    os.remove(os.path.join(result_folder, f))\n",
        "\n",
        "#clearing previous .avi files\n",
        "for f in os.listdir(video_result_folder): \n",
        "    os.remove(os.path.join(video_result_folder, f))\n",
        "     \n",
        "#clearing .mp4 result files\n",
        "for f in os.listdir(video_mp4_result_folder): \n",
        "    os.remove(os.path.join(video_mp4_result_folder, f))\n",
        "\n",
        "\n",
        "def convert_frames_to_video(pathIn,pathOut,fps):\n",
        "    frame_array = []\n",
        "    files = [f for f in os.listdir(pathIn) if isfile(join(pathIn, f))]\n",
        "    #for sorting the file names properly\n",
        "    files.sort(key = lambda x: int(x[5:-4]))\n",
        "    size2 = (0,0)\n",
        "\n",
        "    for i in range(len(files)):\n",
        "        filename=pathIn + files[i]\n",
        "        #reading each files\n",
        "        img = cv2.imread(filename)\n",
        "        height, width, layers = img.shape\n",
        "        size = (width,height)\n",
        "        size2 = size\n",
        "        print(filename)\n",
        "        #inserting the frames into an image array\n",
        "        frame_array.append(img)\n",
        "    out = cv2.VideoWriter(pathOut,cv2.VideoWriter_fourcc(*'DIVX'), fps, size2)\n",
        "    for i in range(len(frame_array)):\n",
        "        # writing to a image array\n",
        "        out.write(frame_array[i])\n",
        "    out.release()\n",
        "    \n",
        "        \n",
        "for filename in os.listdir(directory):\n",
        "    \n",
        "    f = os.path.join(directory, filename)\n",
        "    # checking if it is a file\n",
        "    if os.path.isfile(f):\n",
        "      \n",
        "      \n",
        "      print(\"PROCESSING :\"+str(f)+\"\\n\")\n",
        "      # Read the video from specified path\n",
        "    \n",
        "      #video to frames\n",
        "      cam = cv2.VideoCapture(str(f))\n",
        "\n",
        "      try:\n",
        "\n",
        "          # PATH TO STORE VIDEO FRAMES\n",
        "          if not os.path.exists('/content/Real-ESRGAN/upload'):\n",
        "              os.makedirs('/content/Real-ESRGAN/upload')\n",
        "\n",
        "      # if not created then raise error\n",
        "      except OSError:\n",
        "          print ('Error: Creating directory of data')\n",
        "\n",
        "      # frame\n",
        "      currentframe = 0\n",
        "\n",
        "      #clear all folders\n",
        "\n",
        "\n",
        "      #deletes upscaled frames from previous video\n",
        "      #for f in os.listdir(result_folder):\n",
        "      #  os.remove(os.path.join(result_folder, f))      \n",
        "      \n",
        "\n",
        "\n",
        "\n",
        "      while(True):\n",
        "\n",
        "          # reading from frame\n",
        "          ret,frame = cam.read()\n",
        "\n",
        "          if ret:\n",
        "              # if video is still left continue creating images\n",
        "              name = '/content/Real-ESRGAN/upload/frame' + str(currentframe) + '.jpg'\n",
        "\n",
        "              # writing the extracted images\n",
        "              cv2.imwrite(name, frame)\n",
        "\n",
        "\n",
        "                # increasing counter so that it will\n",
        "                # show how many frames are created\n",
        "              currentframe += 1\n",
        "          else:\n",
        "              #deletes all the videos you uploaded for upscaling\n",
        "              #for f in os.listdir(video_folder):\n",
        "              #  os.remove(os.path.join(video_folder, f)) \n",
        "\n",
        "              break\n",
        "      \n",
        "        # Release all space and windows once done\n",
        "      cam.release()\n",
        "      cv2.destroyAllWindows()\n",
        "      \n",
        "      #apply super-resolution on all frames of a video\n",
        "      #scale factor is by 3.5x  \n",
        "\n",
        "      !python inference_realesrgan.py -n RealESRGAN_x4plus -i upload --outscale 2 --half --face_enhance --tile 128\n",
        "\n",
        "      #after upscaling just delete the source frames\n",
        "      for f in os.listdir(upload_folder): \n",
        "          os.remove(os.path.join(upload_folder, f))     \n",
        "\n",
        "      #rename all frames in \"results\" to remove the 'out' substring from the processing results\n",
        "      paths = (os.path.join(root, filename)\n",
        "              for root, _, filenames in os.walk('/content/Real-ESRGAN/results')\n",
        "              for filename in filenames)\n",
        "      for path in paths:\n",
        "          newname = path.replace('_out', '')\n",
        "          if newname != path:\n",
        "              os.rename(path, newname)      \n",
        "      \n",
        "      #convert super res frames to .avi  \n",
        "      pathIn = '/content/Real-ESRGAN/results/'\n",
        "\n",
        "      zee = zee+1\n",
        "      fName = \"video\"+str(zee)  \n",
        "      filenameVid = f\"{fName}.avi\"\n",
        "        \n",
        "      pathOut = \"/content/Real-ESRGAN/results_videos/\"+filenameVid\n",
        "\n",
        "      fps = 25.0 #change this to FPS of your source video\n",
        "\n",
        "      convert_frames_to_video(pathIn, pathOut, fps)      \n",
        "\n",
        "      #after processing frames converted to .avi video , delete upscaled frames from previous video\n",
        "      for f in os.listdir(result_folder): \n",
        "          os.remove(os.path.join(result_folder, f))\n",
        "\n",
        "      #convert .avi to .mp4\n",
        "      src = '/content/Real-ESRGAN/results_videos/'\n",
        "      dst = '/content/Real-ESRGAN/results_mp4_videos/'\n",
        "\n",
        "      for root, dirs, filenames in os.walk(src, topdown=False):\n",
        "          #print(filenames)\n",
        "          for filename in filenames:\n",
        "              print('[INFO] 1',filename)\n",
        "              try:\n",
        "                  _format = ''\n",
        "                  if \".flv\" in filename.lower():\n",
        "                      _format=\".flv\"\n",
        "                  if \".mp4\" in filename.lower():\n",
        "                      _format=\".mp4\"\n",
        "                  if \".avi\" in filename.lower():\n",
        "                      _format=\".avi\"\n",
        "                  if \".mov\" in filename.lower():\n",
        "                      _format=\".mov\"\n",
        "\n",
        "                  inputfile = os.path.join(root, filename)\n",
        "                  print('[INFO] 1',inputfile)\n",
        "                  outputfile = os.path.join(dst, filename.lower().replace(_format, \".mp4\"))\n",
        "                  subprocess.call(['ffmpeg', '-i', inputfile, outputfile])  \n",
        "              except:\n",
        "                  print(\"An exception occurred\")        \n",
        "  \n",
        "      clear_output(wait=True)\n",
        "\n",
        "      #clearing previous .avi files\n",
        "      for f in os.listdir(video_result_folder): \n",
        "          os.remove(os.path.join(video_result_folder, f))\n",
        "\n",
        "      #deletes frames from previous video\n",
        "      #for f in os.listdir(upload_folder):\n",
        "      #  os.remove(os.path.join(upload_folder, f))\n",
        "\n",
        "        \n",
        "\n",
        "      # if it is out of memory, try to use the `--tile` option\n",
        "# We upsample the image with the scale factor X3.5\n",
        "\n",
        "# Arguments\n",
        "# -n, --model_name: Model names\n",
        "# -i, --input: input folder or image\n",
        "# --outscale: Output scale, can be arbitrary scale factore. "
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "PROCESSING :/content/Real-ESRGAN/videos/death-note-light-yagami.mp4\n",
            "\n",
            "Testing 0 frame0\n",
            "\tTile 1/15\n",
            "\tTile 2/15\n",
            "\tTile 3/15\n",
            "\tTile 4/15\n",
            "\tTile 5/15\n",
            "\tTile 6/15\n",
            "\tTile 7/15\n",
            "\tTile 8/15\n",
            "\tTile 9/15\n",
            "\tTile 10/15\n",
            "\tTile 11/15\n",
            "\tTile 12/15\n",
            "\tTile 13/15\n",
            "\tTile 14/15\n",
            "\tTile 15/15\n",
            "Testing 1 frame1\n",
            "\tTile 1/15\n",
            "\tTile 2/15\n",
            "\tTile 3/15\n",
            "\tTile 4/15\n",
            "\tTile 5/15\n",
            "\tTile 6/15\n",
            "\tTile 7/15\n",
            "\tTile 8/15\n",
            "\tTile 9/15\n",
            "\tTile 10/15\n",
            "\tTile 11/15\n",
            "\tTile 12/15\n",
            "\tTile 13/15\n",
            "\tTile 14/15\n",
            "\tTile 15/15\n",
            "Testing 2 frame10\n",
            "/usr/local/lib/python3.7/dist-packages/torch/nn/functional.py:3680: UserWarning: The default behavior for interpolate/upsample with float scale_factor changed in 1.6.0 to align with other frameworks/libraries, and now uses scale_factor directly, instead of relying on the computed output size. If you wish to restore the old behavior, please set recompute_scale_factor=True. See the documentation of nn.Upsample for details. \n",
            "  \"The default behavior for interpolate/upsample with float scale_factor changed \"\n",
            "\tTile 1/15\n",
            "\tTile 2/15\n",
            "\tTile 3/15\n",
            "\tTile 4/15\n",
            "\tTile 5/15\n",
            "\tTile 6/15\n",
            "\tTile 7/15\n",
            "\tTile 8/15\n",
            "\tTile 9/15\n",
            "\tTile 10/15\n",
            "\tTile 11/15\n",
            "\tTile 12/15\n",
            "\tTile 13/15\n",
            "\tTile 14/15\n",
            "\tTile 15/15\n",
            "Testing 3 frame11\n",
            "\tTile 1/15\n",
            "\tTile 2/15\n",
            "\tTile 3/15\n",
            "\tTile 4/15\n",
            "\tTile 5/15\n",
            "\tTile 6/15\n",
            "\tTile 7/15\n",
            "\tTile 8/15\n",
            "\tTile 9/15\n",
            "\tTile 10/15\n",
            "\tTile 11/15\n",
            "\tTile 12/15\n",
            "\tTile 13/15\n",
            "\tTile 14/15\n",
            "\tTile 15/15\n",
            "Testing 4 frame12\n",
            "\tTile 1/15\n",
            "\tTile 2/15\n",
            "\tTile 3/15\n",
            "\tTile 4/15\n",
            "\tTile 5/15\n",
            "\tTile 6/15\n",
            "\tTile 7/15\n",
            "\tTile 8/15\n",
            "\tTile 9/15\n",
            "\tTile 10/15\n",
            "\tTile 11/15\n",
            "\tTile 12/15\n",
            "\tTile 13/15\n",
            "\tTile 14/15\n",
            "\tTile 15/15\n",
            "Testing 5 frame13\n",
            "\tTile 1/15\n",
            "\tTile 2/15\n",
            "\tTile 3/15\n",
            "\tTile 4/15\n",
            "\tTile 5/15\n",
            "\tTile 6/15\n",
            "\tTile 7/15\n",
            "\tTile 8/15\n",
            "\tTile 9/15\n",
            "\tTile 10/15\n",
            "\tTile 11/15\n",
            "\tTile 12/15\n",
            "\tTile 13/15\n",
            "\tTile 14/15\n",
            "\tTile 15/15\n",
            "Testing 6 frame14\n",
            "\tTile 1/15\n",
            "\tTile 2/15\n",
            "\tTile 3/15\n",
            "\tTile 4/15\n",
            "\tTile 5/15\n",
            "\tTile 6/15\n",
            "\tTile 7/15\n",
            "\tTile 8/15\n",
            "\tTile 9/15\n",
            "\tTile 10/15\n",
            "\tTile 11/15\n",
            "\tTile 12/15\n",
            "\tTile 13/15\n",
            "\tTile 14/15\n",
            "\tTile 15/15\n",
            "Testing 7 frame15\n",
            "\tTile 1/15\n",
            "\tTile 2/15\n",
            "\tTile 3/15\n",
            "\tTile 4/15\n",
            "\tTile 5/15\n",
            "\tTile 6/15\n",
            "\tTile 7/15\n",
            "\tTile 8/15\n",
            "\tTile 9/15\n",
            "\tTile 10/15\n",
            "\tTile 11/15\n",
            "\tTile 12/15\n",
            "\tTile 13/15\n",
            "\tTile 14/15\n",
            "\tTile 15/15\n",
            "Testing 8 frame16\n",
            "\tTile 1/15\n",
            "\tTile 2/15\n",
            "\tTile 3/15\n",
            "\tTile 4/15\n",
            "\tTile 5/15\n",
            "\tTile 6/15\n",
            "\tTile 7/15\n",
            "\tTile 8/15\n",
            "\tTile 9/15\n",
            "\tTile 10/15\n",
            "\tTile 11/15\n",
            "\tTile 12/15\n",
            "\tTile 13/15\n",
            "\tTile 14/15\n",
            "\tTile 15/15\n",
            "Testing 9 frame17\n",
            "\tTile 1/15\n",
            "\tTile 2/15\n",
            "\tTile 3/15\n",
            "\tTile 4/15\n",
            "\tTile 5/15\n",
            "\tTile 6/15\n",
            "\tTile 7/15\n",
            "\tTile 8/15\n",
            "\tTile 9/15\n",
            "\tTile 10/15\n",
            "\tTile 11/15\n",
            "\tTile 12/15\n",
            "\tTile 13/15\n",
            "\tTile 14/15\n",
            "\tTile 15/15\n",
            "Testing 10 frame18\n",
            "\tTile 1/15\n",
            "\tTile 2/15\n",
            "\tTile 3/15\n",
            "\tTile 4/15\n",
            "\tTile 5/15\n",
            "\tTile 6/15\n",
            "\tTile 7/15\n",
            "\tTile 8/15\n",
            "\tTile 9/15\n",
            "\tTile 10/15\n",
            "\tTile 11/15\n",
            "\tTile 12/15\n",
            "\tTile 13/15\n",
            "\tTile 14/15\n",
            "\tTile 15/15\n",
            "Testing 11 frame19\n",
            "\tTile 1/15\n",
            "\tTile 2/15\n",
            "\tTile 3/15\n",
            "\tTile 4/15\n",
            "\tTile 5/15\n",
            "\tTile 6/15\n",
            "\tTile 7/15\n",
            "\tTile 8/15\n",
            "\tTile 9/15\n",
            "\tTile 10/15\n",
            "\tTile 11/15\n",
            "\tTile 12/15\n",
            "\tTile 13/15\n",
            "\tTile 14/15\n",
            "\tTile 15/15\n",
            "Testing 12 frame2\n",
            "\tTile 1/15\n",
            "\tTile 2/15\n",
            "\tTile 3/15\n",
            "\tTile 4/15\n",
            "\tTile 5/15\n",
            "\tTile 6/15\n",
            "\tTile 7/15\n",
            "\tTile 8/15\n",
            "\tTile 9/15\n",
            "\tTile 10/15\n",
            "\tTile 11/15\n",
            "\tTile 12/15\n",
            "\tTile 13/15\n",
            "\tTile 14/15\n",
            "\tTile 15/15\n",
            "Testing 13 frame20\n",
            "\tTile 1/15\n",
            "\tTile 2/15\n",
            "\tTile 3/15\n",
            "\tTile 4/15\n",
            "\tTile 5/15\n",
            "\tTile 6/15\n",
            "\tTile 7/15\n",
            "\tTile 8/15\n",
            "\tTile 9/15\n",
            "\tTile 10/15\n",
            "\tTile 11/15\n",
            "\tTile 12/15\n",
            "\tTile 13/15\n",
            "\tTile 14/15\n",
            "\tTile 15/15\n",
            "Testing 14 frame21\n",
            "\tTile 1/15\n",
            "\tTile 2/15\n",
            "\tTile 3/15\n",
            "\tTile 4/15\n",
            "\tTile 5/15\n",
            "\tTile 6/15\n",
            "\tTile 7/15\n",
            "\tTile 8/15\n",
            "\tTile 9/15\n",
            "\tTile 10/15\n",
            "\tTile 11/15\n",
            "\tTile 12/15\n",
            "\tTile 13/15\n",
            "\tTile 14/15\n",
            "\tTile 15/15\n",
            "Testing 15 frame22\n",
            "\tTile 1/15\n",
            "\tTile 2/15\n",
            "\tTile 3/15\n",
            "\tTile 4/15\n",
            "\tTile 5/15\n",
            "\tTile 6/15\n",
            "\tTile 7/15\n",
            "\tTile 8/15\n",
            "\tTile 9/15\n",
            "\tTile 10/15\n",
            "\tTile 11/15\n",
            "\tTile 12/15\n",
            "\tTile 13/15\n",
            "\tTile 14/15\n",
            "\tTile 15/15\n",
            "Testing 16 frame23\n",
            "\tTile 1/15\n",
            "\tTile 2/15\n",
            "\tTile 3/15\n",
            "\tTile 4/15\n",
            "\tTile 5/15\n",
            "\tTile 6/15\n",
            "\tTile 7/15\n",
            "\tTile 8/15\n",
            "\tTile 9/15\n",
            "\tTile 10/15\n",
            "\tTile 11/15\n",
            "\tTile 12/15\n",
            "\tTile 13/15\n",
            "\tTile 14/15\n",
            "\tTile 15/15\n",
            "Testing 17 frame24\n",
            "\tTile 1/15\n",
            "\tTile 2/15\n",
            "\tTile 3/15\n",
            "\tTile 4/15\n",
            "\tTile 5/15\n",
            "\tTile 6/15\n",
            "\tTile 7/15\n",
            "\tTile 8/15\n",
            "\tTile 9/15\n",
            "\tTile 10/15\n",
            "\tTile 11/15\n",
            "\tTile 12/15\n",
            "\tTile 13/15\n",
            "\tTile 14/15\n",
            "\tTile 15/15\n",
            "Testing 18 frame25\n",
            "\tTile 1/15\n",
            "\tTile 2/15\n",
            "\tTile 3/15\n",
            "\tTile 4/15\n",
            "\tTile 5/15\n",
            "\tTile 6/15\n",
            "\tTile 7/15\n",
            "\tTile 8/15\n",
            "\tTile 9/15\n",
            "\tTile 10/15\n",
            "\tTile 11/15\n",
            "\tTile 12/15\n",
            "\tTile 13/15\n",
            "\tTile 14/15\n",
            "\tTile 15/15\n",
            "Testing 19 frame26\n",
            "\tTile 1/15\n",
            "\tTile 2/15\n",
            "\tTile 3/15\n",
            "\tTile 4/15\n",
            "\tTile 5/15\n",
            "\tTile 6/15\n",
            "\tTile 7/15\n",
            "\tTile 8/15\n",
            "\tTile 9/15\n",
            "\tTile 10/15\n",
            "\tTile 11/15\n",
            "\tTile 12/15\n",
            "\tTile 13/15\n",
            "\tTile 14/15\n",
            "\tTile 15/15\n",
            "Testing 20 frame27\n",
            "\tTile 1/15\n",
            "\tTile 2/15\n",
            "\tTile 3/15\n",
            "\tTile 4/15\n",
            "\tTile 5/15\n",
            "\tTile 6/15\n",
            "\tTile 7/15\n",
            "\tTile 8/15\n",
            "\tTile 9/15\n",
            "\tTile 10/15\n",
            "\tTile 11/15\n",
            "\tTile 12/15\n",
            "\tTile 13/15\n",
            "\tTile 14/15\n",
            "\tTile 15/15\n",
            "Testing 21 frame28\n",
            "\tTile 1/15\n",
            "\tTile 2/15\n",
            "\tTile 3/15\n",
            "\tTile 4/15\n",
            "\tTile 5/15\n",
            "\tTile 6/15\n",
            "\tTile 7/15\n",
            "\tTile 8/15\n",
            "\tTile 9/15\n",
            "\tTile 10/15\n",
            "\tTile 11/15\n",
            "\tTile 12/15\n",
            "\tTile 13/15\n",
            "\tTile 14/15\n",
            "\tTile 15/15\n",
            "Testing 22 frame29\n",
            "\tTile 1/15\n",
            "\tTile 2/15\n",
            "\tTile 3/15\n",
            "\tTile 4/15\n",
            "\tTile 5/15\n",
            "\tTile 6/15\n",
            "\tTile 7/15\n",
            "\tTile 8/15\n",
            "\tTile 9/15\n",
            "\tTile 10/15\n",
            "\tTile 11/15\n",
            "\tTile 12/15\n",
            "\tTile 13/15\n",
            "\tTile 14/15\n",
            "\tTile 15/15\n",
            "Testing 23 frame3\n",
            "\tTile 1/15\n",
            "\tTile 2/15\n",
            "\tTile 3/15\n",
            "\tTile 4/15\n",
            "\tTile 5/15\n",
            "\tTile 6/15\n",
            "\tTile 7/15\n",
            "\tTile 8/15\n",
            "\tTile 9/15\n",
            "\tTile 10/15\n",
            "\tTile 11/15\n",
            "\tTile 12/15\n",
            "\tTile 13/15\n",
            "\tTile 14/15\n",
            "\tTile 15/15\n",
            "Testing 24 frame30\n",
            "\tTile 1/15\n",
            "\tTile 2/15\n",
            "\tTile 3/15\n",
            "\tTile 4/15\n",
            "\tTile 5/15\n",
            "\tTile 6/15\n",
            "\tTile 7/15\n",
            "\tTile 8/15\n",
            "\tTile 9/15\n",
            "\tTile 10/15\n",
            "\tTile 11/15\n",
            "\tTile 12/15\n",
            "\tTile 13/15\n",
            "\tTile 14/15\n",
            "\tTile 15/15\n",
            "Testing 25 frame31\n",
            "\tTile 1/15\n",
            "\tTile 2/15\n",
            "\tTile 3/15\n",
            "\tTile 4/15\n",
            "\tTile 5/15\n",
            "\tTile 6/15\n",
            "\tTile 7/15\n",
            "\tTile 8/15\n",
            "\tTile 9/15\n",
            "\tTile 10/15\n",
            "\tTile 11/15\n",
            "\tTile 12/15\n",
            "\tTile 13/15\n",
            "\tTile 14/15\n",
            "\tTile 15/15\n",
            "Testing 26 frame32\n",
            "\tTile 1/15\n",
            "\tTile 2/15\n",
            "\tTile 3/15\n",
            "\tTile 4/15\n",
            "\tTile 5/15\n",
            "\tTile 6/15\n",
            "\tTile 7/15\n",
            "\tTile 8/15\n",
            "\tTile 9/15\n",
            "\tTile 10/15\n",
            "\tTile 11/15\n",
            "\tTile 12/15\n",
            "\tTile 13/15\n",
            "\tTile 14/15\n",
            "\tTile 15/15\n",
            "Testing 27 frame33\n",
            "\tTile 1/15\n",
            "\tTile 2/15\n",
            "\tTile 3/15\n",
            "\tTile 4/15\n",
            "\tTile 5/15\n",
            "\tTile 6/15\n",
            "\tTile 7/15\n",
            "\tTile 8/15\n",
            "\tTile 9/15\n",
            "\tTile 10/15\n",
            "\tTile 11/15\n",
            "\tTile 12/15\n",
            "\tTile 13/15\n",
            "\tTile 14/15\n",
            "\tTile 15/15\n",
            "Testing 28 frame34\n",
            "\tTile 1/15\n",
            "\tTile 2/15\n",
            "\tTile 3/15\n",
            "\tTile 4/15\n",
            "\tTile 5/15\n",
            "\tTile 6/15\n",
            "\tTile 7/15\n",
            "\tTile 8/15\n",
            "\tTile 9/15\n",
            "\tTile 10/15\n",
            "\tTile 11/15\n",
            "\tTile 12/15\n",
            "\tTile 13/15\n",
            "\tTile 14/15\n",
            "\tTile 15/15\n",
            "Testing 29 frame35\n",
            "\tTile 1/15\n",
            "\tTile 2/15\n",
            "\tTile 3/15\n",
            "\tTile 4/15\n",
            "\tTile 5/15\n",
            "\tTile 6/15\n",
            "\tTile 7/15\n",
            "\tTile 8/15\n",
            "\tTile 9/15\n",
            "\tTile 10/15\n",
            "\tTile 11/15\n",
            "\tTile 12/15\n",
            "\tTile 13/15\n",
            "\tTile 14/15\n",
            "\tTile 15/15\n",
            "Testing 30 frame36\n",
            "\tTile 1/15\n",
            "\tTile 2/15\n",
            "\tTile 3/15\n",
            "\tTile 4/15\n",
            "\tTile 5/15\n",
            "\tTile 6/15\n",
            "\tTile 7/15\n",
            "\tTile 8/15\n",
            "\tTile 9/15\n",
            "\tTile 10/15\n",
            "\tTile 11/15\n",
            "\tTile 12/15\n",
            "\tTile 13/15\n",
            "\tTile 14/15\n",
            "\tTile 15/15\n",
            "Testing 31 frame37\n",
            "\tTile 1/15\n",
            "\tTile 2/15\n",
            "\tTile 3/15\n",
            "\tTile 4/15\n",
            "\tTile 5/15\n",
            "\tTile 6/15\n",
            "\tTile 7/15\n",
            "\tTile 8/15\n",
            "\tTile 9/15\n",
            "\tTile 10/15\n",
            "\tTile 11/15\n",
            "\tTile 12/15\n",
            "\tTile 13/15\n",
            "\tTile 14/15\n",
            "\tTile 15/15\n",
            "Testing 32 frame38\n",
            "\tTile 1/15\n",
            "\tTile 2/15\n",
            "\tTile 3/15\n",
            "\tTile 4/15\n",
            "\tTile 5/15\n",
            "\tTile 6/15\n",
            "\tTile 7/15\n",
            "\tTile 8/15\n",
            "\tTile 9/15\n",
            "\tTile 10/15\n",
            "\tTile 11/15\n",
            "\tTile 12/15\n",
            "\tTile 13/15\n",
            "\tTile 14/15\n",
            "\tTile 15/15\n",
            "Testing 33 frame39\n",
            "\tTile 1/15\n",
            "\tTile 2/15\n",
            "\tTile 3/15\n",
            "\tTile 4/15\n",
            "\tTile 5/15\n",
            "\tTile 6/15\n",
            "\tTile 7/15\n",
            "\tTile 8/15\n",
            "\tTile 9/15\n",
            "\tTile 10/15\n",
            "\tTile 11/15\n",
            "\tTile 12/15\n",
            "\tTile 13/15\n",
            "\tTile 14/15\n",
            "\tTile 15/15\n",
            "Testing 34 frame4\n",
            "\tTile 1/15\n",
            "\tTile 2/15\n",
            "\tTile 3/15\n",
            "\tTile 4/15\n",
            "\tTile 5/15\n",
            "\tTile 6/15\n",
            "\tTile 7/15\n",
            "\tTile 8/15\n",
            "\tTile 9/15\n",
            "\tTile 10/15\n",
            "\tTile 11/15\n",
            "\tTile 12/15\n",
            "\tTile 13/15\n",
            "\tTile 14/15\n",
            "\tTile 15/15\n",
            "Testing 35 frame40\n",
            "\tTile 1/15\n",
            "\tTile 2/15\n",
            "\tTile 3/15\n",
            "\tTile 4/15\n",
            "\tTile 5/15\n",
            "\tTile 6/15\n",
            "\tTile 7/15\n",
            "\tTile 8/15\n",
            "\tTile 9/15\n",
            "\tTile 10/15\n",
            "\tTile 11/15\n",
            "\tTile 12/15\n",
            "\tTile 13/15\n",
            "\tTile 14/15\n",
            "\tTile 15/15\n",
            "Testing 36 frame41\n",
            "\tTile 1/15\n",
            "\tTile 2/15\n",
            "\tTile 3/15\n",
            "\tTile 4/15\n",
            "\tTile 5/15\n",
            "\tTile 6/15\n",
            "\tTile 7/15\n",
            "\tTile 8/15\n",
            "\tTile 9/15\n",
            "\tTile 10/15\n",
            "\tTile 11/15\n",
            "\tTile 12/15\n",
            "\tTile 13/15\n",
            "\tTile 14/15\n",
            "\tTile 15/15\n",
            "Testing 37 frame42\n",
            "\tTile 1/15\n",
            "\tTile 2/15\n",
            "\tTile 3/15\n",
            "\tTile 4/15\n",
            "\tTile 5/15\n",
            "\tTile 6/15\n",
            "\tTile 7/15\n",
            "\tTile 8/15\n",
            "\tTile 9/15\n",
            "\tTile 10/15\n",
            "\tTile 11/15\n",
            "\tTile 12/15\n",
            "\tTile 13/15\n",
            "\tTile 14/15\n",
            "\tTile 15/15\n",
            "Testing 38 frame43\n",
            "\tTile 1/15\n",
            "\tTile 2/15\n",
            "\tTile 3/15\n",
            "\tTile 4/15\n",
            "\tTile 5/15\n",
            "\tTile 6/15\n",
            "\tTile 7/15\n",
            "\tTile 8/15\n",
            "\tTile 9/15\n",
            "\tTile 10/15\n",
            "\tTile 11/15\n",
            "\tTile 12/15\n",
            "\tTile 13/15\n",
            "\tTile 14/15\n",
            "\tTile 15/15\n",
            "Testing 39 frame44\n",
            "\tTile 1/15\n",
            "\tTile 2/15\n",
            "\tTile 3/15\n",
            "\tTile 4/15\n",
            "\tTile 5/15\n",
            "\tTile 6/15\n",
            "\tTile 7/15\n",
            "\tTile 8/15\n",
            "\tTile 9/15\n",
            "\tTile 10/15\n",
            "\tTile 11/15\n",
            "\tTile 12/15\n",
            "\tTile 13/15\n",
            "\tTile 14/15\n",
            "\tTile 15/15\n",
            "Testing 40 frame45\n",
            "\tTile 1/15\n",
            "\tTile 2/15\n",
            "\tTile 3/15\n",
            "\tTile 4/15\n",
            "\tTile 5/15\n",
            "\tTile 6/15\n",
            "\tTile 7/15\n",
            "\tTile 8/15\n",
            "\tTile 9/15\n",
            "\tTile 10/15\n",
            "\tTile 11/15\n",
            "\tTile 12/15\n",
            "\tTile 13/15\n",
            "\tTile 14/15\n",
            "\tTile 15/15\n",
            "Testing 41 frame46\n",
            "\tTile 1/15\n",
            "\tTile 2/15\n",
            "\tTile 3/15\n",
            "\tTile 4/15\n",
            "\tTile 5/15\n",
            "\tTile 6/15\n",
            "\tTile 7/15\n",
            "\tTile 8/15\n",
            "\tTile 9/15\n",
            "\tTile 10/15\n",
            "\tTile 11/15\n",
            "\tTile 12/15\n",
            "\tTile 13/15\n",
            "\tTile 14/15\n",
            "\tTile 15/15\n",
            "Testing 42 frame47\n",
            "\tTile 1/15\n",
            "\tTile 2/15\n",
            "\tTile 3/15\n",
            "\tTile 4/15\n",
            "\tTile 5/15\n",
            "\tTile 6/15\n",
            "\tTile 7/15\n",
            "\tTile 8/15\n",
            "\tTile 9/15\n",
            "\tTile 10/15\n",
            "\tTile 11/15\n",
            "\tTile 12/15\n",
            "\tTile 13/15\n",
            "\tTile 14/15\n",
            "\tTile 15/15\n",
            "Testing 43 frame48\n",
            "\tTile 1/15\n",
            "\tTile 2/15\n",
            "\tTile 3/15\n",
            "\tTile 4/15\n",
            "\tTile 5/15\n",
            "\tTile 6/15\n",
            "\tTile 7/15\n",
            "\tTile 8/15\n",
            "\tTile 9/15\n",
            "\tTile 10/15\n",
            "\tTile 11/15\n",
            "\tTile 12/15\n",
            "\tTile 13/15\n",
            "\tTile 14/15\n",
            "\tTile 15/15\n",
            "Testing 44 frame49\n",
            "\tTile 1/15\n",
            "\tTile 2/15\n",
            "\tTile 3/15\n",
            "\tTile 4/15\n",
            "\tTile 5/15\n",
            "\tTile 6/15\n",
            "\tTile 7/15\n",
            "\tTile 8/15\n",
            "\tTile 9/15\n",
            "\tTile 10/15\n",
            "\tTile 11/15\n",
            "\tTile 12/15\n",
            "\tTile 13/15\n",
            "\tTile 14/15\n",
            "\tTile 15/15\n",
            "Testing 45 frame5\n",
            "\tTile 1/15\n",
            "\tTile 2/15\n",
            "\tTile 3/15\n",
            "\tTile 4/15\n",
            "\tTile 5/15\n",
            "\tTile 6/15\n",
            "\tTile 7/15\n",
            "\tTile 8/15\n",
            "\tTile 9/15\n",
            "\tTile 10/15\n",
            "\tTile 11/15\n",
            "\tTile 12/15\n",
            "\tTile 13/15\n",
            "\tTile 14/15\n",
            "\tTile 15/15\n",
            "Testing 46 frame50\n",
            "\tTile 1/15\n",
            "\tTile 2/15\n",
            "\tTile 3/15\n",
            "\tTile 4/15\n",
            "\tTile 5/15\n",
            "\tTile 6/15\n",
            "\tTile 7/15\n",
            "\tTile 8/15\n",
            "\tTile 9/15\n",
            "\tTile 10/15\n",
            "\tTile 11/15\n",
            "\tTile 12/15\n",
            "\tTile 13/15\n",
            "\tTile 14/15\n",
            "\tTile 15/15\n",
            "Testing 47 frame51\n",
            "\tTile 1/15\n",
            "\tTile 2/15\n",
            "\tTile 3/15\n",
            "\tTile 4/15\n",
            "\tTile 5/15\n",
            "\tTile 6/15\n",
            "\tTile 7/15\n",
            "\tTile 8/15\n",
            "\tTile 9/15\n",
            "\tTile 10/15\n",
            "\tTile 11/15\n",
            "\tTile 12/15\n",
            "\tTile 13/15\n",
            "\tTile 14/15\n",
            "\tTile 15/15\n",
            "Testing 48 frame52\n",
            "\tTile 1/15\n",
            "\tTile 2/15\n",
            "\tTile 3/15\n",
            "\tTile 4/15\n",
            "\tTile 5/15\n",
            "\tTile 6/15\n",
            "\tTile 7/15\n",
            "\tTile 8/15\n",
            "\tTile 9/15\n",
            "\tTile 10/15\n",
            "\tTile 11/15\n",
            "\tTile 12/15\n",
            "\tTile 13/15\n",
            "\tTile 14/15\n",
            "\tTile 15/15\n",
            "Testing 49 frame53\n",
            "\tTile 1/15\n",
            "\tTile 2/15\n",
            "\tTile 3/15\n",
            "\tTile 4/15\n",
            "\tTile 5/15\n",
            "\tTile 6/15\n",
            "\tTile 7/15\n",
            "\tTile 8/15\n",
            "\tTile 9/15\n",
            "\tTile 10/15\n",
            "\tTile 11/15\n",
            "\tTile 12/15\n",
            "\tTile 13/15\n",
            "\tTile 14/15\n",
            "\tTile 15/15\n",
            "Testing 50 frame54\n",
            "\tTile 1/15\n",
            "\tTile 2/15\n",
            "\tTile 3/15\n",
            "\tTile 4/15\n",
            "\tTile 5/15\n",
            "\tTile 6/15\n",
            "\tTile 7/15\n",
            "\tTile 8/15\n",
            "\tTile 9/15\n",
            "\tTile 10/15\n",
            "\tTile 11/15\n",
            "\tTile 12/15\n",
            "\tTile 13/15\n",
            "\tTile 14/15\n",
            "\tTile 15/15\n",
            "Testing 51 frame55\n",
            "\tTile 1/15\n",
            "\tTile 2/15\n",
            "\tTile 3/15\n",
            "\tTile 4/15\n",
            "\tTile 5/15\n",
            "\tTile 6/15\n",
            "\tTile 7/15\n",
            "\tTile 8/15\n",
            "\tTile 9/15\n",
            "\tTile 10/15\n",
            "\tTile 11/15\n",
            "\tTile 12/15\n",
            "\tTile 13/15\n",
            "\tTile 14/15\n",
            "\tTile 15/15\n",
            "Testing 52 frame56\n",
            "\tTile 1/15\n",
            "\tTile 2/15\n",
            "\tTile 3/15\n",
            "\tTile 4/15\n",
            "\tTile 5/15\n",
            "\tTile 6/15\n",
            "\tTile 7/15\n",
            "\tTile 8/15\n",
            "\tTile 9/15\n",
            "\tTile 10/15\n",
            "\tTile 11/15\n",
            "\tTile 12/15\n",
            "\tTile 13/15\n",
            "\tTile 14/15\n",
            "\tTile 15/15\n",
            "Testing 53 frame57\n",
            "\tTile 1/15\n",
            "\tTile 2/15\n",
            "\tTile 3/15\n",
            "\tTile 4/15\n",
            "\tTile 5/15\n",
            "\tTile 6/15\n",
            "\tTile 7/15\n",
            "\tTile 8/15\n",
            "\tTile 9/15\n",
            "\tTile 10/15\n",
            "\tTile 11/15\n",
            "\tTile 12/15\n",
            "\tTile 13/15\n",
            "\tTile 14/15\n",
            "\tTile 15/15\n",
            "Testing 54 frame58\n",
            "\tTile 1/15\n",
            "\tTile 2/15\n",
            "\tTile 3/15\n",
            "\tTile 4/15\n",
            "\tTile 5/15\n",
            "\tTile 6/15\n",
            "\tTile 7/15\n",
            "\tTile 8/15\n",
            "\tTile 9/15\n",
            "\tTile 10/15\n",
            "\tTile 11/15\n",
            "\tTile 12/15\n",
            "\tTile 13/15\n",
            "\tTile 14/15\n",
            "\tTile 15/15\n",
            "Testing 55 frame59\n",
            "\tTile 1/15\n",
            "\tTile 2/15\n",
            "\tTile 3/15\n",
            "\tTile 4/15\n",
            "\tTile 5/15\n",
            "\tTile 6/15\n",
            "\tTile 7/15\n",
            "\tTile 8/15\n",
            "\tTile 9/15\n",
            "\tTile 10/15\n",
            "\tTile 11/15\n",
            "\tTile 12/15\n",
            "\tTile 13/15\n",
            "\tTile 14/15\n",
            "\tTile 15/15\n",
            "Testing 56 frame6\n",
            "\tTile 1/15\n",
            "\tTile 2/15\n",
            "\tTile 3/15\n",
            "\tTile 4/15\n",
            "\tTile 5/15\n",
            "\tTile 6/15\n",
            "\tTile 7/15\n",
            "\tTile 8/15\n",
            "\tTile 9/15\n",
            "\tTile 10/15\n",
            "\tTile 11/15\n",
            "\tTile 12/15\n",
            "\tTile 13/15\n",
            "\tTile 14/15\n",
            "\tTile 15/15\n",
            "Testing 57 frame60\n",
            "\tTile 1/15\n",
            "\tTile 2/15\n",
            "\tTile 3/15\n",
            "\tTile 4/15\n",
            "\tTile 5/15\n",
            "\tTile 6/15\n",
            "\tTile 7/15\n",
            "\tTile 8/15\n",
            "\tTile 9/15\n",
            "\tTile 10/15\n",
            "\tTile 11/15\n",
            "\tTile 12/15\n",
            "\tTile 13/15\n",
            "\tTile 14/15\n",
            "\tTile 15/15\n",
            "Testing 58 frame61\n",
            "\tTile 1/15\n",
            "\tTile 2/15\n",
            "\tTile 3/15\n",
            "\tTile 4/15\n",
            "\tTile 5/15\n",
            "\tTile 6/15\n",
            "\tTile 7/15\n",
            "\tTile 8/15\n",
            "\tTile 9/15\n",
            "\tTile 10/15\n",
            "\tTile 11/15\n",
            "\tTile 12/15\n",
            "\tTile 13/15\n",
            "\tTile 14/15\n",
            "\tTile 15/15\n",
            "Testing 59 frame62\n",
            "\tTile 1/15\n",
            "\tTile 2/15\n",
            "\tTile 3/15\n",
            "\tTile 4/15\n",
            "\tTile 5/15\n",
            "\tTile 6/15\n",
            "\tTile 7/15\n",
            "\tTile 8/15\n",
            "\tTile 9/15\n",
            "\tTile 10/15\n",
            "\tTile 11/15\n",
            "\tTile 12/15\n",
            "\tTile 13/15\n",
            "\tTile 14/15\n",
            "\tTile 15/15\n",
            "Testing 60 frame63\n",
            "\tTile 1/15\n",
            "\tTile 2/15\n",
            "\tTile 3/15\n",
            "\tTile 4/15\n",
            "\tTile 5/15\n",
            "\tTile 6/15\n",
            "\tTile 7/15\n",
            "\tTile 8/15\n",
            "\tTile 9/15\n",
            "\tTile 10/15\n",
            "\tTile 11/15\n",
            "\tTile 12/15\n",
            "\tTile 13/15\n",
            "\tTile 14/15\n",
            "\tTile 15/15\n",
            "Testing 61 frame64\n",
            "\tTile 1/15\n",
            "\tTile 2/15\n",
            "\tTile 3/15\n",
            "\tTile 4/15\n",
            "\tTile 5/15\n",
            "\tTile 6/15\n",
            "\tTile 7/15\n",
            "\tTile 8/15\n",
            "\tTile 9/15\n",
            "\tTile 10/15\n",
            "\tTile 11/15\n",
            "\tTile 12/15\n",
            "\tTile 13/15\n",
            "\tTile 14/15\n",
            "\tTile 15/15\n",
            "Testing 62 frame65\n",
            "\tTile 1/15\n",
            "\tTile 2/15\n",
            "\tTile 3/15\n",
            "\tTile 4/15\n",
            "\tTile 5/15\n",
            "\tTile 6/15\n",
            "\tTile 7/15\n",
            "\tTile 8/15\n",
            "\tTile 9/15\n",
            "\tTile 10/15\n",
            "\tTile 11/15\n",
            "\tTile 12/15\n",
            "\tTile 13/15\n",
            "\tTile 14/15\n",
            "\tTile 15/15\n",
            "Testing 63 frame66\n",
            "\tTile 1/15\n",
            "\tTile 2/15\n",
            "\tTile 3/15\n",
            "\tTile 4/15\n",
            "\tTile 5/15\n",
            "\tTile 6/15\n",
            "\tTile 7/15\n",
            "\tTile 8/15\n",
            "\tTile 9/15\n",
            "\tTile 10/15\n",
            "\tTile 11/15\n",
            "\tTile 12/15\n",
            "\tTile 13/15\n",
            "\tTile 14/15\n",
            "\tTile 15/15\n",
            "Testing 64 frame67\n",
            "\tTile 1/15\n",
            "\tTile 2/15\n",
            "\tTile 3/15\n",
            "\tTile 4/15\n",
            "\tTile 5/15\n",
            "\tTile 6/15\n",
            "\tTile 7/15\n",
            "\tTile 8/15\n",
            "\tTile 9/15\n",
            "\tTile 10/15\n",
            "\tTile 11/15\n",
            "\tTile 12/15\n",
            "\tTile 13/15\n",
            "\tTile 14/15\n",
            "\tTile 15/15\n",
            "Testing 65 frame68\n",
            "\tTile 1/15\n",
            "\tTile 2/15\n",
            "\tTile 3/15\n",
            "\tTile 4/15\n",
            "\tTile 5/15\n",
            "\tTile 6/15\n",
            "\tTile 7/15\n",
            "\tTile 8/15\n",
            "\tTile 9/15\n",
            "\tTile 10/15\n",
            "\tTile 11/15\n",
            "\tTile 12/15\n",
            "\tTile 13/15\n",
            "\tTile 14/15\n",
            "\tTile 15/15\n",
            "Testing 66 frame69\n",
            "\tTile 1/15\n",
            "\tTile 2/15\n",
            "\tTile 3/15\n",
            "\tTile 4/15\n",
            "\tTile 5/15\n",
            "\tTile 6/15\n",
            "\tTile 7/15\n",
            "\tTile 8/15\n",
            "\tTile 9/15\n",
            "\tTile 10/15\n",
            "\tTile 11/15\n",
            "\tTile 12/15\n",
            "\tTile 13/15\n",
            "\tTile 14/15\n",
            "\tTile 15/15\n",
            "Testing 67 frame7\n",
            "\tTile 1/15\n",
            "\tTile 2/15\n",
            "\tTile 3/15\n",
            "\tTile 4/15\n",
            "\tTile 5/15\n",
            "\tTile 6/15\n",
            "\tTile 7/15\n",
            "\tTile 8/15\n",
            "\tTile 9/15\n",
            "\tTile 10/15\n",
            "\tTile 11/15\n",
            "\tTile 12/15\n",
            "\tTile 13/15\n",
            "\tTile 14/15\n",
            "\tTile 15/15\n",
            "Testing 68 frame70\n",
            "\tTile 1/15\n",
            "\tTile 2/15\n",
            "\tTile 3/15\n",
            "\tTile 4/15\n",
            "\tTile 5/15\n",
            "\tTile 6/15\n",
            "\tTile 7/15\n",
            "\tTile 8/15\n",
            "\tTile 9/15\n",
            "\tTile 10/15\n",
            "\tTile 11/15\n",
            "\tTile 12/15\n",
            "\tTile 13/15\n",
            "\tTile 14/15\n",
            "\tTile 15/15\n",
            "Testing 69 frame71\n",
            "\tTile 1/15\n",
            "\tTile 2/15\n",
            "\tTile 3/15\n",
            "\tTile 4/15\n",
            "\tTile 5/15\n",
            "\tTile 6/15\n",
            "\tTile 7/15\n",
            "\tTile 8/15\n",
            "\tTile 9/15\n",
            "\tTile 10/15\n",
            "\tTile 11/15\n",
            "\tTile 12/15\n",
            "\tTile 13/15\n",
            "\tTile 14/15\n",
            "\tTile 15/15\n",
            "Testing 70 frame72\n",
            "\tTile 1/15\n",
            "\tTile 2/15\n",
            "\tTile 3/15\n",
            "\tTile 4/15\n",
            "\tTile 5/15\n",
            "\tTile 6/15\n",
            "\tTile 7/15\n",
            "\tTile 8/15\n",
            "\tTile 9/15\n",
            "\tTile 10/15\n",
            "\tTile 11/15\n",
            "\tTile 12/15\n",
            "\tTile 13/15\n",
            "\tTile 14/15\n",
            "\tTile 15/15\n",
            "Testing 71 frame73\n",
            "\tTile 1/15\n",
            "\tTile 2/15\n",
            "\tTile 3/15\n",
            "\tTile 4/15\n",
            "\tTile 5/15\n",
            "\tTile 6/15\n",
            "\tTile 7/15\n",
            "\tTile 8/15\n",
            "\tTile 9/15\n",
            "\tTile 10/15\n",
            "\tTile 11/15\n",
            "\tTile 12/15\n",
            "\tTile 13/15\n",
            "\tTile 14/15\n",
            "\tTile 15/15\n",
            "Testing 72 frame74\n",
            "\tTile 1/15\n",
            "\tTile 2/15\n",
            "\tTile 3/15\n",
            "\tTile 4/15\n",
            "\tTile 5/15\n",
            "\tTile 6/15\n",
            "\tTile 7/15\n",
            "\tTile 8/15\n",
            "\tTile 9/15\n",
            "\tTile 10/15\n",
            "\tTile 11/15\n",
            "\tTile 12/15\n",
            "\tTile 13/15\n",
            "\tTile 14/15\n",
            "\tTile 15/15\n",
            "Testing 73 frame75\n",
            "\tTile 1/15\n",
            "\tTile 2/15\n",
            "\tTile 3/15\n",
            "\tTile 4/15\n",
            "\tTile 5/15\n",
            "\tTile 6/15\n",
            "\tTile 7/15\n",
            "\tTile 8/15\n",
            "\tTile 9/15\n",
            "\tTile 10/15\n",
            "\tTile 11/15\n",
            "\tTile 12/15\n",
            "\tTile 13/15\n",
            "\tTile 14/15\n",
            "\tTile 15/15\n",
            "Testing 74 frame76\n",
            "\tTile 1/15\n",
            "\tTile 2/15\n",
            "\tTile 3/15\n",
            "\tTile 4/15\n",
            "\tTile 5/15\n",
            "\tTile 6/15\n",
            "\tTile 7/15\n",
            "\tTile 8/15\n",
            "\tTile 9/15\n",
            "\tTile 10/15\n",
            "\tTile 11/15\n",
            "\tTile 12/15\n",
            "\tTile 13/15\n",
            "\tTile 14/15\n",
            "\tTile 15/15\n",
            "Testing 75 frame77\n",
            "\tTile 1/15\n",
            "\tTile 2/15\n",
            "\tTile 3/15\n",
            "\tTile 4/15\n",
            "\tTile 5/15\n",
            "\tTile 6/15\n",
            "\tTile 7/15\n",
            "\tTile 8/15\n",
            "\tTile 9/15\n",
            "\tTile 10/15\n",
            "\tTile 11/15\n",
            "\tTile 12/15\n",
            "\tTile 13/15\n",
            "\tTile 14/15\n",
            "\tTile 15/15\n",
            "Testing 76 frame78\n",
            "\tTile 1/15\n",
            "\tTile 2/15\n",
            "\tTile 3/15\n",
            "\tTile 4/15\n",
            "\tTile 5/15\n",
            "\tTile 6/15\n",
            "\tTile 7/15\n",
            "\tTile 8/15\n",
            "\tTile 9/15\n",
            "\tTile 10/15\n",
            "\tTile 11/15\n",
            "\tTile 12/15\n",
            "\tTile 13/15\n",
            "\tTile 14/15\n",
            "\tTile 15/15\n",
            "Testing 77 frame79\n",
            "\tTile 1/15\n",
            "\tTile 2/15\n",
            "\tTile 3/15\n",
            "\tTile 4/15\n",
            "\tTile 5/15\n",
            "\tTile 6/15\n",
            "\tTile 7/15\n",
            "\tTile 8/15\n",
            "\tTile 9/15\n",
            "\tTile 10/15\n",
            "\tTile 11/15\n",
            "\tTile 12/15\n",
            "\tTile 13/15\n",
            "\tTile 14/15\n",
            "\tTile 15/15\n",
            "Testing 78 frame8\n",
            "\tTile 1/15\n",
            "\tTile 2/15\n",
            "\tTile 3/15\n",
            "\tTile 4/15\n",
            "\tTile 5/15\n",
            "\tTile 6/15\n",
            "\tTile 7/15\n",
            "\tTile 8/15\n",
            "\tTile 9/15\n",
            "\tTile 10/15\n",
            "\tTile 11/15\n",
            "\tTile 12/15\n",
            "\tTile 13/15\n",
            "\tTile 14/15\n",
            "\tTile 15/15\n",
            "Testing 79 frame80\n",
            "\tTile 1/15\n",
            "\tTile 2/15\n",
            "\tTile 3/15\n",
            "\tTile 4/15\n",
            "\tTile 5/15\n",
            "\tTile 6/15\n",
            "\tTile 7/15\n",
            "\tTile 8/15\n",
            "\tTile 9/15\n",
            "\tTile 10/15\n",
            "\tTile 11/15\n",
            "\tTile 12/15\n",
            "\tTile 13/15\n",
            "\tTile 14/15\n",
            "\tTile 15/15\n",
            "Testing 80 frame81\n",
            "\tTile 1/15\n",
            "\tTile 2/15\n",
            "\tTile 3/15\n",
            "\tTile 4/15\n",
            "\tTile 5/15\n",
            "\tTile 6/15\n",
            "\tTile 7/15\n",
            "\tTile 8/15\n",
            "\tTile 9/15\n",
            "\tTile 10/15\n",
            "\tTile 11/15\n",
            "\tTile 12/15\n",
            "\tTile 13/15\n",
            "\tTile 14/15\n",
            "\tTile 15/15\n",
            "Testing 81 frame82\n",
            "\tTile 1/15\n",
            "\tTile 2/15\n",
            "\tTile 3/15\n",
            "\tTile 4/15\n",
            "\tTile 5/15\n",
            "\tTile 6/15\n",
            "\tTile 7/15\n",
            "\tTile 8/15\n",
            "\tTile 9/15\n",
            "\tTile 10/15\n",
            "\tTile 11/15\n",
            "\tTile 12/15\n",
            "\tTile 13/15\n",
            "\tTile 14/15\n",
            "\tTile 15/15\n",
            "Testing 82 frame83\n",
            "\tTile 1/15\n",
            "\tTile 2/15\n",
            "\tTile 3/15\n",
            "\tTile 4/15\n",
            "\tTile 5/15\n",
            "\tTile 6/15\n",
            "\tTile 7/15\n",
            "\tTile 8/15\n",
            "\tTile 9/15\n",
            "\tTile 10/15\n",
            "\tTile 11/15\n",
            "\tTile 12/15\n",
            "\tTile 13/15\n",
            "\tTile 14/15\n",
            "\tTile 15/15\n",
            "Testing 83 frame84\n",
            "\tTile 1/15\n",
            "\tTile 2/15\n",
            "\tTile 3/15\n",
            "\tTile 4/15\n",
            "\tTile 5/15\n",
            "\tTile 6/15\n",
            "\tTile 7/15\n",
            "\tTile 8/15\n",
            "\tTile 9/15\n",
            "\tTile 10/15\n",
            "\tTile 11/15\n",
            "\tTile 12/15\n",
            "\tTile 13/15\n",
            "\tTile 14/15\n",
            "\tTile 15/15\n",
            "Testing 84 frame85\n",
            "\tTile 1/15\n",
            "\tTile 2/15\n",
            "\tTile 3/15\n",
            "\tTile 4/15\n",
            "\tTile 5/15\n",
            "\tTile 6/15\n",
            "\tTile 7/15\n",
            "\tTile 8/15\n",
            "\tTile 9/15\n",
            "\tTile 10/15\n",
            "\tTile 11/15\n",
            "\tTile 12/15\n",
            "\tTile 13/15\n",
            "\tTile 14/15\n",
            "\tTile 15/15\n",
            "Testing 85 frame86\n",
            "\tTile 1/15\n",
            "\tTile 2/15\n",
            "\tTile 3/15\n",
            "\tTile 4/15\n",
            "\tTile 5/15\n",
            "\tTile 6/15\n",
            "\tTile 7/15\n",
            "\tTile 8/15\n",
            "\tTile 9/15\n",
            "\tTile 10/15\n",
            "\tTile 11/15\n",
            "\tTile 12/15\n",
            "\tTile 13/15\n",
            "\tTile 14/15\n",
            "\tTile 15/15\n",
            "Testing 86 frame87\n",
            "\tTile 1/15\n",
            "\tTile 2/15\n",
            "\tTile 3/15\n",
            "\tTile 4/15\n",
            "\tTile 5/15\n",
            "\tTile 6/15\n",
            "\tTile 7/15\n",
            "\tTile 8/15\n",
            "\tTile 9/15\n",
            "\tTile 10/15\n",
            "\tTile 11/15\n",
            "\tTile 12/15\n",
            "\tTile 13/15\n",
            "\tTile 14/15\n",
            "\tTile 15/15\n",
            "Testing 87 frame88\n",
            "\tTile 1/15\n",
            "\tTile 2/15\n",
            "\tTile 3/15\n",
            "\tTile 4/15\n",
            "\tTile 5/15\n",
            "\tTile 6/15\n",
            "\tTile 7/15\n",
            "\tTile 8/15\n",
            "\tTile 9/15\n",
            "\tTile 10/15\n",
            "\tTile 11/15\n",
            "\tTile 12/15\n",
            "\tTile 13/15\n",
            "\tTile 14/15\n",
            "\tTile 15/15\n",
            "Testing 88 frame89\n",
            "\tTile 1/15\n",
            "\tTile 2/15\n",
            "\tTile 3/15\n",
            "\tTile 4/15\n",
            "\tTile 5/15\n",
            "\tTile 6/15\n",
            "\tTile 7/15\n",
            "\tTile 8/15\n",
            "\tTile 9/15\n",
            "\tTile 10/15\n",
            "\tTile 11/15\n",
            "\tTile 12/15\n",
            "\tTile 13/15\n",
            "\tTile 14/15\n",
            "\tTile 15/15\n",
            "Testing 89 frame9\n",
            "\tTile 1/15\n",
            "\tTile 2/15\n",
            "\tTile 3/15\n",
            "\tTile 4/15\n",
            "\tTile 5/15\n",
            "\tTile 6/15\n",
            "\tTile 7/15\n",
            "\tTile 8/15\n",
            "\tTile 9/15\n",
            "\tTile 10/15\n",
            "\tTile 11/15\n",
            "\tTile 12/15\n",
            "\tTile 13/15\n",
            "\tTile 14/15\n",
            "\tTile 15/15\n",
            "Testing 90 frame90\n",
            "\tTile 1/15\n",
            "\tTile 2/15\n",
            "\tTile 3/15\n",
            "\tTile 4/15\n",
            "\tTile 5/15\n",
            "\tTile 6/15\n",
            "\tTile 7/15\n",
            "\tTile 8/15\n",
            "\tTile 9/15\n",
            "\tTile 10/15\n",
            "\tTile 11/15\n",
            "\tTile 12/15\n",
            "\tTile 13/15\n",
            "\tTile 14/15\n",
            "\tTile 15/15\n",
            "Testing 91 frame91\n",
            "\tTile 1/15\n",
            "\tTile 2/15\n",
            "\tTile 3/15\n",
            "\tTile 4/15\n",
            "\tTile 5/15\n",
            "\tTile 6/15\n",
            "\tTile 7/15\n",
            "\tTile 8/15\n",
            "\tTile 9/15\n",
            "\tTile 10/15\n",
            "\tTile 11/15\n",
            "\tTile 12/15\n",
            "\tTile 13/15\n",
            "\tTile 14/15\n",
            "\tTile 15/15\n",
            "Testing 92 frame92\n",
            "\tTile 1/15\n",
            "\tTile 2/15\n",
            "\tTile 3/15\n",
            "\tTile 4/15\n",
            "\tTile 5/15\n",
            "\tTile 6/15\n",
            "\tTile 7/15\n",
            "\tTile 8/15\n",
            "\tTile 9/15\n",
            "\tTile 10/15\n",
            "\tTile 11/15\n",
            "\tTile 12/15\n",
            "\tTile 13/15\n",
            "\tTile 14/15\n",
            "\tTile 15/15\n",
            "Testing 93 frame93\n",
            "\tTile 1/15\n",
            "\tTile 2/15\n",
            "\tTile 3/15\n",
            "\tTile 4/15\n",
            "\tTile 5/15\n",
            "\tTile 6/15\n",
            "\tTile 7/15\n",
            "\tTile 8/15\n",
            "\tTile 9/15\n",
            "\tTile 10/15\n",
            "\tTile 11/15\n",
            "\tTile 12/15\n",
            "\tTile 13/15\n",
            "\tTile 14/15\n",
            "\tTile 15/15\n",
            "Testing 94 frame94\n",
            "\tTile 1/15\n",
            "\tTile 2/15\n",
            "\tTile 3/15\n",
            "\tTile 4/15\n",
            "\tTile 5/15\n",
            "\tTile 6/15\n",
            "\tTile 7/15\n",
            "\tTile 8/15\n",
            "\tTile 9/15\n",
            "\tTile 10/15\n",
            "\tTile 11/15\n",
            "\tTile 12/15\n",
            "\tTile 13/15\n",
            "\tTile 14/15\n",
            "\tTile 15/15\n",
            "Testing 95 frame95\n",
            "\tTile 1/15\n",
            "\tTile 2/15\n",
            "\tTile 3/15\n",
            "\tTile 4/15\n",
            "\tTile 5/15\n",
            "\tTile 6/15\n",
            "\tTile 7/15\n",
            "\tTile 8/15\n",
            "\tTile 9/15\n",
            "\tTile 10/15\n",
            "\tTile 11/15\n",
            "\tTile 12/15\n",
            "\tTile 13/15\n",
            "\tTile 14/15\n",
            "\tTile 15/15\n",
            "Testing 96 frame96\n",
            "\tTile 1/15\n",
            "\tTile 2/15\n",
            "\tTile 3/15\n",
            "\tTile 4/15\n",
            "\tTile 5/15\n",
            "\tTile 6/15\n",
            "\tTile 7/15\n",
            "\tTile 8/15\n",
            "\tTile 9/15\n",
            "\tTile 10/15\n",
            "\tTile 11/15\n",
            "\tTile 12/15\n",
            "\tTile 13/15\n",
            "\tTile 14/15\n",
            "\tTile 15/15\n",
            "/content/Real-ESRGAN/results/frame0.jpg\n",
            "/content/Real-ESRGAN/results/frame1.jpg\n",
            "/content/Real-ESRGAN/results/frame2.jpg\n",
            "/content/Real-ESRGAN/results/frame3.jpg\n",
            "/content/Real-ESRGAN/results/frame4.jpg\n",
            "/content/Real-ESRGAN/results/frame5.jpg\n",
            "/content/Real-ESRGAN/results/frame6.jpg\n",
            "/content/Real-ESRGAN/results/frame7.jpg\n",
            "/content/Real-ESRGAN/results/frame8.jpg\n",
            "/content/Real-ESRGAN/results/frame9.jpg\n",
            "/content/Real-ESRGAN/results/frame10.jpg\n",
            "/content/Real-ESRGAN/results/frame11.jpg\n",
            "/content/Real-ESRGAN/results/frame12.jpg\n",
            "/content/Real-ESRGAN/results/frame13.jpg\n",
            "/content/Real-ESRGAN/results/frame14.jpg\n",
            "/content/Real-ESRGAN/results/frame15.jpg\n",
            "/content/Real-ESRGAN/results/frame16.jpg\n",
            "/content/Real-ESRGAN/results/frame17.jpg\n",
            "/content/Real-ESRGAN/results/frame18.jpg\n",
            "/content/Real-ESRGAN/results/frame19.jpg\n",
            "/content/Real-ESRGAN/results/frame20.jpg\n",
            "/content/Real-ESRGAN/results/frame21.jpg\n",
            "/content/Real-ESRGAN/results/frame22.jpg\n",
            "/content/Real-ESRGAN/results/frame23.jpg\n",
            "/content/Real-ESRGAN/results/frame24.jpg\n",
            "/content/Real-ESRGAN/results/frame25.jpg\n",
            "/content/Real-ESRGAN/results/frame26.jpg\n",
            "/content/Real-ESRGAN/results/frame27.jpg\n",
            "/content/Real-ESRGAN/results/frame28.jpg\n",
            "/content/Real-ESRGAN/results/frame29.jpg\n",
            "/content/Real-ESRGAN/results/frame30.jpg\n",
            "/content/Real-ESRGAN/results/frame31.jpg\n",
            "/content/Real-ESRGAN/results/frame32.jpg\n",
            "/content/Real-ESRGAN/results/frame33.jpg\n",
            "/content/Real-ESRGAN/results/frame34.jpg\n",
            "/content/Real-ESRGAN/results/frame35.jpg\n",
            "/content/Real-ESRGAN/results/frame36.jpg\n",
            "/content/Real-ESRGAN/results/frame37.jpg\n",
            "/content/Real-ESRGAN/results/frame38.jpg\n",
            "/content/Real-ESRGAN/results/frame39.jpg\n",
            "/content/Real-ESRGAN/results/frame40.jpg\n",
            "/content/Real-ESRGAN/results/frame41.jpg\n",
            "/content/Real-ESRGAN/results/frame42.jpg\n",
            "/content/Real-ESRGAN/results/frame43.jpg\n",
            "/content/Real-ESRGAN/results/frame44.jpg\n",
            "/content/Real-ESRGAN/results/frame45.jpg\n",
            "/content/Real-ESRGAN/results/frame46.jpg\n",
            "/content/Real-ESRGAN/results/frame47.jpg\n",
            "/content/Real-ESRGAN/results/frame48.jpg\n",
            "/content/Real-ESRGAN/results/frame49.jpg\n",
            "/content/Real-ESRGAN/results/frame50.jpg\n",
            "/content/Real-ESRGAN/results/frame51.jpg\n",
            "/content/Real-ESRGAN/results/frame52.jpg\n",
            "/content/Real-ESRGAN/results/frame53.jpg\n",
            "/content/Real-ESRGAN/results/frame54.jpg\n",
            "/content/Real-ESRGAN/results/frame55.jpg\n",
            "/content/Real-ESRGAN/results/frame56.jpg\n",
            "/content/Real-ESRGAN/results/frame57.jpg\n",
            "/content/Real-ESRGAN/results/frame58.jpg\n",
            "/content/Real-ESRGAN/results/frame59.jpg\n",
            "/content/Real-ESRGAN/results/frame60.jpg\n",
            "/content/Real-ESRGAN/results/frame61.jpg\n",
            "/content/Real-ESRGAN/results/frame62.jpg\n",
            "/content/Real-ESRGAN/results/frame63.jpg\n",
            "/content/Real-ESRGAN/results/frame64.jpg\n",
            "/content/Real-ESRGAN/results/frame65.jpg\n",
            "/content/Real-ESRGAN/results/frame66.jpg\n",
            "/content/Real-ESRGAN/results/frame67.jpg\n",
            "/content/Real-ESRGAN/results/frame68.jpg\n",
            "/content/Real-ESRGAN/results/frame69.jpg\n",
            "/content/Real-ESRGAN/results/frame70.jpg\n",
            "/content/Real-ESRGAN/results/frame71.jpg\n",
            "/content/Real-ESRGAN/results/frame72.jpg\n",
            "/content/Real-ESRGAN/results/frame73.jpg\n",
            "/content/Real-ESRGAN/results/frame74.jpg\n",
            "/content/Real-ESRGAN/results/frame75.jpg\n",
            "/content/Real-ESRGAN/results/frame76.jpg\n",
            "/content/Real-ESRGAN/results/frame77.jpg\n",
            "/content/Real-ESRGAN/results/frame78.jpg\n",
            "/content/Real-ESRGAN/results/frame79.jpg\n",
            "/content/Real-ESRGAN/results/frame80.jpg\n",
            "/content/Real-ESRGAN/results/frame81.jpg\n",
            "/content/Real-ESRGAN/results/frame82.jpg\n",
            "/content/Real-ESRGAN/results/frame83.jpg\n",
            "/content/Real-ESRGAN/results/frame84.jpg\n",
            "/content/Real-ESRGAN/results/frame85.jpg\n",
            "/content/Real-ESRGAN/results/frame86.jpg\n",
            "/content/Real-ESRGAN/results/frame87.jpg\n",
            "/content/Real-ESRGAN/results/frame88.jpg\n",
            "/content/Real-ESRGAN/results/frame89.jpg\n",
            "/content/Real-ESRGAN/results/frame90.jpg\n",
            "/content/Real-ESRGAN/results/frame91.jpg\n",
            "/content/Real-ESRGAN/results/frame92.jpg\n",
            "/content/Real-ESRGAN/results/frame93.jpg\n",
            "/content/Real-ESRGAN/results/frame94.jpg\n",
            "/content/Real-ESRGAN/results/frame95.jpg\n",
            "/content/Real-ESRGAN/results/frame96.jpg\n",
            "[INFO] 1 video3.avi\n",
            "[INFO] 1 /content/Real-ESRGAN/results_videos/video3.avi\n"
          ]
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "nKH0syu9ZAwV"
      },
      "source": [
        "# 4. Download Results\n",
        "\n",
        "\n",
        "\n",
        "*   All your upscaled .mp4 files will be inside the results_mp4_videos folder (inside Real-ESRGAN folder)\n",
        "\n",
        "\n",
        "*   You can right click on the needed file and download it from there.\n",
        "\n",
        "\n",
        "\n",
        "\n"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "dUJ_0fQ5YYm2"
      },
      "source": [
        "# 5. Run this cell after the batch of videos have been upscaled \n",
        "# (WARNING : Deletes processed data)\n",
        "\n",
        "\n",
        "\n",
        "*   IMPORTANT : Read the comments inside the code section , because this DELETES previous frames and videos\n"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "7IMD5vhOYp68"
      },
      "source": [
        "\n",
        "\n",
        "#deletes frames from previous video\n",
        "for f in os.listdir(upload_folder): \n",
        "    os.remove(os.path.join(upload_folder, f))\n",
        "\n",
        "#deletes upscaled frames from previous video\n",
        "for f in os.listdir(result_folder): \n",
        "    os.remove(os.path.join(result_folder, f))\n",
        "\n",
        "#deletes all the videos you uploaded for upscaling\n",
        "for f in os.listdir(video_folder): \n",
        "    os.remove(os.path.join(video_folder, f))\n",
        "\n",
        "#clearing previous .avi files\n",
        "for f in os.listdir(video_result_folder): \n",
        "    os.remove(os.path.join(video_result_folder, f))\n",
        "     \n",
        "#clearing .mp4 result files\n",
        "for f in os.listdir(video_mp4_result_folder): \n",
        "    os.remove(os.path.join(video_mp4_result_folder, f))"
      ],
      "execution_count": null,
      "outputs": []
    }
  ]
}