{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "tawgYuQhnd9C"
   },
   "source": [
    "\n",
    "<i>Updated 29/Nov/2021</i> by Yoshihisa Nitta &nbsp; <img src=\"https://nw.tsuda.ac.jp/icons/nitta-email.gif\" />"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "2YjV9OlWfMkt"
   },
   "source": [
    "\n",
    "# Further Training of Cycle Generative Adversarial Network for VidTIMIT dataset with Tensorflow 2 on Google Colab (WGAN-GP)\n",
    "\n",
    "Assuming that you have already executed CycleGAN_VidTIMIT_Train.ipynb, further train the Model. \n",
    "\n",
    "## VidTIMIT データセットに対して Cycle Generative Adversarial Network をGoogle Colab 上の Tensorflow 2 でさらに学習させる\n",
    "\n",
    "既に CycleGAN_VidTIMIT_Train.ipynb を実行していることを前提とし、さらに学習を進める。\n",
    "\n",
    "\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "executionInfo": {
     "elapsed": 475,
     "status": "ok",
     "timestamp": 1638192789790,
     "user": {
      "displayName": "Yoshihisa Nitta",
      "photoUrl": "https://lh3.googleusercontent.com/a-/AOh14GgJLeg9AmjfexROvC3P0wzJdd5AOGY_VOu-nxnh=s64",
      "userId": "15888006800030996813"
     },
     "user_tz": -540
    },
    "id": "tDG7p2d_QWmp"
   },
   "outputs": [],
   "source": [
    "MAX_EPOCHS = 150     # Change this value and run this ipynb many times\n",
    "\n",
    "save_path = '/content/drive/MyDrive/ColabRun/CycleGAN_VidTIMIT01'\n",
    "VERBOSE = False"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "executionInfo": {
     "elapsed": 2,
     "status": "ok",
     "timestamp": 1638192790288,
     "user": {
      "displayName": "Yoshihisa Nitta",
      "photoUrl": "https://lh3.googleusercontent.com/a-/AOh14GgJLeg9AmjfexROvC3P0wzJdd5AOGY_VOu-nxnh=s64",
      "userId": "15888006800030996813"
     },
     "user_tz": -540
    },
    "id": "DEjAd_KlRwqb"
   },
   "outputs": [],
   "source": [
    "#! pip install tensorflow==2.7.0"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/"
    },
    "executionInfo": {
     "elapsed": 2927,
     "status": "ok",
     "timestamp": 1638192793213,
     "user": {
      "displayName": "Yoshihisa Nitta",
      "photoUrl": "https://lh3.googleusercontent.com/a-/AOh14GgJLeg9AmjfexROvC3P0wzJdd5AOGY_VOu-nxnh=s64",
      "userId": "15888006800030996813"
     },
     "user_tz": -540
    },
    "id": "POa8fRv_Bpc8",
    "outputId": "fed77a88-2e96-4c54-9d3d-318dba253998"
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Requirement already satisfied: tensorflow_addons in /usr/local/lib/python3.7/dist-packages (0.15.0)\n",
      "Requirement already satisfied: typeguard>=2.7 in /usr/local/lib/python3.7/dist-packages (from tensorflow_addons) (2.7.1)\n"
     ]
    }
   ],
   "source": [
    "! pip install tensorflow_addons"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/"
    },
    "executionInfo": {
     "elapsed": 1593,
     "status": "ok",
     "timestamp": 1638192794803,
     "user": {
      "displayName": "Yoshihisa Nitta",
      "photoUrl": "https://lh3.googleusercontent.com/a-/AOh14GgJLeg9AmjfexROvC3P0wzJdd5AOGY_VOu-nxnh=s64",
      "userId": "15888006800030996813"
     },
     "user_tz": -540
    },
    "id": "5S1u185vRx9K",
    "outputId": "cc15ec34-76bd-4429-ddfc-f178e5dab436"
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "2.7.0\n"
     ]
    }
   ],
   "source": [
    "%tensorflow_version 2.x\n",
    "\n",
    "import tensorflow as tf\n",
    "print(tf.__version__)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "executionInfo": {
     "elapsed": 9,
     "status": "ok",
     "timestamp": 1638192794803,
     "user": {
      "displayName": "Yoshihisa Nitta",
      "photoUrl": "https://lh3.googleusercontent.com/a-/AOh14GgJLeg9AmjfexROvC3P0wzJdd5AOGY_VOu-nxnh=s64",
      "userId": "15888006800030996813"
     },
     "user_tz": -540
    },
    "id": "LFq0E-kaCUyA"
   },
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "\n",
    "np.random.seed(2022)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "WhpOI5g3gMl3"
   },
   "source": [
    "# Check the Google Colab runtime environment\n",
    "\n",
    "## Google Colab 実行環境を調べる"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "executionInfo": {
     "elapsed": 10,
     "status": "ok",
     "timestamp": 1638192794804,
     "user": {
      "displayName": "Yoshihisa Nitta",
      "photoUrl": "https://lh3.googleusercontent.com/a-/AOh14GgJLeg9AmjfexROvC3P0wzJdd5AOGY_VOu-nxnh=s64",
      "userId": "15888006800030996813"
     },
     "user_tz": -540
    },
    "id": "z7Max1FferaF"
   },
   "outputs": [],
   "source": [
    "if VERBOSE:\n",
    "    ! nvidia-smi\n",
    "    ! cat /proc/cpuinfo\n",
    "    ! cat /etc/issue\n",
    "    ! free -h"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "Ws_f-ldaPYSf"
   },
   "source": [
    "# Mount Google Drive from Google Colab\n",
    "\n",
    "## Google Colab から GoogleDrive をマウントする"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/"
    },
    "executionInfo": {
     "elapsed": 9,
     "status": "ok",
     "timestamp": 1638192794804,
     "user": {
      "displayName": "Yoshihisa Nitta",
      "photoUrl": "https://lh3.googleusercontent.com/a-/AOh14GgJLeg9AmjfexROvC3P0wzJdd5AOGY_VOu-nxnh=s64",
      "userId": "15888006800030996813"
     },
     "user_tz": -540
    },
    "id": "83p10lnMgtAZ",
    "outputId": "35df52c7-809f-4af1-81fe-15934345a712"
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Drive already mounted at /content/drive; to attempt to forcibly remount, call drive.mount(\"/content/drive\", force_remount=True).\n"
     ]
    }
   ],
   "source": [
    "from google.colab import drive\n",
    "drive.mount('/content/drive')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "executionInfo": {
     "elapsed": 6,
     "status": "ok",
     "timestamp": 1638192794804,
     "user": {
      "displayName": "Yoshihisa Nitta",
      "photoUrl": "https://lh3.googleusercontent.com/a-/AOh14GgJLeg9AmjfexROvC3P0wzJdd5AOGY_VOu-nxnh=s64",
      "userId": "15888006800030996813"
     },
     "user_tz": -540
    },
    "id": "MCvJLAnfgv1a"
   },
   "outputs": [],
   "source": [
    "if VERBOSE:\n",
    "    ! ls /content/drive"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "nFqo7R-6xJqe"
   },
   "source": [
    "# Download source file from Google Drive or nw.tsuda.ac.jp\n",
    "\n",
    "Basically, <code>gdown</code> from Google Drive.\n",
    "Download from nw.tsuda.ac.jp above only if the specifications of Google Drive change and you cannot download from Google Drive.\n",
    "\n",
    "# Google Drive または nw.tsuda.ac.jp からファイルをダウンロードする\n",
    "\n",
    "基本的に、Google Drive から <code>gdown</code> してください。\n",
    "Google Drive の仕様が変わってダウンロードができない場合にのみ、nw.tsuda.ac.jp からダウンロードしてください。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/"
    },
    "executionInfo": {
     "elapsed": 3055,
     "status": "ok",
     "timestamp": 1638192797853,
     "user": {
      "displayName": "Yoshihisa Nitta",
      "photoUrl": "https://lh3.googleusercontent.com/a-/AOh14GgJLeg9AmjfexROvC3P0wzJdd5AOGY_VOu-nxnh=s64",
      "userId": "15888006800030996813"
     },
     "user_tz": -540
    },
    "id": "CRoSdsmfv-EA",
    "outputId": "9ba11306-024b-413f-f301-fb51a2ae48e7"
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Downloading...\n",
      "From: https://drive.google.com/uc?id=1aNvpPDNeDWYQFu_PA1kOtFlzcO5seHky\n",
      "To: /content/nw/CycleGAN.py\n",
      "\r",
      "  0% 0.00/24.6k [00:00<?, ?B/s]\r",
      "100% 24.6k/24.6k [00:00<00:00, 21.4MB/s]\n"
     ]
    }
   ],
   "source": [
    "# Download source file\n",
    "nw_path = './nw'\n",
    "! rm -rf {nw_path}\n",
    "! mkdir -p {nw_path}\n",
    "\n",
    "if True:   # from Google Drive\n",
    "    url_model =  'https://drive.google.com/uc?id=1aNvpPDNeDWYQFu_PA1kOtFlzcO5seHky'\n",
    "    ! (cd {nw_path}; gdown {url_model})\n",
    "else:      # from nw.tsuda.ac.jp\n",
    "    URL_NW = 'https://nw.tsuda.ac.jp/lec/GoogleColab/pub'\n",
    "    url_model = f'{URL_NW}/models/CycleGAN.py'\n",
    "    ! wget -nd {url_model} -P {nw_path}"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {
    "executionInfo": {
     "elapsed": 4,
     "status": "ok",
     "timestamp": 1638192797854,
     "user": {
      "displayName": "Yoshihisa Nitta",
      "photoUrl": "https://lh3.googleusercontent.com/a-/AOh14GgJLeg9AmjfexROvC3P0wzJdd5AOGY_VOu-nxnh=s64",
      "userId": "15888006800030996813"
     },
     "user_tz": -540
    },
    "id": "u_MhxYX4g9Ir"
   },
   "outputs": [],
   "source": [
    "if VERBOSE:\n",
    "    ! cat {nw_path}/CycleGAN.py"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "x8WwzJAPhD0v"
   },
   "source": [
    "# Preparing VidTIMIT dataset\n",
    "\n",
    "Official WWW of VidTIMIT dataset: http://conradsanderson.id.au/vidtimit/\n",
    "\n",
    "zip files of 2 persons of VidTIMIT dataset: <br />\n",
    "https://zenodo.org/record/158963/files/fadg0.zip  <br />\n",
    "https://zenodo.org/record/158963/files/faks0.zip  <br />\n",
    "\n",
    "zip files mirrored on my Google Drive: <br />\n",
    "https://drive.google.com/uc?id=\n",
    "\n",
    "## VidTIMIT データセットを用意する\n",
    "\n",
    "VidTIMIT データセットの公式ページ: http://conradsanderson.id.au/vidtimit/\n",
    "\n",
    "VidTIMIT の2名の顔写真の zip ファイル: <br />\n",
    "https://zenodo.org/record/158963/files/fadg0.zip <br />\n",
    "https://zenodo.org/record/158963/files/faks0.zip <br />\n",
    "\n",
    "\n",
    "自分の Google Drive 上にミラーした顔写真: <br />\n",
    "https://drive.google.com/uc?id=\n",
    "https://drive.google.com/uc?id=\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/"
    },
    "executionInfo": {
     "elapsed": 6711,
     "status": "ok",
     "timestamp": 1638192804561,
     "user": {
      "displayName": "Yoshihisa Nitta",
      "photoUrl": "https://lh3.googleusercontent.com/a-/AOh14GgJLeg9AmjfexROvC3P0wzJdd5AOGY_VOu-nxnh=s64",
      "userId": "15888006800030996813"
     },
     "user_tz": -540
    },
    "id": "GhMGOhwuSpDR",
    "outputId": "69753ce7-2f1e-4ff3-f768-adf06fec9467"
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Downloading...\n",
      "From: https://drive.google.com/uc?id=1_Fv4p9MDNphMZMnLpEvtCtnwXgN8N5Cj\n",
      "To: /content/fadg0.zip\n",
      "100% 81.6M/81.6M [00:00<00:00, 260MB/s]\n",
      "Downloading...\n",
      "From: https://drive.google.com/uc?id=1Y8j7ThPVqB0gbx4hb9aMEp9Ptr9wFuoz\n",
      "To: /content/faks0.zip\n",
      "100% 64.2M/64.2M [00:00<00:00, 201MB/s]\n"
     ]
    }
   ],
   "source": [
    "# Download zip files\n",
    "VidTIMIT_site = 'https://zenodo.org/record/158963/files/'\n",
    "VidTIMIT_fnames = [ 'fadg0', 'faks0']\n",
    "\n",
    "Mirrored_files = [\n",
    "    'https://drive.google.com/uc?id=1_Fv4p9MDNphMZMnLpEvtCtnwXgN8N5Cj', \n",
    "    'https://drive.google.com/uc?id=1Y8j7ThPVqB0gbx4hb9aMEp9Ptr9wFuoz'\n",
    "]\n",
    "\n",
    "data_dir = './datasets'\n",
    "! rm -rf $data_dir\n",
    "! mkdir -p $data_dir\n",
    "\n",
    "for i, fname in enumerate(VidTIMIT_fnames):\n",
    "    fzip = fname + '.zip'\n",
    "    if False:\n",
    "        url = VidTIMIT_site + fzip\n",
    "        !wget {url}\n",
    "    else:\n",
    "        url = Mirrored_files[i]\n",
    "        !gdown {url}\n",
    "\n",
    "    !unzip -q {fzip} -d {data_dir}"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "KoobDtmDq4Mk"
   },
   "source": [
    "# Make DataGenerator from the images of VidTIMIT\n",
    "\n",
    "## VidTIMIT の画像ファイルから DataGenerator を作る"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {
    "executionInfo": {
     "elapsed": 7,
     "status": "ok",
     "timestamp": 1638192804562,
     "user": {
      "displayName": "Yoshihisa Nitta",
      "photoUrl": "https://lh3.googleusercontent.com/a-/AOh14GgJLeg9AmjfexROvC3P0wzJdd5AOGY_VOu-nxnh=s64",
      "userId": "15888006800030996813"
     },
     "user_tz": -540
    },
    "id": "5dz_zRBzB9HQ"
   },
   "outputs": [],
   "source": [
    "IMAGE_SIZE = 128"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {
    "executionInfo": {
     "elapsed": 7,
     "status": "ok",
     "timestamp": 1638192804563,
     "user": {
      "displayName": "Yoshihisa Nitta",
      "photoUrl": "https://lh3.googleusercontent.com/a-/AOh14GgJLeg9AmjfexROvC3P0wzJdd5AOGY_VOu-nxnh=s64",
      "userId": "15888006800030996813"
     },
     "user_tz": -540
    },
    "id": "1rR2etKiWICM"
   },
   "outputs": [],
   "source": [
    "import os\n",
    "import glob\n",
    "\n",
    "imgA_paths = glob.glob(os.path.join(data_dir, VidTIMIT_fnames[0], 'video/*/[0-9]*'))\n",
    "imgB_paths = glob.glob(os.path.join(data_dir, VidTIMIT_fnames[1], 'video/*/[0-9]*'))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {
    "executionInfo": {
     "elapsed": 7,
     "status": "ok",
     "timestamp": 1638192804563,
     "user": {
      "displayName": "Yoshihisa Nitta",
      "photoUrl": "https://lh3.googleusercontent.com/a-/AOh14GgJLeg9AmjfexROvC3P0wzJdd5AOGY_VOu-nxnh=s64",
      "userId": "15888006800030996813"
     },
     "user_tz": -540
    },
    "id": "vOOLC2OJoFyA"
   },
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "\n",
    "validation_split = 0.05\n",
    "\n",
    "nA, nB = len(imgA_paths), len(imgB_paths)\n",
    "splitA = int(nA * (1 - validation_split))\n",
    "splitB = int(nB * (1 - validation_split))\n",
    "\n",
    "np.random.shuffle(imgA_paths)\n",
    "np.random.shuffle(imgB_paths)\n",
    "\n",
    "train_imgA_paths = imgA_paths[:splitA]\n",
    "test_imgA_paths = imgA_paths[splitA:]\n",
    "train_imgB_paths = imgB_paths[:splitB]\n",
    "test_imgB_paths = imgB_paths[splitB:]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {
    "executionInfo": {
     "elapsed": 7,
     "status": "ok",
     "timestamp": 1638192804563,
     "user": {
      "displayName": "Yoshihisa Nitta",
      "photoUrl": "https://lh3.googleusercontent.com/a-/AOh14GgJLeg9AmjfexROvC3P0wzJdd5AOGY_VOu-nxnh=s64",
      "userId": "15888006800030996813"
     },
     "user_tz": -540
    },
    "id": "czIY2J9OnG4B"
   },
   "outputs": [],
   "source": [
    "# Image: [-1, 1] --> [0, 1]\n",
    "def M1P1_ZeroP1(imgs):\n",
    "    imgs = (imgs + 1) * 0.5\n",
    "    return np.clip(imgs, 0, 1)\n",
    "\n",
    "# Image: [0, 1] --> [-1, 1]\n",
    "def ZeroP1_M1P1(imgs):\n",
    "    return imgs * 2 - 1"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {
    "executionInfo": {
     "elapsed": 7,
     "status": "ok",
     "timestamp": 1638192804564,
     "user": {
      "displayName": "Yoshihisa Nitta",
      "photoUrl": "https://lh3.googleusercontent.com/a-/AOh14GgJLeg9AmjfexROvC3P0wzJdd5AOGY_VOu-nxnh=s64",
      "userId": "15888006800030996813"
     },
     "user_tz": -540
    },
    "id": "oUWOmcrpmRJU"
   },
   "outputs": [],
   "source": [
    "from nw.CycleGAN import PairDataset\n",
    "\n",
    "pair_flow = PairDataset(train_imgA_paths, train_imgB_paths, target_size=(IMAGE_SIZE, IMAGE_SIZE))\n",
    "test_pair_flow = PairDataset(test_imgA_paths, test_imgB_paths, target_size=(IMAGE_SIZE, IMAGE_SIZE))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "zu15tbiD_plS"
   },
   "source": [
    "# Define the Neural Network Model\n",
    "\n",
    "## ニューラルネットワーク・モデルを定義する"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/"
    },
    "executionInfo": {
     "elapsed": 12980,
     "status": "ok",
     "timestamp": 1638192817537,
     "user": {
      "displayName": "Yoshihisa Nitta",
      "photoUrl": "https://lh3.googleusercontent.com/a-/AOh14GgJLeg9AmjfexROvC3P0wzJdd5AOGY_VOu-nxnh=s64",
      "userId": "15888006800030996813"
     },
     "user_tz": -540
    },
    "id": "So5vADqGmQiL",
    "outputId": "7f62c10f-b44b-478e-c973-74b62bd58243"
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "5\n"
     ]
    }
   ],
   "source": [
    "from nw.CycleGAN import CycleGAN\n",
    "\n",
    "gan = CycleGAN.load(save_path)\n",
    "\n",
    "print(gan.epoch)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "W4XpCa5FCrkN"
   },
   "source": [
    "# Train\n",
    "\n",
    "## 訓練する"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "nRUZdXi9KB7P"
   },
   "source": [
    "# Further Training\n",
    "\n",
    "# さらに学習を進める"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/"
    },
    "executionInfo": {
     "elapsed": 68539457,
     "status": "ok",
     "timestamp": 1638261356992,
     "user": {
      "displayName": "Yoshihisa Nitta",
      "photoUrl": "https://lh3.googleusercontent.com/a-/AOh14GgJLeg9AmjfexROvC3P0wzJdd5AOGY_VOu-nxnh=s64",
      "userId": "15888006800030996813"
     },
     "user_tz": -540
    },
    "id": "4L-fKioRC3nF",
    "outputId": "662915a7-e539-4b4b-be75-2eb229ad665e"
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "WARNING:tensorflow:5 out of the last 5 calls to <function Model.make_train_function.<locals>.train_function at 0x7f561bd5d170> triggered tf.function retracing. Tracing is expensive and the excessive number of tracings could be due to (1) creating @tf.function repeatedly in a loop, (2) passing tensors with different shapes, (3) passing Python objects instead of tensors. For (1), please define your @tf.function outside of the loop. For (2), @tf.function has experimental_relax_shapes=True option that relaxes argument shapes that can avoid unnecessary retracing. For (3), please refer to https://www.tensorflow.org/guide/function#controlling_retracing and https://www.tensorflow.org/api_docs/python/tf/function for  more details.\n",
      "Epoch 6/150 1000/2595 [D loss: 0.062 acc: 1.000][G loss: 2.184 adv: 1.268 recon: 0.076 id: 0.076 time: 0:03:13.098820\n",
      "Epoch 6/150 2000/2595 [D loss: 0.095 acc: 0.863][G loss: 2.319 adv: 1.147 recon: 0.098 id: 0.094 time: 0:06:14.734277\n",
      "Epoch 6/150 [D loss: 0.079 acc: 0.927][G loss: 1.962 adv: 1.003 recon: 0.080 id: 0.079 time: 0:08:02.714840\n",
      "Epoch 7/150 1000/2595 [D loss: 0.043 acc: 0.984][G loss: 2.668 adv: 1.744 recon: 0.077 id: 0.076 time: 0:11:03.594376\n",
      "Epoch 7/150 2000/2595 [D loss: 0.034 acc: 0.995][G loss: 1.695 adv: 0.578 recon: 0.093 id: 0.092 time: 0:14:06.746020\n",
      "Epoch 7/150 [D loss: 0.073 acc: 0.935][G loss: 2.009 adv: 1.061 recon: 0.079 id: 0.078 time: 0:15:55.227086\n",
      "Epoch 8/150 1000/2595 [D loss: 0.060 acc: 0.981][G loss: 2.155 adv: 1.214 recon: 0.079 id: 0.078 time: 0:18:58.266541\n",
      "Epoch 8/150 2000/2595 [D loss: 0.104 acc: 0.935][G loss: 3.006 adv: 1.872 recon: 0.094 id: 0.095 time: 0:22:02.163284\n",
      "Epoch 8/150 [D loss: 0.075 acc: 0.934][G loss: 2.003 adv: 1.068 recon: 0.078 id: 0.077 time: 0:23:51.079122\n",
      "Epoch 9/150 1000/2595 [D loss: 0.052 acc: 0.987][G loss: 2.040 adv: 1.105 recon: 0.079 id: 0.074 time: 0:26:54.876698\n",
      "Epoch 9/150 2000/2595 [D loss: 0.122 acc: 0.847][G loss: 2.462 adv: 1.394 recon: 0.089 id: 0.089 time: 0:29:58.249684\n",
      "Epoch 9/150 [D loss: 0.072 acc: 0.938][G loss: 2.009 adv: 1.087 recon: 0.077 id: 0.076 time: 0:31:48.129384\n",
      "Epoch 10/150 1000/2595 [D loss: 0.032 acc: 0.994][G loss: 2.295 adv: 1.394 recon: 0.075 id: 0.075 time: 0:34:52.483878\n",
      "Epoch 10/150 2000/2595 [D loss: 0.055 acc: 0.986][G loss: 2.222 adv: 1.125 recon: 0.092 id: 0.090 time: 0:37:56.018048\n",
      "Epoch 10/150 [D loss: 0.070 acc: 0.942][G loss: 2.007 adv: 1.094 recon: 0.076 id: 0.075 time: 0:39:43.749403\n",
      "Epoch 11/150 1000/2595 [D loss: 0.023 acc: 0.997][G loss: 2.208 adv: 1.331 recon: 0.073 id: 0.072 time: 0:42:45.145642\n",
      "Epoch 11/150 2000/2595 [D loss: 0.072 acc: 0.935][G loss: 2.022 adv: 0.897 recon: 0.094 id: 0.090 time: 0:45:46.053091\n",
      "Epoch 11/150 [D loss: 0.064 acc: 0.950][G loss: 2.058 adv: 1.153 recon: 0.076 id: 0.075 time: 0:47:34.524425\n",
      "Epoch 12/150 1000/2595 [D loss: 0.019 acc: 0.998][G loss: 1.968 adv: 1.094 recon: 0.073 id: 0.071 time: 0:50:35.492434\n",
      "Epoch 12/150 2000/2595 [D loss: 0.177 acc: 0.683][G loss: 2.431 adv: 1.344 recon: 0.091 id: 0.087 time: 0:53:36.317946\n",
      "Epoch 12/150 [D loss: 0.068 acc: 0.943][G loss: 2.018 adv: 1.124 recon: 0.075 id: 0.074 time: 0:55:23.549150\n",
      "Epoch 13/150 1000/2595 [D loss: 0.081 acc: 0.962][G loss: 2.519 adv: 1.663 recon: 0.071 id: 0.071 time: 0:58:26.072169\n",
      "Epoch 13/150 2000/2595 [D loss: 0.055 acc: 0.966][G loss: 2.436 adv: 1.299 recon: 0.096 id: 0.090 time: 1:01:28.398208\n",
      "Epoch 13/150 [D loss: 0.062 acc: 0.952][G loss: 2.120 adv: 1.221 recon: 0.075 id: 0.074 time: 1:03:18.003925\n",
      "Epoch 14/150 1000/2595 [D loss: 0.041 acc: 1.000][G loss: 2.459 adv: 1.531 recon: 0.078 id: 0.073 time: 1:06:20.914943\n",
      "Epoch 14/150 2000/2595 [D loss: 0.065 acc: 0.971][G loss: 2.499 adv: 1.427 recon: 0.089 id: 0.090 time: 1:09:25.004414\n",
      "Epoch 14/150 [D loss: 0.060 acc: 0.956][G loss: 2.102 adv: 1.205 recon: 0.075 id: 0.074 time: 1:11:13.998680\n",
      "Epoch 15/150 1000/2595 [D loss: 0.040 acc: 0.989][G loss: 2.237 adv: 1.358 recon: 0.073 id: 0.073 time: 1:14:18.445557\n",
      "Epoch 15/150 2000/2595 [D loss: 0.028 acc: 0.997][G loss: 2.710 adv: 1.647 recon: 0.089 id: 0.088 time: 1:17:22.722413\n",
      "Epoch 15/150 [D loss: 0.060 acc: 0.955][G loss: 2.121 adv: 1.232 recon: 0.074 id: 0.073 time: 1:19:12.882550\n",
      "Epoch 16/150 1000/2595 [D loss: 0.045 acc: 0.977][G loss: 2.288 adv: 1.437 recon: 0.071 id: 0.072 time: 1:22:16.872028\n",
      "Epoch 16/150 2000/2595 [D loss: 0.110 acc: 0.831][G loss: 2.564 adv: 1.478 recon: 0.091 id: 0.088 time: 1:25:22.465188\n",
      "Epoch 16/150 [D loss: 0.060 acc: 0.956][G loss: 2.103 adv: 1.222 recon: 0.074 id: 0.073 time: 1:27:12.904729\n",
      "Epoch 17/150 1000/2595 [D loss: 0.055 acc: 0.969][G loss: 2.320 adv: 1.465 recon: 0.071 id: 0.071 time: 1:30:19.573067\n",
      "Epoch 17/150 2000/2595 [D loss: 0.085 acc: 0.934][G loss: 2.977 adv: 1.894 recon: 0.091 id: 0.088 time: 1:33:24.950847\n",
      "Epoch 17/150 [D loss: 0.060 acc: 0.957][G loss: 2.110 adv: 1.231 recon: 0.073 id: 0.072 time: 1:35:15.792532\n",
      "Epoch 18/150 1000/2595 [D loss: 0.035 acc: 0.999][G loss: 1.923 adv: 1.085 recon: 0.070 id: 0.071 time: 1:38:21.940078\n",
      "Epoch 18/150 2000/2595 [D loss: 0.020 acc: 0.999][G loss: 2.315 adv: 1.231 recon: 0.091 id: 0.087 time: 1:41:26.944496\n",
      "Epoch 18/150 [D loss: 0.061 acc: 0.954][G loss: 2.073 adv: 1.197 recon: 0.073 id: 0.072 time: 1:43:16.592577\n",
      "Epoch 19/150 1000/2595 [D loss: 0.023 acc: 1.000][G loss: 2.372 adv: 1.507 recon: 0.072 id: 0.072 time: 1:46:22.803804\n",
      "Epoch 19/150 2000/2595 [D loss: 0.031 acc: 0.987][G loss: 2.333 adv: 1.226 recon: 0.093 id: 0.089 time: 1:49:31.323355\n",
      "Epoch 19/150 [D loss: 0.063 acc: 0.952][G loss: 2.099 adv: 1.216 recon: 0.074 id: 0.072 time: 1:51:21.891019\n",
      "Epoch 20/150 1000/2595 [D loss: 0.041 acc: 0.990][G loss: 2.350 adv: 1.484 recon: 0.072 id: 0.073 time: 1:54:27.997146\n",
      "Epoch 20/150 2000/2595 [D loss: 0.065 acc: 0.920][G loss: 2.557 adv: 1.518 recon: 0.087 id: 0.086 time: 1:57:33.075048\n",
      "Epoch 20/150 [D loss: 0.061 acc: 0.953][G loss: 2.136 adv: 1.251 recon: 0.074 id: 0.073 time: 1:59:23.459784\n",
      "Epoch 21/150 1000/2595 [D loss: 0.102 acc: 0.817][G loss: 2.764 adv: 1.896 recon: 0.073 id: 0.070 time: 2:02:28.915967\n",
      "Epoch 21/150 2000/2595 [D loss: 0.027 acc: 0.994][G loss: 2.625 adv: 1.543 recon: 0.091 id: 0.087 time: 2:05:33.958521\n",
      "Epoch 21/150 [D loss: 0.058 acc: 0.959][G loss: 2.154 adv: 1.274 recon: 0.074 id: 0.072 time: 2:07:24.272366\n",
      "Epoch 22/150 1000/2595 [D loss: 0.019 acc: 0.998][G loss: 2.155 adv: 1.282 recon: 0.073 id: 0.072 time: 2:10:30.567161\n",
      "Epoch 22/150 2000/2595 [D loss: 0.046 acc: 0.997][G loss: 2.210 adv: 1.144 recon: 0.089 id: 0.089 time: 2:13:36.323169\n",
      "Epoch 22/150 [D loss: 0.056 acc: 0.960][G loss: 2.184 adv: 1.305 recon: 0.073 id: 0.072 time: 2:15:27.208474\n",
      "Epoch 23/150 1000/2595 [D loss: 0.027 acc: 0.998][G loss: 2.522 adv: 1.580 recon: 0.079 id: 0.076 time: 2:18:31.704083\n",
      "Epoch 23/150 2000/2595 [D loss: 0.018 acc: 1.000][G loss: 2.440 adv: 1.345 recon: 0.092 id: 0.088 time: 2:21:37.138137\n",
      "Epoch 23/150 [D loss: 0.055 acc: 0.960][G loss: 2.189 adv: 1.309 recon: 0.074 id: 0.072 time: 2:23:26.736563\n",
      "Epoch 24/150 1000/2595 [D loss: 0.036 acc: 0.992][G loss: 2.779 adv: 1.899 recon: 0.073 id: 0.073 time: 2:26:32.621088\n",
      "Epoch 24/150 2000/2595 [D loss: 0.063 acc: 0.948][G loss: 2.595 adv: 1.530 recon: 0.089 id: 0.087 time: 2:29:38.426095\n",
      "Epoch 24/150 [D loss: 0.054 acc: 0.962][G loss: 2.168 adv: 1.295 recon: 0.073 id: 0.072 time: 2:31:29.314592\n",
      "Epoch 25/150 1000/2595 [D loss: 0.036 acc: 0.999][G loss: 2.168 adv: 1.294 recon: 0.073 id: 0.073 time: 2:34:34.085912\n",
      "Epoch 25/150 2000/2595 [D loss: 0.109 acc: 0.900][G loss: 2.589 adv: 1.550 recon: 0.087 id: 0.085 time: 2:37:39.323185\n",
      "Epoch 25/150 [D loss: 0.053 acc: 0.965][G loss: 2.193 adv: 1.323 recon: 0.073 id: 0.072 time: 2:39:29.818083\n",
      "Epoch 26/150 1000/2595 [D loss: 0.072 acc: 0.982][G loss: 2.437 adv: 1.573 recon: 0.072 id: 0.073 time: 2:42:36.351539\n",
      "Epoch 26/150 2000/2595 [D loss: 0.049 acc: 0.974][G loss: 2.954 adv: 1.846 recon: 0.092 id: 0.092 time: 2:45:42.200479\n",
      "Epoch 26/150 [D loss: 0.057 acc: 0.959][G loss: 2.174 adv: 1.306 recon: 0.073 id: 0.072 time: 2:47:33.010013\n",
      "Epoch 27/150 1000/2595 [D loss: 0.044 acc: 0.994][G loss: 2.221 adv: 1.386 recon: 0.069 id: 0.071 time: 2:50:38.156452\n",
      "Epoch 27/150 2000/2595 [D loss: 0.037 acc: 0.999][G loss: 2.356 adv: 1.311 recon: 0.088 id: 0.084 time: 2:53:43.889973\n",
      "Epoch 27/150 [D loss: 0.060 acc: 0.953][G loss: 2.130 adv: 1.263 recon: 0.072 id: 0.071 time: 2:55:34.209886\n",
      "Epoch 28/150 1000/2595 [D loss: 0.051 acc: 0.983][G loss: 2.268 adv: 1.428 recon: 0.070 id: 0.069 time: 2:58:40.566678\n",
      "Epoch 28/150 2000/2595 [D loss: 0.038 acc: 0.991][G loss: 3.002 adv: 1.961 recon: 0.087 id: 0.085 time: 3:01:46.369030\n",
      "Epoch 28/150 [D loss: 0.057 acc: 0.959][G loss: 2.130 adv: 1.267 recon: 0.072 id: 0.071 time: 3:03:36.978733\n",
      "Epoch 29/150 1000/2595 [D loss: 0.014 acc: 1.000][G loss: 2.142 adv: 1.294 recon: 0.071 id: 0.071 time: 3:06:42.639144\n",
      "Epoch 29/150 2000/2595 [D loss: 0.027 acc: 1.000][G loss: 2.687 adv: 1.641 recon: 0.088 id: 0.085 time: 3:09:48.628458\n",
      "Epoch 29/150 [D loss: 0.056 acc: 0.959][G loss: 2.166 adv: 1.303 recon: 0.072 id: 0.071 time: 3:11:39.020633\n",
      "Epoch 30/150 1000/2595 [D loss: 0.029 acc: 0.995][G loss: 2.290 adv: 1.430 recon: 0.072 id: 0.072 time: 3:14:45.448632\n",
      "Epoch 30/150 2000/2595 [D loss: 0.053 acc: 0.960][G loss: 2.900 adv: 1.873 recon: 0.086 id: 0.084 time: 3:17:50.619036\n",
      "Epoch 30/150 [D loss: 0.057 acc: 0.957][G loss: 2.174 adv: 1.316 recon: 0.072 id: 0.071 time: 3:19:41.212781\n",
      "Epoch 31/150 1000/2595 [D loss: 0.022 acc: 1.000][G loss: 2.232 adv: 1.389 recon: 0.070 id: 0.072 time: 3:22:47.340107\n",
      "Epoch 31/150 2000/2595 [D loss: 0.087 acc: 0.931][G loss: 2.239 adv: 1.195 recon: 0.088 id: 0.084 time: 3:25:53.014267\n",
      "Epoch 31/150 [D loss: 0.061 acc: 0.949][G loss: 2.142 adv: 1.284 recon: 0.072 id: 0.070 time: 3:27:43.623903\n",
      "Epoch 32/150 1000/2595 [D loss: 0.085 acc: 0.930][G loss: 1.922 adv: 1.081 recon: 0.070 id: 0.071 time: 3:30:49.378037\n",
      "Epoch 32/150 2000/2595 [D loss: 0.100 acc: 0.831][G loss: 1.795 adv: 0.759 recon: 0.087 id: 0.085 time: 3:33:54.589815\n",
      "Epoch 32/150 [D loss: 0.061 acc: 0.954][G loss: 2.197 adv: 1.299 recon: 0.075 id: 0.074 time: 3:35:44.910875\n",
      "Epoch 33/150 1000/2595 [D loss: 0.036 acc: 0.978][G loss: 2.856 adv: 1.827 recon: 0.086 id: 0.086 time: 3:38:49.746626\n",
      "Epoch 33/150 2000/2595 [D loss: 0.036 acc: 0.996][G loss: 2.145 adv: 1.061 recon: 0.091 id: 0.089 time: 3:41:55.271380\n",
      "Epoch 33/150 [D loss: 0.052 acc: 0.965][G loss: 2.249 adv: 1.301 recon: 0.079 id: 0.077 time: 3:43:45.662322\n",
      "Epoch 34/150 1000/2595 [D loss: 0.016 acc: 0.997][G loss: 2.577 adv: 1.698 recon: 0.074 id: 0.072 time: 3:46:51.218941\n",
      "Epoch 34/150 2000/2595 [D loss: 0.076 acc: 0.914][G loss: 2.039 adv: 0.972 recon: 0.090 id: 0.085 time: 3:49:56.605842\n",
      "Epoch 34/150 [D loss: 0.055 acc: 0.961][G loss: 2.174 adv: 1.284 recon: 0.074 id: 0.073 time: 3:51:47.101668\n",
      "Epoch 35/150 1000/2595 [D loss: 0.060 acc: 0.958][G loss: 2.803 adv: 1.951 recon: 0.071 id: 0.070 time: 3:54:52.515827\n",
      "Epoch 35/150 2000/2595 [D loss: 0.059 acc: 0.943][G loss: 2.883 adv: 1.812 recon: 0.090 id: 0.086 time: 3:57:57.523766\n",
      "Epoch 35/150 [D loss: 0.050 acc: 0.967][G loss: 2.259 adv: 1.378 recon: 0.074 id: 0.072 time: 3:59:47.855824\n",
      "Epoch 36/150 1000/2595 [D loss: 0.035 acc: 0.999][G loss: 1.733 adv: 0.888 recon: 0.071 id: 0.070 time: 4:02:52.242039\n",
      "Epoch 36/150 2000/2595 [D loss: 0.067 acc: 0.959][G loss: 2.315 adv: 1.280 recon: 0.087 id: 0.084 time: 4:05:57.739914\n",
      "Epoch 36/150 [D loss: 0.053 acc: 0.962][G loss: 2.240 adv: 1.371 recon: 0.073 id: 0.071 time: 4:07:47.394656\n",
      "Epoch 37/150 1000/2595 [D loss: 0.045 acc: 0.979][G loss: 1.723 adv: 0.905 recon: 0.068 id: 0.068 time: 4:10:52.379790\n",
      "Epoch 37/150 2000/2595 [D loss: 0.046 acc: 0.998][G loss: 3.338 adv: 2.243 recon: 0.092 id: 0.088 time: 4:13:56.921740\n",
      "Epoch 37/150 [D loss: 0.056 acc: 0.958][G loss: 2.141 adv: 1.282 recon: 0.072 id: 0.070 time: 4:15:47.533579\n",
      "Epoch 38/150 1000/2595 [D loss: 0.018 acc: 1.000][G loss: 2.354 adv: 1.543 recon: 0.068 id: 0.067 time: 4:18:52.264550\n",
      "Epoch 38/150 2000/2595 [D loss: 0.022 acc: 0.999][G loss: 2.165 adv: 1.101 recon: 0.089 id: 0.086 time: 4:21:57.797224\n",
      "Epoch 38/150 [D loss: 0.053 acc: 0.965][G loss: 2.210 adv: 1.335 recon: 0.073 id: 0.071 time: 4:23:47.457921\n",
      "Epoch 39/150 1000/2595 [D loss: 0.028 acc: 0.992][G loss: 2.403 adv: 1.548 recon: 0.071 id: 0.071 time: 4:26:52.969076\n",
      "Epoch 39/150 2000/2595 [D loss: 0.036 acc: 0.999][G loss: 2.187 adv: 1.132 recon: 0.089 id: 0.085 time: 4:29:58.111219\n",
      "Epoch 39/150 [D loss: 0.048 acc: 0.969][G loss: 2.299 adv: 1.415 recon: 0.074 id: 0.072 time: 4:31:48.421697\n",
      "Epoch 40/150 1000/2595 [D loss: 0.022 acc: 1.000][G loss: 2.218 adv: 1.393 recon: 0.069 id: 0.069 time: 4:34:52.740982\n",
      "Epoch 40/150 2000/2595 [D loss: 0.044 acc: 0.996][G loss: 2.555 adv: 1.528 recon: 0.086 id: 0.083 time: 4:37:57.834374\n",
      "Epoch 40/150 [D loss: 0.046 acc: 0.971][G loss: 2.285 adv: 1.419 recon: 0.072 id: 0.071 time: 4:39:47.362697\n",
      "Epoch 41/150 1000/2595 [D loss: 0.047 acc: 0.999][G loss: 2.989 adv: 2.115 recon: 0.073 id: 0.074 time: 4:42:52.615859\n",
      "Epoch 41/150 2000/2595 [D loss: 0.080 acc: 0.944][G loss: 2.051 adv: 1.025 recon: 0.086 id: 0.083 time: 4:45:57.002274\n",
      "Epoch 41/150 [D loss: 0.050 acc: 0.966][G loss: 2.237 adv: 1.375 recon: 0.072 id: 0.071 time: 4:47:47.040448\n",
      "Epoch 42/150 1000/2595 [D loss: 0.019 acc: 1.000][G loss: 2.650 adv: 1.805 recon: 0.071 id: 0.069 time: 4:50:51.854794\n",
      "Epoch 42/150 2000/2595 [D loss: 0.046 acc: 1.000][G loss: 2.842 adv: 1.802 recon: 0.088 id: 0.082 time: 4:53:56.298720\n",
      "Epoch 42/150 [D loss: 0.051 acc: 0.965][G loss: 2.196 adv: 1.337 recon: 0.072 id: 0.070 time: 4:55:45.785264\n",
      "Epoch 43/150 1000/2595 [D loss: 0.022 acc: 1.000][G loss: 1.984 adv: 1.152 recon: 0.070 id: 0.069 time: 4:58:50.604572\n",
      "Epoch 43/150 2000/2595 [D loss: 0.037 acc: 0.996][G loss: 2.638 adv: 1.604 recon: 0.087 id: 0.084 time: 5:01:54.873099\n",
      "Epoch 43/150 [D loss: 0.052 acc: 0.965][G loss: 2.180 adv: 1.328 recon: 0.071 id: 0.070 time: 5:03:45.125369\n",
      "Epoch 44/150 1000/2595 [D loss: 0.053 acc: 0.997][G loss: 2.489 adv: 1.660 recon: 0.069 id: 0.069 time: 5:06:49.372884\n",
      "Epoch 44/150 2000/2595 [D loss: 0.087 acc: 0.969][G loss: 3.199 adv: 2.170 recon: 0.086 id: 0.083 time: 5:09:53.965545\n",
      "Epoch 44/150 [D loss: 0.053 acc: 0.964][G loss: 2.190 adv: 1.341 recon: 0.071 id: 0.070 time: 5:11:43.631578\n",
      "Epoch 45/150 1000/2595 [D loss: 0.050 acc: 0.965][G loss: 2.214 adv: 1.416 recon: 0.066 id: 0.068 time: 5:14:48.132611\n",
      "Epoch 45/150 2000/2595 [D loss: 0.018 acc: 1.000][G loss: 2.488 adv: 1.442 recon: 0.088 id: 0.083 time: 5:17:52.791835\n",
      "Epoch 45/150 [D loss: 0.054 acc: 0.959][G loss: 2.205 adv: 1.359 recon: 0.071 id: 0.069 time: 5:19:42.996186\n",
      "Epoch 46/150 1000/2595 [D loss: 0.065 acc: 0.986][G loss: 2.263 adv: 1.429 recon: 0.070 id: 0.069 time: 5:22:47.656645\n",
      "Epoch 46/150 2000/2595 [D loss: 0.038 acc: 0.990][G loss: 3.163 adv: 2.144 recon: 0.086 id: 0.081 time: 5:25:52.012794\n",
      "Epoch 46/150 [D loss: 0.054 acc: 0.961][G loss: 2.204 adv: 1.360 recon: 0.071 id: 0.069 time: 5:27:42.116659\n",
      "Epoch 47/150 1000/2595 [D loss: 0.015 acc: 1.000][G loss: 2.182 adv: 1.365 recon: 0.068 id: 0.067 time: 5:30:46.271509\n",
      "Epoch 47/150 2000/2595 [D loss: 0.062 acc: 0.974][G loss: 2.377 adv: 1.307 recon: 0.090 id: 0.084 time: 5:33:51.209543\n",
      "Epoch 47/150 [D loss: 0.053 acc: 0.964][G loss: 2.249 adv: 1.394 recon: 0.072 id: 0.070 time: 5:35:40.204410\n",
      "Epoch 48/150 1000/2595 [D loss: 0.021 acc: 1.000][G loss: 2.483 adv: 1.659 recon: 0.069 id: 0.069 time: 5:38:41.542643\n",
      "Epoch 48/150 2000/2595 [D loss: 0.086 acc: 0.866][G loss: 2.502 adv: 1.495 recon: 0.084 id: 0.083 time: 5:41:42.579689\n",
      "Epoch 48/150 [D loss: 0.053 acc: 0.964][G loss: 2.196 adv: 1.346 recon: 0.071 id: 0.069 time: 5:43:30.174600\n",
      "Epoch 49/150 1000/2595 [D loss: 0.042 acc: 0.992][G loss: 3.137 adv: 2.270 recon: 0.073 id: 0.071 time: 5:46:29.125294\n",
      "Epoch 49/150 2000/2595 [D loss: 0.081 acc: 0.964][G loss: 2.645 adv: 1.619 recon: 0.086 id: 0.083 time: 5:49:29.454908\n",
      "Epoch 49/150 [D loss: 0.056 acc: 0.960][G loss: 2.173 adv: 1.323 recon: 0.071 id: 0.069 time: 5:51:15.530280\n",
      "Epoch 50/150 1000/2595 [D loss: 0.020 acc: 1.000][G loss: 2.069 adv: 1.264 recon: 0.067 id: 0.066 time: 5:54:14.694723\n",
      "Epoch 50/150 2000/2595 [D loss: 0.052 acc: 0.957][G loss: 2.345 adv: 1.317 recon: 0.086 id: 0.082 time: 5:57:12.821335\n",
      "Epoch 50/150 [D loss: 0.057 acc: 0.958][G loss: 2.153 adv: 1.311 recon: 0.070 id: 0.069 time: 5:58:59.576782\n",
      "Epoch 51/150 1000/2595 [D loss: 0.016 acc: 1.000][G loss: 2.339 adv: 1.542 recon: 0.067 id: 0.066 time: 6:01:59.633310\n",
      "Epoch 51/150 2000/2595 [D loss: 0.033 acc: 0.996][G loss: 2.972 adv: 1.911 recon: 0.089 id: 0.085 time: 6:04:58.769062\n",
      "Epoch 51/150 [D loss: 0.052 acc: 0.967][G loss: 2.200 adv: 1.349 recon: 0.071 id: 0.069 time: 6:06:45.192936\n",
      "Epoch 52/150 1000/2595 [D loss: 0.060 acc: 0.946][G loss: 2.240 adv: 1.445 recon: 0.066 id: 0.067 time: 6:09:44.969406\n",
      "Epoch 52/150 2000/2595 [D loss: 0.077 acc: 0.922][G loss: 3.271 adv: 2.199 recon: 0.090 id: 0.084 time: 6:12:43.316948\n",
      "Epoch 52/150 [D loss: 0.054 acc: 0.962][G loss: 2.245 adv: 1.390 recon: 0.072 id: 0.069 time: 6:14:30.083192\n",
      "Epoch 53/150 1000/2595 [D loss: 0.076 acc: 0.939][G loss: 2.411 adv: 1.586 recon: 0.069 id: 0.069 time: 6:17:28.870494\n",
      "Epoch 53/150 2000/2595 [D loss: 0.028 acc: 1.000][G loss: 2.242 adv: 1.228 recon: 0.084 id: 0.085 time: 6:20:28.645928\n",
      "Epoch 53/150 [D loss: 0.051 acc: 0.965][G loss: 2.259 adv: 1.407 recon: 0.071 id: 0.069 time: 6:22:15.125090\n",
      "Epoch 54/150 1000/2595 [D loss: 0.023 acc: 0.999][G loss: 2.597 adv: 1.772 recon: 0.069 id: 0.068 time: 6:25:14.420199\n",
      "Epoch 54/150 2000/2595 [D loss: 0.022 acc: 0.998][G loss: 3.163 adv: 2.122 recon: 0.087 id: 0.086 time: 6:28:13.718188\n",
      "Epoch 54/150 [D loss: 0.047 acc: 0.972][G loss: 2.258 adv: 1.404 recon: 0.072 id: 0.069 time: 6:30:00.980146\n",
      "Epoch 55/150 1000/2595 [D loss: 0.033 acc: 1.000][G loss: 2.789 adv: 1.947 recon: 0.070 id: 0.069 time: 6:33:00.407668\n",
      "Epoch 55/150 2000/2595 [D loss: 0.040 acc: 0.977][G loss: 2.918 adv: 1.873 recon: 0.088 id: 0.084 time: 6:35:59.794653\n",
      "Epoch 55/150 [D loss: 0.049 acc: 0.967][G loss: 2.249 adv: 1.396 recon: 0.071 id: 0.069 time: 6:37:46.414743\n",
      "Epoch 56/150 1000/2595 [D loss: 0.028 acc: 1.000][G loss: 2.606 adv: 1.773 recon: 0.070 id: 0.069 time: 6:40:46.387588\n",
      "Epoch 56/150 2000/2595 [D loss: 0.026 acc: 1.000][G loss: 2.695 adv: 1.668 recon: 0.086 id: 0.084 time: 6:43:45.509763\n",
      "Epoch 56/150 [D loss: 0.045 acc: 0.972][G loss: 2.311 adv: 1.452 recon: 0.072 id: 0.070 time: 6:45:32.382935\n",
      "Epoch 57/150 1000/2595 [D loss: 0.018 acc: 1.000][G loss: 2.484 adv: 1.648 recon: 0.070 id: 0.070 time: 6:48:31.566145\n",
      "Epoch 57/150 2000/2595 [D loss: 0.019 acc: 1.000][G loss: 2.433 adv: 1.415 recon: 0.085 id: 0.085 time: 6:51:30.823351\n",
      "Epoch 57/150 [D loss: 0.046 acc: 0.971][G loss: 2.270 adv: 1.417 recon: 0.071 id: 0.070 time: 6:53:17.244884\n",
      "Epoch 58/150 1000/2595 [D loss: 0.021 acc: 1.000][G loss: 2.179 adv: 1.350 recon: 0.069 id: 0.068 time: 6:56:17.202282\n",
      "Epoch 58/150 2000/2595 [D loss: 0.052 acc: 0.978][G loss: 2.776 adv: 1.772 recon: 0.084 id: 0.083 time: 6:59:16.694820\n",
      "Epoch 58/150 [D loss: 0.052 acc: 0.962][G loss: 2.263 adv: 1.417 recon: 0.071 id: 0.069 time: 7:01:03.974931\n",
      "Epoch 59/150 1000/2595 [D loss: 0.044 acc: 0.995][G loss: 2.511 adv: 1.685 recon: 0.069 id: 0.068 time: 7:04:03.371036\n",
      "Epoch 59/150 2000/2595 [D loss: 0.020 acc: 0.999][G loss: 2.675 adv: 1.665 recon: 0.085 id: 0.083 time: 7:07:03.447681\n",
      "Epoch 59/150 [D loss: 0.053 acc: 0.961][G loss: 2.218 adv: 1.376 recon: 0.070 id: 0.069 time: 7:08:50.238642\n",
      "Epoch 60/150 1000/2595 [D loss: 0.038 acc: 0.996][G loss: 2.147 adv: 1.354 recon: 0.066 id: 0.067 time: 7:11:49.868451\n",
      "Epoch 60/150 2000/2595 [D loss: 0.052 acc: 0.975][G loss: 2.526 adv: 1.517 recon: 0.084 id: 0.083 time: 7:14:48.372867\n",
      "Epoch 60/150 [D loss: 0.049 acc: 0.967][G loss: 2.238 adv: 1.398 recon: 0.070 id: 0.069 time: 7:16:34.900658\n",
      "Epoch 61/150 1000/2595 [D loss: 0.019 acc: 0.999][G loss: 2.076 adv: 1.272 recon: 0.067 id: 0.067 time: 7:19:34.061726\n",
      "Epoch 61/150 2000/2595 [D loss: 0.021 acc: 0.997][G loss: 2.708 adv: 1.660 recon: 0.088 id: 0.084 time: 7:22:33.511664\n",
      "Epoch 61/150 [D loss: 0.048 acc: 0.967][G loss: 2.260 adv: 1.421 recon: 0.070 id: 0.069 time: 7:24:20.209820\n",
      "Epoch 62/150 1000/2595 [D loss: 0.034 acc: 0.999][G loss: 2.570 adv: 1.737 recon: 0.070 id: 0.068 time: 7:27:20.672228\n",
      "Epoch 62/150 2000/2595 [D loss: 0.016 acc: 1.000][G loss: 2.672 adv: 1.649 recon: 0.086 id: 0.083 time: 7:30:20.183659\n",
      "Epoch 62/150 [D loss: 0.049 acc: 0.965][G loss: 2.253 adv: 1.419 recon: 0.070 id: 0.068 time: 7:32:07.548868\n",
      "Epoch 63/150 1000/2595 [D loss: 0.082 acc: 0.889][G loss: 2.473 adv: 1.686 recon: 0.065 id: 0.067 time: 7:35:06.869715\n",
      "Epoch 63/150 2000/2595 [D loss: 0.025 acc: 1.000][G loss: 2.516 adv: 1.464 recon: 0.088 id: 0.086 time: 7:38:06.769816\n",
      "Epoch 63/150 [D loss: 0.050 acc: 0.965][G loss: 2.240 adv: 1.410 recon: 0.069 id: 0.068 time: 7:39:53.603877\n",
      "Epoch 64/150 1000/2595 [D loss: 0.052 acc: 1.000][G loss: 2.399 adv: 1.564 recon: 0.070 id: 0.070 time: 7:42:54.185724\n",
      "Epoch 64/150 2000/2595 [D loss: 0.018 acc: 1.000][G loss: 2.621 adv: 1.599 recon: 0.085 id: 0.083 time: 7:45:53.766283\n",
      "Epoch 64/150 [D loss: 0.045 acc: 0.972][G loss: 2.268 adv: 1.435 recon: 0.070 id: 0.068 time: 7:47:41.185944\n",
      "Epoch 65/150 1000/2595 [D loss: 0.065 acc: 0.965][G loss: 2.934 adv: 2.098 recon: 0.070 id: 0.069 time: 7:50:40.627816\n",
      "Epoch 65/150 2000/2595 [D loss: 0.050 acc: 0.996][G loss: 3.059 adv: 2.028 recon: 0.086 id: 0.084 time: 7:53:40.227058\n",
      "Epoch 65/150 [D loss: 0.044 acc: 0.974][G loss: 2.272 adv: 1.433 recon: 0.070 id: 0.069 time: 7:55:26.989760\n",
      "Epoch 66/150 1000/2595 [D loss: 0.020 acc: 1.000][G loss: 2.900 adv: 2.055 recon: 0.070 id: 0.071 time: 7:58:26.328519\n",
      "Epoch 66/150 2000/2595 [D loss: 0.061 acc: 0.937][G loss: 2.823 adv: 1.816 recon: 0.084 id: 0.083 time: 8:01:25.262732\n",
      "Epoch 66/150 [D loss: 0.049 acc: 0.968][G loss: 2.230 adv: 1.395 recon: 0.070 id: 0.069 time: 8:03:12.812476\n",
      "Epoch 67/150 1000/2595 [D loss: 0.026 acc: 1.000][G loss: 2.594 adv: 1.789 recon: 0.067 id: 0.066 time: 8:06:12.604175\n",
      "Epoch 67/150 2000/2595 [D loss: 0.128 acc: 0.806][G loss: 2.106 adv: 1.087 recon: 0.085 id: 0.086 time: 8:09:12.223631\n",
      "Epoch 67/150 [D loss: 0.045 acc: 0.972][G loss: 2.283 adv: 1.437 recon: 0.071 id: 0.069 time: 8:10:58.877701\n",
      "Epoch 68/150 1000/2595 [D loss: 0.018 acc: 1.000][G loss: 2.402 adv: 1.563 recon: 0.070 id: 0.068 time: 8:13:58.734120\n",
      "Epoch 68/150 2000/2595 [D loss: 0.015 acc: 1.000][G loss: 3.138 adv: 2.148 recon: 0.082 id: 0.084 time: 8:16:58.120213\n",
      "Epoch 68/150 [D loss: 0.047 acc: 0.970][G loss: 2.289 adv: 1.445 recon: 0.071 id: 0.069 time: 8:18:45.067919\n",
      "Epoch 69/150 1000/2595 [D loss: 0.041 acc: 0.998][G loss: 2.423 adv: 1.596 recon: 0.069 id: 0.067 time: 8:21:44.076774\n",
      "Epoch 69/150 2000/2595 [D loss: 0.070 acc: 0.923][G loss: 2.253 adv: 1.249 recon: 0.084 id: 0.081 time: 8:24:43.630610\n",
      "Epoch 69/150 [D loss: 0.049 acc: 0.967][G loss: 2.249 adv: 1.408 recon: 0.070 id: 0.069 time: 8:26:30.301595\n",
      "Epoch 70/150 1000/2595 [D loss: 0.012 acc: 1.000][G loss: 2.893 adv: 2.087 recon: 0.067 id: 0.067 time: 8:29:29.741340\n",
      "Epoch 70/150 2000/2595 [D loss: 0.404 acc: 0.349][G loss: 2.281 adv: 1.266 recon: 0.085 id: 0.082 time: 8:32:28.625559\n",
      "Epoch 70/150 [D loss: 0.050 acc: 0.966][G loss: 2.261 adv: 1.423 recon: 0.070 id: 0.069 time: 8:34:16.194892\n",
      "Epoch 71/150 1000/2595 [D loss: 0.013 acc: 1.000][G loss: 2.493 adv: 1.684 recon: 0.068 id: 0.067 time: 8:37:15.461141\n",
      "Epoch 71/150 2000/2595 [D loss: 0.028 acc: 1.000][G loss: 2.614 adv: 1.606 recon: 0.084 id: 0.082 time: 8:40:14.833194\n",
      "Epoch 71/150 [D loss: 0.047 acc: 0.970][G loss: 2.277 adv: 1.441 recon: 0.070 id: 0.069 time: 8:42:01.328077\n",
      "Epoch 72/150 1000/2595 [D loss: 0.080 acc: 0.925][G loss: 2.533 adv: 1.737 recon: 0.066 id: 0.065 time: 8:45:00.939926\n",
      "Epoch 72/150 2000/2595 [D loss: 0.021 acc: 1.000][G loss: 2.455 adv: 1.441 recon: 0.085 id: 0.083 time: 8:47:59.783210\n",
      "Epoch 72/150 [D loss: 0.048 acc: 0.968][G loss: 2.283 adv: 1.448 recon: 0.070 id: 0.069 time: 8:49:46.465880\n",
      "Epoch 73/150 1000/2595 [D loss: 0.023 acc: 0.998][G loss: 2.311 adv: 1.487 recon: 0.069 id: 0.067 time: 8:52:46.187368\n",
      "Epoch 73/150 2000/2595 [D loss: 0.019 acc: 1.000][G loss: 2.754 adv: 1.762 recon: 0.083 id: 0.080 time: 8:55:46.216843\n",
      "Epoch 73/150 [D loss: 0.049 acc: 0.967][G loss: 2.248 adv: 1.416 recon: 0.069 id: 0.068 time: 8:57:32.694069\n",
      "Epoch 74/150 1000/2595 [D loss: 0.030 acc: 1.000][G loss: 2.291 adv: 1.496 recon: 0.066 id: 0.065 time: 9:00:31.713187\n",
      "Epoch 74/150 2000/2595 [D loss: 0.028 acc: 0.998][G loss: 3.100 adv: 2.063 recon: 0.087 id: 0.083 time: 9:03:30.401607\n",
      "Epoch 74/150 [D loss: 0.048 acc: 0.968][G loss: 2.247 adv: 1.416 recon: 0.069 id: 0.068 time: 9:05:17.239908\n",
      "Epoch 75/150 1000/2595 [D loss: 0.043 acc: 0.993][G loss: 2.436 adv: 1.627 recon: 0.068 id: 0.067 time: 9:08:16.462308\n",
      "Epoch 75/150 2000/2595 [D loss: 0.019 acc: 1.000][G loss: 2.505 adv: 1.503 recon: 0.084 id: 0.083 time: 9:11:16.229808\n",
      "Epoch 75/150 [D loss: 0.044 acc: 0.972][G loss: 2.288 adv: 1.458 recon: 0.069 id: 0.068 time: 9:13:03.080915\n",
      "Epoch 76/150 1000/2595 [D loss: 0.195 acc: 0.689][G loss: 2.062 adv: 1.220 recon: 0.070 id: 0.070 time: 9:16:02.915716\n",
      "Epoch 76/150 2000/2595 [D loss: 0.020 acc: 1.000][G loss: 2.589 adv: 1.577 recon: 0.085 id: 0.081 time: 9:19:02.561653\n",
      "Epoch 76/150 [D loss: 0.048 acc: 0.967][G loss: 2.301 adv: 1.464 recon: 0.070 id: 0.069 time: 9:20:49.751369\n",
      "Epoch 77/150 1000/2595 [D loss: 0.247 acc: 0.717][G loss: 1.880 adv: 1.074 recon: 0.067 id: 0.067 time: 9:23:48.625259\n",
      "Epoch 77/150 2000/2595 [D loss: 0.045 acc: 0.996][G loss: 2.742 adv: 1.738 recon: 0.084 id: 0.082 time: 9:26:47.047803\n",
      "Epoch 77/150 [D loss: 0.045 acc: 0.971][G loss: 2.318 adv: 1.484 recon: 0.070 id: 0.069 time: 9:28:34.144020\n",
      "Epoch 78/150 1000/2595 [D loss: 0.291 acc: 0.599][G loss: 2.214 adv: 1.408 recon: 0.067 id: 0.068 time: 9:31:32.721858\n",
      "Epoch 78/150 2000/2595 [D loss: 0.102 acc: 0.927][G loss: 3.338 adv: 2.321 recon: 0.085 id: 0.083 time: 9:34:31.743595\n",
      "Epoch 78/150 [D loss: 0.044 acc: 0.971][G loss: 2.314 adv: 1.487 recon: 0.069 id: 0.068 time: 9:36:18.319896\n",
      "Epoch 79/150 1000/2595 [D loss: 0.021 acc: 1.000][G loss: 2.385 adv: 1.584 recon: 0.067 id: 0.067 time: 9:39:17.761826\n",
      "Epoch 79/150 2000/2595 [D loss: 0.042 acc: 0.995][G loss: 2.717 adv: 1.710 recon: 0.084 id: 0.083 time: 9:42:16.944070\n",
      "Epoch 79/150 [D loss: 0.051 acc: 0.963][G loss: 2.263 adv: 1.439 recon: 0.069 id: 0.068 time: 9:44:03.893668\n",
      "Epoch 80/150 1000/2595 [D loss: 0.021 acc: 1.000][G loss: 2.026 adv: 1.242 recon: 0.065 id: 0.065 time: 9:47:02.586640\n",
      "Epoch 80/150 2000/2595 [D loss: 0.043 acc: 0.988][G loss: 2.717 adv: 1.696 recon: 0.085 id: 0.084 time: 9:50:02.758711\n",
      "Epoch 80/150 [D loss: 0.047 acc: 0.969][G loss: 2.258 adv: 1.435 recon: 0.069 id: 0.068 time: 9:51:50.041663\n",
      "Epoch 81/150 1000/2595 [D loss: 0.018 acc: 1.000][G loss: 2.039 adv: 1.245 recon: 0.066 id: 0.065 time: 9:54:49.831591\n",
      "Epoch 81/150 2000/2595 [D loss: 0.038 acc: 0.996][G loss: 3.062 adv: 2.064 recon: 0.083 id: 0.082 time: 9:57:48.616867\n",
      "Epoch 81/150 [D loss: 0.050 acc: 0.964][G loss: 2.267 adv: 1.444 recon: 0.069 id: 0.068 time: 9:59:35.555490\n",
      "Epoch 82/150 1000/2595 [D loss: 0.017 acc: 1.000][G loss: 2.569 adv: 1.775 recon: 0.066 id: 0.065 time: 10:02:34.180989\n",
      "Epoch 82/150 2000/2595 [D loss: 0.089 acc: 0.940][G loss: 2.298 adv: 1.299 recon: 0.084 id: 0.081 time: 10:05:33.137426\n",
      "Epoch 82/150 [D loss: 0.050 acc: 0.966][G loss: 2.240 adv: 1.417 recon: 0.069 id: 0.068 time: 10:07:20.092094\n",
      "Epoch 83/150 1000/2595 [D loss: 0.093 acc: 0.913][G loss: 1.859 adv: 1.075 recon: 0.065 id: 0.066 time: 10:10:19.638767\n",
      "Epoch 83/150 2000/2595 [D loss: 0.089 acc: 0.937][G loss: 2.360 adv: 1.367 recon: 0.083 id: 0.082 time: 10:13:18.590749\n",
      "Epoch 83/150 [D loss: 0.047 acc: 0.969][G loss: 2.297 adv: 1.475 recon: 0.069 id: 0.068 time: 10:15:05.017007\n",
      "Epoch 84/150 1000/2595 [D loss: 0.161 acc: 0.718][G loss: 2.275 adv: 1.472 recon: 0.067 id: 0.066 time: 10:18:03.510610\n",
      "Epoch 84/150 2000/2595 [D loss: 0.047 acc: 0.985][G loss: 2.795 adv: 1.814 recon: 0.082 id: 0.081 time: 10:21:02.311143\n",
      "Epoch 84/150 [D loss: 0.045 acc: 0.972][G loss: 2.334 adv: 1.501 recon: 0.070 id: 0.069 time: 10:22:49.283528\n",
      "Epoch 85/150 1000/2595 [D loss: 0.025 acc: 0.997][G loss: 2.438 adv: 1.619 recon: 0.068 id: 0.068 time: 10:25:48.705173\n",
      "Epoch 85/150 2000/2595 [D loss: 0.075 acc: 0.928][G loss: 2.271 adv: 1.251 recon: 0.085 id: 0.083 time: 10:28:48.580970\n",
      "Epoch 85/150 [D loss: 0.046 acc: 0.970][G loss: 2.316 adv: 1.487 recon: 0.069 id: 0.069 time: 10:30:35.388568\n",
      "Epoch 86/150 1000/2595 [D loss: 0.029 acc: 1.000][G loss: 2.378 adv: 1.577 recon: 0.067 id: 0.067 time: 10:33:34.707859\n",
      "Epoch 86/150 2000/2595 [D loss: 0.058 acc: 0.963][G loss: 2.977 adv: 1.965 recon: 0.085 id: 0.083 time: 10:36:33.763657\n",
      "Epoch 86/150 [D loss: 0.043 acc: 0.973][G loss: 2.350 adv: 1.523 recon: 0.069 id: 0.068 time: 10:38:20.259803\n",
      "Epoch 87/150 1000/2595 [D loss: 0.040 acc: 1.000][G loss: 2.833 adv: 1.954 recon: 0.074 id: 0.067 time: 10:41:19.325180\n",
      "Epoch 87/150 2000/2595 [D loss: 0.024 acc: 0.997][G loss: 2.941 adv: 1.937 recon: 0.084 id: 0.083 time: 10:44:19.136957\n",
      "Epoch 87/150 [D loss: 0.044 acc: 0.973][G loss: 2.377 adv: 1.538 recon: 0.070 id: 0.069 time: 10:46:05.460124\n",
      "Epoch 88/150 1000/2595 [D loss: 0.029 acc: 1.000][G loss: 3.056 adv: 2.214 recon: 0.070 id: 0.069 time: 10:49:06.156491\n",
      "Epoch 88/150 2000/2595 [D loss: 0.012 acc: 1.000][G loss: 2.898 adv: 1.878 recon: 0.085 id: 0.084 time: 10:52:05.706665\n",
      "Epoch 88/150 [D loss: 0.043 acc: 0.974][G loss: 2.376 adv: 1.530 recon: 0.071 id: 0.069 time: 10:53:53.137640\n",
      "Epoch 89/150 1000/2595 [D loss: 0.087 acc: 0.864][G loss: 3.225 adv: 2.419 recon: 0.067 id: 0.067 time: 10:56:52.165669\n",
      "Epoch 89/150 2000/2595 [D loss: 0.039 acc: 0.991][G loss: 2.666 adv: 1.655 recon: 0.085 id: 0.082 time: 10:59:51.788630\n",
      "Epoch 89/150 [D loss: 0.047 acc: 0.969][G loss: 2.274 adv: 1.443 recon: 0.069 id: 0.069 time: 11:01:38.390787\n",
      "Epoch 90/150 1000/2595 [D loss: 0.032 acc: 1.000][G loss: 2.597 adv: 1.787 recon: 0.068 id: 0.067 time: 11:04:37.955680\n",
      "Epoch 90/150 2000/2595 [D loss: 0.263 acc: 0.522][G loss: 2.208 adv: 1.207 recon: 0.084 id: 0.081 time: 11:07:37.741100\n",
      "Epoch 90/150 [D loss: 0.050 acc: 0.965][G loss: 2.246 adv: 1.418 recon: 0.069 id: 0.069 time: 11:09:25.259284\n",
      "Epoch 91/150 1000/2595 [D loss: 0.031 acc: 1.000][G loss: 2.488 adv: 1.666 recon: 0.069 id: 0.069 time: 11:12:25.310384\n",
      "Epoch 91/150 2000/2595 [D loss: 0.056 acc: 0.944][G loss: 2.439 adv: 1.428 recon: 0.084 id: 0.083 time: 11:15:25.228785\n",
      "Epoch 91/150 [D loss: 0.050 acc: 0.964][G loss: 2.238 adv: 1.414 recon: 0.069 id: 0.068 time: 11:17:11.557938\n",
      "Epoch 92/150 1000/2595 [D loss: 0.035 acc: 0.997][G loss: 3.344 adv: 2.454 recon: 0.074 id: 0.075 time: 11:20:10.735102\n",
      "Epoch 92/150 2000/2595 [D loss: 0.054 acc: 0.957][G loss: 2.972 adv: 1.902 recon: 0.090 id: 0.087 time: 11:23:09.788371\n",
      "Epoch 92/150 [D loss: 0.050 acc: 0.965][G loss: 2.264 adv: 1.437 recon: 0.069 id: 0.068 time: 11:24:57.197563\n",
      "Epoch 93/150 1000/2595 [D loss: 0.025 acc: 1.000][G loss: 2.255 adv: 1.456 recon: 0.066 id: 0.067 time: 11:27:56.149030\n",
      "Epoch 93/150 2000/2595 [D loss: 0.015 acc: 1.000][G loss: 2.662 adv: 1.656 recon: 0.084 id: 0.081 time: 11:30:55.372618\n",
      "Epoch 93/150 [D loss: 0.049 acc: 0.964][G loss: 2.252 adv: 1.427 recon: 0.069 id: 0.068 time: 11:32:41.632924\n",
      "Epoch 94/150 1000/2595 [D loss: 0.057 acc: 0.959][G loss: 2.888 adv: 2.089 recon: 0.067 id: 0.066 time: 11:35:41.573200\n",
      "Epoch 94/150 2000/2595 [D loss: 0.060 acc: 0.933][G loss: 2.345 adv: 1.335 recon: 0.085 id: 0.082 time: 11:38:40.481836\n",
      "Epoch 94/150 [D loss: 0.046 acc: 0.970][G loss: 2.296 adv: 1.467 recon: 0.069 id: 0.068 time: 11:40:27.078669\n",
      "Epoch 95/150 1000/2595 [D loss: 0.012 acc: 1.000][G loss: 2.798 adv: 1.989 recon: 0.067 id: 0.067 time: 11:43:25.494473\n",
      "Epoch 95/150 2000/2595 [D loss: 0.038 acc: 0.997][G loss: 2.575 adv: 1.556 recon: 0.086 id: 0.082 time: 11:46:24.826669\n",
      "Epoch 95/150 [D loss: 0.044 acc: 0.972][G loss: 2.311 adv: 1.480 recon: 0.069 id: 0.068 time: 11:48:11.029749\n",
      "Epoch 96/150 1000/2595 [D loss: 0.030 acc: 1.000][G loss: 2.857 adv: 2.048 recon: 0.067 id: 0.068 time: 11:51:10.317062\n",
      "Epoch 96/150 2000/2595 [D loss: 0.027 acc: 0.993][G loss: 2.983 adv: 1.975 recon: 0.084 id: 0.082 time: 11:54:08.898165\n",
      "Epoch 96/150 [D loss: 0.045 acc: 0.970][G loss: 2.340 adv: 1.499 recon: 0.070 id: 0.069 time: 11:55:56.157955\n",
      "Epoch 97/150 1000/2595 [D loss: 0.024 acc: 1.000][G loss: 2.102 adv: 1.283 recon: 0.069 id: 0.065 time: 11:58:54.727899\n",
      "Epoch 97/150 2000/2595 [D loss: 0.017 acc: 1.000][G loss: 2.962 adv: 1.961 recon: 0.084 id: 0.081 time: 12:01:54.058545\n",
      "Epoch 97/150 [D loss: 0.046 acc: 0.968][G loss: 2.316 adv: 1.478 recon: 0.070 id: 0.069 time: 12:03:40.684588\n",
      "Epoch 98/150 1000/2595 [D loss: 0.053 acc: 0.962][G loss: 2.508 adv: 1.679 recon: 0.070 id: 0.066 time: 12:06:40.146891\n",
      "Epoch 98/150 2000/2595 [D loss: 0.016 acc: 1.000][G loss: 2.878 adv: 1.881 recon: 0.084 id: 0.081 time: 12:09:39.631970\n",
      "Epoch 98/150 [D loss: 0.045 acc: 0.969][G loss: 2.332 adv: 1.496 recon: 0.070 id: 0.068 time: 12:11:27.197769\n",
      "Epoch 99/150 1000/2595 [D loss: 0.029 acc: 0.993][G loss: 2.296 adv: 1.486 recon: 0.068 id: 0.066 time: 12:14:26.238419\n",
      "Epoch 99/150 2000/2595 [D loss: 0.053 acc: 0.960][G loss: 2.939 adv: 1.940 recon: 0.084 id: 0.081 time: 12:17:26.360329\n",
      "Epoch 99/150 [D loss: 0.044 acc: 0.972][G loss: 2.325 adv: 1.491 recon: 0.070 id: 0.068 time: 12:19:13.038078\n",
      "Epoch 100/150 1000/2595 [D loss: 0.015 acc: 1.000][G loss: 2.419 adv: 1.622 recon: 0.066 id: 0.067 time: 12:22:13.094845\n",
      "Epoch 100/150 2000/2595 [D loss: 0.048 acc: 0.943][G loss: 2.438 adv: 1.455 recon: 0.082 id: 0.081 time: 12:25:12.166336\n",
      "Epoch 100/150 [D loss: 0.042 acc: 0.974][G loss: 2.344 adv: 1.511 recon: 0.070 id: 0.068 time: 12:26:59.344969\n",
      "Epoch 101/150 1000/2595 [D loss: 0.182 acc: 0.680][G loss: 2.078 adv: 1.190 recon: 0.074 id: 0.072 time: 12:30:02.654584\n",
      "Epoch 101/150 2000/2595 [D loss: 0.014 acc: 1.000][G loss: 2.473 adv: 1.471 recon: 0.084 id: 0.084 time: 12:33:02.976838\n",
      "Epoch 101/150 [D loss: 0.043 acc: 0.974][G loss: 2.359 adv: 1.522 recon: 0.070 id: 0.069 time: 12:34:50.469157\n",
      "Epoch 102/150 1000/2595 [D loss: 0.019 acc: 1.000][G loss: 2.510 adv: 1.683 recon: 0.069 id: 0.068 time: 12:37:50.413936\n",
      "Epoch 102/150 2000/2595 [D loss: 0.031 acc: 0.997][G loss: 2.579 adv: 1.571 recon: 0.084 id: 0.085 time: 12:40:49.755482\n",
      "Epoch 102/150 [D loss: 0.044 acc: 0.973][G loss: 2.365 adv: 1.526 recon: 0.070 id: 0.069 time: 12:42:37.092950\n",
      "Epoch 103/150 1000/2595 [D loss: 0.020 acc: 1.000][G loss: 3.229 adv: 2.414 recon: 0.068 id: 0.067 time: 12:45:36.962093\n",
      "Epoch 103/150 2000/2595 [D loss: 0.058 acc: 0.997][G loss: 3.083 adv: 2.072 recon: 0.084 id: 0.085 time: 12:48:37.290924\n",
      "Epoch 103/150 [D loss: 0.043 acc: 0.974][G loss: 2.376 adv: 1.538 recon: 0.070 id: 0.069 time: 12:50:23.794837\n",
      "Epoch 104/150 1000/2595 [D loss: 0.044 acc: 1.000][G loss: 2.879 adv: 2.064 recon: 0.068 id: 0.066 time: 12:53:23.257109\n",
      "Epoch 104/150 2000/2595 [D loss: 0.045 acc: 0.966][G loss: 2.772 adv: 1.749 recon: 0.086 id: 0.082 time: 12:56:23.199787\n",
      "Epoch 104/150 [D loss: 0.040 acc: 0.977][G loss: 2.396 adv: 1.561 recon: 0.070 id: 0.069 time: 12:58:10.433593\n",
      "Epoch 105/150 1000/2595 [D loss: 0.040 acc: 0.981][G loss: 2.793 adv: 1.996 recon: 0.067 id: 0.065 time: 13:01:10.650486\n",
      "Epoch 105/150 2000/2595 [D loss: 0.028 acc: 1.000][G loss: 3.089 adv: 2.088 recon: 0.084 id: 0.082 time: 13:04:10.902935\n",
      "Epoch 105/150 [D loss: 0.045 acc: 0.970][G loss: 2.372 adv: 1.544 recon: 0.069 id: 0.068 time: 13:05:57.391620\n",
      "Epoch 106/150 1000/2595 [D loss: 0.024 acc: 1.000][G loss: 2.651 adv: 1.859 recon: 0.066 id: 0.066 time: 13:08:57.887264\n",
      "Epoch 106/150 2000/2595 [D loss: 0.031 acc: 1.000][G loss: 2.725 adv: 1.711 recon: 0.085 id: 0.084 time: 13:12:01.021898\n",
      "Epoch 106/150 [D loss: 0.047 acc: 0.966][G loss: 2.344 adv: 1.523 recon: 0.069 id: 0.068 time: 13:13:50.116010\n",
      "Epoch 107/150 1000/2595 [D loss: 0.040 acc: 1.000][G loss: 2.843 adv: 2.028 recon: 0.068 id: 0.067 time: 13:16:51.585026\n",
      "Epoch 107/150 2000/2595 [D loss: 0.020 acc: 1.000][G loss: 2.685 adv: 1.682 recon: 0.083 id: 0.084 time: 13:19:53.096760\n",
      "Epoch 107/150 [D loss: 0.046 acc: 0.970][G loss: 2.344 adv: 1.516 recon: 0.069 id: 0.068 time: 13:21:40.940190\n",
      "Epoch 108/150 1000/2595 [D loss: 0.025 acc: 1.000][G loss: 2.515 adv: 1.693 recon: 0.069 id: 0.067 time: 13:24:42.813889\n",
      "Epoch 108/150 2000/2595 [D loss: 0.104 acc: 0.871][G loss: 2.940 adv: 1.897 recon: 0.087 id: 0.087 time: 13:27:44.273657\n",
      "Epoch 108/150 [D loss: 0.048 acc: 0.967][G loss: 2.288 adv: 1.466 recon: 0.069 id: 0.068 time: 13:29:32.068730\n",
      "Epoch 109/150 1000/2595 [D loss: 0.034 acc: 0.998][G loss: 2.353 adv: 1.561 recon: 0.066 id: 0.066 time: 13:32:32.734603\n",
      "Epoch 109/150 2000/2595 [D loss: 0.035 acc: 0.957][G loss: 2.739 adv: 1.748 recon: 0.083 id: 0.083 time: 13:35:34.582085\n",
      "Epoch 109/150 [D loss: 0.050 acc: 0.965][G loss: 2.283 adv: 1.460 recon: 0.069 id: 0.068 time: 13:37:22.208069\n",
      "Epoch 110/150 1000/2595 [D loss: 0.022 acc: 0.995][G loss: 2.487 adv: 1.693 recon: 0.066 id: 0.067 time: 13:40:23.228542\n",
      "Epoch 110/150 2000/2595 [D loss: 0.035 acc: 0.997][G loss: 2.718 adv: 1.726 recon: 0.083 id: 0.082 time: 13:43:23.266817\n",
      "Epoch 110/150 [D loss: 0.049 acc: 0.964][G loss: 2.315 adv: 1.494 recon: 0.069 id: 0.068 time: 13:45:10.600919\n",
      "Epoch 111/150 1000/2595 [D loss: 0.040 acc: 1.000][G loss: 2.936 adv: 2.120 recon: 0.068 id: 0.068 time: 13:48:10.853690\n",
      "Epoch 111/150 2000/2595 [D loss: 0.028 acc: 0.996][G loss: 2.683 adv: 1.705 recon: 0.082 id: 0.081 time: 13:51:11.174334\n",
      "Epoch 111/150 [D loss: 0.048 acc: 0.964][G loss: 2.307 adv: 1.480 recon: 0.069 id: 0.068 time: 13:52:58.427303\n",
      "Epoch 112/150 1000/2595 [D loss: 0.018 acc: 1.000][G loss: 2.859 adv: 2.008 recon: 0.070 id: 0.073 time: 13:56:00.368907\n",
      "Epoch 112/150 2000/2595 [D loss: 0.070 acc: 0.886][G loss: 2.297 adv: 1.304 recon: 0.083 id: 0.082 time: 13:59:00.476445\n",
      "Epoch 112/150 [D loss: 0.047 acc: 0.967][G loss: 2.331 adv: 1.504 recon: 0.069 id: 0.068 time: 14:00:47.724408\n",
      "Epoch 113/150 1000/2595 [D loss: 0.038 acc: 0.978][G loss: 3.017 adv: 2.183 recon: 0.069 id: 0.071 time: 14:03:47.526642\n",
      "Epoch 113/150 2000/2595 [D loss: 0.018 acc: 1.000][G loss: 2.528 adv: 1.561 recon: 0.081 id: 0.081 time: 14:06:47.640412\n",
      "Epoch 113/150 [D loss: 0.045 acc: 0.968][G loss: 2.349 adv: 1.528 recon: 0.069 id: 0.068 time: 14:08:34.577823\n",
      "Epoch 114/150 1000/2595 [D loss: 0.010 acc: 1.000][G loss: 2.563 adv: 1.785 recon: 0.065 id: 0.065 time: 14:11:35.741485\n",
      "Epoch 114/150 2000/2595 [D loss: 0.038 acc: 1.000][G loss: 2.517 adv: 1.531 recon: 0.082 id: 0.084 time: 14:14:34.515705\n",
      "Epoch 114/150 [D loss: 0.044 acc: 0.968][G loss: 2.343 adv: 1.521 recon: 0.069 id: 0.068 time: 14:16:21.119809\n",
      "Epoch 115/150 1000/2595 [D loss: 0.011 acc: 1.000][G loss: 3.427 adv: 2.490 recon: 0.078 id: 0.078 time: 14:19:20.436836\n",
      "Epoch 115/150 2000/2595 [D loss: 0.047 acc: 0.999][G loss: 2.652 adv: 1.679 recon: 0.081 id: 0.081 time: 14:22:19.606633\n",
      "Epoch 115/150 [D loss: 0.046 acc: 0.968][G loss: 2.332 adv: 1.511 recon: 0.069 id: 0.068 time: 14:24:06.193996\n",
      "Epoch 116/150 1000/2595 [D loss: 0.019 acc: 0.999][G loss: 2.913 adv: 2.102 recon: 0.067 id: 0.069 time: 14:27:05.448502\n",
      "Epoch 116/150 2000/2595 [D loss: 0.021 acc: 0.998][G loss: 2.443 adv: 1.459 recon: 0.082 id: 0.080 time: 14:30:04.400091\n",
      "Epoch 116/150 [D loss: 0.043 acc: 0.971][G loss: 2.362 adv: 1.542 recon: 0.069 id: 0.067 time: 14:31:51.205155\n",
      "Epoch 117/150 1000/2595 [D loss: 0.018 acc: 1.000][G loss: 2.515 adv: 1.730 recon: 0.065 id: 0.066 time: 14:34:51.080407\n",
      "Epoch 117/150 2000/2595 [D loss: 0.010 acc: 1.000][G loss: 2.839 adv: 1.858 recon: 0.082 id: 0.081 time: 14:37:51.127148\n",
      "Epoch 117/150 [D loss: 0.040 acc: 0.975][G loss: 2.369 adv: 1.547 recon: 0.069 id: 0.068 time: 14:39:39.554119\n",
      "Epoch 118/150 1000/2595 [D loss: 0.034 acc: 1.000][G loss: 2.925 adv: 2.119 recon: 0.067 id: 0.068 time: 14:42:40.923369\n",
      "Epoch 118/150 2000/2595 [D loss: 0.019 acc: 1.000][G loss: 2.883 adv: 1.890 recon: 0.083 id: 0.082 time: 14:45:41.664838\n",
      "Epoch 118/150 [D loss: 0.040 acc: 0.975][G loss: 2.358 adv: 1.539 recon: 0.068 id: 0.068 time: 14:47:29.310989\n",
      "Epoch 119/150 1000/2595 [D loss: 0.011 acc: 1.000][G loss: 2.601 adv: 1.817 recon: 0.065 id: 0.067 time: 14:50:32.682504\n",
      "Epoch 119/150 2000/2595 [D loss: 0.069 acc: 0.897][G loss: 2.309 adv: 1.319 recon: 0.082 id: 0.084 time: 14:53:37.790991\n",
      "Epoch 119/150 [D loss: 0.041 acc: 0.973][G loss: 2.351 adv: 1.532 recon: 0.068 id: 0.068 time: 14:55:28.440301\n",
      "Epoch 120/150 1000/2595 [D loss: 0.032 acc: 1.000][G loss: 2.225 adv: 1.429 recon: 0.066 id: 0.066 time: 14:58:29.951191\n",
      "Epoch 120/150 2000/2595 [D loss: 0.037 acc: 0.995][G loss: 2.543 adv: 1.568 recon: 0.081 id: 0.080 time: 15:01:31.273915\n",
      "Epoch 120/150 [D loss: 0.043 acc: 0.972][G loss: 2.354 adv: 1.538 recon: 0.068 id: 0.067 time: 15:03:18.562778\n",
      "Epoch 121/150 1000/2595 [D loss: 0.025 acc: 1.000][G loss: 2.612 adv: 1.800 recon: 0.067 id: 0.070 time: 15:06:19.171855\n",
      "Epoch 121/150 2000/2595 [D loss: 0.054 acc: 0.976][G loss: 2.573 adv: 1.618 recon: 0.079 id: 0.080 time: 15:09:20.241432\n",
      "Epoch 121/150 [D loss: 0.043 acc: 0.970][G loss: 2.359 adv: 1.542 recon: 0.068 id: 0.067 time: 15:11:08.241102\n",
      "Epoch 122/150 1000/2595 [D loss: 0.030 acc: 0.999][G loss: 2.982 adv: 2.160 recon: 0.068 id: 0.070 time: 15:14:09.545466\n",
      "Epoch 122/150 2000/2595 [D loss: 0.104 acc: 0.957][G loss: 2.128 adv: 1.162 recon: 0.080 id: 0.081 time: 15:17:11.231897\n",
      "Epoch 122/150 [D loss: 0.041 acc: 0.971][G loss: 2.389 adv: 1.576 recon: 0.068 id: 0.067 time: 15:18:58.961838\n",
      "Epoch 123/150 1000/2595 [D loss: 0.027 acc: 1.000][G loss: 2.495 adv: 1.707 recon: 0.066 id: 0.066 time: 15:21:59.860038\n",
      "Epoch 123/150 2000/2595 [D loss: 0.217 acc: 0.637][G loss: 1.853 adv: 0.869 recon: 0.082 id: 0.081 time: 15:25:00.473281\n",
      "Epoch 123/150 [D loss: 0.042 acc: 0.970][G loss: 2.357 adv: 1.547 recon: 0.068 id: 0.067 time: 15:26:48.295832\n",
      "Epoch 124/150 1000/2595 [D loss: 0.032 acc: 1.000][G loss: 3.210 adv: 2.384 recon: 0.069 id: 0.069 time: 15:29:49.002634\n",
      "Epoch 124/150 2000/2595 [D loss: 0.190 acc: 0.733][G loss: 1.935 adv: 0.963 recon: 0.081 id: 0.081 time: 15:32:51.379679\n",
      "Epoch 124/150 [D loss: 0.040 acc: 0.972][G loss: 2.393 adv: 1.584 recon: 0.067 id: 0.067 time: 15:34:38.033566\n",
      "Epoch 125/150 1000/2595 [D loss: 0.039 acc: 1.000][G loss: 2.569 adv: 1.793 recon: 0.065 id: 0.065 time: 15:37:38.615272\n",
      "Epoch 125/150 2000/2595 [D loss: 0.094 acc: 0.849][G loss: 2.787 adv: 1.802 recon: 0.083 id: 0.080 time: 15:40:39.174788\n",
      "Epoch 125/150 [D loss: 0.041 acc: 0.970][G loss: 2.381 adv: 1.571 recon: 0.068 id: 0.067 time: 15:42:26.872832\n",
      "Epoch 126/150 1000/2595 [D loss: 0.020 acc: 1.000][G loss: 2.779 adv: 1.984 recon: 0.066 id: 0.066 time: 15:45:26.553145\n",
      "Epoch 126/150 2000/2595 [D loss: 0.030 acc: 1.000][G loss: 3.305 adv: 2.346 recon: 0.080 id: 0.080 time: 15:48:28.641213\n",
      "Epoch 126/150 [D loss: 0.041 acc: 0.973][G loss: 2.359 adv: 1.547 recon: 0.068 id: 0.067 time: 15:50:16.627698\n",
      "Epoch 127/150 1000/2595 [D loss: 0.015 acc: 1.000][G loss: 2.565 adv: 1.785 recon: 0.065 id: 0.065 time: 15:53:20.586049\n",
      "Epoch 127/150 2000/2595 [D loss: 0.013 acc: 1.000][G loss: 3.089 adv: 2.079 recon: 0.084 id: 0.084 time: 15:56:23.904216\n",
      "Epoch 127/150 [D loss: 0.045 acc: 0.968][G loss: 2.318 adv: 1.511 recon: 0.067 id: 0.067 time: 15:58:13.006682\n",
      "Epoch 128/150 1000/2595 [D loss: 0.007 acc: 1.000][G loss: 2.395 adv: 1.598 recon: 0.067 id: 0.066 time: 16:01:17.524226\n",
      "Epoch 128/150 2000/2595 [D loss: 0.052 acc: 0.986][G loss: 2.731 adv: 1.760 recon: 0.081 id: 0.082 time: 16:04:21.721351\n",
      "Epoch 128/150 [D loss: 0.047 acc: 0.965][G loss: 2.326 adv: 1.519 recon: 0.067 id: 0.067 time: 16:06:10.366813\n",
      "Epoch 129/150 1000/2595 [D loss: 0.026 acc: 1.000][G loss: 2.273 adv: 1.511 recon: 0.063 id: 0.065 time: 16:09:13.706731\n",
      "Epoch 129/150 2000/2595 [D loss: 0.020 acc: 1.000][G loss: 2.625 adv: 1.652 recon: 0.081 id: 0.081 time: 16:12:17.968288\n",
      "Epoch 129/150 [D loss: 0.044 acc: 0.970][G loss: 2.350 adv: 1.541 recon: 0.068 id: 0.067 time: 16:14:07.880939\n",
      "Epoch 130/150 1000/2595 [D loss: 0.009 acc: 1.000][G loss: 2.738 adv: 1.948 recon: 0.066 id: 0.067 time: 16:17:10.919384\n",
      "Epoch 130/150 2000/2595 [D loss: 0.011 acc: 1.000][G loss: 2.471 adv: 1.497 recon: 0.081 id: 0.081 time: 16:20:16.030657\n",
      "Epoch 130/150 [D loss: 0.041 acc: 0.974][G loss: 2.376 adv: 1.568 recon: 0.067 id: 0.067 time: 16:22:05.978040\n",
      "Epoch 131/150 1000/2595 [D loss: 0.013 acc: 1.000][G loss: 2.576 adv: 1.768 recon: 0.068 id: 0.066 time: 16:25:09.239695\n",
      "Epoch 131/150 2000/2595 [D loss: 0.041 acc: 0.998][G loss: 3.027 adv: 2.034 recon: 0.083 id: 0.082 time: 16:28:11.463026\n",
      "Epoch 131/150 [D loss: 0.038 acc: 0.979][G loss: 2.389 adv: 1.566 recon: 0.069 id: 0.067 time: 16:30:00.223615\n",
      "Epoch 132/150 1000/2595 [D loss: 0.038 acc: 0.992][G loss: 2.838 adv: 2.029 recon: 0.068 id: 0.065 time: 16:33:02.044194\n",
      "Epoch 132/150 2000/2595 [D loss: 0.009 acc: 1.000][G loss: 3.082 adv: 2.091 recon: 0.083 id: 0.082 time: 16:36:03.957870\n",
      "Epoch 132/150 [D loss: 0.036 acc: 0.982][G loss: 2.434 adv: 1.605 recon: 0.069 id: 0.068 time: 16:37:52.112475\n",
      "Epoch 133/150 1000/2595 [D loss: 0.016 acc: 0.999][G loss: 2.351 adv: 1.534 recon: 0.069 id: 0.066 time: 16:40:53.890123\n",
      "Epoch 133/150 2000/2595 [D loss: 0.014 acc: 1.000][G loss: 2.454 adv: 1.477 recon: 0.081 id: 0.083 time: 16:43:55.673722\n",
      "Epoch 133/150 [D loss: 0.041 acc: 0.976][G loss: 2.391 adv: 1.558 recon: 0.070 id: 0.068 time: 16:45:43.162424\n",
      "Epoch 134/150 1000/2595 [D loss: 0.024 acc: 0.996][G loss: 2.854 adv: 2.030 recon: 0.069 id: 0.068 time: 16:48:46.809792\n",
      "Epoch 134/150 2000/2595 [D loss: 0.033 acc: 0.990][G loss: 2.803 adv: 1.824 recon: 0.082 id: 0.081 time: 16:51:48.602172\n",
      "Epoch 134/150 [D loss: 0.044 acc: 0.974][G loss: 2.318 adv: 1.489 recon: 0.069 id: 0.068 time: 16:53:37.494248\n",
      "Epoch 135/150 1000/2595 [D loss: 0.016 acc: 1.000][G loss: 2.116 adv: 1.296 recon: 0.068 id: 0.067 time: 16:56:41.444427\n",
      "Epoch 135/150 2000/2595 [D loss: 0.029 acc: 1.000][G loss: 3.257 adv: 2.264 recon: 0.083 id: 0.084 time: 16:59:46.701686\n",
      "Epoch 135/150 [D loss: 0.045 acc: 0.972][G loss: 2.286 adv: 1.464 recon: 0.069 id: 0.068 time: 17:01:35.488995\n",
      "Epoch 136/150 1000/2595 [D loss: 0.014 acc: 1.000][G loss: 2.467 adv: 1.682 recon: 0.065 id: 0.066 time: 17:04:37.950055\n",
      "Epoch 136/150 2000/2595 [D loss: 0.014 acc: 1.000][G loss: 3.020 adv: 2.013 recon: 0.084 id: 0.084 time: 17:07:42.264930\n",
      "Epoch 136/150 [D loss: 0.041 acc: 0.978][G loss: 2.358 adv: 1.531 recon: 0.069 id: 0.068 time: 17:09:32.899995\n",
      "Epoch 137/150 1000/2595 [D loss: 0.050 acc: 0.973][G loss: 2.018 adv: 1.221 recon: 0.067 id: 0.065 time: 17:12:38.550187\n",
      "Epoch 137/150 2000/2595 [D loss: 0.043 acc: 0.972][G loss: 3.112 adv: 2.118 recon: 0.083 id: 0.083 time: 17:15:45.066226\n",
      "Epoch 137/150 [D loss: 0.040 acc: 0.979][G loss: 2.368 adv: 1.539 recon: 0.069 id: 0.068 time: 17:17:35.863759\n",
      "Epoch 138/150 1000/2595 [D loss: 0.038 acc: 0.998][G loss: 3.065 adv: 2.233 recon: 0.070 id: 0.066 time: 17:20:42.107439\n",
      "Epoch 138/150 2000/2595 [D loss: 0.022 acc: 0.997][G loss: 2.877 adv: 1.865 recon: 0.084 id: 0.084 time: 17:23:48.141206\n",
      "Epoch 138/150 [D loss: 0.039 acc: 0.981][G loss: 2.399 adv: 1.567 recon: 0.070 id: 0.069 time: 17:25:39.785241\n",
      "Epoch 139/150 1000/2595 [D loss: 0.023 acc: 1.000][G loss: 2.665 adv: 1.827 recon: 0.071 id: 0.066 time: 17:28:45.551898\n",
      "Epoch 139/150 2000/2595 [D loss: 0.049 acc: 0.966][G loss: 2.146 adv: 1.158 recon: 0.083 id: 0.081 time: 17:31:52.579327\n",
      "Epoch 139/150 [D loss: 0.038 acc: 0.983][G loss: 2.424 adv: 1.590 recon: 0.070 id: 0.069 time: 17:33:43.352833\n",
      "Epoch 140/150 1000/2595 [D loss: 0.035 acc: 0.984][G loss: 2.569 adv: 1.741 recon: 0.069 id: 0.067 time: 17:36:50.064859\n",
      "Epoch 140/150 2000/2595 [D loss: 0.044 acc: 0.967][G loss: 2.644 adv: 1.649 recon: 0.083 id: 0.082 time: 17:39:56.606298\n",
      "Epoch 140/150 [D loss: 0.042 acc: 0.976][G loss: 2.386 adv: 1.558 recon: 0.069 id: 0.068 time: 17:41:47.840500\n",
      "Epoch 141/150 1000/2595 [D loss: 0.014 acc: 1.000][G loss: 2.923 adv: 2.121 recon: 0.067 id: 0.065 time: 17:44:53.916967\n",
      "Epoch 141/150 2000/2595 [D loss: 0.044 acc: 0.988][G loss: 2.934 adv: 1.955 recon: 0.082 id: 0.081 time: 17:48:00.755993\n",
      "Epoch 141/150 [D loss: 0.041 acc: 0.976][G loss: 2.409 adv: 1.587 recon: 0.069 id: 0.068 time: 17:49:53.604293\n",
      "Epoch 142/150 1000/2595 [D loss: 0.029 acc: 1.000][G loss: 3.268 adv: 2.454 recon: 0.068 id: 0.066 time: 17:53:00.693807\n",
      "Epoch 142/150 2000/2595 [D loss: 0.023 acc: 0.988][G loss: 2.691 adv: 1.695 recon: 0.083 id: 0.083 time: 17:56:08.851478\n",
      "Epoch 142/150 [D loss: 0.041 acc: 0.976][G loss: 2.360 adv: 1.537 recon: 0.069 id: 0.068 time: 17:58:00.132056\n",
      "Epoch 143/150 1000/2595 [D loss: 0.016 acc: 1.000][G loss: 1.777 adv: 0.971 recon: 0.067 id: 0.067 time: 18:01:05.699185\n",
      "Epoch 143/150 2000/2595 [D loss: 0.052 acc: 0.999][G loss: 2.707 adv: 1.737 recon: 0.081 id: 0.082 time: 18:04:13.739679\n",
      "Epoch 143/150 [D loss: 0.046 acc: 0.971][G loss: 2.322 adv: 1.497 recon: 0.069 id: 0.068 time: 18:06:04.363830\n",
      "Epoch 144/150 1000/2595 [D loss: 0.051 acc: 0.983][G loss: 2.455 adv: 1.649 recon: 0.067 id: 0.067 time: 18:09:11.145805\n",
      "Epoch 144/150 2000/2595 [D loss: 0.029 acc: 1.000][G loss: 2.682 adv: 1.709 recon: 0.081 id: 0.082 time: 18:12:16.843750\n",
      "Epoch 144/150 [D loss: 0.047 acc: 0.966][G loss: 2.303 adv: 1.483 recon: 0.068 id: 0.068 time: 18:14:07.306573\n",
      "Epoch 145/150 1000/2595 [D loss: 0.022 acc: 1.000][G loss: 2.318 adv: 1.479 recon: 0.070 id: 0.068 time: 18:17:13.765528\n",
      "Epoch 145/150 2000/2595 [D loss: 0.028 acc: 1.000][G loss: 2.153 adv: 1.161 recon: 0.082 id: 0.083 time: 18:20:20.189642\n",
      "Epoch 145/150 [D loss: 0.041 acc: 0.976][G loss: 2.376 adv: 1.549 recon: 0.069 id: 0.068 time: 18:22:09.708146\n",
      "Epoch 146/150 1000/2595 [D loss: 0.023 acc: 1.000][G loss: 1.822 adv: 1.032 recon: 0.066 id: 0.065 time: 18:25:14.974180\n",
      "Epoch 146/150 2000/2595 [D loss: 0.047 acc: 0.998][G loss: 3.135 adv: 2.149 recon: 0.082 id: 0.081 time: 18:28:19.758202\n",
      "Epoch 146/150 [D loss: 0.042 acc: 0.972][G loss: 2.371 adv: 1.548 recon: 0.069 id: 0.068 time: 18:30:09.739241\n",
      "Epoch 147/150 1000/2595 [D loss: 0.332 acc: 0.672][G loss: 2.136 adv: 1.323 recon: 0.068 id: 0.067 time: 18:33:14.771759\n",
      "Epoch 147/150 2000/2595 [D loss: 0.021 acc: 1.000][G loss: 2.929 adv: 1.949 recon: 0.082 id: 0.081 time: 18:36:18.983751\n",
      "Epoch 147/150 [D loss: 0.043 acc: 0.970][G loss: 2.385 adv: 1.561 recon: 0.069 id: 0.068 time: 18:38:08.788309\n",
      "Epoch 148/150 1000/2595 [D loss: 0.034 acc: 1.000][G loss: 2.292 adv: 1.511 recon: 0.065 id: 0.064 time: 18:41:14.026107\n",
      "Epoch 148/150 2000/2595 [D loss: 0.010 acc: 1.000][G loss: 2.661 adv: 1.682 recon: 0.081 id: 0.082 time: 18:44:21.139943\n",
      "Epoch 148/150 [D loss: 0.041 acc: 0.973][G loss: 2.390 adv: 1.570 recon: 0.068 id: 0.068 time: 18:46:12.242750\n",
      "Epoch 149/150 1000/2595 [D loss: 0.017 acc: 1.000][G loss: 2.587 adv: 1.772 recon: 0.068 id: 0.067 time: 18:49:19.072639\n",
      "Epoch 149/150 2000/2595 [D loss: 0.025 acc: 0.999][G loss: 2.601 adv: 1.602 recon: 0.083 id: 0.083 time: 18:52:25.563950\n",
      "Epoch 149/150 [D loss: 0.041 acc: 0.973][G loss: 2.389 adv: 1.569 recon: 0.068 id: 0.068 time: 18:54:16.562985\n",
      "Epoch 150/150 1000/2595 [D loss: 0.034 acc: 0.991][G loss: 2.080 adv: 1.238 recon: 0.071 id: 0.068 time: 18:57:22.047125\n",
      "Epoch 150/150 2000/2595 [D loss: 0.016 acc: 1.000][G loss: 2.719 adv: 1.761 recon: 0.080 id: 0.081 time: 19:00:27.826595\n",
      "Epoch 150/150 [D loss: 0.042 acc: 0.972][G loss: 2.398 adv: 1.579 recon: 0.068 id: 0.068 time: 19:02:18.047102\n"
     ]
    }
   ],
   "source": [
    "gan.train(\n",
    "    pair_flow,\n",
    "    epochs = MAX_EPOCHS,\n",
    "    batch_size=1,\n",
    "    run_folder = save_path,\n",
    "    print_step_interval = 1000,\n",
    "    save_epoch_interval = 50\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/"
    },
    "executionInfo": {
     "elapsed": 7,
     "status": "ok",
     "timestamp": 1638261356993,
     "user": {
      "displayName": "Yoshihisa Nitta",
      "photoUrl": "https://lh3.googleusercontent.com/a-/AOh14GgJLeg9AmjfexROvC3P0wzJdd5AOGY_VOu-nxnh=s64",
      "userId": "15888006800030996813"
     },
     "user_tz": -540
    },
    "id": "4j8rrDL_xf9-",
    "outputId": "be633ad8-390c-4fc4-bfdb-83d75dba1a05"
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "combined-weights_100.h5  d_A-weights_5.h5     g_AB-weights_3.h5\n",
      "combined-weights_150.h5  d_A-weights.h5       g_AB-weights_50.h5\n",
      "combined-weights_1.h5\t d_B-weights_100.h5   g_AB-weights_5.h5\n",
      "combined-weights_3.h5\t d_B-weights_150.h5   g_AB-weights.h5\n",
      "combined-weights_50.h5\t d_B-weights_1.h5     g_BA-weights_100.h5\n",
      "combined-weights_5.h5\t d_B-weights_3.h5     g_BA-weights_150.h5\n",
      "combined-weights.h5\t d_B-weights_50.h5    g_BA-weights_1.h5\n",
      "d_A-weights_100.h5\t d_B-weights_5.h5     g_BA-weights_3.h5\n",
      "d_A-weights_150.h5\t d_B-weights.h5       g_BA-weights_50.h5\n",
      "d_A-weights_1.h5\t g_AB-weights_100.h5  g_BA-weights_5.h5\n",
      "d_A-weights_3.h5\t g_AB-weights_150.h5  g_BA-weights.h5\n",
      "d_A-weights_50.h5\t g_AB-weights_1.h5\n"
     ]
    }
   ],
   "source": [
    "! ls {save_path}/weights"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "I6IXp8m-zLQp"
   },
   "source": [
    "# Generate Images\n",
    "\n",
    "## 画像を生成する"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {
    "executionInfo": {
     "elapsed": 4,
     "status": "ok",
     "timestamp": 1638261356993,
     "user": {
      "displayName": "Yoshihisa Nitta",
      "photoUrl": "https://lh3.googleusercontent.com/a-/AOh14GgJLeg9AmjfexROvC3P0wzJdd5AOGY_VOu-nxnh=s64",
      "userId": "15888006800030996813"
     },
     "user_tz": -540
    },
    "id": "qUGe88EogYHU"
   },
   "outputs": [],
   "source": [
    "# Display images\n",
    "# 画像を表示する。\n",
    "%matplotlib inline\n",
    "import matplotlib.pyplot as plt\n",
    "import numpy as np\n",
    "\n",
    "def showImages(imgs, rows=-1, cols=-1, w=2, h=2):\n",
    "    N = len(imgs)\n",
    "    if rows < 0: rows = 1\n",
    "    if cols < 0: cols = (N + rows -1) // rows\n",
    "    fig, ax = plt.subplots(rows, cols, figsize=(w*cols, h*rows))\n",
    "    idx = 0\n",
    "    for row in range(rows):\n",
    "        for col in range(cols) :\n",
    "            if rows == 1 and cols == 1:\n",
    "                axis = ax\n",
    "            elif rows == 1:\n",
    "                axis = ax[col]\n",
    "            elif cols == 1:\n",
    "                axis = ax[row]\n",
    "            else:\n",
    "                axis = ax[row][col]\n",
    "\n",
    "            if idx < N:\n",
    "                axis.imshow(imgs[idx])\n",
    "            axis.axis('off')\n",
    "            idx += 1\n",
    "    plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 952
    },
    "executionInfo": {
     "elapsed": 3988,
     "status": "ok",
     "timestamp": 1638261360977,
     "user": {
      "displayName": "Yoshihisa Nitta",
      "photoUrl": "https://lh3.googleusercontent.com/a-/AOh14GgJLeg9AmjfexROvC3P0wzJdd5AOGY_VOu-nxnh=s64",
      "userId": "15888006800030996813"
     },
     "user_tz": -540
    },
    "id": "qXak5QrkzRK_",
    "outputId": "aff04629-5c60-43d8-9919-b1c6405f6e8f"
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "A-->B-->A, ID\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x576 with 20 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "B-->A-->B, ID\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x576 with 20 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Display generated and cycle images.\n",
    "# 生成画像とサイクル画像を表示する。\n",
    "\n",
    "test_pairs = test_pair_flow[:5]\n",
    "\n",
    "test_imgsA = test_pairs[:,0]\n",
    "test_imgsB = test_pairs[:,1]\n",
    "\n",
    "imgsAB = gan.generate_image_from_A(test_imgsA)\n",
    "imgsBA = gan.generate_image_from_B(test_imgsB)\n",
    "\n",
    "print('A-->B-->A, ID')\n",
    "showImages(M1P1_ZeroP1(imgsAB), 4)\n",
    "\n",
    "print('B-->A-->B, ID')\n",
    "showImages(M1P1_ZeroP1(imgsBA), 4)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "VoyFPeYYQUhR"
   },
   "source": [
    "# Check the loss and accuracy of the training process.\n",
    "\n",
    "## 学習過程のlossと精度を確認する"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 795
    },
    "executionInfo": {
     "elapsed": 10,
     "status": "ok",
     "timestamp": 1638261360978,
     "user": {
      "displayName": "Yoshihisa Nitta",
      "photoUrl": "https://lh3.googleusercontent.com/a-/AOh14GgJLeg9AmjfexROvC3P0wzJdd5AOGY_VOu-nxnh=s64",
      "userId": "15888006800030996813"
     },
     "user_tz": -540
    },
    "id": "HLjrNcydFlR7",
    "outputId": "0a5c977a-7e91-4186-8554-44761b428523"
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "loss AB\n"
     ]
    },
    {
     "data": {
      "image/png": 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Ur9tKlcxWrnT/MSdP5jGXLUsc0E6eZPAMDnb/cZNx/uxZK1emjO2aO9dq3HTT5esPHDhgt9aoYbZunVlEhH344Yc2aNCgRPePjY21AQMGWI0aNezuu++2+++//3IQvuOOO2zt2rUWHR1tffr0sVtvvdVq165tY8aMMTOzPXv22N13321169a1Bg0a2N69e2358uXWsmVL69Chg1WvXt3MzAoWLGhmZsuXL7dWrVpZx44drWrVqvbKK6/Y999/b40bN7batWvb3r17k3yMaQnC18eUPxHJOUJCWFNSMs4M+O03YMQIztivUIETYSpVAlq35ox3dwoJAdq14xjgFStYo3T4cNZXnTSJ4xpnzAA6d3Z9n126cMJTUBDbn5l+/51tK1QI+Osvjum9/35WZ+jVi5O5oqI4FveFF4CXX+as+ZMnWRVhzRrWjX388fSP/82osmVZzmvwYFbe6NAh5e1nzeJ43latuBJavnys1OHnx+oWzz3HSX7e3invx3FYEq1uXbc9lGzx8cdc0S9u3HrevDwvr77Kc1q8uPuP2asXFwN56SWOP77k+UGGjX/nB1ATKFjALYeqX59z81KyYPFitG3XDjVuugkl8+fH+gUL0Oj++4HoaOw7eBD1e/XC+YgIXLx4Ef/++2+i+8+bNw+7du3C9u3bcfz4cdSqVQuPP/54gm02btyIw4cPY+vWrQCA4OBgAMCjjz6KV199FZ07d0Z4eDhiY2MRGBiIDRs2YOvWraiaRGWPTZs2YceOHShRogSqVauGJ598EmvWrMG4cePw6aefYmxqDzgV6SysJyKSDh9/zFnLK1Zkd0tyNjPg1185iadNG85sf+wxoE4dVmtYuJBvvkuWuO+YkZEMrVu2sM5to0YsofTppwwWvXuznqufX9r226ULf86d6762Xm3NGk44u+ceTgD65x+G4Dj33cdSZ+3bc7Lb/v0s9Ra37HHp0vwA8PbbQP/+2ReC4zz7LCtSDBoUv2pXUkaO5PMxdCgnbRUrxg9IDRtyAtfChayIkFoIvp54efH1O24c/x86dw5YuZLnKjNCMMDz+8UXnBB3/DhXWwP4NxUbe+n1lHXVGPz9/eH3yCNArVrw69oV/rNn82/44EH4lC+PjevWYd++fRg7diz69euX6P5//vknevTogdy5c6NcuXK46+rKHgCqVauG/fv349lnn8WSJUtQpEgRnD9/HocPH0bnSx+Uvb29UaAAPwA0adIkyRAMAI0bN0bZsmWRL18++Pj4oE2bNgCAOnXqICAgIMPnQz3CIpllxgy+SfXowZqanu70afZcRkYylKxbx55Lcd3581zZavJkVlqoUIF1VB9/PGFprogIdg317883uLTUcE2KGct4/fYby1G1bZvw9ptv5opp6XHzzaxQMGcOeyfdackSlttasYLlqF55hT1/SdWCLVuWFQJyAi8v1h2+6y7go4+4etmVzHjdyJH8QPTRR8Dq1TwPf/7JDwQTJ3KRBk9UooT7X2up6dSJH/YiI9kjX6MGxj4fwFq9depkWbfkmTNn8Pvvv2PLli1wHAcxMTFwAHw0bBi/lcmd+/L7VceOHdG3b990Had48eLYtGkTfvnlF0yaNAn/+9//MG7cuGS3L5jMQh8AkO+K/9ty5cp1+fdcuXIhOu5DRQaoR1gkM5w+zR66J59kqZrBg/n1pCd7/30Gudmz+Z//Qw+l3Jt1LQoO5lfqy5fHLy2aFbZv52upbFnW5I2IYJDZu5df8V5dnzZfPpb1OniQX8lm1OzZXE727bf5una3rl15Xo8fd98+v/2Wwx727+eKbYGBXGXM1QURrnV33skSa6NGcWnhCxd4vRkD/8iRXM1v2jSWwHrwQeCTT/gBasECzw3B2alDB37LEB7O8mTnz/O5Se+qd+kwe/Zs9OrVCwcPHkRAQAACAwNRtVo1/HX0KBcB8fK6vO3KlSvh4+OTaB+tWrXCrFmzEBMTg6NHj2L58uWJtjl16hRiY2PRpUsXjBw5Ehs2bEDhwoVRoUIFzJ8/HwAQcWn4RXZTEBbJDP7+HGs4ZQq/dh0/nrU/hwzJ7pZlj8BAfoXeqxe/Cv/+e74hP/NM1gbK9Ni8mW9glSrxq9NWrdgT98knru/DDDh0iAsEvPUWF5r46y/X7rtnD9CiBV9TDz/Mnr3Nm9nbm9ICDS1asBbquHFAEuP8XBYWxrGNdetyxa7M0KULz9GlN8gM27qV56d1a35YeOEF1oS93oweza/V77yTj8/Hh/VyP/qIz/3kyezhk2tH/vx8L4iKYgAuVSpLD+/v7395aEKcLl26wN/fHyhQAPv270f9+vVRr149vP7665gyZUqifXTu3BnVq1dHrVq10Lt3bzRr1izRNocPH0br1q1Rv3599OzZE6NGjQIAfPfddxg/fjzq1q2L5s2b49ixY5nzQNNAC2qIZIbGjTkO7L//+PvRoxynN20aV1t68MHsbV9We/JJ9iju3s0JVgB7F4cPZ0AeODDr22TGSV8HDzLkxo0HvVJkJIcYnDjBDzRxk4WmTOHzuHAhx5UmJzgYmDCBX2PH/YefKxeHKsTEcPWtpk2Tv//588Btt7GndO3atC8RGxLCsaTFi/ODR3rGtr77LgPw778zcGUGMw6RuPFG9m5mpIfs/Hn+/Z07x7+/G290WzOvSUeP8sPRtm38ALBzJ7+GHz48x6wC5kkuL/QQFsb/AzI6bEmSpAU1RLLTli0slfPJJwmvj4jgQgOlSpkdO5Y9bcsO27ezFNXzzye8PibGrEMHnqvq1c169DD7+OO0FehPq6gos1dfZV3P/Pnjy2IVK8ayWVcbOZK3L16c8PrQULNGjcwKFWJJqaudOMHaq0WK8P733282YYLZ6tWsV3vkCGu3Fi/O10tSYmLMHnyQZZ2WLUv/Y164kG0YNizxQgKxsSwnNno0S6BdvbBFUBBLiD30UPqP76oxY9jOBx90bWGBixfNli9n7eI4sbFmfn58vS1fnlktFUm3JBfUELdTHWGRjDp/3uyllxhc0mrIELM8eViM/mrbtpnly2fWvn321CB1p337eI7atjXr2JELD/Tsycf/00/xYeahh1j39MSJxPsICTF7/32zzp1Z2zUumH7+uWttWLPG7I47zO6+m8Fz/nyu0pSUc+fY1rhg+uKLZmPHcpWr4sXN6tRJGMD27uXCAd26Jb2/oCAuKlGpEj/YREaa/fgjg5i3N2vOdu3KBRGSsn+/WdmyvCS1strw4Wzr2LGunYuUPPww9+XlZVajBmvQ+vnx2HHn3MuLK4VdGbp79eLiDVmx8ltsrNm4cQyxDRvy/Cbn4EFuA/ADTY8eXHBi3Dhe9957md9ekXRQEM4aCsIiqTlzxux//0t+Wc/PPosPCD16mAUEuLbfqCguu9qpU/LbjB3L/U6enPZ2p0VkJJcxvXrFrIyIiTFbsoRB3nHYW9mwoVm9ema33MJeznz5+Pjy5jVr2ZL/Hj7ctf0fPWp2333cx+bNyW8XFmb2yisMTWXLsqc9d+7456xRI64iFffYAwK4YELu3GZffJF4fz//zMfzyCMMZLGxZm3asEc3pWVW169nj+lNN3GBCYA//+//uPpaarZuZfisVo3P1fz5DHRxr7/evd3zgenCBbNp07h4RNeuZvXrm1WsyDA8dSoXR9izx6xmTZ6jzz5jzzzAHvSstGgRe9rLleNCA1f74w+z0qX53Hz+OXuyS5SIf+7btcv85XpF0klBOGsoCIukpnNnvvwXLUp8W2wsg129emZvvsnePW9v9jhGRKS838WLud+UVtaKiWEPZsGC7lsmNSmvvMK2PPOMe/YXHR3fo1qmDM9NUr12Fy+aLV3K3uK4gHz+vOvHOXbM7IYbuNpVUiH+77+5T8DsiSfMzp7l9RcucFWoDz/kfeOGPPzf/7G9RYua/fpr8sd95x3eZ9w4M39//vvTT1Nv77x53L+fH19PkZGuP1Yzs3//ZfCLC3JxF19fnsusdO4cl02OO3c33phw6EFW2bSJPe0Aw/mzz/JDwrhx/Lbl5psTftCIiOAqYS+9ZHb6dNa3V8RFCsJZQ0FYJCVz5/KlnysXA+nV1q61BF/PHzrEr/yTGvd7te7d2SOYWmAODGTQaNyYvZvutmQJ21u2LHs6V63K+D7fe4/7HDWKy7NmpqVLeaynn46/7tw5swED+HgqVUp5SdjYWLMVK/h85MnDHtfU3oBiYjjEI08e9jD6+jL8Z4XTp9kDvmEDg/GqVZnzunBFdDR7gQGz777LnjaYcSjNhx/yG4Irx3O3b5+ly9GKuJOCcNZQEBZJTnAww2G9evE9gFd/Bf/003zjvfrNtmFDs9tuS37fZ85wOMBzz7nWlrhA3qePe8cLHznCr45r12aYqFjR7NZbUw/nKfnnH35l3r171o1tfvllnp/Zs3muypVjCH72WYZiV5086XqPdHAwJ+7lysVhD57szJnsbkG88HAOiZgzR8MeJEdTEM4aaQnCqiMsnuXVV1mKasoU1tnMnz/hwuwXLnBFuO7dExfe796dS7MePJj0vmfOZLmtPn1ca0vnzqwp+803rPXqDjExQM+eQGgoMGsWl4adMIGllUaPTt8+Q0KARx7hwiBffJF1JZneeYdlsPz8uPhG6dI8/+PHA0WKuL6fUqVcL1FUtCjLd/3xB5eh9WSZtdxseuTLB9xxB18HWbj4gMj1av78+XAcBzt37rx8XUBAAPLnz3+5jnDz5s2xa9euTDn+H3/8gfYplZ7MQvofRTzHX38BkyYBzz8P+Ppymc0+fYDp01knFuASq+fPs+7t1bp1i98mKV9/zaUyGzRwvU3DhjEQDx4M/Pprmh4OAIbUixe5Xj0AvPce671+9hnrxwJcDKJrVy5vvGdP2o8xcCAQEMDzVKxY2u+fXnnzchGJBg24QMC6dUCTJpl/3HLlgNtvz/zjiIhkE39/f7Rs2ZILaVzBx8cHGzduxKZNm9CnTx+899572dTCrKMgLJ4hIgLo1w+oUoWBMM6gQbxt0iT+PmUKC/u3aJF4H9WqMUD/73+Jb1u5ElizhgE6LT2muXJxKdhatbhq2N69qd8nNhZYtIiLGxQtChQsyNWj8uVjsH70UeDq9eHHjePt/funbSW36dO5EMabbwItW7p+P3fx8eF5HTIEyJMn648vInKdCQ0NxcqVKzF16lTMnDkz2e1CQkJQPJlvhj744APUqVMH9erVw6uvvop9+/ah4RXfou3Zs+fy72vXrkXz5s1Rr149NGnSBOfPn0+wrwsXLuDxxx9HkyZN0KBBAyxYsMANj9J1emcR9zNjuPT2Tvr20FBgzBguf9qqVda06f33ueLSkiUMjnFuuQW4/37g88+Bjh2BVavY+5hcmO3eHXj5ZeDAgYSrfL37Lr+6f+KJtLetUCFgwQIOA7jzTg6X6N078SpgoaHsIR0zho+lYkVuW6AAVykKC+Nje/75xO0vV47n4P/+j7d/+GHKy/MCwP79XAK5RYvMW1pXRMRDPb/keWw8ttGt+6x/Y32MbTs2xW0WLFiAtm3bokaNGihZsiTWr1+PRo0aAQD27duH+vXr4/z587h48SL+TWJ59p9//hkLFizAv//+iwIFCuDMmTMoUaIEihYtio0bN6J+/fqYNm0a+vbti8jISDz88MOYNWsWGjdujJCQEOTPnz/B/t59913cdddd+OqrrxAcHIwmTZrgnnvuQcEr36szkXqEJePOn2eP45NPMjSVKMGxt08/zWVOr7RjB7/efustjvl7+OHkx9y6y/79wKhRPNZ99yW+/YUXOG64Wzf2Ovbunfy+khoesX49A/YLLyQM2WlRrRr3Ua4c8NRTQI0awOTJwOHDwNSpXMa3VCn2ahcowJ7affu4TPHLL/N8vv8+e24LF076GE8/zWEO48fzOdi2Lfn2REVxXHCuXDyWemNFRK4L/v7+8PPzAwD4+fklGB4RNzRi3759GDt2LPr165fo/r/99hv69u2LAgUKAABKlCgBAHjyyScxbdo0xMTEYNasWXjkkUewa9culC1bFo0bNwYAFClSBHmuej9ZunQp3n//fdSvXx+tW7dGeHg4Dh06lCmPPUlJzaDLiouqRlwnjh2LX+GpTBmu8tW/v9lTT34TmAIAACAASURBVHHmfblyrP9pZjZjBmvnlinDeqvDh7M6g7c3l3/NSM3Uc+eSv3/79qzTmtxKVbGxrKoAmHXpkvqxmjThgg1xHnqIpdDSUskgObGxXJWtadP4clGAWZUqXKJ45cqMV2348UdWlfD25sIJSe3vjTd43FmzMnYsERG5LLurRpw+fdry589vlSpVssqVK1uFChWsYsWKFhsbawcOHLBbb7318rYXL160/PnzJ9rHiy++aJOTWBAqLCzMqlevbvPnz7dul1bk3Lx5szVv3jzRtsuXL7cHHnjAzMwaNmxoO3fudNdDNDOVT5Ossns367MWKMCFJK62Zo1Z3bp8mTVowJ8tWyYMpAcPciECgDVcXQ15x49zRawnn2SIdRyzUqUSl7xauJD7Hj065f1NncrtUqpNG2f0aG67dy9XBgO4uIQ7xcayFvAHH5ht3Oj+kmXHjnGZYYAfXrZsib/tjz94Pvv2de8xRUQ8XHYH4S+++ML69euX4LpWrVrZihUrEgXhpUuXWu3atRPt4+eff7ZmzZrZhUsLHp2+YhGbgQMHWtmyZe2nn34yM7OIiAirWrWqrVmzxszMQkJCLCoqKkEQfu2112zAgAEWe+l9bkNyy9KngYKwZL41axg8S5XiAgDJiYw0e/dd9gQPHpz8qluffMKX45gxqR/70CGzChXs8upXbduavfUWF1koUoS9pmbsIa5ShauMpbbaV2xs0su5JiUgwC4vLPHoo3xsp065dt9rSWwsl3kuUYI1gp9/3mz/fp7b6tXTthqciIikKruDcOvWre3nn39OcN24ceOsf//+duDAAfP29rZ69epZ3bp1zdfX1/75558k9zNq1CirWbOm1atXz1577bXL169evdrKly9v0VcsRrRmzRpr2rSp1a1b15o2bWrnz59PEIQvXrxo/fr1s9q1a1utWrUuX58RaQnCjqVlBrkb+fr62rp167Ll2JIBUVHAl18CL70E3HAD8MsvQPXqqd8vNjbl+p9mrBG6aBErMDRtmvR2p0+zesGRI9y2RYv4/QYGAvfcAwQFAfPncz8jRgDLl3Ninjs1awYcPcpjvvgiJ9jlVKdPczJcXI3g3LmB1auBS5MnRETEPXbs2IGaNWtmdzMyzejRo3Hu3Dm888472dqOpM6z4zjrzcz36m01WU5cExvLBRpq1gQGDOBkq7//di0EA6kXwXcc4KuvgAoVOKntzJnE24SGAg88wIoNCxey1uuV+61YEfjzT+Cmmzi57P33OeHL3SEYYPWIgwcBLy/WAM7JSpYEJk4E1q4F7r2XNYgVgkVEJA06d+6Mb7/9FoMGDcrupqSJgrCkbssWBl8/P1YsWLyYizbceKN7j1O8OMP2kSOsg3vltxWRkVwUYu1abnPHHUnv44YbuCpYgwZsa2b11HbtyhD+1FPuPw/ZpVEjVq5IYpawiIhISubNm4fNmzejVKlS2d2UNFFNJEnZgQPsJXQcLgX86KP86jyzNGnC8Pr880C9eizDBgDBwcDu3Swl1qlTyvsoXpyryJ07x5JjmaFiRYby6/grLhERkeudgnBOExsLfPIJF19IajGKs2c5hrdSJX59n9qQhJScOsW6u5GRXGgiq0Lfc89x3OratfHXlSjBermPP+7aPry8Mi8Ex7liFR0RERHJeRSEc5pVq7jcLMBxsKNGAbVrcyW3CROAkSMZhgHggw94ievRBYDwcOC//7gqWkpf6V+4wP0HBgK//Za1PZ+Ok3AZZBEREZFMoDHCOc3cuVwad8QIfv1frx7QoweXCh48mEMLNmzgamDBwezRvfdernp2221AkSJA8+YMz7t2JX2M6GiOB167lkv6tmiRtY9RREREJAt4VhA+dAjw9QV+/DG7W5I+ZgzCbdpwKd19+ziWdu5cjov99VdOdmrQgNUSdu7k0sebNgGTJgF58zIQf/cdh0y0bcsSYFcKDWUIXrSI1QMefDB7HquIiIhkivnz58NxHOzcufPydQEBAcifPz/q16+PevXqoXnz5tiVRIfZkSNH0LVr1yT327p1a+S00rieFYSLFwfWrwe2bcvulqTP+vUM81268PeSJYGPP2Z4Xb+eNXSvlC8fx9sePQqEhLC02AcfAD17Aj/9BJw8CbRrx9sAYM8e9hrPm8f9PvNM1j4+ERERyXT+/v5o2bIl/P39E1zv4+ODjRs3YtOmTejTpw/ee++9RPctV64cZs+enVVNzXSeFYQLFwbKlGFPak40Zw6QJw/QoUPC67284scAJyVPHm5zJV9f4IcfWBqtSxcuQNG4MXDsGBfJePFF97dfREREslVoaChWrlyJqVOnYubMmcluFxISguLFiye6PiAgALVr1wYAhIWFwc/PDzVr1kTnzp0RFhaWae3OLJ43Wc7HJ2cGYTMG4TvvZAUFd7j/fmDKFNbs/e03DqmYOxeoUsU9+xcREZGkrX8eOLvRvfssXh9oNDbFTRYsWIC2bduiRo0aKFmyJNavX49GlxZR2rdvH+rXr4/z58/j4sWL+Pfff1Pc18SJE1GgQAHs2LEDmzdvRsMcWE3Js3qEAa46tndvdrci7bZt49CFhx5y734fewz4/HOONV61SiFYRETkOubv7w8/Pz8AgJ+fX4LhEXFDI/bt24exY8eiXyoLLP3555/o2bMnAKBu3bqoW7du5jU8k3hmj/D337PcWL582d2axDZu5Njc8eM5VCHO3Lkc/pAZk9c0FlhERCRrpdJzmxnOnDmD33//HVu2bIHjOIiJiYHjOPgoiVVYO3bsiL59+2Z5G7Oa5/UI+/hwmMGBA9ndksSiojhM4Z9/GHiPHIm/bc4cljG7XpbzFRERkSw1e/Zs9OrVCwcPHkRAQAACAwNRtWpV/PXXX4m2XblyJXx8fFLcX6tWrTBjxgwAwNatW7F58+ZMaXdm8swgDFyb44THjGGP8DvvcHngzp25AMbevcDmzfHVIkRERETSyN/fH507d05wXZcuXS4Pj4gbI1yvXj28/vrrmDJlSor7e+aZZxAaGoqaNWti2LBhl8ca5ySeOTQCuPaC8J49wNtvcwzwG28At97Kf/frx8UvAAZjERERkXRYvnx5ouuee+65y/92pepDlSpVsHXrVgBA/vz5U6w8kRN4XhAuXRooVOjaCsKxscBTT3HM8mef8brOnYHhw4G33gIKFmS5s8qVs7edIiIiIteRVIdGOI5T0XGc5Y7jbHccZ5vjOIOS2MZxHGe84zh7HcfZ7DjOtVs/w3GuvcoRU6cCK1YAo0cDZcvGX//GG0DXrsCFC+6vFiEiIiLi4VzpEY4GMNjMNjiOUxjAesdxfjWz7Vdscz+A6pcuTQFMvPTz2uTjA1zq1ne7MWNYlaJ+faBRI15uuIHH27SJY4APHQKKFAGKFeNqdz/8wPrATzyRcF+5cgFffw00a5b4NhERERHJkFSDsJkdBXD00r/PO46zA0B5AFcG4U4AvjUzA/CP4zjFHMcpe+m+1x4fH+DHH4GYGCB3bvftd/Vq4KWX2OO8aBEwbVrSx65Wjb28R48CZ88yKH/xRdKrwxUsqFXeRERErhNmBiel1WAlQxhFXZemMcKO41QB0ADA1UuNlAcQeMXvQZeuSxCEHcfpB6AfAFSqVClNDXUrHx8gMhI4fBhwVzvOnwd69uT+1q7lcs6BgcD69cCJE0CdOrwULuye44mIiEiO4u3tjdOnT6NkyZIKw5nAzHD69Gl4e3u7fB+Xg7DjOIUAzAHwvJmFpKN9MLPJACYDgK+vb9oiuztdWTnCXUF40CAgIIBjfYsU4XWVKrlv/yIiIpKjVahQAUFBQTh58mR2N+W65e3tjQoVKri8vUtB2HEcLzAETzezuUlschhAxSt+r3DpumvTlUH4zjszvr85czgMYuhQoGXLjO9PRERErjteXl6oWrVqdjdDruBK1QgHwFQAO8xsTDKbLQTQ+1L1iNsAnLtmxwcDQMWKgJeXeypHHDnCWr++vix1JiIiIiI5gis9wi0A9AKwxXGcjZeuex1AJQAws0kAfgLQDsBeABcBXNuLU+fODVStmv5awqGhwNKlwIIFnBQXHg5Mn85wLSIiIiI5gitVI1YCSHFE96VqEQPc1ags4eOTviD80kvA+PGcbFe8OPDAA0D//kCNGu5vo4iIiIhkGs9bWS6Ojw+wahVglnTZsqTMnMlFL/z8gKef5njgPJ57CkVERERyMs9NcT4+QEgIcPo0UKpU6tsfOsSe3+bNge++UwAWERERyeFSnSx33bqyckRqYmKA3r35UyFYRERE5LqgIOxK5YjRo1kf+NNPuSqciIiIiOR4nhuEq1Xj2ODUeoQ3bADefBPo2hXo0ydr2iYiIiIimc5zg7C3N1C+fMpB+PhxoHt3oEwZ4IsvXJ9UJyIiIiLXPM8e7JpSCbXgYOC++4CjR4HffgNKlMjatomIiIhIpvLcHmEg+SB88SLQvj2wfTswdy7QrFnWt01EREREMpWC8LFjwIUL8ddFRgJdugCrVwMzZrBXWERERESuOwrCAHuFzYC1a4EHHwSWLAG+/JIT5ERERETkuqQxwgDLo23aBGzeDOTPzzJpjz+evW0TERERkUzl2T3CN93EShDffQd4eQETJ3Jy3MCB2d0yEREREclknt0jXKwY8NNPwA03AA0aZHdrRERERCQLeXYQBoC2bbO7BSIiIiKSDTx7aISIiIiIeCwFYRERERHxSArCIiIiIuKRFIRFRERExCMpCIuIiIiIR1IQFhERERGPpCAsIiIiIh5JQVhEREREPJKCsIiIiIh4JAVhEREREfFICsIiIiIi4pEUhEVERETEIykIi4iIiIhHUhAWEREREY+kICwiIiIiHklBWEREREQ8koKwiIiIiHgkBWERERER8UgKwiIiIiLikRSERURERMQjKQiLiIiIiEdSEBYRERERj6QgLCIiIiIeSUFYRERERDySgrCIiIiIeCQFYRERERHxSArCIiIiIuKRFIRFRERExCMpCIuIiIiIR1IQFhERERGPpCAsIiIiIh5JQVhEREREPJKCsIiIiIh4JAVhEREREfFICsIiIiIi4pEUhEVERETEIykIi4iIiIhHUhAWEREREY+UahB2HOcrx3FOOI6zNZnbWzuOc85xnI2XLsPc30wREREREffK48I2XwP4DMC3KWzzl5m1d0uLRERERESyQKo9wmb2J4AzWdAWEREREZEs464xws0cx9nkOM7PjuPc6qZ9ioiIiIhkGleGRqRmA4DKZhbqOE47APMBVE9qQ8dx+gHoBwCVKlVyw6FFRERERNInwz3CZhZiZqGX/v0TAC/HcUols+1kM/M1M9/SpUtn9NAiIiIiIumW4SDsOM6NjuM4l/7d5NI+T2d0vyIiIiIimSnVoRGO4/gDaA2glOM4QQDeAuAFAGY2CUBXAM84jhMNIAyAn5lZprVYRERERMQNUg3CZtYjlds/A8uriYiIiIjkGFpZTkREREQ8koKwiIiIiHgkBWERERER8UgKwiIiIiLikRSERURERMQjKQiLiIiIiEdSEBYRERERj6QgLCIiIiIeSUFYRERERDySgrCIiIiIeCQFYRERERHxSArCIiIiIuKRFIRFRERExCMpCIuIiIiIR1IQFhERERGPpCAsIiIiIh5JQVhEREREPJKCsIiIiIh4JAVhEREREfFICsIiIiIi4pEUhEVERETEIykIi4iIiIhHUhAWEREREY+kICwiIiIiHklBWEREREQ8koKwiIiIiHgkBWERERER8UgKwiIiIiLikRSERURERMQjKQiLiIiIiEdSEBYRERERj6QgLCIiIiIeSUFYRERERDySgrCIiIiIeCQFYRERERHxSArCIiIiIuKRFIRFRERExCMpCIuIiIiIR1IQFhERERGPpCAsIiIiIh5JQVhEREREPJKCsIiIiIh4JAVhEREREfFICsIiIiIi4pEUhEVERETEIykIi4iIiIhHUhAWEREREY+kICwiIiIiHklBWEREREQ8koKwiIiIiHgkBWERERER8UgKwiIiIiLikRSERURERMQjpRqEHcf5ynGcE47jbE3mdsdxnPGO4+x1HGez4zgN3d9MERERERH3cqVH+GsAbVO4/X4A1S9d+gGYmPFmiYiIiIhkrlSDsJn9CeBMCpt0AvCt0T8AijmOU9ZdDRQRERERyQzuGCNcHkDgFb8HXbouEcdx+jmOs85xnHUnT550w6FFRERERNInSyfLmdlkM/M1M9/SpUtn5aFFRERERBJwRxA+DKDiFb9XuHSdiIiIiMg1yx1BeCGA3peqR9wG4JyZHXXDfkVEREREMk2e1DZwHMcfQGsApRzHCQLwFgAvADCzSQB+AtAOwF4AFwH0zazGioiIiIi4S6pB2Mx6pHK7ARjgthaJiIiIiGQBrSwnIiIiIh5JQVhEREREPJKCsIiIiIh4JAVhEREREfFICsIiIiIi4pEUhEVERETEIykIi4iIiIhHUhAWEREREY+kICwiIiIiHklBWEREREQ8koKwiIiIiHgkBWERERER8UgKwiIiIiLikRSERURERNLpzBmgTRtgzJjsbomkR57sboCIiIhITnTuHHDffcC6dcBvvwH16wN33ZXdrZK0UI+wiIhIFjMDNmwApkwBQkKyuzWSHqGhQLt2wMaNwMyZwM03A48+Chw/nt0tk7RQEBYRkSwVEQH89x9w6FB2tyTrHT0KjB4N1K0LNGoEPPUUUKcOexNzot9/B555Bli1KvvasHs3MGMGsGwZsH07hyqYZWyfERFAdHTyt4eFAR07Av/8A/j7Aw8/DPzvf0BwMNCzJxAbm7Hj5wTBwcDBg2k71xl9XjKDhkaIiEimMgPmz+dl40aGlehooFo1YM8eIJcHdMns2QO88w4DW0wM0LQp8PnnQPXqwMCBwL33Av36AR99BBQp4p5j7twJLFjAnsoHH3TPPuMcOAAMGQLMncvnb9IkoFs34P33+by6IiICmDMH+PproEwZwM+PY23z5nXt/qdPA2+/DUycyHN6pcqVgVmzeJ6vFhMDrFkDnDrFMBcczH3t3w/s28dLXK9urlxAvnyAtzdQtChQrBhQvDjvu3Ur8O23QNeu3LZOHeDTT/nh5v33gddfd+1x5BRRUQz+v/7Ky5o1DPzFinFISP36QM2afC5LlwZKleL9Nm7kB98NG/hzzx7e51rhWDbFc19fX1u3bl22HFtERLLGyZPsMZwzh2+QjRrxDTMsDBg7FvjrL6Bly6xrz4EDwM8/A0uWACtWAI0bA8OGAa1aZc7x9u5lAP7+ewaq/v0ZeG+5JX6bsDC2YcwYoEIFnpcHHwQcJ+3H27mTAfCHH4Bt2+Kv79+f+82Xz/V9XbwIvPYa91WlCtt8880Mjp98AuTODQwdCjz9NAPghx8yZD73HPDqq0DJkknvNzAQ+OIL4MsvgRMnGJzPnuWlWDHgoYcYiOvW5QeFPFd12V28yPuPGMFhJU8/zcvZs8CxY8CRI8BnnwGHDzOg9+0bf9/167nt+vUJ9+k4PPc+PmxPlSq8LjycgT0sjMc6e5aPPzQUeOEFoHfvhPsx4/CIWbOAP/4Abr/d9fPtquhoYPJkYPFiPpYOHdL3WnFVcDDP9/jxPLe5cgFNmvDDW9mywKZNDLubN/M8JcXLix8UGjbk81a2bOa1NzmO46w3M99EN5hZtlwaNWpkIiJy/Zozx6x0abO8ec1GjTKLioq/7fx5swIFzPr3z5q2LFtmVqeOGaOKWdWqZn36mN1wA39v3drs99/Njh41W73abMYMs/feM/v6a7MzZ1Lff2ysWVCQ2ZIlZqNHmz32mJmvr1nu3Gbe3mYvvmh27FjK+/j7b7Nbb2V77rzTbNOm+Nv272d7WrQw69nTbOZMs7NneduFC2bTppk1b877Oo5Zq1Zmn35qdvCg2Suv8PrGjc0CAlw7X2vXmt1yC+/XqRPPz403xp+/Rx4xCwxMeJ+gIJ5TwKxQIR73+PH48/P772YPPcRz4jhmHTqY/fKLWUyMWUSE2eLFZr16mRUuHH+cfPnMGjQwu/12s+rVzYoUib+tbVuzrVuTbv+pU2Z3383tBg7k788+a5YrFx/H1Klma9aY7dljdvKkWWSka+fFFefOmd10k1nlymYhIe7bb2ys2Y8/xj8vxYvz5/33m+3eHb/N+vV8rD4+ZgsXpv94Bw+aDRpkVrAgj3PPPWY//JD830NUFO+zfj2f1++/5+tywwY+v9kNwDpLIo8qCIuIiFtdvGjWuzffYRo2NNuyJentevQwK1Eic98kz541e/JJtsXHx2zsWLNduxgYzBgix441K1s2PmBdfcmTh6FryhSzVasYLqZONfvgAwb5li3NihVLeJ8bb2RwGDqU4dpVUVFmEyaYlSzJ0PbII2a33Ra/34YNeRvAQNmsWXw4rFHD7KOPzI4cSbzfefO4XYkSZrNmmUVHJ3/8d97hYy5f3uzXXxPeHhycOABfbcsWMz8/ht38+c2eeMKsVi22sUQJs5dfZrBPTkSE2caNZt9+azZkiFmbNmZ33GHWvTsD3rvvmv32W8ptiHssgwfzuF5ebM/AgXwMme3vv/n8Pf20e/YXGBgf7GvUMJs/n+F9zBh+cMibl6/zuA97+fLx+StUyGzbtrQdKzaWr++CBfk66NXL7L//3PM4spOCsIiIZLrDh9nz6Dhmw4al3NO2eDHfhRYscH87IiPZe1W2LAPJyy8zoCfn4kW++X/6qdmiRQwPoaHsNXz5ZfYgJxWSixVjEO7f3+yzz8z++IM9jBl15gx74/LkMatXz+z9980OHOBt0dEM5K+9ZtakCXuIV6yID/fJ2b3brG5dtrtiRbORIxnSo6PZW9u/v1mZMry9Rw/XesJTsnMnPxDlzm3WqBF7B1N6DjLL9Olm7duzlzsrvfQSz+Uvv2RsP9HRfI0VKmQ2fnziv6kjRxhWAb4ePv+cz11gIL/xuOkm15/L06fNunThvu66y/VvEHKC5IKwxgiLiIhbrFsHdOrE2qrTp/PfKYmKAsqVY93VWbPSd0wz4MIFjt88dozjfpct48/QUKBePWDqVI5NzggzjoM8dix+IlDp0kCBApk7PjMmhmNx3SUqCvjxR07UW7aM42+LFePkrwIFgAceAPr04U93iYzkGNHMPE/XovBwjok9f54T64oWTd9+PvoIePll4JtvEo9JvlJEROIx4KtWAXfeyb+xxYvjX0s7dgDTpnFMb8mSvHh5ASNHctz2u+8CgwdfXxNZkxsjrCAsInIdOXGCJa127OCbWO7cvBQvDrRty0lAVzNjeE3PTO6LFzkhbOVKVhEoUwZYuJATnVwxcCCD6vHjrldLMONkqBEjWCrr6lJV1asDd98N3HMPS1x5eaXtMXmK3bs5CerECX5oadeOYVjcZ+1aoFkzfriYOjXt99+yBfD15QeTOXPS92Hiyy85QXPwYE4K/fRTluvz8gIKFuRkuDg1arCySUY/OF6LFIRF5JoXV06pQwegcOHsbk3OEBoK/Pkn39iWLePM7ZTUr8+KBLfdxtneK1cCf//N8lF9+7L3KbnZ/qdPs3zSP/8A//7LsB0UFH97ixYsp1WmjOvt/+cfBoVp04DHHkt9+9BQvqn7+zPoNmvG10qRIgz7zZoBFSu6fnyRzDZ0KPDee+yJb98+6W3WrWOvcdeuQKFCvC4yktUZjh7lbaVLp78NAwbwWwCA1TGeeYZl3kqXZhWK4GB+qKxSxfXydTmNgrCIXPMGDgQmTGAJoxkz+CYgiW3fzuL9y5YxSEZH8yvRli3je0IbNmTvUUwML4GBrCk7fz6Db9x//TffzACbPz9LTZUowTJbPXrw9rVr+eFk4UKW5gLYw1ynDi81avBSvTp7gdP6Nb4Z71ulSuqLSuzaxdJaO3fyK9xXXrm+vrqV61NEBP8v27GD32K89FL830lMDPDBByyfFxPDv79nn+VlzBgG6AUL+M1GRkRFcbhD7dr8IHx1STpPoPJpInJNmzePEzS6djWrVIkTbEaOTH52e1rFxnLSyl13cab9l1+yhFdOcugQy3I5DieANW7MCVO//Za2SUjHjrEawIkTCa/fuJH7BFiKq0KF+KoJ997LCVt//MFJZO705pt8TIcPJ7/NkiWcHV+qVOJKBiLXulOn+H8bwBJ4+/ZxkltcJQg/P5b469iRvxcowL/xxx/P7pZfP6CqESJyrTp0iDUxGzY0Cw9nySs/P/4P1aqV2dKlqdf5DAvjrH0fH5YX6t/f7H//Yx3ThQs5mxpgSaG4Uk6FCpn165d8LdJrxdmzrMnq7c0ySYMHJw6x7hIdbTZunFmVKnxT/uabjFcPSM3OnXw+Ro9O+vZ581j+qn59vlZEcqLYWLPvvjMrWpSlyUqXZnm5qVMTVvzYupVVIFq2ZE1icY/kgrCGRoiIy7Zs4WpJcasthYdz9nybNlxaMz0TOaKjOaM5bgnO6tV5vRnw3Xf8ijAkhF8ZduwIdO4M3HQTx4UWKsSvxqdO5djWY8eA5s05VjSuakCcqlW5Slbv3hwDt3o1J5HMmsV9rFiRNRNEzp3jqla33MKKCan5/XegZ08+tkcf5SplSU14y+kaN+YqdFOmcHhH3Gtp1iw+bl9frgZ3LS3NKpIegYEcn3vyJP+Pq1Uru1vkGTRGWEQyZNMmjkG9MlzmyhU/Y79SJVYl6NwZuO8+10Px228Dw4fzDaFnz8S3h4UBS5fGj1M9dy7p/dx1F/Dmm8Add/DYUVEMnCtWcHJI9+5JVw84coThOSyM4bhataT3b8ZZ9n/9xckrjz8OlC+f8mOLjgb27+dEl7/+4qS2jRt5zhyHx+3WDejShW28UlQUz82oURyD+/33DIPXq+XLgV69uCxu8+Z87EeO8Dy3bAksWqQJlCKSfgrCIh4gJIRVA+LWfj90CHjhBQbUjDh6lJM9zNhDWa4c4O3NCRcHDwK//MLe/CSH8QAAGxtJREFUut9+Y81MX1+G2/vvjw/EO3awtuyKFfE9ypGRwJ49DMDffJN6OyIjOdHr+HEeJzSUNWTvvJPhKb127uSEsZIluf9SpXh9bCwnl02fzuoKJ07E38fbG3juOU7YKlGC1508yVqdv/zC8Lt7N9sct/1ttzGoN2nCkP7DD+xlBzhprVEjnrtbbmHP7+rVDILjx7PM0fUuIoK9+6NGxVejuPdePgcq6yUiGaEgLJIBJ08C8+ax5y650lJJiYlhmFmwAPjpJwacKVP41b072zZ3Lr9CXrEivoe2ZElWAggK4pCAESPSN1P4wgWGt507GQbr109+28hIhsYRI4CAAKBpU9a/nDePQx9y5WIYLFaMwxPy5mWoHjEi+3v7Vq1itYX69YGffwZmz+Zwi9272Vt7113A7bfz4uXFHsvvv2fZrj59OKzj7795/suVY9WGmjX5tWfNmtzv1cXuAVZCmDePr5P169kjCnC/X3wB+Pll6Wm4JkREsJza3r2sDuHtnd0tEpGcTlUjRNJh505OpvL25mSeO+/k+vUpCQ01mzuXs/tLlbLL69y3bs2fNWpwvxlx+rTZlCmcyZ87N49x881mQ4dyedjAQE6+uHjR7KmneHvLlrw+LWJizDp35uzlH390/X6RkWaTJ7P6A8BKBGPHcjnXa9ncuaxekDcv292ggdmsWclXrti0iUu3AlwGd9gws/XrU1/qNiXHjrFCQlBQ+vchIiIJQZPlRFwXHMzi/gsWsBevd29Otnr9dfauvvdewu3N2CM7fTqHB4SHs9fzgQe4YtN997GHb+VK1kGNjGQd2DZtXG/ThQvspZw1C/j1V44/9fEBHn6Y41/r1k1+XO706cDTT7OH+K23+NjiirYn58wZ4NVXOaFs7Fhg0CDX2xonMpKLMJQtm/b7ZpevvuLzPnAge4hdGescFsZzKyIi1yYNjZDr2pEjLPxfsCADXqFCnMiU3iEIjz3Gr73feAP4v/+LXymrXz8GwysLnIeFAf37A99+y9n8nTrx0rJl0pOzDh7kfbduZcB89tmU23LiBJeTnTCB4bRyZQbfhx+OXzTBFTt3crzp6tUM6U89xWNfvQrX8eMs5P755xyDO3gwhwikpyKEiIjItUBBWK5b/v4MoiEhCa/Pn5/jOF94IelAmpzFi7kM5tChHJ94pfBwBty9e7kkppcXe3g3bODksDfecG2lq9BQThBbsICVDoYPTxw0AwPZ8/z11xwz2akT8OKLPH5GQunq1cAnn8SvW1+xIj8wlCjBCUm//sqe3O7d2QNep076jyUiInItUBCW68758/z6+ttvgWbNgA8/5PWhobxt+nQGzbp1gcmTOXErNWfPcgnKEiUYdJOa3BQQwJ7YG27gRLWoKB4ruTXkkxMTw+EKU6fycYwbxxAdE8Pe36FDGUh792av7C23pG3/qTl4kMcOCGBP89mzvDRrxiERcfV8RUREcrrkgrAHrjYt14MVK/g1f0AAx7y+8UbiigjdurHs0sCBDHfPPcev/FPqsX3hBQ4NWLgw6RAMcPjD9Okc/1uzJo+RntCYOzeHWRQvDowezRD64oscivHvvyx5NnFi5i2eULkyqzWIiIh4KgVhybCTJzk8oXp1Bs7MWvnJjGWtRo3ipLPKlRmIW7ZM/j4PPsiyV6+9xh7XwoVZnzUpixezlu3QoamvMHb//az/WqVKxuq7Og57skuU4DCE6dNZw3b6dKBHD43LFRERyUwaGpEDxcSwN/FacPAgC97v2cPfHYdDC1q1YpWBlHpKo6M5YWz1ataY7dgx+eEFCxdyLO3mzVzBbMgQ4IknXC+yb8aJblOmsFpDt24Jbz92jOE3pSERme2bb1hHdtiw+AUdREREJOM0Rvg6sX07C/o/9xyHBCTlyBGW6kqtPFZGbdvGsmAXLnCFrFy5uCjBypVcTjY6GhgwgAE2buWtkBBO0po5k9teuMDrvb05EW3oUE4ciwv64eEcLjBxIochvPoqe0rTMvktTkQEe4c3buSx4xaGWLKECyKEhLDtqfUGi4iISM6iIHwdiI7m0IP169nDOWkSJ1tdafFi9nYWLMiv2p95JmOrMm3dCnz8MXtsb7+dwbd1a17frh33/csviSsLHDvGns2pU4GiRTn2dscOjqcNCwNuuoljYJs146VsWYbmr77i9TNmsGxY9+7sBX75ZVZwSE8AvrpdjRszaK9axTHDY8awF9vfnz9FRETk+qIgfB0YOZK9q/7+rHH788/sXX3wQd7+zTccLlCvHpfX/fVXlsZ66y1WTli7ll/7r1vHoNy9O0NzhQoJj2MGLFvGCVy//MLhB40bA2vWMMR6ebH3t0IFYOlSoFq15Nu8ZQsrHvz6KyeF+fmxCkLTponHv5qxusOzz3KJ2lOnWALt2285Jtdd1q1jqDdjL/GAAayTqwURRERErk8Kwjncxo0Mo926sbf0wgV+zb95M1cyW7UKeOUVroQ1dy4nhS1fzkli//4bv59SpbifY8fYywswFNatywoM+/fzZ1gYcOONDKX9+3NoQ0QEhw4sXcre2lGjuE1qzIB9+xjKXRl7+88/fJw+Ppw0Vr58es5YymbNYo/1hx+yPq+IiIhcvxSEc7DISIbXEyc4LjduvO3Jk0CLFsChQwypDz/MXuErw6YZe2NDQriPSpXie2J372YgnDkTOHyYSwhXrcoe3gYNgK5ds2fSGMAJgblyqWqCiIiIZJyCcA72xhvAu+8CP/6YuKrCgQMcU9uuHcfyurKqmYiIiIgn0YIaOURcBYYtW9j7u307l9rt2zfp0mJVqwK7dmV9O0VERERyOgXha0RUFCssvP02VzbLn5/lwu64g5Pfnnkmu1soIiIicn1REM5mZpzc9vrrHLPbogV7hFu00DAHERERkcykqJWNNm1ij2/XrkCePFw97a+/WMVBIVhEREQkcyluZYMzZ1i7tmFDjgGeNImhuEMHVUkQERERySoaGuFmR4+yZ3f/flZ0OHAAOH0ayJuXpcjy5QP27gXOnWMYHj6cC02IiIiISNZSEHajvXuBO+8EgoK4+lrlyqzqcPPNnAwXGcl6v9WqAUOHJl6WWERERESyjktB2HGctgDGAcgNYIqZvX/V7Y8B+AjA4UtXfWZmU9zYzmve7t0MwRERwOrVXLwid+7sbpWIiIiIJCfVIOw4Tm4AEwDcCyAIwFrHcRaa2farNp1lZgMzoY3XvB07uNxxTAyXNVZPr4iIiMi1z5Ue4SYA9prZfgBwHGcmgE4Arg7CHsOM436PHAH27QP69+cktz/+AGrVyu7WiYiIiIgrXKkaUR5A4BW/B1267mpdHMfZ7DjObMdxKia1I8dx+jmOs85xnHUnT55MR3OzlxlXePP2BkqX5kIXDz3EIRAKwSIiIiI5i7smy/0IwN/MIhzHeRrANwDuunojM5sMYDIA+Pr6mpuOnWWm/H97dx8kSV3fcfz9mV0OBJQHBVRAQEETpAD1ijLBKKUpBWMJSWHEqBE1ZaVKy8dUFE1pQpkqTayoqRgjBQhGIqbAhyufDVo+pErlUFEBjUSQhyggKqLCcbfzzR/dszs7N8Pt3u3t3F6/X1tT3f3rX3d/+ze/7vlOT+/M+XDRRfCCFzT3AD/84c3juOPgQQ+adnSSJElajqUkwrcCw1d4D2Phn+IAqKo7hybPB/5hx0PbtdxwA7z2tc29wBdf7A9eSJIkrXVLSeeuBI5JclSSdcBZwIbhCkkeNjT5bOC6lQtx+vp9OPvsJvl9//tNgiVJknYH27wiXFVbkrwC+CzN16ddWFXXJDkX2FhVG4BXJnk2sAX4OXD2Tox51b3rXfDlLzdJ8CMeMe1oJEmStBJSNZ1bddevX18bN26cyraX49prm59CfsYz4GMf8yeQJUmS1pokV1XV+tFyP+Sf4MYb4dxz4elPhwc+EM47zyRYkiRpd2IiPOLyy+GUU5qfRn7LW+DRj26uBB9yyLQjkyRJ0kpaqa9P2y1ccknz1WhHHw1vfWszfsQR045KkiRJO4OJcOsrX4GXvKS5GvzZz8K6ddOOSJIkSTuTt0YAP/whnHFGczvE5ZebBEuSJHVB5xPhO++EZz6z+W7gT34SDjxw2hFJkiRpNXTq1ojbboOnPAUe8IDmsffecNNNcPPNcMUV8KhHTTtCSZIkrZZOXRFO4IQT4PDDYZ994J574IAD4NJL4eSTpx2dJEmSVlOnrggffDB8+MPTjkKSJEm7gk5dEZYkSZIGTIQlSZLUSSbCkiRJ6iQTYUmSJHWSibAkSZI6yURYkiRJnWQiLEmSpE4yEZYkSVInmQhLkiSpk0yEJUmS1EkmwpIkSeokE2FJkiR1komwJEmSOslEWJIkSZ1kIixJkqROMhGWJElSJ5kIS5IkqZNMhCVJktRJJsKSJEnqJBNhSZIkdZKJsCRJkjrJRFiSJEmdZCIsSZKkTjIRliRJUieZCEuSJKmTTIQlSZLUSSbCkiRJ6iQTYUmSJHWSibAkSZI6yURYkiRJnWQiLEmSpE4yEZYkSVInmQhLkiSpk0yEJUmS1EkmwpIkSeokE2FJkiR1komwJEmSOslEWJIkSZ1kIixJkqRO6lQivHluM6//yBlc+t0Pcfemu6cdjiRJkqZodtoBrKab/u+rvP3ej3PdVR/nHV+a4dYDn8KTjn0hxx9yPA/d96EcvM/BzPY61SSSJEmdlaqayobXr19fGzduXN2Nbr6b/o3/wd0/eC/7/epqAP77HvjfzbCloA/MzuzFzMw66O1BrzdLenvQm3+sY2ZmHcke0JuFzEBmSWahN0MyS2WWXm8Wek15enu0w1nSW0d6zfzQg/RIepAQZkhC2rKmvB2nt7icHr12fi8zkCwe0g57vUXTw+toHjPzy0GYq/7Co1/M9TfTrznm+lso+gToEUKzSLNU+0gIaeMLvUX7NrRfLC7r9Zr4muWHY0tb3izTS4/0mnVn8EFG0q6r10725qeHl18YMjRMuye0dbnf6cH4TG+G2d5s0/4TVBXF4uMq7T7uKgYxjhsCi8oG9Qflw+sYLhs9lwy34/216aTnYlvjq6lf/UWP4X0djmd0P5ZaNpgerbeWVRVzNTffZnP9OeZqji39Lcz1m2G/+sz0ZpjJDL30mOm1w8wsGu/NnxPGb2dSX+5Xf+K84f6+Wibtw1L6w2rW0Y4Z9PnlGH4e7rfeEp+jlV7f7iDJVVW1fqvyTiXCw37zY+qGS7jnhg9Sm+6k+pubR20h1adHn14VPYoZitlMp520c/WHntbaxhBgcLjcb50VWH5p68/COtMMxy9X9GvxOmgWWTRcVLaEc+O4U8eko2Rc+XLqDhsNbZvTY/Zl2evYRkzbstyzx3Lq31/djEwtdb2D5Wrsno++zVsoXc7LyUrt447UXfa6d9L+LTsOtj5PDI7/sY+dEffYg2LrwtqqdKlHU5ZXfYzx/XdcvaVpLgY1ecFgPMDM/HTzmEkzHHduXbS+kcKl7urEc+cSz8k7ep4eV5ax5ePPOXuddiUPP/gJE6LYeSYlwt29D2CfI8hxb2Tv49649GWqDzUH/S3NsOagtsyXVX8Lc/1NzM3dx1z/PubmNtHvb2ZubhNz/fvoz93H3Nx99PubKfpU9an+HE2iMgdVTRl9qEFZf76sqr+oTjPdzh9arqoP1Hw59IfGa9F6BvMAZgi9DB69+au6g6vJg5Nqn2Zk9GTL/BWWdthejWFwZXGw/baMdtgfmjdfd6jO4MpN5stY2OqY6ebEO7SNwaG4qO7wcPhq5nDdrev32/3q10K7NSezzF8dh4Wr5IOGqvZEuSiFqEmxTagzpnx4nWkTkV4WX/UZXLuev+46dAV20fj8zmRoiaHJwToZqj5hfD7M4bhrYSrDc0bKa3QNVVSy6Cw/mugvfsFb/NI78cVhaJHROsXwpxxtG6U39LxmeE0j6xjd4MgeTaw31E9qcemYtWy1LIsS0ZG22qrvL17r4jrD0YwEPWiTZmK+7/fmj4G0nxYttNXCFf/m3BIWzjHNqov5v6I9t7VngflzVnvsDT23w8fdfGy1kFw0z9lwnZG6g9ExLbmjxr38T0y2xjw3Wy0z5rlZ2EZ7/LcXbua3X0PnhQlrHi1P1VY9ZFw8qXHLbz012g5bH4vjj5Wtu/H4/r4Slv72cHDGDdV+MltpUuG5NOlx0/kH46Op8GD5rQJY8huVcW06ueaEvj1xY2Oe07F1awnjzaLj+x4cvecBE2KYjiUlwklOBd4NzADnV9XbRubvCXwAeAJwJ/DcqrpxZUPdBbS3I9DbY/xsmgbt7rsLSZKktWOb3xqRZAZ4D3AacCzwvCTHjlR7KfCLqjoaeCfw9pUOVJIkSVpJS/n6tJOA66vqR1V1H3ApcPpIndOBi9vxy4CnpUt3YEuSJGnNWUoifChw89D0LW3Z2DpVtQW4C3jw6IqSvCzJxiQb77jjju2LWJIkSVoBq/qDGlV1XlWtr6r1Bx100GpuWpIkSVpkKYnwrcDhQ9OHtWVj6ySZBfaj+ac5SZIkaZe0lET4SuCYJEclWQecBWwYqbMBeFE7fibwhZrWFxRLkiRJS7DNb/qqqi1JXgF8lubr0y6sqmuSnAtsrKoNwAXAvye5Hvg5TbIsSZIk7bKW9JW3VfUp4FMjZW8eGr8XeM7KhiZJkiTtPKv6z3KSJEnSrsJEWJIkSZ1kIixJkqROMhGWJElSJ5kIS5IkqZMyra/7TXIH8OOpbBweAvxsStveXdiGK8N2XBm2446zDVeG7bgybMeVYTsuOKKqtvpZ46klwtOUZGNVrZ92HGuZbbgybMeVYTvuONtwZdiOK8N2XBm247Z5a4QkSZI6yURYkiRJndTVRPi8aQewG7ANV4btuDJsxx1nG64M23Fl2I4rw3bchk7eIyxJkiR19YqwJEmSOq5TiXCSU5P8IMn1Sd4w7XjWiiSHJ/likmuTXJPkVW35gUk+n+SH7fCAace6q0syk+RbST7RTh+V5Ottn/xwknXTjnFXl2T/JJcl+X6S65L8nn1x+ZK8pj2ev5fkQ0n2sj9uW5ILk9ye5HtDZWP7Xxr/3Lbnd5I8fnqR71omtOM/tsf1d5J8NMn+Q/POadvxB0meMZ2ody3j2nBo3uuSVJKHtNP2xQk6kwgnmQHeA5wGHAs8L8mx041qzdgCvK6qjgWeCLy8bbs3AFdU1THAFe207t+rgOuGpt8OvLOqjgZ+Abx0KlGtLe8GPlNVvwOcQNOe9sVlSHIo8EpgfVUdB8wAZ2F/XIqLgFNHyib1v9OAY9rHy4D3rlKMa8FFbN2OnweOq6rjgf8BzgFoX2/OAh7bLvOv7Wt6113E1m1IksOBpwM3DRXbFyfoTCIMnARcX1U/qqr7gEuB06cc05pQVT+pqm+243fTJB6H0rTfxW21i4EzphPh2pDkMOCPgPPb6QBPBS5rq9iG25BkP+DJwAUAVXVfVf0S++L2mAUekGQW2Bv4CfbHbaqqLwM/Hyme1P9OBz5Qja8B+yd52OpEumsb145V9bmq2tJOfg04rB0/Hbi0qjZV1Q3A9TSv6Z02oS8CvBP4a2D4n8DsixN0KRE+FLh5aPqWtkzLkORI4HHA14FDquon7ayfAodMKay14l00J6d+O/1g4JdDJ3775LYdBdwBvL+9xeT8JPtgX1yWqroVeAfNFaOfAHcBV2F/3F6T+p+vO9vvJcCn23HbcYmSnA7cWlVXj8yyDSfoUiKsHZRkX+By4NVV9avhedV8/YhfQTJBkmcBt1fVVdOOZY2bBR4PvLeqHgf8hpHbIOyL29bew3o6zRuLhwP7MOYjVi2f/W/HJXkTzS15l0w7lrUkyd7AG4E3TzuWtaRLifCtwOFD04e1ZVqCJHvQJMGXVNVH2uLbBh+ttMPbpxXfGnAy8OwkN9LclvNUmntd928/mgb75FLcAtxSVV9vpy+jSYzti8vzh8ANVXVHVW0GPkLTR+2P22dS//N1Z5mSnA08C3h+LXy/q+24NI+ieXN7dftacxjwzSQPxTacqEuJ8JXAMe1/Ra+jufF+w5RjWhPae1kvAK6rqn8amrUBeFE7/iLg46sd21pRVedU1WFVdSRN3/tCVT0f+CJwZlvNNtyGqvopcHOSx7RFTwOuxb64XDcBT0yyd3t8D9rR/rh9JvW/DcCft/+x/0TgrqFbKDQiyak0t489u6p+OzRrA3BWkj2THEXzD1/fmEaMu7Kq+m5VHVxVR7avNbcAj2/Pm/bFCTr1gxpJnklzn+YMcGFV/f2UQ1oTkjwJ+ArwXRbub30jzX3C/wk8Avgx8KdVNe7GfQ1JcgrwV1X1rCSPpLlCfCDwLeAFVbVpmvHt6pKcSPMPh+uAHwEvpnlTb19chiR/BzyX5iPobwF/QXPPoP3xfiT5EHAK8BDgNuAtwMcY0//aNxn/QnPbyW+BF1fVxmnEvauZ0I7nAHsCd7bVvlZVf9nWfxPNfcNbaG7P+/ToOrtmXBtW1QVD82+k+WaYn9kXJ+tUIixJkiQNdOnWCEmSJGmeibAkSZI6yURYkiRJnWQiLEmSpE4yEZYkSVInmQhL0m4gySlJPjHtOCRpLTERliRJUieZCEvSKkrygiTfSPLtJO9LMpPk10nemeSaJFckOaite2KSryX5TpKPJjmgLT86yX8luTrJN5M8ql39vkkuS/L9JJe0X6JPkrclubZdzzumtOuStMsxEZakVZLkd2l+ze3kqjoRmAOeD+wDbKyqxwJfovmVLYAPAK+vquNpftlxUH4J8J6qOgH4fWDwU6mPA14NHAs8Ejg5yYOBPwYe267nrTt3LyVp7TARlqTV8zTgCcCVSb7dTj+S5qfLP9zW+SDwpCT7AftX1Zfa8ouBJyd5IHBoVX0UoKrurarftnW+UVW3VFUf+DZwJHAXcC9wQZI/ofl5VUkSJsKStJoCXFxVJ7aPx1TV346pV9u5/k1D43PAbFVtAU4CLgOeBXxmO9ctSbsdE2FJWj1XAGcmORggyYFJjqA5F5/Z1vkz4KtVdRfwiyR/0Ja/EPhSVd0N3JLkjHYdeybZe9IGk+wL7FdVnwJeA5ywM3ZMktai2WkHIEldUVXXJvkb4HNJesBm4OXAb4CT2nm309xHDPAi4N/aRPdHwIvb8hcC70tybruO59zPZh8IfDzJXjRXpF+7wrslSWtWqrb3EzhJ0kpI8uuq2nfacUhS13hrhCRJkjrJK8KSJEnqJK8IS5IkqZNMhCVJktRJJsKSJEnqJBNhSZIkdZKJsCRJkjrJRFiSJEmd9P9jDKeUBBskiAAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 864x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "loss BA\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Display the graph of losses in training\n",
    "%matplotlib inline\n",
    "\n",
    "gan.showLoss()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "aeewBUp8VC86"
   },
   "source": [
    "# Check the saved files\n",
    "\n",
    "## 保存されているファイルを確認する"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/"
    },
    "executionInfo": {
     "elapsed": 8,
     "status": "ok",
     "timestamp": 1638261360978,
     "user": {
      "displayName": "Yoshihisa Nitta",
      "photoUrl": "https://lh3.googleusercontent.com/a-/AOh14GgJLeg9AmjfexROvC3P0wzJdd5AOGY_VOu-nxnh=s64",
      "userId": "15888006800030996813"
     },
     "user_tz": -540
    },
    "id": "xoznoDJ-VLMn",
    "outputId": "bb47626d-3c2f-4d52-fce6-f0b9ef1cc1ab"
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "/content/drive/MyDrive/ColabRun/CycleGAN_VidTIMIT01:\n",
      "total 128\n",
      "-rw------- 1 root root 27155 Nov 30 02:00 params_100.pkl\n",
      "-rw------- 1 root root 40955 Nov 30 08:35 params_150.pkl\n",
      "-rw------- 1 root root   413 Nov 29 12:52 params_1.pkl\n",
      "-rw------- 1 root root   895 Nov 29 13:08 params_3.pkl\n",
      "-rw------- 1 root root 13355 Nov 29 19:32 params_50.pkl\n",
      "-rw------- 1 root root  1416 Nov 29 13:25 params_5.pkl\n",
      "-rw------- 1 root root 40955 Nov 30 08:35 params.pkl\n",
      "drwx------ 2 root root  4096 Nov 30 08:35 weights\n",
      "\n",
      "/content/drive/MyDrive/ColabRun/CycleGAN_VidTIMIT01/weights:\n",
      "total 246442\n",
      "-rw------- 1 root root 17974272 Nov 30 02:00 combined-weights_100.h5\n",
      "-rw------- 1 root root 17974272 Nov 30 08:35 combined-weights_150.h5\n",
      "-rw------- 1 root root 17974272 Nov 29 12:52 combined-weights_1.h5\n",
      "-rw------- 1 root root 17974272 Nov 29 13:08 combined-weights_3.h5\n",
      "-rw------- 1 root root 17974272 Nov 29 19:32 combined-weights_50.h5\n",
      "-rw------- 1 root root 17974272 Nov 29 13:25 combined-weights_5.h5\n",
      "-rw------- 1 root root 17974272 Nov 30 08:35 combined-weights.h5\n",
      "-rw------- 1 root root  2805136 Nov 30 02:00 d_A-weights_100.h5\n",
      "-rw------- 1 root root  2805136 Nov 30 08:35 d_A-weights_150.h5\n",
      "-rw------- 1 root root  2805136 Nov 29 12:52 d_A-weights_1.h5\n",
      "-rw------- 1 root root  2805136 Nov 29 13:08 d_A-weights_3.h5\n",
      "-rw------- 1 root root  2805136 Nov 29 19:32 d_A-weights_50.h5\n",
      "-rw------- 1 root root  2805136 Nov 29 13:25 d_A-weights_5.h5\n",
      "-rw------- 1 root root  2805136 Nov 30 08:35 d_A-weights.h5\n",
      "-rw------- 1 root root  2805136 Nov 30 02:00 d_B-weights_100.h5\n",
      "-rw------- 1 root root  2805136 Nov 30 08:35 d_B-weights_150.h5\n",
      "-rw------- 1 root root  2805136 Nov 29 12:52 d_B-weights_1.h5\n",
      "-rw------- 1 root root  2805136 Nov 29 13:08 d_B-weights_3.h5\n",
      "-rw------- 1 root root  2805136 Nov 29 19:32 d_B-weights_50.h5\n",
      "-rw------- 1 root root  2805136 Nov 29 13:25 d_B-weights_5.h5\n",
      "-rw------- 1 root root  2805136 Nov 30 08:35 d_B-weights.h5\n",
      "-rw------- 1 root root  6232880 Nov 30 02:00 g_AB-weights_100.h5\n",
      "-rw------- 1 root root  6232880 Nov 30 08:35 g_AB-weights_150.h5\n",
      "-rw------- 1 root root  6232880 Nov 29 12:52 g_AB-weights_1.h5\n",
      "-rw------- 1 root root  6232880 Nov 29 13:08 g_AB-weights_3.h5\n",
      "-rw------- 1 root root  6232880 Nov 29 19:32 g_AB-weights_50.h5\n",
      "-rw------- 1 root root  6232880 Nov 29 13:25 g_AB-weights_5.h5\n",
      "-rw------- 1 root root  6232880 Nov 30 08:35 g_AB-weights.h5\n",
      "-rw------- 1 root root  6232880 Nov 30 02:00 g_BA-weights_100.h5\n",
      "-rw------- 1 root root  6232880 Nov 30 08:35 g_BA-weights_150.h5\n",
      "-rw------- 1 root root  6232880 Nov 29 12:52 g_BA-weights_1.h5\n",
      "-rw------- 1 root root  6232880 Nov 29 13:08 g_BA-weights_3.h5\n",
      "-rw------- 1 root root  6232880 Nov 29 19:32 g_BA-weights_50.h5\n",
      "-rw------- 1 root root  6232880 Nov 29 13:25 g_BA-weights_5.h5\n",
      "-rw------- 1 root root  6232880 Nov 30 08:35 g_BA-weights.h5\n"
     ]
    }
   ],
   "source": [
    "! ls -lR {save_path}"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {
    "executionInfo": {
     "elapsed": 5,
     "status": "ok",
     "timestamp": 1638261360978,
     "user": {
      "displayName": "Yoshihisa Nitta",
      "photoUrl": "https://lh3.googleusercontent.com/a-/AOh14GgJLeg9AmjfexROvC3P0wzJdd5AOGY_VOu-nxnh=s64",
      "userId": "15888006800030996813"
     },
     "user_tz": -540
    },
    "id": "KFvdCRSChdb2"
   },
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "accelerator": "GPU",
  "colab": {
   "authorship_tag": "ABX9TyOXJ0dzDMFqTr0hpT13tvRX",
   "collapsed_sections": [],
   "name": "CycleGAN_VidTIMIT_Train2.ipynb",
   "provenance": []
  },
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.9"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 1
}