GAN_Based_X_Ray_Artifact_Removal.ipynb

{
  "cells": [
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "view-in-github",
        "colab_type": "text"
      },
      "source": [
        "<a href=\"https://colab.research.google.com/github/Navaneeth272001/GAN-Based-X-Ray-Artifact-Detection-and-Removal/blob/main/GAN_Based_X_Ray_Artifact_Removal.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "nxzMCxB6bWPr"
      },
      "source": [
        "# Notes\n",
        "Let's start with a simple dataset to ensure that the model works and to prove that this approach actually is a possible solution. After that we can try out a more complicated dataset which has more variations.\n",
        "\n",
        "## Simple Dataset\n",
        "- `Thickness` of the grid lines is constant throughout the dataset\n",
        "- `Distance` of the grid lines is constant throughout the dataset\n",
        "- `Intensity` of the grid lines is constant throughout the dataset\n",
        "- `Angle` of the grid lines is either 0°(`horizontal`) or 90°(`veritcal`)\n",
        "\n",
        "## Complex Dataset\n",
        "- `Thickness` of the grid lines vary throughout the dataset but constant for one X-ray\n",
        "- `Distance` of the grid lines vary throughout the dataset but constant for one X-ray\n",
        "- `Intensity` of the grid lines vary throughout the dataset but constant for one X-ray\n",
        "- `Angle` of the grid lines vary between 0° and 90° but constant for one X-ray"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "G1ZhYcyzF1su",
        "outputId": "b393a507-a89b-4c56-a9c0-4f625c69ad51"
      },
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Mounted at /content/drive\n"
          ]
        }
      ],
      "source": [
        "from google.colab import drive\n",
        "drive.mount('/content/drive')"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "gtwVSHJljOrz"
      },
      "source": [
        "# Simple Dataset Preparation"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "u50h5VpxjXz6"
      },
      "outputs": [],
      "source": [
        "\"\"\"\n",
        "PARAMETERS FOR THE DATASET CREATION\n",
        "\"\"\"\n",
        "\n",
        "THICKNESS = 2  # in opencv scale (can be thought of pixels)\n",
        "DISTANCE = 5  # in pixels\n",
        "INTENSITY = 15  # this value will be subracted to the R, G, B channels\n",
        "ANGLES = [\"0\", \"90\"]  # angle for one X-ray is randomly sampled from this list"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "4RYHd4_UaBOJ"
      },
      "outputs": [],
      "source": [
        "\"\"\"\n",
        "import neccessary packages\n",
        "\"\"\"\n",
        "\n",
        "# built-in packages\n",
        "import glob\n",
        "import random\n",
        "from typing import Tuple\n",
        "\n",
        "# third-party packages\n",
        "import cv2\n",
        "import numpy as np\n",
        "from google.colab.patches import cv2_imshow"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "t-KNEdoymXt2"
      },
      "outputs": [],
      "source": [
        "\"\"\"\n",
        "Return a binary image containing horizontal grid lines\n",
        "\"\"\"\n",
        "\n",
        "def get_horizontal_grid(nrows: int, ncols: int) -> np.ndarray:\n",
        "    binary_mask = np.zeros((nrows, ncols, 1), np.uint8)\n",
        "\n",
        "    for row_idx in range(nrows):\n",
        "        if row_idx % DISTANCE == 0:\n",
        "            cv2.line(binary_mask, (0, row_idx), (ncols, row_idx), 255, THICKNESS)\n",
        "\n",
        "    return binary_mask"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "f1la_Ke-myHL"
      },
      "outputs": [],
      "source": [
        "\"\"\"\n",
        "Return a binary image containing vertical grid lines\n",
        "\"\"\"\n",
        "\n",
        "def get_vertical_grid(nrows: int, ncols: int) -> np.ndarray:\n",
        "    binary_mask = np.zeros((nrows, ncols, 1), np.uint8)\n",
        "\n",
        "    for col_idx in range(ncols):\n",
        "        if col_idx % DISTANCE == 0:\n",
        "            cv2.line(binary_mask, (col_idx, 0), (col_idx, nrows), 255, THICKNESS)\n",
        "\n",
        "    return binary_mask"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "DToHCW2SkcKx"
      },
      "outputs": [],
      "source": [
        "\"\"\"\n",
        "ONLY FOR VERTICAL AND HORIZONTAL GRIDS\n",
        "\n",
        "Draw grid lines on the given image.\n",
        "\n",
        "Return a new image with grid lines and it's corresponding binary grid.\n",
        "\"\"\"\n",
        "\n",
        "def draw_grid_lines(image: np.ndarray):\n",
        "    nrows, ncols, nchannels = image.shape\n",
        "\n",
        "    # generate the binary grid mask\n",
        "    angle = random.choice(ANGLES)\n",
        "    if angle == \"0\":\n",
        "        binary_grid = get_horizontal_grid(nrows, ncols)\n",
        "    elif angle == \"90\":\n",
        "        binary_grid = get_vertical_grid(nrows, ncols)\n",
        "    else:\n",
        "        raise Exception(\"Grid lines with angle other than 0° and 90° are not implemented\")\n",
        "\n",
        "    # apply the grid mask on the given image\n",
        "    intensities = np.zeros((image.shape)) - INTENSITY\n",
        "    grid_masked_image = cv2.add(image, intensities, mask=binary_grid, dtype=cv2.CV_8U)\n",
        "    bg_image = cv2.bitwise_and(image, image, mask=cv2.bitwise_not(binary_grid))\n",
        "\n",
        "    grid_image = cv2.add(bg_image, grid_masked_image)\n",
        "\n",
        "    return grid_image, binary_grid"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 366
        },
        "id": "FHGxfDWGbH5E",
        "outputId": "054c2e39-9b04-4971-d09b-57b6e216d3c5"
      },
      "outputs": [
        {
          "output_type": "error",
          "ename": "AttributeError",
          "evalue": "ignored",
          "traceback": [
            "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
            "\u001b[0;31mAttributeError\u001b[0m                            Traceback (most recent call last)",
            "\u001b[0;32m<ipython-input-7-7ba25db81e78>\u001b[0m in \u001b[0;36m<cell line: 3>\u001b[0;34m()\u001b[0m\n\u001b[1;32m      1\u001b[0m \u001b[0morig_image\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mcv2\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mimread\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m\"data/trainB/0.png\"\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m      2\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m----> 3\u001b[0;31m \u001b[0mout\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0m_\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mdraw_grid_lines\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0morig_image\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m      4\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m      5\u001b[0m \u001b[0mcv2_imshow\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mout\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
            "\u001b[0;32m<ipython-input-6-d920d5d69341>\u001b[0m in \u001b[0;36mdraw_grid_lines\u001b[0;34m(image)\u001b[0m\n\u001b[1;32m      8\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m      9\u001b[0m \u001b[0;32mdef\u001b[0m \u001b[0mdraw_grid_lines\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mimage\u001b[0m\u001b[0;34m:\u001b[0m \u001b[0mnp\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mndarray\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m---> 10\u001b[0;31m     \u001b[0mnrows\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mncols\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mnchannels\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mimage\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mshape\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m     11\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m     12\u001b[0m     \u001b[0;31m# generate the binary grid mask\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
            "\u001b[0;31mAttributeError\u001b[0m: 'NoneType' object has no attribute 'shape'"
          ]
        }
      ],
      "source": [
        "orig_image = cv2.imread(\"data/trainB/0.png\")\n",
        "\n",
        "out, _ = draw_grid_lines(orig_image)\n",
        "\n",
        "cv2_imshow(out)"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "B9H_5vXkjl7_"
      },
      "source": [
        "# Complex Dataset Preparation"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "U0S8G7ooj4ks"
      },
      "outputs": [],
      "source": [
        "\"\"\"\n",
        "PARAMETERS FOR THE DATASET CREATION\n",
        "\"\"\"\n",
        "\n",
        "THICKNESS_RANGE = [1, 3]  # in opencv scale (can be thought of pixels)\n",
        "DISTANCE_RANGE = [7, 9]  # in pixels\n",
        "INTENSITY_RANGE = [10, 20]  # this value will be subracted to the R, G, B channels"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "-xXd7XoJj4ku"
      },
      "outputs": [],
      "source": [
        "\"\"\"\n",
        "import neccessary packages\n",
        "\"\"\"\n",
        "\n",
        "# built-in packages\n",
        "import glob\n",
        "import random\n",
        "from typing import Tuple\n",
        "\n",
        "# third-party packages\n",
        "import cv2\n",
        "import numpy as np\n",
        "from google.colab.patches import cv2_imshow"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "l8ouN6zDj4kz"
      },
      "outputs": [],
      "source": [
        "\"\"\"\n",
        "Return a binary image containing grid lines in random angle\n",
        "\"\"\"\n",
        "\n",
        "def get_random_grid(nrows: int, ncols: int) -> np.ndarray:\n",
        "    DISTANCE = np.random.randint(DISTANCE_RANGE[0], DISTANCE_RANGE[1] + 1)\n",
        "    THICKNESS = np.random.randint(THICKNESS_RANGE[0], THICKNESS_RANGE[1] + 1)\n",
        "\n",
        "    binary_mask = np.zeros((nrows, ncols, 1), np.uint8)\n",
        "\n",
        "    i = np.random.randint(0, nrows)\n",
        "    j = np.random.randint(0, ncols)\n",
        "\n",
        "    count = 0\n",
        "    while i - count >= 0 or j - count >= 0:\n",
        "        if count % DISTANCE != 0:\n",
        "            count += 1\n",
        "            continue\n",
        "\n",
        "        p1 = (0, i - count)\n",
        "        p2 = (ncols, j - count)\n",
        "\n",
        "        cv2.line(binary_mask, p1, p2, 255, THICKNESS)\n",
        "\n",
        "        count += 1\n",
        "\n",
        "    count = 0\n",
        "    while i + count <= nrows or j + count <= nrows:\n",
        "        if count % DISTANCE != 0:\n",
        "            count += 1\n",
        "            continue\n",
        "\n",
        "        p1 = (0, i + count)\n",
        "        p2 = (ncols, j + count)\n",
        "\n",
        "        cv2.line(binary_mask, p1, p2, 255, THICKNESS)\n",
        "\n",
        "        count += 1\n",
        "\n",
        "    return binary_mask"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "bGPQoZAfj4k0"
      },
      "outputs": [],
      "source": [
        "\"\"\"\n",
        "Draw grid lines on the given image.\n",
        "\n",
        "Return a new image with grid lines and it's corresponding binary grid.\n",
        "\"\"\"\n",
        "\n",
        "def draw_grid_lines(image: np.ndarray):\n",
        "    INTENSITY = np.random.randint(INTENSITY_RANGE[0], INTENSITY_RANGE[1] + 1)\n",
        "    nrows, ncols, nchannels = image.shape\n",
        "\n",
        "    # generate the binary grid mask\n",
        "    binary_grid = get_random_grid(nrows, ncols)\n",
        "\n",
        "    # apply the grid mask on the given image\n",
        "    intensities = np.zeros((image.shape)) - INTENSITY\n",
        "    grid_masked_image = cv2.add(image, intensities, mask=binary_grid, dtype=cv2.CV_8U)\n",
        "    bg_image = cv2.bitwise_and(image, image, mask=cv2.bitwise_not(binary_grid))\n",
        "\n",
        "    grid_image = cv2.add(bg_image, grid_masked_image)\n",
        "\n",
        "    return grid_image, binary_grid"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "5pUNWv4zj4k2"
      },
      "outputs": [],
      "source": [
        "orig_image = cv2.imread(\"0.png\")\n",
        "orig_image = cv2.resize(orig_image, (256, 256))\n",
        "\n",
        "out, mask = draw_grid_lines(orig_image)\n",
        "\n",
        "cv2_imshow(out)"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "qHMAeoVYj2NV"
      },
      "source": [
        "# Generate Dataset"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "c1bk9HycGpAh"
      },
      "outputs": [],
      "source": [
        "# copy source images\n",
        "!cp -R \"/content/drive/MyDrive/GAN hack/images\" ."
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "LHoucaPTpyR0"
      },
      "outputs": [],
      "source": [
        "\"\"\"\n",
        "Utility function to draw grids on all images in the given source directory\n",
        "and save it in the given out directory.\n",
        "\"\"\"\n",
        "\n",
        "def draw_grids(src_dir: str, out_dir: str) -> None:\n",
        "    # iterate through the file names in the src dir\n",
        "    image_paths = glob.glob(src_dir + \"/*\")\n",
        "    for idx, image_path in enumerate(image_paths):\n",
        "        orig_image = cv2.imread(image_path)\n",
        "        grid_image, grid = draw_grid_lines(orig_image)\n",
        "\n",
        "        file_name = f\"{out_dir}/{idx}.png\"\n",
        "        cv2.imwrite(file_name, grid_image)"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "7XHp-5njsJBg"
      },
      "outputs": [],
      "source": [
        "# Generate B domain images (without grid) for train & test\n",
        "images = glob.glob(\"images/*\")\n",
        "images = random.sample(images, 3300)\n",
        "\n",
        "train_images = images[:3000]\n",
        "test_images = images[3000:]\n",
        "\n",
        "for idx, image_path in enumerate(train_images):\n",
        "    image = cv2.imread(image_path)\n",
        "    image = cv2.resize(image, (256, 256))\n",
        "    cv2.imwrite(f\"data/trainB/{idx}.png\", image)\n",
        "\n",
        "for idx, image_path in enumerate(test_images):\n",
        "    image = cv2.imread(image_path)\n",
        "    image = cv2.resize(image, (256, 256))\n",
        "    cv2.imwrite(f\"data/testB/{idx}.png\", image)"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "UrZKgDfDKCQU"
      },
      "outputs": [],
      "source": [
        "# Generate A domain images (with grid) for train & test\n",
        "images = glob.glob(\"images/*\")\n",
        "images = random.sample(images, 3300)\n",
        "\n",
        "train_images = images[:3000]\n",
        "test_images = images[3000:]\n",
        "\n",
        "for idx, image_path in enumerate(train_images):\n",
        "    image = cv2.imread(image_path)\n",
        "    image = cv2.resize(image, (256, 256))\n",
        "    grid_image, _ = draw_grid_lines(image)\n",
        "    cv2.imwrite(f\"data/trainA/{idx}.png\", grid_image)\n",
        "\n",
        "for idx, image_path in enumerate(test_images):\n",
        "    image = cv2.imread(image_path)\n",
        "    image = cv2.resize(image, (256, 256))\n",
        "    grid_image, _ = draw_grid_lines(image)\n",
        "    cv2.imwrite(f\"data/testA/{idx}.png\", grid_image)"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "xZMgXLTbNpN_"
      },
      "outputs": [],
      "source": [
        "!zip -rq complex_data.zip data"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "h-clzSJVN9O9"
      },
      "outputs": [],
      "source": [
        "!cp complex_data.zip \"/content/drive/MyDrive/GAN hack/\""
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "fNHXiV379eNT"
      },
      "source": [
        "# Training"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "j5OUTi9R9p8m"
      },
      "outputs": [],
      "source": [
        "# load the data from drive\n",
        "!cp \"/content/drive/MyDrive/GAN hack/complex_data.zip\" .\n",
        "!unzip -q complex_data.zip"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "aK5jNoiSyjQ3"
      },
      "outputs": [],
      "source": [
        "!cp \"/content/drive/MyDrive/GAN hack/checkpoints.zip\" .\n",
        "!unzip -q checkpoints.zip"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "i9AGKHBy3W_G",
        "outputId": "06f0dda7-5d39-4886-edd8-5b07be6a5a54"
      },
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Cloning into 'pytorch-CycleGAN-and-pix2pix'...\n",
            "remote: Enumerating objects: 2513, done.\u001b[K\n",
            "remote: Total 2513 (delta 0), reused 0 (delta 0), pack-reused 2513\u001b[K\n",
            "Receiving objects: 100% (2513/2513), 8.20 MiB | 7.07 MiB/s, done.\n",
            "Resolving deltas: 100% (1575/1575), done.\n",
            "Looking in indexes: https://pypi.org/simple, https://us-python.pkg.dev/colab-wheels/public/simple/\n",
            "Requirement already satisfied: torch>=1.4.0 in /usr/local/lib/python3.10/dist-packages (from -r pytorch-CycleGAN-and-pix2pix/requirements.txt (line 1)) (2.0.0+cu118)\n",
            "Requirement already satisfied: torchvision>=0.5.0 in /usr/local/lib/python3.10/dist-packages (from -r pytorch-CycleGAN-and-pix2pix/requirements.txt (line 2)) (0.15.1+cu118)\n",
            "Collecting dominate>=2.4.0\n",
            "  Downloading dominate-2.7.0-py2.py3-none-any.whl (29 kB)\n",
            "Collecting visdom>=0.1.8.8\n",
            "  Downloading visdom-0.2.4.tar.gz (1.4 MB)\n",
            "\u001b[2K     \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m1.4/1.4 MB\u001b[0m \u001b[31m38.1 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n",
            "\u001b[?25h  Preparing metadata (setup.py) ... \u001b[?25l\u001b[?25hdone\n",
            "Collecting wandb\n",
            "  Downloading wandb-0.15.0-py3-none-any.whl (2.0 MB)\n",
            "\u001b[2K     \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m2.0/2.0 MB\u001b[0m \u001b[31m76.0 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n",
            "\u001b[?25hRequirement already satisfied: filelock in /usr/local/lib/python3.10/dist-packages (from torch>=1.4.0->-r pytorch-CycleGAN-and-pix2pix/requirements.txt (line 1)) (3.12.0)\n",
            "Requirement already satisfied: jinja2 in /usr/local/lib/python3.10/dist-packages (from torch>=1.4.0->-r pytorch-CycleGAN-and-pix2pix/requirements.txt (line 1)) (3.1.2)\n",
            "Requirement already satisfied: networkx in /usr/local/lib/python3.10/dist-packages (from torch>=1.4.0->-r pytorch-CycleGAN-and-pix2pix/requirements.txt (line 1)) (3.1)\n",
            "Requirement already satisfied: sympy in /usr/local/lib/python3.10/dist-packages (from torch>=1.4.0->-r pytorch-CycleGAN-and-pix2pix/requirements.txt (line 1)) (1.11.1)\n",
            "Requirement already satisfied: typing-extensions in /usr/local/lib/python3.10/dist-packages (from torch>=1.4.0->-r pytorch-CycleGAN-and-pix2pix/requirements.txt (line 1)) (4.5.0)\n",
            "Requirement already satisfied: triton==2.0.0 in /usr/local/lib/python3.10/dist-packages (from torch>=1.4.0->-r pytorch-CycleGAN-and-pix2pix/requirements.txt (line 1)) (2.0.0)\n",
            "Requirement already satisfied: lit in /usr/local/lib/python3.10/dist-packages (from triton==2.0.0->torch>=1.4.0->-r pytorch-CycleGAN-and-pix2pix/requirements.txt (line 1)) (16.0.2)\n",
            "Requirement already satisfied: cmake in /usr/local/lib/python3.10/dist-packages (from triton==2.0.0->torch>=1.4.0->-r pytorch-CycleGAN-and-pix2pix/requirements.txt (line 1)) (3.25.2)\n",
            "Requirement already satisfied: numpy in /usr/local/lib/python3.10/dist-packages (from torchvision>=0.5.0->-r pytorch-CycleGAN-and-pix2pix/requirements.txt (line 2)) (1.22.4)\n",
            "Requirement already satisfied: requests in /usr/local/lib/python3.10/dist-packages (from torchvision>=0.5.0->-r pytorch-CycleGAN-and-pix2pix/requirements.txt (line 2)) (2.27.1)\n",
            "Requirement already satisfied: pillow!=8.3.*,>=5.3.0 in /usr/local/lib/python3.10/dist-packages (from torchvision>=0.5.0->-r pytorch-CycleGAN-and-pix2pix/requirements.txt (line 2)) (8.4.0)\n",
            "Requirement already satisfied: scipy in /usr/local/lib/python3.10/dist-packages (from visdom>=0.1.8.8->-r pytorch-CycleGAN-and-pix2pix/requirements.txt (line 4)) (1.10.1)\n",
            "Requirement already satisfied: tornado in /usr/local/lib/python3.10/dist-packages (from visdom>=0.1.8.8->-r pytorch-CycleGAN-and-pix2pix/requirements.txt (line 4)) (6.2)\n",
            "Requirement already satisfied: six in /usr/local/lib/python3.10/dist-packages (from visdom>=0.1.8.8->-r pytorch-CycleGAN-and-pix2pix/requirements.txt (line 4)) (1.16.0)\n",
            "Collecting jsonpatch\n",
            "  Downloading jsonpatch-1.32-py2.py3-none-any.whl (12 kB)\n",
            "Requirement already satisfied: websocket-client in /usr/local/lib/python3.10/dist-packages (from visdom>=0.1.8.8->-r pytorch-CycleGAN-and-pix2pix/requirements.txt (line 4)) (1.5.1)\n",
            "Requirement already satisfied: psutil>=5.0.0 in /usr/local/lib/python3.10/dist-packages (from wandb->-r pytorch-CycleGAN-and-pix2pix/requirements.txt (line 5)) (5.9.5)\n",
            "Collecting pathtools\n",
            "  Downloading pathtools-0.1.2.tar.gz (11 kB)\n",
            "  Preparing metadata (setup.py) ... \u001b[?25l\u001b[?25hdone\n",
            "Collecting docker-pycreds>=0.4.0\n",
            "  Downloading docker_pycreds-0.4.0-py2.py3-none-any.whl (9.0 kB)\n",
            "Requirement already satisfied: protobuf!=4.21.0,<5,>=3.19.0 in /usr/local/lib/python3.10/dist-packages (from wandb->-r pytorch-CycleGAN-and-pix2pix/requirements.txt (line 5)) (3.20.3)\n",
            "Collecting sentry-sdk>=1.0.0\n",
            "  Downloading sentry_sdk-1.21.1-py2.py3-none-any.whl (201 kB)\n",
            "\u001b[2K     \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m201.7/201.7 kB\u001b[0m \u001b[31m29.3 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n",
            "\u001b[?25hRequirement already satisfied: appdirs>=1.4.3 in /usr/local/lib/python3.10/dist-packages (from wandb->-r pytorch-CycleGAN-and-pix2pix/requirements.txt (line 5)) (1.4.4)\n",
            "Requirement already satisfied: PyYAML in /usr/local/lib/python3.10/dist-packages (from wandb->-r pytorch-CycleGAN-and-pix2pix/requirements.txt (line 5)) (6.0)\n",
            "Collecting setproctitle\n",
            "  Downloading setproctitle-1.3.2-cp310-cp310-manylinux_2_5_x86_64.manylinux1_x86_64.manylinux_2_17_x86_64.manylinux2014_x86_64.whl (30 kB)\n",
            "Requirement already satisfied: Click!=8.0.0,>=7.0 in /usr/local/lib/python3.10/dist-packages (from wandb->-r pytorch-CycleGAN-and-pix2pix/requirements.txt (line 5)) (8.1.3)\n",
            "Collecting GitPython!=3.1.29,>=1.0.0\n",
            "  Downloading GitPython-3.1.31-py3-none-any.whl (184 kB)\n",
            "\u001b[2K     \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m184.3/184.3 kB\u001b[0m \u001b[31m28.0 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n",
            "\u001b[?25hRequirement already satisfied: setuptools in /usr/local/lib/python3.10/dist-packages (from wandb->-r pytorch-CycleGAN-and-pix2pix/requirements.txt (line 5)) (67.7.2)\n",
            "Collecting gitdb<5,>=4.0.1\n",
            "  Downloading gitdb-4.0.10-py3-none-any.whl (62 kB)\n",
            "\u001b[2K     \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m62.7/62.7 kB\u001b[0m \u001b[31m10.3 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n",
            "\u001b[?25hRequirement already satisfied: idna<4,>=2.5 in /usr/local/lib/python3.10/dist-packages (from requests->torchvision>=0.5.0->-r pytorch-CycleGAN-and-pix2pix/requirements.txt (line 2)) (3.4)\n",
            "Requirement already satisfied: charset-normalizer~=2.0.0 in /usr/local/lib/python3.10/dist-packages (from requests->torchvision>=0.5.0->-r pytorch-CycleGAN-and-pix2pix/requirements.txt (line 2)) (2.0.12)\n",
            "Requirement already satisfied: certifi>=2017.4.17 in /usr/local/lib/python3.10/dist-packages (from requests->torchvision>=0.5.0->-r pytorch-CycleGAN-and-pix2pix/requirements.txt (line 2)) (2022.12.7)\n",
            "Requirement already satisfied: urllib3<1.27,>=1.21.1 in /usr/local/lib/python3.10/dist-packages (from requests->torchvision>=0.5.0->-r pytorch-CycleGAN-and-pix2pix/requirements.txt (line 2)) (1.26.15)\n",
            "Requirement already satisfied: MarkupSafe>=2.0 in /usr/local/lib/python3.10/dist-packages (from jinja2->torch>=1.4.0->-r pytorch-CycleGAN-and-pix2pix/requirements.txt (line 1)) (2.1.2)\n",
            "Collecting jsonpointer>=1.9\n",
            "  Downloading jsonpointer-2.3-py2.py3-none-any.whl (7.8 kB)\n",
            "Requirement already satisfied: mpmath>=0.19 in /usr/local/lib/python3.10/dist-packages (from sympy->torch>=1.4.0->-r pytorch-CycleGAN-and-pix2pix/requirements.txt (line 1)) (1.3.0)\n",
            "Collecting smmap<6,>=3.0.1\n",
            "  Downloading smmap-5.0.0-py3-none-any.whl (24 kB)\n",
            "Building wheels for collected packages: visdom, pathtools\n",
            "  Building wheel for visdom (setup.py) ... \u001b[?25l\u001b[?25hdone\n",
            "  Created wheel for visdom: filename=visdom-0.2.4-py3-none-any.whl size=1408216 sha256=0f2fcb5bfef6cc01f64ea466557b153583d5b6d1e18c00371dc37e2120049546\n",
            "  Stored in directory: /root/.cache/pip/wheels/42/29/49/5bed207bac4578e4d2c0c5fc0226bfd33a7e2953ea56356855\n",
            "  Building wheel for pathtools (setup.py) ... \u001b[?25l\u001b[?25hdone\n",
            "  Created wheel for pathtools: filename=pathtools-0.1.2-py3-none-any.whl size=8807 sha256=7eb2c497a653ab1d198ceac578a37a47c61efeb53bc1e031462318d07dbd1a6a\n",
            "  Stored in directory: /root/.cache/pip/wheels/e7/f3/22/152153d6eb222ee7a56ff8617d80ee5207207a8c00a7aab794\n",
            "Successfully built visdom pathtools\n",
            "Installing collected packages: pathtools, smmap, setproctitle, sentry-sdk, jsonpointer, dominate, docker-pycreds, jsonpatch, gitdb, visdom, GitPython, wandb\n",
            "Successfully installed GitPython-3.1.31 docker-pycreds-0.4.0 dominate-2.7.0 gitdb-4.0.10 jsonpatch-1.32 jsonpointer-2.3 pathtools-0.1.2 sentry-sdk-1.21.1 setproctitle-1.3.2 smmap-5.0.0 visdom-0.2.4 wandb-0.15.0\n"
          ]
        }
      ],
      "source": [
        "!git clone https://github.com/junyanz/pytorch-CycleGAN-and-pix2pix.git\n",
        "!pip install -r pytorch-CycleGAN-and-pix2pix/requirements.txt"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "IxuVX5WK3RRO",
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "outputId": "a0dc8e57-bd44-4a72-8ada-13d38f1de248"
      },
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "----------------- Options ---------------\n",
            "               batch_size: 1                             \n",
            "                    beta1: 0.5                           \n",
            "          checkpoints_dir: ./checkpoints                 \n",
            "           continue_train: True                          \t[default: False]\n",
            "                crop_size: 256                           \n",
            "                 dataroot: ./data                        \t[default: None]\n",
            "             dataset_mode: unaligned                     \n",
            "                direction: AtoB                          \n",
            "              display_env: main                          \n",
            "             display_freq: 400                           \n",
            "               display_id: -1                            \t[default: 1]\n",
            "            display_ncols: 4                             \n",
            "             display_port: 8097                          \n",
            "           display_server: http://localhost              \n",
            "          display_winsize: 256                           \n",
            "                    epoch: latest                        \n",
            "              epoch_count: 89                            \t[default: 1]\n",
            "                 gan_mode: lsgan                         \n",
            "                  gpu_ids: 0                             \n",
            "                init_gain: 0.02                          \n",
            "                init_type: normal                        \n",
            "                 input_nc: 3                             \n",
            "                  isTrain: True                          \t[default: None]\n",
            "                 lambda_A: 10.0                          \n",
            "                 lambda_B: 10.0                          \n",
            "          lambda_identity: 0.5                           \n",
            "                load_iter: 0                             \t[default: 0]\n",
            "                load_size: 286                           \n",
            "                       lr: 0.0002                        \n",
            "           lr_decay_iters: 50                            \n",
            "                lr_policy: linear                        \n",
            "         max_dataset_size: inf                           \n",
            "                    model: cycle_gan                     \n",
            "                 n_epochs: 100                           \n",
            "           n_epochs_decay: 100                           \n",
            "               n_layers_D: 3                             \n",
            "                     name: xray_cyclegan                 \t[default: experiment_name]\n",
            "                      ndf: 64                            \n",
            "                     netD: basic                         \n",
            "                     netG: resnet_9blocks                \n",
            "                      ngf: 64                            \n",
            "               no_dropout: True                          \n",
            "                  no_flip: False                         \n",
            "                  no_html: False                         \n",
            "                     norm: instance                      \n",
            "              num_threads: 4                             \n",
            "                output_nc: 3                             \n",
            "                    phase: train                         \n",
            "                pool_size: 50                            \n",
            "               preprocess: resize_and_crop               \n",
            "               print_freq: 100                           \n",
            "             save_by_iter: False                         \n",
            "          save_epoch_freq: 1                             \t[default: 5]\n",
            "         save_latest_freq: 5000                          \n",
            "           serial_batches: False                         \n",
            "                   suffix:                               \n",
            "         update_html_freq: 1000                          \n",
            "                use_wandb: False                         \n",
            "                  verbose: False                         \n",
            "       wandb_project_name: CycleGAN-and-pix2pix          \n",
            "----------------- End -------------------\n",
            "dataset [UnalignedDataset] was created\n",
            "/usr/local/lib/python3.10/dist-packages/torch/utils/data/dataloader.py:561: UserWarning: This DataLoader will create 4 worker processes in total. Our suggested max number of worker in current system is 2, which is smaller than what this DataLoader is going to create. Please be aware that excessive worker creation might get DataLoader running slow or even freeze, lower the worker number to avoid potential slowness/freeze if necessary.\n",
            "  warnings.warn(_create_warning_msg(\n",
            "The number of training images = 3000\n",
            "initialize network with normal\n",
            "initialize network with normal\n",
            "initialize network with normal\n",
            "initialize network with normal\n",
            "model [CycleGANModel] was created\n",
            "loading the model from ./checkpoints/xray_cyclegan/latest_net_G_A.pth\n",
            "loading the model from ./checkpoints/xray_cyclegan/latest_net_G_B.pth\n",
            "loading the model from ./checkpoints/xray_cyclegan/latest_net_D_A.pth\n",
            "loading the model from ./checkpoints/xray_cyclegan/latest_net_D_B.pth\n",
            "---------- Networks initialized -------------\n",
            "[Network G_A] Total number of parameters : 11.378 M\n",
            "[Network G_B] Total number of parameters : 11.378 M\n",
            "[Network D_A] Total number of parameters : 2.765 M\n",
            "[Network D_B] Total number of parameters : 2.765 M\n",
            "-----------------------------------------------\n",
            "create web directory ./checkpoints/xray_cyclegan/web...\n",
            "/usr/local/lib/python3.10/dist-packages/torch/optim/lr_scheduler.py:139: UserWarning: Detected call of `lr_scheduler.step()` before `optimizer.step()`. In PyTorch 1.1.0 and later, you should call them in the opposite order: `optimizer.step()` before `lr_scheduler.step()`.  Failure to do this will result in PyTorch skipping the first value of the learning rate schedule. See more details at https://pytorch.org/docs/stable/optim.html#how-to-adjust-learning-rate\n",
            "  warnings.warn(\"Detected call of `lr_scheduler.step()` before `optimizer.step()`. \"\n",
            "learning rate 0.0002000 -> 0.0002000\n",
            "(epoch: 89, iters: 100, time: 0.672, data: 0.168) D_A: 0.002 G_A: 0.981 cycle_A: 3.154 idt_A: 0.133 D_B: 0.027 G_B: 0.705 cycle_B: 0.324 idt_B: 0.164 \n",
            "(epoch: 89, iters: 200, time: 0.648, data: 0.013) D_A: 0.002 G_A: 1.059 cycle_A: 0.378 idt_A: 0.107 D_B: 0.022 G_B: 0.812 cycle_B: 0.291 idt_B: 0.179 \n",
            "(epoch: 89, iters: 300, time: 0.657, data: 0.002) D_A: 0.001 G_A: 1.018 cycle_A: 0.587 idt_A: 0.216 D_B: 0.013 G_B: 0.891 cycle_B: 0.438 idt_B: 0.127 \n",
            "(epoch: 89, iters: 400, time: 1.637, data: 0.002) D_A: 0.003 G_A: 1.038 cycle_A: 1.123 idt_A: 0.301 D_B: 0.009 G_B: 0.958 cycle_B: 1.041 idt_B: 0.436 \n",
            "(epoch: 89, iters: 500, time: 0.651, data: 0.012) D_A: 0.001 G_A: 0.999 cycle_A: 0.359 idt_A: 0.108 D_B: 0.133 G_B: 0.788 cycle_B: 0.347 idt_B: 0.177 \n",
            "(epoch: 89, iters: 600, time: 0.652, data: 0.006) D_A: 0.003 G_A: 0.978 cycle_A: 0.555 idt_A: 1.153 D_B: 0.037 G_B: 0.971 cycle_B: 0.486 idt_B: 0.208 \n",
            "(epoch: 89, iters: 700, time: 0.656, data: 0.002) D_A: 0.001 G_A: 1.033 cycle_A: 0.241 idt_A: 0.119 D_B: 0.138 G_B: 0.770 cycle_B: 0.330 idt_B: 0.124 \n",
            "(epoch: 89, iters: 800, time: 0.654, data: 0.002) D_A: 0.000 G_A: 0.999 cycle_A: 0.363 idt_A: 0.233 D_B: 0.024 G_B: 0.862 cycle_B: 0.463 idt_B: 0.122 \n",
            "(epoch: 89, iters: 900, time: 0.653, data: 0.004) D_A: 0.003 G_A: 1.008 cycle_A: 0.406 idt_A: 0.094 D_B: 0.040 G_B: 0.841 cycle_B: 0.261 idt_B: 0.121 \n",
            "(epoch: 89, iters: 1000, time: 0.657, data: 0.002) D_A: 0.001 G_A: 0.987 cycle_A: 0.522 idt_A: 0.594 D_B: 0.017 G_B: 0.724 cycle_B: 1.201 idt_B: 0.199 \n",
            "(epoch: 89, iters: 1100, time: 0.652, data: 0.002) D_A: 0.009 G_A: 0.993 cycle_A: 0.313 idt_A: 0.063 D_B: 0.026 G_B: 0.753 cycle_B: 0.253 idt_B: 0.220 \n",
            "(epoch: 89, iters: 1200, time: 0.655, data: 0.003) D_A: 0.001 G_A: 1.002 cycle_A: 0.519 idt_A: 0.090 D_B: 0.012 G_B: 0.979 cycle_B: 0.274 idt_B: 0.242 \n",
            "(epoch: 89, iters: 1300, time: 0.651, data: 0.002) D_A: 0.001 G_A: 1.020 cycle_A: 0.452 idt_A: 0.117 D_B: 0.011 G_B: 0.960 cycle_B: 0.275 idt_B: 0.210 \n",
            "(epoch: 89, iters: 1400, time: 0.655, data: 0.002) D_A: 0.001 G_A: 0.975 cycle_A: 0.358 idt_A: 0.169 D_B: 0.010 G_B: 0.887 cycle_B: 0.435 idt_B: 0.112 \n",
            "(epoch: 89, iters: 1500, time: 0.654, data: 0.010) D_A: 0.157 G_A: 0.285 cycle_A: 0.364 idt_A: 0.168 D_B: 0.007 G_B: 0.576 cycle_B: 0.524 idt_B: 0.156 \n",
            "(epoch: 89, iters: 1600, time: 0.656, data: 0.002) D_A: 0.206 G_A: 0.287 cycle_A: 0.820 idt_A: 0.368 D_B: 0.113 G_B: 0.746 cycle_B: 0.966 idt_B: 0.214 \n",
            "(epoch: 89, iters: 1700, time: 0.657, data: 0.002) D_A: 0.012 G_A: 1.118 cycle_A: 0.295 idt_A: 0.152 D_B: 0.058 G_B: 0.821 cycle_B: 0.473 idt_B: 0.180 \n",
            "(epoch: 89, iters: 1800, time: 0.655, data: 0.002) D_A: 0.045 G_A: 0.981 cycle_A: 0.365 idt_A: 0.143 D_B: 0.014 G_B: 1.119 cycle_B: 0.427 idt_B: 0.132 \n",
            "(epoch: 89, iters: 1900, time: 0.649, data: 0.002) D_A: 0.002 G_A: 1.013 cycle_A: 0.287 idt_A: 0.082 D_B: 0.104 G_B: 0.864 cycle_B: 0.287 idt_B: 0.129 \n",
            "(epoch: 89, iters: 2000, time: 1.365, data: 0.014) D_A: 0.002 G_A: 0.945 cycle_A: 0.336 idt_A: 0.138 D_B: 0.009 G_B: 1.065 cycle_B: 0.273 idt_B: 0.191 \n",
            "(epoch: 89, iters: 2100, time: 0.656, data: 0.004) D_A: 0.002 G_A: 0.927 cycle_A: 0.463 idt_A: 0.155 D_B: 0.047 G_B: 0.761 cycle_B: 0.273 idt_B: 0.124 \n",
            "(epoch: 89, iters: 2200, time: 0.651, data: 0.002) D_A: 0.002 G_A: 0.967 cycle_A: 0.369 idt_A: 0.221 D_B: 0.042 G_B: 0.825 cycle_B: 0.386 idt_B: 0.192 \n",
            "(epoch: 89, iters: 2300, time: 0.657, data: 0.009) D_A: 0.002 G_A: 1.081 cycle_A: 0.459 idt_A: 0.130 D_B: 0.047 G_B: 0.585 cycle_B: 0.307 idt_B: 0.259 \n",
            "(epoch: 89, iters: 2400, time: 0.652, data: 0.002) D_A: 0.001 G_A: 0.968 cycle_A: 0.393 idt_A: 0.137 D_B: 0.036 G_B: 0.645 cycle_B: 0.418 idt_B: 0.160 \n",
            "(epoch: 89, iters: 2500, time: 0.657, data: 0.002) D_A: 0.003 G_A: 1.030 cycle_A: 0.250 idt_A: 0.212 D_B: 0.043 G_B: 0.839 cycle_B: 0.480 idt_B: 0.122 \n",
            "(epoch: 89, iters: 2600, time: 0.655, data: 0.003) D_A: 0.002 G_A: 0.957 cycle_A: 0.281 idt_A: 0.161 D_B: 0.011 G_B: 0.783 cycle_B: 0.309 idt_B: 0.118 \n",
            "(epoch: 89, iters: 2700, time: 0.652, data: 0.002) D_A: 0.003 G_A: 1.102 cycle_A: 0.647 idt_A: 0.140 D_B: 0.014 G_B: 1.007 cycle_B: 0.364 idt_B: 0.221 \n",
            "(epoch: 89, iters: 2800, time: 0.655, data: 0.004) D_A: 0.002 G_A: 0.963 cycle_A: 0.399 idt_A: 0.244 D_B: 0.012 G_B: 0.658 cycle_B: 0.660 idt_B: 0.173 \n",
            "(epoch: 89, iters: 2900, time: 0.655, data: 0.002) D_A: 0.001 G_A: 1.014 cycle_A: 0.300 idt_A: 0.149 D_B: 0.089 G_B: 0.398 cycle_B: 0.426 idt_B: 0.130 \n",
            "(epoch: 89, iters: 3000, time: 0.654, data: 0.002) D_A: 0.005 G_A: 0.994 cycle_A: 2.191 idt_A: 0.131 D_B: 0.045 G_B: 0.532 cycle_B: 0.290 idt_B: 0.522 \n",
            "saving the model at the end of epoch 89, iters 3000\n",
            "End of epoch 89 / 200 \t Time Taken: 1593 sec\n",
            "learning rate 0.0002000 -> 0.0002000\n",
            "(epoch: 90, iters: 100, time: 0.656, data: 0.173) D_A: 0.006 G_A: 0.974 cycle_A: 0.309 idt_A: 0.105 D_B: 0.016 G_B: 0.743 cycle_B: 0.253 idt_B: 0.129 \n",
            "(epoch: 90, iters: 200, time: 1.395, data: 0.002) D_A: 0.001 G_A: 0.942 cycle_A: 0.484 idt_A: 0.185 D_B: 0.018 G_B: 0.882 cycle_B: 0.526 idt_B: 0.158 \n",
            "(epoch: 90, iters: 300, time: 0.657, data: 0.006) D_A: 0.001 G_A: 1.010 cycle_A: 0.340 idt_A: 0.168 D_B: 0.035 G_B: 0.751 cycle_B: 0.415 idt_B: 0.239 \n",
            "(epoch: 90, iters: 400, time: 0.652, data: 0.002) D_A: 0.001 G_A: 1.022 cycle_A: 0.258 idt_A: 0.395 D_B: 0.038 G_B: 0.731 cycle_B: 0.488 idt_B: 0.129 \n",
            "(epoch: 90, iters: 500, time: 0.657, data: 0.002) D_A: 0.003 G_A: 0.999 cycle_A: 0.406 idt_A: 0.194 D_B: 0.066 G_B: 0.885 cycle_B: 0.519 idt_B: 0.132 \n",
            "(epoch: 90, iters: 600, time: 0.656, data: 0.002) D_A: 0.001 G_A: 1.005 cycle_A: 0.365 idt_A: 0.550 D_B: 0.044 G_B: 1.062 cycle_B: 0.697 idt_B: 0.136 \n",
            "(epoch: 90, iters: 700, time: 0.651, data: 0.007) D_A: 0.004 G_A: 1.020 cycle_A: 0.545 idt_A: 0.245 D_B: 0.016 G_B: 0.864 cycle_B: 0.579 idt_B: 0.398 \n",
            "(epoch: 90, iters: 800, time: 0.649, data: 0.009) D_A: 0.002 G_A: 0.981 cycle_A: 0.198 idt_A: 0.140 D_B: 0.011 G_B: 0.904 cycle_B: 0.364 idt_B: 0.095 \n",
            "(epoch: 90, iters: 900, time: 0.656, data: 0.002) D_A: 0.000 G_A: 1.026 cycle_A: 0.341 idt_A: 0.086 D_B: 0.016 G_B: 0.841 cycle_B: 0.282 idt_B: 0.145 \n",
            "(epoch: 90, iters: 1000, time: 1.493, data: 0.007) D_A: 0.005 G_A: 1.012 cycle_A: 0.479 idt_A: 0.116 D_B: 0.010 G_B: 1.136 cycle_B: 0.313 idt_B: 0.255 \n",
            "(epoch: 90, iters: 1100, time: 0.654, data: 0.004) D_A: 0.002 G_A: 1.005 cycle_A: 0.489 idt_A: 0.156 D_B: 0.007 G_B: 1.019 cycle_B: 0.332 idt_B: 0.268 \n",
            "(epoch: 90, iters: 1200, time: 0.655, data: 0.002) D_A: 0.003 G_A: 0.994 cycle_A: 0.340 idt_A: 0.107 D_B: 0.024 G_B: 0.772 cycle_B: 0.540 idt_B: 0.121 \n",
            "(epoch: 90, iters: 1300, time: 0.651, data: 0.002) D_A: 0.007 G_A: 0.932 cycle_A: 0.225 idt_A: 0.092 D_B: 0.063 G_B: 0.495 cycle_B: 0.223 idt_B: 0.160 \n",
            "(epoch: 90, iters: 1400, time: 0.655, data: 0.012) D_A: 0.002 G_A: 0.974 cycle_A: 0.496 idt_A: 0.385 D_B: 0.011 G_B: 1.020 cycle_B: 0.695 idt_B: 0.162 \n",
            "(epoch: 90, iters: 1500, time: 0.657, data: 0.003) D_A: 0.002 G_A: 0.922 cycle_A: 0.386 idt_A: 0.126 D_B: 0.018 G_B: 0.860 cycle_B: 0.265 idt_B: 0.185 \n",
            "(epoch: 90, iters: 1600, time: 0.653, data: 0.003) D_A: 0.002 G_A: 0.997 cycle_A: 0.400 idt_A: 0.114 D_B: 0.012 G_B: 0.972 cycle_B: 0.425 idt_B: 0.197 \n",
            "(epoch: 90, iters: 1700, time: 0.657, data: 0.008) D_A: 0.002 G_A: 0.988 cycle_A: 0.414 idt_A: 0.286 D_B: 0.019 G_B: 0.887 cycle_B: 1.348 idt_B: 0.245 \n",
            "(epoch: 90, iters: 1800, time: 0.649, data: 0.002) D_A: 0.001 G_A: 1.037 cycle_A: 0.291 idt_A: 0.155 D_B: 0.053 G_B: 0.682 cycle_B: 0.457 idt_B: 0.154 \n",
            "(epoch: 90, iters: 1900, time: 0.652, data: 0.012) D_A: 0.001 G_A: 1.078 cycle_A: 0.418 idt_A: 0.297 D_B: 0.024 G_B: 0.833 cycle_B: 0.579 idt_B: 0.206 \n",
            "(epoch: 90, iters: 2000, time: 0.653, data: 0.002) D_A: 0.001 G_A: 0.986 cycle_A: 0.413 idt_A: 0.137 D_B: 0.021 G_B: 0.904 cycle_B: 0.304 idt_B: 0.160 \n",
            "saving the latest model (epoch 90, total_iters 5000)\n",
            "(epoch: 90, iters: 2100, time: 0.655, data: 0.011) D_A: 0.001 G_A: 1.018 cycle_A: 0.472 idt_A: 0.180 D_B: 0.022 G_B: 0.647 cycle_B: 0.351 idt_B: 0.164 \n",
            "(epoch: 90, iters: 2200, time: 0.657, data: 0.008) D_A: 0.003 G_A: 0.991 cycle_A: 0.377 idt_A: 0.226 D_B: 0.025 G_B: 0.986 cycle_B: 0.398 idt_B: 0.111 \n",
            "(epoch: 90, iters: 2300, time: 0.656, data: 0.002) D_A: 0.002 G_A: 1.000 cycle_A: 0.592 idt_A: 0.141 D_B: 0.020 G_B: 1.041 cycle_B: 0.285 idt_B: 0.250 \n",
            "(epoch: 90, iters: 2400, time: 0.652, data: 0.002) D_A: 0.000 G_A: 1.007 cycle_A: 0.326 idt_A: 0.089 D_B: 0.073 G_B: 0.400 cycle_B: 0.367 idt_B: 0.122 \n",
            "(epoch: 90, iters: 2500, time: 0.657, data: 0.009) D_A: 0.007 G_A: 0.799 cycle_A: 0.423 idt_A: 0.177 D_B: 0.014 G_B: 0.930 cycle_B: 0.354 idt_B: 0.168 \n",
            "(epoch: 90, iters: 2600, time: 0.655, data: 0.002) D_A: 0.132 G_A: 0.483 cycle_A: 0.295 idt_A: 0.105 D_B: 0.038 G_B: 0.568 cycle_B: 0.278 idt_B: 0.171 \n",
            "(epoch: 90, iters: 2700, time: 0.656, data: 0.004) D_A: 0.016 G_A: 0.951 cycle_A: 0.375 idt_A: 0.207 D_B: 0.046 G_B: 0.865 cycle_B: 0.431 idt_B: 0.256 \n",
            "(epoch: 90, iters: 2800, time: 0.657, data: 0.002) D_A: 0.003 G_A: 0.894 cycle_A: 0.303 idt_A: 0.157 D_B: 0.019 G_B: 0.714 cycle_B: 0.343 idt_B: 0.153 \n",
            "(epoch: 90, iters: 2900, time: 0.652, data: 0.002) D_A: 0.001 G_A: 1.039 cycle_A: 0.343 idt_A: 0.142 D_B: 0.071 G_B: 0.759 cycle_B: 0.370 idt_B: 0.130 \n",
            "(epoch: 90, iters: 3000, time: 1.357, data: 0.008) D_A: 0.001 G_A: 0.998 cycle_A: 0.381 idt_A: 0.134 D_B: 0.027 G_B: 0.736 cycle_B: 0.325 idt_B: 0.164 \n",
            "saving the model at the end of epoch 90, iters 6000\n",
            "End of epoch 90 / 200 \t Time Taken: 1593 sec\n",
            "learning rate 0.0002000 -> 0.0002000\n",
            "(epoch: 91, iters: 100, time: 0.649, data: 0.167) D_A: 0.001 G_A: 1.021 cycle_A: 0.612 idt_A: 0.226 D_B: 0.013 G_B: 0.875 cycle_B: 0.556 idt_B: 0.130 \n",
            "(epoch: 91, iters: 200, time: 0.655, data: 0.003) D_A: 0.001 G_A: 0.995 cycle_A: 0.593 idt_A: 0.271 D_B: 0.026 G_B: 1.167 cycle_B: 0.456 idt_B: 0.234 \n",
            "(epoch: 91, iters: 300, time: 0.656, data: 0.002) D_A: 0.001 G_A: 0.995 cycle_A: 0.269 idt_A: 0.574 D_B: 0.022 G_B: 0.432 cycle_B: 1.090 idt_B: 0.123 \n",
            "(epoch: 91, iters: 400, time: 1.587, data: 0.006) D_A: 0.001 G_A: 0.980 cycle_A: 0.311 idt_A: 0.220 D_B: 0.148 G_B: 0.373 cycle_B: 0.431 idt_B: 0.794 \n",
            "(epoch: 91, iters: 500, time: 0.660, data: 0.010) D_A: 0.001 G_A: 0.968 cycle_A: 0.362 idt_A: 0.406 D_B: 0.211 G_B: 0.469 cycle_B: 0.783 idt_B: 0.236 \n",
            "(epoch: 91, iters: 600, time: 0.653, data: 0.002) D_A: 0.005 G_A: 1.012 cycle_A: 0.626 idt_A: 0.147 D_B: 0.021 G_B: 0.857 cycle_B: 0.393 idt_B: 0.158 \n",
            "(epoch: 91, iters: 700, time: 0.650, data: 0.002) D_A: 0.001 G_A: 0.983 cycle_A: 0.504 idt_A: 0.122 D_B: 0.022 G_B: 0.826 cycle_B: 0.276 idt_B: 0.178 \n",
            "Traceback (most recent call last):\n",
            "  File \"/content/pytorch-CycleGAN-and-pix2pix/train.py\", line 52, in <module>\n",
            "    model.optimize_parameters()   # calculate loss functions, get gradients, update network weights\n",
            "  File \"/content/pytorch-CycleGAN-and-pix2pix/models/cycle_gan_model.py\", line 187, in optimize_parameters\n",
            "    self.backward_G()             # calculate gradients for G_A and G_B\n",
            "  File \"/content/pytorch-CycleGAN-and-pix2pix/models/cycle_gan_model.py\", line 171, in backward_G\n",
            "    self.loss_G_B = self.criterionGAN(self.netD_B(self.fake_A), True)\n",
            "  File \"/usr/local/lib/python3.10/dist-packages/torch/nn/modules/module.py\", line 1501, in _call_impl\n",
            "    return forward_call(*args, **kwargs)\n",
            "  File \"/usr/local/lib/python3.10/dist-packages/torch/nn/parallel/data_parallel.py\", line 169, in forward\n",
            "    return self.module(*inputs[0], **kwargs[0])\n",
            "  File \"/usr/local/lib/python3.10/dist-packages/torch/nn/modules/module.py\", line 1501, in _call_impl\n",
            "    return forward_call(*args, **kwargs)\n",
            "  File \"/content/pytorch-CycleGAN-and-pix2pix/models/networks.py\", line 584, in forward\n",
            "    return self.model(input)\n",
            "  File \"/usr/local/lib/python3.10/dist-packages/torch/nn/modules/module.py\", line 1501, in _call_impl\n",
            "    return forward_call(*args, **kwargs)\n",
            "  File \"/usr/local/lib/python3.10/dist-packages/torch/nn/modules/container.py\", line 217, in forward\n",
            "    input = module(input)\n",
            "  File \"/usr/local/lib/python3.10/dist-packages/torch/nn/modules/module.py\", line 1501, in _call_impl\n",
            "    return forward_call(*args, **kwargs)\n",
            "  File \"/usr/local/lib/python3.10/dist-packages/torch/nn/modules/conv.py\", line 463, in forward\n",
            "    return self._conv_forward(input, self.weight, self.bias)\n",
            "  File \"/usr/local/lib/python3.10/dist-packages/torch/nn/modules/conv.py\", line 459, in _conv_forward\n",
            "    return F.conv2d(input, weight, bias, self.stride,\n",
            "KeyboardInterrupt\n",
            "^C\n"
          ]
        }
      ],
      "source": [
        "# TRAINING\n",
        "\n",
        "!python pytorch-CycleGAN-and-pix2pix/train.py --dataroot ./data --name xray_cyclegan --model cycle_gan --display_id -1  --display_port 8097 --display_server http://localhost --save_epoch_freq 1 --epoch_count 89 --continue_train"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "VVyQ6wTnx3aw",
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "outputId": "3b68d338-f356-4264-9d4a-5a5f6a134e1d"
      },
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "updating: checkpoints/xray_cyclegan/ (stored 0%)\n",
            "updating: checkpoints/xray_cyclegan/.ipynb_checkpoints/ (stored 0%)\n",
            "updating: checkpoints/xray_cyclegan/75_net_D_A.pth (deflated 7%)\n",
            "updating: checkpoints/xray_cyclegan/75_net_D_B.pth (deflated 7%)\n",
            "updating: checkpoints/xray_cyclegan/75_net_G_A.pth (deflated 7%)\n",
            "updating: checkpoints/xray_cyclegan/75_net_G_B.pth (deflated 7%)\n",
            "updating: checkpoints/xray_cyclegan/76_net_D_A.pth (deflated 7%)\n",
            "updating: checkpoints/xray_cyclegan/76_net_D_B.pth (deflated 7%)\n",
            "updating: checkpoints/xray_cyclegan/76_net_G_A.pth (deflated 7%)\n",
            "updating: checkpoints/xray_cyclegan/76_net_G_B.pth (deflated 7%)\n",
            "updating: checkpoints/xray_cyclegan/latest_net_D_A.pth (deflated 7%)\n",
            "updating: checkpoints/xray_cyclegan/latest_net_D_B.pth (deflated 7%)\n",
            "updating: checkpoints/xray_cyclegan/latest_net_G_A.pth (deflated 7%)\n",
            "updating: checkpoints/xray_cyclegan/latest_net_G_B.pth (deflated 7%)\n",
            "updating: checkpoints/xray_cyclegan/loss_log.txt (deflated 83%)\n",
            "updating: checkpoints/xray_cyclegan/test_opt.txt (deflated 77%)\n",
            "updating: checkpoints/xray_cyclegan/train_opt.txt (deflated 79%)\n",
            "updating: checkpoints/xray_cyclegan/web/ (stored 0%)\n",
            "updating: checkpoints/xray_cyclegan/web/images/ (stored 0%)\n",
            "updating: checkpoints/xray_cyclegan/web/images/epoch001_fake_A.png (deflated 0%)\n",
            "updating: checkpoints/xray_cyclegan/web/images/epoch001_fake_B.png (deflated 0%)\n",
            "updating: checkpoints/xray_cyclegan/web/images/epoch001_idt_A.png (deflated 0%)\n",
            "updating: checkpoints/xray_cyclegan/web/images/epoch001_idt_B.png (deflated 0%)\n",
            "updating: checkpoints/xray_cyclegan/web/images/epoch001_real_A.png (deflated 0%)\n",
            "updating: checkpoints/xray_cyclegan/web/images/epoch001_real_B.png (deflated 0%)\n",
            "updating: checkpoints/xray_cyclegan/web/images/epoch001_rec_A.png (deflated 0%)\n",
            "updating: checkpoints/xray_cyclegan/web/images/epoch001_rec_B.png (deflated 0%)\n",
            "updating: checkpoints/xray_cyclegan/web/images/epoch002_fake_A.png (deflated 0%)\n",
            "updating: checkpoints/xray_cyclegan/web/images/epoch002_fake_B.png (deflated 0%)\n",
            "updating: checkpoints/xray_cyclegan/web/images/epoch002_idt_A.png (deflated 0%)\n",
            "updating: checkpoints/xray_cyclegan/web/images/epoch002_idt_B.png (deflated 0%)\n",
            "updating: checkpoints/xray_cyclegan/web/images/epoch002_real_A.png (deflated 0%)\n",
            "updating: checkpoints/xray_cyclegan/web/images/epoch002_real_B.png (deflated 0%)\n",
            "updating: checkpoints/xray_cyclegan/web/images/epoch002_rec_A.png (deflated 0%)\n",
            "updating: checkpoints/xray_cyclegan/web/images/epoch002_rec_B.png (deflated 0%)\n",
            "updating: checkpoints/xray_cyclegan/web/images/epoch003_fake_A.png (deflated 0%)\n",
            "updating: checkpoints/xray_cyclegan/web/images/epoch003_fake_B.png (deflated 0%)\n",
            "updating: checkpoints/xray_cyclegan/web/images/epoch003_idt_A.png (deflated 0%)\n",
            "updating: checkpoints/xray_cyclegan/web/images/epoch003_idt_B.png (deflated 0%)\n",
            "updating: checkpoints/xray_cyclegan/web/images/epoch003_real_A.png (deflated 0%)\n",
            "updating: checkpoints/xray_cyclegan/web/images/epoch003_real_B.png (deflated 0%)\n",
            "updating: checkpoints/xray_cyclegan/web/images/epoch003_rec_A.png (deflated 0%)\n",
            "updating: checkpoints/xray_cyclegan/web/images/epoch003_rec_B.png (deflated 0%)\n",
            "updating: checkpoints/xray_cyclegan/web/images/epoch004_fake_A.png (deflated 0%)\n",
            "updating: checkpoints/xray_cyclegan/web/images/epoch004_fake_B.png (deflated 0%)\n",
            "updating: checkpoints/xray_cyclegan/web/images/epoch004_idt_A.png (deflated 0%)\n",
            "updating: checkpoints/xray_cyclegan/web/images/epoch004_idt_B.png (deflated 0%)\n",
            "updating: checkpoints/xray_cyclegan/web/images/epoch004_real_A.png (deflated 0%)\n",
            "updating: checkpoints/xray_cyclegan/web/images/epoch004_real_B.png (deflated 0%)\n",
            "updating: checkpoints/xray_cyclegan/web/images/epoch004_rec_A.png (deflated 0%)\n",
            "updating: checkpoints/xray_cyclegan/web/images/epoch004_rec_B.png (deflated 0%)\n",
            "updating: checkpoints/xray_cyclegan/web/images/epoch005_fake_A.png (deflated 0%)\n",
            "updating: checkpoints/xray_cyclegan/web/images/epoch005_fake_B.png (deflated 0%)\n",
            "updating: checkpoints/xray_cyclegan/web/images/epoch005_idt_A.png (deflated 0%)\n",
            "updating: checkpoints/xray_cyclegan/web/images/epoch005_idt_B.png (deflated 0%)\n",
            "updating: checkpoints/xray_cyclegan/web/images/epoch005_real_A.png (deflated 0%)\n",
            "updating: checkpoints/xray_cyclegan/web/images/epoch005_real_B.png (deflated 0%)\n",
            "updating: checkpoints/xray_cyclegan/web/images/epoch005_rec_A.png (deflated 0%)\n",
            "updating: checkpoints/xray_cyclegan/web/images/epoch005_rec_B.png (deflated 0%)\n",
            "updating: checkpoints/xray_cyclegan/web/images/epoch006_fake_A.png (deflated 0%)\n",
            "updating: checkpoints/xray_cyclegan/web/images/epoch006_fake_B.png (deflated 0%)\n",
            "updating: checkpoints/xray_cyclegan/web/images/epoch006_idt_A.png (deflated 0%)\n",
            "updating: checkpoints/xray_cyclegan/web/images/epoch006_idt_B.png (deflated 0%)\n",
            "updating: checkpoints/xray_cyclegan/web/images/epoch006_real_A.png (deflated 0%)\n",
            "updating: checkpoints/xray_cyclegan/web/images/epoch006_real_B.png (deflated 0%)\n",
            "updating: checkpoints/xray_cyclegan/web/images/epoch006_rec_A.png (deflated 0%)\n",
            "updating: checkpoints/xray_cyclegan/web/images/epoch006_rec_B.png (deflated 0%)\n",
            "updating: checkpoints/xray_cyclegan/web/images/epoch007_fake_A.png (deflated 0%)\n",
            "updating: checkpoints/xray_cyclegan/web/images/epoch007_fake_B.png (deflated 0%)\n",
            "updating: checkpoints/xray_cyclegan/web/images/epoch007_idt_A.png (deflated 0%)\n",
            "updating: checkpoints/xray_cyclegan/web/images/epoch007_idt_B.png (deflated 0%)\n",
            "updating: checkpoints/xray_cyclegan/web/images/epoch007_real_A.png (deflated 0%)\n",
            "updating: checkpoints/xray_cyclegan/web/images/epoch007_real_B.png (deflated 0%)\n",
            "updating: checkpoints/xray_cyclegan/web/images/epoch007_rec_A.png (deflated 0%)\n",
            "updating: checkpoints/xray_cyclegan/web/images/epoch007_rec_B.png (deflated 0%)\n",
            "updating: checkpoints/xray_cyclegan/web/images/epoch008_fake_A.png (deflated 0%)\n",
            "updating: checkpoints/xray_cyclegan/web/images/epoch008_fake_B.png (deflated 0%)\n",
            "updating: checkpoints/xray_cyclegan/web/images/epoch008_idt_A.png (deflated 0%)\n",
            "updating: checkpoints/xray_cyclegan/web/images/epoch008_idt_B.png (deflated 0%)\n",
            "updating: checkpoints/xray_cyclegan/web/images/epoch008_real_A.png (deflated 0%)\n",
            "updating: checkpoints/xray_cyclegan/web/images/epoch008_real_B.png (deflated 0%)\n",
            "updating: checkpoints/xray_cyclegan/web/images/epoch008_rec_A.png (deflated 0%)\n",
            "updating: checkpoints/xray_cyclegan/web/images/epoch008_rec_B.png (deflated 0%)\n",
            "updating: checkpoints/xray_cyclegan/web/images/epoch009_fake_A.png (deflated 0%)\n",
            "updating: checkpoints/xray_cyclegan/web/images/epoch009_fake_B.png (deflated 0%)\n",
            "updating: checkpoints/xray_cyclegan/web/images/epoch009_idt_A.png (deflated 0%)\n",
            "updating: checkpoints/xray_cyclegan/web/images/epoch009_idt_B.png (deflated 0%)\n",
            "updating: checkpoints/xray_cyclegan/web/images/epoch009_real_A.png (deflated 0%)\n",
            "updating: checkpoints/xray_cyclegan/web/images/epoch009_real_B.png (deflated 0%)\n",
            "updating: checkpoints/xray_cyclegan/web/images/epoch009_rec_A.png (deflated 0%)\n",
            "updating: checkpoints/xray_cyclegan/web/images/epoch009_rec_B.png (deflated 0%)\n",
            "updating: checkpoints/xray_cyclegan/web/images/epoch010_fake_A.png (deflated 0%)\n",
            "updating: checkpoints/xray_cyclegan/web/images/epoch010_fake_B.png (deflated 0%)\n",
            "updating: checkpoints/xray_cyclegan/web/images/epoch010_idt_A.png (deflated 0%)\n",
            "updating: checkpoints/xray_cyclegan/web/images/epoch010_idt_B.png (deflated 0%)\n",
            "updating: checkpoints/xray_cyclegan/web/images/epoch010_real_A.png (deflated 0%)\n",
            "updating: checkpoints/xray_cyclegan/web/images/epoch010_real_B.png (deflated 0%)\n",
            "updating: checkpoints/xray_cyclegan/web/images/epoch010_rec_A.png (deflated 0%)\n",
            "updating: checkpoints/xray_cyclegan/web/images/epoch010_rec_B.png (deflated 0%)\n",
            "updating: checkpoints/xray_cyclegan/web/images/epoch011_fake_A.png (deflated 0%)\n",
            "updating: checkpoints/xray_cyclegan/web/images/epoch011_fake_B.png (deflated 0%)\n",
            "updating: checkpoints/xray_cyclegan/web/images/epoch011_idt_A.png (deflated 0%)\n",
            "updating: checkpoints/xray_cyclegan/web/images/epoch011_idt_B.png (deflated 0%)\n",
            "updating: checkpoints/xray_cyclegan/web/images/epoch011_real_A.png (deflated 0%)\n",
            "updating: checkpoints/xray_cyclegan/web/images/epoch011_real_B.png (deflated 0%)\n",
            "updating: checkpoints/xray_cyclegan/web/images/epoch011_rec_A.png (deflated 0%)\n",
            "updating: checkpoints/xray_cyclegan/web/images/epoch011_rec_B.png (deflated 0%)\n",
            "updating: checkpoints/xray_cyclegan/web/images/epoch012_fake_A.png (deflated 0%)\n",
            "updating: checkpoints/xray_cyclegan/web/images/epoch012_fake_B.png (deflated 0%)\n",
            "updating: checkpoints/xray_cyclegan/web/images/epoch012_idt_A.png (deflated 0%)\n",
            "updating: checkpoints/xray_cyclegan/web/images/epoch012_idt_B.png (deflated 0%)\n",
            "updating: checkpoints/xray_cyclegan/web/images/epoch012_real_A.png (deflated 0%)\n",
            "updating: checkpoints/xray_cyclegan/web/images/epoch012_real_B.png (deflated 0%)\n",
            "updating: checkpoints/xray_cyclegan/web/images/epoch012_rec_A.png (deflated 0%)\n",
            "updating: checkpoints/xray_cyclegan/web/images/epoch012_rec_B.png (deflated 0%)\n",
            "updating: checkpoints/xray_cyclegan/web/images/epoch013_fake_A.png (deflated 0%)\n",
            "updating: checkpoints/xray_cyclegan/web/images/epoch013_fake_B.png (deflated 0%)\n",
            "updating: checkpoints/xray_cyclegan/web/images/epoch013_idt_A.png (deflated 0%)\n",
            "updating: checkpoints/xray_cyclegan/web/images/epoch013_idt_B.png (deflated 0%)\n",
            "updating: checkpoints/xray_cyclegan/web/images/epoch013_real_A.png (deflated 0%)\n",
            "updating: checkpoints/xray_cyclegan/web/images/epoch013_real_B.png (deflated 0%)\n",
            "updating: checkpoints/xray_cyclegan/web/images/epoch013_rec_A.png (deflated 0%)\n",
            "updating: checkpoints/xray_cyclegan/web/images/epoch013_rec_B.png (deflated 0%)\n",
            "updating: checkpoints/xray_cyclegan/web/images/epoch014_fake_A.png (deflated 0%)\n",
            "updating: checkpoints/xray_cyclegan/web/images/epoch014_fake_B.png (deflated 0%)\n",
            "updating: checkpoints/xray_cyclegan/web/images/epoch014_idt_A.png (deflated 0%)\n",
            "updating: checkpoints/xray_cyclegan/web/images/epoch014_idt_B.png (deflated 0%)\n",
            "updating: checkpoints/xray_cyclegan/web/images/epoch014_real_A.png (deflated 0%)\n",
            "updating: checkpoints/xray_cyclegan/web/images/epoch014_real_B.png (deflated 0%)\n",
            "updating: checkpoints/xray_cyclegan/web/images/epoch014_rec_A.png (deflated 0%)\n",
            "updating: checkpoints/xray_cyclegan/web/images/epoch014_rec_B.png (deflated 0%)\n",
            "updating: checkpoints/xray_cyclegan/web/images/epoch015_fake_A.png (deflated 0%)\n",
            "updating: checkpoints/xray_cyclegan/web/images/epoch015_fake_B.png (deflated 0%)\n",
            "updating: checkpoints/xray_cyclegan/web/images/epoch015_idt_A.png (deflated 0%)\n",
            "updating: checkpoints/xray_cyclegan/web/images/epoch015_idt_B.png (deflated 0%)\n",
            "updating: checkpoints/xray_cyclegan/web/images/epoch015_real_A.png (deflated 0%)\n",
            "updating: checkpoints/xray_cyclegan/web/images/epoch015_real_B.png (deflated 0%)\n",
            "updating: checkpoints/xray_cyclegan/web/images/epoch015_rec_A.png (deflated 0%)\n",
            "updating: checkpoints/xray_cyclegan/web/images/epoch015_rec_B.png (deflated 0%)\n",
            "updating: checkpoints/xray_cyclegan/web/images/epoch016_fake_A.png (deflated 0%)\n",
            "updating: checkpoints/xray_cyclegan/web/images/epoch016_fake_B.png (deflated 0%)\n",
            "updating: checkpoints/xray_cyclegan/web/images/epoch016_idt_A.png (deflated 0%)\n",
            "updating: checkpoints/xray_cyclegan/web/images/epoch016_idt_B.png (deflated 0%)\n",
            "updating: checkpoints/xray_cyclegan/web/images/epoch016_real_A.png (deflated 0%)\n",
            "updating: checkpoints/xray_cyclegan/web/images/epoch016_real_B.png (deflated 0%)\n",
            "updating: checkpoints/xray_cyclegan/web/images/epoch016_rec_A.png (deflated 0%)\n",
            "updating: checkpoints/xray_cyclegan/web/images/epoch016_rec_B.png (deflated 0%)\n",
            "updating: checkpoints/xray_cyclegan/web/images/epoch017_fake_A.png (deflated 0%)\n",
            "updating: checkpoints/xray_cyclegan/web/images/epoch017_fake_B.png (deflated 0%)\n",
            "updating: checkpoints/xray_cyclegan/web/images/epoch017_idt_A.png (deflated 0%)\n",
            "updating: checkpoints/xray_cyclegan/web/images/epoch017_idt_B.png (deflated 0%)\n",
            "updating: checkpoints/xray_cyclegan/web/images/epoch017_real_A.png (deflated 0%)\n",
            "updating: checkpoints/xray_cyclegan/web/images/epoch017_real_B.png (deflated 0%)\n",
            "updating: checkpoints/xray_cyclegan/web/images/epoch017_rec_A.png (deflated 0%)\n",
            "updating: checkpoints/xray_cyclegan/web/images/epoch017_rec_B.png (deflated 0%)\n",
            "updating: checkpoints/xray_cyclegan/web/images/epoch018_fake_A.png (deflated 0%)\n",
            "updating: checkpoints/xray_cyclegan/web/images/epoch018_fake_B.png (deflated 0%)\n",
            "updating: checkpoints/xray_cyclegan/web/images/epoch018_idt_A.png (deflated 0%)\n",
            "updating: checkpoints/xray_cyclegan/web/images/epoch018_idt_B.png (deflated 0%)\n",
            "updating: checkpoints/xray_cyclegan/web/images/epoch018_real_A.png (deflated 0%)\n",
            "updating: checkpoints/xray_cyclegan/web/images/epoch018_real_B.png (deflated 0%)\n",
            "updating: checkpoints/xray_cyclegan/web/images/epoch018_rec_A.png (deflated 0%)\n",
            "updating: checkpoints/xray_cyclegan/web/images/epoch018_rec_B.png (deflated 0%)\n",
            "updating: checkpoints/xray_cyclegan/web/images/epoch019_fake_A.png (deflated 0%)\n",
            "updating: checkpoints/xray_cyclegan/web/images/epoch019_fake_B.png (deflated 0%)\n",
            "updating: checkpoints/xray_cyclegan/web/images/epoch019_idt_A.png (deflated 0%)\n",
            "updating: checkpoints/xray_cyclegan/web/images/epoch019_idt_B.png (deflated 0%)\n",
            "updating: checkpoints/xray_cyclegan/web/images/epoch019_real_A.png (deflated 0%)\n",
            "updating: checkpoints/xray_cyclegan/web/images/epoch019_real_B.png (deflated 0%)\n",
            "updating: checkpoints/xray_cyclegan/web/images/epoch019_rec_A.png (deflated 0%)\n",
            "updating: checkpoints/xray_cyclegan/web/images/epoch019_rec_B.png (deflated 0%)\n",
            "updating: checkpoints/xray_cyclegan/web/images/epoch020_fake_A.png (deflated 0%)\n",
            "updating: checkpoints/xray_cyclegan/web/images/epoch020_fake_B.png (deflated 0%)\n",
            "updating: checkpoints/xray_cyclegan/web/images/epoch020_idt_A.png (deflated 0%)\n",
            "updating: checkpoints/xray_cyclegan/web/images/epoch020_idt_B.png (deflated 0%)\n",
            "updating: checkpoints/xray_cyclegan/web/images/epoch020_real_A.png (deflated 0%)\n",
            "updating: checkpoints/xray_cyclegan/web/images/epoch020_real_B.png (deflated 0%)\n",
            "updating: checkpoints/xray_cyclegan/web/images/epoch020_rec_A.png (deflated 0%)\n",
            "updating: checkpoints/xray_cyclegan/web/images/epoch020_rec_B.png (deflated 0%)\n",
            "updating: checkpoints/xray_cyclegan/web/images/epoch021_fake_A.png (deflated 0%)\n",
            "updating: checkpoints/xray_cyclegan/web/images/epoch021_fake_B.png (deflated 0%)\n",
            "updating: checkpoints/xray_cyclegan/web/images/epoch021_idt_A.png (deflated 0%)\n",
            "updating: checkpoints/xray_cyclegan/web/images/epoch021_idt_B.png (deflated 0%)\n",
            "updating: checkpoints/xray_cyclegan/web/images/epoch021_real_A.png (deflated 0%)\n",
            "updating: checkpoints/xray_cyclegan/web/images/epoch021_real_B.png (deflated 0%)\n",
            "updating: checkpoints/xray_cyclegan/web/images/epoch021_rec_A.png (deflated 0%)\n",
            "updating: checkpoints/xray_cyclegan/web/images/epoch021_rec_B.png (deflated 0%)\n",
            "updating: checkpoints/xray_cyclegan/web/images/epoch022_fake_A.png (deflated 0%)\n",
            "updating: checkpoints/xray_cyclegan/web/images/epoch022_fake_B.png (deflated 0%)\n",
            "updating: checkpoints/xray_cyclegan/web/images/epoch022_idt_A.png (deflated 0%)\n",
            "updating: checkpoints/xray_cyclegan/web/images/epoch022_idt_B.png (deflated 0%)\n",
            "updating: checkpoints/xray_cyclegan/web/images/epoch022_real_A.png (deflated 0%)\n",
            "updating: checkpoints/xray_cyclegan/web/images/epoch022_real_B.png (deflated 0%)\n",
            "updating: checkpoints/xray_cyclegan/web/images/epoch022_rec_A.png (deflated 0%)\n",
            "updating: checkpoints/xray_cyclegan/web/images/epoch022_rec_B.png (deflated 0%)\n",
            "updating: checkpoints/xray_cyclegan/web/images/epoch023_fake_A.png (deflated 0%)\n",
            "updating: checkpoints/xray_cyclegan/web/images/epoch023_fake_B.png (deflated 0%)\n",
            "updating: checkpoints/xray_cyclegan/web/images/epoch023_idt_A.png (deflated 0%)\n",
            "updating: checkpoints/xray_cyclegan/web/images/epoch023_idt_B.png (deflated 0%)\n",
            "updating: checkpoints/xray_cyclegan/web/images/epoch023_real_A.png (deflated 0%)\n",
            "updating: checkpoints/xray_cyclegan/web/images/epoch023_real_B.png (deflated 0%)\n",
            "updating: checkpoints/xray_cyclegan/web/images/epoch023_rec_A.png (deflated 0%)\n",
            "updating: checkpoints/xray_cyclegan/web/images/epoch023_rec_B.png (deflated 0%)\n",
            "updating: checkpoints/xray_cyclegan/web/images/epoch024_fake_A.png (deflated 0%)\n",
            "updating: checkpoints/xray_cyclegan/web/images/epoch024_fake_B.png (deflated 0%)\n",
            "updating: checkpoints/xray_cyclegan/web/images/epoch024_idt_A.png (deflated 0%)\n",
            "updating: checkpoints/xray_cyclegan/web/images/epoch024_idt_B.png (deflated 0%)\n",
            "updating: checkpoints/xray_cyclegan/web/images/epoch024_real_A.png (deflated 0%)\n",
            "updating: checkpoints/xray_cyclegan/web/images/epoch024_real_B.png (deflated 0%)\n",
            "updating: checkpoints/xray_cyclegan/web/images/epoch024_rec_A.png (deflated 0%)\n",
            "updating: checkpoints/xray_cyclegan/web/images/epoch024_rec_B.png (deflated 0%)\n",
            "updating: checkpoints/xray_cyclegan/web/images/epoch025_fake_A.png (deflated 0%)\n",
            "updating: checkpoints/xray_cyclegan/web/images/epoch025_fake_B.png (deflated 0%)\n",
            "updating: checkpoints/xray_cyclegan/web/images/epoch025_idt_A.png (deflated 0%)\n",
            "updating: checkpoints/xray_cyclegan/web/images/epoch025_idt_B.png (deflated 0%)\n",
            "updating: checkpoints/xray_cyclegan/web/images/epoch025_real_A.png (deflated 0%)\n",
            "updating: checkpoints/xray_cyclegan/web/images/epoch025_real_B.png (deflated 0%)\n",
            "updating: checkpoints/xray_cyclegan/web/images/epoch025_rec_A.png (deflated 0%)\n",
            "updating: checkpoints/xray_cyclegan/web/images/epoch025_rec_B.png (deflated 0%)\n",
            "updating: checkpoints/xray_cyclegan/web/images/epoch026_fake_A.png (deflated 0%)\n",
            "updating: checkpoints/xray_cyclegan/web/images/epoch026_fake_B.png (deflated 0%)\n",
            "updating: checkpoints/xray_cyclegan/web/images/epoch026_idt_A.png (deflated 0%)\n",
            "updating: checkpoints/xray_cyclegan/web/images/epoch026_idt_B.png (deflated 0%)\n",
            "updating: checkpoints/xray_cyclegan/web/images/epoch026_real_A.png (deflated 0%)\n",
            "updating: checkpoints/xray_cyclegan/web/images/epoch026_real_B.png (deflated 0%)\n",
            "updating: checkpoints/xray_cyclegan/web/images/epoch026_rec_A.png (deflated 0%)\n",
            "updating: checkpoints/xray_cyclegan/web/images/epoch026_rec_B.png (deflated 0%)\n",
            "updating: checkpoints/xray_cyclegan/web/images/epoch027_fake_A.png (deflated 0%)\n",
            "updating: checkpoints/xray_cyclegan/web/images/epoch027_fake_B.png (deflated 0%)\n",
            "updating: checkpoints/xray_cyclegan/web/images/epoch027_idt_A.png (deflated 0%)\n",
            "updating: checkpoints/xray_cyclegan/web/images/epoch027_idt_B.png (deflated 0%)\n",
            "updating: checkpoints/xray_cyclegan/web/images/epoch027_real_A.png (deflated 0%)\n",
            "updating: checkpoints/xray_cyclegan/web/images/epoch027_real_B.png (deflated 0%)\n",
            "updating: checkpoints/xray_cyclegan/web/images/epoch027_rec_A.png (deflated 0%)\n",
            "updating: checkpoints/xray_cyclegan/web/images/epoch027_rec_B.png (deflated 0%)\n",
            "updating: checkpoints/xray_cyclegan/web/images/epoch028_fake_A.png (deflated 0%)\n",
            "updating: checkpoints/xray_cyclegan/web/images/epoch028_fake_B.png (deflated 0%)\n",
            "updating: checkpoints/xray_cyclegan/web/images/epoch028_idt_A.png (deflated 0%)\n",
            "updating: checkpoints/xray_cyclegan/web/images/epoch028_idt_B.png (deflated 0%)\n",
            "updating: checkpoints/xray_cyclegan/web/images/epoch028_real_A.png (deflated 0%)\n",
            "updating: checkpoints/xray_cyclegan/web/images/epoch028_real_B.png (deflated 0%)\n",
            "updating: checkpoints/xray_cyclegan/web/images/epoch028_rec_A.png (deflated 0%)\n",
            "updating: checkpoints/xray_cyclegan/web/images/epoch028_rec_B.png (deflated 0%)\n",
            "updating: checkpoints/xray_cyclegan/web/images/epoch029_fake_A.png (deflated 0%)\n",
            "updating: checkpoints/xray_cyclegan/web/images/epoch029_fake_B.png (deflated 0%)\n",
            "updating: checkpoints/xray_cyclegan/web/images/epoch029_idt_A.png (deflated 0%)\n",
            "updating: checkpoints/xray_cyclegan/web/images/epoch029_idt_B.png (deflated 0%)\n",
            "updating: checkpoints/xray_cyclegan/web/images/epoch029_real_A.png (deflated 0%)\n",
            "updating: checkpoints/xray_cyclegan/web/images/epoch029_real_B.png (deflated 0%)\n",
            "updating: checkpoints/xray_cyclegan/web/images/epoch029_rec_A.png (deflated 0%)\n",
            "updating: checkpoints/xray_cyclegan/web/images/epoch029_rec_B.png (deflated 0%)\n",
            "updating: checkpoints/xray_cyclegan/web/images/epoch030_fake_A.png (deflated 0%)\n",
            "updating: checkpoints/xray_cyclegan/web/images/epoch030_fake_B.png (deflated 0%)\n",
            "updating: checkpoints/xray_cyclegan/web/images/epoch030_idt_A.png (deflated 0%)\n",
            "updating: checkpoints/xray_cyclegan/web/images/epoch030_idt_B.png (deflated 0%)\n",
            "updating: checkpoints/xray_cyclegan/web/images/epoch030_real_A.png (deflated 0%)\n",
            "updating: checkpoints/xray_cyclegan/web/images/epoch030_real_B.png (deflated 0%)\n",
            "updating: checkpoints/xray_cyclegan/web/images/epoch030_rec_A.png (deflated 0%)\n",
            "updating: checkpoints/xray_cyclegan/web/images/epoch030_rec_B.png (deflated 0%)\n",
            "updating: checkpoints/xray_cyclegan/web/images/epoch031_fake_A.png (deflated 0%)\n",
            "updating: checkpoints/xray_cyclegan/web/images/epoch031_fake_B.png (deflated 0%)\n",
            "updating: checkpoints/xray_cyclegan/web/images/epoch031_idt_A.png (deflated 0%)\n",
            "updating: checkpoints/xray_cyclegan/web/images/epoch031_idt_B.png (deflated 0%)\n",
            "updating: checkpoints/xray_cyclegan/web/images/epoch031_real_A.png (deflated 0%)\n",
            "updating: checkpoints/xray_cyclegan/web/images/epoch031_real_B.png (deflated 0%)\n",
            "updating: checkpoints/xray_cyclegan/web/images/epoch031_rec_A.png (deflated 0%)\n",
            "updating: checkpoints/xray_cyclegan/web/images/epoch031_rec_B.png (deflated 0%)\n",
            "updating: checkpoints/xray_cyclegan/web/images/epoch032_fake_A.png (deflated 0%)\n",
            "updating: checkpoints/xray_cyclegan/web/images/epoch032_fake_B.png (deflated 0%)\n",
            "updating: checkpoints/xray_cyclegan/web/images/epoch032_idt_A.png (deflated 0%)\n",
            "updating: checkpoints/xray_cyclegan/web/images/epoch032_idt_B.png (deflated 0%)\n",
            "updating: checkpoints/xray_cyclegan/web/images/epoch032_real_A.png (deflated 0%)\n",
            "updating: checkpoints/xray_cyclegan/web/images/epoch032_real_B.png (deflated 0%)\n",
            "updating: checkpoints/xray_cyclegan/web/images/epoch032_rec_A.png (deflated 0%)\n",
            "updating: checkpoints/xray_cyclegan/web/images/epoch032_rec_B.png (deflated 0%)\n",
            "updating: checkpoints/xray_cyclegan/web/images/epoch033_fake_A.png (deflated 0%)\n",
            "updating: checkpoints/xray_cyclegan/web/images/epoch033_fake_B.png (deflated 0%)\n",
            "updating: checkpoints/xray_cyclegan/web/images/epoch033_idt_A.png (deflated 0%)\n",
            "updating: checkpoints/xray_cyclegan/web/images/epoch033_idt_B.png (deflated 0%)\n",
            "updating: checkpoints/xray_cyclegan/web/images/epoch033_real_A.png (deflated 0%)\n",
            "updating: checkpoints/xray_cyclegan/web/images/epoch033_real_B.png (deflated 0%)\n",
            "updating: checkpoints/xray_cyclegan/web/images/epoch033_rec_A.png (deflated 0%)\n",
            "updating: checkpoints/xray_cyclegan/web/images/epoch033_rec_B.png (deflated 0%)\n",
            "updating: checkpoints/xray_cyclegan/web/images/epoch034_fake_A.png (deflated 0%)\n",
            "updating: checkpoints/xray_cyclegan/web/images/epoch034_fake_B.png (deflated 0%)\n",
            "updating: checkpoints/xray_cyclegan/web/images/epoch034_idt_A.png (deflated 0%)\n",
            "updating: checkpoints/xray_cyclegan/web/images/epoch034_idt_B.png (deflated 0%)\n",
            "updating: checkpoints/xray_cyclegan/web/images/epoch034_real_A.png (deflated 0%)\n",
            "updating: checkpoints/xray_cyclegan/web/images/epoch034_real_B.png (deflated 0%)\n",
            "updating: checkpoints/xray_cyclegan/web/images/epoch034_rec_A.png (deflated 0%)\n",
            "updating: checkpoints/xray_cyclegan/web/images/epoch034_rec_B.png (deflated 0%)\n",
            "updating: checkpoints/xray_cyclegan/web/images/epoch035_fake_A.png (deflated 0%)\n",
            "updating: checkpoints/xray_cyclegan/web/images/epoch035_fake_B.png (deflated 0%)\n",
            "updating: checkpoints/xray_cyclegan/web/images/epoch035_idt_A.png (deflated 0%)\n",
            "updating: checkpoints/xray_cyclegan/web/images/epoch035_idt_B.png (deflated 0%)\n",
            "updating: checkpoints/xray_cyclegan/web/images/epoch035_real_A.png (deflated 0%)\n",
            "updating: checkpoints/xray_cyclegan/web/images/epoch035_real_B.png (deflated 0%)\n",
            "updating: checkpoints/xray_cyclegan/web/images/epoch035_rec_A.png (deflated 0%)\n",
            "updating: checkpoints/xray_cyclegan/web/images/epoch035_rec_B.png (deflated 0%)\n",
            "updating: checkpoints/xray_cyclegan/web/images/epoch036_fake_A.png (deflated 0%)\n",
            "updating: checkpoints/xray_cyclegan/web/images/epoch036_fake_B.png (deflated 0%)\n",
            "updating: checkpoints/xray_cyclegan/web/images/epoch036_idt_A.png (deflated 0%)\n",
            "updating: checkpoints/xray_cyclegan/web/images/epoch036_idt_B.png (deflated 0%)\n",
            "updating: checkpoints/xray_cyclegan/web/images/epoch036_real_A.png (deflated 0%)\n",
            "updating: checkpoints/xray_cyclegan/web/images/epoch036_real_B.png (deflated 0%)\n",
            "updating: checkpoints/xray_cyclegan/web/images/epoch036_rec_A.png (deflated 0%)\n",
            "updating: checkpoints/xray_cyclegan/web/images/epoch036_rec_B.png (deflated 0%)\n",
            "updating: checkpoints/xray_cyclegan/web/images/epoch037_fake_A.png (deflated 0%)\n",
            "updating: checkpoints/xray_cyclegan/web/images/epoch037_fake_B.png (deflated 0%)\n",
            "updating: checkpoints/xray_cyclegan/web/images/epoch037_idt_A.png (deflated 0%)\n",
            "updating: checkpoints/xray_cyclegan/web/images/epoch037_idt_B.png (deflated 0%)\n",
            "updating: checkpoints/xray_cyclegan/web/images/epoch037_real_A.png (deflated 0%)\n",
            "updating: checkpoints/xray_cyclegan/web/images/epoch037_real_B.png (deflated 0%)\n",
            "updating: checkpoints/xray_cyclegan/web/images/epoch037_rec_A.png (deflated 0%)\n",
            "updating: checkpoints/xray_cyclegan/web/images/epoch037_rec_B.png (deflated 0%)\n",
            "updating: checkpoints/xray_cyclegan/web/images/epoch038_fake_A.png (deflated 0%)\n",
            "updating: checkpoints/xray_cyclegan/web/images/epoch038_fake_B.png (deflated 0%)\n",
            "updating: checkpoints/xray_cyclegan/web/images/epoch038_idt_A.png (deflated 0%)\n",
            "updating: checkpoints/xray_cyclegan/web/images/epoch038_idt_B.png (deflated 0%)\n",
            "updating: checkpoints/xray_cyclegan/web/images/epoch038_real_A.png (deflated 0%)\n",
            "updating: checkpoints/xray_cyclegan/web/images/epoch038_real_B.png (deflated 0%)\n",
            "updating: checkpoints/xray_cyclegan/web/images/epoch038_rec_A.png (deflated 0%)\n",
            "updating: checkpoints/xray_cyclegan/web/images/epoch038_rec_B.png (deflated 0%)\n",
            "updating: checkpoints/xray_cyclegan/web/images/epoch039_fake_A.png (deflated 0%)\n",
            "updating: checkpoints/xray_cyclegan/web/images/epoch039_fake_B.png (deflated 0%)\n",
            "updating: checkpoints/xray_cyclegan/web/images/epoch039_idt_A.png (deflated 0%)\n",
            "updating: checkpoints/xray_cyclegan/web/images/epoch039_idt_B.png (deflated 0%)\n",
            "updating: checkpoints/xray_cyclegan/web/images/epoch039_real_A.png (deflated 0%)\n",
            "updating: checkpoints/xray_cyclegan/web/images/epoch039_real_B.png (deflated 0%)\n",
            "updating: checkpoints/xray_cyclegan/web/images/epoch039_rec_A.png (deflated 0%)\n",
            "updating: checkpoints/xray_cyclegan/web/images/epoch039_rec_B.png (deflated 0%)\n",
            "updating: checkpoints/xray_cyclegan/web/images/epoch040_fake_A.png (deflated 0%)\n",
            "updating: checkpoints/xray_cyclegan/web/images/epoch040_fake_B.png (deflated 0%)\n",
            "updating: checkpoints/xray_cyclegan/web/images/epoch040_idt_A.png (deflated 0%)\n",
            "updating: checkpoints/xray_cyclegan/web/images/epoch040_idt_B.png (deflated 0%)\n",
            "updating: checkpoints/xray_cyclegan/web/images/epoch040_real_A.png (deflated 0%)\n",
            "updating: checkpoints/xray_cyclegan/web/images/epoch040_real_B.png (deflated 0%)\n",
            "updating: checkpoints/xray_cyclegan/web/images/epoch040_rec_A.png (deflated 0%)\n",
            "updating: checkpoints/xray_cyclegan/web/images/epoch040_rec_B.png (deflated 0%)\n",
            "updating: checkpoints/xray_cyclegan/web/images/epoch041_fake_A.png (deflated 0%)\n",
            "updating: checkpoints/xray_cyclegan/web/images/epoch041_fake_B.png (deflated 0%)\n",
            "updating: checkpoints/xray_cyclegan/web/images/epoch041_idt_A.png (deflated 0%)\n",
            "updating: checkpoints/xray_cyclegan/web/images/epoch041_idt_B.png (deflated 0%)\n",
            "updating: checkpoints/xray_cyclegan/web/images/epoch041_real_A.png (deflated 0%)\n",
            "updating: checkpoints/xray_cyclegan/web/images/epoch041_real_B.png (deflated 0%)\n",
            "updating: checkpoints/xray_cyclegan/web/images/epoch041_rec_A.png (deflated 0%)\n",
            "updating: checkpoints/xray_cyclegan/web/images/epoch041_rec_B.png (deflated 0%)\n",
            "updating: checkpoints/xray_cyclegan/web/images/epoch042_fake_A.png (deflated 0%)\n",
            "updating: checkpoints/xray_cyclegan/web/images/epoch042_fake_B.png (deflated 0%)\n",
            "updating: checkpoints/xray_cyclegan/web/images/epoch042_idt_A.png (deflated 0%)\n",
            "updating: checkpoints/xray_cyclegan/web/images/epoch042_idt_B.png (deflated 0%)\n",
            "updating: checkpoints/xray_cyclegan/web/images/epoch042_real_A.png (deflated 0%)\n",
            "updating: checkpoints/xray_cyclegan/web/images/epoch042_real_B.png (deflated 0%)\n",
            "updating: checkpoints/xray_cyclegan/web/images/epoch042_rec_A.png (deflated 0%)\n",
            "updating: checkpoints/xray_cyclegan/web/images/epoch042_rec_B.png (deflated 0%)\n",
            "updating: checkpoints/xray_cyclegan/web/images/epoch043_fake_A.png (deflated 0%)\n",
            "updating: checkpoints/xray_cyclegan/web/images/epoch043_fake_B.png (deflated 0%)\n",
            "updating: checkpoints/xray_cyclegan/web/images/epoch043_idt_A.png (deflated 0%)\n",
            "updating: checkpoints/xray_cyclegan/web/images/epoch043_idt_B.png (deflated 0%)\n",
            "updating: checkpoints/xray_cyclegan/web/images/epoch043_real_A.png (deflated 0%)\n",
            "updating: checkpoints/xray_cyclegan/web/images/epoch043_real_B.png (deflated 0%)\n",
            "updating: checkpoints/xray_cyclegan/web/images/epoch043_rec_A.png (deflated 0%)\n",
            "updating: checkpoints/xray_cyclegan/web/images/epoch043_rec_B.png (deflated 0%)\n",
            "updating: checkpoints/xray_cyclegan/web/images/epoch044_fake_A.png (deflated 0%)\n",
            "updating: checkpoints/xray_cyclegan/web/images/epoch044_fake_B.png (deflated 0%)\n",
            "updating: checkpoints/xray_cyclegan/web/images/epoch044_idt_A.png (deflated 0%)\n",
            "updating: checkpoints/xray_cyclegan/web/images/epoch044_idt_B.png (deflated 0%)\n",
            "updating: checkpoints/xray_cyclegan/web/images/epoch044_real_A.png (deflated 0%)\n",
            "updating: checkpoints/xray_cyclegan/web/images/epoch044_real_B.png (deflated 0%)\n",
            "updating: checkpoints/xray_cyclegan/web/images/epoch044_rec_A.png (deflated 0%)\n",
            "updating: checkpoints/xray_cyclegan/web/images/epoch044_rec_B.png (deflated 0%)\n",
            "updating: checkpoints/xray_cyclegan/web/images/epoch045_fake_A.png (deflated 0%)\n",
            "updating: checkpoints/xray_cyclegan/web/images/epoch045_fake_B.png (deflated 0%)\n",
            "updating: checkpoints/xray_cyclegan/web/images/epoch045_idt_A.png (deflated 0%)\n",
            "updating: checkpoints/xray_cyclegan/web/images/epoch045_idt_B.png (deflated 0%)\n",
            "updating: checkpoints/xray_cyclegan/web/images/epoch045_real_A.png (deflated 0%)\n",
            "updating: checkpoints/xray_cyclegan/web/images/epoch045_real_B.png (deflated 0%)\n",
            "updating: checkpoints/xray_cyclegan/web/images/epoch045_rec_A.png (deflated 0%)\n",
            "updating: checkpoints/xray_cyclegan/web/images/epoch045_rec_B.png (deflated 0%)\n",
            "updating: checkpoints/xray_cyclegan/web/images/epoch046_fake_A.png (deflated 0%)\n",
            "updating: checkpoints/xray_cyclegan/web/images/epoch046_fake_B.png (deflated 0%)\n",
            "updating: checkpoints/xray_cyclegan/web/images/epoch046_idt_A.png (deflated 0%)\n",
            "updating: checkpoints/xray_cyclegan/web/images/epoch046_idt_B.png (deflated 0%)\n",
            "updating: checkpoints/xray_cyclegan/web/images/epoch046_real_A.png (deflated 0%)\n",
            "updating: checkpoints/xray_cyclegan/web/images/epoch046_real_B.png (deflated 0%)\n",
            "updating: checkpoints/xray_cyclegan/web/images/epoch046_rec_A.png (deflated 0%)\n",
            "updating: checkpoints/xray_cyclegan/web/images/epoch046_rec_B.png (deflated 0%)\n",
            "updating: checkpoints/xray_cyclegan/web/images/epoch047_fake_A.png (deflated 0%)\n",
            "updating: checkpoints/xray_cyclegan/web/images/epoch047_fake_B.png (deflated 0%)\n",
            "updating: checkpoints/xray_cyclegan/web/images/epoch047_idt_A.png (deflated 0%)\n",
            "updating: checkpoints/xray_cyclegan/web/images/epoch047_idt_B.png (deflated 0%)\n",
            "updating: checkpoints/xray_cyclegan/web/images/epoch047_real_A.png (deflated 0%)\n",
            "updating: checkpoints/xray_cyclegan/web/images/epoch047_real_B.png (deflated 0%)\n",
            "updating: checkpoints/xray_cyclegan/web/images/epoch047_rec_A.png (deflated 0%)\n",
            "updating: checkpoints/xray_cyclegan/web/images/epoch047_rec_B.png (deflated 0%)\n",
            "updating: checkpoints/xray_cyclegan/web/images/epoch048_fake_A.png (deflated 0%)\n",
            "updating: checkpoints/xray_cyclegan/web/images/epoch048_fake_B.png (deflated 0%)\n",
            "updating: checkpoints/xray_cyclegan/web/images/epoch048_idt_A.png (deflated 0%)\n",
            "updating: checkpoints/xray_cyclegan/web/images/epoch048_idt_B.png (deflated 0%)\n",
            "updating: checkpoints/xray_cyclegan/web/images/epoch048_real_A.png (deflated 0%)\n",
            "updating: checkpoints/xray_cyclegan/web/images/epoch048_real_B.png (deflated 0%)\n",
            "updating: checkpoints/xray_cyclegan/web/images/epoch048_rec_A.png (deflated 0%)\n",
            "updating: checkpoints/xray_cyclegan/web/images/epoch048_rec_B.png (deflated 0%)\n",
            "updating: checkpoints/xray_cyclegan/web/images/epoch049_fake_A.png (deflated 0%)\n",
            "updating: checkpoints/xray_cyclegan/web/images/epoch049_fake_B.png (deflated 0%)\n",
            "updating: checkpoints/xray_cyclegan/web/images/epoch049_idt_A.png (deflated 0%)\n",
            "updating: checkpoints/xray_cyclegan/web/images/epoch049_idt_B.png (deflated 0%)\n",
            "updating: checkpoints/xray_cyclegan/web/images/epoch049_real_A.png (deflated 0%)\n",
            "updating: checkpoints/xray_cyclegan/web/images/epoch049_real_B.png (deflated 0%)\n",
            "updating: checkpoints/xray_cyclegan/web/images/epoch049_rec_A.png (deflated 0%)\n",
            "updating: checkpoints/xray_cyclegan/web/images/epoch049_rec_B.png (deflated 0%)\n",
            "updating: checkpoints/xray_cyclegan/web/images/epoch050_fake_A.png (deflated 0%)\n",
            "updating: checkpoints/xray_cyclegan/web/images/epoch050_fake_B.png (deflated 0%)\n",
            "updating: checkpoints/xray_cyclegan/web/images/epoch050_idt_A.png (deflated 0%)\n",
            "updating: checkpoints/xray_cyclegan/web/images/epoch050_idt_B.png (deflated 0%)\n",
            "updating: checkpoints/xray_cyclegan/web/images/epoch050_real_A.png (deflated 0%)\n",
            "updating: checkpoints/xray_cyclegan/web/images/epoch050_real_B.png (deflated 0%)\n",
            "updating: checkpoints/xray_cyclegan/web/images/epoch050_rec_A.png (deflated 0%)\n",
            "updating: checkpoints/xray_cyclegan/web/images/epoch050_rec_B.png (deflated 0%)\n",
            "updating: checkpoints/xray_cyclegan/web/images/epoch051_fake_A.png (deflated 0%)\n",
            "updating: checkpoints/xray_cyclegan/web/images/epoch051_fake_B.png (deflated 0%)\n",
            "updating: checkpoints/xray_cyclegan/web/images/epoch051_idt_A.png (deflated 0%)\n",
            "updating: checkpoints/xray_cyclegan/web/images/epoch051_idt_B.png (deflated 0%)\n",
            "updating: checkpoints/xray_cyclegan/web/images/epoch051_real_A.png (deflated 0%)\n",
            "updating: checkpoints/xray_cyclegan/web/images/epoch051_real_B.png (deflated 0%)\n",
            "updating: checkpoints/xray_cyclegan/web/images/epoch051_rec_A.png (deflated 0%)\n",
            "updating: checkpoints/xray_cyclegan/web/images/epoch051_rec_B.png (deflated 0%)\n",
            "updating: checkpoints/xray_cyclegan/web/images/epoch052_fake_A.png (deflated 0%)\n",
            "updating: checkpoints/xray_cyclegan/web/images/epoch052_fake_B.png (deflated 0%)\n",
            "updating: checkpoints/xray_cyclegan/web/images/epoch052_idt_A.png (deflated 0%)\n",
            "updating: checkpoints/xray_cyclegan/web/images/epoch052_idt_B.png (deflated 0%)\n",
            "updating: checkpoints/xray_cyclegan/web/images/epoch052_real_A.png (deflated 0%)\n",
            "updating: checkpoints/xray_cyclegan/web/images/epoch052_real_B.png (deflated 0%)\n",
            "updating: checkpoints/xray_cyclegan/web/images/epoch052_rec_A.png (deflated 0%)\n",
            "updating: checkpoints/xray_cyclegan/web/images/epoch052_rec_B.png (deflated 0%)\n",
            "updating: checkpoints/xray_cyclegan/web/images/epoch053_fake_A.png (deflated 0%)\n",
            "updating: checkpoints/xray_cyclegan/web/images/epoch053_fake_B.png (deflated 0%)\n",
            "updating: checkpoints/xray_cyclegan/web/images/epoch053_idt_A.png (deflated 0%)\n",
            "updating: checkpoints/xray_cyclegan/web/images/epoch053_idt_B.png (deflated 0%)\n",
            "updating: checkpoints/xray_cyclegan/web/images/epoch053_real_A.png (deflated 0%)\n",
            "updating: checkpoints/xray_cyclegan/web/images/epoch053_real_B.png (deflated 0%)\n",
            "updating: checkpoints/xray_cyclegan/web/images/epoch053_rec_A.png (deflated 0%)\n",
            "updating: checkpoints/xray_cyclegan/web/images/epoch053_rec_B.png (deflated 0%)\n",
            "updating: checkpoints/xray_cyclegan/web/images/epoch054_fake_A.png (deflated 0%)\n",
            "updating: checkpoints/xray_cyclegan/web/images/epoch054_fake_B.png (deflated 0%)\n",
            "updating: checkpoints/xray_cyclegan/web/images/epoch054_idt_A.png (deflated 0%)\n",
            "updating: checkpoints/xray_cyclegan/web/images/epoch054_idt_B.png (deflated 0%)\n",
            "updating: checkpoints/xray_cyclegan/web/images/epoch054_real_A.png (deflated 0%)\n",
            "updating: checkpoints/xray_cyclegan/web/images/epoch054_real_B.png (deflated 0%)\n",
            "updating: checkpoints/xray_cyclegan/web/images/epoch054_rec_A.png (deflated 0%)\n",
            "updating: checkpoints/xray_cyclegan/web/images/epoch054_rec_B.png (deflated 0%)\n",
            "updating: checkpoints/xray_cyclegan/web/images/epoch055_fake_A.png (deflated 0%)\n",
            "updating: checkpoints/xray_cyclegan/web/images/epoch055_fake_B.png (deflated 0%)\n",
            "updating: checkpoints/xray_cyclegan/web/images/epoch055_idt_A.png (deflated 0%)\n",
            "updating: checkpoints/xray_cyclegan/web/images/epoch055_idt_B.png (deflated 0%)\n",
            "updating: checkpoints/xray_cyclegan/web/images/epoch055_real_A.png (deflated 0%)\n",
            "updating: checkpoints/xray_cyclegan/web/images/epoch055_real_B.png (deflated 0%)\n",
            "updating: checkpoints/xray_cyclegan/web/images/epoch055_rec_A.png (deflated 0%)\n",
            "updating: checkpoints/xray_cyclegan/web/images/epoch055_rec_B.png (deflated 0%)\n",
            "updating: checkpoints/xray_cyclegan/web/images/epoch056_fake_A.png (deflated 0%)\n",
            "updating: checkpoints/xray_cyclegan/web/images/epoch056_fake_B.png (deflated 0%)\n",
            "updating: checkpoints/xray_cyclegan/web/images/epoch056_idt_A.png (deflated 0%)\n",
            "updating: checkpoints/xray_cyclegan/web/images/epoch056_idt_B.png (deflated 0%)\n",
            "updating: checkpoints/xray_cyclegan/web/images/epoch056_real_A.png (deflated 0%)\n",
            "updating: checkpoints/xray_cyclegan/web/images/epoch056_real_B.png (deflated 0%)\n",
            "updating: checkpoints/xray_cyclegan/web/images/epoch056_rec_A.png (deflated 0%)\n",
            "updating: checkpoints/xray_cyclegan/web/images/epoch056_rec_B.png (deflated 0%)\n",
            "updating: checkpoints/xray_cyclegan/web/images/epoch057_fake_A.png (deflated 0%)\n",
            "updating: checkpoints/xray_cyclegan/web/images/epoch057_fake_B.png (deflated 0%)\n",
            "updating: checkpoints/xray_cyclegan/web/images/epoch057_idt_A.png (deflated 0%)\n",
            "updating: checkpoints/xray_cyclegan/web/images/epoch057_idt_B.png (deflated 0%)\n",
            "updating: checkpoints/xray_cyclegan/web/images/epoch057_real_A.png (deflated 0%)\n",
            "updating: checkpoints/xray_cyclegan/web/images/epoch057_real_B.png (deflated 0%)\n",
            "updating: checkpoints/xray_cyclegan/web/images/epoch057_rec_A.png (deflated 0%)\n",
            "updating: checkpoints/xray_cyclegan/web/images/epoch057_rec_B.png (deflated 0%)\n",
            "updating: checkpoints/xray_cyclegan/web/images/epoch058_fake_A.png (deflated 0%)\n",
            "updating: checkpoints/xray_cyclegan/web/images/epoch058_fake_B.png (deflated 0%)\n",
            "updating: checkpoints/xray_cyclegan/web/images/epoch058_idt_A.png (deflated 0%)\n",
            "updating: checkpoints/xray_cyclegan/web/images/epoch058_idt_B.png (deflated 0%)\n",
            "updating: checkpoints/xray_cyclegan/web/images/epoch058_real_A.png (deflated 0%)\n",
            "updating: checkpoints/xray_cyclegan/web/images/epoch058_real_B.png (deflated 0%)\n",
            "updating: checkpoints/xray_cyclegan/web/images/epoch058_rec_A.png (deflated 0%)\n",
            "updating: checkpoints/xray_cyclegan/web/images/epoch058_rec_B.png (deflated 0%)\n",
            "updating: checkpoints/xray_cyclegan/web/images/epoch059_fake_A.png (deflated 0%)\n",
            "updating: checkpoints/xray_cyclegan/web/images/epoch059_fake_B.png (deflated 0%)\n",
            "updating: checkpoints/xray_cyclegan/web/images/epoch059_idt_A.png (deflated 0%)\n",
            "updating: checkpoints/xray_cyclegan/web/images/epoch059_idt_B.png (deflated 0%)\n",
            "updating: checkpoints/xray_cyclegan/web/images/epoch059_real_A.png (deflated 0%)\n",
            "updating: checkpoints/xray_cyclegan/web/images/epoch059_real_B.png (deflated 0%)\n",
            "updating: checkpoints/xray_cyclegan/web/images/epoch059_rec_A.png (deflated 0%)\n",
            "updating: checkpoints/xray_cyclegan/web/images/epoch059_rec_B.png (deflated 0%)\n",
            "updating: checkpoints/xray_cyclegan/web/images/epoch060_fake_A.png (deflated 0%)\n",
            "updating: checkpoints/xray_cyclegan/web/images/epoch060_fake_B.png (deflated 0%)\n",
            "updating: checkpoints/xray_cyclegan/web/images/epoch060_idt_A.png (deflated 0%)\n",
            "updating: checkpoints/xray_cyclegan/web/images/epoch060_idt_B.png (deflated 0%)\n",
            "updating: checkpoints/xray_cyclegan/web/images/epoch060_real_A.png (deflated 0%)\n",
            "updating: checkpoints/xray_cyclegan/web/images/epoch060_real_B.png (deflated 0%)\n",
            "updating: checkpoints/xray_cyclegan/web/images/epoch060_rec_A.png (deflated 0%)\n",
            "updating: checkpoints/xray_cyclegan/web/images/epoch060_rec_B.png (deflated 0%)\n",
            "updating: checkpoints/xray_cyclegan/web/images/epoch061_fake_A.png (deflated 0%)\n",
            "updating: checkpoints/xray_cyclegan/web/images/epoch061_fake_B.png (deflated 0%)\n",
            "updating: checkpoints/xray_cyclegan/web/images/epoch061_idt_A.png (deflated 0%)\n",
            "updating: checkpoints/xray_cyclegan/web/images/epoch061_idt_B.png (deflated 0%)\n",
            "updating: checkpoints/xray_cyclegan/web/images/epoch061_real_A.png (deflated 0%)\n",
            "updating: checkpoints/xray_cyclegan/web/images/epoch061_real_B.png (deflated 0%)\n",
            "updating: checkpoints/xray_cyclegan/web/images/epoch061_rec_A.png (deflated 0%)\n",
            "updating: checkpoints/xray_cyclegan/web/images/epoch061_rec_B.png (deflated 0%)\n",
            "updating: checkpoints/xray_cyclegan/web/images/epoch062_fake_A.png (deflated 0%)\n",
            "updating: checkpoints/xray_cyclegan/web/images/epoch062_fake_B.png (deflated 0%)\n",
            "updating: checkpoints/xray_cyclegan/web/images/epoch062_idt_A.png (deflated 0%)\n",
            "updating: checkpoints/xray_cyclegan/web/images/epoch062_idt_B.png (deflated 0%)\n",
            "updating: checkpoints/xray_cyclegan/web/images/epoch062_real_A.png (deflated 0%)\n",
            "updating: checkpoints/xray_cyclegan/web/images/epoch062_real_B.png (deflated 0%)\n",
            "updating: checkpoints/xray_cyclegan/web/images/epoch062_rec_A.png (deflated 0%)\n",
            "updating: checkpoints/xray_cyclegan/web/images/epoch062_rec_B.png (deflated 0%)\n",
            "updating: checkpoints/xray_cyclegan/web/images/epoch063_fake_A.png (deflated 0%)\n",
            "updating: checkpoints/xray_cyclegan/web/images/epoch063_fake_B.png (deflated 0%)\n",
            "updating: checkpoints/xray_cyclegan/web/images/epoch063_idt_A.png (deflated 0%)\n",
            "updating: checkpoints/xray_cyclegan/web/images/epoch063_idt_B.png (deflated 0%)\n",
            "updating: checkpoints/xray_cyclegan/web/images/epoch063_real_A.png (deflated 0%)\n",
            "updating: checkpoints/xray_cyclegan/web/images/epoch063_real_B.png (deflated 0%)\n",
            "updating: checkpoints/xray_cyclegan/web/images/epoch063_rec_A.png (deflated 0%)\n",
            "updating: checkpoints/xray_cyclegan/web/images/epoch063_rec_B.png (deflated 0%)\n",
            "updating: checkpoints/xray_cyclegan/web/images/epoch064_fake_A.png (deflated 0%)\n",
            "updating: checkpoints/xray_cyclegan/web/images/epoch064_fake_B.png (deflated 0%)\n",
            "updating: checkpoints/xray_cyclegan/web/images/epoch064_idt_A.png (deflated 0%)\n",
            "updating: checkpoints/xray_cyclegan/web/images/epoch064_idt_B.png (deflated 0%)\n",
            "updating: checkpoints/xray_cyclegan/web/images/epoch064_real_A.png (deflated 0%)\n",
            "updating: checkpoints/xray_cyclegan/web/images/epoch064_real_B.png (deflated 0%)\n",
            "updating: checkpoints/xray_cyclegan/web/images/epoch064_rec_A.png (deflated 0%)\n",
            "updating: checkpoints/xray_cyclegan/web/images/epoch064_rec_B.png (deflated 0%)\n",
            "updating: checkpoints/xray_cyclegan/web/images/epoch065_fake_A.png (deflated 0%)\n",
            "updating: checkpoints/xray_cyclegan/web/images/epoch065_fake_B.png (deflated 0%)\n",
            "updating: checkpoints/xray_cyclegan/web/images/epoch065_idt_A.png (deflated 0%)\n",
            "updating: checkpoints/xray_cyclegan/web/images/epoch065_idt_B.png (deflated 0%)\n",
            "updating: checkpoints/xray_cyclegan/web/images/epoch065_real_A.png (deflated 0%)\n",
            "updating: checkpoints/xray_cyclegan/web/images/epoch065_real_B.png (deflated 0%)\n",
            "updating: checkpoints/xray_cyclegan/web/images/epoch065_rec_A.png (deflated 0%)\n",
            "updating: checkpoints/xray_cyclegan/web/images/epoch065_rec_B.png (deflated 0%)\n",
            "updating: checkpoints/xray_cyclegan/web/images/epoch066_fake_A.png (deflated 0%)\n",
            "updating: checkpoints/xray_cyclegan/web/images/epoch066_fake_B.png (deflated 0%)\n",
            "updating: checkpoints/xray_cyclegan/web/images/epoch066_idt_A.png (deflated 0%)\n",
            "updating: checkpoints/xray_cyclegan/web/images/epoch066_idt_B.png (deflated 0%)\n",
            "updating: checkpoints/xray_cyclegan/web/images/epoch066_real_A.png (deflated 0%)\n",
            "updating: checkpoints/xray_cyclegan/web/images/epoch066_real_B.png (deflated 0%)\n",
            "updating: checkpoints/xray_cyclegan/web/images/epoch066_rec_A.png (deflated 0%)\n",
            "updating: checkpoints/xray_cyclegan/web/images/epoch066_rec_B.png (deflated 0%)\n",
            "updating: checkpoints/xray_cyclegan/web/images/epoch067_fake_A.png (deflated 0%)\n",
            "updating: checkpoints/xray_cyclegan/web/images/epoch067_fake_B.png (deflated 0%)\n",
            "updating: checkpoints/xray_cyclegan/web/images/epoch067_idt_A.png (deflated 0%)\n",
            "updating: checkpoints/xray_cyclegan/web/images/epoch067_idt_B.png (deflated 0%)\n",
            "updating: checkpoints/xray_cyclegan/web/images/epoch067_real_A.png (deflated 0%)\n",
            "updating: checkpoints/xray_cyclegan/web/images/epoch067_real_B.png (deflated 0%)\n",
            "updating: checkpoints/xray_cyclegan/web/images/epoch067_rec_A.png (deflated 0%)\n",
            "updating: checkpoints/xray_cyclegan/web/images/epoch067_rec_B.png (deflated 0%)\n",
            "updating: checkpoints/xray_cyclegan/web/images/epoch068_fake_A.png (deflated 0%)\n",
            "updating: checkpoints/xray_cyclegan/web/images/epoch068_fake_B.png (deflated 0%)\n",
            "updating: checkpoints/xray_cyclegan/web/images/epoch068_idt_A.png (deflated 0%)\n",
            "updating: checkpoints/xray_cyclegan/web/images/epoch068_idt_B.png (deflated 0%)\n",
            "updating: checkpoints/xray_cyclegan/web/images/epoch068_real_A.png (deflated 0%)\n",
            "updating: checkpoints/xray_cyclegan/web/images/epoch068_real_B.png (deflated 0%)\n",
            "updating: checkpoints/xray_cyclegan/web/images/epoch068_rec_A.png (deflated 0%)\n",
            "updating: checkpoints/xray_cyclegan/web/images/epoch068_rec_B.png (deflated 0%)\n",
            "updating: checkpoints/xray_cyclegan/web/images/epoch069_fake_A.png (deflated 0%)\n",
            "updating: checkpoints/xray_cyclegan/web/images/epoch069_fake_B.png (deflated 0%)\n",
            "updating: checkpoints/xray_cyclegan/web/images/epoch069_idt_A.png (deflated 0%)\n",
            "updating: checkpoints/xray_cyclegan/web/images/epoch069_idt_B.png (deflated 0%)\n",
            "updating: checkpoints/xray_cyclegan/web/images/epoch069_real_A.png (deflated 0%)\n",
            "updating: checkpoints/xray_cyclegan/web/images/epoch069_real_B.png (deflated 0%)\n",
            "updating: checkpoints/xray_cyclegan/web/images/epoch069_rec_A.png (deflated 0%)\n",
            "updating: checkpoints/xray_cyclegan/web/images/epoch069_rec_B.png (deflated 0%)\n",
            "updating: checkpoints/xray_cyclegan/web/images/epoch070_fake_A.png (deflated 0%)\n",
            "updating: checkpoints/xray_cyclegan/web/images/epoch070_fake_B.png (deflated 0%)\n",
            "updating: checkpoints/xray_cyclegan/web/images/epoch070_idt_A.png (deflated 0%)\n",
            "updating: checkpoints/xray_cyclegan/web/images/epoch070_idt_B.png (deflated 0%)\n",
            "updating: checkpoints/xray_cyclegan/web/images/epoch070_real_A.png (deflated 0%)\n",
            "updating: checkpoints/xray_cyclegan/web/images/epoch070_real_B.png (deflated 0%)\n",
            "updating: checkpoints/xray_cyclegan/web/images/epoch070_rec_A.png (deflated 0%)\n",
            "updating: checkpoints/xray_cyclegan/web/images/epoch070_rec_B.png (deflated 0%)\n",
            "updating: checkpoints/xray_cyclegan/web/images/epoch071_fake_A.png (deflated 0%)\n",
            "updating: checkpoints/xray_cyclegan/web/images/epoch071_fake_B.png (deflated 0%)\n",
            "updating: checkpoints/xray_cyclegan/web/images/epoch071_idt_A.png (deflated 0%)\n",
            "updating: checkpoints/xray_cyclegan/web/images/epoch071_idt_B.png (deflated 0%)\n",
            "updating: checkpoints/xray_cyclegan/web/images/epoch071_real_A.png (deflated 0%)\n",
            "updating: checkpoints/xray_cyclegan/web/images/epoch071_real_B.png (deflated 0%)\n",
            "updating: checkpoints/xray_cyclegan/web/images/epoch071_rec_A.png (deflated 0%)\n",
            "updating: checkpoints/xray_cyclegan/web/images/epoch071_rec_B.png (deflated 0%)\n",
            "updating: checkpoints/xray_cyclegan/web/images/epoch072_fake_A.png (deflated 0%)\n",
            "updating: checkpoints/xray_cyclegan/web/images/epoch072_fake_B.png (deflated 0%)\n",
            "updating: checkpoints/xray_cyclegan/web/images/epoch072_idt_A.png (deflated 0%)\n",
            "updating: checkpoints/xray_cyclegan/web/images/epoch072_idt_B.png (deflated 0%)\n",
            "updating: checkpoints/xray_cyclegan/web/images/epoch072_real_A.png (deflated 0%)\n",
            "updating: checkpoints/xray_cyclegan/web/images/epoch072_real_B.png (deflated 0%)\n",
            "updating: checkpoints/xray_cyclegan/web/images/epoch072_rec_A.png (deflated 0%)\n",
            "updating: checkpoints/xray_cyclegan/web/images/epoch072_rec_B.png (deflated 0%)\n",
            "updating: checkpoints/xray_cyclegan/web/images/epoch073_fake_A.png (deflated 0%)\n",
            "updating: checkpoints/xray_cyclegan/web/images/epoch073_fake_B.png (deflated 0%)\n",
            "updating: checkpoints/xray_cyclegan/web/images/epoch073_idt_A.png (deflated 0%)\n",
            "updating: checkpoints/xray_cyclegan/web/images/epoch073_idt_B.png (deflated 0%)\n",
            "updating: checkpoints/xray_cyclegan/web/images/epoch073_real_A.png (deflated 0%)\n",
            "updating: checkpoints/xray_cyclegan/web/images/epoch073_real_B.png (deflated 0%)\n",
            "updating: checkpoints/xray_cyclegan/web/images/epoch073_rec_A.png (deflated 0%)\n",
            "updating: checkpoints/xray_cyclegan/web/images/epoch073_rec_B.png (deflated 0%)\n",
            "updating: checkpoints/xray_cyclegan/web/images/epoch074_fake_A.png (deflated 0%)\n",
            "updating: checkpoints/xray_cyclegan/web/images/epoch074_fake_B.png (deflated 0%)\n",
            "updating: checkpoints/xray_cyclegan/web/images/epoch074_idt_A.png (deflated 0%)\n",
            "updating: checkpoints/xray_cyclegan/web/images/epoch074_idt_B.png (deflated 0%)\n",
            "updating: checkpoints/xray_cyclegan/web/images/epoch074_real_A.png (deflated 0%)\n",
            "updating: checkpoints/xray_cyclegan/web/images/epoch074_real_B.png (deflated 0%)\n",
            "updating: checkpoints/xray_cyclegan/web/images/epoch074_rec_A.png (deflated 0%)\n",
            "updating: checkpoints/xray_cyclegan/web/images/epoch074_rec_B.png (deflated 0%)\n",
            "updating: checkpoints/xray_cyclegan/web/images/epoch075_fake_A.png (deflated 0%)\n",
            "updating: checkpoints/xray_cyclegan/web/images/epoch075_fake_B.png (deflated 0%)\n",
            "updating: checkpoints/xray_cyclegan/web/images/epoch075_idt_A.png (deflated 0%)\n",
            "updating: checkpoints/xray_cyclegan/web/images/epoch075_idt_B.png (deflated 0%)\n",
            "updating: checkpoints/xray_cyclegan/web/images/epoch075_real_A.png (deflated 0%)\n",
            "updating: checkpoints/xray_cyclegan/web/images/epoch075_real_B.png (deflated 0%)\n",
            "updating: checkpoints/xray_cyclegan/web/images/epoch075_rec_A.png (deflated 0%)\n",
            "updating: checkpoints/xray_cyclegan/web/images/epoch075_rec_B.png (deflated 0%)\n",
            "updating: checkpoints/xray_cyclegan/web/images/epoch076_fake_A.png (deflated 0%)\n",
            "updating: checkpoints/xray_cyclegan/web/images/epoch076_fake_B.png (deflated 0%)\n",
            "updating: checkpoints/xray_cyclegan/web/images/epoch076_idt_A.png (deflated 0%)\n",
            "updating: checkpoints/xray_cyclegan/web/images/epoch076_idt_B.png (deflated 0%)\n",
            "updating: checkpoints/xray_cyclegan/web/images/epoch076_real_A.png (deflated 0%)\n",
            "updating: checkpoints/xray_cyclegan/web/images/epoch076_real_B.png (deflated 0%)\n",
            "updating: checkpoints/xray_cyclegan/web/images/epoch076_rec_A.png (deflated 0%)\n",
            "updating: checkpoints/xray_cyclegan/web/images/epoch076_rec_B.png (deflated 0%)\n",
            "updating: checkpoints/xray_cyclegan/web/index.html (deflated 98%)\n",
            "updating: checkpoints/ (stored 0%)\n",
            "updating: checkpoints/xray_cyclegan/78_net_D_A.pth (deflated 7%)\n",
            "updating: checkpoints/xray_cyclegan/78_net_G_B.pth (deflated 7%)\n",
            "updating: checkpoints/xray_cyclegan/79_net_G_A.pth (deflated 7%)\n",
            "updating: checkpoints/xray_cyclegan/79_net_G_B.pth (deflated 7%)\n",
            "updating: checkpoints/xray_cyclegan/79_net_D_A.pth (deflated 7%)\n",
            "updating: checkpoints/xray_cyclegan/78_net_G_A.pth (deflated 7%)\n",
            "updating: checkpoints/xray_cyclegan/77_net_D_A.pth (deflated 7%)\n",
            "updating: checkpoints/xray_cyclegan/77_net_D_B.pth (deflated 7%)\n",
            "updating: checkpoints/xray_cyclegan/77_net_G_B.pth (deflated 7%)\n",
            "updating: checkpoints/xray_cyclegan/77_net_G_A.pth (deflated 7%)\n",
            "updating: checkpoints/xray_cyclegan/78_net_D_B.pth (deflated 7%)\n",
            "updating: checkpoints/xray_cyclegan/79_net_D_B.pth (deflated 7%)\n",
            "updating: checkpoints/xray_cyclegan/web/images/epoch077_fake_A.png (deflated 0%)\n",
            "updating: checkpoints/xray_cyclegan/web/images/epoch077_idt_B.png (deflated 0%)\n",
            "updating: checkpoints/xray_cyclegan/web/images/epoch077_rec_B.png (deflated 0%)\n",
            "updating: checkpoints/xray_cyclegan/web/images/epoch077_idt_A.png (deflated 0%)\n",
            "updating: checkpoints/xray_cyclegan/web/images/epoch078_rec_A.png (deflated 0%)\n",
            "updating: checkpoints/xray_cyclegan/web/images/epoch077_real_A.png (deflated 0%)\n",
            "updating: checkpoints/xray_cyclegan/web/images/epoch077_real_B.png (deflated 0%)\n",
            "updating: checkpoints/xray_cyclegan/web/images/epoch078_idt_B.png (deflated 0%)\n",
            "updating: checkpoints/xray_cyclegan/web/images/epoch078_idt_A.png (deflated 0%)\n",
            "updating: checkpoints/xray_cyclegan/web/images/epoch077_fake_B.png (deflated 0%)\n",
            "updating: checkpoints/xray_cyclegan/web/images/epoch079_rec_B.png (deflated 0%)\n",
            "updating: checkpoints/xray_cyclegan/web/images/epoch078_fake_B.png (deflated 0%)\n",
            "updating: checkpoints/xray_cyclegan/web/images/epoch079_rec_A.png (deflated 0%)\n",
            "updating: checkpoints/xray_cyclegan/web/images/epoch079_real_B.png (deflated 0%)\n",
            "updating: checkpoints/xray_cyclegan/web/images/epoch079_idt_A.png (deflated 0%)\n",
            "updating: checkpoints/xray_cyclegan/web/images/epoch079_idt_B.png (deflated 0%)\n",
            "updating: checkpoints/xray_cyclegan/web/images/epoch078_rec_B.png (deflated 0%)\n",
            "updating: checkpoints/xray_cyclegan/web/images/epoch077_rec_A.png (deflated 0%)\n",
            "updating: checkpoints/xray_cyclegan/web/images/epoch079_fake_A.png (deflated 0%)\n",
            "updating: checkpoints/xray_cyclegan/web/images/epoch078_real_A.png (deflated 0%)\n",
            "updating: checkpoints/xray_cyclegan/web/images/epoch079_fake_B.png (deflated 0%)\n",
            "updating: checkpoints/xray_cyclegan/web/images/epoch079_real_A.png (deflated 0%)\n",
            "updating: checkpoints/xray_cyclegan/web/images/epoch078_real_B.png (deflated 0%)\n",
            "updating: checkpoints/xray_cyclegan/web/images/epoch078_fake_A.png (deflated 0%)\n",
            "updating: checkpoints/xray_cyclegan/81_net_G_A.pth (deflated 7%)\n",
            "updating: checkpoints/xray_cyclegan/80_net_D_B.pth (deflated 7%)\n",
            "updating: checkpoints/xray_cyclegan/81_net_D_A.pth (deflated 7%)\n",
            "updating: checkpoints/xray_cyclegan/80_net_D_A.pth (deflated 7%)\n",
            "updating: checkpoints/xray_cyclegan/82_net_D_B.pth (deflated 7%)\n",
            "updating: checkpoints/xray_cyclegan/82_net_G_B.pth (deflated 7%)\n",
            "updating: checkpoints/xray_cyclegan/80_net_G_B.pth (deflated 7%)\n",
            "updating: checkpoints/xray_cyclegan/81_net_D_B.pth (deflated 7%)\n",
            "updating: checkpoints/xray_cyclegan/82_net_G_A.pth (deflated 7%)\n",
            "updating: checkpoints/xray_cyclegan/81_net_G_B.pth (deflated 7%)\n",
            "updating: checkpoints/xray_cyclegan/80_net_G_A.pth (deflated 7%)\n",
            "updating: checkpoints/xray_cyclegan/web/images/epoch083_real_A.png (deflated 0%)\n",
            "updating: checkpoints/xray_cyclegan/web/images/epoch083_idt_A.png (deflated 0%)\n",
            "updating: checkpoints/xray_cyclegan/web/images/epoch082_real_A.png (deflated 0%)\n",
            "updating: checkpoints/xray_cyclegan/web/images/epoch080_rec_A.png (deflated 0%)\n",
            "updating: checkpoints/xray_cyclegan/web/images/epoch081_real_B.png (deflated 0%)\n",
            "updating: checkpoints/xray_cyclegan/web/images/epoch080_idt_B.png (deflated 0%)\n",
            "updating: checkpoints/xray_cyclegan/web/images/epoch080_rec_B.png (deflated 0%)\n",
            "updating: checkpoints/xray_cyclegan/web/images/epoch081_real_A.png (deflated 0%)\n",
            "updating: checkpoints/xray_cyclegan/web/images/epoch081_rec_B.png (deflated 0%)\n",
            "updating: checkpoints/xray_cyclegan/web/images/epoch081_fake_B.png (deflated 0%)\n",
            "updating: checkpoints/xray_cyclegan/web/images/epoch080_fake_B.png (deflated 0%)\n",
            "updating: checkpoints/xray_cyclegan/web/images/epoch081_idt_B.png (deflated 0%)\n",
            "updating: checkpoints/xray_cyclegan/web/images/epoch082_rec_B.png (deflated 0%)\n",
            "updating: checkpoints/xray_cyclegan/web/images/epoch083_rec_A.png (deflated 0%)\n",
            "updating: checkpoints/xray_cyclegan/web/images/epoch080_real_A.png (deflated 0%)\n",
            "updating: checkpoints/xray_cyclegan/web/images/epoch081_idt_A.png (deflated 0%)\n",
            "updating: checkpoints/xray_cyclegan/web/images/epoch082_rec_A.png (deflated 0%)\n",
            "updating: checkpoints/xray_cyclegan/web/images/epoch080_fake_A.png (deflated 0%)\n",
            "updating: checkpoints/xray_cyclegan/web/images/epoch082_fake_B.png (deflated 0%)\n",
            "updating: checkpoints/xray_cyclegan/web/images/epoch083_fake_B.png (deflated 0%)\n",
            "updating: checkpoints/xray_cyclegan/web/images/epoch083_idt_B.png (deflated 0%)\n",
            "updating: checkpoints/xray_cyclegan/web/images/epoch080_idt_A.png (deflated 0%)\n",
            "updating: checkpoints/xray_cyclegan/web/images/epoch082_idt_B.png (deflated 0%)\n",
            "updating: checkpoints/xray_cyclegan/web/images/epoch083_rec_B.png (deflated 0%)\n",
            "updating: checkpoints/xray_cyclegan/web/images/epoch080_real_B.png (deflated 0%)\n",
            "updating: checkpoints/xray_cyclegan/web/images/epoch083_fake_A.png (deflated 0%)\n",
            "updating: checkpoints/xray_cyclegan/web/images/epoch081_rec_A.png (deflated 0%)\n",
            "updating: checkpoints/xray_cyclegan/web/images/epoch082_idt_A.png (deflated 0%)\n",
            "updating: checkpoints/xray_cyclegan/web/images/epoch081_fake_A.png (deflated 0%)\n",
            "updating: checkpoints/xray_cyclegan/web/images/epoch082_fake_A.png (deflated 0%)\n",
            "updating: checkpoints/xray_cyclegan/web/images/epoch082_real_B.png (deflated 0%)\n",
            "updating: checkpoints/xray_cyclegan/web/images/epoch083_real_B.png (deflated 0%)\n",
            "updating: checkpoints/xray_cyclegan/82_net_D_A.pth (deflated 7%)\n",
            "updating: checkpoints/xray_cyclegan/web/images/epoch085_fake_B.png (deflated 0%)\n",
            "updating: checkpoints/xray_cyclegan/web/images/epoch084_fake_A.png (deflated 0%)\n",
            "updating: checkpoints/xray_cyclegan/web/images/epoch084_fake_B.png (deflated 0%)\n",
            "updating: checkpoints/xray_cyclegan/web/images/epoch087_fake_B.png (deflated 0%)\n",
            "updating: checkpoints/xray_cyclegan/web/images/epoch087_rec_B.png (deflated 0%)\n",
            "updating: checkpoints/xray_cyclegan/web/images/epoch085_rec_B.png (deflated 0%)\n",
            "updating: checkpoints/xray_cyclegan/web/images/epoch087_idt_B.png (deflated 0%)\n",
            "updating: checkpoints/xray_cyclegan/web/images/epoch084_idt_B.png (deflated 0%)\n",
            "updating: checkpoints/xray_cyclegan/web/images/epoch086_rec_B.png (deflated 0%)\n",
            "updating: checkpoints/xray_cyclegan/web/images/epoch084_rec_A.png (deflated 0%)\n",
            "updating: checkpoints/xray_cyclegan/web/images/epoch085_idt_B.png (deflated 0%)\n",
            "updating: checkpoints/xray_cyclegan/web/images/epoch084_real_B.png (deflated 0%)\n",
            "updating: checkpoints/xray_cyclegan/web/images/epoch087_real_B.png (deflated 0%)\n",
            "updating: checkpoints/xray_cyclegan/web/images/epoch087_rec_A.png (deflated 0%)\n",
            "updating: checkpoints/xray_cyclegan/web/images/epoch087_real_A.png (deflated 0%)\n",
            "updating: checkpoints/xray_cyclegan/web/images/epoch087_idt_A.png (deflated 0%)\n",
            "updating: checkpoints/xray_cyclegan/web/images/epoch084_real_A.png (deflated 0%)\n",
            "updating: checkpoints/xray_cyclegan/web/images/epoch085_real_A.png (deflated 0%)\n",
            "updating: checkpoints/xray_cyclegan/web/images/epoch085_fake_A.png (deflated 0%)\n",
            "updating: checkpoints/xray_cyclegan/web/images/epoch086_idt_A.png (deflated 0%)\n",
            "updating: checkpoints/xray_cyclegan/web/images/epoch084_rec_B.png (deflated 0%)\n",
            "updating: checkpoints/xray_cyclegan/web/images/epoch086_rec_A.png (deflated 0%)\n",
            "updating: checkpoints/xray_cyclegan/web/images/epoch086_real_B.png (deflated 0%)\n",
            "updating: checkpoints/xray_cyclegan/web/images/epoch085_rec_A.png (deflated 0%)\n",
            "updating: checkpoints/xray_cyclegan/web/images/epoch086_fake_A.png (deflated 0%)\n",
            "updating: checkpoints/xray_cyclegan/web/images/epoch085_real_B.png (deflated 0%)\n",
            "updating: checkpoints/xray_cyclegan/web/images/epoch084_idt_A.png (deflated 0%)\n",
            "updating: checkpoints/xray_cyclegan/web/images/epoch086_real_A.png (deflated 0%)\n",
            "updating: checkpoints/xray_cyclegan/web/images/epoch087_fake_A.png (deflated 0%)\n",
            "updating: checkpoints/xray_cyclegan/web/images/epoch086_idt_B.png (deflated 0%)\n",
            "updating: checkpoints/xray_cyclegan/web/images/epoch086_fake_B.png (deflated 0%)\n",
            "updating: checkpoints/xray_cyclegan/web/images/epoch085_idt_A.png (deflated 0%)\n",
            "updating: checkpoints/xray_cyclegan/85_net_D_A.pth (deflated 7%)\n",
            "updating: checkpoints/xray_cyclegan/86_net_D_A.pth (deflated 7%)\n",
            "updating: checkpoints/xray_cyclegan/84_net_G_B.pth (deflated 7%)\n",
            "updating: checkpoints/xray_cyclegan/85_net_G_B.pth (deflated 7%)\n",
            "updating: checkpoints/xray_cyclegan/86_net_G_A.pth (deflated 7%)\n",
            "updating: checkpoints/xray_cyclegan/84_net_D_A.pth (deflated 7%)\n",
            "updating: checkpoints/xray_cyclegan/86_net_D_B.pth (deflated 7%)\n",
            "updating: checkpoints/xray_cyclegan/85_net_G_A.pth (deflated 7%)\n",
            "updating: checkpoints/xray_cyclegan/85_net_D_B.pth (deflated 7%)\n",
            "updating: checkpoints/xray_cyclegan/84_net_G_A.pth (deflated 7%)\n",
            "updating: checkpoints/xray_cyclegan/86_net_G_B.pth (deflated 7%)\n",
            "updating: checkpoints/xray_cyclegan/84_net_D_B.pth (deflated 7%)\n",
            "updating: checkpoints/xray_cyclegan/web/images/epoch088_fake_A.png (deflated 0%)\n",
            "updating: checkpoints/xray_cyclegan/web/images/epoch088_idt_B.png (deflated 0%)\n",
            "updating: checkpoints/xray_cyclegan/web/images/epoch088_idt_A.png (deflated 0%)\n",
            "updating: checkpoints/xray_cyclegan/web/images/epoch088_rec_B.png (deflated 0%)\n",
            "updating: checkpoints/xray_cyclegan/web/images/epoch088_fake_B.png (deflated 0%)\n",
            "updating: checkpoints/xray_cyclegan/web/images/epoch088_rec_A.png (deflated 0%)\n",
            "updating: checkpoints/xray_cyclegan/web/images/epoch088_real_B.png (deflated 0%)\n",
            "updating: checkpoints/xray_cyclegan/web/images/epoch088_real_A.png (deflated 0%)\n",
            "updating: checkpoints/xray_cyclegan/88_net_G_B.pth (deflated 7%)\n",
            "updating: checkpoints/xray_cyclegan/88_net_D_A.pth (deflated 7%)\n",
            "updating: checkpoints/xray_cyclegan/88_net_D_B.pth (deflated 7%)\n",
            "updating: checkpoints/xray_cyclegan/88_net_G_A.pth (deflated 7%)\n",
            "  adding: checkpoints/xray_cyclegan/90_net_G_B.pth (deflated 7%)\n",
            "  adding: checkpoints/xray_cyclegan/web/images/epoch089_idt_B.png (deflated 0%)\n",
            "  adding: checkpoints/xray_cyclegan/web/images/epoch090_fake_B.png (deflated 0%)\n",
            "  adding: checkpoints/xray_cyclegan/web/images/epoch089_rec_A.png (deflated 0%)\n",
            "  adding: checkpoints/xray_cyclegan/web/images/epoch089_real_A.png (deflated 0%)\n",
            "  adding: checkpoints/xray_cyclegan/web/images/epoch091_fake_B.png (deflated 0%)\n",
            "  adding: checkpoints/xray_cyclegan/web/images/epoch089_real_B.png (deflated 0%)\n",
            "  adding: checkpoints/xray_cyclegan/web/images/epoch091_idt_B.png (deflated 0%)\n",
            "  adding: checkpoints/xray_cyclegan/web/images/epoch090_idt_A.png (deflated 0%)\n",
            "  adding: checkpoints/xray_cyclegan/web/images/epoch089_idt_A.png (deflated 0%)\n",
            "  adding: checkpoints/xray_cyclegan/web/images/epoch090_rec_A.png (deflated 0%)\n",
            "  adding: checkpoints/xray_cyclegan/web/images/epoch090_real_A.png (deflated 0%)\n",
            "  adding: checkpoints/xray_cyclegan/web/images/epoch091_real_A.png (deflated 0%)\n",
            "  adding: checkpoints/xray_cyclegan/web/images/epoch089_fake_A.png (deflated 0%)\n",
            "  adding: checkpoints/xray_cyclegan/web/images/epoch089_fake_B.png (deflated 0%)\n",
            "  adding: checkpoints/xray_cyclegan/web/images/epoch091_real_B.png (deflated 0%)\n",
            "  adding: checkpoints/xray_cyclegan/web/images/epoch090_real_B.png (deflated 0%)\n",
            "  adding: checkpoints/xray_cyclegan/web/images/epoch091_rec_A.png (deflated 0%)\n",
            "  adding: checkpoints/xray_cyclegan/web/images/epoch091_rec_B.png (deflated 0%)\n",
            "  adding: checkpoints/xray_cyclegan/web/images/epoch091_fake_A.png (deflated 0%)\n",
            "  adding: checkpoints/xray_cyclegan/web/images/epoch090_fake_A.png (deflated 0%)\n",
            "  adding: checkpoints/xray_cyclegan/web/images/epoch090_idt_B.png (deflated 0%)\n",
            "  adding: checkpoints/xray_cyclegan/web/images/epoch090_rec_B.png (deflated 0%)\n",
            "  adding: checkpoints/xray_cyclegan/web/images/epoch091_idt_A.png (deflated 0%)\n",
            "  adding: checkpoints/xray_cyclegan/web/images/epoch089_rec_B.png (deflated 0%)\n",
            "  adding: checkpoints/xray_cyclegan/90_net_D_B.pth (deflated 7%)\n",
            "  adding: checkpoints/xray_cyclegan/89_net_D_A.pth (deflated 7%)\n",
            "  adding: checkpoints/xray_cyclegan/89_net_D_B.pth (deflated 7%)\n",
            "  adding: checkpoints/xray_cyclegan/89_net_G_A.pth (deflated 7%)\n",
            "  adding: checkpoints/xray_cyclegan/90_net_D_A.pth (deflated 7%)\n",
            "  adding: checkpoints/xray_cyclegan/90_net_G_A.pth (deflated 7%)\n",
            "  adding: checkpoints/xray_cyclegan/89_net_G_B.pth (deflated 7%)\n"
          ]
        }
      ],
      "source": [
        "# SAVE THE MODEL WEIGHTS\n",
        "\n",
        "!zip -r checkpoints.zip checkpoints\n",
        "!cp checkpoints.zip \"/content/drive/MyDrive/GAN hack/\""
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "xcnsoHSvo3TP",
        "outputId": "3bcb24ef-88dd-4794-91f1-584029bace60"
      },
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "----------------- Options ---------------\n",
            "             aspect_ratio: 1.0                           \n",
            "               batch_size: 1                             \n",
            "          checkpoints_dir: ./checkpoints                 \n",
            "                crop_size: 256                           \n",
            "                 dataroot: test                          \t[default: None]\n",
            "             dataset_mode: unaligned                     \n",
            "                direction: AtoB                          \n",
            "          display_winsize: 256                           \n",
            "                    epoch: latest                        \n",
            "                     eval: True                          \t[default: False]\n",
            "                  gpu_ids: -1                            \t[default: 0]\n",
            "                init_gain: 0.02                          \n",
            "                init_type: normal                        \n",
            "                 input_nc: 3                             \n",
            "                  isTrain: False                         \t[default: None]\n",
            "                load_iter: 0                             \t[default: 0]\n",
            "                load_size: 256                           \n",
            "         max_dataset_size: inf                           \n",
            "                    model: cycle_gan                     \t[default: test]\n",
            "               n_layers_D: 3                             \n",
            "                     name: xray_cyclegan                 \t[default: experiment_name]\n",
            "                      ndf: 64                            \n",
            "                     netD: basic                         \n",
            "                     netG: resnet_9blocks                \n",
            "                      ngf: 64                            \n",
            "               no_dropout: True                          \n",
            "                  no_flip: False                         \n",
            "                     norm: instance                      \n",
            "                 num_test: 1                             \t[default: 50]\n",
            "              num_threads: 4                             \n",
            "                output_nc: 3                             \n",
            "                    phase: test                          \n",
            "               preprocess: resize_and_crop               \n",
            "              results_dir: ./results/                    \n",
            "           serial_batches: False                         \n",
            "                   suffix:                               \n",
            "                use_wandb: False                         \n",
            "                  verbose: False                         \n",
            "       wandb_project_name: CycleGAN-and-pix2pix          \n",
            "----------------- End -------------------\n",
            "Traceback (most recent call last):\n",
            "  File \"/content/pytorch-CycleGAN-and-pix2pix/test.py\", line 50, in <module>\n",
            "    dataset = create_dataset(opt)  # create a dataset given opt.dataset_mode and other options\n",
            "  File \"/content/pytorch-CycleGAN-and-pix2pix/data/__init__.py\", line 57, in create_dataset\n",
            "    data_loader = CustomDatasetDataLoader(opt)\n",
            "  File \"/content/pytorch-CycleGAN-and-pix2pix/data/__init__.py\", line 73, in __init__\n",
            "    self.dataset = dataset_class(opt)\n",
            "  File \"/content/pytorch-CycleGAN-and-pix2pix/data/unaligned_dataset.py\", line 29, in __init__\n",
            "    self.A_paths = sorted(make_dataset(self.dir_A, opt.max_dataset_size))   # load images from '/path/to/data/trainA'\n",
            "  File \"/content/pytorch-CycleGAN-and-pix2pix/data/image_folder.py\", line 25, in make_dataset\n",
            "    assert os.path.isdir(dir), '%s is not a valid directory' % dir\n",
            "AssertionError: test/testA is not a valid directory\n"
          ]
        }
      ],
      "source": [
        "# TESTING\n",
        "\n",
        "!python pytorch-CycleGAN-and-pix2pix/test.py --dataroot test --name xray_cyclegan --model cycle_gan --no_dropout --num_test 1 --gpu_ids -1 --eval"
      ]
    }
  ],
  "metadata": {
    "accelerator": "GPU",
    "colab": {
      "collapsed_sections": [
        "gtwVSHJljOrz",
        "B9H_5vXkjl7_",
        "qHMAeoVYj2NV"
      ],
      "provenance": [],
      "include_colab_link": true
    },
    "gpuClass": "standard",
    "kernelspec": {
      "display_name": "Python 3",
      "name": "python3"
    },
    "language_info": {
      "name": "python"
    }
  },
  "nbformat": 4,
  "nbformat_minor": 0
}