hair_removal_GAN_colab.ipynb

{
  "nbformat": 4,
  "nbformat_minor": 0,
  "metadata": {
    "colab": {
      "name": "hair_removal_GAN_colab.ipynb",
      "provenance": [],
      "authorship_tag": "ABX9TyPcad1O4PcxvEbbbNBsoqDe",
      "include_colab_link": true
    },
    "kernelspec": {
      "name": "python3",
      "display_name": "Python 3"
    },
    "accelerator": "GPU"
  },
  "cells": [
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "view-in-github",
        "colab_type": "text"
      },
      "source": [
        "<a href=\"https://colab.research.google.com/github/dlguswn3659/2020_Image_Lab/blob/master/hair_removal_GAN_colab.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "5txZFeLWbc_1",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 35
        },
        "outputId": "19dde062-c0cf-4ce9-f871-c3ff841f43dd"
      },
      "source": [
        "from google.colab import drive\n",
        "\n",
        "drive.mount('/content/gdrive')"
      ],
      "execution_count": 61,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "Drive already mounted at /content/gdrive; to attempt to forcibly remount, call drive.mount(\"/content/gdrive\", force_remount=True).\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "58biqI9xtvBZ",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 35
        },
        "outputId": "403b623a-e7f7-42c7-e294-98b35bce9543"
      },
      "source": [
        "%cd"
      ],
      "execution_count": 62,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "/root\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "X8GsIyH374iZ",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 35
        },
        "outputId": "591ef252-b406-447b-c473-06939d1794e8"
      },
      "source": [
        "%cd ../content/"
      ],
      "execution_count": 63,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "/content\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "fTjYQ3gJ6fSC",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "# from google.colab import files # upload json(JavaScript Object Notation) file\n",
        "# files.upload() #"
      ],
      "execution_count": 64,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "YBAtnPWx7ARx",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "# ls -1ha kaggle.json "
      ],
      "execution_count": 65,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "O8nIMPf07CaH",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "# !cp kaggle.json ~/.kaggle/ \n",
        "# !kaggle competitions list"
      ],
      "execution_count": 66,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "jfqbtmjm8W8K",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "# %cd /content/gdrive/My Drive/kaggle/jpeg"
      ],
      "execution_count": 67,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "YjYccFMP8xHn",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "# !kaggle competitions download -c siim-isic-melanoma-classification/jpeg"
      ],
      "execution_count": 68,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "3h-pPdTKDDwU",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 140
        },
        "outputId": "fb4f1cf9-0ecb-47e3-c00f-b0958a859489"
      },
      "source": [
        "!git clone https://github.com/dlguswn3659/imagelab_cau_2020_summer_proj.git"
      ],
      "execution_count": 69,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "Cloning into 'imagelab_cau_2020_summer_proj'...\n",
            "remote: Enumerating objects: 106, done.\u001b[K\n",
            "remote: Counting objects:   0% (1/106)\u001b[K\rremote: Counting objects:   1% (2/106)\u001b[K\rremote: Counting objects:   2% (3/106)\u001b[K\rremote: Counting objects:   3% (4/106)\u001b[K\rremote: Counting objects:   4% (5/106)\u001b[K\rremote: Counting objects:   5% (6/106)\u001b[K\rremote: Counting objects:   6% (7/106)\u001b[K\rremote: Counting objects:   7% (8/106)\u001b[K\rremote: Counting objects:   8% (9/106)\u001b[K\rremote: Counting objects:   9% (10/106)\u001b[K\rremote: Counting objects:  10% (11/106)\u001b[K\rremote: Counting objects:  11% (12/106)\u001b[K\rremote: Counting objects:  12% (13/106)\u001b[K\rremote: Counting objects:  13% (14/106)\u001b[K\rremote: Counting objects:  14% (15/106)\u001b[K\rremote: Counting objects:  15% (16/106)\u001b[K\rremote: Counting objects:  16% (17/106)\u001b[K\rremote: Counting objects:  17% (19/106)\u001b[K\rremote: Counting objects:  18% (20/106)\u001b[K\rremote: Counting objects:  19% (21/106)\u001b[K\rremote: Counting 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            "remote: Compressing objects:   1% (1/89)\u001b[K\rremote: Compressing objects:   2% (2/89)\u001b[K\rremote: Compressing objects:   3% (3/89)\u001b[K\rremote: Compressing objects:   4% (4/89)\u001b[K\rremote: Compressing objects:   5% (5/89)\u001b[K\rremote: Compressing objects:   6% (6/89)\u001b[K\rremote: Compressing objects:   7% (7/89)\u001b[K\rremote: Compressing objects:   8% (8/89)\u001b[K\rremote: Compressing objects:  10% (9/89)\u001b[K\rremote: Compressing objects:  11% (10/89)\u001b[K\rremote: Compressing objects:  12% (11/89)\u001b[K\rremote: Compressing objects:  13% (12/89)\u001b[K\rremote: Compressing objects:  14% (13/89)\u001b[K\rremote: Compressing objects:  15% (14/89)\u001b[K\rremote: Compressing objects:  16% (15/89)\u001b[K\rremote: Compressing objects:  17% (16/89)\u001b[K\rremote: Compressing objects:  19% (17/89)\u001b[K\rremote: Compressing objects:  20% (18/89)\u001b[K\rremote: Compressing objects:  21% (19/89)\u001b[K\rremote: Compressing objects:  22% (20/89)\u001b[K\rremote: Compressing objects:  23% (21/89)\u001b[K\rremote: Compressing objects:  24% (22/89)\u001b[K\rremote: Compressing objects:  25% (23/89)\u001b[K\rremote: Compressing objects:  26% (24/89)\u001b[K\rremote: Compressing objects:  28% (25/89)\u001b[K\rremote: Compressing objects:  29% (26/89)\u001b[K\rremote: Compressing objects:  30% (27/89)\u001b[K\rremote: Compressing objects:  31% (28/89)\u001b[K\rremote: Compressing objects:  32% (29/89)\u001b[K\rremote: Compressing objects:  33% (30/89)\u001b[K\rremote: Compressing objects:  34% (31/89)\u001b[K\rremote: Compressing objects:  35% (32/89)\u001b[K\rremote: Compressing objects:  37% (33/89)\u001b[K\rremote: Compressing objects:  38% (34/89)\u001b[K\rremote: Compressing objects:  39% (35/89)\u001b[K\rremote: Compressing objects:  40% (36/89)\u001b[K\rremote: Compressing objects:  41% (37/89)\u001b[K\rremote: Compressing objects:  42% (38/89)\u001b[K\rremote: Compressing objects:  43% (39/89)\u001b[K\rremote: Compressing objects:  44% (40/89)\u001b[K\rremote: Compressing objects:  46% (41/89)\u001b[K\rremote: Compressing objects:  47% (42/89)\u001b[K\rremote: Compressing objects:  48% (43/89)\u001b[K\rremote: Compressing objects:  49% (44/89)\u001b[K\rremote: Compressing objects:  50% (45/89)\u001b[K\rremote: Compressing objects:  51% (46/89)\u001b[K\rremote: Compressing objects:  52% (47/89)\u001b[K\rremote: Compressing objects:  53% (48/89)\u001b[K\rremote: Compressing objects:  55% (49/89)\u001b[K\rremote: Compressing objects:  56% (50/89)\u001b[K\rremote: Compressing objects:  57% (51/89)\u001b[K\rremote: Compressing objects:  58% (52/89)\u001b[K\rremote: Compressing objects:  59% (53/89)\u001b[K\rremote: Compressing objects:  60% (54/89)\u001b[K\rremote: Compressing objects:  61% (55/89)\u001b[K\rremote: Compressing objects:  62% (56/89)\u001b[K\rremote: Compressing objects:  64% (57/89)\u001b[K\rremote: Compressing objects:  65% (58/89)\u001b[K\rremote: Compressing objects:  66% (59/89)\u001b[K\rremote: Compressing objects:  67% (60/89)\u001b[K\rremote: Compressing objects:  68% (61/89)\u001b[K\rremote: Compressing objects:  69% (62/89)\u001b[K\rremote: Compressing objects:  70% (63/89)\u001b[K\rremote: Compressing objects:  71% (64/89)\u001b[K\rremote: Compressing objects:  73% (65/89)\u001b[K\rremote: Compressing objects:  74% (66/89)\u001b[K\rremote: Compressing objects:  75% (67/89)\u001b[K\rremote: Compressing objects:  76% (68/89)\u001b[K\rremote: Compressing objects:  77% (69/89)\u001b[K\rremote: Compressing objects:  78% (70/89)\u001b[K\rremote: Compressing objects:  79% (71/89)\u001b[K\rremote: Compressing objects:  80% (72/89)\u001b[K\rremote: Compressing objects:  82% (73/89)\u001b[K\rremote: Compressing objects:  83% (74/89)\u001b[K\rremote: Compressing objects:  84% (75/89)\u001b[K\rremote: Compressing objects:  85% (76/89)\u001b[K\rremote: Compressing objects:  86% (77/89)\u001b[K\rremote: Compressing objects:  87% (78/89)\u001b[K\rremote: Compressing objects:  88% (79/89)\u001b[K\rremote: Compressing objects:  89% (80/89)\u001b[K\rremote: Compressing objects:  91% (81/89)\u001b[K\rremote: Compressing objects:  92% (82/89)\u001b[K\rremote: Compressing objects:  93% (83/89)\u001b[K\rremote: Compressing objects:  94% (84/89)\u001b[K\rremote: Compressing objects:  95% (85/89)\u001b[K\rremote: Compressing objects:  96% (86/89)\u001b[K\rremote: Compressing objects:  97% (87/89)\u001b[K\rremote: Compressing objects:  98% (88/89)\u001b[K\rremote: Compressing objects: 100% (89/89)\u001b[K\rremote: Compressing objects: 100% (89/89), done.\u001b[K\n",
            "Receiving objects:   0% (1/106)   \rReceiving objects:   1% (2/106)   \rReceiving objects:   2% (3/106)   \rReceiving objects:   3% (4/106)   \rReceiving objects:   4% (5/106)   \rReceiving objects:   5% (6/106)   \rReceiving objects:   6% (7/106)   \rReceiving objects:   7% (8/106)   \rReceiving objects:   8% (9/106)   \rReceiving objects:   9% (10/106)   \rReceiving objects:  10% (11/106)   \rReceiving objects:  11% (12/106)   \rReceiving objects:  12% (13/106)   \rReceiving objects:  13% (14/106)   \rReceiving objects:  14% (15/106)   \rReceiving objects:  15% (16/106)   \rReceiving objects:  16% (17/106)   \rReceiving objects:  17% (19/106)   \rReceiving objects:  18% (20/106)   \rremote: Total 106 (delta 45), reused 0 (delta 0), pack-reused 0\u001b[K\n",
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            "Resolving deltas:   0% (0/45)   \rResolving deltas:  33% (15/45)   \rResolving deltas:  64% (29/45)   \rResolving deltas:  66% (30/45)   \rResolving deltas:  75% (34/45)   \rResolving deltas:  77% (35/45)   \rResolving deltas:  97% (44/45)   \rResolving deltas: 100% (45/45)   \rResolving deltas: 100% (45/45), done.\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "MJyQJ7qnjGnF",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 35
        },
        "outputId": "bbf49391-3bcc-4285-815d-c00100306f55"
      },
      "source": [
        "%cd ../content/"
      ],
      "execution_count": 70,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "/content\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "hb1l4C00HQsN",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 35
        },
        "outputId": "b8d504e9-88c1-4bc3-d2ec-d39fbd1fd57e"
      },
      "source": [
        "%cd imagelab_cau_2020_summer_proj"
      ],
      "execution_count": 71,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "/content/imagelab_cau_2020_summer_proj\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "ssFBftxOjAN4",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 35
        },
        "outputId": "ddda9091-c600-4798-d372-2d10500fe078"
      },
      "source": [
        "!ls"
      ],
      "execution_count": 72,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "hair_classification  hair_removal  README.md\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "xYemboeaG6XX",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 105
        },
        "outputId": "792a5786-b75b-4f74-92a2-a592f8315417"
      },
      "source": [
        "!pip install -r hair_removal/requirements.txt"
      ],
      "execution_count": 73,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "Requirement already satisfied: torch in /usr/local/lib/python3.6/dist-packages (from -r hair_removal/requirements.txt (line 1)) (1.6.0+cu101)\n",
            "Requirement already satisfied: torchvision in /usr/local/lib/python3.6/dist-packages (from -r hair_removal/requirements.txt (line 2)) (0.7.0+cu101)\n",
            "Requirement already satisfied: pillow in /usr/local/lib/python3.6/dist-packages (from -r hair_removal/requirements.txt (line 3)) (7.0.0)\n",
            "Requirement already satisfied: numpy in /usr/local/lib/python3.6/dist-packages (from torch->-r hair_removal/requirements.txt (line 1)) (1.18.5)\n",
            "Requirement already satisfied: future in /usr/local/lib/python3.6/dist-packages (from torch->-r hair_removal/requirements.txt (line 1)) (0.16.0)\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "owXboNQtG9nb",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 1000
        },
        "outputId": "f76cbbe3-ff93-4ce1-b636-8120f80f15e6"
      },
      "source": [
        "%cd hair_removal/src/scripts\n",
        "!chmod +x train_hair_removal.sh\n",
        "!./train_hair_removal.sh"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "/content/imagelab_cau_2020_summer_proj/hair_removal/src/scripts\n",
            "[*] Configuration\n",
            "Namespace(beta1_d=0.5, beta1_g=0.5, beta2_d=0.999, beta2_g=0.999, cuda_id='cuda:0', dir_data_csv_hair='/content/gdrive/My Drive/ISIC-melanoma/hair_labeling/train_hair.csv', dir_data_csv_non_hair='/content/gdrive/My Drive/ISIC-melanoma/hair_labeling/train_non_hair.csv', dir_output='/content/imagelab_cau_2020_summer_proj/hair_removal/result', dir_train_data_image='/content/gdrive/My Drive/train', experiment_count=1, file_prefix='l1', height=512, image_format='jpg', lambda_distance=1.0, lambda_gp=10, lr_d=0.0001, lr_g=0.0001, multi_gpu=False, network_d='vgg', network_g='vgg', num_discriminator=5, num_epoch=500, num_gpu=1, num_in_channel=3, num_out_channel=3, num_plot_img=4, num_workers=0, sample_interval=100, test_batch_size=8, train_batch_size=8, trained_ckpt_path='None', width=512)\n",
            "Directory  /content/imagelab_cau_2020_summer_proj/hair_removal/result/output  already exists\n",
            "Directory  /content/imagelab_cau_2020_summer_proj/hair_removal/result/output/train_info  already exists\n",
            "Directory  /content/imagelab_cau_2020_summer_proj/hair_removal/result/output/20200816_l1_lamdis10_lamgp10_lrd00001_lrg00001_bs8_ndisc5_nep500_ex1_monitor_train  Created \n",
            "device: cuda:0\n",
            "start train epoch0:\n",
            "#-TRAIN-# [Epoch 1/500] [Batch 1/373] [G loss: 1.290723] [D loss: 1609.449707] [Distance: 0.220396]\n",
            "#-TRAIN-# Total Running Time: 0.0h 0.0m 17.2668354511261s\n",
            "#-TRAIN-# Epoch Time: 0.0h 0.0m 17.266929149627686s\n",
            "<Figure size 1800x1800 with 3 Axes>\n",
            "<Figure size 1000x500 with 1 Axes>\n",
            "<Figure size 1000x500 with 1 Axes>\n",
            "<Figure size 1000x500 with 1 Axes>\n",
            "#-TRAIN-# [Epoch 1/500] [Batch 6/373] [G loss: 7.950980] [D loss: 29.881145] [Distance: 0.178653]\n",
            "#-TRAIN-# Total Running Time: 0.0h 1.0m 24.70345902442932s\n",
            "#-TRAIN-# Epoch Time: 0.0h 1.0m 24.703487873077393s\n",
            "#-TRAIN-# [Epoch 1/500] [Batch 11/373] [G loss: 24.519442] [D loss: -5.737297] [Distance: 0.223101]\n",
            "#-TRAIN-# Total Running Time: 0.0h 2.0m 34.19302201271057s\n",
            "#-TRAIN-# Epoch Time: 0.0h 2.0m 34.193055152893066s\n",
            "#-TRAIN-# [Epoch 1/500] [Batch 16/373] [G loss: 60.181736] [D loss: -59.616791] [Distance: 0.244311]\n",
            "#-TRAIN-# Total Running Time: 0.0h 3.0m 42.023098945617676s\n",
            "#-TRAIN-# Epoch Time: 0.0h 3.0m 42.023138761520386s\n",
            "#-TRAIN-# [Epoch 1/500] [Batch 21/373] [G loss: 144.272919] [D loss: -166.745743] [Distance: 0.203739]\n",
            "#-TRAIN-# Total Running Time: 0.0h 4.0m 49.00621795654297s\n",
            "#-TRAIN-# Epoch Time: 0.0h 4.0m 49.00624871253967s\n",
            "#-TRAIN-# [Epoch 1/500] [Batch 26/373] [G loss: 313.711792] [D loss: -397.592865] [Distance: 0.233819]\n",
            "#-TRAIN-# Total Running Time: 0.0h 5.0m 55.247636556625366s\n",
            "#-TRAIN-# Epoch Time: 0.0h 5.0m 55.247674226760864s\n",
            "#-TRAIN-# [Epoch 1/500] [Batch 31/373] [G loss: 604.752075] [D loss: -804.507263] [Distance: 0.227025]\n",
            "#-TRAIN-# Total Running Time: 0.0h 7.0m 7.209574460983276s\n",
            "#-TRAIN-# Epoch Time: 0.0h 7.0m 7.209606170654297s\n",
            "#-TRAIN-# [Epoch 1/500] [Batch 36/373] [G loss: 1114.991577] [D loss: -1309.353516] [Distance: 0.227163]\n",
            "#-TRAIN-# Total Running Time: 0.0h 8.0m 19.070569276809692s\n",
            "#-TRAIN-# Epoch Time: 0.0h 8.0m 19.07059955596924s\n",
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            "#-TRAIN-# Total Running Time: 0.0h 9.0m 26.461012601852417s\n",
            "#-TRAIN-# Epoch Time: 0.0h 9.0m 26.4610435962677s\n",
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            "#-TRAIN-# Total Running Time: 0.0h 10.0m 37.4719603061676s\n",
            "#-TRAIN-# Epoch Time: 0.0h 10.0m 37.47199106216431s\n",
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            "#-TRAIN-# Total Running Time: 0.0h 11.0m 48.537325859069824s\n",
            "#-TRAIN-# Epoch Time: 0.0h 11.0m 48.537354707717896s\n",
            "#-TRAIN-# [Epoch 1/500] [Batch 56/373] [G loss: 2216.558594] [D loss: -1909.392700] [Distance: 0.212535]\n",
            "#-TRAIN-# Total Running Time: 0.0h 13.0m 2.959440231323242s\n",
            "#-TRAIN-# Epoch Time: 0.0h 13.0m 2.9594876766204834s\n",
            "#-TRAIN-# [Epoch 1/500] [Batch 61/373] [G loss: 2350.625732] [D loss: -816.218262] [Distance: 0.209227]\n",
            "#-TRAIN-# Total Running Time: 0.0h 14.0m 10.02452039718628s\n",
            "#-TRAIN-# Epoch Time: 0.0h 14.0m 10.024548292160034s\n",
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            "#-TRAIN-# Total Running Time: 0.0h 15.0m 17.964137315750122s\n",
            "#-TRAIN-# Epoch Time: 0.0h 15.0m 17.964167594909668s\n",
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            "#-TRAIN-# Total Running Time: 0.0h 16.0m 26.11003589630127s\n",
            "#-TRAIN-# Epoch Time: 0.0h 16.0m 26.11006736755371s\n",
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            "#-TRAIN-# Total Running Time: 0.0h 17.0m 32.44654583930969s\n",
            "#-TRAIN-# Epoch Time: 0.0h 17.0m 32.44657516479492s\n",
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            "#-TRAIN-# Total Running Time: 0.0h 18.0m 39.52818155288696s\n",
            "#-TRAIN-# Epoch Time: 0.0h 18.0m 39.528212785720825s\n",
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            "#-TRAIN-# Total Running Time: 0.0h 19.0m 52.25534462928772s\n",
            "#-TRAIN-# Epoch Time: 0.0h 19.0m 52.25537300109863s\n",
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            "#-TRAIN-# Total Running Time: 0.0h 20.0m 55.491154193878174s\n",
            "#-TRAIN-# Epoch Time: 0.0h 20.0m 55.49118208885193s\n",
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            "#-TRAIN-# Total Running Time: 0.0h 21.0m 59.09136366844177s\n",
            "#-TRAIN-# Epoch Time: 0.0h 21.0m 59.091392993927s\n",
            "<Figure size 1800x1800 with 3 Axes>\n",
            "<Figure size 1000x500 with 1 Axes>\n",
            "<Figure size 1000x500 with 1 Axes>\n",
            "<Figure size 1000x500 with 1 Axes>\n",
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            "#-TRAIN-# Epoch Time: 0.0h 23.0m 12.072056531906128s\n",
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            "#-TRAIN-# Epoch Time: 0.0h 25.0m 28.202507734298706s\n",
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            "#-TRAIN-# Epoch Time: 0.0h 26.0m 40.067798376083374s\n",
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            "#-TRAIN-# Epoch Time: 0.0h 45.0m 23.445884943008423s\n",
            "<Figure size 1800x1800 with 3 Axes>\n",
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            "#-TRAIN-# Total Running Time: 1.0h 0.0m 31.194907426834106s\n",
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            "#-TRAIN-# Total Running Time: 1.0h 1.0m 40.067063093185425s\n",
            "#-TRAIN-# Epoch Time: 1.0h 1.0m 40.06710624694824s\n",
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            "#-TRAIN-# Total Running Time: 1.0h 2.0m 50.70574998855591s\n",
            "#-TRAIN-# Epoch Time: 1.0h 2.0m 50.70577955245972s\n",
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            "#-TRAIN-# Total Running Time: 1.0h 3.0m 56.651082277297974s\n",
            "#-TRAIN-# Epoch Time: 1.0h 3.0m 56.65115547180176s\n",
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            "#-TRAIN-# Total Running Time: 1.0h 5.0m 0.2563948631286621s\n",
            "#-TRAIN-# Epoch Time: 1.0h 5.0m 0.2564263343811035s\n",
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            "#-TRAIN-# Total Running Time: 1.0h 6.0m 10.089702129364014s\n",
            "#-TRAIN-# Epoch Time: 1.0h 6.0m 10.089731216430664s\n",
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            "#-TRAIN-# Total Running Time: 1.0h 7.0m 19.78498888015747s\n",
            "#-TRAIN-# Epoch Time: 1.0h 7.0m 19.785020351409912s\n",
            "#-TRAIN-# [Epoch 1/500] [Batch 296/373] [G loss: 39.308659] [D loss: -90.159058] [Distance: 0.135420]\n",
            "#-TRAIN-# Total Running Time: 1.0h 8.0m 25.259021282196045s\n",
            "#-TRAIN-# Epoch Time: 1.0h 8.0m 25.259053230285645s\n",
            "<Figure size 1800x1800 with 3 Axes>\n",
            "<Figure size 1000x500 with 1 Axes>\n",
            "<Figure size 1000x500 with 1 Axes>\n",
            "<Figure size 1000x500 with 1 Axes>\n",
            "#-TRAIN-# [Epoch 1/500] [Batch 301/373] [G loss: 95.485069] [D loss: -94.472702] [Distance: 0.158193]\n",
            "#-TRAIN-# Total Running Time: 1.0h 9.0m 30.276615619659424s\n",
            "#-TRAIN-# Epoch Time: 1.0h 9.0m 30.276655912399292s\n",
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            "#-TRAIN-# Total Running Time: 1.0h 10.0m 40.35528516769409s\n",
            "#-TRAIN-# Epoch Time: 1.0h 10.0m 40.355313777923584s\n",
            "#-TRAIN-# [Epoch 1/500] [Batch 311/373] [G loss: -18.915655] [D loss: -119.988655] [Distance: 0.160100]\n",
            "#-TRAIN-# Total Running Time: 1.0h 11.0m 46.70553398132324s\n",
            "#-TRAIN-# Epoch Time: 1.0h 11.0m 46.70556354522705s\n",
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            "#-TRAIN-# Total Running Time: 1.0h 12.0m 53.53508377075195s\n",
            "#-TRAIN-# Epoch Time: 1.0h 12.0m 53.535109758377075s\n",
            "#-TRAIN-# [Epoch 1/500] [Batch 321/373] [G loss: 10.522350] [D loss: -126.339836] [Distance: 0.123911]\n",
            "#-TRAIN-# Total Running Time: 1.0h 13.0m 58.145699977874756s\n",
            "#-TRAIN-# Epoch Time: 1.0h 13.0m 58.145729064941406s\n",
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            "#-TRAIN-# Total Running Time: 1.0h 15.0m 12.859063863754272s\n",
            "#-TRAIN-# Epoch Time: 1.0h 15.0m 12.85909390449524s\n",
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            "#-TRAIN-# Total Running Time: 1.0h 16.0m 21.17325186729431s\n",
            "#-TRAIN-# Epoch Time: 1.0h 16.0m 21.1732816696167s\n",
            "#-TRAIN-# [Epoch 1/500] [Batch 336/373] [G loss: 59.831161] [D loss: -86.206650] [Distance: 0.148429]\n",
            "#-TRAIN-# Total Running Time: 1.0h 17.0m 33.05147957801819s\n",
            "#-TRAIN-# Epoch Time: 1.0h 17.0m 33.051504373550415s\n",
            "#-TRAIN-# [Epoch 1/500] [Batch 341/373] [G loss: 42.433128] [D loss: -2.868874] [Distance: 0.160240]\n",
            "#-TRAIN-# Total Running Time: 1.0h 18.0m 43.83715200424194s\n",
            "#-TRAIN-# Epoch Time: 1.0h 18.0m 43.83718681335449s\n",
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            "#-TRAIN-# Total Running Time: 1.0h 19.0m 51.9856162071228s\n",
            "#-TRAIN-# Epoch Time: 1.0h 19.0m 51.98564529418945s\n",
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            "#-TRAIN-# Total Running Time: 1.0h 21.0m 4.1517088413238525s\n",
            "#-TRAIN-# Epoch Time: 1.0h 21.0m 4.151737689971924s\n",
            "#-TRAIN-# [Epoch 1/500] [Batch 356/373] [G loss: 92.989777] [D loss: -177.922928] [Distance: 0.133892]\n",
            "#-TRAIN-# Total Running Time: 1.0h 22.0m 8.729057550430298s\n",
            "#-TRAIN-# Epoch Time: 1.0h 22.0m 8.729087352752686s\n",
            "#-TRAIN-# [Epoch 1/500] [Batch 361/373] [G loss: 149.593033] [D loss: -122.984818] [Distance: 0.126388]\n",
            "#-TRAIN-# Total Running Time: 1.0h 23.0m 17.044753789901733s\n",
            "#-TRAIN-# Epoch Time: 1.0h 23.0m 17.044782638549805s\n",
            "#-TRAIN-# [Epoch 1/500] [Batch 366/373] [G loss: 56.421371] [D loss: -108.105705] [Distance: 0.187131]\n",
            "#-TRAIN-# Total Running Time: 1.0h 24.0m 26.507110357284546s\n",
            "#-TRAIN-# Epoch Time: 1.0h 24.0m 26.50714087486267s\n",
            "#-TRAIN-# [Epoch 1/500] [Batch 371/373] [G loss: 75.938225] [D loss: -145.960983] [Distance: 0.148372]\n",
            "#-TRAIN-# Total Running Time: 1.0h 25.0m 36.10850811004639s\n",
            "#-TRAIN-# Epoch Time: 1.0h 25.0m 36.10853838920593s\n",
            "start train epoch1:\n",
            "#-TRAIN-# [Epoch 2/500] [Batch 1/373] [G loss: 42.154339] [D loss: -106.825562] [Distance: 0.195256]\n",
            "#-TRAIN-# Total Running Time: 1.0h 26.0m 14.678771018981934s\n",
            "#-TRAIN-# Epoch Time: 0.0h 0.0m 8.743543863296509s\n",
            "<Figure size 1800x1800 with 3 Axes>\n",
            "<Figure size 1000x500 with 1 Axes>\n",
            "<Figure size 1000x500 with 1 Axes>\n",
            "<Figure size 1000x500 with 1 Axes>\n",
            "#-TRAIN-# [Epoch 2/500] [Batch 6/373] [G loss: 79.207954] [D loss: -141.332047] [Distance: 0.121908]\n",
            "#-TRAIN-# Total Running Time: 1.0h 27.0m 6.340681552886963s\n",
            "#-TRAIN-# Epoch Time: 0.0h 1.0m 0.4054601192474365s\n",
            "#-TRAIN-# [Epoch 2/500] [Batch 11/373] [G loss: 138.215546] [D loss: -172.387665] [Distance: 0.124292]\n",
            "#-TRAIN-# Total Running Time: 1.0h 27.0m 58.01520824432373s\n",
            "#-TRAIN-# Epoch Time: 0.0h 1.0m 52.0799822807312s\n",
            "#-TRAIN-# [Epoch 2/500] [Batch 16/373] [G loss: 202.686600] [D loss: -142.433411] [Distance: 0.151262]\n",
            "#-TRAIN-# Total Running Time: 1.0h 28.0m 48.469462394714355s\n",
            "#-TRAIN-# Epoch Time: 0.0h 2.0m 42.534233808517456s\n",
            "#-TRAIN-# [Epoch 2/500] [Batch 21/373] [G loss: 237.997955] [D loss: -221.670532] [Distance: 0.121222]\n",
            "#-TRAIN-# Total Running Time: 1.0h 29.0m 37.42444467544556s\n",
            "#-TRAIN-# Epoch Time: 0.0h 3.0m 31.489264249801636s\n",
            "#-TRAIN-# [Epoch 2/500] [Batch 26/373] [G loss: 230.893860] [D loss: -264.367218] [Distance: 0.130399]\n",
            "#-TRAIN-# Total Running Time: 1.0h 30.0m 31.4238543510437s\n",
            "#-TRAIN-# Epoch Time: 0.0h 4.0m 25.48862624168396s\n",
            "#-TRAIN-# [Epoch 2/500] [Batch 31/373] [G loss: 183.634415] [D loss: 60.549408] [Distance: 0.204115]\n",
            "#-TRAIN-# Total Running Time: 1.0h 31.0m 26.471834659576416s\n",
            "#-TRAIN-# Epoch Time: 0.0h 5.0m 20.53660750389099s\n",
            "#-TRAIN-# [Epoch 2/500] [Batch 36/373] [G loss: 342.792084] [D loss: -169.835449] [Distance: 0.199686]\n",
            "#-TRAIN-# Total Running Time: 1.0h 32.0m 18.984388828277588s\n",
            "#-TRAIN-# Epoch Time: 0.0h 6.0m 13.049159288406372s\n",
            "#-TRAIN-# [Epoch 2/500] [Batch 41/373] [G loss: 367.925537] [D loss: -164.246368] [Distance: 0.228027]\n",
            "#-TRAIN-# Total Running Time: 1.0h 33.0m 7.357014894485474s\n",
            "#-TRAIN-# Epoch Time: 0.0h 7.0m 1.4217889308929443s\n",
            "#-TRAIN-# [Epoch 2/500] [Batch 46/373] [G loss: 218.394394] [D loss: -123.176926] [Distance: 0.110558]\n",
            "#-TRAIN-# Total Running Time: 1.0h 33.0m 50.19730281829834s\n",
            "#-TRAIN-# Epoch Time: 0.0h 7.0m 44.262088775634766s\n",
            "#-TRAIN-# [Epoch 2/500] [Batch 51/373] [G loss: 219.006927] [D loss: -220.613983] [Distance: 0.120062]\n",
            "#-TRAIN-# Total Running Time: 1.0h 34.0m 48.28813123703003s\n",
            "#-TRAIN-# Epoch Time: 0.0h 8.0m 42.35290718078613s\n",
            "#-TRAIN-# [Epoch 2/500] [Batch 56/373] [G loss: 260.436951] [D loss: -168.743591] [Distance: 0.185205]\n",
            "#-TRAIN-# Total Running Time: 1.0h 35.0m 35.48899698257446s\n",
            "#-TRAIN-# Epoch Time: 0.0h 9.0m 29.553767204284668s\n",
            "#-TRAIN-# [Epoch 2/500] [Batch 61/373] [G loss: 336.461639] [D loss: -189.308319] [Distance: 0.160780]\n",
            "#-TRAIN-# Total Running Time: 1.0h 36.0m 24.652939319610596s\n",
            "#-TRAIN-# Epoch Time: 0.0h 10.0m 18.717705726623535s\n",
            "#-TRAIN-# [Epoch 2/500] [Batch 66/373] [G loss: 307.644348] [D loss: -127.009415] [Distance: 0.152049]\n",
            "#-TRAIN-# Total Running Time: 1.0h 37.0m 17.905426263809204s\n",
            "#-TRAIN-# Epoch Time: 0.0h 11.0m 11.970196008682251s\n",
            "#-TRAIN-# [Epoch 2/500] [Batch 71/373] [G loss: 311.480408] [D loss: -297.289001] [Distance: 0.256155]\n",
            "#-TRAIN-# Total Running Time: 1.0h 38.0m 4.332610130310059s\n",
            "#-TRAIN-# Epoch Time: 0.0h 11.0m 58.3973822593689s\n",
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            "#-TRAIN-# Total Running Time: 1.0h 38.0m 48.34258770942688s\n",
            "#-TRAIN-# Epoch Time: 0.0h 12.0m 42.40735387802124s\n",
            "#-TRAIN-# [Epoch 2/500] [Batch 81/373] [G loss: 262.867615] [D loss: -94.091194] [Distance: 0.198963]\n",
            "#-TRAIN-# Total Running Time: 1.0h 39.0m 34.89864778518677s\n",
            "#-TRAIN-# Epoch Time: 0.0h 13.0m 28.96342420578003s\n",
            "#-TRAIN-# [Epoch 2/500] [Batch 86/373] [G loss: 303.106689] [D loss: -253.916809] [Distance: 0.195760]\n",
            "#-TRAIN-# Total Running Time: 1.0h 40.0m 22.863969087600708s\n",
            "#-TRAIN-# Epoch Time: 0.0h 14.0m 16.92873764038086s\n",
            "#-TRAIN-# [Epoch 2/500] [Batch 91/373] [G loss: 511.831879] [D loss: -312.294678] [Distance: 0.203075]\n",
            "#-TRAIN-# Total Running Time: 1.0h 41.0m 8.822880029678345s\n",
            "#-TRAIN-# Epoch Time: 0.0h 15.0m 2.887653112411499s\n",
            "#-TRAIN-# [Epoch 2/500] [Batch 96/373] [G loss: 275.318939] [D loss: -126.192734] [Distance: 0.140844]\n",
            "#-TRAIN-# Total Running Time: 1.0h 41.0m 58.2295401096344s\n",
            "#-TRAIN-# Epoch Time: 0.0h 15.0m 52.29430961608887s\n",
            "<Figure size 1800x1800 with 3 Axes>\n",
            "<Figure size 1000x500 with 1 Axes>\n",
            "<Figure size 1000x500 with 1 Axes>\n",
            "<Figure size 1000x500 with 1 Axes>\n",
            "#-TRAIN-# [Epoch 2/500] [Batch 101/373] [G loss: 485.503143] [D loss: -333.727600] [Distance: 0.209366]\n",
            "#-TRAIN-# Total Running Time: 1.0h 42.0m 48.867629051208496s\n",
            "#-TRAIN-# Epoch Time: 0.0h 16.0m 42.932411193847656s\n",
            "#-TRAIN-# [Epoch 2/500] [Batch 106/373] [G loss: 301.053925] [D loss: -247.478333] [Distance: 0.166050]\n",
            "#-TRAIN-# Total Running Time: 1.0h 43.0m 41.97450566291809s\n",
            "#-TRAIN-# Epoch Time: 0.0h 17.0m 36.03927516937256s\n",
            "#-TRAIN-# [Epoch 2/500] [Batch 111/373] [G loss: 393.562958] [D loss: -222.802521] [Distance: 0.143842]\n",
            "#-TRAIN-# Total Running Time: 1.0h 44.0m 29.78984022140503s\n",
            "#-TRAIN-# Epoch Time: 0.0h 18.0m 23.85460901260376s\n",
            "#-TRAIN-# [Epoch 2/500] [Batch 116/373] [G loss: 295.847870] [D loss: -313.189148] [Distance: 0.172501]\n",
            "#-TRAIN-# Total Running Time: 1.0h 45.0m 22.291036128997803s\n",
            "#-TRAIN-# Epoch Time: 0.0h 19.0m 16.355807542800903s\n",
            "#-TRAIN-# [Epoch 2/500] [Batch 121/373] [G loss: 267.575958] [D loss: -276.552094] [Distance: 0.117520]\n",
            "#-TRAIN-# Total Running Time: 1.0h 46.0m 17.180020809173584s\n",
            "#-TRAIN-# Epoch Time: 0.0h 20.0m 11.244792222976685s\n",
            "#-TRAIN-# [Epoch 2/500] [Batch 126/373] [G loss: 323.827332] [D loss: -193.325531] [Distance: 0.119383]\n",
            "#-TRAIN-# Total Running Time: 1.0h 47.0m 13.788883686065674s\n",
            "#-TRAIN-# Epoch Time: 0.0h 21.0m 7.85365104675293s\n",
            "#-TRAIN-# [Epoch 2/500] [Batch 131/373] [G loss: 217.549271] [D loss: -180.978958] [Distance: 0.195412]\n",
            "#-TRAIN-# Total Running Time: 1.0h 48.0m 3.9476253986358643s\n",
            "#-TRAIN-# Epoch Time: 0.0h 21.0m 58.0124249458313s\n",
            "#-TRAIN-# [Epoch 2/500] [Batch 136/373] [G loss: 404.475525] [D loss: -131.266068] [Distance: 0.174448]\n",
            "#-TRAIN-# Total Running Time: 1.0h 48.0m 56.832581996917725s\n",
            "#-TRAIN-# Epoch Time: 0.0h 22.0m 50.89735126495361s\n",
            "#-TRAIN-# [Epoch 2/500] [Batch 141/373] [G loss: 268.415894] [D loss: -343.348267] [Distance: 0.152002]\n",
            "#-TRAIN-# Total Running Time: 1.0h 49.0m 44.672823667526245s\n",
            "#-TRAIN-# Epoch Time: 0.0h 23.0m 38.73758864402771s\n",
            "#-TRAIN-# [Epoch 2/500] [Batch 146/373] [G loss: 404.754578] [D loss: -342.517883] [Distance: 0.115360]\n",
            "#-TRAIN-# Total Running Time: 1.0h 50.0m 32.82673215866089s\n",
            "#-TRAIN-# Epoch Time: 0.0h 24.0m 26.89150333404541s\n",
            "#-TRAIN-# [Epoch 2/500] [Batch 151/373] [G loss: 514.995483] [D loss: -252.741135] [Distance: 0.196375]\n",
            "#-TRAIN-# Total Running Time: 1.0h 51.0m 20.156177282333374s\n",
            "#-TRAIN-# Epoch Time: 0.0h 25.0m 14.22095537185669s\n",
            "#-TRAIN-# [Epoch 2/500] [Batch 156/373] [G loss: 473.176575] [D loss: -463.421082] [Distance: 0.106997]\n",
            "#-TRAIN-# Total Running Time: 1.0h 52.0m 1.0102310180664062s\n",
            "#-TRAIN-# Epoch Time: 0.0h 25.0m 55.075002908706665s\n",
            "#-TRAIN-# [Epoch 2/500] [Batch 161/373] [G loss: 323.026184] [D loss: -297.525177] [Distance: 0.151389]\n",
            "#-TRAIN-# Total Running Time: 1.0h 52.0m 49.67924499511719s\n",
            "#-TRAIN-# Epoch Time: 0.0h 26.0m 43.744014263153076s\n",
            "#-TRAIN-# [Epoch 2/500] [Batch 166/373] [G loss: 432.510101] [D loss: -417.389465] [Distance: 0.127901]\n",
            "#-TRAIN-# Total Running Time: 1.0h 53.0m 39.32642412185669s\n",
            "#-TRAIN-# Epoch Time: 0.0h 27.0m 33.39119267463684s\n",
            "#-TRAIN-# [Epoch 2/500] [Batch 171/373] [G loss: 199.167404] [D loss: -154.697937] [Distance: 0.155868]\n",
            "#-TRAIN-# Total Running Time: 1.0h 54.0m 31.06193494796753s\n",
            "#-TRAIN-# Epoch Time: 0.0h 28.0m 25.126716375350952s\n",
            "#-TRAIN-# [Epoch 2/500] [Batch 176/373] [G loss: 173.275543] [D loss: -60.877441] [Distance: 0.249066]\n",
            "#-TRAIN-# Total Running Time: 1.0h 55.0m 20.71991491317749s\n",
            "#-TRAIN-# Epoch Time: 0.0h 29.0m 14.784725666046143s\n",
            "#-TRAIN-# [Epoch 2/500] [Batch 181/373] [G loss: 528.080872] [D loss: -391.911346] [Distance: 0.148280]\n",
            "#-TRAIN-# Total Running Time: 1.0h 56.0m 5.807309627532959s\n",
            "#-TRAIN-# Epoch Time: 0.0h 29.0m 59.87208032608032s\n",
            "#-TRAIN-# [Epoch 2/500] [Batch 186/373] [G loss: 384.757568] [D loss: -425.700928] [Distance: 0.180103]\n",
            "#-TRAIN-# Total Running Time: 1.0h 56.0m 56.244117975234985s\n",
            "#-TRAIN-# Epoch Time: 0.0h 30.0m 50.308887243270874s\n",
            "#-TRAIN-# [Epoch 2/500] [Batch 191/373] [G loss: 399.942688] [D loss: -504.865570] [Distance: 0.160223]\n",
            "#-TRAIN-# Total Running Time: 1.0h 57.0m 40.48773455619812s\n",
            "#-TRAIN-# Epoch Time: 0.0h 31.0m 34.55250334739685s\n",
            "#-TRAIN-# [Epoch 2/500] [Batch 196/373] [G loss: 262.630951] [D loss: -361.220276] [Distance: 0.163284]\n",
            "#-TRAIN-# Total Running Time: 1.0h 58.0m 29.976531267166138s\n",
            "#-TRAIN-# Epoch Time: 0.0h 32.0m 24.041301250457764s\n",
            "<Figure size 1800x1800 with 3 Axes>\n",
            "<Figure size 1000x500 with 1 Axes>\n",
            "<Figure size 1000x500 with 1 Axes>\n",
            "<Figure size 1000x500 with 1 Axes>\n",
            "#-TRAIN-# [Epoch 2/500] [Batch 201/373] [G loss: 452.056458] [D loss: -622.140930] [Distance: 0.178495]\n",
            "#-TRAIN-# Total Running Time: 1.0h 59.0m 20.543891191482544s\n",
            "#-TRAIN-# Epoch Time: 0.0h 33.0m 14.608659982681274s\n",
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            "#-TRAIN-# Total Running Time: 2.0h 0.0m 13.546238660812378s\n",
            "#-TRAIN-# Epoch Time: 0.0h 34.0m 7.611009836196899s\n",
            "#-TRAIN-# [Epoch 2/500] [Batch 211/373] [G loss: 366.130066] [D loss: -409.395050] [Distance: 0.136670]\n",
            "#-TRAIN-# Total Running Time: 2.0h 1.0m 5.345531225204468s\n",
            "#-TRAIN-# Epoch Time: 0.0h 34.0m 59.41029977798462s\n",
            "#-TRAIN-# [Epoch 2/500] [Batch 216/373] [G loss: -279.780243] [D loss: 744.375305] [Distance: 0.141225]\n",
            "#-TRAIN-# Total Running Time: 2.0h 1.0m 56.13156867027283s\n",
            "#-TRAIN-# Epoch Time: 0.0h 35.0m 50.19633722305298s\n",
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            "#-TRAIN-# Total Running Time: 2.0h 2.0m 42.71283197402954s\n",
            "#-TRAIN-# Epoch Time: 0.0h 36.0m 36.77760076522827s\n",
            "#-TRAIN-# [Epoch 2/500] [Batch 226/373] [G loss: -41.376541] [D loss: -84.965240] [Distance: 0.211303]\n",
            "#-TRAIN-# Total Running Time: 2.0h 3.0m 31.203975439071655s\n",
            "#-TRAIN-# Epoch Time: 0.0h 37.0m 25.268743991851807s\n",
            "#-TRAIN-# [Epoch 2/500] [Batch 231/373] [G loss: -0.746676] [D loss: -138.192261] [Distance: 0.159414]\n",
            "#-TRAIN-# Total Running Time: 2.0h 4.0m 20.895874500274658s\n",
            "#-TRAIN-# Epoch Time: 0.0h 38.0m 14.960663557052612s\n",
            "#-TRAIN-# [Epoch 2/500] [Batch 236/373] [G loss: 21.883476] [D loss: -255.587845] [Distance: 0.160690]\n",
            "#-TRAIN-# Total Running Time: 2.0h 5.0m 13.209282398223877s\n",
            "#-TRAIN-# Epoch Time: 0.0h 39.0m 7.27405047416687s\n",
            "#-TRAIN-# [Epoch 2/500] [Batch 241/373] [G loss: -48.387337] [D loss: -224.949341] [Distance: 0.176791]\n",
            "#-TRAIN-# Total Running Time: 2.0h 6.0m 5.500927925109863s\n",
            "#-TRAIN-# Epoch Time: 0.0h 39.0m 59.565696239471436s\n",
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            "#-TRAIN-# Total Running Time: 2.0h 6.0m 59.42607116699219s\n",
            "#-TRAIN-# Epoch Time: 0.0h 40.0m 53.49084115028381s\n",
            "#-TRAIN-# [Epoch 2/500] [Batch 251/373] [G loss: 131.539703] [D loss: 121.912476] [Distance: 0.169065]\n",
            "#-TRAIN-# Total Running Time: 2.0h 7.0m 44.535146951675415s\n",
            "#-TRAIN-# Epoch Time: 0.0h 41.0m 38.599915981292725s\n",
            "#-TRAIN-# [Epoch 2/500] [Batch 256/373] [G loss: 77.913292] [D loss: -156.872894] [Distance: 0.142723]\n",
            "#-TRAIN-# Total Running Time: 2.0h 8.0m 37.73318886756897s\n",
            "#-TRAIN-# Epoch Time: 0.0h 42.0m 31.797959327697754s\n",
            "#-TRAIN-# [Epoch 2/500] [Batch 261/373] [G loss: 44.859348] [D loss: -173.219116] [Distance: 0.151023]\n",
            "#-TRAIN-# Total Running Time: 2.0h 9.0m 26.064790964126587s\n",
            "#-TRAIN-# Epoch Time: 0.0h 43.0m 20.129578351974487s\n",
            "#-TRAIN-# [Epoch 2/500] [Batch 266/373] [G loss: 23.535114] [D loss: -37.761124] [Distance: 0.154208]\n",
            "#-TRAIN-# Total Running Time: 2.0h 10.0m 22.025180101394653s\n",
            "#-TRAIN-# Epoch Time: 0.0h 44.0m 16.08995819091797s\n",
            "#-TRAIN-# [Epoch 2/500] [Batch 271/373] [G loss: 92.431686] [D loss: -323.751038] [Distance: 0.109649]\n",
            "#-TRAIN-# Total Running Time: 2.0h 11.0m 5.806303262710571s\n",
            "#-TRAIN-# Epoch Time: 0.0h 44.0m 59.87107515335083s\n",
            "#-TRAIN-# [Epoch 2/500] [Batch 276/373] [G loss: 98.318542] [D loss: -8.106873] [Distance: 0.162961]\n",
            "#-TRAIN-# Total Running Time: 2.0h 11.0m 56.35029411315918s\n",
            "#-TRAIN-# Epoch Time: 0.0h 45.0m 50.415079832077026s\n",
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            "#-TRAIN-# Total Running Time: 2.0h 12.0m 48.16299748420715s\n",
            "#-TRAIN-# Epoch Time: 0.0h 46.0m 42.22777247428894s\n",
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            "#-TRAIN-# Total Running Time: 2.0h 13.0m 36.1560492515564s\n",
            "#-TRAIN-# Epoch Time: 0.0h 47.0m 30.22081708908081s\n",
            "#-TRAIN-# [Epoch 2/500] [Batch 291/373] [G loss: 153.887985] [D loss: -307.524353] [Distance: 0.172189]\n",
            "#-TRAIN-# Total Running Time: 2.0h 14.0m 23.323764324188232s\n",
            "#-TRAIN-# Epoch Time: 0.0h 48.0m 17.388533353805542s\n",
            "#-TRAIN-# [Epoch 2/500] [Batch 296/373] [G loss: 37.983963] [D loss: 168.553497] [Distance: 0.133695]\n",
            "#-TRAIN-# Total Running Time: 2.0h 15.0m 17.356037378311157s\n",
            "#-TRAIN-# Epoch Time: 0.0h 49.0m 11.420806646347046s\n",
            "<Figure size 1800x1800 with 3 Axes>\n",
            "<Figure size 1000x500 with 1 Axes>\n",
            "<Figure size 1000x500 with 1 Axes>\n",
            "<Figure size 1000x500 with 1 Axes>\n",
            "#-TRAIN-# [Epoch 2/500] [Batch 301/373] [G loss: 58.891346] [D loss: -201.375015] [Distance: 0.184705]\n",
            "#-TRAIN-# Total Running Time: 2.0h 16.0m 12.391469478607178s\n",
            "#-TRAIN-# Epoch Time: 0.0h 50.0m 6.456237554550171s\n",
            "#-TRAIN-# [Epoch 2/500] [Batch 306/373] [G loss: 47.489563] [D loss: -133.422241] [Distance: 0.123337]\n",
            "#-TRAIN-# Total Running Time: 2.0h 16.0m 58.50393843650818s\n",
            "#-TRAIN-# Epoch Time: 0.0h 50.0m 52.5687255859375s\n",
            "#-TRAIN-# [Epoch 2/500] [Batch 311/373] [G loss: 143.353149] [D loss: -175.979492] [Distance: 0.162075]\n",
            "#-TRAIN-# Total Running Time: 2.0h 17.0m 48.62588357925415s\n",
            "#-TRAIN-# Epoch Time: 0.0h 51.0m 42.690653800964355s\n",
            "#-TRAIN-# [Epoch 2/500] [Batch 316/373] [G loss: 123.836014] [D loss: -249.434204] [Distance: 0.151459]\n",
            "#-TRAIN-# Total Running Time: 2.0h 18.0m 36.8604097366333s\n",
            "#-TRAIN-# Epoch Time: 0.0h 52.0m 30.925178289413452s\n",
            "#-TRAIN-# [Epoch 2/500] [Batch 321/373] [G loss: 156.709808] [D loss: -155.763931] [Distance: 0.213610]\n",
            "#-TRAIN-# Total Running Time: 2.0h 19.0m 26.639111280441284s\n",
            "#-TRAIN-# Epoch Time: 0.0h 53.0m 20.703885078430176s\n",
            "#-TRAIN-# [Epoch 2/500] [Batch 326/373] [G loss: 96.292870] [D loss: -455.469177] [Distance: 0.160164]\n",
            "#-TRAIN-# Total Running Time: 2.0h 20.0m 22.677748441696167s\n",
            "#-TRAIN-# Epoch Time: 0.0h 54.0m 16.742517948150635s\n",
            "#-TRAIN-# [Epoch 2/500] [Batch 331/373] [G loss: 127.083015] [D loss: -344.881714] [Distance: 0.192470]\n",
            "#-TRAIN-# Total Running Time: 2.0h 21.0m 11.410730600357056s\n",
            "#-TRAIN-# Epoch Time: 0.0h 55.0m 5.4755494594573975s\n",
            "#-TRAIN-# [Epoch 2/500] [Batch 336/373] [G loss: 97.727852] [D loss: -149.945312] [Distance: 0.186298]\n",
            "#-TRAIN-# Total Running Time: 2.0h 22.0m 12.218846559524536s\n",
            "#-TRAIN-# Epoch Time: 0.0h 56.0m 6.283616781234741s\n",
            "#-TRAIN-# [Epoch 2/500] [Batch 341/373] [G loss: 129.517212] [D loss: -234.325348] [Distance: 0.119506]\n",
            "#-TRAIN-# Total Running Time: 2.0h 22.0m 58.46100854873657s\n",
            "#-TRAIN-# Epoch Time: 0.0h 56.0m 52.52578115463257s\n",
            "#-TRAIN-# [Epoch 2/500] [Batch 346/373] [G loss: 200.076797] [D loss: -431.970825] [Distance: 0.104467]\n",
            "#-TRAIN-# Total Running Time: 2.0h 23.0m 49.623806953430176s\n",
            "#-TRAIN-# Epoch Time: 0.0h 57.0m 43.68858051300049s\n",
            "#-TRAIN-# [Epoch 2/500] [Batch 351/373] [G loss: 112.518524] [D loss: -385.137878] [Distance: 0.175358]\n",
            "#-TRAIN-# Total Running Time: 2.0h 24.0m 36.76711654663086s\n",
            "#-TRAIN-# Epoch Time: 0.0h 58.0m 30.83188533782959s\n",
            "#-TRAIN-# [Epoch 2/500] [Batch 356/373] [G loss: 118.649368] [D loss: -376.871643] [Distance: 0.145754]\n",
            "#-TRAIN-# Total Running Time: 2.0h 25.0m 18.40402364730835s\n",
            "#-TRAIN-# Epoch Time: 0.0h 59.0m 12.468798160552979s\n",
            "#-TRAIN-# [Epoch 2/500] [Batch 361/373] [G loss: 257.330505] [D loss: -278.298370] [Distance: 0.195686]\n",
            "#-TRAIN-# Total Running Time: 2.0h 26.0m 12.390710830688477s\n",
            "#-TRAIN-# Epoch Time: 1.0h 0.0m 6.455482006072998s\n",
            "#-TRAIN-# [Epoch 2/500] [Batch 366/373] [G loss: 225.137405] [D loss: -334.177917] [Distance: 0.172272]\n",
            "#-TRAIN-# Total Running Time: 2.0h 27.0m 0.8944807052612305s\n",
            "#-TRAIN-# Epoch Time: 1.0h 0.0m 54.95926117897034s\n",
            "#-TRAIN-# [Epoch 2/500] [Batch 371/373] [G loss: 224.439484] [D loss: -267.752075] [Distance: 0.172237]\n",
            "#-TRAIN-# Total Running Time: 2.0h 27.0m 53.02924299240112s\n",
            "#-TRAIN-# Epoch Time: 1.0h 1.0m 47.094011306762695s\n",
            "start train epoch2:\n",
            "#-TRAIN-# [Epoch 3/500] [Batch 1/373] [G loss: 274.741028] [D loss: -136.458344] [Distance: 0.174506]\n",
            "#-TRAIN-# Total Running Time: 2.0h 28.0m 19.18897318840027s\n",
            "#-TRAIN-# Epoch Time: 0.0h 0.0m 11.337606430053711s\n",
            "<Figure size 1800x1800 with 3 Axes>\n",
            "<Figure size 1000x500 with 1 Axes>\n",
            "<Figure size 1000x500 with 1 Axes>\n",
            "<Figure size 1000x500 with 1 Axes>\n",
            "#-TRAIN-# [Epoch 3/500] [Batch 6/373] [G loss: -90.635414] [D loss: -28.239182] [Distance: 0.148487]\n",
            "#-TRAIN-# Total Running Time: 2.0h 29.0m 3.2515275478363037s\n",
            "#-TRAIN-# Epoch Time: 0.0h 0.0m 55.400158405303955s\n",
            "#-TRAIN-# [Epoch 3/500] [Batch 11/373] [G loss: 84.365570] [D loss: -137.785995] [Distance: 0.123352]\n",
            "#-TRAIN-# Total Running Time: 2.0h 29.0m 44.06975483894348s\n",
            "#-TRAIN-# Epoch Time: 0.0h 1.0m 36.21838736534119s\n",
            "#-TRAIN-# [Epoch 3/500] [Batch 16/373] [G loss: 25.765421] [D loss: -164.379822] [Distance: 0.110502]\n",
            "#-TRAIN-# Total Running Time: 2.0h 30.0m 27.518997192382812s\n",
            "#-TRAIN-# Epoch Time: 0.0h 2.0m 19.66762924194336s\n",
            "#-TRAIN-# [Epoch 3/500] [Batch 21/373] [G loss: 25.377213] [D loss: -132.975967] [Distance: 0.155674]\n",
            "#-TRAIN-# Total Running Time: 2.0h 31.0m 8.869214534759521s\n",
            "#-TRAIN-# Epoch Time: 0.0h 3.0m 1.0178418159484863s\n",
            "#-TRAIN-# [Epoch 3/500] [Batch 26/373] [G loss: 131.048279] [D loss: -156.121597] [Distance: 0.206666]\n",
            "#-TRAIN-# Total Running Time: 2.0h 31.0m 58.277355909347534s\n",
            "#-TRAIN-# Epoch Time: 0.0h 3.0m 50.425986528396606s\n",
            "#-TRAIN-# [Epoch 3/500] [Batch 31/373] [G loss: 272.467957] [D loss: -207.024612] [Distance: 0.109219]\n",
            "#-TRAIN-# Total Running Time: 2.0h 32.0m 42.27257061004639s\n",
            "#-TRAIN-# Epoch Time: 0.0h 4.0m 34.4212007522583s\n",
            "#-TRAIN-# [Epoch 3/500] [Batch 36/373] [G loss: 168.450974] [D loss: 30.719620] [Distance: 0.134302]\n",
            "#-TRAIN-# Total Running Time: 2.0h 33.0m 27.034913063049316s\n",
            "#-TRAIN-# Epoch Time: 0.0h 5.0m 19.183543920516968s\n",
            "#-TRAIN-# [Epoch 3/500] [Batch 41/373] [G loss: 216.238724] [D loss: -236.077820] [Distance: 0.137809]\n",
            "#-TRAIN-# Total Running Time: 2.0h 34.0m 17.174216508865356s\n",
            "#-TRAIN-# Epoch Time: 0.0h 6.0m 9.322848320007324s\n",
            "#-TRAIN-# [Epoch 3/500] [Batch 46/373] [G loss: 131.334183] [D loss: -215.989716] [Distance: 0.171732]\n",
            "#-TRAIN-# Total Running Time: 2.0h 35.0m 6.067395210266113s\n",
            "#-TRAIN-# Epoch Time: 0.0h 6.0m 58.216028690338135s\n",
            "#-TRAIN-# [Epoch 3/500] [Batch 51/373] [G loss: 172.088882] [D loss: -174.578781] [Distance: 0.158575]\n",
            "#-TRAIN-# Total Running Time: 2.0h 35.0m 53.98900771141052s\n",
            "#-TRAIN-# Epoch Time: 0.0h 7.0m 46.13763904571533s\n",
            "#-TRAIN-# [Epoch 3/500] [Batch 56/373] [G loss: 195.009262] [D loss: -135.963181] [Distance: 0.178176]\n",
            "#-TRAIN-# Total Running Time: 2.0h 36.0m 40.97750520706177s\n",
            "#-TRAIN-# Epoch Time: 0.0h 8.0m 33.12613773345947s\n",
            "#-TRAIN-# [Epoch 3/500] [Batch 61/373] [G loss: 35.850372] [D loss: -102.264717] [Distance: 0.106652]\n",
            "#-TRAIN-# Total Running Time: 2.0h 37.0m 30.20757746696472s\n",
            "#-TRAIN-# Epoch Time: 0.0h 9.0m 22.356207847595215s\n",
            "#-TRAIN-# [Epoch 3/500] [Batch 66/373] [G loss: 53.974445] [D loss: -127.980637] [Distance: 0.156239]\n",
            "#-TRAIN-# Total Running Time: 2.0h 38.0m 12.116507768630981s\n",
            "#-TRAIN-# Epoch Time: 0.0h 10.0m 4.26513934135437s\n",
            "#-TRAIN-# [Epoch 3/500] [Batch 71/373] [G loss: 30.904825] [D loss: -105.920898] [Distance: 0.105603]\n",
            "#-TRAIN-# Total Running Time: 2.0h 39.0m 3.918736696243286s\n",
            "#-TRAIN-# Epoch Time: 0.0h 10.0m 56.0673668384552s\n",
            "#-TRAIN-# [Epoch 3/500] [Batch 76/373] [G loss: 148.093048] [D loss: -117.621521] [Distance: 0.187935]\n",
            "#-TRAIN-# Total Running Time: 2.0h 39.0m 54.41253662109375s\n",
            "#-TRAIN-# Epoch Time: 0.0h 11.0m 46.56116509437561s\n",
            "#-TRAIN-# [Epoch 3/500] [Batch 81/373] [G loss: 135.955627] [D loss: -132.267166] [Distance: 0.130471]\n",
            "#-TRAIN-# Total Running Time: 2.0h 40.0m 42.360798835754395s\n",
            "#-TRAIN-# Epoch Time: 0.0h 12.0m 34.509448289871216s\n",
            "#-TRAIN-# [Epoch 3/500] [Batch 86/373] [G loss: 210.990646] [D loss: -145.812698] [Distance: 0.168379]\n",
            "#-TRAIN-# Total Running Time: 2.0h 41.0m 23.29143524169922s\n",
            "#-TRAIN-# Epoch Time: 0.0h 13.0m 15.440068244934082s\n",
            "#-TRAIN-# [Epoch 3/500] [Batch 91/373] [G loss: 66.581909] [D loss: -28.737789] [Distance: 0.190706]\n",
            "#-TRAIN-# Total Running Time: 2.0h 42.0m 10.42116093635559s\n",
            "#-TRAIN-# Epoch Time: 0.0h 14.0m 2.5697970390319824s\n",
            "#-TRAIN-# [Epoch 3/500] [Batch 96/373] [G loss: 100.360397] [D loss: -92.809433] [Distance: 0.123401]\n",
            "#-TRAIN-# Total Running Time: 2.0h 42.0m 53.96676731109619s\n",
            "#-TRAIN-# Epoch Time: 0.0h 14.0m 46.11539697647095s\n",
            "<Figure size 1800x1800 with 3 Axes>\n",
            "<Figure size 1000x500 with 1 Axes>\n",
            "<Figure size 1000x500 with 1 Axes>\n",
            "<Figure size 1000x500 with 1 Axes>\n",
            "#-TRAIN-# [Epoch 3/500] [Batch 101/373] [G loss: 33.616493] [D loss: -38.204762] [Distance: 0.113256]\n",
            "#-TRAIN-# Total Running Time: 2.0h 43.0m 38.165363788604736s\n",
            "#-TRAIN-# Epoch Time: 0.0h 15.0m 30.313994646072388s\n",
            "#-TRAIN-# [Epoch 3/500] [Batch 106/373] [G loss: 103.153053] [D loss: -79.919495] [Distance: 0.156154]\n",
            "#-TRAIN-# Total Running Time: 2.0h 44.0m 18.336721658706665s\n",
            "#-TRAIN-# Epoch Time: 0.0h 16.0m 10.485353469848633s\n",
            "#-TRAIN-# [Epoch 3/500] [Batch 111/373] [G loss: 151.799255] [D loss: -144.207748] [Distance: 0.197614]\n",
            "#-TRAIN-# Total Running Time: 2.0h 45.0m 5.7418413162231445s\n",
            "#-TRAIN-# Epoch Time: 0.0h 16.0m 57.89047431945801s\n",
            "#-TRAIN-# [Epoch 3/500] [Batch 116/373] [G loss: 176.406876] [D loss: -35.878342] [Distance: 0.269828]\n",
            "#-TRAIN-# Total Running Time: 2.0h 45.0m 51.54381775856018s\n",
            "#-TRAIN-# Epoch Time: 0.0h 17.0m 43.69245219230652s\n",
            "#-TRAIN-# [Epoch 3/500] [Batch 121/373] [G loss: 231.283112] [D loss: -150.387650] [Distance: 0.157491]\n",
            "#-TRAIN-# Total Running Time: 2.0h 46.0m 37.33950233459473s\n",
            "#-TRAIN-# Epoch Time: 0.0h 18.0m 29.488134384155273s\n",
            "#-TRAIN-# [Epoch 3/500] [Batch 126/373] [G loss: 205.972672] [D loss: -103.660675] [Distance: 0.216892]\n",
            "#-TRAIN-# Total Running Time: 2.0h 47.0m 21.69095730781555s\n",
            "#-TRAIN-# Epoch Time: 0.0h 19.0m 13.839587211608887s\n",
            "#-TRAIN-# [Epoch 3/500] [Batch 131/373] [G loss: 147.531036] [D loss: 63.000458] [Distance: 0.257529]\n",
            "#-TRAIN-# Total Running Time: 2.0h 48.0m 4.037156820297241s\n",
            "#-TRAIN-# Epoch Time: 0.0h 19.0m 56.18582558631897s\n",
            "#-TRAIN-# [Epoch 3/500] [Batch 136/373] [G loss: 149.828796] [D loss: -71.934158] [Distance: 0.102236]\n",
            "#-TRAIN-# Total Running Time: 2.0h 48.0m 47.290565729141235s\n",
            "#-TRAIN-# Epoch Time: 0.0h 20.0m 39.4391975402832s\n",
            "#-TRAIN-# [Epoch 3/500] [Batch 141/373] [G loss: 185.066086] [D loss: -84.614525] [Distance: 0.107403]\n",
            "#-TRAIN-# Total Running Time: 2.0h 49.0m 31.898497343063354s\n",
            "#-TRAIN-# Epoch Time: 0.0h 21.0m 24.047128200531006s\n",
            "#-TRAIN-# [Epoch 3/500] [Batch 146/373] [G loss: 161.931885] [D loss: 34.990692] [Distance: 0.210363]\n",
            "#-TRAIN-# Total Running Time: 2.0h 50.0m 19.00609254837036s\n",
            "#-TRAIN-# Epoch Time: 0.0h 22.0m 11.154726266860962s\n",
            "#-TRAIN-# [Epoch 3/500] [Batch 151/373] [G loss: 152.375748] [D loss: -104.359833] [Distance: 0.132976]\n",
            "#-TRAIN-# Total Running Time: 2.0h 51.0m 2.954521656036377s\n",
            "#-TRAIN-# Epoch Time: 0.0h 22.0m 55.10315227508545s\n",
            "#-TRAIN-# [Epoch 3/500] [Batch 156/373] [G loss: 125.806648] [D loss: -63.039551] [Distance: 0.124964]\n",
            "#-TRAIN-# Total Running Time: 2.0h 51.0m 44.31724810600281s\n",
            "#-TRAIN-# Epoch Time: 0.0h 23.0m 36.465879678726196s\n",
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            "#-TRAIN-# Total Running Time: 2.0h 52.0m 25.38054847717285s\n",
            "#-TRAIN-# Epoch Time: 0.0h 24.0m 17.529263257980347s\n",
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            "#-TRAIN-# Total Running Time: 2.0h 53.0m 5.56910252571106s\n",
            "#-TRAIN-# Epoch Time: 0.0h 24.0m 57.71773362159729s\n",
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            "#-TRAIN-# Total Running Time: 2.0h 53.0m 51.063339948654175s\n",
            "#-TRAIN-# Epoch Time: 0.0h 25.0m 43.21197009086609s\n",
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            "#-TRAIN-# Total Running Time: 2.0h 54.0m 40.27332425117493s\n",
            "#-TRAIN-# Epoch Time: 0.0h 26.0m 32.42195415496826s\n",
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            "#-TRAIN-# Total Running Time: 2.0h 55.0m 27.202330112457275s\n",
            "#-TRAIN-# Epoch Time: 0.0h 27.0m 19.350975513458252s\n",
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            "#-TRAIN-# Total Running Time: 2.0h 56.0m 8.795989274978638s\n",
            "#-TRAIN-# Epoch Time: 0.0h 28.0m 0.9446165561676025s\n",
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            "#-TRAIN-# Total Running Time: 2.0h 56.0m 45.42292308807373s\n",
            "#-TRAIN-# Epoch Time: 0.0h 28.0m 37.571552991867065s\n",
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            "#-TRAIN-# Total Running Time: 2.0h 57.0m 28.324001789093018s\n",
            "#-TRAIN-# Epoch Time: 0.0h 29.0m 20.472628831863403s\n",
            "<Figure size 1800x1800 with 3 Axes>\n",
            "<Figure size 1000x500 with 1 Axes>\n",
            "<Figure size 1000x500 with 1 Axes>\n",
            "<Figure size 1000x500 with 1 Axes>\n",
            "#-TRAIN-# [Epoch 3/500] [Batch 201/373] [G loss: 113.920174] [D loss: -224.471527] [Distance: 0.112981]\n",
            "#-TRAIN-# Total Running Time: 2.0h 58.0m 14.508048057556152s\n",
            "#-TRAIN-# Epoch Time: 0.0h 30.0m 6.656680583953857s\n",
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            "#-TRAIN-# Total Running Time: 2.0h 58.0m 56.46214437484741s\n",
            "#-TRAIN-# Epoch Time: 0.0h 30.0m 48.61078715324402s\n",
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            "#-TRAIN-# Total Running Time: 2.0h 59.0m 41.09872555732727s\n",
            "#-TRAIN-# Epoch Time: 0.0h 31.0m 33.24735999107361s\n",
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            "#-TRAIN-# Total Running Time: 3.0h 0.0m 30.42092990875244s\n",
            "#-TRAIN-# Epoch Time: 0.0h 32.0m 22.56956171989441s\n",
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            "#-TRAIN-# Total Running Time: 3.0h 1.0m 13.590866565704346s\n",
            "#-TRAIN-# Epoch Time: 0.0h 33.0m 5.739497184753418s\n",
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            "#-TRAIN-# Total Running Time: 3.0h 1.0m 56.39311623573303s\n",
            "#-TRAIN-# Epoch Time: 0.0h 33.0m 48.54174518585205s\n",
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            "#-TRAIN-# Total Running Time: 3.0h 2.0m 40.994765281677246s\n",
            "#-TRAIN-# Epoch Time: 0.0h 34.0m 33.14339852333069s\n",
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            "#-TRAIN-# Total Running Time: 3.0h 3.0m 27.238582372665405s\n",
            "#-TRAIN-# Epoch Time: 0.0h 35.0m 19.387214422225952s\n",
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            "#-TRAIN-# Total Running Time: 3.0h 4.0m 15.362921476364136s\n",
            "#-TRAIN-# Epoch Time: 0.0h 36.0m 7.511553764343262s\n",
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            "#-TRAIN-# Total Running Time: 3.0h 5.0m 4.7989630699157715s\n",
            "#-TRAIN-# Epoch Time: 0.0h 36.0m 56.947592973709106s\n",
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            "#-TRAIN-# Total Running Time: 3.0h 5.0m 42.842698097229004s\n",
            "#-TRAIN-# Epoch Time: 0.0h 37.0m 34.99133062362671s\n",
            "#-TRAIN-# [Epoch 3/500] [Batch 256/373] [G loss: 169.940033] [D loss: -106.633072] [Distance: 0.160341]\n",
            "#-TRAIN-# Total Running Time: 3.0h 6.0m 28.93955373764038s\n",
            "#-TRAIN-# Epoch Time: 0.0h 38.0m 21.088179349899292s\n",
            "#-TRAIN-# [Epoch 3/500] [Batch 261/373] [G loss: 214.864120] [D loss: -156.951752] [Distance: 0.142435]\n",
            "#-TRAIN-# Total Running Time: 3.0h 7.0m 14.242693901062012s\n",
            "#-TRAIN-# Epoch Time: 0.0h 39.0m 6.391324996948242s\n",
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            "#-TRAIN-# Total Running Time: 3.0h 7.0m 56.3073468208313s\n",
            "#-TRAIN-# Epoch Time: 0.0h 39.0m 48.45597696304321s\n",
            "#-TRAIN-# [Epoch 3/500] [Batch 271/373] [G loss: 87.663704] [D loss: -71.004517] [Distance: 0.164049]\n",
            "#-TRAIN-# Total Running Time: 3.0h 8.0m 41.732138872146606s\n",
            "#-TRAIN-# Epoch Time: 0.0h 40.0m 33.88077116012573s\n",
            "#-TRAIN-# [Epoch 3/500] [Batch 276/373] [G loss: 89.257057] [D loss: -60.735638] [Distance: 0.112991]\n",
            "#-TRAIN-# Total Running Time: 3.0h 9.0m 27.91256546974182s\n",
            "#-TRAIN-# Epoch Time: 0.0h 41.0m 20.06119680404663s\n",
            "#-TRAIN-# [Epoch 3/500] [Batch 281/373] [G loss: 36.091373] [D loss: 32.449982] [Distance: 0.146313]\n",
            "#-TRAIN-# Total Running Time: 3.0h 10.0m 13.83224105834961s\n",
            "#-TRAIN-# Epoch Time: 0.0h 42.0m 5.980871677398682s\n",
            "#-TRAIN-# [Epoch 3/500] [Batch 286/373] [G loss: -18.225254] [D loss: -55.871620] [Distance: 0.170420]\n",
            "#-TRAIN-# Total Running Time: 3.0h 10.0m 58.37297868728638s\n",
            "#-TRAIN-# Epoch Time: 0.0h 42.0m 50.52160835266113s\n",
            "#-TRAIN-# [Epoch 3/500] [Batch 291/373] [G loss: 108.140915] [D loss: -122.859657] [Distance: 0.127643]\n",
            "#-TRAIN-# Total Running Time: 3.0h 11.0m 37.1147825717926s\n",
            "#-TRAIN-# Epoch Time: 0.0h 43.0m 29.26341223716736s\n",
            "#-TRAIN-# [Epoch 3/500] [Batch 296/373] [G loss: 40.764984] [D loss: -28.373276] [Distance: 0.194400]\n",
            "#-TRAIN-# Total Running Time: 3.0h 12.0m 24.152533292770386s\n",
            "#-TRAIN-# Epoch Time: 0.0h 44.0m 16.301170349121094s\n",
            "<Figure size 1800x1800 with 3 Axes>\n",
            "<Figure size 1000x500 with 1 Axes>\n",
            "<Figure size 1000x500 with 1 Axes>\n",
            "<Figure size 1000x500 with 1 Axes>\n",
            "#-TRAIN-# [Epoch 3/500] [Batch 301/373] [G loss: 90.444275] [D loss: -59.130985] [Distance: 0.102419]\n",
            "#-TRAIN-# Total Running Time: 3.0h 13.0m 12.119004011154175s\n",
            "#-TRAIN-# Epoch Time: 0.0h 45.0m 4.267636060714722s\n",
            "#-TRAIN-# [Epoch 3/500] [Batch 306/373] [G loss: 98.273933] [D loss: -99.386192] [Distance: 0.138235]\n",
            "#-TRAIN-# Total Running Time: 3.0h 13.0m 59.01557159423828s\n",
            "#-TRAIN-# Epoch Time: 0.0h 45.0m 51.16420364379883s\n",
            "#-TRAIN-# [Epoch 3/500] [Batch 311/373] [G loss: 158.636108] [D loss: -90.297935] [Distance: 0.156455]\n",
            "#-TRAIN-# Total Running Time: 3.0h 14.0m 44.304343461990356s\n",
            "#-TRAIN-# Epoch Time: 0.0h 46.0m 36.45297384262085s\n",
            "#-TRAIN-# [Epoch 3/500] [Batch 316/373] [G loss: 55.223591] [D loss: -92.555328] [Distance: 0.228613]\n",
            "#-TRAIN-# Total Running Time: 3.0h 15.0m 40.79066300392151s\n",
            "#-TRAIN-# Epoch Time: 0.0h 47.0m 32.93932843208313s\n",
            "#-TRAIN-# [Epoch 3/500] [Batch 321/373] [G loss: 155.893311] [D loss: -66.659592] [Distance: 0.162150]\n",
            "#-TRAIN-# Total Running Time: 3.0h 16.0m 29.352882862091064s\n",
            "#-TRAIN-# Epoch Time: 0.0h 48.0m 21.50151538848877s\n",
            "#-TRAIN-# [Epoch 3/500] [Batch 326/373] [G loss: 163.820343] [D loss: -113.185242] [Distance: 0.154556]\n",
            "#-TRAIN-# Total Running Time: 3.0h 17.0m 16.36776638031006s\n",
            "#-TRAIN-# Epoch Time: 0.0h 49.0m 8.516395807266235s\n",
            "#-TRAIN-# [Epoch 3/500] [Batch 331/373] [G loss: 164.760071] [D loss: -69.817017] [Distance: 0.145300]\n",
            "#-TRAIN-# Total Running Time: 3.0h 18.0m 5.937310695648193s\n",
            "#-TRAIN-# Epoch Time: 0.0h 49.0m 58.08594226837158s\n",
            "#-TRAIN-# [Epoch 3/500] [Batch 336/373] [G loss: 105.923149] [D loss: -8.346878] [Distance: 0.166036]\n",
            "#-TRAIN-# Total Running Time: 3.0h 18.0m 52.71678829193115s\n",
            "#-TRAIN-# Epoch Time: 0.0h 50.0m 44.86542105674744s\n",
            "#-TRAIN-# [Epoch 3/500] [Batch 341/373] [G loss: 68.017479] [D loss: -54.181046] [Distance: 0.113565]\n",
            "#-TRAIN-# Total Running Time: 3.0h 19.0m 38.74459505081177s\n",
            "#-TRAIN-# Epoch Time: 0.0h 51.0m 30.893223762512207s\n",
            "#-TRAIN-# [Epoch 3/500] [Batch 346/373] [G loss: 48.933891] [D loss: -33.646389] [Distance: 0.142669]\n",
            "#-TRAIN-# Total Running Time: 3.0h 20.0m 19.76433229446411s\n",
            "#-TRAIN-# Epoch Time: 0.0h 52.0m 11.912965774536133s\n",
            "#-TRAIN-# [Epoch 3/500] [Batch 351/373] [G loss: 99.718323] [D loss: -40.376610] [Distance: 0.119562]\n",
            "#-TRAIN-# Total Running Time: 3.0h 21.0m 3.2555952072143555s\n",
            "#-TRAIN-# Epoch Time: 0.0h 52.0m 55.404226779937744s\n",
            "#-TRAIN-# [Epoch 3/500] [Batch 356/373] [G loss: 158.455139] [D loss: -101.699509] [Distance: 0.152520]\n",
            "#-TRAIN-# Total Running Time: 3.0h 21.0m 46.59601831436157s\n",
            "#-TRAIN-# Epoch Time: 0.0h 53.0m 38.744643449783325s\n",
            "#-TRAIN-# [Epoch 3/500] [Batch 361/373] [G loss: 65.509537] [D loss: -83.170181] [Distance: 0.141933]\n",
            "#-TRAIN-# Total Running Time: 3.0h 22.0m 29.74951982498169s\n",
            "#-TRAIN-# Epoch Time: 0.0h 54.0m 21.898150205612183s\n",
            "#-TRAIN-# [Epoch 3/500] [Batch 366/373] [G loss: 41.921829] [D loss: -64.999466] [Distance: 0.097381]\n",
            "#-TRAIN-# Total Running Time: 3.0h 23.0m 8.59281325340271s\n",
            "#-TRAIN-# Epoch Time: 0.0h 55.0m 0.7414453029632568s\n",
            "#-TRAIN-# [Epoch 3/500] [Batch 371/373] [G loss: 14.185842] [D loss: -136.080551] [Distance: 0.135954]\n",
            "#-TRAIN-# Total Running Time: 3.0h 23.0m 59.591368198394775s\n",
            "#-TRAIN-# Epoch Time: 0.0h 55.0m 51.74000120162964s\n",
            "start train epoch3:\n",
            "#-TRAIN-# [Epoch 4/500] [Batch 1/373] [G loss: -2.353742] [D loss: -40.298965] [Distance: 0.182347]\n",
            "#-TRAIN-# Total Running Time: 3.0h 24.0m 26.774847507476807s\n",
            "#-TRAIN-# Epoch Time: 0.0h 0.0m 11.43357801437378s\n",
            "<Figure size 1800x1800 with 3 Axes>\n",
            "<Figure size 1000x500 with 1 Axes>\n",
            "<Figure size 1000x500 with 1 Axes>\n",
            "<Figure size 1000x500 with 1 Axes>\n",
            "#-TRAIN-# [Epoch 4/500] [Batch 6/373] [G loss: 38.333755] [D loss: -93.278931] [Distance: 0.132763]\n",
            "#-TRAIN-# Total Running Time: 3.0h 25.0m 12.939011335372925s\n",
            "#-TRAIN-# Epoch Time: 0.0h 0.0m 57.5977418422699s\n",
            "#-TRAIN-# [Epoch 4/500] [Batch 11/373] [G loss: 35.540005] [D loss: -47.585773] [Distance: 0.125601]\n",
            "#-TRAIN-# Total Running Time: 3.0h 26.0m 1.606506586074829s\n",
            "#-TRAIN-# Epoch Time: 0.0h 1.0m 46.26523566246033s\n",
            "#-TRAIN-# [Epoch 4/500] [Batch 16/373] [G loss: 102.410179] [D loss: -80.603554] [Distance: 0.110616]\n",
            "#-TRAIN-# Total Running Time: 3.0h 26.0m 47.7271454334259s\n",
            "#-TRAIN-# Epoch Time: 0.0h 2.0m 32.385876178741455s\n",
            "#-TRAIN-# [Epoch 4/500] [Batch 21/373] [G loss: 87.384819] [D loss: -89.987930] [Distance: 0.190682]\n",
            "#-TRAIN-# Total Running Time: 3.0h 27.0m 30.72264528274536s\n",
            "#-TRAIN-# Epoch Time: 0.0h 3.0m 15.381382465362549s\n",
            "#-TRAIN-# [Epoch 4/500] [Batch 26/373] [G loss: -55.304298] [D loss: 1.832222] [Distance: 0.180083]\n",
            "#-TRAIN-# Total Running Time: 3.0h 28.0m 12.37527060508728s\n",
            "#-TRAIN-# Epoch Time: 0.0h 3.0m 57.034003019332886s\n",
            "#-TRAIN-# [Epoch 4/500] [Batch 31/373] [G loss: 79.816460] [D loss: -29.373875] [Distance: 0.126103]\n",
            "#-TRAIN-# Total Running Time: 3.0h 28.0m 57.887556314468384s\n",
            "#-TRAIN-# Epoch Time: 0.0h 4.0m 42.54628944396973s\n",
            "#-TRAIN-# [Epoch 4/500] [Batch 36/373] [G loss: 35.600861] [D loss: -31.771759] [Distance: 0.168145]\n",
            "#-TRAIN-# Total Running Time: 3.0h 29.0m 40.10833692550659s\n",
            "#-TRAIN-# Epoch Time: 0.0h 5.0m 24.7670955657959s\n",
            "#-TRAIN-# [Epoch 4/500] [Batch 41/373] [G loss: 82.876022] [D loss: 51.656357] [Distance: 0.107560]\n",
            "#-TRAIN-# Total Running Time: 3.0h 30.0m 23.96651792526245s\n",
            "#-TRAIN-# Epoch Time: 0.0h 6.0m 8.625248193740845s\n",
            "#-TRAIN-# [Epoch 4/500] [Batch 46/373] [G loss: 66.241020] [D loss: -36.224213] [Distance: 0.111562]\n",
            "#-TRAIN-# Total Running Time: 3.0h 31.0m 4.299015283584595s\n",
            "#-TRAIN-# Epoch Time: 0.0h 6.0m 48.95774459838867s\n",
            "#-TRAIN-# [Epoch 4/500] [Batch 51/373] [G loss: 58.208546] [D loss: -89.106308] [Distance: 0.174895]\n",
            "#-TRAIN-# Total Running Time: 3.0h 31.0m 50.36875367164612s\n",
            "#-TRAIN-# Epoch Time: 0.0h 7.0m 35.02750539779663s\n",
            "#-TRAIN-# [Epoch 4/500] [Batch 56/373] [G loss: 30.349377] [D loss: -60.536613] [Distance: 0.103714]\n",
            "#-TRAIN-# Total Running Time: 3.0h 32.0m 32.57778835296631s\n",
            "#-TRAIN-# Epoch Time: 0.0h 8.0m 17.236523389816284s\n",
            "#-TRAIN-# [Epoch 4/500] [Batch 61/373] [G loss: 54.246365] [D loss: -46.153343] [Distance: 0.094486]\n",
            "#-TRAIN-# Total Running Time: 3.0h 33.0m 18.010034561157227s\n",
            "#-TRAIN-# Epoch Time: 0.0h 9.0m 2.6687753200531006s\n",
            "#-TRAIN-# [Epoch 4/500] [Batch 66/373] [G loss: 119.636292] [D loss: -112.067604] [Distance: 0.123064]\n",
            "#-TRAIN-# Total Running Time: 3.0h 34.0m 2.9404680728912354s\n",
            "#-TRAIN-# Epoch Time: 0.0h 9.0m 47.59920692443848s\n",
            "#-TRAIN-# [Epoch 4/500] [Batch 71/373] [G loss: 157.963928] [D loss: -83.587128] [Distance: 0.188429]\n",
            "#-TRAIN-# Total Running Time: 3.0h 34.0m 45.09773373603821s\n",
            "#-TRAIN-# Epoch Time: 0.0h 10.0m 29.75646471977234s\n",
            "#-TRAIN-# [Epoch 4/500] [Batch 76/373] [G loss: 97.060272] [D loss: -51.640347] [Distance: 0.192651]\n",
            "#-TRAIN-# Total Running Time: 3.0h 35.0m 23.865057229995728s\n",
            "#-TRAIN-# Epoch Time: 0.0h 11.0m 8.523787498474121s\n",
            "#-TRAIN-# [Epoch 4/500] [Batch 81/373] [G loss: 97.680496] [D loss: 36.627640] [Distance: 0.171578]\n",
            "#-TRAIN-# Total Running Time: 3.0h 36.0m 4.631494760513306s\n",
            "#-TRAIN-# Epoch Time: 0.0h 11.0m 49.290223121643066s\n",
            "#-TRAIN-# [Epoch 4/500] [Batch 86/373] [G loss: 103.120178] [D loss: -124.924301] [Distance: 0.180066]\n",
            "#-TRAIN-# Total Running Time: 3.0h 36.0m 52.38916778564453s\n",
            "#-TRAIN-# Epoch Time: 0.0h 12.0m 37.04789757728577s\n",
            "#-TRAIN-# [Epoch 4/500] [Batch 91/373] [G loss: 58.837490] [D loss: -69.399376] [Distance: 0.137929]\n",
            "#-TRAIN-# Total Running Time: 3.0h 37.0m 32.98883032798767s\n",
            "#-TRAIN-# Epoch Time: 0.0h 13.0m 17.64755892753601s\n",
            "#-TRAIN-# [Epoch 4/500] [Batch 96/373] [G loss: 26.387167] [D loss: -73.707581] [Distance: 0.191190]\n",
            "#-TRAIN-# Total Running Time: 3.0h 38.0m 15.031337022781372s\n",
            "#-TRAIN-# Epoch Time: 0.0h 13.0m 59.690067768096924s\n",
            "<Figure size 1800x1800 with 3 Axes>\n",
            "<Figure size 1000x500 with 1 Axes>\n",
            "<Figure size 1000x500 with 1 Axes>\n",
            "<Figure size 1000x500 with 1 Axes>\n",
            "#-TRAIN-# [Epoch 4/500] [Batch 101/373] [G loss: 61.120045] [D loss: 43.701965] [Distance: 0.210146]\n",
            "#-TRAIN-# Total Running Time: 3.0h 38.0m 55.331247091293335s\n",
            "#-TRAIN-# Epoch Time: 0.0h 14.0m 39.98997735977173s\n",
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            "#-TRAIN-# Total Running Time: 3.0h 39.0m 35.87655568122864s\n",
            "#-TRAIN-# Epoch Time: 0.0h 15.0m 20.53528594970703s\n",
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            "#-TRAIN-# Total Running Time: 3.0h 40.0m 22.06618070602417s\n",
            "#-TRAIN-# Epoch Time: 0.0h 16.0m 6.724910736083984s\n",
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            "#-TRAIN-# Total Running Time: 3.0h 41.0m 3.337890386581421s\n",
            "#-TRAIN-# Epoch Time: 0.0h 16.0m 47.996622800827026s\n",
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            "#-TRAIN-# Total Running Time: 3.0h 41.0m 49.18774461746216s\n",
            "#-TRAIN-# Epoch Time: 0.0h 17.0m 33.846542835235596s\n",
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            "#-TRAIN-# Total Running Time: 3.0h 42.0m 27.620206117630005s\n",
            "#-TRAIN-# Epoch Time: 0.0h 18.0m 12.278936624526978s\n",
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            "#-TRAIN-# Total Running Time: 3.0h 43.0m 9.793046236038208s\n",
            "#-TRAIN-# Epoch Time: 0.0h 18.0m 54.45177626609802s\n",
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            "#-TRAIN-# Total Running Time: 3.0h 43.0m 53.58213949203491s\n",
            "#-TRAIN-# Epoch Time: 0.0h 19.0m 38.24086952209473s\n",
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            "#-TRAIN-# Total Running Time: 3.0h 44.0m 36.68191313743591s\n",
            "#-TRAIN-# Epoch Time: 0.0h 20.0m 21.34064292907715s\n",
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            "#-TRAIN-# Total Running Time: 3.0h 45.0m 22.496086359024048s\n",
            "#-TRAIN-# Epoch Time: 0.0h 21.0m 7.154816150665283s\n",
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            "#-TRAIN-# Total Running Time: 3.0h 46.0m 2.153052806854248s\n",
            "#-TRAIN-# Epoch Time: 0.0h 21.0m 46.81178259849548s\n",
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            "#-TRAIN-# Total Running Time: 3.0h 46.0m 45.37452292442322s\n",
            "#-TRAIN-# Epoch Time: 0.0h 22.0m 30.03325366973877s\n",
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            "#-TRAIN-# Total Running Time: 3.0h 47.0m 31.20436191558838s\n",
            "#-TRAIN-# Epoch Time: 0.0h 23.0m 15.863095760345459s\n",
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            "#-TRAIN-# Total Running Time: 3.0h 48.0m 16.38583016395569s\n",
            "#-TRAIN-# Epoch Time: 0.0h 24.0m 1.0445585250854492s\n",
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            "#-TRAIN-# Total Running Time: 3.0h 49.0m 2.9106035232543945s\n",
            "#-TRAIN-# Epoch Time: 0.0h 24.0m 47.56933379173279s\n",
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            "#-TRAIN-# Total Running Time: 3.0h 49.0m 45.453808546066284s\n",
            "#-TRAIN-# Epoch Time: 0.0h 25.0m 30.112540245056152s\n",
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            "#-TRAIN-# Total Running Time: 3.0h 50.0m 28.290669441223145s\n",
            "#-TRAIN-# Epoch Time: 0.0h 26.0m 12.94940185546875s\n",
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            "#-TRAIN-# Total Running Time: 3.0h 51.0m 16.48179841041565s\n",
            "#-TRAIN-# Epoch Time: 0.0h 27.0m 1.140531063079834s\n",
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            "#-TRAIN-# Total Running Time: 3.0h 52.0m 1.8842170238494873s\n",
            "#-TRAIN-# Epoch Time: 0.0h 27.0m 46.54295206069946s\n",
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            "#-TRAIN-# Total Running Time: 3.0h 52.0m 47.483885288238525s\n",
            "#-TRAIN-# Epoch Time: 0.0h 28.0m 32.14261507987976s\n",
            "<Figure size 1800x1800 with 3 Axes>\n",
            "<Figure size 1000x500 with 1 Axes>\n",
            "<Figure size 1000x500 with 1 Axes>\n",
            "<Figure size 1000x500 with 1 Axes>\n",
            "#-TRAIN-# [Epoch 4/500] [Batch 201/373] [G loss: 25.914179] [D loss: -162.281555] [Distance: 0.170372]\n",
            "#-TRAIN-# Total Running Time: 3.0h 53.0m 35.61201548576355s\n",
            "#-TRAIN-# Epoch Time: 0.0h 29.0m 20.27074694633484s\n",
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            "#-TRAIN-# Total Running Time: 3.0h 54.0m 16.784209728240967s\n",
            "#-TRAIN-# Epoch Time: 0.0h 30.0m 1.4429409503936768s\n",
            "#-TRAIN-# [Epoch 4/500] [Batch 211/373] [G loss: 90.511269] [D loss: -78.186012] [Distance: 0.163084]\n",
            "#-TRAIN-# Total Running Time: 3.0h 54.0m 55.229058504104614s\n",
            "#-TRAIN-# Epoch Time: 0.0h 30.0m 39.8877911567688s\n",
            "#-TRAIN-# [Epoch 4/500] [Batch 216/373] [G loss: -1.019408] [D loss: -101.117287] [Distance: 0.142178]\n",
            "#-TRAIN-# Total Running Time: 3.0h 55.0m 39.01266145706177s\n",
            "#-TRAIN-# Epoch Time: 0.0h 31.0m 23.671392917633057s\n",
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            "#-TRAIN-# Total Running Time: 3.0h 56.0m 24.686034202575684s\n",
            "#-TRAIN-# Epoch Time: 0.0h 32.0m 9.344764947891235s\n",
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            "#-TRAIN-# Total Running Time: 3.0h 57.0m 11.126802682876587s\n",
            "#-TRAIN-# Epoch Time: 0.0h 32.0m 55.78554058074951s\n",
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            "#-TRAIN-# Total Running Time: 3.0h 57.0m 56.996389865875244s\n",
            "#-TRAIN-# Epoch Time: 0.0h 33.0m 41.655125856399536s\n",
            "#-TRAIN-# [Epoch 4/500] [Batch 236/373] [G loss: 77.303131] [D loss: -47.679626] [Distance: 0.115143]\n",
            "#-TRAIN-# Total Running Time: 3.0h 58.0m 41.01928472518921s\n",
            "#-TRAIN-# Epoch Time: 0.0h 34.0m 25.678011894226074s\n",
            "#-TRAIN-# [Epoch 4/500] [Batch 241/373] [G loss: 68.859833] [D loss: -73.051994] [Distance: 0.211176]\n",
            "#-TRAIN-# Total Running Time: 3.0h 59.0m 25.32537841796875s\n",
            "#-TRAIN-# Epoch Time: 0.0h 35.0m 9.984108686447144s\n",
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            "#-TRAIN-# Total Running Time: 4.0h 0.0m 8.195704698562622s\n",
            "#-TRAIN-# Epoch Time: 0.0h 35.0m 52.854445457458496s\n",
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            "#-TRAIN-# Total Running Time: 4.0h 0.0m 54.7789192199707s\n",
            "#-TRAIN-# Epoch Time: 0.0h 36.0m 39.437649726867676s\n",
            "#-TRAIN-# [Epoch 4/500] [Batch 256/373] [G loss: 62.738106] [D loss: -71.795547] [Distance: 0.160752]\n",
            "#-TRAIN-# Total Running Time: 4.0h 1.0m 36.42547535896301s\n",
            "#-TRAIN-# Epoch Time: 0.0h 37.0m 21.084205150604248s\n",
            "#-TRAIN-# [Epoch 4/500] [Batch 261/373] [G loss: 87.643379] [D loss: -110.641052] [Distance: 0.226131]\n",
            "#-TRAIN-# Total Running Time: 4.0h 2.0m 22.019266843795776s\n",
            "#-TRAIN-# Epoch Time: 0.0h 38.0m 6.677996873855591s\n",
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            "#-TRAIN-# Total Running Time: 4.0h 3.0m 0.09946918487548828s\n",
            "#-TRAIN-# Epoch Time: 0.0h 38.0m 44.758217334747314s\n",
            "#-TRAIN-# [Epoch 4/500] [Batch 271/373] [G loss: 125.818344] [D loss: -112.464058] [Distance: 0.153748]\n",
            "#-TRAIN-# Total Running Time: 4.0h 3.0m 49.5937077999115s\n",
            "#-TRAIN-# Epoch Time: 0.0h 39.0m 34.2524356842041s\n",
            "#-TRAIN-# [Epoch 4/500] [Batch 276/373] [G loss: 110.119675] [D loss: -101.249397] [Distance: 0.235202]\n",
            "#-TRAIN-# Total Running Time: 4.0h 4.0m 36.18695068359375s\n",
            "#-TRAIN-# Epoch Time: 0.0h 40.0m 20.845684051513672s\n",
            "#-TRAIN-# [Epoch 4/500] [Batch 281/373] [G loss: 22.989475] [D loss: -40.685390] [Distance: 0.205378]\n",
            "#-TRAIN-# Total Running Time: 4.0h 5.0m 20.33800172805786s\n",
            "#-TRAIN-# Epoch Time: 0.0h 41.0m 4.996734619140625s\n",
            "#-TRAIN-# [Epoch 4/500] [Batch 286/373] [G loss: 60.121040] [D loss: -95.141029] [Distance: 0.156858]\n",
            "#-TRAIN-# Total Running Time: 4.0h 6.0m 2.120453357696533s\n",
            "#-TRAIN-# Epoch Time: 0.0h 41.0m 46.77918767929077s\n",
            "#-TRAIN-# [Epoch 4/500] [Batch 291/373] [G loss: 71.272980] [D loss: -84.031189] [Distance: 0.229626]\n",
            "#-TRAIN-# Total Running Time: 4.0h 6.0m 44.06814408302307s\n",
            "#-TRAIN-# Epoch Time: 0.0h 42.0m 28.72687554359436s\n",
            "#-TRAIN-# [Epoch 4/500] [Batch 296/373] [G loss: 56.231316] [D loss: 20.047028] [Distance: 0.174119]\n",
            "#-TRAIN-# Total Running Time: 4.0h 7.0m 32.66868877410889s\n",
            "#-TRAIN-# Epoch Time: 0.0h 43.0m 17.32742142677307s\n",
            "<Figure size 1800x1800 with 3 Axes>\n",
            "<Figure size 1000x500 with 1 Axes>\n",
            "<Figure size 1000x500 with 1 Axes>\n",
            "<Figure size 1000x500 with 1 Axes>\n",
            "#-TRAIN-# [Epoch 4/500] [Batch 301/373] [G loss: 61.791290] [D loss: -53.723412] [Distance: 0.162133]\n",
            "#-TRAIN-# Total Running Time: 4.0h 8.0m 15.562126398086548s\n",
            "#-TRAIN-# Epoch Time: 0.0h 44.0m 0.220855712890625s\n",
            "#-TRAIN-# [Epoch 4/500] [Batch 306/373] [G loss: 98.323723] [D loss: -111.443527] [Distance: 0.154197]\n",
            "#-TRAIN-# Total Running Time: 4.0h 8.0m 58.05869650840759s\n",
            "#-TRAIN-# Epoch Time: 0.0h 44.0m 42.71742296218872s\n",
            "#-TRAIN-# [Epoch 4/500] [Batch 311/373] [G loss: 59.496956] [D loss: -117.584991] [Distance: 0.121308]\n",
            "#-TRAIN-# Total Running Time: 4.0h 9.0m 36.848636627197266s\n",
            "#-TRAIN-# Epoch Time: 0.0h 45.0m 21.50737977027893s\n",
            "#-TRAIN-# [Epoch 4/500] [Batch 316/373] [G loss: 7.879380] [D loss: 2.752281] [Distance: 0.235969]\n",
            "#-TRAIN-# Total Running Time: 4.0h 10.0m 21.147987365722656s\n",
            "#-TRAIN-# Epoch Time: 0.0h 46.0m 5.806718826293945s\n",
            "#-TRAIN-# [Epoch 4/500] [Batch 321/373] [G loss: 66.061691] [D loss: -82.822029] [Distance: 0.174332]\n",
            "#-TRAIN-# Total Running Time: 4.0h 11.0m 2.6520814895629883s\n",
            "#-TRAIN-# Epoch Time: 0.0h 46.0m 47.31084990501404s\n",
            "#-TRAIN-# [Epoch 4/500] [Batch 326/373] [G loss: 75.488876] [D loss: -25.196396] [Distance: 0.206973]\n",
            "#-TRAIN-# Total Running Time: 4.0h 11.0m 49.83799147605896s\n",
            "#-TRAIN-# Epoch Time: 0.0h 47.0m 34.49672245979309s\n",
            "#-TRAIN-# [Epoch 4/500] [Batch 331/373] [G loss: 77.476715] [D loss: -70.911362] [Distance: 0.143192]\n",
            "#-TRAIN-# Total Running Time: 4.0h 12.0m 37.71821618080139s\n",
            "#-TRAIN-# Epoch Time: 0.0h 48.0m 22.376952409744263s\n",
            "#-TRAIN-# [Epoch 4/500] [Batch 336/373] [G loss: 127.715118] [D loss: -78.788467] [Distance: 0.166766]\n",
            "#-TRAIN-# Total Running Time: 4.0h 13.0m 26.709302186965942s\n",
            "#-TRAIN-# Epoch Time: 0.0h 49.0m 11.368033409118652s\n",
            "#-TRAIN-# [Epoch 4/500] [Batch 341/373] [G loss: 144.774643] [D loss: -95.979523] [Distance: 0.199183]\n",
            "#-TRAIN-# Total Running Time: 4.0h 14.0m 12.111841201782227s\n",
            "#-TRAIN-# Epoch Time: 0.0h 49.0m 56.77057099342346s\n",
            "#-TRAIN-# [Epoch 4/500] [Batch 346/373] [G loss: 116.486008] [D loss: -60.815605] [Distance: 0.202949]\n",
            "#-TRAIN-# Total Running Time: 4.0h 14.0m 56.931164264678955s\n",
            "#-TRAIN-# Epoch Time: 0.0h 50.0m 41.58989644050598s\n",
            "#-TRAIN-# [Epoch 4/500] [Batch 351/373] [G loss: 65.713020] [D loss: -92.032867] [Distance: 0.180787]\n",
            "#-TRAIN-# Total Running Time: 4.0h 15.0m 48.90290975570679s\n",
            "#-TRAIN-# Epoch Time: 0.0h 51.0m 33.56163668632507s\n",
            "#-TRAIN-# [Epoch 4/500] [Batch 356/373] [G loss: 110.935059] [D loss: -41.483330] [Distance: 0.103313]\n",
            "#-TRAIN-# Total Running Time: 4.0h 16.0m 33.079925537109375s\n",
            "#-TRAIN-# Epoch Time: 0.0h 52.0m 17.738662004470825s\n",
            "#-TRAIN-# [Epoch 4/500] [Batch 361/373] [G loss: 98.478188] [D loss: -94.882256] [Distance: 0.111062]\n",
            "#-TRAIN-# Total Running Time: 4.0h 17.0m 11.642858743667603s\n",
            "#-TRAIN-# Epoch Time: 0.0h 52.0m 56.30159330368042s\n",
            "#-TRAIN-# [Epoch 4/500] [Batch 366/373] [G loss: 85.646759] [D loss: -75.974396] [Distance: 0.249334]\n",
            "#-TRAIN-# Total Running Time: 4.0h 18.0m 2.682055711746216s\n",
            "#-TRAIN-# Epoch Time: 0.0h 53.0m 47.3407883644104s\n",
            "#-TRAIN-# [Epoch 4/500] [Batch 371/373] [G loss: 95.182816] [D loss: 56.050819] [Distance: 0.185652]\n",
            "#-TRAIN-# Total Running Time: 4.0h 18.0m 48.554895877838135s\n",
            "#-TRAIN-# Epoch Time: 0.0h 54.0m 33.21362829208374s\n",
            "start train epoch4:\n",
            "#-TRAIN-# [Epoch 5/500] [Batch 1/373] [G loss: 45.633801] [D loss: -39.302593] [Distance: 0.115183]\n",
            "#-TRAIN-# Total Running Time: 4.0h 19.0m 15.751495122909546s\n",
            "#-TRAIN-# Epoch Time: 0.0h 0.0m 10.440741062164307s\n",
            "<Figure size 1800x1800 with 3 Axes>\n",
            "<Figure size 1000x500 with 1 Axes>\n",
            "<Figure size 1000x500 with 1 Axes>\n",
            "<Figure size 1000x500 with 1 Axes>\n",
            "#-TRAIN-# [Epoch 5/500] [Batch 6/373] [G loss: 96.121544] [D loss: -52.048546] [Distance: 0.108067]\n",
            "#-TRAIN-# Total Running Time: 4.0h 19.0m 56.673678159713745s\n",
            "#-TRAIN-# Epoch Time: 0.0h 0.0m 51.36292910575867s\n",
            "#-TRAIN-# [Epoch 5/500] [Batch 11/373] [G loss: 60.241566] [D loss: -85.965996] [Distance: 0.177752]\n",
            "#-TRAIN-# Total Running Time: 4.0h 20.0m 39.31641244888306s\n",
            "#-TRAIN-# Epoch Time: 0.0h 1.0m 34.0056631565094s\n",
            "#-TRAIN-# [Epoch 5/500] [Batch 16/373] [G loss: 53.853069] [D loss: -75.653488] [Distance: 0.153332]\n",
            "#-TRAIN-# Total Running Time: 4.0h 21.0m 23.31494903564453s\n",
            "#-TRAIN-# Epoch Time: 0.0h 2.0m 18.004199266433716s\n",
            "#-TRAIN-# [Epoch 5/500] [Batch 21/373] [G loss: 68.004929] [D loss: -102.027458] [Distance: 0.180459]\n",
            "#-TRAIN-# Total Running Time: 4.0h 22.0m 8.088968276977539s\n",
            "#-TRAIN-# Epoch Time: 0.0h 3.0m 2.778217077255249s\n",
            "#-TRAIN-# [Epoch 5/500] [Batch 26/373] [G loss: 103.210037] [D loss: -72.057693] [Distance: 0.164536]\n",
            "#-TRAIN-# Total Running Time: 4.0h 22.0m 47.76286458969116s\n",
            "#-TRAIN-# Epoch Time: 0.0h 3.0m 42.45211625099182s\n",
            "#-TRAIN-# [Epoch 5/500] [Batch 31/373] [G loss: 70.624763] [D loss: 22.435013] [Distance: 0.148548]\n",
            "#-TRAIN-# Total Running Time: 4.0h 23.0m 26.234327793121338s\n",
            "#-TRAIN-# Epoch Time: 0.0h 4.0m 20.92357897758484s\n",
            "#-TRAIN-# [Epoch 5/500] [Batch 36/373] [G loss: 81.408775] [D loss: -69.363434] [Distance: 0.166999]\n",
            "#-TRAIN-# Total Running Time: 4.0h 24.0m 13.258999586105347s\n",
            "#-TRAIN-# Epoch Time: 0.0h 5.0m 7.948254108428955s\n",
            "#-TRAIN-# [Epoch 5/500] [Batch 41/373] [G loss: 133.180542] [D loss: -92.544647] [Distance: 0.166928]\n",
            "#-TRAIN-# Total Running Time: 4.0h 24.0m 51.02238726615906s\n",
            "#-TRAIN-# Epoch Time: 0.0h 5.0m 45.7116379737854s\n",
            "#-TRAIN-# [Epoch 5/500] [Batch 46/373] [G loss: 11.339046] [D loss: -21.728836] [Distance: 0.203633]\n",
            "#-TRAIN-# Total Running Time: 4.0h 25.0m 37.73330116271973s\n",
            "#-TRAIN-# Epoch Time: 0.0h 6.0m 32.42255139350891s\n",
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            "#-TRAIN-# Epoch Time: 0.0h 7.0m 21.59588599205017s\n",
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            "#-TRAIN-# Epoch Time: 0.0h 8.0m 3.4521496295928955s\n",
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            "#-TRAIN-# Epoch Time: 0.0h 8.0m 45.67942714691162s\n",
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            "#-TRAIN-# Epoch Time: 0.0h 9.0m 32.93360996246338s\n",
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            "#-TRAIN-# Epoch Time: 0.0h 10.0m 13.306193590164185s\n",
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            "#-TRAIN-# Epoch Time: 0.0h 10.0m 56.172024965286255s\n",
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            "#-TRAIN-# Epoch Time: 0.0h 11.0m 43.77456998825073s\n",
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            "#-TRAIN-# Epoch Time: 0.0h 12.0m 26.325879335403442s\n",
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            "#-TRAIN-# Epoch Time: 0.0h 13.0m 8.683288097381592s\n",
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            "#-TRAIN-# Epoch Time: 0.0h 13.0m 56.3108286857605s\n",
            "<Figure size 1800x1800 with 3 Axes>\n",
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            "<Figure size 1000x500 with 1 Axes>\n",
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            "#-TRAIN-# Epoch Time: 0.0h 14.0m 41.61872887611389s\n",
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            "#-TRAIN-# Epoch Time: 0.0h 15.0m 25.236292839050293s\n",
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            "#-TRAIN-# Epoch Time: 0.0h 16.0m 48.288437604904175s\n",
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            "#-TRAIN-# Epoch Time: 0.0h 17.0m 24.933553457260132s\n",
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            "#-TRAIN-# Epoch Time: 0.0h 18.0m 11.939276456832886s\n",
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            "#-TRAIN-# Epoch Time: 0.0h 18.0m 55.73578405380249s\n",
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            "#-TRAIN-# Total Running Time: 4.0h 38.0m 45.97451162338257s\n",
            "#-TRAIN-# Epoch Time: 0.0h 19.0m 40.66376042366028s\n",
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            "#-TRAIN-# Epoch Time: 0.0h 20.0m 20.48656439781189s\n",
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            "#-TRAIN-# Epoch Time: 0.0h 21.0m 0.493133544921875s\n",
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            "#-TRAIN-# Epoch Time: 0.0h 21.0m 45.87590193748474s\n",
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            "#-TRAIN-# Epoch Time: 0.0h 22.0m 25.118940114974976s\n",
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            "#-TRAIN-# Epoch Time: 0.0h 23.0m 5.35757040977478s\n",
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            "#-TRAIN-# Total Running Time: 4.0h 42.0m 56.35344672203064s\n",
            "#-TRAIN-# Epoch Time: 0.0h 23.0m 51.04269742965698s\n",
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            "#-TRAIN-# Epoch Time: 0.0h 24.0m 38.82756018638611s\n",
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            "#-TRAIN-# Epoch Time: 0.0h 25.0m 21.639737844467163s\n",
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            "#-TRAIN-# Epoch Time: 0.0h 26.0m 4.472165107727051s\n",
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            "#-TRAIN-# Total Running Time: 4.0h 45.0m 58.17489743232727s\n",
            "#-TRAIN-# Epoch Time: 0.0h 26.0m 52.86414813995361s\n",
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            "#-TRAIN-# Total Running Time: 4.0h 46.0m 41.07462406158447s\n",
            "#-TRAIN-# Epoch Time: 0.0h 27.0m 35.763882875442505s\n",
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            "#-TRAIN-# Total Running Time: 4.0h 47.0m 31.24686050415039s\n",
            "#-TRAIN-# Epoch Time: 0.0h 28.0m 25.9361093044281s\n",
            "<Figure size 1800x1800 with 3 Axes>\n",
            "<Figure size 1000x500 with 1 Axes>\n",
            "<Figure size 1000x500 with 1 Axes>\n",
            "<Figure size 1000x500 with 1 Axes>\n",
            "#-TRAIN-# [Epoch 5/500] [Batch 201/373] [G loss: 150.257278] [D loss: -19.077133] [Distance: 0.189282]\n",
            "#-TRAIN-# Total Running Time: 4.0h 48.0m 21.121283292770386s\n",
            "#-TRAIN-# Epoch Time: 0.0h 29.0m 15.810534238815308s\n",
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            "#-TRAIN-# Total Running Time: 4.0h 49.0m 5.519519567489624s\n",
            "#-TRAIN-# Epoch Time: 0.0h 30.0m 0.2087695598602295s\n",
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            "#-TRAIN-# Total Running Time: 4.0h 49.0m 46.648476362228394s\n",
            "#-TRAIN-# Epoch Time: 0.0h 30.0m 41.337727308273315s\n",
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            "#-TRAIN-# Total Running Time: 4.0h 50.0m 31.690428256988525s\n",
            "#-TRAIN-# Epoch Time: 0.0h 31.0m 26.379690885543823s\n",
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            "#-TRAIN-# Total Running Time: 4.0h 51.0m 19.594528436660767s\n",
            "#-TRAIN-# Epoch Time: 0.0h 32.0m 14.283779621124268s\n",
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            "#-TRAIN-# Epoch Time: 0.0h 33.0m 1.1268939971923828s\n",
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            "#-TRAIN-# Epoch Time: 0.0h 33.0m 44.11286115646362s\n",
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            "#-TRAIN-# Epoch Time: 0.0h 34.0m 32.795679569244385s\n",
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            "#-TRAIN-# Epoch Time: 0.0h 35.0m 17.008254766464233s\n",
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            "#-TRAIN-# Epoch Time: 0.0h 35.0m 59.5723090171814s\n",
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            "#-TRAIN-# Epoch Time: 0.0h 36.0m 45.58202505111694s\n",
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            "#-TRAIN-# Epoch Time: 0.0h 37.0m 29.325249433517456s\n",
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            "#-TRAIN-# Total Running Time: 4.0h 57.0m 14.632632970809937s\n",
            "#-TRAIN-# Epoch Time: 0.0h 38.0m 9.321887731552124s\n",
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            "#-TRAIN-# Epoch Time: 0.0h 38.0m 51.49818563461304s\n",
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            "#-TRAIN-# Total Running Time: 4.0h 58.0m 42.77162146568298s\n",
            "#-TRAIN-# Epoch Time: 0.0h 39.0m 37.46088409423828s\n",
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            "#-TRAIN-# Epoch Time: 0.0h 40.0m 19.623183250427246s\n",
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            "#-TRAIN-# Total Running Time: 5.0h 0.0m 9.922572374343872s\n",
            "#-TRAIN-# Epoch Time: 0.0h 41.0m 4.6118199825286865s\n",
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            "#-TRAIN-# Epoch Time: 0.0h 41.0m 52.359922885894775s\n",
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            "#-TRAIN-# Total Running Time: 5.0h 1.0m 43.25220489501953s\n",
            "#-TRAIN-# Epoch Time: 0.0h 42.0m 37.94145894050598s\n",
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            "#-TRAIN-# Total Running Time: 5.0h 2.0m 26.694425582885742s\n",
            "#-TRAIN-# Epoch Time: 0.0h 43.0m 21.38367486000061s\n",
            "<Figure size 1800x1800 with 3 Axes>\n",
            "<Figure size 1000x500 with 1 Axes>\n",
            "<Figure size 1000x500 with 1 Axes>\n",
            "<Figure size 1000x500 with 1 Axes>\n",
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            "#-TRAIN-# Epoch Time: 0.0h 44.0m 4.739248752593994s\n",
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            "#-TRAIN-# Epoch Time: 0.0h 44.0m 50.1231586933136s\n",
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            "#-TRAIN-# Total Running Time: 5.0h 4.0m 41.319008350372314s\n",
            "#-TRAIN-# Epoch Time: 0.0h 45.0m 36.008256673812866s\n",
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            "#-TRAIN-# Total Running Time: 5.0h 5.0m 23.15766930580139s\n",
            "#-TRAIN-# Epoch Time: 0.0h 46.0m 17.84698987007141s\n",
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            "#-TRAIN-# Total Running Time: 5.0h 6.0m 7.202861070632935s\n",
            "#-TRAIN-# Epoch Time: 0.0h 47.0m 1.8921146392822266s\n",
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            "#-TRAIN-# Total Running Time: 5.0h 6.0m 48.569902658462524s\n",
            "#-TRAIN-# Epoch Time: 0.0h 47.0m 43.259151220321655s\n",
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            "#-TRAIN-# Epoch Time: 0.0h 48.0m 21.682897090911865s\n",
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            "#-TRAIN-# Total Running Time: 5.0h 8.0m 12.020405530929565s\n",
            "#-TRAIN-# Epoch Time: 0.0h 49.0m 6.709653615951538s\n",
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            "#-TRAIN-# Epoch Time: 0.0h 49.0m 52.2413010597229s\n",
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            "#-TRAIN-# Total Running Time: 5.0h 9.0m 38.788347244262695s\n",
            "#-TRAIN-# Epoch Time: 0.0h 50.0m 33.47759652137756s\n",
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            "#-TRAIN-# Epoch Time: 0.0h 51.0m 14.604211568832397s\n",
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            "#-TRAIN-# Total Running Time: 5.0h 10.0m 57.939584255218506s\n",
            "#-TRAIN-# Epoch Time: 0.0h 51.0m 52.62883281707764s\n",
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            "#-TRAIN-# Total Running Time: 5.0h 11.0m 44.09072542190552s\n",
            "#-TRAIN-# Epoch Time: 0.0h 52.0m 38.77997064590454s\n",
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            "#-TRAIN-# Epoch Time: 0.0h 53.0m 22.88632583618164s\n",
            "#-TRAIN-# [Epoch 5/500] [Batch 371/373] [G loss: 89.944221] [D loss: -66.452072] [Distance: 0.225972]\n",
            "#-TRAIN-# Total Running Time: 5.0h 13.0m 11.422428131103516s\n",
            "#-TRAIN-# Epoch Time: 0.0h 54.0m 6.111672401428223s\n",
            "start train epoch5:\n",
            "#-TRAIN-# [Epoch 6/500] [Batch 1/373] [G loss: 124.085205] [D loss: -86.809067] [Distance: 0.147185]\n",
            "#-TRAIN-# Total Running Time: 5.0h 13.0m 37.929086685180664s\n",
            "#-TRAIN-# Epoch Time: 0.0h 0.0m 9.736095905303955s\n",
            "<Figure size 1800x1800 with 3 Axes>\n",
            "<Figure size 1000x500 with 1 Axes>\n",
            "<Figure size 1000x500 with 1 Axes>\n",
            "<Figure size 1000x500 with 1 Axes>\n",
            "#-TRAIN-# [Epoch 6/500] [Batch 6/373] [G loss: 151.858139] [D loss: -100.977097] [Distance: 0.190567]\n",
            "#-TRAIN-# Total Running Time: 5.0h 14.0m 17.706965684890747s\n",
            "#-TRAIN-# Epoch Time: 0.0h 0.0m 49.51398515701294s\n",
            "#-TRAIN-# [Epoch 6/500] [Batch 11/373] [G loss: 102.672783] [D loss: -40.141541] [Distance: 0.199520]\n",
            "#-TRAIN-# Total Running Time: 5.0h 15.0m 1.8672115802764893s\n",
            "#-TRAIN-# Epoch Time: 0.0h 1.0m 33.674222469329834s\n",
            "#-TRAIN-# [Epoch 6/500] [Batch 16/373] [G loss: 157.283066] [D loss: -58.399811] [Distance: 0.215952]\n",
            "#-TRAIN-# Total Running Time: 5.0h 15.0m 42.90424370765686s\n",
            "#-TRAIN-# Epoch Time: 0.0h 2.0m 14.711272716522217s\n",
            "#-TRAIN-# [Epoch 6/500] [Batch 21/373] [G loss: 160.970840] [D loss: -103.387566] [Distance: 0.150744]\n",
            "#-TRAIN-# Total Running Time: 5.0h 16.0m 26.603046894073486s\n",
            "#-TRAIN-# Epoch Time: 0.0h 2.0m 58.41005825996399s\n",
            "#-TRAIN-# [Epoch 6/500] [Batch 26/373] [G loss: 90.464981] [D loss: -207.382004] [Distance: 0.138925]\n",
            "#-TRAIN-# Total Running Time: 5.0h 17.0m 11.366668224334717s\n",
            "#-TRAIN-# Epoch Time: 0.0h 3.0m 43.17367744445801s\n",
            "#-TRAIN-# [Epoch 6/500] [Batch 31/373] [G loss: 92.893028] [D loss: -56.028938] [Distance: 0.195150]\n",
            "#-TRAIN-# Total Running Time: 5.0h 17.0m 52.20247721672058s\n",
            "#-TRAIN-# Epoch Time: 0.0h 4.0m 24.009486198425293s\n",
            "#-TRAIN-# [Epoch 6/500] [Batch 36/373] [G loss: 114.460472] [D loss: -30.190956] [Distance: 0.219270]\n",
            "#-TRAIN-# Total Running Time: 5.0h 18.0m 39.91080403327942s\n",
            "#-TRAIN-# Epoch Time: 0.0h 5.0m 11.717814207077026s\n",
            "#-TRAIN-# [Epoch 6/500] [Batch 41/373] [G loss: 100.132500] [D loss: -43.807671] [Distance: 0.135301]\n",
            "#-TRAIN-# Total Running Time: 5.0h 19.0m 18.451660633087158s\n",
            "#-TRAIN-# Epoch Time: 0.0h 5.0m 50.25867009162903s\n",
            "#-TRAIN-# [Epoch 6/500] [Batch 46/373] [G loss: 96.299011] [D loss: -193.246857] [Distance: 0.153948]\n",
            "#-TRAIN-# Total Running Time: 5.0h 20.0m 3.6761863231658936s\n",
            "#-TRAIN-# Epoch Time: 0.0h 6.0m 35.48319697380066s\n",
            "#-TRAIN-# [Epoch 6/500] [Batch 51/373] [G loss: 140.485321] [D loss: -139.313980] [Distance: 0.131570]\n",
            "#-TRAIN-# Total Running Time: 5.0h 20.0m 45.49525213241577s\n",
            "#-TRAIN-# Epoch Time: 0.0h 7.0m 17.302263736724854s\n",
            "#-TRAIN-# [Epoch 6/500] [Batch 56/373] [G loss: 78.889771] [D loss: 65.408142] [Distance: 0.241609]\n",
            "#-TRAIN-# Total Running Time: 5.0h 21.0m 25.80673384666443s\n",
            "#-TRAIN-# Epoch Time: 0.0h 7.0m 57.61375975608826s\n",
            "#-TRAIN-# [Epoch 6/500] [Batch 61/373] [G loss: 98.946541] [D loss: -46.698250] [Distance: 0.159958]\n",
            "#-TRAIN-# Total Running Time: 5.0h 22.0m 10.64841604232788s\n",
            "#-TRAIN-# Epoch Time: 0.0h 8.0m 42.45542573928833s\n",
            "#-TRAIN-# [Epoch 6/500] [Batch 66/373] [G loss: 110.927681] [D loss: -64.316109] [Distance: 0.205289]\n",
            "#-TRAIN-# Total Running Time: 5.0h 22.0m 52.56846475601196s\n",
            "#-TRAIN-# Epoch Time: 0.0h 9.0m 24.37547540664673s\n",
            "#-TRAIN-# [Epoch 6/500] [Batch 71/373] [G loss: 115.203476] [D loss: -95.688423] [Distance: 0.185292]\n",
            "#-TRAIN-# Total Running Time: 5.0h 23.0m 39.97343325614929s\n",
            "#-TRAIN-# Epoch Time: 0.0h 10.0m 11.780442714691162s\n",
            "#-TRAIN-# [Epoch 6/500] [Batch 76/373] [G loss: 135.896210] [D loss: -93.460281] [Distance: 0.146598]\n",
            "#-TRAIN-# Total Running Time: 5.0h 24.0m 23.631657123565674s\n",
            "#-TRAIN-# Epoch Time: 0.0h 10.0m 55.43866562843323s\n",
            "#-TRAIN-# [Epoch 6/500] [Batch 81/373] [G loss: 156.071167] [D loss: -103.038696] [Distance: 0.168129]\n",
            "#-TRAIN-# Total Running Time: 5.0h 25.0m 3.6758222579956055s\n",
            "#-TRAIN-# Epoch Time: 0.0h 11.0m 35.482831954956055s\n",
            "#-TRAIN-# [Epoch 6/500] [Batch 86/373] [G loss: 149.395233] [D loss: 54.099869] [Distance: 0.208399]\n",
            "#-TRAIN-# Total Running Time: 5.0h 25.0m 46.637943983078s\n",
            "#-TRAIN-# Epoch Time: 0.0h 12.0m 18.44495415687561s\n",
            "#-TRAIN-# [Epoch 6/500] [Batch 91/373] [G loss: 201.013153] [D loss: -81.774361] [Distance: 0.219330]\n",
            "#-TRAIN-# Total Running Time: 5.0h 26.0m 24.099581480026245s\n",
            "#-TRAIN-# Epoch Time: 0.0h 12.0m 55.906591176986694s\n",
            "#-TRAIN-# [Epoch 6/500] [Batch 96/373] [G loss: 172.094604] [D loss: -92.985931] [Distance: 0.140504]\n",
            "#-TRAIN-# Total Running Time: 5.0h 27.0m 7.229341506958008s\n",
            "#-TRAIN-# Epoch Time: 0.0h 13.0m 39.03635311126709s\n",
            "<Figure size 1800x1800 with 3 Axes>\n",
            "<Figure size 1000x500 with 1 Axes>\n",
            "<Figure size 1000x500 with 1 Axes>\n",
            "<Figure size 1000x500 with 1 Axes>\n",
            "#-TRAIN-# [Epoch 6/500] [Batch 101/373] [G loss: 151.803925] [D loss: -99.741196] [Distance: 0.162208]\n",
            "#-TRAIN-# Total Running Time: 5.0h 27.0m 47.58971047401428s\n",
            "#-TRAIN-# Epoch Time: 0.0h 14.0m 19.396718978881836s\n",
            "#-TRAIN-# [Epoch 6/500] [Batch 106/373] [G loss: 158.202316] [D loss: -44.099258] [Distance: 0.224768]\n",
            "#-TRAIN-# Total Running Time: 5.0h 28.0m 26.535402536392212s\n",
            "#-TRAIN-# Epoch Time: 0.0h 14.0m 58.34241461753845s\n",
            "#-TRAIN-# [Epoch 6/500] [Batch 111/373] [G loss: 171.011871] [D loss: -93.438538] [Distance: 0.170481]\n",
            "#-TRAIN-# Total Running Time: 5.0h 29.0m 12.3475923538208s\n",
            "#-TRAIN-# Epoch Time: 0.0h 15.0m 44.15460133552551s\n",
            "#-TRAIN-# [Epoch 6/500] [Batch 116/373] [G loss: 173.179703] [D loss: -66.494904] [Distance: 0.237736]\n",
            "#-TRAIN-# Total Running Time: 5.0h 29.0m 56.23064613342285s\n",
            "#-TRAIN-# Epoch Time: 0.0h 16.0m 28.03766417503357s\n",
            "#-TRAIN-# [Epoch 6/500] [Batch 121/373] [G loss: 112.488541] [D loss: -129.236099] [Distance: 0.212420]\n",
            "#-TRAIN-# Total Running Time: 5.0h 30.0m 38.82316970825195s\n",
            "#-TRAIN-# Epoch Time: 0.0h 17.0m 10.63017988204956s\n",
            "#-TRAIN-# [Epoch 6/500] [Batch 126/373] [G loss: 78.710373] [D loss: -121.612251] [Distance: 0.162252]\n",
            "#-TRAIN-# Total Running Time: 5.0h 31.0m 27.061814308166504s\n",
            "#-TRAIN-# Epoch Time: 0.0h 17.0m 58.868873834609985s\n",
            "#-TRAIN-# [Epoch 6/500] [Batch 131/373] [G loss: 150.173233] [D loss: -88.624557] [Distance: 0.134033]\n",
            "#-TRAIN-# Total Running Time: 5.0h 32.0m 10.713905096054077s\n",
            "#-TRAIN-# Epoch Time: 0.0h 18.0m 42.52091574668884s\n",
            "#-TRAIN-# [Epoch 6/500] [Batch 136/373] [G loss: 144.810486] [D loss: -62.623093] [Distance: 0.247440]\n",
            "#-TRAIN-# Total Running Time: 5.0h 32.0m 59.82388615608215s\n",
            "#-TRAIN-# Epoch Time: 0.0h 19.0m 31.63089680671692s\n",
            "#-TRAIN-# [Epoch 6/500] [Batch 141/373] [G loss: 74.152733] [D loss: -3.734337] [Distance: 0.161889]\n",
            "#-TRAIN-# Total Running Time: 5.0h 33.0m 37.57069730758667s\n",
            "#-TRAIN-# Epoch Time: 0.0h 20.0m 9.377705812454224s\n",
            "#-TRAIN-# [Epoch 6/500] [Batch 146/373] [G loss: 68.633469] [D loss: -105.148293] [Distance: 0.127411]\n",
            "#-TRAIN-# Total Running Time: 5.0h 34.0m 17.953784227371216s\n",
            "#-TRAIN-# Epoch Time: 0.0h 20.0m 49.7607958316803s\n",
            "#-TRAIN-# [Epoch 6/500] [Batch 151/373] [G loss: 108.243797] [D loss: -104.043312] [Distance: 0.184570]\n",
            "#-TRAIN-# Total Running Time: 5.0h 34.0m 59.92733979225159s\n",
            "#-TRAIN-# Epoch Time: 0.0h 21.0m 31.734349012374878s\n",
            "#-TRAIN-# [Epoch 6/500] [Batch 156/373] [G loss: 125.433998] [D loss: -42.733795] [Distance: 0.170170]\n",
            "#-TRAIN-# Total Running Time: 5.0h 35.0m 44.66839623451233s\n",
            "#-TRAIN-# Epoch Time: 0.0h 22.0m 16.475417375564575s\n",
            "#-TRAIN-# [Epoch 6/500] [Batch 161/373] [G loss: 82.683495] [D loss: -82.322220] [Distance: 0.190740]\n",
            "#-TRAIN-# Total Running Time: 5.0h 36.0m 28.806335926055908s\n",
            "#-TRAIN-# Epoch Time: 0.0h 23.0m 0.6133453845977783s\n",
            "#-TRAIN-# [Epoch 6/500] [Batch 166/373] [G loss: 29.987635] [D loss: -95.086815] [Distance: 0.254752]\n",
            "#-TRAIN-# Total Running Time: 5.0h 37.0m 11.984383344650269s\n",
            "#-TRAIN-# Epoch Time: 0.0h 23.0m 43.79139232635498s\n",
            "#-TRAIN-# [Epoch 6/500] [Batch 171/373] [G loss: 61.368919] [D loss: -76.915001] [Distance: 0.242357]\n",
            "#-TRAIN-# Total Running Time: 5.0h 37.0m 52.17663621902466s\n",
            "#-TRAIN-# Epoch Time: 0.0h 24.0m 23.983654022216797s\n",
            "#-TRAIN-# [Epoch 6/500] [Batch 176/373] [G loss: 76.729271] [D loss: -70.740524] [Distance: 0.146534]\n",
            "#-TRAIN-# Total Running Time: 5.0h 38.0m 31.817894220352173s\n",
            "#-TRAIN-# Epoch Time: 0.0h 25.0m 3.624901056289673s\n",
            "#-TRAIN-# [Epoch 6/500] [Batch 181/373] [G loss: 128.486664] [D loss: -115.421135] [Distance: 0.156049]\n",
            "#-TRAIN-# Total Running Time: 5.0h 39.0m 14.878329277038574s\n",
            "#-TRAIN-# Epoch Time: 0.0h 25.0m 46.68534016609192s\n",
            "#-TRAIN-# [Epoch 6/500] [Batch 186/373] [G loss: 131.335556] [D loss: -153.862732] [Distance: 0.205878]\n",
            "#-TRAIN-# Total Running Time: 5.0h 40.0m 3.1441924571990967s\n",
            "#-TRAIN-# Epoch Time: 0.0h 26.0m 34.95120191574097s\n",
            "#-TRAIN-# [Epoch 6/500] [Batch 191/373] [G loss: 190.832031] [D loss: -125.719803] [Distance: 0.178689]\n",
            "#-TRAIN-# Total Running Time: 5.0h 40.0m 46.68311071395874s\n",
            "#-TRAIN-# Epoch Time: 0.0h 27.0m 18.490119695663452s\n",
            "#-TRAIN-# [Epoch 6/500] [Batch 196/373] [G loss: 225.711456] [D loss: -71.919296] [Distance: 0.176515]\n",
            "#-TRAIN-# Total Running Time: 5.0h 41.0m 33.40719819068909s\n",
            "#-TRAIN-# Epoch Time: 0.0h 28.0m 5.2142064571380615s\n",
            "<Figure size 1800x1800 with 3 Axes>\n",
            "<Figure size 1000x500 with 1 Axes>\n",
            "<Figure size 1000x500 with 1 Axes>\n",
            "<Figure size 1000x500 with 1 Axes>\n",
            "#-TRAIN-# [Epoch 6/500] [Batch 201/373] [G loss: 200.085144] [D loss: -80.325645] [Distance: 0.152495]\n",
            "#-TRAIN-# Total Running Time: 5.0h 42.0m 11.706520080566406s\n",
            "#-TRAIN-# Epoch Time: 0.0h 28.0m 43.51352524757385s\n",
            "#-TRAIN-# [Epoch 6/500] [Batch 206/373] [G loss: 11.753678] [D loss: -48.791290] [Distance: 0.216145]\n",
            "#-TRAIN-# Total Running Time: 5.0h 42.0m 58.2613410949707s\n",
            "#-TRAIN-# Epoch Time: 0.0h 29.0m 30.06835174560547s\n",
            "#-TRAIN-# [Epoch 6/500] [Batch 211/373] [G loss: 204.265442] [D loss: -62.731766] [Distance: 0.206120]\n",
            "#-TRAIN-# Total Running Time: 5.0h 43.0m 39.570566177368164s\n",
            "#-TRAIN-# Epoch Time: 0.0h 30.0m 11.377576112747192s\n",
            "#-TRAIN-# [Epoch 6/500] [Batch 216/373] [G loss: 71.368607] [D loss: -86.475212] [Distance: 0.118777]\n",
            "#-TRAIN-# Total Running Time: 5.0h 44.0m 17.439623594284058s\n",
            "#-TRAIN-# Epoch Time: 0.0h 30.0m 49.24664235115051s\n",
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            "#-TRAIN-# Total Running Time: 5.0h 45.0m 0.629101037979126s\n",
            "#-TRAIN-# Epoch Time: 0.0h 31.0m 32.436110734939575s\n",
            "#-TRAIN-# [Epoch 6/500] [Batch 226/373] [G loss: 130.649796] [D loss: -100.781387] [Distance: 0.093461]\n",
            "#-TRAIN-# Total Running Time: 5.0h 45.0m 47.31309628486633s\n",
            "#-TRAIN-# Epoch Time: 0.0h 32.0m 19.120105981826782s\n",
            "#-TRAIN-# [Epoch 6/500] [Batch 231/373] [G loss: 195.293671] [D loss: -66.360062] [Distance: 0.225549]\n",
            "#-TRAIN-# Total Running Time: 5.0h 46.0m 34.87494397163391s\n",
            "#-TRAIN-# Epoch Time: 0.0h 33.0m 6.6819679737091064s\n",
            "#-TRAIN-# [Epoch 6/500] [Batch 236/373] [G loss: 125.710342] [D loss: -46.397652] [Distance: 0.131039]\n",
            "#-TRAIN-# Total Running Time: 5.0h 47.0m 16.07547903060913s\n",
            "#-TRAIN-# Epoch Time: 0.0h 33.0m 47.882487535476685s\n",
            "#-TRAIN-# [Epoch 6/500] [Batch 241/373] [G loss: 89.443420] [D loss: -82.144707] [Distance: 0.136091]\n",
            "#-TRAIN-# Total Running Time: 5.0h 47.0m 57.05602836608887s\n",
            "#-TRAIN-# Epoch Time: 0.0h 34.0m 28.86304020881653s\n",
            "#-TRAIN-# [Epoch 6/500] [Batch 246/373] [G loss: 166.650696] [D loss: -83.917038] [Distance: 0.211052]\n",
            "#-TRAIN-# Total Running Time: 5.0h 48.0m 38.70509099960327s\n",
            "#-TRAIN-# Epoch Time: 0.0h 35.0m 10.51210618019104s\n",
            "#-TRAIN-# [Epoch 6/500] [Batch 251/373] [G loss: 140.352829] [D loss: -79.727425] [Distance: 0.175793]\n",
            "#-TRAIN-# Total Running Time: 5.0h 49.0m 25.127371788024902s\n",
            "#-TRAIN-# Epoch Time: 0.0h 35.0m 56.9343843460083s\n",
            "#-TRAIN-# [Epoch 6/500] [Batch 256/373] [G loss: 141.514496] [D loss: -46.629406] [Distance: 0.207168]\n",
            "#-TRAIN-# Total Running Time: 5.0h 50.0m 5.908050060272217s\n",
            "#-TRAIN-# Epoch Time: 0.0h 36.0m 37.71505808830261s\n",
            "#-TRAIN-# [Epoch 6/500] [Batch 261/373] [G loss: 109.172348] [D loss: -115.780899] [Distance: 0.204853]\n",
            "#-TRAIN-# Total Running Time: 5.0h 50.0m 43.63891315460205s\n",
            "#-TRAIN-# Epoch Time: 0.0h 37.0m 15.4459228515625s\n",
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            "#-TRAIN-# Total Running Time: 5.0h 51.0m 28.547788381576538s\n",
            "#-TRAIN-# Epoch Time: 0.0h 38.0m 0.3547966480255127s\n",
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            "#-TRAIN-# Total Running Time: 5.0h 52.0m 13.843451738357544s\n",
            "#-TRAIN-# Epoch Time: 0.0h 38.0m 45.650460958480835s\n",
            "#-TRAIN-# [Epoch 6/500] [Batch 276/373] [G loss: 163.790802] [D loss: -128.165695] [Distance: 0.189603]\n",
            "#-TRAIN-# Total Running Time: 5.0h 52.0m 57.19929599761963s\n",
            "#-TRAIN-# Epoch Time: 0.0h 39.0m 29.00630474090576s\n",
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            "#-TRAIN-# Total Running Time: 5.0h 53.0m 36.972270250320435s\n",
            "#-TRAIN-# Epoch Time: 0.0h 40.0m 8.77928638458252s\n",
            "#-TRAIN-# [Epoch 6/500] [Batch 286/373] [G loss: 94.877853] [D loss: -64.914398] [Distance: 0.119522]\n",
            "#-TRAIN-# Total Running Time: 5.0h 54.0m 18.58606195449829s\n",
            "#-TRAIN-# Epoch Time: 0.0h 40.0m 50.393073320388794s\n",
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            "#-TRAIN-# Total Running Time: 5.0h 54.0m 59.956390142440796s\n",
            "#-TRAIN-# Epoch Time: 0.0h 41.0m 31.7634015083313s\n",
            "#-TRAIN-# [Epoch 6/500] [Batch 296/373] [G loss: 137.094574] [D loss: -63.925484] [Distance: 0.126986]\n",
            "#-TRAIN-# Total Running Time: 5.0h 55.0m 42.877938985824585s\n",
            "#-TRAIN-# Epoch Time: 0.0h 42.0m 14.684951305389404s\n",
            "<Figure size 1800x1800 with 3 Axes>\n",
            "<Figure size 1000x500 with 1 Axes>\n",
            "<Figure size 1000x500 with 1 Axes>\n",
            "<Figure size 1000x500 with 1 Axes>\n",
            "#-TRAIN-# [Epoch 6/500] [Batch 301/373] [G loss: 100.126106] [D loss: 82.640396] [Distance: 0.186729]\n",
            "#-TRAIN-# Total Running Time: 5.0h 56.0m 28.85668969154358s\n",
            "#-TRAIN-# Epoch Time: 0.0h 43.0m 0.6637108325958252s\n",
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            "#-TRAIN-# Total Running Time: 5.0h 57.0m 14.061664581298828s\n",
            "#-TRAIN-# Epoch Time: 0.0h 43.0m 45.868674993515015s\n",
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            "#-TRAIN-# Total Running Time: 5.0h 57.0m 50.22254776954651s\n",
            "#-TRAIN-# Epoch Time: 0.0h 44.0m 22.029553413391113s\n",
            "#-TRAIN-# [Epoch 6/500] [Batch 316/373] [G loss: 156.047485] [D loss: -43.926723] [Distance: 0.169735]\n",
            "#-TRAIN-# Total Running Time: 5.0h 58.0m 32.25034284591675s\n",
            "#-TRAIN-# Epoch Time: 0.0h 45.0m 4.05735445022583s\n",
            "#-TRAIN-# [Epoch 6/500] [Batch 321/373] [G loss: 125.097038] [D loss: -146.871429] [Distance: 0.210563]\n",
            "#-TRAIN-# Total Running Time: 5.0h 59.0m 11.533689975738525s\n",
            "#-TRAIN-# Epoch Time: 0.0h 45.0m 43.34073519706726s\n",
            "#-TRAIN-# [Epoch 6/500] [Batch 326/373] [G loss: 102.979828] [D loss: 42.727455] [Distance: 0.145999]\n",
            "#-TRAIN-# Total Running Time: 5.0h 59.0m 54.44913172721863s\n",
            "#-TRAIN-# Epoch Time: 0.0h 46.0m 26.25614333152771s\n",
            "#-TRAIN-# [Epoch 6/500] [Batch 331/373] [G loss: 30.813232] [D loss: -138.742569] [Distance: 0.137618]\n",
            "#-TRAIN-# Total Running Time: 6.0h 0.0m 40.68011212348938s\n",
            "#-TRAIN-# Epoch Time: 0.0h 47.0m 12.487135410308838s\n",
            "#-TRAIN-# [Epoch 6/500] [Batch 336/373] [G loss: 111.616035] [D loss: -190.352631] [Distance: 0.152535]\n",
            "#-TRAIN-# Total Running Time: 6.0h 1.0m 24.383744716644287s\n",
            "#-TRAIN-# Epoch Time: 0.0h 47.0m 56.19075059890747s\n",
            "#-TRAIN-# [Epoch 6/500] [Batch 341/373] [G loss: 124.449432] [D loss: 45.195557] [Distance: 0.128924]\n",
            "#-TRAIN-# Total Running Time: 6.0h 2.0m 10.031705856323242s\n",
            "#-TRAIN-# Epoch Time: 0.0h 48.0m 41.83871579170227s\n",
            "#-TRAIN-# [Epoch 6/500] [Batch 346/373] [G loss: 135.819977] [D loss: -108.164406] [Distance: 0.129391]\n",
            "#-TRAIN-# Total Running Time: 6.0h 2.0m 52.69502854347229s\n",
            "#-TRAIN-# Epoch Time: 0.0h 49.0m 24.50205159187317s\n",
            "#-TRAIN-# [Epoch 6/500] [Batch 351/373] [G loss: 131.802185] [D loss: -87.581482] [Distance: 0.108423]\n",
            "#-TRAIN-# Total Running Time: 6.0h 3.0m 35.46546721458435s\n",
            "#-TRAIN-# Epoch Time: 0.0h 50.0m 7.272476673126221s\n",
            "#-TRAIN-# [Epoch 6/500] [Batch 356/373] [G loss: 105.175232] [D loss: -126.563736] [Distance: 0.117867]\n",
            "#-TRAIN-# Total Running Time: 6.0h 4.0m 18.599417448043823s\n",
            "#-TRAIN-# Epoch Time: 0.0h 50.0m 50.40642714500427s\n",
            "#-TRAIN-# [Epoch 6/500] [Batch 361/373] [G loss: 93.844856] [D loss: -94.406563] [Distance: 0.268479]\n",
            "#-TRAIN-# Total Running Time: 6.0h 4.0m 56.17727732658386s\n",
            "#-TRAIN-# Epoch Time: 0.0h 51.0m 27.984285354614258s\n",
            "#-TRAIN-# [Epoch 6/500] [Batch 366/373] [G loss: 98.674126] [D loss: -98.531349] [Distance: 0.141771]\n",
            "#-TRAIN-# Total Running Time: 6.0h 5.0m 39.98655867576599s\n",
            "#-TRAIN-# Epoch Time: 0.0h 52.0m 11.793565273284912s\n",
            "#-TRAIN-# [Epoch 6/500] [Batch 371/373] [G loss: 81.699165] [D loss: -76.397736] [Distance: 0.151800]\n",
            "#-TRAIN-# Total Running Time: 6.0h 6.0m 20.286142349243164s\n",
            "#-TRAIN-# Epoch Time: 0.0h 52.0m 52.0931510925293s\n",
            "start train epoch6:\n",
            "#-TRAIN-# [Epoch 7/500] [Batch 1/373] [G loss: 112.542137] [D loss: 125.270325] [Distance: 0.138651]\n",
            "#-TRAIN-# Total Running Time: 6.0h 6.0m 42.77827596664429s\n",
            "#-TRAIN-# Epoch Time: 0.0h 0.0m 9.524896383285522s\n",
            "<Figure size 1800x1800 with 3 Axes>\n",
            "<Figure size 1000x500 with 1 Axes>\n",
            "<Figure size 1000x500 with 1 Axes>\n",
            "<Figure size 1000x500 with 1 Axes>\n",
            "#-TRAIN-# [Epoch 7/500] [Batch 6/373] [G loss: 91.513176] [D loss: -78.387680] [Distance: 0.147867]\n",
            "#-TRAIN-# Total Running Time: 6.0h 7.0m 25.375564098358154s\n",
            "#-TRAIN-# Epoch Time: 0.0h 0.0m 52.12218976020813s\n",
            "#-TRAIN-# [Epoch 7/500] [Batch 11/373] [G loss: 30.444065] [D loss: -62.244583] [Distance: 0.128147]\n",
            "#-TRAIN-# Total Running Time: 6.0h 8.0m 10.760926485061646s\n",
            "#-TRAIN-# Epoch Time: 0.0h 1.0m 37.507548093795776s\n",
            "#-TRAIN-# [Epoch 7/500] [Batch 16/373] [G loss: 67.717255] [D loss: -122.327621] [Distance: 0.165356]\n",
            "#-TRAIN-# Total Running Time: 6.0h 8.0m 53.35113191604614s\n",
            "#-TRAIN-# Epoch Time: 0.0h 2.0m 20.097758531570435s\n",
            "#-TRAIN-# [Epoch 7/500] [Batch 21/373] [G loss: 63.778824] [D loss: -95.140869] [Distance: 0.147137]\n",
            "#-TRAIN-# Total Running Time: 6.0h 9.0m 33.5894935131073s\n",
            "#-TRAIN-# Epoch Time: 0.0h 3.0m 0.3361179828643799s\n",
            "#-TRAIN-# [Epoch 7/500] [Batch 26/373] [G loss: 122.344177] [D loss: -110.576447] [Distance: 0.174596]\n",
            "#-TRAIN-# Total Running Time: 6.0h 10.0m 13.017272233963013s\n",
            "#-TRAIN-# Epoch Time: 0.0h 3.0m 39.76389956474304s\n",
            "#-TRAIN-# [Epoch 7/500] [Batch 31/373] [G loss: 118.553917] [D loss: -61.862114] [Distance: 0.106667]\n",
            "#-TRAIN-# Total Running Time: 6.0h 10.0m 50.87244534492493s\n",
            "#-TRAIN-# Epoch Time: 0.0h 4.0m 17.61907124519348s\n",
            "#-TRAIN-# [Epoch 7/500] [Batch 36/373] [G loss: 110.433426] [D loss: -82.058289] [Distance: 0.163229]\n",
            "#-TRAIN-# Total Running Time: 6.0h 11.0m 34.77918815612793s\n",
            "#-TRAIN-# Epoch Time: 0.0h 5.0m 1.5258135795593262s\n",
            "#-TRAIN-# [Epoch 7/500] [Batch 41/373] [G loss: 119.704391] [D loss: -103.452789] [Distance: 0.203842]\n",
            "#-TRAIN-# Total Running Time: 6.0h 12.0m 18.159311056137085s\n",
            "#-TRAIN-# Epoch Time: 0.0h 5.0m 44.9059362411499s\n",
            "#-TRAIN-# [Epoch 7/500] [Batch 46/373] [G loss: 149.123734] [D loss: -120.140976] [Distance: 0.147365]\n",
            "#-TRAIN-# Total Running Time: 6.0h 12.0m 59.09471130371094s\n",
            "#-TRAIN-# Epoch Time: 0.0h 6.0m 25.841336727142334s\n",
            "#-TRAIN-# [Epoch 7/500] [Batch 51/373] [G loss: 163.074631] [D loss: -133.710922] [Distance: 0.255749]\n",
            "#-TRAIN-# Total Running Time: 6.0h 13.0m 40.411431550979614s\n",
            "#-TRAIN-# Epoch Time: 0.0h 7.0m 7.158055305480957s\n",
            "#-TRAIN-# [Epoch 7/500] [Batch 56/373] [G loss: 29.687510] [D loss: -115.678680] [Distance: 0.211816]\n",
            "#-TRAIN-# Total Running Time: 6.0h 14.0m 27.631855010986328s\n",
            "#-TRAIN-# Epoch Time: 0.0h 7.0m 54.37848377227783s\n",
            "#-TRAIN-# [Epoch 7/500] [Batch 61/373] [G loss: 47.117992] [D loss: -39.722095] [Distance: 0.193363]\n",
            "#-TRAIN-# Total Running Time: 6.0h 15.0m 11.868493795394897s\n",
            "#-TRAIN-# Epoch Time: 0.0h 8.0m 38.61512041091919s\n",
            "#-TRAIN-# [Epoch 7/500] [Batch 66/373] [G loss: 64.463455] [D loss: -76.634247] [Distance: 0.167618]\n",
            "#-TRAIN-# Total Running Time: 6.0h 15.0m 55.14383053779602s\n",
            "#-TRAIN-# Epoch Time: 0.0h 9.0m 21.890453815460205s\n",
            "#-TRAIN-# [Epoch 7/500] [Batch 71/373] [G loss: 59.848366] [D loss: -100.585976] [Distance: 0.168587]\n",
            "#-TRAIN-# Total Running Time: 6.0h 16.0m 42.668874740600586s\n",
            "#-TRAIN-# Epoch Time: 0.0h 10.0m 9.415501117706299s\n",
            "#-TRAIN-# [Epoch 7/500] [Batch 76/373] [G loss: 63.880367] [D loss: -107.132401] [Distance: 0.230581]\n",
            "#-TRAIN-# Total Running Time: 6.0h 17.0m 23.343186140060425s\n",
            "#-TRAIN-# Epoch Time: 0.0h 10.0m 50.08981132507324s\n",
            "#-TRAIN-# [Epoch 7/500] [Batch 81/373] [G loss: 117.174049] [D loss: -106.380432] [Distance: 0.167319]\n",
            "#-TRAIN-# Total Running Time: 6.0h 18.0m 2.715688705444336s\n",
            "#-TRAIN-# Epoch Time: 0.0h 11.0m 29.462313890457153s\n",
            "#-TRAIN-# [Epoch 7/500] [Batch 86/373] [G loss: 88.257523] [D loss: -152.238007] [Distance: 0.140594]\n",
            "#-TRAIN-# Total Running Time: 6.0h 18.0m 44.882813453674316s\n",
            "#-TRAIN-# Epoch Time: 0.0h 12.0m 11.629437446594238s\n",
            "#-TRAIN-# [Epoch 7/500] [Batch 91/373] [G loss: 17.664095] [D loss: -17.620483] [Distance: 0.155255]\n",
            "#-TRAIN-# Total Running Time: 6.0h 19.0m 28.68498969078064s\n",
            "#-TRAIN-# Epoch Time: 0.0h 12.0m 55.43161392211914s\n",
            "#-TRAIN-# [Epoch 7/500] [Batch 96/373] [G loss: 46.989132] [D loss: -110.724274] [Distance: 0.136691]\n",
            "#-TRAIN-# Total Running Time: 6.0h 20.0m 9.776635885238647s\n",
            "#-TRAIN-# Epoch Time: 0.0h 13.0m 36.52327013015747s\n",
            "<Figure size 1800x1800 with 3 Axes>\n",
            "<Figure size 1000x500 with 1 Axes>\n",
            "<Figure size 1000x500 with 1 Axes>\n",
            "<Figure size 1000x500 with 1 Axes>\n",
            "#-TRAIN-# [Epoch 7/500] [Batch 101/373] [G loss: 68.849243] [D loss: -81.700546] [Distance: 0.143130]\n",
            "#-TRAIN-# Total Running Time: 6.0h 20.0m 56.92209720611572s\n",
            "#-TRAIN-# Epoch Time: 0.0h 14.0m 23.668730974197388s\n",
            "#-TRAIN-# [Epoch 7/500] [Batch 106/373] [G loss: 40.106895] [D loss: -126.583374] [Distance: 0.150833]\n",
            "#-TRAIN-# Total Running Time: 6.0h 21.0m 39.39758920669556s\n",
            "#-TRAIN-# Epoch Time: 0.0h 15.0m 6.144213676452637s\n",
            "#-TRAIN-# [Epoch 7/500] [Batch 111/373] [G loss: 62.245430] [D loss: -78.610878] [Distance: 0.106706]\n",
            "#-TRAIN-# Total Running Time: 6.0h 22.0m 21.435400247573853s\n",
            "#-TRAIN-# Epoch Time: 0.0h 15.0m 48.182026863098145s\n",
            "#-TRAIN-# [Epoch 7/500] [Batch 116/373] [G loss: 62.862186] [D loss: -62.451164] [Distance: 0.209095]\n",
            "#-TRAIN-# Total Running Time: 6.0h 23.0m 4.38470458984375s\n",
            "#-TRAIN-# Epoch Time: 0.0h 16.0m 31.131328105926514s\n",
            "#-TRAIN-# [Epoch 7/500] [Batch 121/373] [G loss: 86.434731] [D loss: -118.470032] [Distance: 0.229498]\n",
            "#-TRAIN-# Total Running Time: 6.0h 23.0m 45.35079765319824s\n",
            "#-TRAIN-# Epoch Time: 0.0h 17.0m 12.097420692443848s\n",
            "#-TRAIN-# [Epoch 7/500] [Batch 126/373] [G loss: 119.747887] [D loss: -106.462242] [Distance: 0.156582]\n",
            "#-TRAIN-# Total Running Time: 6.0h 24.0m 27.315186262130737s\n",
            "#-TRAIN-# Epoch Time: 0.0h 17.0m 54.061811685562134s\n",
            "#-TRAIN-# [Epoch 7/500] [Batch 131/373] [G loss: 66.957382] [D loss: -81.401871] [Distance: 0.160459]\n",
            "#-TRAIN-# Total Running Time: 6.0h 25.0m 10.196904182434082s\n",
            "#-TRAIN-# Epoch Time: 0.0h 18.0m 36.943527698516846s\n",
            "#-TRAIN-# [Epoch 7/500] [Batch 136/373] [G loss: 85.828346] [D loss: -45.733593] [Distance: 0.191151]\n",
            "#-TRAIN-# Total Running Time: 6.0h 25.0m 54.31999731063843s\n",
            "#-TRAIN-# Epoch Time: 0.0h 19.0m 21.066630125045776s\n",
            "#-TRAIN-# [Epoch 7/500] [Batch 141/373] [G loss: 77.030182] [D loss: -136.373657] [Distance: 0.213332]\n",
            "#-TRAIN-# Total Running Time: 6.0h 26.0m 37.350889921188354s\n",
            "#-TRAIN-# Epoch Time: 0.0h 20.0m 4.0975141525268555s\n",
            "#-TRAIN-# [Epoch 7/500] [Batch 146/373] [G loss: 22.531801] [D loss: 9.197891] [Distance: 0.168921]\n",
            "#-TRAIN-# Total Running Time: 6.0h 27.0m 16.22371745109558s\n",
            "#-TRAIN-# Epoch Time: 0.0h 20.0m 42.97037982940674s\n",
            "#-TRAIN-# [Epoch 7/500] [Batch 151/373] [G loss: 101.114639] [D loss: -91.531075] [Distance: 0.117647]\n",
            "#-TRAIN-# Total Running Time: 6.0h 27.0m 59.595558404922485s\n",
            "#-TRAIN-# Epoch Time: 0.0h 21.0m 26.342204570770264s\n",
            "#-TRAIN-# [Epoch 7/500] [Batch 156/373] [G loss: 82.833641] [D loss: -126.718376] [Distance: 0.177192]\n",
            "#-TRAIN-# Total Running Time: 6.0h 28.0m 44.92366623878479s\n",
            "#-TRAIN-# Epoch Time: 0.0h 22.0m 11.670292139053345s\n",
            "#-TRAIN-# [Epoch 7/500] [Batch 161/373] [G loss: 52.129929] [D loss: -46.482208] [Distance: 0.216957]\n",
            "#-TRAIN-# Total Running Time: 6.0h 29.0m 27.917957544326782s\n",
            "#-TRAIN-# Epoch Time: 0.0h 22.0m 54.6645827293396s\n",
            "#-TRAIN-# [Epoch 7/500] [Batch 166/373] [G loss: 112.098976] [D loss: -98.339401] [Distance: 0.162364]\n",
            "#-TRAIN-# Total Running Time: 6.0h 30.0m 10.051343441009521s\n",
            "#-TRAIN-# Epoch Time: 0.0h 23.0m 36.7979621887207s\n",
            "#-TRAIN-# [Epoch 7/500] [Batch 171/373] [G loss: -59.275356] [D loss: -3.178270] [Distance: 0.183156]\n",
            "#-TRAIN-# Total Running Time: 6.0h 30.0m 47.83732771873474s\n",
            "#-TRAIN-# Epoch Time: 0.0h 24.0m 14.583951234817505s\n",
            "#-TRAIN-# [Epoch 7/500] [Batch 176/373] [G loss: 31.846813] [D loss: -46.999638] [Distance: 0.107234]\n",
            "#-TRAIN-# Total Running Time: 6.0h 31.0m 25.726747751235962s\n",
            "#-TRAIN-# Epoch Time: 0.0h 24.0m 52.47337079048157s\n",
            "#-TRAIN-# [Epoch 7/500] [Batch 181/373] [G loss: 50.504395] [D loss: -103.970352] [Distance: 0.149239]\n",
            "#-TRAIN-# Total Running Time: 6.0h 32.0m 4.705399751663208s\n",
            "#-TRAIN-# Epoch Time: 0.0h 25.0m 31.452025413513184s\n",
            "#-TRAIN-# [Epoch 7/500] [Batch 186/373] [G loss: 111.279045] [D loss: -48.650146] [Distance: 0.185252]\n",
            "#-TRAIN-# Total Running Time: 6.0h 32.0m 48.18141317367554s\n",
            "#-TRAIN-# Epoch Time: 0.0h 26.0m 14.92803692817688s\n",
            "#-TRAIN-# [Epoch 7/500] [Batch 191/373] [G loss: 87.527870] [D loss: -28.503052] [Distance: 0.155563]\n",
            "#-TRAIN-# Total Running Time: 6.0h 33.0m 30.17363166809082s\n",
            "#-TRAIN-# Epoch Time: 0.0h 26.0m 56.9202663898468s\n",
            "#-TRAIN-# [Epoch 7/500] [Batch 196/373] [G loss: 72.031090] [D loss: -67.606125] [Distance: 0.148699]\n",
            "#-TRAIN-# Total Running Time: 6.0h 34.0m 13.157955884933472s\n",
            "#-TRAIN-# Epoch Time: 0.0h 27.0m 39.904582262039185s\n",
            "<Figure size 1800x1800 with 3 Axes>\n",
            "<Figure size 1000x500 with 1 Axes>\n",
            "<Figure size 1000x500 with 1 Axes>\n",
            "<Figure size 1000x500 with 1 Axes>\n",
            "#-TRAIN-# [Epoch 7/500] [Batch 201/373] [G loss: 82.426292] [D loss: -89.346069] [Distance: 0.126118]\n",
            "#-TRAIN-# Total Running Time: 6.0h 34.0m 59.42613935470581s\n",
            "#-TRAIN-# Epoch Time: 0.0h 28.0m 26.172765016555786s\n",
            "#-TRAIN-# [Epoch 7/500] [Batch 206/373] [G loss: 66.684235] [D loss: -88.151154] [Distance: 0.151096]\n",
            "#-TRAIN-# Total Running Time: 6.0h 35.0m 38.61119508743286s\n",
            "#-TRAIN-# Epoch Time: 0.0h 29.0m 5.357818841934204s\n",
            "#-TRAIN-# [Epoch 7/500] [Batch 211/373] [G loss: 34.504257] [D loss: -75.199432] [Distance: 0.182465]\n",
            "#-TRAIN-# Total Running Time: 6.0h 36.0m 26.36620330810547s\n",
            "#-TRAIN-# Epoch Time: 0.0h 29.0m 53.11282515525818s\n",
            "#-TRAIN-# [Epoch 7/500] [Batch 216/373] [G loss: 4.920555] [D loss: -101.365646] [Distance: 0.161287]\n",
            "#-TRAIN-# Total Running Time: 6.0h 37.0m 7.116678237915039s\n",
            "#-TRAIN-# Epoch Time: 0.0h 30.0m 33.863304138183594s\n",
            "#-TRAIN-# [Epoch 7/500] [Batch 221/373] [G loss: -100.086990] [D loss: -129.737839] [Distance: 0.275278]\n",
            "#-TRAIN-# Total Running Time: 6.0h 37.0m 52.74292540550232s\n",
            "#-TRAIN-# Epoch Time: 0.0h 31.0m 19.4895498752594s\n",
            "#-TRAIN-# [Epoch 7/500] [Batch 226/373] [G loss: -9.327031] [D loss: -89.208382] [Distance: 0.178315]\n",
            "#-TRAIN-# Total Running Time: 6.0h 38.0m 31.296616077423096s\n",
            "#-TRAIN-# Epoch Time: 0.0h 31.0m 58.043240785598755s\n",
            "#-TRAIN-# [Epoch 7/500] [Batch 231/373] [G loss: 50.246799] [D loss: -138.703461] [Distance: 0.150518]\n",
            "#-TRAIN-# Total Running Time: 6.0h 39.0m 12.624301195144653s\n",
            "#-TRAIN-# Epoch Time: 0.0h 32.0m 39.370922565460205s\n",
            "#-TRAIN-# [Epoch 7/500] [Batch 236/373] [G loss: 77.418892] [D loss: -20.072609] [Distance: 0.219228]\n",
            "#-TRAIN-# Total Running Time: 6.0h 39.0m 47.94637131690979s\n",
            "#-TRAIN-# Epoch Time: 0.0h 33.0m 14.69299578666687s\n",
            "#-TRAIN-# [Epoch 7/500] [Batch 241/373] [G loss: 70.957336] [D loss: -24.866611] [Distance: 0.215255]\n",
            "#-TRAIN-# Total Running Time: 6.0h 40.0m 34.54847073554993s\n",
            "#-TRAIN-# Epoch Time: 0.0h 34.0m 1.2950963973999023s\n",
            "#-TRAIN-# [Epoch 7/500] [Batch 246/373] [G loss: 137.109833] [D loss: -118.683228] [Distance: 0.120886]\n",
            "#-TRAIN-# Total Running Time: 6.0h 41.0m 16.321789264678955s\n",
            "#-TRAIN-# Epoch Time: 0.0h 34.0m 43.06841230392456s\n",
            "#-TRAIN-# [Epoch 7/500] [Batch 251/373] [G loss: 62.323528] [D loss: -72.049637] [Distance: 0.169543]\n",
            "#-TRAIN-# Total Running Time: 6.0h 42.0m 0.5023937225341797s\n",
            "#-TRAIN-# Epoch Time: 0.0h 35.0m 27.249017477035522s\n",
            "#-TRAIN-# [Epoch 7/500] [Batch 256/373] [G loss: 56.937008] [D loss: -110.487213] [Distance: 0.146206]\n",
            "#-TRAIN-# Total Running Time: 6.0h 42.0m 37.075514793395996s\n",
            "#-TRAIN-# Epoch Time: 0.0h 36.0m 3.8221399784088135s\n",
            "#-TRAIN-# [Epoch 7/500] [Batch 261/373] [G loss: 84.796272] [D loss: -82.671127] [Distance: 0.103205]\n",
            "#-TRAIN-# Total Running Time: 6.0h 43.0m 14.202092409133911s\n",
            "#-TRAIN-# Epoch Time: 0.0h 36.0m 40.94871163368225s\n",
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            "#-TRAIN-# Total Running Time: 6.0h 43.0m 55.23993754386902s\n",
            "#-TRAIN-# Epoch Time: 0.0h 37.0m 21.986567735671997s\n",
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            "#-TRAIN-# Total Running Time: 6.0h 44.0m 42.04460120201111s\n",
            "#-TRAIN-# Epoch Time: 0.0h 38.0m 8.79122543334961s\n",
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            "#-TRAIN-# Total Running Time: 6.0h 45.0m 20.875993013381958s\n",
            "#-TRAIN-# Epoch Time: 0.0h 38.0m 47.62261772155762s\n",
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            "#-TRAIN-# Total Running Time: 6.0h 46.0m 6.837836265563965s\n",
            "#-TRAIN-# Epoch Time: 0.0h 39.0m 33.58445882797241s\n",
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            "#-TRAIN-# Total Running Time: 6.0h 46.0m 50.85753655433655s\n",
            "#-TRAIN-# Epoch Time: 0.0h 40.0m 17.60416078567505s\n",
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            "#-TRAIN-# Total Running Time: 6.0h 47.0m 27.577750205993652s\n",
            "#-TRAIN-# Epoch Time: 0.0h 40.0m 54.324376344680786s\n",
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            "#-TRAIN-# Total Running Time: 6.0h 48.0m 8.35353136062622s\n",
            "#-TRAIN-# Epoch Time: 0.0h 41.0m 35.10015344619751s\n",
            "<Figure size 1800x1800 with 3 Axes>\n",
            "<Figure size 1000x500 with 1 Axes>\n",
            "<Figure size 1000x500 with 1 Axes>\n",
            "<Figure size 1000x500 with 1 Axes>\n",
            "#-TRAIN-# [Epoch 7/500] [Batch 301/373] [G loss: 47.186691] [D loss: -69.609077] [Distance: 0.154940]\n",
            "#-TRAIN-# Total Running Time: 6.0h 48.0m 51.88092041015625s\n",
            "#-TRAIN-# Epoch Time: 0.0h 42.0m 18.62754487991333s\n",
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            "#-TRAIN-# Total Running Time: 6.0h 49.0m 29.708396911621094s\n",
            "#-TRAIN-# Epoch Time: 0.0h 42.0m 56.455021142959595s\n",
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            "#-TRAIN-# Total Running Time: 6.0h 50.0m 14.906127691268921s\n",
            "#-TRAIN-# Epoch Time: 0.0h 43.0m 41.652751207351685s\n",
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            "#-TRAIN-# Total Running Time: 6.0h 50.0m 58.414543867111206s\n",
            "#-TRAIN-# Epoch Time: 0.0h 44.0m 25.161169052124023s\n",
            "#-TRAIN-# [Epoch 7/500] [Batch 321/373] [G loss: 88.053024] [D loss: -56.586388] [Distance: 0.250198]\n",
            "#-TRAIN-# Total Running Time: 6.0h 51.0m 33.65338087081909s\n",
            "#-TRAIN-# Epoch Time: 0.0h 45.0m 0.39999961853027344s\n",
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            "#-TRAIN-# Total Running Time: 6.0h 52.0m 13.62410569190979s\n",
            "#-TRAIN-# Epoch Time: 0.0h 45.0m 40.37072968482971s\n",
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            "#-TRAIN-# Total Running Time: 6.0h 53.0m 1.7265956401824951s\n",
            "#-TRAIN-# Epoch Time: 0.0h 46.0m 28.473222732543945s\n",
            "#-TRAIN-# [Epoch 7/500] [Batch 336/373] [G loss: -12.284214] [D loss: -57.032322] [Distance: 0.156519]\n",
            "#-TRAIN-# Total Running Time: 6.0h 53.0m 42.539833545684814s\n",
            "#-TRAIN-# Epoch Time: 0.0h 47.0m 9.28645634651184s\n",
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            "#-TRAIN-# Total Running Time: 6.0h 54.0m 26.63497304916382s\n",
            "#-TRAIN-# Epoch Time: 0.0h 47.0m 53.38160061836243s\n",
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            "#-TRAIN-# Total Running Time: 6.0h 55.0m 9.66693115234375s\n",
            "#-TRAIN-# Epoch Time: 0.0h 48.0m 36.413593769073486s\n",
            "#-TRAIN-# [Epoch 7/500] [Batch 351/373] [G loss: -33.757698] [D loss: -154.671417] [Distance: 0.197894]\n",
            "#-TRAIN-# Total Running Time: 6.0h 55.0m 52.07879853248596s\n",
            "#-TRAIN-# Epoch Time: 0.0h 49.0m 18.8254234790802s\n",
            "#-TRAIN-# [Epoch 7/500] [Batch 356/373] [G loss: -10.759908] [D loss: -49.814487] [Distance: 0.151756]\n",
            "#-TRAIN-# Total Running Time: 6.0h 56.0m 31.300198316574097s\n",
            "#-TRAIN-# Epoch Time: 0.0h 49.0m 58.04682517051697s\n",
            "#-TRAIN-# [Epoch 7/500] [Batch 361/373] [G loss: 148.753128] [D loss: -108.269104] [Distance: 0.115049]\n",
            "#-TRAIN-# Total Running Time: 6.0h 57.0m 9.711745738983154s\n",
            "#-TRAIN-# Epoch Time: 0.0h 50.0m 36.45837163925171s\n",
            "#-TRAIN-# [Epoch 7/500] [Batch 366/373] [G loss: 128.399246] [D loss: -90.402771] [Distance: 0.159678]\n",
            "#-TRAIN-# Total Running Time: 6.0h 57.0m 53.68827724456787s\n",
            "#-TRAIN-# Epoch Time: 0.0h 51.0m 20.434898853302002s\n",
            "#-TRAIN-# [Epoch 7/500] [Batch 371/373] [G loss: 177.425812] [D loss: -117.383812] [Distance: 0.195551]\n",
            "#-TRAIN-# Total Running Time: 6.0h 58.0m 38.11848211288452s\n",
            "#-TRAIN-# Epoch Time: 0.0h 52.0m 4.865108251571655s\n",
            "start train epoch7:\n",
            "#-TRAIN-# [Epoch 8/500] [Batch 1/373] [G loss: 60.984589] [D loss: -26.447723] [Distance: 0.143899]\n",
            "#-TRAIN-# Total Running Time: 6.0h 59.0m 5.785781383514404s\n",
            "#-TRAIN-# Epoch Time: 0.0h 0.0m 9.793049335479736s\n",
            "<Figure size 1800x1800 with 3 Axes>\n",
            "<Figure size 1000x500 with 1 Axes>\n",
            "<Figure size 1000x500 with 1 Axes>\n",
            "<Figure size 1000x500 with 1 Axes>\n",
            "#-TRAIN-# [Epoch 8/500] [Batch 6/373] [G loss: 60.452782] [D loss: -133.812103] [Distance: 0.149924]\n",
            "#-TRAIN-# Total Running Time: 6.0h 59.0m 49.35250163078308s\n",
            "#-TRAIN-# Epoch Time: 0.0h 0.0m 53.35977029800415s\n",
            "#-TRAIN-# [Epoch 8/500] [Batch 11/373] [G loss: 98.939812] [D loss: -124.204422] [Distance: 0.137717]\n",
            "#-TRAIN-# Total Running Time: 7.0h 0.0m 30.147590398788452s\n",
            "#-TRAIN-# Epoch Time: 0.0h 1.0m 34.154857873916626s\n",
            "#-TRAIN-# [Epoch 8/500] [Batch 16/373] [G loss: 48.717945] [D loss: -133.314758] [Distance: 0.109931]\n",
            "#-TRAIN-# Total Running Time: 7.0h 1.0m 8.074133157730103s\n",
            "#-TRAIN-# Epoch Time: 0.0h 2.0m 12.08139944076538s\n",
            "#-TRAIN-# [Epoch 8/500] [Batch 21/373] [G loss: -53.634098] [D loss: -116.791534] [Distance: 0.179087]\n",
            "#-TRAIN-# Total Running Time: 7.0h 1.0m 49.160297870635986s\n",
            "#-TRAIN-# Epoch Time: 0.0h 2.0m 53.167564392089844s\n",
            "#-TRAIN-# [Epoch 8/500] [Batch 26/373] [G loss: 54.164749] [D loss: -79.758423] [Distance: 0.142739]\n",
            "#-TRAIN-# Total Running Time: 7.0h 2.0m 29.26897931098938s\n",
            "#-TRAIN-# Epoch Time: 0.0h 3.0m 33.276246786117554s\n",
            "#-TRAIN-# [Epoch 8/500] [Batch 31/373] [G loss: 58.629936] [D loss: -93.381851] [Distance: 0.157715]\n",
            "#-TRAIN-# Total Running Time: 7.0h 3.0m 13.105382919311523s\n",
            "#-TRAIN-# Epoch Time: 0.0h 4.0m 17.112650632858276s\n",
            "#-TRAIN-# [Epoch 8/500] [Batch 36/373] [G loss: 49.559101] [D loss: -131.897552] [Distance: 0.127401]\n",
            "#-TRAIN-# Total Running Time: 7.0h 4.0m 0.38863468170166016s\n",
            "#-TRAIN-# Epoch Time: 0.0h 5.0m 4.395910024642944s\n",
            "#-TRAIN-# [Epoch 8/500] [Batch 41/373] [G loss: 60.643028] [D loss: -94.100830] [Distance: 0.129598]\n",
            "#-TRAIN-# Total Running Time: 7.0h 4.0m 37.98851156234741s\n",
            "#-TRAIN-# Epoch Time: 0.0h 5.0m 41.99578070640564s\n",
            "#-TRAIN-# [Epoch 8/500] [Batch 46/373] [G loss: -15.168143] [D loss: -59.244476] [Distance: 0.141371]\n",
            "#-TRAIN-# Total Running Time: 7.0h 5.0m 19.2213294506073s\n",
            "#-TRAIN-# Epoch Time: 0.0h 6.0m 23.228597164154053s\n",
            "#-TRAIN-# [Epoch 8/500] [Batch 51/373] [G loss: 19.526373] [D loss: -86.682236] [Distance: 0.186561]\n",
            "#-TRAIN-# Total Running Time: 7.0h 6.0m 0.7069005966186523s\n",
            "#-TRAIN-# Epoch Time: 0.0h 7.0m 4.714166641235352s\n",
            "#-TRAIN-# [Epoch 8/500] [Batch 56/373] [G loss: 64.418304] [D loss: -126.079887] [Distance: 0.160548]\n",
            "#-TRAIN-# Total Running Time: 7.0h 6.0m 41.52500033378601s\n",
            "#-TRAIN-# Epoch Time: 0.0h 7.0m 45.53226685523987s\n",
            "#-TRAIN-# [Epoch 8/500] [Batch 61/373] [G loss: 51.913948] [D loss: -121.023872] [Distance: 0.118361]\n",
            "#-TRAIN-# Total Running Time: 7.0h 7.0m 25.050883531570435s\n",
            "#-TRAIN-# Epoch Time: 0.0h 8.0m 29.058149337768555s\n",
            "#-TRAIN-# [Epoch 8/500] [Batch 66/373] [G loss: 89.435692] [D loss: -107.048027] [Distance: 0.148497]\n",
            "#-TRAIN-# Total Running Time: 7.0h 8.0m 10.103586912155151s\n",
            "#-TRAIN-# Epoch Time: 0.0h 9.0m 14.110854387283325s\n",
            "#-TRAIN-# [Epoch 8/500] [Batch 71/373] [G loss: 104.622108] [D loss: -109.772400] [Distance: 0.173400]\n",
            "#-TRAIN-# Total Running Time: 7.0h 8.0m 53.165374755859375s\n",
            "#-TRAIN-# Epoch Time: 0.0h 9.0m 57.172643184661865s\n",
            "#-TRAIN-# [Epoch 8/500] [Batch 76/373] [G loss: 140.586349] [D loss: -54.862419] [Distance: 0.129162]\n",
            "#-TRAIN-# Total Running Time: 7.0h 9.0m 37.20320200920105s\n",
            "#-TRAIN-# Epoch Time: 0.0h 10.0m 41.2104856967926s\n",
            "#-TRAIN-# [Epoch 8/500] [Batch 81/373] [G loss: 139.519867] [D loss: -100.052856] [Distance: 0.149651]\n",
            "#-TRAIN-# Total Running Time: 7.0h 10.0m 22.001253366470337s\n",
            "#-TRAIN-# Epoch Time: 0.0h 11.0m 26.008531093597412s\n",
            "#-TRAIN-# [Epoch 8/500] [Batch 86/373] [G loss: 49.713230] [D loss: -79.738358] [Distance: 0.250794]\n",
            "#-TRAIN-# Total Running Time: 7.0h 11.0m 8.274264335632324s\n",
            "#-TRAIN-# Epoch Time: 0.0h 12.0m 12.281531810760498s\n",
            "#-TRAIN-# [Epoch 8/500] [Batch 91/373] [G loss: 81.978355] [D loss: -103.544449] [Distance: 0.117685]\n",
            "#-TRAIN-# Total Running Time: 7.0h 11.0m 51.28705811500549s\n",
            "#-TRAIN-# Epoch Time: 0.0h 12.0m 55.29432559013367s\n",
            "#-TRAIN-# [Epoch 8/500] [Batch 96/373] [G loss: 31.867397] [D loss: -32.236439] [Distance: 0.122941]\n",
            "#-TRAIN-# Total Running Time: 7.0h 12.0m 34.079540967941284s\n",
            "#-TRAIN-# Epoch Time: 0.0h 13.0m 38.086809396743774s\n",
            "<Figure size 1800x1800 with 3 Axes>\n",
            "<Figure size 1000x500 with 1 Axes>\n",
            "<Figure size 1000x500 with 1 Axes>\n",
            "<Figure size 1000x500 with 1 Axes>\n",
            "#-TRAIN-# [Epoch 8/500] [Batch 101/373] [G loss: 155.599869] [D loss: -121.610336] [Distance: 0.221109]\n",
            "#-TRAIN-# Total Running Time: 7.0h 13.0m 21.691737174987793s\n",
            "#-TRAIN-# Epoch Time: 0.0h 14.0m 25.699005126953125s\n",
            "#-TRAIN-# [Epoch 8/500] [Batch 106/373] [G loss: 122.008804] [D loss: -73.396423] [Distance: 0.232515]\n",
            "#-TRAIN-# Total Running Time: 7.0h 14.0m 1.4740662574768066s\n",
            "#-TRAIN-# Epoch Time: 0.0h 15.0m 5.481333017349243s\n",
            "#-TRAIN-# [Epoch 8/500] [Batch 111/373] [G loss: 51.597328] [D loss: 62.709534] [Distance: 0.134416]\n",
            "#-TRAIN-# Total Running Time: 7.0h 14.0m 39.91828203201294s\n",
            "#-TRAIN-# Epoch Time: 0.0h 15.0m 43.92554831504822s\n",
            "#-TRAIN-# [Epoch 8/500] [Batch 116/373] [G loss: 62.646675] [D loss: -112.338837] [Distance: 0.111198]\n",
            "#-TRAIN-# Total Running Time: 7.0h 15.0m 25.64013648033142s\n",
            "#-TRAIN-# Epoch Time: 0.0h 16.0m 29.647399425506592s\n",
            "#-TRAIN-# [Epoch 8/500] [Batch 121/373] [G loss: 42.432709] [D loss: -100.777252] [Distance: 0.147004]\n",
            "#-TRAIN-# Total Running Time: 7.0h 16.0m 8.681562900543213s\n",
            "#-TRAIN-# Epoch Time: 0.0h 17.0m 12.68882966041565s\n",
            "#-TRAIN-# [Epoch 8/500] [Batch 126/373] [G loss: 126.892006] [D loss: -143.517670] [Distance: 0.205840]\n",
            "#-TRAIN-# Total Running Time: 7.0h 16.0m 51.01136803627014s\n",
            "#-TRAIN-# Epoch Time: 0.0h 17.0m 55.018635511398315s\n",
            "#-TRAIN-# [Epoch 8/500] [Batch 131/373] [G loss: 180.631897] [D loss: -123.681923] [Distance: 0.223444]\n",
            "#-TRAIN-# Total Running Time: 7.0h 17.0m 32.793771266937256s\n",
            "#-TRAIN-# Epoch Time: 0.0h 18.0m 36.80103898048401s\n",
            "#-TRAIN-# [Epoch 8/500] [Batch 136/373] [G loss: 47.432446] [D loss: -50.060829] [Distance: 0.174312]\n",
            "#-TRAIN-# Total Running Time: 7.0h 18.0m 19.767956495285034s\n",
            "#-TRAIN-# Epoch Time: 0.0h 19.0m 23.775224685668945s\n",
            "#-TRAIN-# [Epoch 8/500] [Batch 141/373] [G loss: 77.568359] [D loss: -71.318184] [Distance: 0.178424]\n",
            "#-TRAIN-# Total Running Time: 7.0h 19.0m 4.630491018295288s\n",
            "#-TRAIN-# Epoch Time: 0.0h 20.0m 8.63778805732727s\n",
            "#-TRAIN-# [Epoch 8/500] [Batch 146/373] [G loss: 18.107222] [D loss: -43.792450] [Distance: 0.119400]\n",
            "#-TRAIN-# Total Running Time: 7.0h 19.0m 54.152747631073s\n",
            "#-TRAIN-# Epoch Time: 0.0h 20.0m 58.16001296043396s\n",
            "#-TRAIN-# [Epoch 8/500] [Batch 151/373] [G loss: 60.184772] [D loss: -71.730438] [Distance: 0.124064]\n",
            "#-TRAIN-# Total Running Time: 7.0h 20.0m 41.27368497848511s\n",
            "#-TRAIN-# Epoch Time: 0.0h 21.0m 45.28095483779907s\n",
            "#-TRAIN-# [Epoch 8/500] [Batch 156/373] [G loss: 98.024956] [D loss: -73.342133] [Distance: 0.159263]\n",
            "#-TRAIN-# Total Running Time: 7.0h 21.0m 20.030619382858276s\n",
            "#-TRAIN-# Epoch Time: 0.0h 22.0m 24.037895679473877s\n",
            "#-TRAIN-# [Epoch 8/500] [Batch 161/373] [G loss: 15.502993] [D loss: -49.030910] [Distance: 0.155361]\n",
            "#-TRAIN-# Total Running Time: 7.0h 22.0m 2.5319693088531494s\n",
            "#-TRAIN-# Epoch Time: 0.0h 23.0m 6.539235830307007s\n",
            "#-TRAIN-# [Epoch 8/500] [Batch 166/373] [G loss: 93.537437] [D loss: -135.663605] [Distance: 0.166602]\n",
            "#-TRAIN-# Total Running Time: 7.0h 22.0m 45.83419346809387s\n",
            "#-TRAIN-# Epoch Time: 0.0h 23.0m 49.84145998954773s\n",
            "#-TRAIN-# [Epoch 8/500] [Batch 171/373] [G loss: 147.698441] [D loss: -85.290207] [Distance: 0.178327]\n",
            "#-TRAIN-# Total Running Time: 7.0h 23.0m 28.952962160110474s\n",
            "#-TRAIN-# Epoch Time: 0.0h 24.0m 32.96022939682007s\n",
            "#-TRAIN-# [Epoch 8/500] [Batch 176/373] [G loss: 58.770874] [D loss: -95.620750] [Distance: 0.195869]\n",
            "#-TRAIN-# Total Running Time: 7.0h 24.0m 17.699572801589966s\n",
            "#-TRAIN-# Epoch Time: 0.0h 25.0m 21.706840753555298s\n",
            "#-TRAIN-# [Epoch 8/500] [Batch 181/373] [G loss: 141.618576] [D loss: -80.965034] [Distance: 0.203937]\n",
            "#-TRAIN-# Total Running Time: 7.0h 25.0m 5.351011514663696s\n",
            "#-TRAIN-# Epoch Time: 0.0h 26.0m 9.35831356048584s\n",
            "#-TRAIN-# [Epoch 8/500] [Batch 186/373] [G loss: 165.260391] [D loss: -137.280197] [Distance: 0.181595]\n",
            "#-TRAIN-# Total Running Time: 7.0h 25.0m 49.23688292503357s\n",
            "#-TRAIN-# Epoch Time: 0.0h 26.0m 53.24414682388306s\n",
            "#-TRAIN-# [Epoch 8/500] [Batch 191/373] [G loss: 82.201416] [D loss: -120.494164] [Distance: 0.161467]\n",
            "#-TRAIN-# Total Running Time: 7.0h 26.0m 32.29212188720703s\n",
            "#-TRAIN-# Epoch Time: 0.0h 27.0m 36.299389600753784s\n",
            "#-TRAIN-# [Epoch 8/500] [Batch 196/373] [G loss: 55.554363] [D loss: -69.278671] [Distance: 0.156252]\n",
            "#-TRAIN-# Total Running Time: 7.0h 27.0m 16.6499981880188s\n",
            "#-TRAIN-# Epoch Time: 0.0h 28.0m 20.657264471054077s\n",
            "<Figure size 1800x1800 with 3 Axes>\n",
            "<Figure size 1000x500 with 1 Axes>\n",
            "<Figure size 1000x500 with 1 Axes>\n",
            "<Figure size 1000x500 with 1 Axes>\n",
            "#-TRAIN-# [Epoch 8/500] [Batch 201/373] [G loss: 156.838043] [D loss: -136.412628] [Distance: 0.129290]\n",
            "#-TRAIN-# Total Running Time: 7.0h 27.0m 59.628783226013184s\n",
            "#-TRAIN-# Epoch Time: 0.0h 29.0m 3.6360573768615723s\n",
            "#-TRAIN-# [Epoch 8/500] [Batch 206/373] [G loss: 100.805374] [D loss: -59.594543] [Distance: 0.190984]\n",
            "#-TRAIN-# Total Running Time: 7.0h 28.0m 47.141167879104614s\n",
            "#-TRAIN-# Epoch Time: 0.0h 29.0m 51.14843273162842s\n",
            "#-TRAIN-# [Epoch 8/500] [Batch 211/373] [G loss: 102.747551] [D loss: 81.652069] [Distance: 0.222713]\n",
            "#-TRAIN-# Total Running Time: 7.0h 29.0m 25.322816133499146s\n",
            "#-TRAIN-# Epoch Time: 0.0h 30.0m 29.3300838470459s\n",
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            "#-TRAIN-# Total Running Time: 7.0h 30.0m 9.6228346824646s\n",
            "#-TRAIN-# Epoch Time: 0.0h 31.0m 13.630101919174194s\n",
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            "#-TRAIN-# Total Running Time: 7.0h 30.0m 56.74588084220886s\n",
            "#-TRAIN-# Epoch Time: 0.0h 32.0m 0.7531452178955078s\n",
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            "#-TRAIN-# Total Running Time: 7.0h 31.0m 41.879741191864014s\n",
            "#-TRAIN-# Epoch Time: 0.0h 32.0m 45.88700747489929s\n",
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            "#-TRAIN-# Total Running Time: 7.0h 32.0m 24.716306686401367s\n",
            "#-TRAIN-# Epoch Time: 0.0h 33.0m 28.723575115203857s\n",
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            "#-TRAIN-# Total Running Time: 7.0h 33.0m 1.876314640045166s\n",
            "#-TRAIN-# Epoch Time: 0.0h 34.0m 5.883582353591919s\n",
            "#-TRAIN-# [Epoch 8/500] [Batch 241/373] [G loss: 131.807205] [D loss: -75.801971] [Distance: 0.104084]\n",
            "#-TRAIN-# Total Running Time: 7.0h 33.0m 43.172199010849s\n",
            "#-TRAIN-# Epoch Time: 0.0h 34.0m 47.1794638633728s\n",
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            "#-TRAIN-# Total Running Time: 7.0h 34.0m 25.141575813293457s\n",
            "#-TRAIN-# Epoch Time: 0.0h 35.0m 29.148842573165894s\n",
            "#-TRAIN-# [Epoch 8/500] [Batch 251/373] [G loss: 93.693596] [D loss: 58.988762] [Distance: 0.183257]\n",
            "#-TRAIN-# Total Running Time: 7.0h 35.0m 1.7686362266540527s\n",
            "#-TRAIN-# Epoch Time: 0.0h 36.0m 5.77591872215271s\n",
            "#-TRAIN-# [Epoch 8/500] [Batch 256/373] [G loss: 148.524979] [D loss: -72.486145] [Distance: 0.155330]\n",
            "#-TRAIN-# Total Running Time: 7.0h 35.0m 37.85105323791504s\n",
            "#-TRAIN-# Epoch Time: 0.0h 36.0m 41.858320236206055s\n",
            "#-TRAIN-# [Epoch 8/500] [Batch 261/373] [G loss: 212.647644] [D loss: -114.523338] [Distance: 0.261264]\n",
            "#-TRAIN-# Total Running Time: 7.0h 36.0m 22.14833426475525s\n",
            "#-TRAIN-# Epoch Time: 0.0h 37.0m 26.155606985092163s\n",
            "#-TRAIN-# [Epoch 8/500] [Batch 266/373] [G loss: 177.460251] [D loss: -96.442802] [Distance: 0.118263]\n",
            "#-TRAIN-# Total Running Time: 7.0h 37.0m 5.664919376373291s\n",
            "#-TRAIN-# Epoch Time: 0.0h 38.0m 9.672186136245728s\n",
            "#-TRAIN-# [Epoch 8/500] [Batch 271/373] [G loss: 242.899216] [D loss: -151.513626] [Distance: 0.230043]\n",
            "#-TRAIN-# Total Running Time: 7.0h 37.0m 56.72137975692749s\n",
            "#-TRAIN-# Epoch Time: 0.0h 39.0m 0.7286467552185059s\n",
            "#-TRAIN-# [Epoch 8/500] [Batch 276/373] [G loss: 186.078156] [D loss: -119.157745] [Distance: 0.175788]\n",
            "#-TRAIN-# Total Running Time: 7.0h 38.0m 33.779786586761475s\n",
            "#-TRAIN-# Epoch Time: 0.0h 39.0m 37.787054777145386s\n",
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            "#-TRAIN-# Total Running Time: 7.0h 39.0m 16.836756229400635s\n",
            "#-TRAIN-# Epoch Time: 0.0h 40.0m 20.844024896621704s\n",
            "#-TRAIN-# [Epoch 8/500] [Batch 286/373] [G loss: 134.392227] [D loss: -85.311813] [Distance: 0.154062]\n",
            "#-TRAIN-# Total Running Time: 7.0h 39.0m 57.75491786003113s\n",
            "#-TRAIN-# Epoch Time: 0.0h 41.0m 1.7621846199035645s\n",
            "#-TRAIN-# [Epoch 8/500] [Batch 291/373] [G loss: 79.083038] [D loss: -124.277695] [Distance: 0.116091]\n",
            "#-TRAIN-# Total Running Time: 7.0h 40.0m 40.522785663604736s\n",
            "#-TRAIN-# Epoch Time: 0.0h 41.0m 44.53005599975586s\n",
            "#-TRAIN-# [Epoch 8/500] [Batch 296/373] [G loss: 212.980850] [D loss: -111.673676] [Distance: 0.203481]\n",
            "#-TRAIN-# Total Running Time: 7.0h 41.0m 23.15554666519165s\n",
            "#-TRAIN-# Epoch Time: 0.0h 42.0m 27.16281223297119s\n",
            "<Figure size 1800x1800 with 3 Axes>\n",
            "<Figure size 1000x500 with 1 Axes>\n",
            "<Figure size 1000x500 with 1 Axes>\n",
            "<Figure size 1000x500 with 1 Axes>\n",
            "#-TRAIN-# [Epoch 8/500] [Batch 301/373] [G loss: 122.192329] [D loss: -99.220520] [Distance: 0.188586]\n",
            "#-TRAIN-# Total Running Time: 7.0h 42.0m 5.495518684387207s\n",
            "#-TRAIN-# Epoch Time: 0.0h 43.0m 9.502783298492432s\n",
            "#-TRAIN-# [Epoch 8/500] [Batch 306/373] [G loss: 94.319519] [D loss: -69.746651] [Distance: 0.168715]\n",
            "#-TRAIN-# Total Running Time: 7.0h 42.0m 51.007328271865845s\n",
            "#-TRAIN-# Epoch Time: 0.0h 43.0m 55.01459622383118s\n",
            "#-TRAIN-# [Epoch 8/500] [Batch 311/373] [G loss: 89.195747] [D loss: -136.784637] [Distance: 0.245127]\n",
            "#-TRAIN-# Total Running Time: 7.0h 43.0m 36.96380257606506s\n",
            "#-TRAIN-# Epoch Time: 0.0h 44.0m 40.97107005119324s\n",
            "#-TRAIN-# [Epoch 8/500] [Batch 316/373] [G loss: 70.287056] [D loss: -115.273010] [Distance: 0.145670]\n",
            "#-TRAIN-# Total Running Time: 7.0h 44.0m 18.367919206619263s\n",
            "#-TRAIN-# Epoch Time: 0.0h 45.0m 22.375192642211914s\n",
            "#-TRAIN-# [Epoch 8/500] [Batch 321/373] [G loss: 61.277782] [D loss: -46.561958] [Distance: 0.184541]\n",
            "#-TRAIN-# Total Running Time: 7.0h 44.0m 57.93108892440796s\n",
            "#-TRAIN-# Epoch Time: 0.0h 46.0m 1.9383561611175537s\n",
            "#-TRAIN-# [Epoch 8/500] [Batch 326/373] [G loss: 113.146667] [D loss: -68.923355] [Distance: 0.126807]\n",
            "#-TRAIN-# Total Running Time: 7.0h 45.0m 35.09917950630188s\n",
            "#-TRAIN-# Epoch Time: 0.0h 46.0m 39.10644793510437s\n",
            "#-TRAIN-# [Epoch 8/500] [Batch 331/373] [G loss: 138.091492] [D loss: -183.061890] [Distance: 0.126522]\n",
            "#-TRAIN-# Total Running Time: 7.0h 46.0m 11.659260988235474s\n",
            "#-TRAIN-# Epoch Time: 0.0h 47.0m 15.666529417037964s\n",
            "#-TRAIN-# [Epoch 8/500] [Batch 336/373] [G loss: 117.041725] [D loss: -303.321075] [Distance: 0.109580]\n",
            "#-TRAIN-# Total Running Time: 7.0h 46.0m 51.881242990493774s\n",
            "#-TRAIN-# Epoch Time: 0.0h 47.0m 55.888510942459106s\n",
            "#-TRAIN-# [Epoch 8/500] [Batch 341/373] [G loss: 65.512581] [D loss: -83.143799] [Distance: 0.140633]\n",
            "#-TRAIN-# Total Running Time: 7.0h 47.0m 34.34416842460632s\n",
            "#-TRAIN-# Epoch Time: 0.0h 48.0m 38.35143446922302s\n",
            "#-TRAIN-# [Epoch 8/500] [Batch 346/373] [G loss: -34.507889] [D loss: -80.919678] [Distance: 0.215037]\n",
            "#-TRAIN-# Total Running Time: 7.0h 48.0m 14.816796064376831s\n",
            "#-TRAIN-# Epoch Time: 0.0h 49.0m 18.82406520843506s\n",
            "#-TRAIN-# [Epoch 8/500] [Batch 351/373] [G loss: -61.105156] [D loss: -125.627594] [Distance: 0.150820]\n",
            "#-TRAIN-# Total Running Time: 7.0h 48.0m 55.74287819862366s\n",
            "#-TRAIN-# Epoch Time: 0.0h 49.0m 59.75014662742615s\n",
            "#-TRAIN-# [Epoch 8/500] [Batch 356/373] [G loss: -120.150063] [D loss: -62.883965] [Distance: 0.163383]\n",
            "#-TRAIN-# Total Running Time: 7.0h 49.0m 38.38727331161499s\n",
            "#-TRAIN-# Epoch Time: 0.0h 50.0m 42.3945415019989s\n",
            "#-TRAIN-# [Epoch 8/500] [Batch 361/373] [G loss: 47.467304] [D loss: 10.980789] [Distance: 0.160792]\n",
            "#-TRAIN-# Total Running Time: 7.0h 50.0m 17.189847469329834s\n",
            "#-TRAIN-# Epoch Time: 0.0h 51.0m 21.197127103805542s\n",
            "#-TRAIN-# [Epoch 8/500] [Batch 366/373] [G loss: 32.430630] [D loss: -44.180748] [Distance: 0.206078]\n",
            "#-TRAIN-# Total Running Time: 7.0h 51.0m 4.314503908157349s\n",
            "#-TRAIN-# Epoch Time: 0.0h 52.0m 8.321771383285522s\n",
            "#-TRAIN-# [Epoch 8/500] [Batch 371/373] [G loss: 56.453411] [D loss: -107.969849] [Distance: 0.105521]\n",
            "#-TRAIN-# Total Running Time: 7.0h 51.0m 43.18307662010193s\n",
            "#-TRAIN-# Epoch Time: 0.0h 52.0m 47.19034004211426s\n",
            "start train epoch8:\n",
            "#-TRAIN-# [Epoch 9/500] [Batch 1/373] [G loss: 11.002927] [D loss: -70.330048] [Distance: 0.223031]\n",
            "#-TRAIN-# Total Running Time: 7.0h 52.0m 10.198795557022095s\n",
            "#-TRAIN-# Epoch Time: 0.0h 0.0m 9.716906309127808s\n",
            "<Figure size 1800x1800 with 3 Axes>\n",
            "<Figure size 1000x500 with 1 Axes>\n",
            "<Figure size 1000x500 with 1 Axes>\n",
            "<Figure size 1000x500 with 1 Axes>\n",
            "#-TRAIN-# [Epoch 9/500] [Batch 6/373] [G loss: 74.247955] [D loss: -72.218765] [Distance: 0.161316]\n",
            "#-TRAIN-# Total Running Time: 7.0h 52.0m 49.304139375686646s\n",
            "#-TRAIN-# Epoch Time: 0.0h 0.0m 48.8222451210022s\n",
            "#-TRAIN-# [Epoch 9/500] [Batch 11/373] [G loss: 60.664402] [D loss: -22.735275] [Distance: 0.179334]\n",
            "#-TRAIN-# Total Running Time: 7.0h 53.0m 28.026982069015503s\n",
            "#-TRAIN-# Epoch Time: 0.0h 1.0m 27.54509139060974s\n",
            "#-TRAIN-# [Epoch 9/500] [Batch 16/373] [G loss: 97.089096] [D loss: -70.780632] [Distance: 0.215272]\n",
            "#-TRAIN-# Total Running Time: 7.0h 54.0m 13.393085241317749s\n",
            "#-TRAIN-# Epoch Time: 0.0h 2.0m 12.911232709884644s\n",
            "#-TRAIN-# [Epoch 9/500] [Batch 21/373] [G loss: 183.098328] [D loss: -80.347313] [Distance: 0.156279]\n",
            "#-TRAIN-# Total Running Time: 7.0h 54.0m 56.55131196975708s\n",
            "#-TRAIN-# Epoch Time: 0.0h 2.0m 56.069422483444214s\n",
            "#-TRAIN-# [Epoch 9/500] [Batch 26/373] [G loss: 232.068390] [D loss: -162.914032] [Distance: 0.193860]\n",
            "#-TRAIN-# Total Running Time: 7.0h 55.0m 38.264227628707886s\n",
            "#-TRAIN-# Epoch Time: 0.0h 3.0m 37.78233885765076s\n",
            "#-TRAIN-# [Epoch 9/500] [Batch 31/373] [G loss: 200.028717] [D loss: -18.443665] [Distance: 0.167128]\n",
            "#-TRAIN-# Total Running Time: 7.0h 56.0m 18.16117238998413s\n",
            "#-TRAIN-# Epoch Time: 0.0h 4.0m 17.679283380508423s\n",
            "#-TRAIN-# [Epoch 9/500] [Batch 36/373] [G loss: 211.665146] [D loss: -95.734314] [Distance: 0.222947]\n",
            "#-TRAIN-# Total Running Time: 7.0h 57.0m 1.6909677982330322s\n",
            "#-TRAIN-# Epoch Time: 0.0h 5.0m 1.209078311920166s\n",
            "#-TRAIN-# [Epoch 9/500] [Batch 41/373] [G loss: 226.976501] [D loss: -96.794952] [Distance: 0.162697]\n",
            "#-TRAIN-# Total Running Time: 7.0h 57.0m 42.731366872787476s\n",
            "#-TRAIN-# Epoch Time: 0.0h 5.0m 42.2494854927063s\n",
            "#-TRAIN-# [Epoch 9/500] [Batch 46/373] [G loss: 147.568253] [D loss: -134.116608] [Distance: 0.158058]\n",
            "#-TRAIN-# Total Running Time: 7.0h 58.0m 24.46815586090088s\n",
            "#-TRAIN-# Epoch Time: 0.0h 6.0m 23.986268281936646s\n",
            "#-TRAIN-# [Epoch 9/500] [Batch 51/373] [G loss: 74.083214] [D loss: -67.500580] [Distance: 0.116786]\n",
            "#-TRAIN-# Total Running Time: 7.0h 59.0m 2.8387415409088135s\n",
            "#-TRAIN-# Epoch Time: 0.0h 7.0m 2.3568549156188965s\n",
            "#-TRAIN-# [Epoch 9/500] [Batch 56/373] [G loss: 175.811905] [D loss: -121.278481] [Distance: 0.174247]\n",
            "#-TRAIN-# Total Running Time: 7.0h 59.0m 44.069112062454224s\n",
            "#-TRAIN-# Epoch Time: 0.0h 7.0m 43.58722925186157s\n",
            "#-TRAIN-# [Epoch 9/500] [Batch 61/373] [G loss: 107.471977] [D loss: -136.308121] [Distance: 0.142263]\n",
            "#-TRAIN-# Total Running Time: 8.0h 0.0m 25.185919761657715s\n",
            "#-TRAIN-# Epoch Time: 0.0h 8.0m 24.70403027534485s\n",
            "#-TRAIN-# [Epoch 9/500] [Batch 66/373] [G loss: 136.328873] [D loss: -116.532837] [Distance: 0.130996]\n",
            "#-TRAIN-# Total Running Time: 8.0h 1.0m 7.776632785797119s\n",
            "#-TRAIN-# Epoch Time: 0.0h 9.0m 7.2947516441345215s\n",
            "#-TRAIN-# [Epoch 9/500] [Batch 71/373] [G loss: 64.452446] [D loss: -27.498833] [Distance: 0.175925]\n",
            "#-TRAIN-# Total Running Time: 8.0h 1.0m 51.612406969070435s\n",
            "#-TRAIN-# Epoch Time: 0.0h 9.0m 51.130518436431885s\n",
            "#-TRAIN-# [Epoch 9/500] [Batch 76/373] [G loss: 182.736984] [D loss: -43.493725] [Distance: 0.140050]\n",
            "#-TRAIN-# Total Running Time: 8.0h 2.0m 33.1845269203186s\n",
            "#-TRAIN-# Epoch Time: 0.0h 10.0m 32.70263862609863s\n",
            "#-TRAIN-# [Epoch 9/500] [Batch 81/373] [G loss: 120.169380] [D loss: -177.344421] [Distance: 0.154534]\n",
            "#-TRAIN-# Total Running Time: 8.0h 3.0m 17.99758553504944s\n",
            "#-TRAIN-# Epoch Time: 0.0h 11.0m 17.515699863433838s\n",
            "#-TRAIN-# [Epoch 9/500] [Batch 86/373] [G loss: 188.857147] [D loss: -175.457031] [Distance: 0.180301]\n",
            "#-TRAIN-# Total Running Time: 8.0h 3.0m 56.27394485473633s\n",
            "#-TRAIN-# Epoch Time: 0.0h 11.0m 55.79205799102783s\n",
            "#-TRAIN-# [Epoch 9/500] [Batch 91/373] [G loss: 120.182564] [D loss: -83.291336] [Distance: 0.121548]\n",
            "#-TRAIN-# Total Running Time: 8.0h 4.0m 38.80143618583679s\n",
            "#-TRAIN-# Epoch Time: 0.0h 12.0m 38.319547176361084s\n",
            "#-TRAIN-# [Epoch 9/500] [Batch 96/373] [G loss: 15.331113] [D loss: -86.133339] [Distance: 0.177724]\n",
            "#-TRAIN-# Total Running Time: 8.0h 5.0m 21.587002277374268s\n",
            "#-TRAIN-# Epoch Time: 0.0h 13.0m 21.105112314224243s\n",
            "<Figure size 1800x1800 with 3 Axes>\n",
            "<Figure size 1000x500 with 1 Axes>\n",
            "<Figure size 1000x500 with 1 Axes>\n",
            "<Figure size 1000x500 with 1 Axes>\n",
            "#-TRAIN-# [Epoch 9/500] [Batch 101/373] [G loss: 32.363472] [D loss: -130.332672] [Distance: 0.142634]\n",
            "#-TRAIN-# Total Running Time: 8.0h 6.0m 2.891812324523926s\n",
            "#-TRAIN-# Epoch Time: 0.0h 14.0m 2.4099221229553223s\n",
            "#-TRAIN-# [Epoch 9/500] [Batch 106/373] [G loss: 73.395782] [D loss: -30.384686] [Distance: 0.152897]\n",
            "#-TRAIN-# Total Running Time: 8.0h 6.0m 44.20579171180725s\n",
            "#-TRAIN-# Epoch Time: 0.0h 14.0m 43.72390007972717s\n",
            "#-TRAIN-# [Epoch 9/500] [Batch 111/373] [G loss: 104.755615] [D loss: -114.675591] [Distance: 0.221011]\n",
            "#-TRAIN-# Total Running Time: 8.0h 7.0m 31.765235662460327s\n",
            "#-TRAIN-# Epoch Time: 0.0h 15.0m 31.283344745635986s\n",
            "#-TRAIN-# [Epoch 9/500] [Batch 116/373] [G loss: 98.249275] [D loss: -81.959167] [Distance: 0.207302]\n",
            "#-TRAIN-# Total Running Time: 8.0h 8.0m 7.963066816329956s\n",
            "#-TRAIN-# Epoch Time: 0.0h 16.0m 7.481178045272827s\n",
            "#-TRAIN-# [Epoch 9/500] [Batch 121/373] [G loss: 89.259842] [D loss: -72.625572] [Distance: 0.141064]\n",
            "#-TRAIN-# Total Running Time: 8.0h 8.0m 52.659053325653076s\n",
            "#-TRAIN-# Epoch Time: 0.0h 16.0m 52.17716145515442s\n",
            "#-TRAIN-# [Epoch 9/500] [Batch 126/373] [G loss: 174.480896] [D loss: -73.589363] [Distance: 0.158238]\n",
            "#-TRAIN-# Total Running Time: 8.0h 9.0m 39.038023710250854s\n",
            "#-TRAIN-# Epoch Time: 0.0h 17.0m 38.55613398551941s\n",
            "#-TRAIN-# [Epoch 9/500] [Batch 131/373] [G loss: 173.951157] [D loss: -64.214813] [Distance: 0.161589]\n",
            "#-TRAIN-# Total Running Time: 8.0h 10.0m 20.210088968276978s\n",
            "#-TRAIN-# Epoch Time: 0.0h 18.0m 19.728201866149902s\n",
            "#-TRAIN-# [Epoch 9/500] [Batch 136/373] [G loss: 145.748581] [D loss: -76.411057] [Distance: 0.171240]\n",
            "#-TRAIN-# Total Running Time: 8.0h 11.0m 3.767822265625s\n",
            "#-TRAIN-# Epoch Time: 0.0h 19.0m 3.285935163497925s\n",
            "#-TRAIN-# [Epoch 9/500] [Batch 141/373] [G loss: 140.424149] [D loss: -113.042358] [Distance: 0.173163]\n",
            "#-TRAIN-# Total Running Time: 8.0h 11.0m 41.634400367736816s\n",
            "#-TRAIN-# Epoch Time: 0.0h 19.0m 41.152509927749634s\n",
            "#-TRAIN-# [Epoch 9/500] [Batch 146/373] [G loss: 48.294804] [D loss: -84.619843] [Distance: 0.150318]\n",
            "#-TRAIN-# Total Running Time: 8.0h 12.0m 21.196857452392578s\n",
            "#-TRAIN-# Epoch Time: 0.0h 20.0m 20.714974641799927s\n",
            "#-TRAIN-# [Epoch 9/500] [Batch 151/373] [G loss: 83.775093] [D loss: -44.389763] [Distance: 0.172051]\n",
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            "#-TRAIN-# Epoch Time: 0.0h 21.0m 1.5797674655914307s\n",
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            "#-TRAIN-# Total Running Time: 8.0h 13.0m 41.96981716156006s\n",
            "#-TRAIN-# Epoch Time: 0.0h 21.0m 41.487929582595825s\n",
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            "#-TRAIN-# Epoch Time: 0.0h 22.0m 23.482973337173462s\n",
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            "#-TRAIN-# Epoch Time: 0.0h 23.0m 4.23264217376709s\n",
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            "#-TRAIN-# Total Running Time: 8.0h 15.0m 45.887040853500366s\n",
            "#-TRAIN-# Epoch Time: 0.0h 23.0m 45.405149936676025s\n",
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            "#-TRAIN-# Epoch Time: 0.0h 24.0m 26.87335205078125s\n",
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            "#-TRAIN-# Epoch Time: 0.0h 25.0m 8.421045541763306s\n",
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            "#-TRAIN-# Total Running Time: 8.0h 17.0m 54.32782053947449s\n",
            "#-TRAIN-# Epoch Time: 0.0h 25.0m 53.845930337905884s\n",
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            "#-TRAIN-# Total Running Time: 8.0h 18.0m 37.17602515220642s\n",
            "#-TRAIN-# Epoch Time: 0.0h 26.0m 36.69413614273071s\n",
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            "#-TRAIN-# Total Running Time: 8.0h 19.0m 17.931808710098267s\n",
            "#-TRAIN-# Epoch Time: 0.0h 27.0m 17.4499192237854s\n",
            "<Figure size 1800x1800 with 3 Axes>\n",
            "<Figure size 1000x500 with 1 Axes>\n",
            "<Figure size 1000x500 with 1 Axes>\n",
            "<Figure size 1000x500 with 1 Axes>\n",
            "#-TRAIN-# [Epoch 9/500] [Batch 201/373] [G loss: 73.078941] [D loss: -111.252075] [Distance: 0.214682]\n",
            "#-TRAIN-# Total Running Time: 8.0h 20.0m 6.544944763183594s\n",
            "#-TRAIN-# Epoch Time: 0.0h 28.0m 6.0630552768707275s\n",
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            "#-TRAIN-# Total Running Time: 8.0h 20.0m 49.26954007148743s\n",
            "#-TRAIN-# Epoch Time: 0.0h 28.0m 48.787657260894775s\n",
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            "#-TRAIN-# Total Running Time: 8.0h 21.0m 26.033549785614014s\n",
            "#-TRAIN-# Epoch Time: 0.0h 29.0m 25.551700830459595s\n",
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            "#-TRAIN-# Total Running Time: 8.0h 22.0m 5.037423133850098s\n",
            "#-TRAIN-# Epoch Time: 0.0h 30.0m 4.555532455444336s\n",
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            "#-TRAIN-# Total Running Time: 8.0h 22.0m 48.52039051055908s\n",
            "#-TRAIN-# Epoch Time: 0.0h 30.0m 48.0385000705719s\n",
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            "#-TRAIN-# Total Running Time: 8.0h 23.0m 28.55276656150818s\n",
            "#-TRAIN-# Epoch Time: 0.0h 31.0m 28.070875644683838s\n",
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            "#-TRAIN-# Total Running Time: 8.0h 24.0m 13.120238065719604s\n",
            "#-TRAIN-# Epoch Time: 0.0h 32.0m 12.638348579406738s\n",
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            "#-TRAIN-# Total Running Time: 8.0h 24.0m 59.24485206604004s\n",
            "#-TRAIN-# Epoch Time: 0.0h 32.0m 58.762959480285645s\n",
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            "#-TRAIN-# Total Running Time: 8.0h 25.0m 41.168148040771484s\n",
            "#-TRAIN-# Epoch Time: 0.0h 33.0m 40.68626117706299s\n",
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            "#-TRAIN-# Total Running Time: 8.0h 26.0m 24.419188022613525s\n",
            "#-TRAIN-# Epoch Time: 0.0h 34.0m 23.937299489974976s\n",
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            "#-TRAIN-# Total Running Time: 8.0h 27.0m 4.199781179428101s\n",
            "#-TRAIN-# Epoch Time: 0.0h 35.0m 3.717890739440918s\n",
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            "#-TRAIN-# Total Running Time: 8.0h 27.0m 43.175355195999146s\n",
            "#-TRAIN-# Epoch Time: 0.0h 35.0m 42.69346618652344s\n",
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            "#-TRAIN-# Total Running Time: 8.0h 28.0m 24.77024555206299s\n",
            "#-TRAIN-# Epoch Time: 0.0h 36.0m 24.28835701942444s\n",
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            "#-TRAIN-# Total Running Time: 8.0h 29.0m 8.526376724243164s\n",
            "#-TRAIN-# Epoch Time: 0.0h 37.0m 8.044486999511719s\n",
            "#-TRAIN-# [Epoch 9/500] [Batch 271/373] [G loss: 125.171608] [D loss: -37.581169] [Distance: 0.146572]\n",
            "#-TRAIN-# Total Running Time: 8.0h 29.0m 49.03875422477722s\n",
            "#-TRAIN-# Epoch Time: 0.0h 37.0m 48.55686688423157s\n",
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            "#-TRAIN-# Total Running Time: 8.0h 30.0m 27.821196794509888s\n",
            "#-TRAIN-# Epoch Time: 0.0h 38.0m 27.339307069778442s\n",
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            "#-TRAIN-# Total Running Time: 8.0h 31.0m 5.770385503768921s\n",
            "#-TRAIN-# Epoch Time: 0.0h 39.0m 5.288493633270264s\n",
            "#-TRAIN-# [Epoch 9/500] [Batch 286/373] [G loss: 64.825264] [D loss: -110.156113] [Distance: 0.171453]\n",
            "#-TRAIN-# Total Running Time: 8.0h 31.0m 48.90472388267517s\n",
            "#-TRAIN-# Epoch Time: 0.0h 39.0m 48.422834634780884s\n",
            "#-TRAIN-# [Epoch 9/500] [Batch 291/373] [G loss: 28.370985] [D loss: -68.758812] [Distance: 0.176072]\n",
            "#-TRAIN-# Total Running Time: 8.0h 32.0m 32.57403063774109s\n",
            "#-TRAIN-# Epoch Time: 0.0h 40.0m 32.0921368598938s\n",
            "#-TRAIN-# [Epoch 9/500] [Batch 296/373] [G loss: 80.286095] [D loss: -77.265625] [Distance: 0.228752]\n",
            "#-TRAIN-# Total Running Time: 8.0h 33.0m 13.325723648071289s\n",
            "#-TRAIN-# Epoch Time: 0.0h 41.0m 12.84382963180542s\n",
            "<Figure size 1800x1800 with 3 Axes>\n",
            "<Figure size 1000x500 with 1 Axes>\n",
            "<Figure size 1000x500 with 1 Axes>\n",
            "<Figure size 1000x500 with 1 Axes>\n",
            "#-TRAIN-# [Epoch 9/500] [Batch 301/373] [G loss: 68.840668] [D loss: -113.378372] [Distance: 0.231036]\n",
            "#-TRAIN-# Total Running Time: 8.0h 33.0m 53.08690285682678s\n",
            "#-TRAIN-# Epoch Time: 0.0h 41.0m 52.6050124168396s\n",
            "#-TRAIN-# [Epoch 9/500] [Batch 306/373] [G loss: 134.783508] [D loss: -112.664307] [Distance: 0.118383]\n",
            "#-TRAIN-# Total Running Time: 8.0h 34.0m 36.10398745536804s\n",
            "#-TRAIN-# Epoch Time: 0.0h 42.0m 35.6220965385437s\n",
            "#-TRAIN-# [Epoch 9/500] [Batch 311/373] [G loss: 123.005623] [D loss: -134.071411] [Distance: 0.237285]\n",
            "#-TRAIN-# Total Running Time: 8.0h 35.0m 18.094133377075195s\n",
            "#-TRAIN-# Epoch Time: 0.0h 43.0m 17.612242937088013s\n",
            "#-TRAIN-# [Epoch 9/500] [Batch 316/373] [G loss: 133.218475] [D loss: -146.195847] [Distance: 0.119349]\n",
            "#-TRAIN-# Total Running Time: 8.0h 36.0m 1.785149097442627s\n",
            "#-TRAIN-# Epoch Time: 0.0h 44.0m 1.303257703781128s\n",
            "#-TRAIN-# [Epoch 9/500] [Batch 321/373] [G loss: 99.649429] [D loss: -36.513641] [Distance: 0.245627]\n",
            "#-TRAIN-# Total Running Time: 8.0h 36.0m 43.33521127700806s\n",
            "#-TRAIN-# Epoch Time: 0.0h 44.0m 42.853320837020874s\n",
            "#-TRAIN-# [Epoch 9/500] [Batch 326/373] [G loss: 178.899872] [D loss: -221.028809] [Distance: 0.197484]\n",
            "#-TRAIN-# Total Running Time: 8.0h 37.0m 27.672168016433716s\n",
            "#-TRAIN-# Epoch Time: 0.0h 45.0m 27.190277099609375s\n",
            "#-TRAIN-# [Epoch 9/500] [Batch 331/373] [G loss: 77.754517] [D loss: -136.663330] [Distance: 0.140768]\n",
            "#-TRAIN-# Total Running Time: 8.0h 38.0m 9.60689902305603s\n",
            "#-TRAIN-# Epoch Time: 0.0h 46.0m 9.125014543533325s\n",
            "#-TRAIN-# [Epoch 9/500] [Batch 336/373] [G loss: 115.605957] [D loss: 1.694153] [Distance: 0.179564]\n",
            "#-TRAIN-# Total Running Time: 8.0h 38.0m 52.336578369140625s\n",
            "#-TRAIN-# Epoch Time: 0.0h 46.0m 51.85469698905945s\n",
            "#-TRAIN-# [Epoch 9/500] [Batch 341/373] [G loss: 114.884865] [D loss: -97.752533] [Distance: 0.140999]\n",
            "#-TRAIN-# Total Running Time: 8.0h 39.0m 33.49476099014282s\n",
            "#-TRAIN-# Epoch Time: 0.0h 47.0m 33.01287126541138s\n",
            "#-TRAIN-# [Epoch 9/500] [Batch 346/373] [G loss: 103.850517] [D loss: -192.004333] [Distance: 0.207304]\n",
            "#-TRAIN-# Total Running Time: 8.0h 40.0m 14.700139045715332s\n",
            "#-TRAIN-# Epoch Time: 0.0h 48.0m 14.218249559402466s\n",
            "#-TRAIN-# [Epoch 9/500] [Batch 351/373] [G loss: 150.386612] [D loss: -130.776520] [Distance: 0.200431]\n",
            "#-TRAIN-# Total Running Time: 8.0h 40.0m 58.76031970977783s\n",
            "#-TRAIN-# Epoch Time: 0.0h 48.0m 58.27842950820923s\n",
            "#-TRAIN-# [Epoch 9/500] [Batch 356/373] [G loss: 158.004333] [D loss: -138.170654] [Distance: 0.096857]\n",
            "#-TRAIN-# Total Running Time: 8.0h 41.0m 40.463518142700195s\n",
            "#-TRAIN-# Epoch Time: 0.0h 49.0m 39.98162817955017s\n",
            "#-TRAIN-# [Epoch 9/500] [Batch 361/373] [G loss: 85.206589] [D loss: 20.242142] [Distance: 0.182009]\n",
            "#-TRAIN-# Total Running Time: 8.0h 42.0m 19.910763025283813s\n",
            "#-TRAIN-# Epoch Time: 0.0h 50.0m 19.428873300552368s\n",
            "#-TRAIN-# [Epoch 9/500] [Batch 366/373] [G loss: 111.237740] [D loss: -114.617943] [Distance: 0.160022]\n",
            "#-TRAIN-# Total Running Time: 8.0h 43.0m 1.2035818099975586s\n",
            "#-TRAIN-# Epoch Time: 0.0h 51.0m 0.7217056751251221s\n",
            "#-TRAIN-# [Epoch 9/500] [Batch 371/373] [G loss: 51.326641] [D loss: 22.070633] [Distance: 0.152563]\n",
            "#-TRAIN-# Total Running Time: 8.0h 43.0m 45.894322633743286s\n",
            "#-TRAIN-# Epoch Time: 0.0h 51.0m 45.41243100166321s\n",
            "start train epoch9:\n",
            "#-TRAIN-# [Epoch 10/500] [Batch 1/373] [G loss: 107.191605] [D loss: -79.946045] [Distance: 0.184096]\n",
            "#-TRAIN-# Total Running Time: 8.0h 44.0m 11.077162027359009s\n",
            "#-TRAIN-# Epoch Time: 0.0h 0.0m 9.181177616119385s\n",
            "<Figure size 1800x1800 with 3 Axes>\n",
            "<Figure size 1000x500 with 1 Axes>\n",
            "<Figure size 1000x500 with 1 Axes>\n",
            "<Figure size 1000x500 with 1 Axes>\n",
            "#-TRAIN-# [Epoch 10/500] [Batch 6/373] [G loss: 148.451096] [D loss: -84.150543] [Distance: 0.246700]\n",
            "#-TRAIN-# Total Running Time: 8.0h 44.0m 57.38377046585083s\n",
            "#-TRAIN-# Epoch Time: 0.0h 0.0m 55.487786293029785s\n",
            "#-TRAIN-# [Epoch 10/500] [Batch 11/373] [G loss: 180.544205] [D loss: -134.312683] [Distance: 0.204421]\n",
            "#-TRAIN-# Total Running Time: 8.0h 45.0m 41.54284739494324s\n",
            "#-TRAIN-# Epoch Time: 0.0h 1.0m 39.646862506866455s\n",
            "#-TRAIN-# [Epoch 10/500] [Batch 16/373] [G loss: 192.086258] [D loss: -157.313782] [Distance: 0.170187]\n",
            "#-TRAIN-# Total Running Time: 8.0h 46.0m 19.527678728103638s\n",
            "#-TRAIN-# Epoch Time: 0.0h 2.0m 17.63169836997986s\n",
            "#-TRAIN-# [Epoch 10/500] [Batch 21/373] [G loss: 92.002602] [D loss: -12.125778] [Distance: 0.145667]\n",
            "#-TRAIN-# Total Running Time: 8.0h 46.0m 58.522666454315186s\n",
            "#-TRAIN-# Epoch Time: 0.0h 2.0m 56.6266815662384s\n",
            "#-TRAIN-# [Epoch 10/500] [Batch 26/373] [G loss: 126.745621] [D loss: -97.321167] [Distance: 0.229234]\n",
            "#-TRAIN-# Total Running Time: 8.0h 47.0m 38.11789512634277s\n",
            "#-TRAIN-# Epoch Time: 0.0h 3.0m 36.22196340560913s\n",
            "#-TRAIN-# [Epoch 10/500] [Batch 31/373] [G loss: 132.324768] [D loss: -86.433029] [Distance: 0.162265]\n",
            "#-TRAIN-# Total Running Time: 8.0h 48.0m 24.430579662322998s\n",
            "#-TRAIN-# Epoch Time: 0.0h 4.0m 22.53460431098938s\n",
            "#-TRAIN-# [Epoch 10/500] [Batch 36/373] [G loss: 123.671501] [D loss: -87.841537] [Distance: 0.213325]\n",
            "#-TRAIN-# Total Running Time: 8.0h 49.0m 9.57787013053894s\n",
            "#-TRAIN-# Epoch Time: 0.0h 5.0m 7.681898832321167s\n",
            "#-TRAIN-# [Epoch 10/500] [Batch 41/373] [G loss: 56.922371] [D loss: -133.126465] [Distance: 0.124344]\n",
            "#-TRAIN-# Total Running Time: 8.0h 49.0m 55.79648470878601s\n",
            "#-TRAIN-# Epoch Time: 0.0h 5.0m 53.90050435066223s\n",
            "#-TRAIN-# [Epoch 10/500] [Batch 46/373] [G loss: 134.573639] [D loss: -87.037666] [Distance: 0.220412]\n",
            "#-TRAIN-# Total Running Time: 8.0h 50.0m 45.62755990028381s\n",
            "#-TRAIN-# Epoch Time: 0.0h 6.0m 43.73157548904419s\n",
            "#-TRAIN-# [Epoch 10/500] [Batch 51/373] [G loss: 128.809113] [D loss: -126.350159] [Distance: 0.232606]\n",
            "#-TRAIN-# Total Running Time: 8.0h 51.0m 29.887209177017212s\n",
            "#-TRAIN-# Epoch Time: 0.0h 7.0m 27.991225004196167s\n",
            "#-TRAIN-# [Epoch 10/500] [Batch 56/373] [G loss: 145.246765] [D loss: -104.063713] [Distance: 0.136878]\n",
            "#-TRAIN-# Total Running Time: 8.0h 52.0m 10.520646333694458s\n",
            "#-TRAIN-# Epoch Time: 0.0h 8.0m 8.624674320220947s\n",
            "#-TRAIN-# [Epoch 10/500] [Batch 61/373] [G loss: 107.665298] [D loss: -123.266922] [Distance: 0.153807]\n",
            "#-TRAIN-# Total Running Time: 8.0h 52.0m 48.54225516319275s\n",
            "#-TRAIN-# Epoch Time: 0.0h 8.0m 46.646278381347656s\n",
            "#-TRAIN-# [Epoch 10/500] [Batch 66/373] [G loss: 30.789665] [D loss: -28.112587] [Distance: 0.088757]\n",
            "#-TRAIN-# Total Running Time: 8.0h 53.0m 27.618499517440796s\n",
            "#-TRAIN-# Epoch Time: 0.0h 9.0m 25.722514867782593s\n",
            "#-TRAIN-# [Epoch 10/500] [Batch 71/373] [G loss: 49.006954] [D loss: -130.924805] [Distance: 0.210154]\n",
            "#-TRAIN-# Total Running Time: 8.0h 54.0m 13.044863224029541s\n",
            "#-TRAIN-# Epoch Time: 0.0h 10.0m 11.148879051208496s\n",
            "#-TRAIN-# [Epoch 10/500] [Batch 76/373] [G loss: 126.297073] [D loss: -107.058807] [Distance: 0.251208]\n",
            "#-TRAIN-# Total Running Time: 8.0h 54.0m 56.43842887878418s\n",
            "#-TRAIN-# Epoch Time: 0.0h 10.0m 54.54244351387024s\n",
            "#-TRAIN-# [Epoch 10/500] [Batch 81/373] [G loss: 84.421043] [D loss: -136.734253] [Distance: 0.181236]\n",
            "#-TRAIN-# Total Running Time: 8.0h 55.0m 36.491639614105225s\n",
            "#-TRAIN-# Epoch Time: 0.0h 11.0m 34.595662355422974s\n",
            "#-TRAIN-# [Epoch 10/500] [Batch 86/373] [G loss: 40.300510] [D loss: -94.575592] [Distance: 0.151601]\n",
            "#-TRAIN-# Total Running Time: 8.0h 56.0m 15.649345636367798s\n",
            "#-TRAIN-# Epoch Time: 0.0h 12.0m 13.753361463546753s\n",
            "#-TRAIN-# [Epoch 10/500] [Batch 91/373] [G loss: 71.377502] [D loss: -76.309433] [Distance: 0.144814]\n",
            "#-TRAIN-# Total Running Time: 8.0h 56.0m 57.549434185028076s\n",
            "#-TRAIN-# Epoch Time: 0.0h 12.0m 55.65344977378845s\n",
            "#-TRAIN-# [Epoch 10/500] [Batch 96/373] [G loss: 123.839897] [D loss: -84.192047] [Distance: 0.217951]\n",
            "#-TRAIN-# Total Running Time: 8.0h 57.0m 42.339698791503906s\n",
            "#-TRAIN-# Epoch Time: 0.0h 13.0m 40.443727016448975s\n",
            "<Figure size 1800x1800 with 3 Axes>\n",
            "<Figure size 1000x500 with 1 Axes>\n",
            "<Figure size 1000x500 with 1 Axes>\n",
            "<Figure size 1000x500 with 1 Axes>\n",
            "#-TRAIN-# [Epoch 10/500] [Batch 101/373] [G loss: 171.089218] [D loss: -108.968887] [Distance: 0.200616]\n",
            "#-TRAIN-# Total Running Time: 8.0h 58.0m 25.325478076934814s\n",
            "#-TRAIN-# Epoch Time: 0.0h 14.0m 23.429503202438354s\n",
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            "#-TRAIN-# Total Running Time: 8.0h 59.0m 6.103847980499268s\n",
            "#-TRAIN-# Epoch Time: 0.0h 15.0m 4.2078611850738525s\n",
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            "#-TRAIN-# Total Running Time: 8.0h 59.0m 46.06104111671448s\n",
            "#-TRAIN-# Epoch Time: 0.0h 15.0m 44.165056228637695s\n",
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            "#-TRAIN-# Epoch Time: 0.0h 16.0m 28.73085069656372s\n",
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            "#-TRAIN-# Total Running Time: 9.0h 1.0m 5.408017873764038s\n",
            "#-TRAIN-# Epoch Time: 0.0h 17.0m 3.512033224105835s\n",
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            "#-TRAIN-# Total Running Time: 9.0h 1.0m 45.797476291656494s\n",
            "#-TRAIN-# Epoch Time: 0.0h 17.0m 43.90149426460266s\n",
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            "#-TRAIN-# Total Running Time: 9.0h 2.0m 27.433398723602295s\n",
            "#-TRAIN-# Epoch Time: 0.0h 18.0m 25.537415504455566s\n",
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            "#-TRAIN-# Total Running Time: 9.0h 3.0m 9.367560148239136s\n",
            "#-TRAIN-# Epoch Time: 0.0h 19.0m 7.471574544906616s\n",
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            "#-TRAIN-# Total Running Time: 9.0h 3.0m 51.84764266014099s\n",
            "#-TRAIN-# Epoch Time: 0.0h 19.0m 49.95167922973633s\n",
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            "#-TRAIN-# Total Running Time: 9.0h 4.0m 30.99759864807129s\n",
            "#-TRAIN-# Epoch Time: 0.0h 20.0m 29.101614236831665s\n",
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            "#-TRAIN-# Total Running Time: 9.0h 5.0m 10.287621974945068s\n",
            "#-TRAIN-# Epoch Time: 0.0h 21.0m 8.391644716262817s\n",
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            "#-TRAIN-# Total Running Time: 9.0h 5.0m 51.24281883239746s\n",
            "#-TRAIN-# Epoch Time: 0.0h 21.0m 49.34683418273926s\n",
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            "#-TRAIN-# Total Running Time: 9.0h 6.0m 36.38310146331787s\n",
            "#-TRAIN-# Epoch Time: 0.0h 22.0m 34.487117290496826s\n",
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            "#-TRAIN-# Total Running Time: 9.0h 7.0m 11.993933916091919s\n",
            "#-TRAIN-# Epoch Time: 0.0h 23.0m 10.097949266433716s\n",
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            "#-TRAIN-# Total Running Time: 9.0h 7.0m 52.426201820373535s\n",
            "#-TRAIN-# Epoch Time: 0.0h 23.0m 50.53021574020386s\n",
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            "#-TRAIN-# Total Running Time: 9.0h 8.0m 36.1483108997345s\n",
            "#-TRAIN-# Epoch Time: 0.0h 24.0m 34.25232696533203s\n",
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            "#-TRAIN-# Total Running Time: 9.0h 9.0m 17.508136749267578s\n",
            "#-TRAIN-# Epoch Time: 0.0h 25.0m 15.612151384353638s\n",
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            "#-TRAIN-# Total Running Time: 9.0h 10.0m 0.25781965255737305s\n",
            "#-TRAIN-# Epoch Time: 0.0h 25.0m 58.361836433410645s\n",
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            "#-TRAIN-# Total Running Time: 9.0h 10.0m 36.59206795692444s\n",
            "#-TRAIN-# Epoch Time: 0.0h 26.0m 34.696083545684814s\n",
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            "#-TRAIN-# Total Running Time: 9.0h 11.0m 17.016974925994873s\n",
            "#-TRAIN-# Epoch Time: 0.0h 27.0m 15.120991706848145s\n",
            "<Figure size 1800x1800 with 3 Axes>\n",
            "<Figure size 1000x500 with 1 Axes>\n",
            "<Figure size 1000x500 with 1 Axes>\n",
            "<Figure size 1000x500 with 1 Axes>\n",
            "#-TRAIN-# [Epoch 10/500] [Batch 201/373] [G loss: -4.020827] [D loss: -97.075584] [Distance: 0.158897]\n",
            "#-TRAIN-# Total Running Time: 9.0h 11.0m 59.01161313056946s\n",
            "#-TRAIN-# Epoch Time: 0.0h 27.0m 57.11562705039978s\n",
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            "#-TRAIN-# Total Running Time: 9.0h 12.0m 38.937028884887695s\n",
            "#-TRAIN-# Epoch Time: 0.0h 28.0m 37.04104423522949s\n",
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            "#-TRAIN-# Total Running Time: 9.0h 13.0m 16.888309478759766s\n",
            "#-TRAIN-# Epoch Time: 0.0h 29.0m 14.992324352264404s\n",
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            "#-TRAIN-# Total Running Time: 9.0h 14.0m 1.218381643295288s\n",
            "#-TRAIN-# Epoch Time: 0.0h 29.0m 59.32239603996277s\n",
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            "#-TRAIN-# Total Running Time: 9.0h 14.0m 36.774638414382935s\n",
            "#-TRAIN-# Epoch Time: 0.0h 30.0m 34.87866020202637s\n",
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            "#-TRAIN-# Total Running Time: 9.0h 15.0m 18.725177764892578s\n",
            "#-TRAIN-# Epoch Time: 0.0h 31.0m 16.829191207885742s\n",
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            "#-TRAIN-# Total Running Time: 9.0h 15.0m 59.41001629829407s\n",
            "#-TRAIN-# Epoch Time: 0.0h 31.0m 57.5140380859375s\n",
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            "#-TRAIN-# Total Running Time: 9.0h 16.0m 46.36374592781067s\n",
            "#-TRAIN-# Epoch Time: 0.0h 32.0m 44.46781611442566s\n",
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            "#-TRAIN-# Total Running Time: 9.0h 17.0m 28.31753158569336s\n",
            "#-TRAIN-# Epoch Time: 0.0h 33.0m 26.421549081802368s\n",
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            "#-TRAIN-# Total Running Time: 9.0h 18.0m 9.678852558135986s\n",
            "#-TRAIN-# Epoch Time: 0.0h 34.0m 7.782870292663574s\n",
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            "#-TRAIN-# Total Running Time: 9.0h 18.0m 52.64258050918579s\n",
            "#-TRAIN-# Epoch Time: 0.0h 34.0m 50.746591567993164s\n",
            "#-TRAIN-# [Epoch 10/500] [Batch 256/373] [G loss: 90.983459] [D loss: -137.878220] [Distance: 0.212178]\n",
            "#-TRAIN-# Total Running Time: 9.0h 19.0m 31.950257539749146s\n",
            "#-TRAIN-# Epoch Time: 0.0h 35.0m 30.054283142089844s\n",
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            "#-TRAIN-# Total Running Time: 9.0h 20.0m 12.031527996063232s\n",
            "#-TRAIN-# Epoch Time: 0.0h 36.0m 10.135541200637817s\n",
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            "#-TRAIN-# Total Running Time: 9.0h 20.0m 59.840954542160034s\n",
            "#-TRAIN-# Epoch Time: 0.0h 36.0m 57.94496941566467s\n",
            "#-TRAIN-# [Epoch 10/500] [Batch 271/373] [G loss: 130.397995] [D loss: -240.818207] [Distance: 0.221174]\n",
            "#-TRAIN-# Total Running Time: 9.0h 21.0m 45.7593309879303s\n",
            "#-TRAIN-# Epoch Time: 0.0h 37.0m 43.86334490776062s\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "G6eMC0d8KZJe",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "!ls"
      ],
      "execution_count": null,
      "outputs": []
    }
  ]
}