Real-ESGAN_inference.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "vZBRQfBGYIcQ"
   },
   "source": [
    "# 1. Model Configuration"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/"
    },
    "executionInfo": {
     "elapsed": 3970,
     "status": "ok",
     "timestamp": 1665389367514,
     "user": {
      "displayName": "양성모",
      "userId": "06426692679224429740"
     },
     "user_tz": -540
    },
    "id": "otCVd2cMOiUI",
    "outputId": "4939ad38-b719-4205-9dfc-24ae4062c7f5"
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Drive already mounted at /content/drive; to attempt to forcibly remount, call drive.mount(\"/content/drive\", force_remount=True).\n"
     ]
    }
   ],
   "source": [
    "from google.colab import drive\n",
    "drive.mount('/content/drive')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 42,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/"
    },
    "executionInfo": {
     "elapsed": 6,
     "status": "ok",
     "timestamp": 1665389369639,
     "user": {
      "displayName": "양성모",
      "userId": "06426692679224429740"
     },
     "user_tz": -540
    },
    "id": "PziWACqYN4Im",
    "outputId": "c1f8d5bd-f1b9-42d3-ce28-bf0da7abdac5"
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "/content/drive/MyDrive/dacon_aisr/Real-ESRGAN\n",
      "/content/drive/MyDrive/dacon_aisr/Real-ESRGAN\n"
     ]
    }
   ],
   "source": [
    "# configuration\n",
    "## Step 1\n",
    "ROOT = '/content/drive/MyDrive/dacon_aisr/Real-ESRGAN'\n",
    "%cd '/content/drive/MyDrive/dacon_aisr/Real-ESRGAN'\n",
    "!pwd\n",
    "\n",
    "## Step 2\n",
    "# copy all test files to <inputs> folder\n",
    "# copy the trained model to /Real-ESRGAN/tags\n",
    "\n",
    "# Folder Structure\n",
    "# /Real-ESRGAN\n",
    "#   ㄴ inputs\n",
    "# /tags\n",
    "# /utility\n",
    "#   ㄴ ensemble\n",
    "#     ㄴ model_1\n",
    "#     ㄴ model_2\n",
    "#     ㄴ model_3\n",
    "#     ㄴ model_4\n",
    "#     ㄴ result (the ensemble images of models )"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 43,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/"
    },
    "executionInfo": {
     "elapsed": 21505,
     "status": "ok",
     "timestamp": 1665389395164,
     "user": {
      "displayName": "양성모",
      "userId": "06426692679224429740"
     },
     "user_tz": -540
    },
    "id": "QkC6kbS2OmZH",
    "outputId": "4d08aec3-b6bc-42e7-fac6-396868c4caa0"
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Looking in indexes: https://pypi.org/simple, https://us-python.pkg.dev/colab-wheels/public/simple/\n",
      "Requirement already satisfied: pip in /usr/local/lib/python3.7/dist-packages (22.2.2)\n",
      "\u001b[33mWARNING: Running pip as the 'root' user can result in broken permissions and conflicting behaviour with the system package manager. It is recommended to use a virtual environment instead: https://pip.pypa.io/warnings/venv\u001b[0m\u001b[33m\n",
      "\u001b[0mLooking in indexes: https://pypi.org/simple, https://us-python.pkg.dev/colab-wheels/public/simple/\n",
      "Requirement already satisfied: wheel in /usr/local/lib/python3.7/dist-packages (0.37.1)\n",
      "\u001b[33mWARNING: Running pip as the 'root' user can result in broken permissions and conflicting behaviour with the system package manager. It is recommended to use a virtual environment instead: https://pip.pypa.io/warnings/venv\u001b[0m\u001b[33m\n",
      "\u001b[0mLooking in indexes: https://pypi.org/simple, https://us-python.pkg.dev/colab-wheels/public/simple/\n",
      "Requirement already satisfied: basicsr in /usr/local/lib/python3.7/dist-packages (1.4.2)\n",
      "Requirement already satisfied: opencv-python in /usr/local/lib/python3.7/dist-packages (from basicsr) (4.6.0.66)\n",
      "Requirement already satisfied: requests in /usr/local/lib/python3.7/dist-packages (from basicsr) (2.23.0)\n",
      "Requirement already satisfied: pyyaml in /usr/local/lib/python3.7/dist-packages (from basicsr) (6.0)\n",
      "Requirement already satisfied: torchvision in /usr/local/lib/python3.7/dist-packages (from basicsr) (0.13.1+cu113)\n",
      "Requirement already satisfied: tqdm in /usr/local/lib/python3.7/dist-packages (from basicsr) (4.64.1)\n",
      "Requirement already satisfied: Pillow in /usr/local/lib/python3.7/dist-packages (from basicsr) (7.1.2)\n",
      "Requirement already satisfied: scipy in /usr/local/lib/python3.7/dist-packages (from basicsr) (1.7.3)\n",
      "Requirement already satisfied: yapf in /usr/local/lib/python3.7/dist-packages (from basicsr) (0.32.0)\n",
      "Requirement already satisfied: torch>=1.7 in /usr/local/lib/python3.7/dist-packages (from basicsr) (1.12.1+cu113)\n",
      "Requirement already satisfied: lmdb in /usr/local/lib/python3.7/dist-packages (from basicsr) (0.99)\n",
      "Requirement already satisfied: addict in /usr/local/lib/python3.7/dist-packages (from basicsr) (2.4.0)\n",
      "Requirement already satisfied: numpy>=1.17 in /usr/local/lib/python3.7/dist-packages (from basicsr) (1.21.6)\n",
      "Requirement already satisfied: tb-nightly in /usr/local/lib/python3.7/dist-packages (from basicsr) (2.11.0a20221009)\n",
      "Requirement already satisfied: scikit-image in /usr/local/lib/python3.7/dist-packages (from basicsr) (0.18.3)\n",
      "Requirement already satisfied: future in /usr/local/lib/python3.7/dist-packages (from basicsr) (0.16.0)\n",
      "Requirement already satisfied: typing-extensions in /usr/local/lib/python3.7/dist-packages (from torch>=1.7->basicsr) (4.1.1)\n",
      "Requirement already satisfied: chardet<4,>=3.0.2 in /usr/local/lib/python3.7/dist-packages (from requests->basicsr) (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) (1.24.3)\n",
      "Requirement already satisfied: certifi>=2017.4.17 in /usr/local/lib/python3.7/dist-packages (from requests->basicsr) (2022.9.24)\n",
      "Requirement already satisfied: idna<3,>=2.5 in /usr/local/lib/python3.7/dist-packages (from requests->basicsr) (2.10)\n",
      "Requirement already satisfied: networkx>=2.0 in /usr/local/lib/python3.7/dist-packages (from scikit-image->basicsr) (2.6.3)\n",
      "Requirement already satisfied: tifffile>=2019.7.26 in /usr/local/lib/python3.7/dist-packages (from scikit-image->basicsr) (2021.11.2)\n",
      "Requirement already satisfied: matplotlib!=3.0.0,>=2.0.0 in /usr/local/lib/python3.7/dist-packages (from scikit-image->basicsr) (3.2.2)\n",
      "Requirement already satisfied: PyWavelets>=1.1.1 in /usr/local/lib/python3.7/dist-packages (from scikit-image->basicsr) (1.3.0)\n",
      "Requirement already satisfied: imageio>=2.3.0 in /usr/local/lib/python3.7/dist-packages (from scikit-image->basicsr) (2.9.0)\n",
      "Requirement already satisfied: markdown>=2.6.8 in /usr/local/lib/python3.7/dist-packages (from tb-nightly->basicsr) (3.4.1)\n",
      "Requirement already satisfied: tensorboard-plugin-wit>=1.6.0 in /usr/local/lib/python3.7/dist-packages (from tb-nightly->basicsr) (1.8.1)\n",
      "Requirement already satisfied: wheel>=0.26 in /usr/local/lib/python3.7/dist-packages (from tb-nightly->basicsr) (0.37.1)\n",
      "Requirement already satisfied: absl-py>=0.4 in /usr/local/lib/python3.7/dist-packages (from tb-nightly->basicsr) (1.2.0)\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) (0.6.1)\n",
      "Requirement already satisfied: google-auth-oauthlib<0.5,>=0.4.1 in /usr/local/lib/python3.7/dist-packages (from tb-nightly->basicsr) (0.4.6)\n",
      "Requirement already satisfied: grpcio>=1.24.3 in /usr/local/lib/python3.7/dist-packages (from tb-nightly->basicsr) (1.49.1)\n",
      "Requirement already satisfied: google-auth<3,>=1.6.3 in /usr/local/lib/python3.7/dist-packages (from tb-nightly->basicsr) (1.35.0)\n",
      "Requirement already satisfied: protobuf<4,>=3.9.2 in /usr/local/lib/python3.7/dist-packages (from tb-nightly->basicsr) (3.17.3)\n",
      "Requirement already satisfied: setuptools>=41.0.0 in /usr/local/lib/python3.7/dist-packages (from tb-nightly->basicsr) (57.4.0)\n",
      "Requirement already satisfied: werkzeug>=1.0.1 in /usr/local/lib/python3.7/dist-packages (from tb-nightly->basicsr) (1.0.1)\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) (4.2.4)\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) (4.9)\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) (0.2.8)\n",
      "Requirement already satisfied: six>=1.9.0 in /usr/local/lib/python3.7/dist-packages (from google-auth<3,>=1.6.3->tb-nightly->basicsr) (1.15.0)\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) (1.3.1)\n",
      "Requirement already satisfied: importlib-metadata>=4.4 in /usr/local/lib/python3.7/dist-packages (from markdown>=2.6.8->tb-nightly->basicsr) (5.0.0)\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!=3.0.0,>=2.0.0->scikit-image->basicsr) (3.0.9)\n",
      "Requirement already satisfied: cycler>=0.10 in /usr/local/lib/python3.7/dist-packages (from matplotlib!=3.0.0,>=2.0.0->scikit-image->basicsr) (0.11.0)\n",
      "Requirement already satisfied: python-dateutil>=2.1 in /usr/local/lib/python3.7/dist-packages (from matplotlib!=3.0.0,>=2.0.0->scikit-image->basicsr) (2.8.2)\n",
      "Requirement already satisfied: kiwisolver>=1.0.1 in /usr/local/lib/python3.7/dist-packages (from matplotlib!=3.0.0,>=2.0.0->scikit-image->basicsr) (1.4.4)\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) (3.8.1)\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) (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) (3.2.1)\n",
      "\u001b[33mWARNING: Running pip as the 'root' user can result in broken permissions and conflicting behaviour with the system package manager. It is recommended to use a virtual environment instead: https://pip.pypa.io/warnings/venv\u001b[0m\u001b[33m\n",
      "\u001b[0mLooking in indexes: https://pypi.org/simple, https://us-python.pkg.dev/colab-wheels/public/simple/\n",
      "Requirement already satisfied: facexlib in /usr/local/lib/python3.7/dist-packages (0.2.5)\n",
      "Requirement already satisfied: filterpy in /usr/local/lib/python3.7/dist-packages (from facexlib) (1.4.5)\n",
      "Requirement already satisfied: Pillow in /usr/local/lib/python3.7/dist-packages (from facexlib) (7.1.2)\n",
      "Requirement already satisfied: numpy in /usr/local/lib/python3.7/dist-packages (from facexlib) (1.21.6)\n",
      "Requirement already satisfied: numba in /usr/local/lib/python3.7/dist-packages (from facexlib) (0.56.2)\n",
      "Requirement already satisfied: tqdm in /usr/local/lib/python3.7/dist-packages (from facexlib) (4.64.1)\n",
      "Requirement already satisfied: opencv-python in /usr/local/lib/python3.7/dist-packages (from facexlib) (4.6.0.66)\n",
      "Requirement already satisfied: scipy in /usr/local/lib/python3.7/dist-packages (from facexlib) (1.7.3)\n",
      "Requirement already satisfied: torchvision in /usr/local/lib/python3.7/dist-packages (from facexlib) (0.13.1+cu113)\n",
      "Requirement already satisfied: torch in /usr/local/lib/python3.7/dist-packages (from facexlib) (1.12.1+cu113)\n",
      "Requirement already satisfied: matplotlib in /usr/local/lib/python3.7/dist-packages (from filterpy->facexlib) (3.2.2)\n",
      "Requirement already satisfied: llvmlite<0.40,>=0.39.0dev0 in /usr/local/lib/python3.7/dist-packages (from numba->facexlib) (0.39.1)\n",
      "Requirement already satisfied: importlib-metadata in /usr/local/lib/python3.7/dist-packages (from numba->facexlib) (5.0.0)\n",
      "Requirement already satisfied: setuptools<60 in /usr/local/lib/python3.7/dist-packages (from numba->facexlib) (57.4.0)\n",
      "Requirement already satisfied: typing-extensions in /usr/local/lib/python3.7/dist-packages (from torch->facexlib) (4.1.1)\n",
      "Requirement already satisfied: requests in /usr/local/lib/python3.7/dist-packages (from torchvision->facexlib) (2.23.0)\n",
      "Requirement already satisfied: zipp>=0.5 in /usr/local/lib/python3.7/dist-packages (from importlib-metadata->numba->facexlib) (3.8.1)\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) (3.0.9)\n",
      "Requirement already satisfied: python-dateutil>=2.1 in /usr/local/lib/python3.7/dist-packages (from matplotlib->filterpy->facexlib) (2.8.2)\n",
      "Requirement already satisfied: kiwisolver>=1.0.1 in /usr/local/lib/python3.7/dist-packages (from matplotlib->filterpy->facexlib) (1.4.4)\n",
      "Requirement already satisfied: cycler>=0.10 in /usr/local/lib/python3.7/dist-packages (from matplotlib->filterpy->facexlib) (0.11.0)\n",
      "Requirement already satisfied: idna<3,>=2.5 in /usr/local/lib/python3.7/dist-packages (from requests->torchvision->facexlib) (2.10)\n",
      "Requirement already satisfied: chardet<4,>=3.0.2 in /usr/local/lib/python3.7/dist-packages (from requests->torchvision->facexlib) (3.0.4)\n",
      "Requirement already satisfied: certifi>=2017.4.17 in /usr/local/lib/python3.7/dist-packages (from requests->torchvision->facexlib) (2022.9.24)\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->torchvision->facexlib) (1.24.3)\n",
      "Requirement already satisfied: six>=1.5 in /usr/local/lib/python3.7/dist-packages (from python-dateutil>=2.1->matplotlib->filterpy->facexlib) (1.15.0)\n",
      "\u001b[33mWARNING: Running pip as the 'root' user can result in broken permissions and conflicting behaviour with the system package manager. It is recommended to use a virtual environment instead: https://pip.pypa.io/warnings/venv\u001b[0m\u001b[33m\n",
      "\u001b[0mLooking in indexes: https://pypi.org/simple, https://us-python.pkg.dev/colab-wheels/public/simple/\n",
      "Requirement already satisfied: gfpgan in /usr/local/lib/python3.7/dist-packages (1.3.8)\n",
      "Requirement already satisfied: yapf in /usr/local/lib/python3.7/dist-packages (from gfpgan) (0.32.0)\n",
      "Requirement already satisfied: opencv-python in /usr/local/lib/python3.7/dist-packages (from gfpgan) (4.6.0.66)\n",
      "Requirement already satisfied: numpy in /usr/local/lib/python3.7/dist-packages (from gfpgan) (1.21.6)\n",
      "Requirement already satisfied: basicsr>=1.4.2 in /usr/local/lib/python3.7/dist-packages (from gfpgan) (1.4.2)\n",
      "Requirement already satisfied: pyyaml in /usr/local/lib/python3.7/dist-packages (from gfpgan) (6.0)\n",
      "Requirement already satisfied: tb-nightly in /usr/local/lib/python3.7/dist-packages (from gfpgan) (2.11.0a20221009)\n",
      "Requirement already satisfied: facexlib>=0.2.5 in /usr/local/lib/python3.7/dist-packages (from gfpgan) (0.2.5)\n",
      "Requirement already satisfied: lmdb in /usr/local/lib/python3.7/dist-packages (from gfpgan) (0.99)\n",
      "Requirement already satisfied: torchvision in /usr/local/lib/python3.7/dist-packages (from gfpgan) (0.13.1+cu113)\n",
      "Requirement already satisfied: torch>=1.7 in /usr/local/lib/python3.7/dist-packages (from gfpgan) (1.12.1+cu113)\n",
      "Requirement already satisfied: tqdm in /usr/local/lib/python3.7/dist-packages (from gfpgan) (4.64.1)\n",
      "Requirement already satisfied: scipy in /usr/local/lib/python3.7/dist-packages (from gfpgan) (1.7.3)\n",
      "Requirement already satisfied: addict in /usr/local/lib/python3.7/dist-packages (from basicsr>=1.4.2->gfpgan) (2.4.0)\n",
      "Requirement already satisfied: requests in /usr/local/lib/python3.7/dist-packages (from basicsr>=1.4.2->gfpgan) (2.23.0)\n",
      "Requirement already satisfied: Pillow in /usr/local/lib/python3.7/dist-packages (from basicsr>=1.4.2->gfpgan) (7.1.2)\n",
      "Requirement already satisfied: future in /usr/local/lib/python3.7/dist-packages (from basicsr>=1.4.2->gfpgan) (0.16.0)\n",
      "Requirement already satisfied: scikit-image in /usr/local/lib/python3.7/dist-packages (from basicsr>=1.4.2->gfpgan) (0.18.3)\n",
      "Requirement already satisfied: filterpy in /usr/local/lib/python3.7/dist-packages (from facexlib>=0.2.5->gfpgan) (1.4.5)\n",
      "Requirement already satisfied: numba in /usr/local/lib/python3.7/dist-packages (from facexlib>=0.2.5->gfpgan) (0.56.2)\n",
      "Requirement already satisfied: typing-extensions in /usr/local/lib/python3.7/dist-packages (from torch>=1.7->gfpgan) (4.1.1)\n",
      "Requirement already satisfied: grpcio>=1.24.3 in /usr/local/lib/python3.7/dist-packages (from tb-nightly->gfpgan) (1.49.1)\n",
      "Requirement already satisfied: protobuf<4,>=3.9.2 in /usr/local/lib/python3.7/dist-packages (from tb-nightly->gfpgan) (3.17.3)\n",
      "Requirement already satisfied: werkzeug>=1.0.1 in /usr/local/lib/python3.7/dist-packages (from tb-nightly->gfpgan) (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->gfpgan) (0.4.6)\n",
      "Requirement already satisfied: markdown>=2.6.8 in /usr/local/lib/python3.7/dist-packages (from tb-nightly->gfpgan) (3.4.1)\n",
      "Requirement already satisfied: absl-py>=0.4 in /usr/local/lib/python3.7/dist-packages (from tb-nightly->gfpgan) (1.2.0)\n",
      "Requirement already satisfied: setuptools>=41.0.0 in /usr/local/lib/python3.7/dist-packages (from tb-nightly->gfpgan) (57.4.0)\n",
      "Requirement already satisfied: wheel>=0.26 in /usr/local/lib/python3.7/dist-packages (from tb-nightly->gfpgan) (0.37.1)\n",
      "Requirement already satisfied: tensorboard-data-server<0.7.0,>=0.6.0 in /usr/local/lib/python3.7/dist-packages (from tb-nightly->gfpgan) (0.6.1)\n",
      "Requirement already satisfied: tensorboard-plugin-wit>=1.6.0 in /usr/local/lib/python3.7/dist-packages (from tb-nightly->gfpgan) (1.8.1)\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: rsa<5,>=3.1.4 in /usr/local/lib/python3.7/dist-packages (from google-auth<3,>=1.6.3->tb-nightly->gfpgan) (4.9)\n",
      "Requirement already satisfied: six>=1.9.0 in /usr/local/lib/python3.7/dist-packages (from google-auth<3,>=1.6.3->tb-nightly->gfpgan) (1.15.0)\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: 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) (5.0.0)\n",
      "Requirement already satisfied: chardet<4,>=3.0.2 in /usr/local/lib/python3.7/dist-packages (from requests->basicsr>=1.4.2->gfpgan) (3.0.4)\n",
      "Requirement already satisfied: idna<3,>=2.5 in /usr/local/lib/python3.7/dist-packages (from requests->basicsr>=1.4.2->gfpgan) (2.10)\n",
      "Requirement already satisfied: certifi>=2017.4.17 in /usr/local/lib/python3.7/dist-packages (from requests->basicsr>=1.4.2->gfpgan) (2022.9.24)\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>=1.4.2->gfpgan) (1.24.3)\n",
      "Requirement already satisfied: matplotlib in /usr/local/lib/python3.7/dist-packages (from filterpy->facexlib>=0.2.5->gfpgan) (3.2.2)\n",
      "Requirement already satisfied: llvmlite<0.40,>=0.39.0dev0 in /usr/local/lib/python3.7/dist-packages (from numba->facexlib>=0.2.5->gfpgan) (0.39.1)\n",
      "Requirement already satisfied: networkx>=2.0 in /usr/local/lib/python3.7/dist-packages (from scikit-image->basicsr>=1.4.2->gfpgan) (2.6.3)\n",
      "Requirement already satisfied: imageio>=2.3.0 in /usr/local/lib/python3.7/dist-packages (from scikit-image->basicsr>=1.4.2->gfpgan) (2.9.0)\n",
      "Requirement already satisfied: tifffile>=2019.7.26 in /usr/local/lib/python3.7/dist-packages (from scikit-image->basicsr>=1.4.2->gfpgan) (2021.11.2)\n",
      "Requirement already satisfied: PyWavelets>=1.1.1 in /usr/local/lib/python3.7/dist-packages (from scikit-image->basicsr>=1.4.2->gfpgan) (1.3.0)\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) (3.8.1)\n",
      "Requirement already satisfied: python-dateutil>=2.1 in /usr/local/lib/python3.7/dist-packages (from matplotlib->filterpy->facexlib>=0.2.5->gfpgan) (2.8.2)\n",
      "Requirement already satisfied: cycler>=0.10 in /usr/local/lib/python3.7/dist-packages (from matplotlib->filterpy->facexlib>=0.2.5->gfpgan) (0.11.0)\n",
      "Requirement already satisfied: kiwisolver>=1.0.1 in /usr/local/lib/python3.7/dist-packages (from matplotlib->filterpy->facexlib>=0.2.5->gfpgan) (1.4.4)\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>=0.2.5->gfpgan) (3.0.9)\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) (3.2.1)\n",
      "\u001b[33mWARNING: Running pip as the 'root' user can result in broken permissions and conflicting behaviour with the system package manager. It is recommended to use a virtual environment instead: https://pip.pypa.io/warnings/venv\u001b[0m\u001b[33m\n",
      "\u001b[0mLooking in indexes: https://pypi.org/simple, https://us-python.pkg.dev/colab-wheels/public/simple/\n",
      "Requirement already satisfied: basicsr>=1.4.2 in /usr/local/lib/python3.7/dist-packages (from -r requirements.txt (line 1)) (1.4.2)\n",
      "Requirement already satisfied: facexlib>=0.2.5 in /usr/local/lib/python3.7/dist-packages (from -r requirements.txt (line 2)) (0.2.5)\n",
      "Requirement already satisfied: gfpgan>=1.3.5 in /usr/local/lib/python3.7/dist-packages (from -r requirements.txt (line 3)) (1.3.8)\n",
      "Requirement already satisfied: numpy in /usr/local/lib/python3.7/dist-packages (from -r requirements.txt (line 4)) (1.21.6)\n",
      "Requirement already satisfied: opencv-python in /usr/local/lib/python3.7/dist-packages (from -r requirements.txt (line 5)) (4.6.0.66)\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)) (1.12.1+cu113)\n",
      "Requirement already satisfied: torchvision in /usr/local/lib/python3.7/dist-packages (from -r requirements.txt (line 8)) (0.13.1+cu113)\n",
      "Requirement already satisfied: tqdm in /usr/local/lib/python3.7/dist-packages (from -r requirements.txt (line 9)) (4.64.1)\n",
      "Requirement already satisfied: addict in /usr/local/lib/python3.7/dist-packages (from basicsr>=1.4.2->-r requirements.txt (line 1)) (2.4.0)\n",
      "Requirement already satisfied: requests in /usr/local/lib/python3.7/dist-packages (from basicsr>=1.4.2->-r requirements.txt (line 1)) (2.23.0)\n",
      "Requirement already satisfied: yapf in /usr/local/lib/python3.7/dist-packages (from basicsr>=1.4.2->-r requirements.txt (line 1)) (0.32.0)\n",
      "Requirement already satisfied: pyyaml in /usr/local/lib/python3.7/dist-packages (from basicsr>=1.4.2->-r requirements.txt (line 1)) (6.0)\n",
      "Requirement already satisfied: scikit-image in /usr/local/lib/python3.7/dist-packages (from basicsr>=1.4.2->-r requirements.txt (line 1)) (0.18.3)\n",
      "Requirement already satisfied: lmdb in /usr/local/lib/python3.7/dist-packages (from basicsr>=1.4.2->-r requirements.txt (line 1)) (0.99)\n",
      "Requirement already satisfied: tb-nightly in /usr/local/lib/python3.7/dist-packages (from basicsr>=1.4.2->-r requirements.txt (line 1)) (2.11.0a20221009)\n",
      "Requirement already satisfied: future in /usr/local/lib/python3.7/dist-packages (from basicsr>=1.4.2->-r requirements.txt (line 1)) (0.16.0)\n",
      "Requirement already satisfied: scipy in /usr/local/lib/python3.7/dist-packages (from basicsr>=1.4.2->-r requirements.txt (line 1)) (1.7.3)\n",
      "Requirement already satisfied: filterpy in /usr/local/lib/python3.7/dist-packages (from facexlib>=0.2.5->-r requirements.txt (line 2)) (1.4.5)\n",
      "Requirement already satisfied: numba in /usr/local/lib/python3.7/dist-packages (from facexlib>=0.2.5->-r requirements.txt (line 2)) (0.56.2)\n",
      "Requirement already satisfied: typing-extensions in /usr/local/lib/python3.7/dist-packages (from torch>=1.7->-r requirements.txt (line 7)) (4.1.1)\n",
      "Requirement already satisfied: matplotlib in /usr/local/lib/python3.7/dist-packages (from filterpy->facexlib>=0.2.5->-r requirements.txt (line 2)) (3.2.2)\n",
      "Requirement already satisfied: setuptools<60 in /usr/local/lib/python3.7/dist-packages (from numba->facexlib>=0.2.5->-r requirements.txt (line 2)) (57.4.0)\n",
      "Requirement already satisfied: llvmlite<0.40,>=0.39.0dev0 in /usr/local/lib/python3.7/dist-packages (from numba->facexlib>=0.2.5->-r requirements.txt (line 2)) (0.39.1)\n",
      "Requirement already satisfied: importlib-metadata in /usr/local/lib/python3.7/dist-packages (from numba->facexlib>=0.2.5->-r requirements.txt (line 2)) (5.0.0)\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>=1.4.2->-r requirements.txt (line 1)) (1.24.3)\n",
      "Requirement already satisfied: chardet<4,>=3.0.2 in /usr/local/lib/python3.7/dist-packages (from requests->basicsr>=1.4.2->-r requirements.txt (line 1)) (3.0.4)\n",
      "Requirement already satisfied: idna<3,>=2.5 in /usr/local/lib/python3.7/dist-packages (from requests->basicsr>=1.4.2->-r requirements.txt (line 1)) (2.10)\n",
      "Requirement already satisfied: certifi>=2017.4.17 in /usr/local/lib/python3.7/dist-packages (from requests->basicsr>=1.4.2->-r requirements.txt (line 1)) (2022.9.24)\n",
      "Requirement already satisfied: imageio>=2.3.0 in /usr/local/lib/python3.7/dist-packages (from scikit-image->basicsr>=1.4.2->-r requirements.txt (line 1)) (2.9.0)\n",
      "Requirement already satisfied: tifffile>=2019.7.26 in /usr/local/lib/python3.7/dist-packages (from scikit-image->basicsr>=1.4.2->-r requirements.txt (line 1)) (2021.11.2)\n",
      "Requirement already satisfied: networkx>=2.0 in /usr/local/lib/python3.7/dist-packages (from scikit-image->basicsr>=1.4.2->-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>=1.4.2->-r requirements.txt (line 1)) (1.3.0)\n",
      "Requirement already satisfied: wheel>=0.26 in /usr/local/lib/python3.7/dist-packages (from tb-nightly->basicsr>=1.4.2->-r requirements.txt (line 1)) (0.37.1)\n",
      "Requirement already satisfied: tensorboard-plugin-wit>=1.6.0 in /usr/local/lib/python3.7/dist-packages (from tb-nightly->basicsr>=1.4.2->-r requirements.txt (line 1)) (1.8.1)\n",
      "Requirement already satisfied: werkzeug>=1.0.1 in /usr/local/lib/python3.7/dist-packages (from tb-nightly->basicsr>=1.4.2->-r requirements.txt (line 1)) (1.0.1)\n",
      "Requirement already satisfied: markdown>=2.6.8 in /usr/local/lib/python3.7/dist-packages (from tb-nightly->basicsr>=1.4.2->-r requirements.txt (line 1)) (3.4.1)\n",
      "Requirement already satisfied: google-auth-oauthlib<0.5,>=0.4.1 in /usr/local/lib/python3.7/dist-packages (from tb-nightly->basicsr>=1.4.2->-r requirements.txt (line 1)) (0.4.6)\n",
      "Requirement already satisfied: google-auth<3,>=1.6.3 in /usr/local/lib/python3.7/dist-packages (from tb-nightly->basicsr>=1.4.2->-r requirements.txt (line 1)) (1.35.0)\n",
      "Requirement already satisfied: absl-py>=0.4 in /usr/local/lib/python3.7/dist-packages (from tb-nightly->basicsr>=1.4.2->-r requirements.txt (line 1)) (1.2.0)\n",
      "Requirement already satisfied: protobuf<4,>=3.9.2 in /usr/local/lib/python3.7/dist-packages (from tb-nightly->basicsr>=1.4.2->-r requirements.txt (line 1)) (3.17.3)\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>=1.4.2->-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>=1.4.2->-r requirements.txt (line 1)) (1.49.1)\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>=1.4.2->-r requirements.txt (line 1)) (0.2.8)\n",
      "Requirement already satisfied: six>=1.9.0 in /usr/local/lib/python3.7/dist-packages (from google-auth<3,>=1.6.3->tb-nightly->basicsr>=1.4.2->-r requirements.txt (line 1)) (1.15.0)\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>=1.4.2->-r requirements.txt (line 1)) (4.9)\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>=1.4.2->-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>=1.4.2->-r requirements.txt (line 1)) (1.3.1)\n",
      "Requirement already satisfied: zipp>=0.5 in /usr/local/lib/python3.7/dist-packages (from importlib-metadata->numba->facexlib>=0.2.5->-r requirements.txt (line 2)) (3.8.1)\n",
      "Requirement already satisfied: python-dateutil>=2.1 in /usr/local/lib/python3.7/dist-packages (from matplotlib->filterpy->facexlib>=0.2.5->-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>=0.2.5->-r requirements.txt (line 2)) (1.4.4)\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>=0.2.5->-r requirements.txt (line 2)) (3.0.9)\n",
      "Requirement already satisfied: cycler>=0.10 in /usr/local/lib/python3.7/dist-packages (from matplotlib->filterpy->facexlib>=0.2.5->-r requirements.txt (line 2)) (0.11.0)\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>=1.4.2->-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>=1.4.2->-r requirements.txt (line 1)) (3.2.1)\n",
      "\u001b[33mWARNING: Running pip as the 'root' user can result in broken permissions and conflicting behaviour with the system package manager. It is recommended to use a virtual environment instead: https://pip.pypa.io/warnings/venv\u001b[0m\u001b[33m\n",
      "\u001b[0mrunning develop\n",
      "running 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",
      "reading manifest template 'MANIFEST.in'\n",
      "warning: no files found matching 'weights/README.md'\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",
      "realesrgan 0.3.0 is already the active version in easy-install.pth\n",
      "\n",
      "Installed /content/drive/MyDrive/dacon_aisr/Real-ESRGAN\n",
      "Processing dependencies for realesrgan==0.3.0\n",
      "Searching for tqdm==4.64.1\n",
      "Best match: tqdm 4.64.1\n",
      "Adding tqdm 4.64.1 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==0.13.1+cu113\n",
      "Best match: torchvision 0.13.1+cu113\n",
      "Adding torchvision 0.13.1+cu113 to easy-install.pth file\n",
      "\n",
      "Using /usr/local/lib/python3.7/dist-packages\n",
      "Searching for torch==1.12.1+cu113\n",
      "Best match: torch 1.12.1+cu113\n",
      "Adding torch 1.12.1+cu113 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==4.6.0.66\n",
      "Best match: opencv-python 4.6.0.66\n",
      "Adding opencv-python 4.6.0.66 to easy-install.pth file\n",
      "\n",
      "Using /usr/local/lib/python3.7/dist-packages\n",
      "Searching for numpy==1.21.6\n",
      "Best match: numpy 1.21.6\n",
      "Adding numpy 1.21.6 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==1.3.8\n",
      "Best match: gfpgan 1.3.8\n",
      "Adding gfpgan 1.3.8 to easy-install.pth file\n",
      "\n",
      "Using /usr/local/lib/python3.7/dist-packages\n",
      "Searching for facexlib==0.2.5\n",
      "Best match: facexlib 0.2.5\n",
      "Adding facexlib 0.2.5 to easy-install.pth file\n",
      "\n",
      "Using /usr/local/lib/python3.7/dist-packages\n",
      "Searching for basicsr==1.4.2\n",
      "Best match: basicsr 1.4.2\n",
      "Adding basicsr 1.4.2 to easy-install.pth file\n",
      "\n",
      "Using /usr/local/lib/python3.7/dist-packages\n",
      "Searching for typing-extensions==4.1.1\n",
      "Best match: typing-extensions 4.1.1\n",
      "Adding typing-extensions 4.1.1 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 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 tb-nightly==2.11.0a20221009\n",
      "Best match: tb-nightly 2.11.0a20221009\n",
      "Adding tb-nightly 2.11.0a20221009 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 PyYAML==6.0\n",
      "Best match: PyYAML 6.0\n",
      "Adding PyYAML 6.0 to easy-install.pth file\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==1.7.3\n",
      "Best match: scipy 1.7.3\n",
      "Adding scipy 1.7.3 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==0.56.2\n",
      "Best match: numba 0.56.2\n",
      "Adding numba 0.56.2 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 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 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 certifi==2022.9.24\n",
      "Best match: certifi 2022.9.24\n",
      "Adding certifi 2022.9.24 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 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 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 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 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 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 grpcio==1.49.1\n",
      "Best match: grpcio 1.49.1\n",
      "Adding grpcio 1.49.1 to easy-install.pth file\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 absl-py==1.2.0\n",
      "Best match: absl-py 1.2.0\n",
      "Adding absl-py 1.2.0 to easy-install.pth file\n",
      "\n",
      "Using /usr/local/lib/python3.7/dist-packages\n",
      "Searching for Markdown==3.4.1\n",
      "Best match: Markdown 3.4.1\n",
      "Adding Markdown 3.4.1 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-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 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 importlib-metadata==5.0.0\n",
      "Best match: importlib-metadata 5.0.0\n",
      "Adding importlib-metadata 5.0.0 to easy-install.pth file\n",
      "\n",
      "Using /usr/local/lib/python3.7/dist-packages\n",
      "Searching for llvmlite==0.39.1\n",
      "Best match: llvmlite 0.39.1\n",
      "Adding llvmlite 0.39.1 to easy-install.pth file\n",
      "\n",
      "Using /usr/local/lib/python3.7/dist-packages\n",
      "Searching for PyWavelets==1.3.0\n",
      "Best match: PyWavelets 1.3.0\n",
      "Adding PyWavelets 1.3.0 to easy-install.pth file\n",
      "\n",
      "Using /usr/local/lib/python3.7/dist-packages\n",
      "Searching for imageio==2.9.0\n",
      "Best match: imageio 2.9.0\n",
      "Adding imageio 2.9.0 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 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 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 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 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 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 rsa==4.9\n",
      "Best match: rsa 4.9\n",
      "Adding rsa 4.9 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 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 kiwisolver==1.4.4\n",
      "Best match: kiwisolver 1.4.4\n",
      "Adding kiwisolver 1.4.4 to easy-install.pth file\n",
      "\n",
      "Using /usr/local/lib/python3.7/dist-packages\n",
      "Searching for pyparsing==3.0.9\n",
      "Best match: pyparsing 3.0.9\n",
      "Adding pyparsing 3.0.9 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==3.8.1\n",
      "Best match: zipp 3.8.1\n",
      "Adding zipp 3.8.1 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==3.2.1\n",
      "Best match: oauthlib 3.2.1\n",
      "Adding oauthlib 3.2.1 to easy-install.pth file\n",
      "\n",
      "Using /usr/local/lib/python3.7/dist-packages\n",
      "Finished processing dependencies for realesrgan==0.3.0\n"
     ]
    }
   ],
   "source": [
    "import shutil\n",
    "!pip3 install --upgrade pip\n",
    "!pip3 install wheel\n",
    "!pip3 install basicsr\n",
    "!pip3 install facexlib\n",
    "!pip3 install gfpgan\n",
    "!pip3 install -r requirements.txt\n",
    "!python3 setup.py develop"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "tuc4XmViZBnK"
   },
   "source": [
    "## Inference"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 45,
   "metadata": {
    "executionInfo": {
     "elapsed": 500,
     "status": "ok",
     "timestamp": 1665389434768,
     "user": {
      "displayName": "양성모",
      "userId": "06426692679224429740"
     },
     "user_tz": -540
    },
    "id": "UZSp9UaSLqAe"
   },
   "outputs": [],
   "source": [
    "import subprocess\n",
    "from datetime import datetime\n",
    "from pytz import timezone\n",
    "import os\n",
    "\n",
    "def inference_for_ensemple(model_pth, dst_ensemble_folder):\n",
    "  \"\"\"\n",
    "  <Folder Structure>\n",
    "  /Real-ESRGAN\n",
    "    ㄴ inputs\n",
    "  /config_backup\n",
    "  /datasets\n",
    "  /utility\n",
    "    ㄴ ensemble\n",
    "      ㄴ model_1\n",
    "      ㄴ model_2\n",
    "      ㄴ model_3\n",
    "      ㄴ model_4\n",
    "      ㄴ result (the ensemble images of models )    \n",
    "  inference by using model pth and move images to each folder for ensemble\n",
    "      Args:\n",
    "          model_pth : the name of the model-pth saved in the experiments/tags/ folder\n",
    "          dst_ensemble_foler : a tuple which contain (folder name, model description)\n",
    "                               folder name should be the same name of foler in /utility/ensemble/\n",
    "      Retruns:\n",
    "          None\n",
    "  \"\"\"\n",
    "  \n",
    "\n",
    "  for idx in range(len(model_pth)):\n",
    "    arg_model_path = f'tags/{model_pth[idx]}'\n",
    "    command = f\"python3 inference_realesrgan.py --model_path \" + arg_model_path +  \" --suffix ''\"\n",
    "\n",
    "\n",
    "\n",
    "    try:\n",
    "      os.system(command)\n",
    "\n",
    "      dst_path = f\"{ROOT}/../utility/ensemble/{dst_ensemble_folder[idx]}\"\n",
    "      if not os.path.isdir(dst_path):\n",
    "        os.mkdir(dst_path)\n",
    "\n",
    "      if os.path.exists(f\"dst_path\"):\n",
    "        shutil.rmtree(f\"dst_path\")\n",
    "      shutil.copytree(src=f'{ROOT}/results/',\n",
    "                      dst=f\"dst_path\")\n",
    "      print(f\"copyed results to ensemble folder {dst_ensemble_folder[idx]}\")\n",
    "      #shutil.rmtree(f'{ROOT}/results/')\n",
    "    except:\n",
    "      print(\"ensemble error!\")\n",
    "    \n",
    "\n",
    "  cur_date = datetime.now(timezone('Asia/Seoul')).strftime('%Y-%m-%d_%H:%M:%S')\n",
    "  timestamp_file = f\"{ROOT}/../utility/ensemble/ensemble_model_info_{cur_date}.log\"\n",
    "\n",
    "  with open(timestamp_file, \"w\") as f:\n",
    "    f.write(\"Ensemble Info ===\\n\")\n",
    "    for idx in range(len(model_pth)):\n",
    "      f.write(f\"copyed {model_pth[idx]} results to {dst_ensemble_folder[idx]}\\n\")\n",
    "    f.write(f\"saved {cur_date}\")\n",
    "    f.close()\n",
    "    print(f\"saved {timestamp_file}\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/"
    },
    "executionInfo": {
     "elapsed": 2069,
     "status": "ok",
     "timestamp": 1665389479921,
     "user": {
      "displayName": "양성모",
      "userId": "06426692679224429740"
     },
     "user_tz": -540
    },
    "id": "5kKSaNiVPNR6",
    "outputId": "919740a5-5449-4d67-ff54-42845fcedbe0"
   },
   "outputs": [],
   "source": [
    "# SINGLE INFERENCE \n",
    "# model : net_g_995000_105000.pth\n",
    "# !python3 inference_realesrgan.py --model_path tags/net_g_995000_105000.pth --suffix \"\""
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 51,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/"
    },
    "executionInfo": {
     "elapsed": 218357,
     "status": "ok",
     "timestamp": 1665389712359,
     "user": {
      "displayName": "양성모",
      "userId": "06426692679224429740"
     },
     "user_tz": -540
    },
    "id": "6k2Ru42hSaCp",
    "outputId": "7c929a39-7e3d-4cd9-988d-4fa9b3b3f08b"
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "copyed results to ensemble folder model_1\n",
      "saved /content/drive/MyDrive/dacon_aisr/Real-ESRGAN/../utility/ensemble/ensemble_model_info_2022-10-10_17:15:12.log\n"
     ]
    }
   ],
   "source": [
    "# ENSEMBLE\n",
    "# move result files to the ensemble folders\n",
    "model_pth = ['net_g_995000_105000.pth']\n",
    "dst_ensemble_folder = ['model_1']\n",
    "\n",
    "####################################################################\n",
    "inference_for_ensemple(model_pth, dst_ensemble_folder)"
   ]
  }
 ],
 "metadata": {
  "accelerator": "GPU",
  "colab": {
   "authorship_tag": "ABX9TyNbULdskSgpDvpYqM5EOSD5",
   "background_execution": "on",
   "collapsed_sections": [],
   "provenance": [
    {
     "file_id": "1rQdRc3CB9iInsirLe2nUQiSzw_XQ2p7O",
     "timestamp": 1664623527979
    }
   ]
  },
  "gpuClass": "standard",
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.9"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 1
}